end-to-end-bluebook-bulldozer-price-regression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# End to end bluebook bulldozer price regression ai project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Problem Definition\n",
    "* For this dataset, the problem we're trying to solve, or better, the question we're trying to answer is, how well can we predict the future sale price of a bulldozer, given its characteristics previous examples of how much similar bulldozers have been sold for?\n",
    "\n",
    "## 2. Data\n",
    "* Looking at the dataset from Kaggle, it's a time series problem. This means there's a time attribute to dataset.\n",
    "* In this case, it's historical sales data of bulldozers. Including things like, model type, size, sale date and more.\n",
    "\n",
    "There are 3 datasets:\n",
    "* Train.csv - Historical bulldozer sales examples up to 2011 (close to 400,000 examples with 50+ different attributes, including SalePrice which is the target variable).\n",
    "* Valid.csv - Historical bulldozer sales examples from January 1 2012 to April 30 2012 (close to 12,000 examples with the same attributes as Train.csv).\n",
    "* Test.csv - Historical bulldozer sales examples from May 1 2012 to November 2012 (close to 12,000 examples but missing the SalePrice attribute, as this is what we'll be trying to predict).\n",
    "\n",
    "## 3. Evaluation\n",
    "* For this problem, Kaggle has set the evaluation metric to being root mean squared log error (RMSLE).\n",
    "* As with many regression evaluations, the goal will be to get this value as low as possible.\n",
    "* To see how well our model is doing, we'll calculate the RMSLE and then compare our results to others on the Kaggle leaderboard.\n",
    "\n",
    "## 4. Features\n",
    "* Features are different parts of the data. During this step, you'll want to start finding out what you can about the data.\n",
    "* One of the most common ways to do this, is to create a data dictionary.\n",
    "* For this dataset, Kaggle provides a data dictionary which contains information about what each attribute of the dataset means. You can download this file directly from the Kaggle competition page (account required) or view it on Google Sheets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
       "      <th>auctioneerID</th>\n",
       "      <th>YearMade</th>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <th>UsageBand</th>\n",
       "      <th>saledate</th>\n",
       "      <th>...</th>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <th>Stick_Length</th>\n",
       "      <th>Thumb</th>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <th>Grouser_Type</th>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <th>Blade_Type</th>\n",
       "      <th>Travel_Controls</th>\n",
       "      <th>Differential_Type</th>\n",
       "      <th>Steering_Controls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>3.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>68.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1139248</td>\n",
       "      <td>57000.0</td>\n",
       "      <td>117657</td>\n",
       "      <td>77</td>\n",
       "      <td>121</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1996</td>\n",
       "      <td>4640.0</td>\n",
       "      <td>Low</td>\n",
       "      <td>3/26/2004 0:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1139249</td>\n",
       "      <td>10000.0</td>\n",
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       "      <td>7009</td>\n",
       "      <td>121</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2001</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>High</td>\n",
       "      <td>2/26/2004 0:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1139251</td>\n",
       "      <td>38500.0</td>\n",
       "      <td>1026470</td>\n",
       "      <td>332</td>\n",
       "      <td>121</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2001</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>High</td>\n",
       "      <td>5/19/2011 0:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
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       "      <td>11000.0</td>\n",
       "      <td>1057373</td>\n",
       "      <td>17311</td>\n",
       "      <td>121</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>722.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>7/23/2009 0:00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalesID  SalePrice  MachineID  ModelID  datasource  auctioneerID  YearMade  \\\n",
       "0  1139246    66000.0     999089     3157         121           3.0      2004   \n",
       "1  1139248    57000.0     117657       77         121           3.0      1996   \n",
       "2  1139249    10000.0     434808     7009         121           3.0      2001   \n",
       "3  1139251    38500.0    1026470      332         121           3.0      2001   \n",
       "4  1139253    11000.0    1057373    17311         121           3.0      2007   \n",
       "\n",
       "   MachineHoursCurrentMeter UsageBand         saledate  ...  \\\n",
       "0                      68.0       Low  11/16/2006 0:00  ...   \n",
       "1                    4640.0       Low   3/26/2004 0:00  ...   \n",
       "2                    2838.0      High   2/26/2004 0:00  ...   \n",
       "3                    3486.0      High   5/19/2011 0:00  ...   \n",
       "4                     722.0    Medium   7/23/2009 0:00  ...   \n",
       "\n",
       "  Undercarriage_Pad_Width Stick_Length Thumb Pattern_Changer Grouser_Type  \\\n",
       "0                     NaN          NaN   NaN             NaN          NaN   \n",
       "1                     NaN          NaN   NaN             NaN          NaN   \n",
       "2                     NaN          NaN   NaN             NaN          NaN   \n",
       "3                     NaN          NaN   NaN             NaN          NaN   \n",
       "4                     NaN          NaN   NaN             NaN          NaN   \n",
       "\n",
       "  Backhoe_Mounting Blade_Type Travel_Controls Differential_Type  \\\n",
       "0              NaN        NaN             NaN          Standard   \n",
       "1              NaN        NaN             NaN          Standard   \n",
       "2              NaN        NaN             NaN               NaN   \n",
       "3              NaN        NaN             NaN               NaN   \n",
       "4              NaN        NaN             NaN               NaN   \n",
       "\n",
       "  Steering_Controls  \n",
       "0      Conventional  \n",
       "1      Conventional  \n",
       "2               NaN  \n",
       "3               NaN  \n",
       "4               NaN  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load data\n",
    "df = pd.read_csv(\"data/bluebook-for-bulldozers/TrainAndValid.csv\", low_memory=False)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 412698 entries, 0 to 412697\n",
      "Data columns (total 53 columns):\n",
      " #   Column                    Non-Null Count   Dtype  \n",
      "---  ------                    --------------   -----  \n",
      " 0   SalesID                   412698 non-null  int64  \n",
      " 1   SalePrice                 412698 non-null  float64\n",
      " 2   MachineID                 412698 non-null  int64  \n",
      " 3   ModelID                   412698 non-null  int64  \n",
      " 4   datasource                412698 non-null  int64  \n",
      " 5   auctioneerID              392562 non-null  float64\n",
      " 6   YearMade                  412698 non-null  int64  \n",
      " 7   MachineHoursCurrentMeter  147504 non-null  float64\n",
      " 8   UsageBand                 73670 non-null   object \n",
      " 9   saledate                  412698 non-null  object \n",
      " 10  fiModelDesc               412698 non-null  object \n",
      " 11  fiBaseModel               412698 non-null  object \n",
      " 12  fiSecondaryDesc           271971 non-null  object \n",
      " 13  fiModelSeries             58667 non-null   object \n",
      " 14  fiModelDescriptor         74816 non-null   object \n",
      " 15  ProductSize               196093 non-null  object \n",
      " 16  fiProductClassDesc        412698 non-null  object \n",
      " 17  state                     412698 non-null  object \n",
      " 18  ProductGroup              412698 non-null  object \n",
      " 19  ProductGroupDesc          412698 non-null  object \n",
      " 20  Drive_System              107087 non-null  object \n",
      " 21  Enclosure                 412364 non-null  object \n",
      " 22  Forks                     197715 non-null  object \n",
      " 23  Pad_Type                  81096 non-null   object \n",
      " 24  Ride_Control              152728 non-null  object \n",
      " 25  Stick                     81096 non-null   object \n",
      " 26  Transmission              188007 non-null  object \n",
      " 27  Turbocharged              81096 non-null   object \n",
      " 28  Blade_Extension           25983 non-null   object \n",
      " 29  Blade_Width               25983 non-null   object \n",
      " 30  Enclosure_Type            25983 non-null   object \n",
      " 31  Engine_Horsepower         25983 non-null   object \n",
      " 32  Hydraulics                330133 non-null  object \n",
      " 33  Pushblock                 25983 non-null   object \n",
      " 34  Ripper                    106945 non-null  object \n",
      " 35  Scarifier                 25994 non-null   object \n",
      " 36  Tip_Control               25983 non-null   object \n",
      " 37  Tire_Size                 97638 non-null   object \n",
      " 38  Coupler                   220679 non-null  object \n",
      " 39  Coupler_System            44974 non-null   object \n",
      " 40  Grouser_Tracks            44875 non-null   object \n",
      " 41  Hydraulics_Flow           44875 non-null   object \n",
      " 42  Track_Type                102193 non-null  object \n",
      " 43  Undercarriage_Pad_Width   102916 non-null  object \n",
      " 44  Stick_Length              102261 non-null  object \n",
      " 45  Thumb                     102332 non-null  object \n",
      " 46  Pattern_Changer           102261 non-null  object \n",
      " 47  Grouser_Type              102193 non-null  object \n",
      " 48  Backhoe_Mounting          80712 non-null   object \n",
      " 49  Blade_Type                81875 non-null   object \n",
      " 50  Travel_Controls           81877 non-null   object \n",
      " 51  Differential_Type         71564 non-null   object \n",
      " 52  Steering_Controls         71522 non-null   object \n",
      "dtypes: float64(3), int64(5), object(45)\n",
      "memory usage: 166.9+ MB\n"
     ]
    }
   ],
   "source": [
    "# Check dtypes\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SalesID                          0\n",
       "SalePrice                        0\n",
       "MachineID                        0\n",
       "ModelID                          0\n",
       "datasource                       0\n",
       "auctioneerID                 20136\n",
       "YearMade                         0\n",
       "MachineHoursCurrentMeter    265194\n",
       "UsageBand                   339028\n",
       "saledate                         0\n",
       "fiModelDesc                      0\n",
       "fiBaseModel                      0\n",
       "fiSecondaryDesc             140727\n",
       "fiModelSeries               354031\n",
       "fiModelDescriptor           337882\n",
       "ProductSize                 216605\n",
       "fiProductClassDesc               0\n",
       "state                            0\n",
       "ProductGroup                     0\n",
       "ProductGroupDesc                 0\n",
       "Drive_System                305611\n",
       "Enclosure                      334\n",
       "Forks                       214983\n",
       "Pad_Type                    331602\n",
       "Ride_Control                259970\n",
       "Stick                       331602\n",
       "Transmission                224691\n",
       "Turbocharged                331602\n",
       "Blade_Extension             386715\n",
       "Blade_Width                 386715\n",
       "Enclosure_Type              386715\n",
       "Engine_Horsepower           386715\n",
       "Hydraulics                   82565\n",
       "Pushblock                   386715\n",
       "Ripper                      305753\n",
       "Scarifier                   386704\n",
       "Tip_Control                 386715\n",
       "Tire_Size                   315060\n",
       "Coupler                     192019\n",
       "Coupler_System              367724\n",
       "Grouser_Tracks              367823\n",
       "Hydraulics_Flow             367823\n",
       "Track_Type                  310505\n",
       "Undercarriage_Pad_Width     309782\n",
       "Stick_Length                310437\n",
       "Thumb                       310366\n",
       "Pattern_Changer             310437\n",
       "Grouser_Type                310505\n",
       "Backhoe_Mounting            331986\n",
       "Blade_Type                  330823\n",
       "Travel_Controls             330821\n",
       "Differential_Type           341134\n",
       "Steering_Controls           341176\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check null values\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a scatter graph between SalePrice & saledate\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(df[\"saledate\"][:1000], df[\"SalePrice\"][:1000]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot a histogram for SalePrice\n",
    "df.SalePrice.plot.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2006-11-16\n",
       "1   2004-03-26\n",
       "2   2004-02-26\n",
       "3   2011-05-19\n",
       "4   2009-07-23\n",
       "5   2008-12-18\n",
       "6   2004-08-26\n",
       "7   2005-11-17\n",
       "8   2009-08-27\n",
       "9   2007-08-09\n",
       "Name: saledate, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parsing dates\n",
    "df = pd.read_csv(\"data/bluebook-for-bulldozers/TrainAndValid.csv\", parse_dates=[\"saledate\"], low_memory=False)\n",
    "df.saledate.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot scatter graph with parsed date DataFrame\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(df[\"saledate\"][:1000], df[\"SalePrice\"][:1000]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>412688</th>\n",
       "      <th>412689</th>\n",
       "      <th>412690</th>\n",
       "      <th>412691</th>\n",
       "      <th>412692</th>\n",
       "      <th>412693</th>\n",
       "      <th>412694</th>\n",
       "      <th>412695</th>\n",
       "      <th>412696</th>\n",
       "      <th>412697</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SalesID</th>\n",
       "      <td>1139246</td>\n",
       "      <td>1139248</td>\n",
       "      <td>1139249</td>\n",
       "      <td>1139251</td>\n",
       "      <td>1139253</td>\n",
       "      <td>1139255</td>\n",
       "      <td>1139256</td>\n",
       "      <td>1139261</td>\n",
       "      <td>1139272</td>\n",
       "      <td>1139275</td>\n",
       "      <td>...</td>\n",
       "      <td>6333305</td>\n",
       "      <td>6333314</td>\n",
       "      <td>6333330</td>\n",
       "      <td>6333339</td>\n",
       "      <td>6333343</td>\n",
       "      <td>6333344</td>\n",
       "      <td>6333345</td>\n",
       "      <td>6333347</td>\n",
       "      <td>6333348</td>\n",
       "      <td>6333349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalePrice</th>\n",
       "      <td>66000.0</td>\n",
       "      <td>57000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>38500.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>26500.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>21500.0</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11500.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>20500.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>10500.0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineID</th>\n",
       "      <td>999089</td>\n",
       "      <td>117657</td>\n",
       "      <td>434808</td>\n",
       "      <td>1026470</td>\n",
       "      <td>1057373</td>\n",
       "      <td>1001274</td>\n",
       "      <td>772701</td>\n",
       "      <td>902002</td>\n",
       "      <td>1036251</td>\n",
       "      <td>1016474</td>\n",
       "      <td>...</td>\n",
       "      <td>1800259</td>\n",
       "      <td>1908162</td>\n",
       "      <td>1879923</td>\n",
       "      <td>1856845</td>\n",
       "      <td>1799614</td>\n",
       "      <td>1919201</td>\n",
       "      <td>1882122</td>\n",
       "      <td>1944213</td>\n",
       "      <td>1794518</td>\n",
       "      <td>1944743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ModelID</th>\n",
       "      <td>3157</td>\n",
       "      <td>77</td>\n",
       "      <td>7009</td>\n",
       "      <td>332</td>\n",
       "      <td>17311</td>\n",
       "      <td>4605</td>\n",
       "      <td>1937</td>\n",
       "      <td>3539</td>\n",
       "      <td>36003</td>\n",
       "      <td>3883</td>\n",
       "      <td>...</td>\n",
       "      <td>21437</td>\n",
       "      <td>21437</td>\n",
       "      <td>21446</td>\n",
       "      <td>21435</td>\n",
       "      <td>21435</td>\n",
       "      <td>21435</td>\n",
       "      <td>21436</td>\n",
       "      <td>21435</td>\n",
       "      <td>21435</td>\n",
       "      <td>21436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datasource</th>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auctioneerID</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMade</th>\n",
       "      <td>2004</td>\n",
       "      <td>1996</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>2007</td>\n",
       "      <td>2004</td>\n",
       "      <td>1993</td>\n",
       "      <td>2001</td>\n",
       "      <td>2008</td>\n",
       "      <td>1000</td>\n",
       "      <td>...</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <td>68.0</td>\n",
       "      <td>4640.0</td>\n",
       "      <td>2838.0</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>722.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>11540.0</td>\n",
       "      <td>4883.0</td>\n",
       "      <td>302.0</td>\n",
       "      <td>20700.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UsageBand</th>\n",
       "      <td>Low</td>\n",
       "      <td>Low</td>\n",
       "      <td>High</td>\n",
       "      <td>High</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Low</td>\n",
       "      <td>High</td>\n",
       "      <td>High</td>\n",
       "      <td>Low</td>\n",
       "      <td>Medium</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saledate</th>\n",
       "      <td>2006-11-16 00:00:00</td>\n",
       "      <td>2004-03-26 00:00:00</td>\n",
       "      <td>2004-02-26 00:00:00</td>\n",
       "      <td>2011-05-19 00:00:00</td>\n",
       "      <td>2009-07-23 00:00:00</td>\n",
       "      <td>2008-12-18 00:00:00</td>\n",
       "      <td>2004-08-26 00:00:00</td>\n",
       "      <td>2005-11-17 00:00:00</td>\n",
       "      <td>2009-08-27 00:00:00</td>\n",
       "      <td>2007-08-09 00:00:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-02-13 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "      <td>2012-02-13 00:00:00</td>\n",
       "      <td>2012-03-07 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "      <td>2012-03-07 00:00:00</td>\n",
       "      <td>2012-01-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDesc</th>\n",
       "      <td>521D</td>\n",
       "      <td>950FII</td>\n",
       "      <td>226</td>\n",
       "      <td>PC120-6E</td>\n",
       "      <td>S175</td>\n",
       "      <td>310G</td>\n",
       "      <td>790ELC</td>\n",
       "      <td>416D</td>\n",
       "      <td>430HAG</td>\n",
       "      <td>988B</td>\n",
       "      <td>...</td>\n",
       "      <td>35N</td>\n",
       "      <td>35N</td>\n",
       "      <td>55N2</td>\n",
       "      <td>30NX</td>\n",
       "      <td>30NX</td>\n",
       "      <td>30NX</td>\n",
       "      <td>30NX2</td>\n",
       "      <td>30NX</td>\n",
       "      <td>30NX</td>\n",
       "      <td>30NX2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiBaseModel</th>\n",
       "      <td>521</td>\n",
       "      <td>950</td>\n",
       "      <td>226</td>\n",
       "      <td>PC120</td>\n",
       "      <td>S175</td>\n",
       "      <td>310</td>\n",
       "      <td>790</td>\n",
       "      <td>416</td>\n",
       "      <td>430</td>\n",
       "      <td>988</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiSecondaryDesc</th>\n",
       "      <td>D</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>E</td>\n",
       "      <td>D</td>\n",
       "      <td>HAG</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "      <td>NX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelSeries</th>\n",
       "      <td>NaN</td>\n",
       "      <td>II</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDescriptor</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductSize</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Small</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large / Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Large</td>\n",
       "      <td>...</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "      <td>Mini</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiProductClassDesc</th>\n",
       "      <td>Wheel Loader - 110.0 to 120.0 Horsepower</td>\n",
       "      <td>Wheel Loader - 150.0 to 175.0 Horsepower</td>\n",
       "      <td>Skid Steer Loader - 1351.0 to 1601.0 Lb Operat...</td>\n",
       "      <td>Hydraulic Excavator, Track - 12.0 to 14.0 Metr...</td>\n",
       "      <td>Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...</td>\n",
       "      <td>Backhoe Loader - 14.0 to 15.0 Ft Standard Digg...</td>\n",
       "      <td>Hydraulic Excavator, Track - 21.0 to 24.0 Metr...</td>\n",
       "      <td>Backhoe Loader - 14.0 to 15.0 Ft Standard Digg...</td>\n",
       "      <td>Hydraulic Excavator, Track - 3.0 to 4.0 Metric...</td>\n",
       "      <td>Wheel Loader - 350.0 to 500.0 Horsepower</td>\n",
       "      <td>...</td>\n",
       "      <td>Hydraulic Excavator, Track - 3.0 to 4.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 3.0 to 4.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 5.0 to 6.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 2.0 to 3.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 2.0 to 3.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 2.0 to 3.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 3.0 to 4.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 2.0 to 3.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 2.0 to 3.0 Metric...</td>\n",
       "      <td>Hydraulic Excavator, Track - 3.0 to 4.0 Metric...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>New York</td>\n",
       "      <td>Texas</td>\n",
       "      <td>New York</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "      <td>...</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroup</th>\n",
       "      <td>WL</td>\n",
       "      <td>WL</td>\n",
       "      <td>SSL</td>\n",
       "      <td>TEX</td>\n",
       "      <td>SSL</td>\n",
       "      <td>BL</td>\n",
       "      <td>TEX</td>\n",
       "      <td>BL</td>\n",
       "      <td>TEX</td>\n",
       "      <td>WL</td>\n",
       "      <td>...</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "      <td>TEX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroupDesc</th>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Backhoe Loaders</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Backhoe Loaders</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>...</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Track Excavators</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drive_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Four Wheel Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Four Wheel Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure</th>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>...</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>EROPS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forks</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pad_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reversible</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ride_Control</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Extended</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transmission</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Powershuttle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turbocharged</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Extension</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engine_Horsepower</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics</th>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>...</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pushblock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ripper</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scarifier</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tip_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tire_Size</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>23.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Manual</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Tracks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics_Flow</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Track_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Steel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Steel</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>Rubber</td>\n",
       "      <td>Rubber</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick_Length</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thumb</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Double</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Double</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "      <td>Double</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_Controls</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Differential_Type</th>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steering_Controls</th>\n",
       "      <td>Conventional</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 412698 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                            0       \\\n",
       "SalesID                                                    1139246   \n",
       "SalePrice                                                  66000.0   \n",
       "MachineID                                                   999089   \n",
       "ModelID                                                       3157   \n",
       "datasource                                                     121   \n",
       "auctioneerID                                                   3.0   \n",
       "YearMade                                                      2004   \n",
       "MachineHoursCurrentMeter                                      68.0   \n",
       "UsageBand                                                      Low   \n",
       "saledate                                       2006-11-16 00:00:00   \n",
       "fiModelDesc                                                   521D   \n",
       "fiBaseModel                                                    521   \n",
       "fiSecondaryDesc                                                  D   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 110.0 to 120.0 Horsepower   \n",
       "state                                                      Alabama   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                      None or Unspecified   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "\n",
       "                                                            1       \\\n",
       "SalesID                                                    1139248   \n",
       "SalePrice                                                  57000.0   \n",
       "MachineID                                                   117657   \n",
       "ModelID                                                         77   \n",
       "datasource                                                     121   \n",
       "auctioneerID                                                   3.0   \n",
       "YearMade                                                      1996   \n",
       "MachineHoursCurrentMeter                                    4640.0   \n",
       "UsageBand                                                      Low   \n",
       "saledate                                       2004-03-26 00:00:00   \n",
       "fiModelDesc                                                 950FII   \n",
       "fiBaseModel                                                    950   \n",
       "fiSecondaryDesc                                                  F   \n",
       "fiModelSeries                                                   II   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                 Medium   \n",
       "fiProductClassDesc        Wheel Loader - 150.0 to 175.0 Horsepower   \n",
       "state                                               North Carolina   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                                     23.5   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "\n",
       "                                                                     2       \\\n",
       "SalesID                                                             1139249   \n",
       "SalePrice                                                           10000.0   \n",
       "MachineID                                                            434808   \n",
       "ModelID                                                                7009   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2001   \n",
       "MachineHoursCurrentMeter                                             2838.0   \n",
       "UsageBand                                                              High   \n",
       "saledate                                                2004-02-26 00:00:00   \n",
       "fiModelDesc                                                             226   \n",
       "fiBaseModel                                                             226   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1351.0 to 1601.0 Lb Operat...   \n",
       "state                                                              New York   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     3       \\\n",
       "SalesID                                                             1139251   \n",
       "SalePrice                                                           38500.0   \n",
       "MachineID                                                           1026470   \n",
       "ModelID                                                                 332   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2001   \n",
       "MachineHoursCurrentMeter                                             3486.0   \n",
       "UsageBand                                                              High   \n",
       "saledate                                                2011-05-19 00:00:00   \n",
       "fiModelDesc                                                        PC120-6E   \n",
       "fiBaseModel                                                           PC120   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           -6E   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                           Small   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 12.0 to 14.0 Metr...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                        EROPS w AC   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     4       \\\n",
       "SalesID                                                             1139253   \n",
       "SalePrice                                                           11000.0   \n",
       "MachineID                                                           1057373   \n",
       "ModelID                                                               17311   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2007   \n",
       "MachineHoursCurrentMeter                                              722.0   \n",
       "UsageBand                                                            Medium   \n",
       "saledate                                                2009-07-23 00:00:00   \n",
       "fiModelDesc                                                            S175   \n",
       "fiBaseModel                                                            S175   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...   \n",
       "state                                                              New York   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     5       \\\n",
       "SalesID                                                             1139255   \n",
       "SalePrice                                                           26500.0   \n",
       "MachineID                                                           1001274   \n",
       "ModelID                                                                4605   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2004   \n",
       "MachineHoursCurrentMeter                                              508.0   \n",
       "UsageBand                                                               Low   \n",
       "saledate                                                2008-12-18 00:00:00   \n",
       "fiModelDesc                                                            310G   \n",
       "fiBaseModel                                                             310   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Backhoe Loader - 14.0 to 15.0 Ft Standard Digg...   \n",
       "state                                                               Arizona   \n",
       "ProductGroup                                                             BL   \n",
       "ProductGroupDesc                                            Backhoe Loaders   \n",
       "Drive_System                                               Four Wheel Drive   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                None or Unspecified   \n",
       "Ride_Control                                                             No   \n",
       "Stick                                                              Extended   \n",
       "Transmission                                                   Powershuttle   \n",
       "Turbocharged                                            None or Unspecified   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                              NaN   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     6       \\\n",
       "SalesID                                                             1139256   \n",
       "SalePrice                                                           21000.0   \n",
       "MachineID                                                            772701   \n",
       "ModelID                                                                1937   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               1993   \n",
       "MachineHoursCurrentMeter                                            11540.0   \n",
       "UsageBand                                                              High   \n",
       "saledate                                                2004-08-26 00:00:00   \n",
       "fiModelDesc                                                          790ELC   \n",
       "fiBaseModel                                                             790   \n",
       "fiSecondaryDesc                                                           E   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                        LC   \n",
       "ProductSize                                                  Large / Medium   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 21.0 to 24.0 Metr...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                         Standard   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                            Steel   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     7       \\\n",
       "SalesID                                                             1139261   \n",
       "SalePrice                                                           27000.0   \n",
       "MachineID                                                            902002   \n",
       "ModelID                                                                3539   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2001   \n",
       "MachineHoursCurrentMeter                                             4883.0   \n",
       "UsageBand                                                              High   \n",
       "saledate                                                2005-11-17 00:00:00   \n",
       "fiModelDesc                                                            416D   \n",
       "fiBaseModel                                                             416   \n",
       "fiSecondaryDesc                                                           D   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Backhoe Loader - 14.0 to 15.0 Ft Standard Digg...   \n",
       "state                                                              Illinois   \n",
       "ProductGroup                                                             BL   \n",
       "ProductGroupDesc                                            Backhoe Loaders   \n",
       "Drive_System                                               Four Wheel Drive   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                         Reversible   \n",
       "Ride_Control                                                             No   \n",
       "Stick                                                              Standard   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            Yes   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                              NaN   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     8       \\\n",
       "SalesID                                                             1139272   \n",
       "SalePrice                                                           21500.0   \n",
       "MachineID                                                           1036251   \n",
       "ModelID                                                               36003   \n",
       "datasource                                                              121   \n",
       "auctioneerID                                                            3.0   \n",
       "YearMade                                                               2008   \n",
       "MachineHoursCurrentMeter                                              302.0   \n",
       "UsageBand                                                               Low   \n",
       "saledate                                                2009-08-27 00:00:00   \n",
       "fiModelDesc                                                          430HAG   \n",
       "fiBaseModel                                                             430   \n",
       "fiSecondaryDesc                                                         HAG   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 3.0 to 4.0 Metric...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                              Manual   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                            9       ...  \\\n",
       "SalesID                                                    1139275  ...   \n",
       "SalePrice                                                  65000.0  ...   \n",
       "MachineID                                                  1016474  ...   \n",
       "ModelID                                                       3883  ...   \n",
       "datasource                                                     121  ...   \n",
       "auctioneerID                                                   3.0  ...   \n",
       "YearMade                                                      1000  ...   \n",
       "MachineHoursCurrentMeter                                   20700.0  ...   \n",
       "UsageBand                                                   Medium  ...   \n",
       "saledate                                       2007-08-09 00:00:00  ...   \n",
       "fiModelDesc                                                   988B  ...   \n",
       "fiBaseModel                                                    988  ...   \n",
       "fiSecondaryDesc                                                  B  ...   \n",
       "fiModelSeries                                                  NaN  ...   \n",
       "fiModelDescriptor                                              NaN  ...   \n",
       "ProductSize                                                  Large  ...   \n",
       "fiProductClassDesc        Wheel Loader - 350.0 to 500.0 Horsepower  ...   \n",
       "state                                                      Florida  ...   \n",
       "ProductGroup                                                    WL  ...   \n",
       "ProductGroupDesc                                      Wheel Loader  ...   \n",
       "Drive_System                                                   NaN  ...   \n",
       "Enclosure                                               EROPS w AC  ...   \n",
       "Forks                                          None or Unspecified  ...   \n",
       "Pad_Type                                                       NaN  ...   \n",
       "Ride_Control                                   None or Unspecified  ...   \n",
       "Stick                                                          NaN  ...   \n",
       "Transmission                                                   NaN  ...   \n",
       "Turbocharged                                                   NaN  ...   \n",
       "Blade_Extension                                                NaN  ...   \n",
       "Blade_Width                                                    NaN  ...   \n",
       "Enclosure_Type                                                 NaN  ...   \n",
       "Engine_Horsepower                                              NaN  ...   \n",
       "Hydraulics                                                 2 Valve  ...   \n",
       "Pushblock                                                      NaN  ...   \n",
       "Ripper                                                         NaN  ...   \n",
       "Scarifier                                                      NaN  ...   \n",
       "Tip_Control                                                    NaN  ...   \n",
       "Tire_Size                                      None or Unspecified  ...   \n",
       "Coupler                                        None or Unspecified  ...   \n",
       "Coupler_System                                                 NaN  ...   \n",
       "Grouser_Tracks                                                 NaN  ...   \n",
       "Hydraulics_Flow                                                NaN  ...   \n",
       "Track_Type                                                     NaN  ...   \n",
       "Undercarriage_Pad_Width                                        NaN  ...   \n",
       "Stick_Length                                                   NaN  ...   \n",
       "Thumb                                                          NaN  ...   \n",
       "Pattern_Changer                                                NaN  ...   \n",
       "Grouser_Type                                                   NaN  ...   \n",
       "Backhoe_Mounting                                               NaN  ...   \n",
       "Blade_Type                                                     NaN  ...   \n",
       "Travel_Controls                                                NaN  ...   \n",
       "Differential_Type                                         Standard  ...   \n",
       "Steering_Controls                                     Conventional  ...   \n",
       "\n",
       "                                                                     412688  \\\n",
       "SalesID                                                             6333305   \n",
       "SalePrice                                                           11500.0   \n",
       "MachineID                                                           1800259   \n",
       "ModelID                                                               21437   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            1.0   \n",
       "YearMade                                                               2006   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-02-13 00:00:00   \n",
       "fiModelDesc                                                             35N   \n",
       "fiBaseModel                                                              35   \n",
       "fiSecondaryDesc                                                           N   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 3.0 to 4.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                         Standard   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                            Steel   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412689  \\\n",
       "SalesID                                                             6333314   \n",
       "SalePrice                                                           13000.0   \n",
       "MachineID                                                           1908162   \n",
       "ModelID                                                               21437   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2006   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-01-28 00:00:00   \n",
       "fiModelDesc                                                             35N   \n",
       "fiBaseModel                                                              35   \n",
       "fiSecondaryDesc                                                           N   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 3.0 to 4.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412690  \\\n",
       "SalesID                                                             6333330   \n",
       "SalePrice                                                           20500.0   \n",
       "MachineID                                                           1879923   \n",
       "ModelID                                                               21446   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2006   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-01-28 00:00:00   \n",
       "fiModelDesc                                                            55N2   \n",
       "fiBaseModel                                                              55   \n",
       "fiSecondaryDesc                                                           N   \n",
       "fiModelSeries                                                             2   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 5.0 to 6.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412691  \\\n",
       "SalesID                                                             6333339   \n",
       "SalePrice                                                           13000.0   \n",
       "MachineID                                                           1856845   \n",
       "ModelID                                                               21435   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-01-28 00:00:00   \n",
       "fiModelDesc                                                            30NX   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 2.0 to 3.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412692  \\\n",
       "SalesID                                                             6333343   \n",
       "SalePrice                                                           10000.0   \n",
       "MachineID                                                           1799614   \n",
       "ModelID                                                               21435   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            1.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-02-13 00:00:00   \n",
       "fiModelDesc                                                            30NX   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 2.0 to 3.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                         Standard   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                            Steel   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412693  \\\n",
       "SalesID                                                             6333344   \n",
       "SalePrice                                                           10000.0   \n",
       "MachineID                                                           1919201   \n",
       "ModelID                                                               21435   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-03-07 00:00:00   \n",
       "fiModelDesc                                                            30NX   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 2.0 to 3.0 Metric...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                         Standard   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                            Steel   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412694  \\\n",
       "SalesID                                                             6333345   \n",
       "SalePrice                                                           10500.0   \n",
       "MachineID                                                           1882122   \n",
       "ModelID                                                               21436   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-01-28 00:00:00   \n",
       "fiModelDesc                                                           30NX2   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                             2   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 3.0 to 4.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                            Steel   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412695  \\\n",
       "SalesID                                                             6333347   \n",
       "SalePrice                                                           12500.0   \n",
       "MachineID                                                           1944213   \n",
       "ModelID                                                               21435   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-01-28 00:00:00   \n",
       "fiModelDesc                                                            30NX   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 2.0 to 3.0 Metric...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412696  \\\n",
       "SalesID                                                             6333348   \n",
       "SalePrice                                                           10000.0   \n",
       "MachineID                                                           1794518   \n",
       "ModelID                                                               21435   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                            2.0   \n",
       "YearMade                                                               2006   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-03-07 00:00:00   \n",
       "fiModelDesc                                                            30NX   \n",
       "fiBaseModel                                                              30   \n",
       "fiSecondaryDesc                                                          NX   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 2.0 to 3.0 Metric...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                           Rubber   \n",
       "Undercarriage_Pad_Width                                 None or Unspecified   \n",
       "Stick_Length                                            None or Unspecified   \n",
       "Thumb                                                   None or Unspecified   \n",
       "Pattern_Changer                                         None or Unspecified   \n",
       "Grouser_Type                                                         Double   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "\n",
       "                                                                     412697  \n",
       "SalesID                                                             6333349  \n",
       "SalePrice                                                           13000.0  \n",
       "MachineID                                                           1944743  \n",
       "ModelID                                                               21436  \n",
       "datasource                                                              149  \n",
       "auctioneerID                                                            2.0  \n",
       "YearMade                                                               2006  \n",
       "MachineHoursCurrentMeter                                                NaN  \n",
       "UsageBand                                                               NaN  \n",
       "saledate                                                2012-01-28 00:00:00  \n",
       "fiModelDesc                                                           30NX2  \n",
       "fiBaseModel                                                              30  \n",
       "fiSecondaryDesc                                                          NX  \n",
       "fiModelSeries                                                             2  \n",
       "fiModelDescriptor                                                       NaN  \n",
       "ProductSize                                                            Mini  \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 3.0 to 4.0 Metric...  \n",
       "state                                                               Florida  \n",
       "ProductGroup                                                            TEX  \n",
       "ProductGroupDesc                                           Track Excavators  \n",
       "Drive_System                                                            NaN  \n",
       "Enclosure                                                             EROPS  \n",
       "Forks                                                                   NaN  \n",
       "Pad_Type                                                                NaN  \n",
       "Ride_Control                                                            NaN  \n",
       "Stick                                                                   NaN  \n",
       "Transmission                                                            NaN  \n",
       "Turbocharged                                                            NaN  \n",
       "Blade_Extension                                                         NaN  \n",
       "Blade_Width                                                             NaN  \n",
       "Enclosure_Type                                                          NaN  \n",
       "Engine_Horsepower                                                       NaN  \n",
       "Hydraulics                                                        Auxiliary  \n",
       "Pushblock                                                               NaN  \n",
       "Ripper                                                                  NaN  \n",
       "Scarifier                                                               NaN  \n",
       "Tip_Control                                                             NaN  \n",
       "Tire_Size                                                               NaN  \n",
       "Coupler                                                 None or Unspecified  \n",
       "Coupler_System                                                          NaN  \n",
       "Grouser_Tracks                                                          NaN  \n",
       "Hydraulics_Flow                                                         NaN  \n",
       "Track_Type                                                           Rubber  \n",
       "Undercarriage_Pad_Width                                 None or Unspecified  \n",
       "Stick_Length                                            None or Unspecified  \n",
       "Thumb                                                   None or Unspecified  \n",
       "Pattern_Changer                                         None or Unspecified  \n",
       "Grouser_Type                                                         Double  \n",
       "Backhoe_Mounting                                                        NaN  \n",
       "Blade_Type                                                              NaN  \n",
       "Travel_Controls                                                         NaN  \n",
       "Differential_Type                                                       NaN  \n",
       "Steering_Controls                                                       NaN  \n",
       "\n",
       "[53 rows x 412698 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transpose DataFrame to view all of its columns\n",
    "df.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2006-11-16\n",
       "1   2004-03-26\n",
       "2   2004-02-26\n",
       "3   2011-05-19\n",
       "4   2009-07-23\n",
       "5   2008-12-18\n",
       "6   2004-08-26\n",
       "7   2005-11-17\n",
       "8   2009-08-27\n",
       "9   2007-08-09\n",
       "Name: saledate, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame before sorting by date order\n",
    "df.saledate.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "205615   1989-01-17\n",
       "274835   1989-01-31\n",
       "141296   1989-01-31\n",
       "212552   1989-01-31\n",
       "62755    1989-01-31\n",
       "54653    1989-01-31\n",
       "81383    1989-01-31\n",
       "204924   1989-01-31\n",
       "135376   1989-01-31\n",
       "113390   1989-01-31\n",
       "Name: saledate, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort DataFrame by date order\n",
    "df.sort_values(by=[\"saledate\"], inplace=True, ascending=True)\n",
    "df.saledate.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
       "      <th>auctioneerID</th>\n",
       "      <th>YearMade</th>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <th>UsageBand</th>\n",
       "      <th>saledate</th>\n",
       "      <th>...</th>\n",
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       "      <th>Stick_Length</th>\n",
       "      <th>Thumb</th>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <th>Grouser_Type</th>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <th>Blade_Type</th>\n",
       "      <th>Travel_Controls</th>\n",
       "      <th>Differential_Type</th>\n",
       "      <th>Steering_Controls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>205615</th>\n",
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       "      <td>9500.0</td>\n",
       "      <td>1126363</td>\n",
       "      <td>8434</td>\n",
       "      <td>132</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1974</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989-01-17</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
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       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>274835</th>\n",
       "      <td>1821514</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>1194089</td>\n",
       "      <td>10150</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989-01-31</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141296</th>\n",
       "      <td>1505138</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>1473654</td>\n",
       "      <td>4139</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1978</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989-01-31</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>Straight</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212552</th>\n",
       "      <td>1671174</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>1327630</td>\n",
       "      <td>8591</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989-01-31</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
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       "    <tr>\n",
       "      <th>62755</th>\n",
       "      <td>1329056</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>1336053</td>\n",
       "      <td>4089</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989-01-31</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>PAT</td>\n",
       "      <td>Lever</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SalesID  SalePrice  MachineID  ModelID  datasource  auctioneerID  \\\n",
       "205615  1646770     9500.0    1126363     8434         132          18.0   \n",
       "274835  1821514    14000.0    1194089    10150         132          99.0   \n",
       "141296  1505138    50000.0    1473654     4139         132          99.0   \n",
       "212552  1671174    16000.0    1327630     8591         132          99.0   \n",
       "62755   1329056    22000.0    1336053     4089         132          99.0   \n",
       "\n",
       "        YearMade  MachineHoursCurrentMeter UsageBand   saledate  ...  \\\n",
       "205615      1974                       NaN       NaN 1989-01-17  ...   \n",
       "274835      1980                       NaN       NaN 1989-01-31  ...   \n",
       "141296      1978                       NaN       NaN 1989-01-31  ...   \n",
       "212552      1980                       NaN       NaN 1989-01-31  ...   \n",
       "62755       1984                       NaN       NaN 1989-01-31  ...   \n",
       "\n",
       "       Undercarriage_Pad_Width Stick_Length Thumb Pattern_Changer  \\\n",
       "205615                     NaN          NaN   NaN             NaN   \n",
       "274835                     NaN          NaN   NaN             NaN   \n",
       "141296                     NaN          NaN   NaN             NaN   \n",
       "212552                     NaN          NaN   NaN             NaN   \n",
       "62755                      NaN          NaN   NaN             NaN   \n",
       "\n",
       "       Grouser_Type     Backhoe_Mounting Blade_Type      Travel_Controls  \\\n",
       "205615          NaN  None or Unspecified   Straight  None or Unspecified   \n",
       "274835          NaN                  NaN        NaN                  NaN   \n",
       "141296          NaN  None or Unspecified   Straight  None or Unspecified   \n",
       "212552          NaN                  NaN        NaN                  NaN   \n",
       "62755           NaN  None or Unspecified        PAT                Lever   \n",
       "\n",
       "       Differential_Type Steering_Controls  \n",
       "205615               NaN               NaN  \n",
       "274835          Standard      Conventional  \n",
       "141296               NaN               NaN  \n",
       "212552          Standard      Conventional  \n",
       "62755                NaN               NaN  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make a copy of the original DataFrame\n",
    "df_tmp = df.copy()\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1928688</td>\n",
       "      <td>1823846</td>\n",
       "      <td>1278794</td>\n",
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       "      <td>1918416</td>\n",
       "      <td>509560</td>\n",
       "      <td>1869284</td>\n",
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       "      <td>4701</td>\n",
       "      <td>22072</td>\n",
       "      <td>17311</td>\n",
       "      <td>9114</td>\n",
       "      <td>13976</td>\n",
       "      <td>5266</td>\n",
       "      <td>19330</td>\n",
       "      <td>17244</td>\n",
       "      <td>3357</td>\n",
       "      <td>4701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datasource</th>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auctioneerID</th>\n",
       "      <td>18.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>...</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMade</th>\n",
       "      <td>1974</td>\n",
       "      <td>1980</td>\n",
       "      <td>1978</td>\n",
       "      <td>1980</td>\n",
       "      <td>1984</td>\n",
       "      <td>1976</td>\n",
       "      <td>1986</td>\n",
       "      <td>1970</td>\n",
       "      <td>1987</td>\n",
       "      <td>1966</td>\n",
       "      <td>...</td>\n",
       "      <td>1998</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2004</td>\n",
       "      <td>2000</td>\n",
       "      <td>2001</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>1993</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UsageBand</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saledate</th>\n",
       "      <td>1989-01-17 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>1989-01-31 00:00:00</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "      <td>2012-04-28 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDesc</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7G</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3B</td>\n",
       "      <td>D6C</td>\n",
       "      <td>IT12</td>\n",
       "      <td>544</td>\n",
       "      <td>D5HII</td>\n",
       "      <td>12F</td>\n",
       "      <td>...</td>\n",
       "      <td>544H</td>\n",
       "      <td>317</td>\n",
       "      <td>S175</td>\n",
       "      <td>WA320</td>\n",
       "      <td>710VHP</td>\n",
       "      <td>D38E</td>\n",
       "      <td>2064</td>\n",
       "      <td>337G</td>\n",
       "      <td>12G</td>\n",
       "      <td>544H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiBaseModel</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3</td>\n",
       "      <td>D6</td>\n",
       "      <td>IT12</td>\n",
       "      <td>544</td>\n",
       "      <td>D5</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>544</td>\n",
       "      <td>317</td>\n",
       "      <td>S175</td>\n",
       "      <td>WA320</td>\n",
       "      <td>710</td>\n",
       "      <td>D38</td>\n",
       "      <td>2064</td>\n",
       "      <td>337</td>\n",
       "      <td>12</td>\n",
       "      <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiSecondaryDesc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>F</td>\n",
       "      <td>...</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>G</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelSeries</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>II</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDescriptor</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VHP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductSize</th>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Compact</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mini</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiProductClassDesc</th>\n",
       "      <td>Track Type Tractor, Dozer - 105.0 to 130.0 Hor...</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 190.0 to 260.0 Hor...</td>\n",
       "      <td>Wheel Loader - Unidentified</td>\n",
       "      <td>Track Type Tractor, Dozer - 20.0 to 75.0 Horse...</td>\n",
       "      <td>Track Type Tractor, Dozer - 130.0 to 160.0 Hor...</td>\n",
       "      <td>Wheel Loader - 60.0 to 80.0 Horsepower</td>\n",
       "      <td>Wheel Loader - 90.0 to 100.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 130.0 to 160.0 Hor...</td>\n",
       "      <td>Motorgrader - 45.0 to 130.0 Horsepower</td>\n",
       "      <td>...</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "      <td>Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...</td>\n",
       "      <td>Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...</td>\n",
       "      <td>Wheel Loader - 150.0 to 175.0 Horsepower</td>\n",
       "      <td>Motorgrader - 130.0 to 145.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 75.0 to 85.0 Horse...</td>\n",
       "      <td>Skid Steer Loader - 1751.0 to 2201.0 Lb Operat...</td>\n",
       "      <td>Hydraulic Excavator, Track - 5.0 to 6.0 Metric...</td>\n",
       "      <td>Motorgrader - 130.0 to 145.0 Horsepower</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>...</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroup</th>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>WL</td>\n",
       "      <td>SSL</td>\n",
       "      <td>SSL</td>\n",
       "      <td>WL</td>\n",
       "      <td>MG</td>\n",
       "      <td>TTT</td>\n",
       "      <td>SSL</td>\n",
       "      <td>TEX</td>\n",
       "      <td>MG</td>\n",
       "      <td>WL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroupDesc</th>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>...</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>Wheel Loader</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drive_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure</th>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>...</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pad_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ride_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transmission</th>\n",
       "      <td>Direct Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Powershift</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turbocharged</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Extension</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12'</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14'</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engine_Horsepower</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics</th>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>...</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>2 Valve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pushblock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ripper</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Multi Shank</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scarifier</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tip_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sideshift &amp; Tip</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tire_Size</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>20.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.5</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Tracks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics_Flow</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Track_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick_Length</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thumb</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Type</th>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_Controls</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lever</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Differential_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steering_Controls</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleYear</th>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>...</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleMonth</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDay</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfWeek</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfYear</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58 rows × 412698 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     205615  \\\n",
       "SalesID                                                             1646770   \n",
       "SalePrice                                                            9500.0   \n",
       "MachineID                                                           1126363   \n",
       "ModelID                                                                8434   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           18.0   \n",
       "YearMade                                                               1974   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                1989-01-17 00:00:00   \n",
       "fiModelDesc                                                            TD20   \n",
       "fiBaseModel                                                            TD20   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 105.0 to 130.0 Hor...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                   Direct Drive   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  17   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            17   \n",
       "\n",
       "                                                            274835  \\\n",
       "SalesID                                                    1821514   \n",
       "SalePrice                                                  14000.0   \n",
       "MachineID                                                  1194089   \n",
       "ModelID                                                      10150   \n",
       "datasource                                                     132   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      1980   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "saledate                                       1989-01-31 00:00:00   \n",
       "fiModelDesc                                                    A66   \n",
       "fiBaseModel                                                    A66   \n",
       "fiSecondaryDesc                                                NaN   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower   \n",
       "state                                                      Florida   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                                    OROPS   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                      None or Unspecified   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      1989   \n",
       "saleMonth                                                        1   \n",
       "saleDay                                                         31   \n",
       "saleDayOfWeek                                                    1   \n",
       "saleDayOfYear                                                   31   \n",
       "\n",
       "                                                                     141296  \\\n",
       "SalesID                                                             1505138   \n",
       "SalePrice                                                           50000.0   \n",
       "MachineID                                                           1473654   \n",
       "ModelID                                                                4139   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1978   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                1989-01-31 00:00:00   \n",
       "fiModelDesc                                                             D7G   \n",
       "fiBaseModel                                                              D7   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                           Large   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 190.0 to 260.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                               212552  \\\n",
       "SalesID                                       1671174   \n",
       "SalePrice                                     16000.0   \n",
       "MachineID                                     1327630   \n",
       "ModelID                                          8591   \n",
       "datasource                                        132   \n",
       "auctioneerID                                     99.0   \n",
       "YearMade                                         1980   \n",
       "MachineHoursCurrentMeter                          NaN   \n",
       "UsageBand                                         NaN   \n",
       "saledate                          1989-01-31 00:00:00   \n",
       "fiModelDesc                                       A62   \n",
       "fiBaseModel                                       A62   \n",
       "fiSecondaryDesc                                   NaN   \n",
       "fiModelSeries                                     NaN   \n",
       "fiModelDescriptor                                 NaN   \n",
       "ProductSize                                       NaN   \n",
       "fiProductClassDesc        Wheel Loader - Unidentified   \n",
       "state                                         Florida   \n",
       "ProductGroup                                       WL   \n",
       "ProductGroupDesc                         Wheel Loader   \n",
       "Drive_System                                      NaN   \n",
       "Enclosure                                       EROPS   \n",
       "Forks                             None or Unspecified   \n",
       "Pad_Type                                          NaN   \n",
       "Ride_Control                      None or Unspecified   \n",
       "Stick                                             NaN   \n",
       "Transmission                                      NaN   \n",
       "Turbocharged                                      NaN   \n",
       "Blade_Extension                                   NaN   \n",
       "Blade_Width                                       NaN   \n",
       "Enclosure_Type                                    NaN   \n",
       "Engine_Horsepower                                 NaN   \n",
       "Hydraulics                                    2 Valve   \n",
       "Pushblock                                         NaN   \n",
       "Ripper                                            NaN   \n",
       "Scarifier                                         NaN   \n",
       "Tip_Control                                       NaN   \n",
       "Tire_Size                         None or Unspecified   \n",
       "Coupler                           None or Unspecified   \n",
       "Coupler_System                                    NaN   \n",
       "Grouser_Tracks                                    NaN   \n",
       "Hydraulics_Flow                                   NaN   \n",
       "Track_Type                                        NaN   \n",
       "Undercarriage_Pad_Width                           NaN   \n",
       "Stick_Length                                      NaN   \n",
       "Thumb                                             NaN   \n",
       "Pattern_Changer                                   NaN   \n",
       "Grouser_Type                                      NaN   \n",
       "Backhoe_Mounting                                  NaN   \n",
       "Blade_Type                                        NaN   \n",
       "Travel_Controls                                   NaN   \n",
       "Differential_Type                            Standard   \n",
       "Steering_Controls                        Conventional   \n",
       "saleYear                                         1989   \n",
       "saleMonth                                           1   \n",
       "saleDay                                            31   \n",
       "saleDayOfWeek                                       1   \n",
       "saleDayOfYear                                      31   \n",
       "\n",
       "                                                                     62755   \\\n",
       "SalesID                                                             1329056   \n",
       "SalePrice                                                           22000.0   \n",
       "MachineID                                                           1336053   \n",
       "ModelID                                                                4089   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1984   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                1989-01-31 00:00:00   \n",
       "fiModelDesc                                                             D3B   \n",
       "fiBaseModel                                                              D3   \n",
       "fiSecondaryDesc                                                           B   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 20.0 to 75.0 Horse...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                                       Lever   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                                     54653   \\\n",
       "SalesID                                                             1301884   \n",
       "SalePrice                                                           23500.0   \n",
       "MachineID                                                           1182999   \n",
       "ModelID                                                                4123   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1976   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                1989-01-31 00:00:00   \n",
       "fiModelDesc                                                             D6C   \n",
       "fiBaseModel                                                              D6   \n",
       "fiSecondaryDesc                                                           C   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 130.0 to 160.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                          81383   \\\n",
       "SalesID                                                  1379228   \n",
       "SalePrice                                                31000.0   \n",
       "MachineID                                                1082797   \n",
       "ModelID                                                     7620   \n",
       "datasource                                                   132   \n",
       "auctioneerID                                                99.0   \n",
       "YearMade                                                    1986   \n",
       "MachineHoursCurrentMeter                                     NaN   \n",
       "UsageBand                                                    NaN   \n",
       "saledate                                     1989-01-31 00:00:00   \n",
       "fiModelDesc                                                 IT12   \n",
       "fiBaseModel                                                 IT12   \n",
       "fiSecondaryDesc                                              NaN   \n",
       "fiModelSeries                                                NaN   \n",
       "fiModelDescriptor                                            NaN   \n",
       "ProductSize                                              Compact   \n",
       "fiProductClassDesc        Wheel Loader - 60.0 to 80.0 Horsepower   \n",
       "state                                                    Florida   \n",
       "ProductGroup                                                  WL   \n",
       "ProductGroupDesc                                    Wheel Loader   \n",
       "Drive_System                                                 NaN   \n",
       "Enclosure                                                  EROPS   \n",
       "Forks                                                        Yes   \n",
       "Pad_Type                                                     NaN   \n",
       "Ride_Control                                 None or Unspecified   \n",
       "Stick                                                        NaN   \n",
       "Transmission                                                 NaN   \n",
       "Turbocharged                                                 NaN   \n",
       "Blade_Extension                                              NaN   \n",
       "Blade_Width                                                  NaN   \n",
       "Enclosure_Type                                               NaN   \n",
       "Engine_Horsepower                                            NaN   \n",
       "Hydraulics                                               2 Valve   \n",
       "Pushblock                                                    NaN   \n",
       "Ripper                                                       NaN   \n",
       "Scarifier                                                    NaN   \n",
       "Tip_Control                                                  NaN   \n",
       "Tire_Size                                    None or Unspecified   \n",
       "Coupler                                      None or Unspecified   \n",
       "Coupler_System                                               NaN   \n",
       "Grouser_Tracks                                               NaN   \n",
       "Hydraulics_Flow                                              NaN   \n",
       "Track_Type                                                   NaN   \n",
       "Undercarriage_Pad_Width                                      NaN   \n",
       "Stick_Length                                                 NaN   \n",
       "Thumb                                                        NaN   \n",
       "Pattern_Changer                                              NaN   \n",
       "Grouser_Type                                                 NaN   \n",
       "Backhoe_Mounting                                             NaN   \n",
       "Blade_Type                                                   NaN   \n",
       "Travel_Controls                                              NaN   \n",
       "Differential_Type                                       Standard   \n",
       "Steering_Controls                                   Conventional   \n",
       "saleYear                                                    1989   \n",
       "saleMonth                                                      1   \n",
       "saleDay                                                       31   \n",
       "saleDayOfWeek                                                  1   \n",
       "saleDayOfYear                                                 31   \n",
       "\n",
       "                                                           204924  \\\n",
       "SalesID                                                   1645390   \n",
       "SalePrice                                                 11750.0   \n",
       "MachineID                                                 1527216   \n",
       "ModelID                                                      8202   \n",
       "datasource                                                    132   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     1970   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "saledate                                      1989-01-31 00:00:00   \n",
       "fiModelDesc                                                   544   \n",
       "fiBaseModel                                                   544   \n",
       "fiSecondaryDesc                                               NaN   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             NaN   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Wheel Loader - 90.0 to 100.0 Horsepower   \n",
       "state                                                     Florida   \n",
       "ProductGroup                                                   WL   \n",
       "ProductGroupDesc                                     Wheel Loader   \n",
       "Drive_System                                                  NaN   \n",
       "Enclosure                                                   OROPS   \n",
       "Forks                                                         Yes   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                  None or Unspecified   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                                  NaN   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                                               NaN   \n",
       "Blade_Width                                                   NaN   \n",
       "Enclosure_Type                                                NaN   \n",
       "Engine_Horsepower                                             NaN   \n",
       "Hydraulics                                                2 Valve   \n",
       "Pushblock                                                     NaN   \n",
       "Ripper                                                        NaN   \n",
       "Scarifier                                                     NaN   \n",
       "Tip_Control                                                   NaN   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                       None or Unspecified   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                        Standard   \n",
       "Steering_Controls                                    Conventional   \n",
       "saleYear                                                     1989   \n",
       "saleMonth                                                       1   \n",
       "saleDay                                                        31   \n",
       "saleDayOfWeek                                                   1   \n",
       "saleDayOfYear                                                  31   \n",
       "\n",
       "                                                                     135376  \\\n",
       "SalesID                                                             1493279   \n",
       "SalePrice                                                           63000.0   \n",
       "MachineID                                                           1363756   \n",
       "ModelID                                                                2759   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1987   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                1989-01-31 00:00:00   \n",
       "fiModelDesc                                                           D5HII   \n",
       "fiBaseModel                                                              D5   \n",
       "fiSecondaryDesc                                                           H   \n",
       "fiModelSeries                                                            II   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 130.0 to 160.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                     Powershift   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                          113390  ...  \\\n",
       "SalesID                                                  1449549  ...   \n",
       "SalePrice                                                13000.0  ...   \n",
       "MachineID                                                1289412  ...   \n",
       "ModelID                                                     3356  ...   \n",
       "datasource                                                   132  ...   \n",
       "auctioneerID                                                99.0  ...   \n",
       "YearMade                                                    1966  ...   \n",
       "MachineHoursCurrentMeter                                     NaN  ...   \n",
       "UsageBand                                                    NaN  ...   \n",
       "saledate                                     1989-01-31 00:00:00  ...   \n",
       "fiModelDesc                                                  12F  ...   \n",
       "fiBaseModel                                                   12  ...   \n",
       "fiSecondaryDesc                                                F  ...   \n",
       "fiModelSeries                                                NaN  ...   \n",
       "fiModelDescriptor                                            NaN  ...   \n",
       "ProductSize                                                  NaN  ...   \n",
       "fiProductClassDesc        Motorgrader - 45.0 to 130.0 Horsepower  ...   \n",
       "state                                                    Florida  ...   \n",
       "ProductGroup                                                  MG  ...   \n",
       "ProductGroupDesc                                   Motor Graders  ...   \n",
       "Drive_System                                                  No  ...   \n",
       "Enclosure                                                  OROPS  ...   \n",
       "Forks                                                        NaN  ...   \n",
       "Pad_Type                                                     NaN  ...   \n",
       "Ride_Control                                                 NaN  ...   \n",
       "Stick                                                        NaN  ...   \n",
       "Transmission                                 None or Unspecified  ...   \n",
       "Turbocharged                                                 NaN  ...   \n",
       "Blade_Extension                              None or Unspecified  ...   \n",
       "Blade_Width                                  None or Unspecified  ...   \n",
       "Enclosure_Type                               None or Unspecified  ...   \n",
       "Engine_Horsepower                                             No  ...   \n",
       "Hydraulics                                     Base + 1 Function  ...   \n",
       "Pushblock                                    None or Unspecified  ...   \n",
       "Ripper                                       None or Unspecified  ...   \n",
       "Scarifier                                                    Yes  ...   \n",
       "Tip_Control                                      Sideshift & Tip  ...   \n",
       "Tire_Size                                    None or Unspecified  ...   \n",
       "Coupler                                                      NaN  ...   \n",
       "Coupler_System                                               NaN  ...   \n",
       "Grouser_Tracks                                               NaN  ...   \n",
       "Hydraulics_Flow                                              NaN  ...   \n",
       "Track_Type                                                   NaN  ...   \n",
       "Undercarriage_Pad_Width                                      NaN  ...   \n",
       "Stick_Length                                                 NaN  ...   \n",
       "Thumb                                                        NaN  ...   \n",
       "Pattern_Changer                                              NaN  ...   \n",
       "Grouser_Type                                                 NaN  ...   \n",
       "Backhoe_Mounting                                             NaN  ...   \n",
       "Blade_Type                                                   NaN  ...   \n",
       "Travel_Controls                                              NaN  ...   \n",
       "Differential_Type                                            NaN  ...   \n",
       "Steering_Controls                                            NaN  ...   \n",
       "saleYear                                                    1989  ...   \n",
       "saleMonth                                                      1  ...   \n",
       "saleDay                                                       31  ...   \n",
       "saleDayOfWeek                                                  1  ...   \n",
       "saleDayOfYear                                                 31  ...   \n",
       "\n",
       "                                                            409202  \\\n",
       "SalesID                                                    6283634   \n",
       "SalePrice                                                  35000.0   \n",
       "MachineID                                                  1930870   \n",
       "ModelID                                                       4701   \n",
       "datasource                                                     149   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      1998   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "saledate                                       2012-04-28 00:00:00   \n",
       "fiModelDesc                                                   544H   \n",
       "fiBaseModel                                                    544   \n",
       "fiSecondaryDesc                                                  H   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower   \n",
       "state                                                   California   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                                     20.5   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      2012   \n",
       "saleMonth                                                        4   \n",
       "saleDay                                                         28   \n",
       "saleDayOfWeek                                                    5   \n",
       "saleDayOfYear                                                  119   \n",
       "\n",
       "                                                                     408976  \\\n",
       "SalesID                                                             6282337   \n",
       "SalePrice                                                            7500.0   \n",
       "MachineID                                                           1928688   \n",
       "ModelID                                                               22072   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-04-28 00:00:00   \n",
       "fiModelDesc                                                             317   \n",
       "fiBaseModel                                                             317   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     411695  \\\n",
       "SalesID                                                             6311321   \n",
       "SalePrice                                                           13000.0   \n",
       "MachineID                                                           1823846   \n",
       "ModelID                                                               17311   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-04-28 00:00:00   \n",
       "fiModelDesc                                                            S175   \n",
       "fiBaseModel                                                            S175   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                            411319  \\\n",
       "SalesID                                                    6306476   \n",
       "SalePrice                                                  53000.0   \n",
       "MachineID                                                  1278794   \n",
       "ModelID                                                       9114   \n",
       "datasource                                                     149   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      2004   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "saledate                                       2012-04-28 00:00:00   \n",
       "fiModelDesc                                                  WA320   \n",
       "fiBaseModel                                                  WA320   \n",
       "fiSecondaryDesc                                                NaN   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                 Medium   \n",
       "fiProductClassDesc        Wheel Loader - 150.0 to 175.0 Horsepower   \n",
       "state                                                   California   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                                   Yes   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                                     20.5   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      2012   \n",
       "saleMonth                                                        4   \n",
       "saleDay                                                         28   \n",
       "saleDayOfWeek                                                    5   \n",
       "saleDayOfYear                                                  119   \n",
       "\n",
       "                                                           408889  \\\n",
       "SalesID                                                   6281219   \n",
       "SalePrice                                                 39000.0   \n",
       "MachineID                                                 1792049   \n",
       "ModelID                                                     13976   \n",
       "datasource                                                    149   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     2000   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "saledate                                      2012-04-28 00:00:00   \n",
       "fiModelDesc                                                710VHP   \n",
       "fiBaseModel                                                   710   \n",
       "fiSecondaryDesc                                               NaN   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             VHP   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Motorgrader - 130.0 to 145.0 Horsepower   \n",
       "state                                                  California   \n",
       "ProductGroup                                                   MG   \n",
       "ProductGroupDesc                                    Motor Graders   \n",
       "Drive_System                                                   No   \n",
       "Enclosure                                              EROPS w AC   \n",
       "Forks                                                         NaN   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                                  NaN   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                  None or Unspecified   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                               None or Unspecified   \n",
       "Blade_Width                                                   12'   \n",
       "Enclosure_Type                                None or Unspecified   \n",
       "Engine_Horsepower                                              No   \n",
       "Hydraulics                                      Base + 1 Function   \n",
       "Pushblock                                     None or Unspecified   \n",
       "Ripper                                                        Yes   \n",
       "Scarifier                                     None or Unspecified   \n",
       "Tip_Control                                   None or Unspecified   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                                       NaN   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                             NaN   \n",
       "Steering_Controls                                             NaN   \n",
       "saleYear                                                     2012   \n",
       "saleMonth                                                       4   \n",
       "saleDay                                                        28   \n",
       "saleDayOfWeek                                                   5   \n",
       "saleDayOfYear                                                 119   \n",
       "\n",
       "                                                                     410879  \\\n",
       "SalesID                                                             6302984   \n",
       "SalePrice                                                           16000.0   \n",
       "MachineID                                                           1915521   \n",
       "ModelID                                                                5266   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2001   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-04-28 00:00:00   \n",
       "fiModelDesc                                                            D38E   \n",
       "fiBaseModel                                                             D38   \n",
       "fiSecondaryDesc                                                           E   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 75.0 to 85.0 Horse...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                          Multi Shank   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     412476  \\\n",
       "SalesID                                                             6324811   \n",
       "SalePrice                                                            6000.0   \n",
       "MachineID                                                           1919104   \n",
       "ModelID                                                               19330   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2004   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-04-28 00:00:00   \n",
       "fiModelDesc                                                            2064   \n",
       "fiBaseModel                                                            2064   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1751.0 to 2201.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     411927  \\\n",
       "SalesID                                                             6313029   \n",
       "SalePrice                                                           16000.0   \n",
       "MachineID                                                           1918416   \n",
       "ModelID                                                               17244   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2004   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "saledate                                                2012-04-28 00:00:00   \n",
       "fiModelDesc                                                            337G   \n",
       "fiBaseModel                                                             337   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 5.0 to 6.0 Metric...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                        EROPS w AC   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                           407124  \\\n",
       "SalesID                                                   6266251   \n",
       "SalePrice                                                 55000.0   \n",
       "MachineID                                                  509560   \n",
       "ModelID                                                      3357   \n",
       "datasource                                                    149   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     1993   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "saledate                                      2012-04-28 00:00:00   \n",
       "fiModelDesc                                                   12G   \n",
       "fiBaseModel                                                    12   \n",
       "fiSecondaryDesc                                                 G   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             NaN   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Motorgrader - 130.0 to 145.0 Horsepower   \n",
       "state                                                  California   \n",
       "ProductGroup                                                   MG   \n",
       "ProductGroupDesc                                    Motor Graders   \n",
       "Drive_System                                                   No   \n",
       "Enclosure                                                   OROPS   \n",
       "Forks                                                         NaN   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                                  NaN   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                  None or Unspecified   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                               None or Unspecified   \n",
       "Blade_Width                                                   14'   \n",
       "Enclosure_Type                                None or Unspecified   \n",
       "Engine_Horsepower                                              No   \n",
       "Hydraulics                                      Base + 1 Function   \n",
       "Pushblock                                                     Yes   \n",
       "Ripper                                                        Yes   \n",
       "Scarifier                                                     Yes   \n",
       "Tip_Control                                   None or Unspecified   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                                       NaN   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                             NaN   \n",
       "Steering_Controls                                             NaN   \n",
       "saleYear                                                     2012   \n",
       "saleMonth                                                       4   \n",
       "saleDay                                                        28   \n",
       "saleDayOfWeek                                                   5   \n",
       "saleDayOfYear                                                 119   \n",
       "\n",
       "                                                            409203  \n",
       "SalesID                                                    6283635  \n",
       "SalePrice                                                  34000.0  \n",
       "MachineID                                                  1869284  \n",
       "ModelID                                                       4701  \n",
       "datasource                                                     149  \n",
       "auctioneerID                                                  99.0  \n",
       "YearMade                                                      1000  \n",
       "MachineHoursCurrentMeter                                       NaN  \n",
       "UsageBand                                                      NaN  \n",
       "saledate                                       2012-04-28 00:00:00  \n",
       "fiModelDesc                                                   544H  \n",
       "fiBaseModel                                                    544  \n",
       "fiSecondaryDesc                                                  H  \n",
       "fiModelSeries                                                  NaN  \n",
       "fiModelDescriptor                                              NaN  \n",
       "ProductSize                                                    NaN  \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower  \n",
       "state                                                   California  \n",
       "ProductGroup                                                    WL  \n",
       "ProductGroupDesc                                      Wheel Loader  \n",
       "Drive_System                                                   NaN  \n",
       "Enclosure                                               EROPS w AC  \n",
       "Forks                                          None or Unspecified  \n",
       "Pad_Type                                                       NaN  \n",
       "Ride_Control                                   None or Unspecified  \n",
       "Stick                                                          NaN  \n",
       "Transmission                                                   NaN  \n",
       "Turbocharged                                                   NaN  \n",
       "Blade_Extension                                                NaN  \n",
       "Blade_Width                                                    NaN  \n",
       "Enclosure_Type                                                 NaN  \n",
       "Engine_Horsepower                                              NaN  \n",
       "Hydraulics                                                 2 Valve  \n",
       "Pushblock                                                      NaN  \n",
       "Ripper                                                         NaN  \n",
       "Scarifier                                                      NaN  \n",
       "Tip_Control                                                    NaN  \n",
       "Tire_Size                                                     20.5  \n",
       "Coupler                                        None or Unspecified  \n",
       "Coupler_System                                                 NaN  \n",
       "Grouser_Tracks                                                 NaN  \n",
       "Hydraulics_Flow                                                NaN  \n",
       "Track_Type                                                     NaN  \n",
       "Undercarriage_Pad_Width                                        NaN  \n",
       "Stick_Length                                                   NaN  \n",
       "Thumb                                                          NaN  \n",
       "Pattern_Changer                                                NaN  \n",
       "Grouser_Type                                                   NaN  \n",
       "Backhoe_Mounting                                               NaN  \n",
       "Blade_Type                                                     NaN  \n",
       "Travel_Controls                                                NaN  \n",
       "Differential_Type                                         Standard  \n",
       "Steering_Controls                                     Conventional  \n",
       "saleYear                                                      2012  \n",
       "saleMonth                                                        4  \n",
       "saleDay                                                         28  \n",
       "saleDayOfWeek                                                    5  \n",
       "saleDayOfYear                                                  119  \n",
       "\n",
       "[58 rows x 412698 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adding datetime parameters for saledate column\n",
    "df_tmp[\"saleYear\"] = df_tmp.saledate.dt.year\n",
    "df_tmp[\"saleMonth\"] = df_tmp.saledate.dt.month\n",
    "df_tmp[\"saleDay\"] = df_tmp.saledate.dt.day\n",
    "df_tmp[\"saleDayOfWeek\"] = df_tmp.saledate.dt.dayofweek\n",
    "df_tmp[\"saleDayOfYear\"] = df_tmp.saledate.dt.dayofyear\n",
    "\n",
    "df_tmp.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>205615</th>\n",
       "      <th>274835</th>\n",
       "      <th>141296</th>\n",
       "      <th>212552</th>\n",
       "      <th>62755</th>\n",
       "      <th>54653</th>\n",
       "      <th>81383</th>\n",
       "      <th>204924</th>\n",
       "      <th>135376</th>\n",
       "      <th>113390</th>\n",
       "      <th>...</th>\n",
       "      <th>409202</th>\n",
       "      <th>408976</th>\n",
       "      <th>411695</th>\n",
       "      <th>411319</th>\n",
       "      <th>408889</th>\n",
       "      <th>410879</th>\n",
       "      <th>412476</th>\n",
       "      <th>411927</th>\n",
       "      <th>407124</th>\n",
       "      <th>409203</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SalesID</th>\n",
       "      <td>1646770</td>\n",
       "      <td>1821514</td>\n",
       "      <td>1505138</td>\n",
       "      <td>1671174</td>\n",
       "      <td>1329056</td>\n",
       "      <td>1301884</td>\n",
       "      <td>1379228</td>\n",
       "      <td>1645390</td>\n",
       "      <td>1493279</td>\n",
       "      <td>1449549</td>\n",
       "      <td>...</td>\n",
       "      <td>6283634</td>\n",
       "      <td>6282337</td>\n",
       "      <td>6311321</td>\n",
       "      <td>6306476</td>\n",
       "      <td>6281219</td>\n",
       "      <td>6302984</td>\n",
       "      <td>6324811</td>\n",
       "      <td>6313029</td>\n",
       "      <td>6266251</td>\n",
       "      <td>6283635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalePrice</th>\n",
       "      <td>9500.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23500.0</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>11750.0</td>\n",
       "      <td>63000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>39000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>34000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineID</th>\n",
       "      <td>1126363</td>\n",
       "      <td>1194089</td>\n",
       "      <td>1473654</td>\n",
       "      <td>1327630</td>\n",
       "      <td>1336053</td>\n",
       "      <td>1182999</td>\n",
       "      <td>1082797</td>\n",
       "      <td>1527216</td>\n",
       "      <td>1363756</td>\n",
       "      <td>1289412</td>\n",
       "      <td>...</td>\n",
       "      <td>1930870</td>\n",
       "      <td>1928688</td>\n",
       "      <td>1823846</td>\n",
       "      <td>1278794</td>\n",
       "      <td>1792049</td>\n",
       "      <td>1915521</td>\n",
       "      <td>1919104</td>\n",
       "      <td>1918416</td>\n",
       "      <td>509560</td>\n",
       "      <td>1869284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ModelID</th>\n",
       "      <td>8434</td>\n",
       "      <td>10150</td>\n",
       "      <td>4139</td>\n",
       "      <td>8591</td>\n",
       "      <td>4089</td>\n",
       "      <td>4123</td>\n",
       "      <td>7620</td>\n",
       "      <td>8202</td>\n",
       "      <td>2759</td>\n",
       "      <td>3356</td>\n",
       "      <td>...</td>\n",
       "      <td>4701</td>\n",
       "      <td>22072</td>\n",
       "      <td>17311</td>\n",
       "      <td>9114</td>\n",
       "      <td>13976</td>\n",
       "      <td>5266</td>\n",
       "      <td>19330</td>\n",
       "      <td>17244</td>\n",
       "      <td>3357</td>\n",
       "      <td>4701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datasource</th>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auctioneerID</th>\n",
       "      <td>18.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>...</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMade</th>\n",
       "      <td>1974</td>\n",
       "      <td>1980</td>\n",
       "      <td>1978</td>\n",
       "      <td>1980</td>\n",
       "      <td>1984</td>\n",
       "      <td>1976</td>\n",
       "      <td>1986</td>\n",
       "      <td>1970</td>\n",
       "      <td>1987</td>\n",
       "      <td>1966</td>\n",
       "      <td>...</td>\n",
       "      <td>1998</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>2004</td>\n",
       "      <td>2000</td>\n",
       "      <td>2001</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>1993</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UsageBand</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDesc</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7G</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3B</td>\n",
       "      <td>D6C</td>\n",
       "      <td>IT12</td>\n",
       "      <td>544</td>\n",
       "      <td>D5HII</td>\n",
       "      <td>12F</td>\n",
       "      <td>...</td>\n",
       "      <td>544H</td>\n",
       "      <td>317</td>\n",
       "      <td>S175</td>\n",
       "      <td>WA320</td>\n",
       "      <td>710VHP</td>\n",
       "      <td>D38E</td>\n",
       "      <td>2064</td>\n",
       "      <td>337G</td>\n",
       "      <td>12G</td>\n",
       "      <td>544H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiBaseModel</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3</td>\n",
       "      <td>D6</td>\n",
       "      <td>IT12</td>\n",
       "      <td>544</td>\n",
       "      <td>D5</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>544</td>\n",
       "      <td>317</td>\n",
       "      <td>S175</td>\n",
       "      <td>WA320</td>\n",
       "      <td>710</td>\n",
       "      <td>D38</td>\n",
       "      <td>2064</td>\n",
       "      <td>337</td>\n",
       "      <td>12</td>\n",
       "      <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiSecondaryDesc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>F</td>\n",
       "      <td>...</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>G</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelSeries</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>II</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDescriptor</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VHP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductSize</th>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Compact</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mini</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiProductClassDesc</th>\n",
       "      <td>Track Type Tractor, Dozer - 105.0 to 130.0 Hor...</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 190.0 to 260.0 Hor...</td>\n",
       "      <td>Wheel Loader - Unidentified</td>\n",
       "      <td>Track Type Tractor, Dozer - 20.0 to 75.0 Horse...</td>\n",
       "      <td>Track Type Tractor, Dozer - 130.0 to 160.0 Hor...</td>\n",
       "      <td>Wheel Loader - 60.0 to 80.0 Horsepower</td>\n",
       "      <td>Wheel Loader - 90.0 to 100.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 130.0 to 160.0 Hor...</td>\n",
       "      <td>Motorgrader - 45.0 to 130.0 Horsepower</td>\n",
       "      <td>...</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "      <td>Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...</td>\n",
       "      <td>Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...</td>\n",
       "      <td>Wheel Loader - 150.0 to 175.0 Horsepower</td>\n",
       "      <td>Motorgrader - 130.0 to 145.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 75.0 to 85.0 Horse...</td>\n",
       "      <td>Skid Steer Loader - 1751.0 to 2201.0 Lb Operat...</td>\n",
       "      <td>Hydraulic Excavator, Track - 5.0 to 6.0 Metric...</td>\n",
       "      <td>Motorgrader - 130.0 to 145.0 Horsepower</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>...</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroup</th>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>MG</td>\n",
       "      <td>...</td>\n",
       "      <td>WL</td>\n",
       "      <td>SSL</td>\n",
       "      <td>SSL</td>\n",
       "      <td>WL</td>\n",
       "      <td>MG</td>\n",
       "      <td>TTT</td>\n",
       "      <td>SSL</td>\n",
       "      <td>TEX</td>\n",
       "      <td>MG</td>\n",
       "      <td>WL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroupDesc</th>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>...</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Skid Steer Loaders</td>\n",
       "      <td>Track Excavators</td>\n",
       "      <td>Motor Graders</td>\n",
       "      <td>Wheel Loader</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drive_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure</th>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>...</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS w AC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pad_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ride_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transmission</th>\n",
       "      <td>Direct Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Powershift</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turbocharged</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Extension</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12'</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14'</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engine_Horsepower</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics</th>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>...</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Auxiliary</td>\n",
       "      <td>Base + 1 Function</td>\n",
       "      <td>2 Valve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pushblock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ripper</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Multi Shank</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scarifier</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tip_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sideshift &amp; Tip</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tire_Size</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>...</td>\n",
       "      <td>20.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.5</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Tracks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics_Flow</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Track_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick_Length</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thumb</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Type</th>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_Controls</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lever</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Differential_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steering_Controls</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleYear</th>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>...</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleMonth</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDay</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfWeek</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfYear</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>57 rows × 412698 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     205615  \\\n",
       "SalesID                                                             1646770   \n",
       "SalePrice                                                            9500.0   \n",
       "MachineID                                                           1126363   \n",
       "ModelID                                                                8434   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           18.0   \n",
       "YearMade                                                               1974   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            TD20   \n",
       "fiBaseModel                                                            TD20   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 105.0 to 130.0 Hor...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                   Direct Drive   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  17   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            17   \n",
       "\n",
       "                                                            274835  \\\n",
       "SalesID                                                    1821514   \n",
       "SalePrice                                                  14000.0   \n",
       "MachineID                                                  1194089   \n",
       "ModelID                                                      10150   \n",
       "datasource                                                     132   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      1980   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "fiModelDesc                                                    A66   \n",
       "fiBaseModel                                                    A66   \n",
       "fiSecondaryDesc                                                NaN   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower   \n",
       "state                                                      Florida   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                                    OROPS   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                      None or Unspecified   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      1989   \n",
       "saleMonth                                                        1   \n",
       "saleDay                                                         31   \n",
       "saleDayOfWeek                                                    1   \n",
       "saleDayOfYear                                                   31   \n",
       "\n",
       "                                                                     141296  \\\n",
       "SalesID                                                             1505138   \n",
       "SalePrice                                                           50000.0   \n",
       "MachineID                                                           1473654   \n",
       "ModelID                                                                4139   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1978   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                             D7G   \n",
       "fiBaseModel                                                              D7   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                           Large   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 190.0 to 260.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                               212552  \\\n",
       "SalesID                                       1671174   \n",
       "SalePrice                                     16000.0   \n",
       "MachineID                                     1327630   \n",
       "ModelID                                          8591   \n",
       "datasource                                        132   \n",
       "auctioneerID                                     99.0   \n",
       "YearMade                                         1980   \n",
       "MachineHoursCurrentMeter                          NaN   \n",
       "UsageBand                                         NaN   \n",
       "fiModelDesc                                       A62   \n",
       "fiBaseModel                                       A62   \n",
       "fiSecondaryDesc                                   NaN   \n",
       "fiModelSeries                                     NaN   \n",
       "fiModelDescriptor                                 NaN   \n",
       "ProductSize                                       NaN   \n",
       "fiProductClassDesc        Wheel Loader - Unidentified   \n",
       "state                                         Florida   \n",
       "ProductGroup                                       WL   \n",
       "ProductGroupDesc                         Wheel Loader   \n",
       "Drive_System                                      NaN   \n",
       "Enclosure                                       EROPS   \n",
       "Forks                             None or Unspecified   \n",
       "Pad_Type                                          NaN   \n",
       "Ride_Control                      None or Unspecified   \n",
       "Stick                                             NaN   \n",
       "Transmission                                      NaN   \n",
       "Turbocharged                                      NaN   \n",
       "Blade_Extension                                   NaN   \n",
       "Blade_Width                                       NaN   \n",
       "Enclosure_Type                                    NaN   \n",
       "Engine_Horsepower                                 NaN   \n",
       "Hydraulics                                    2 Valve   \n",
       "Pushblock                                         NaN   \n",
       "Ripper                                            NaN   \n",
       "Scarifier                                         NaN   \n",
       "Tip_Control                                       NaN   \n",
       "Tire_Size                         None or Unspecified   \n",
       "Coupler                           None or Unspecified   \n",
       "Coupler_System                                    NaN   \n",
       "Grouser_Tracks                                    NaN   \n",
       "Hydraulics_Flow                                   NaN   \n",
       "Track_Type                                        NaN   \n",
       "Undercarriage_Pad_Width                           NaN   \n",
       "Stick_Length                                      NaN   \n",
       "Thumb                                             NaN   \n",
       "Pattern_Changer                                   NaN   \n",
       "Grouser_Type                                      NaN   \n",
       "Backhoe_Mounting                                  NaN   \n",
       "Blade_Type                                        NaN   \n",
       "Travel_Controls                                   NaN   \n",
       "Differential_Type                            Standard   \n",
       "Steering_Controls                        Conventional   \n",
       "saleYear                                         1989   \n",
       "saleMonth                                           1   \n",
       "saleDay                                            31   \n",
       "saleDayOfWeek                                       1   \n",
       "saleDayOfYear                                      31   \n",
       "\n",
       "                                                                     62755   \\\n",
       "SalesID                                                             1329056   \n",
       "SalePrice                                                           22000.0   \n",
       "MachineID                                                           1336053   \n",
       "ModelID                                                                4089   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1984   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                             D3B   \n",
       "fiBaseModel                                                              D3   \n",
       "fiSecondaryDesc                                                           B   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 20.0 to 75.0 Horse...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                                       Lever   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                                     54653   \\\n",
       "SalesID                                                             1301884   \n",
       "SalePrice                                                           23500.0   \n",
       "MachineID                                                           1182999   \n",
       "ModelID                                                                4123   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1976   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                             D6C   \n",
       "fiBaseModel                                                              D6   \n",
       "fiSecondaryDesc                                                           C   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 130.0 to 160.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                          81383   \\\n",
       "SalesID                                                  1379228   \n",
       "SalePrice                                                31000.0   \n",
       "MachineID                                                1082797   \n",
       "ModelID                                                     7620   \n",
       "datasource                                                   132   \n",
       "auctioneerID                                                99.0   \n",
       "YearMade                                                    1986   \n",
       "MachineHoursCurrentMeter                                     NaN   \n",
       "UsageBand                                                    NaN   \n",
       "fiModelDesc                                                 IT12   \n",
       "fiBaseModel                                                 IT12   \n",
       "fiSecondaryDesc                                              NaN   \n",
       "fiModelSeries                                                NaN   \n",
       "fiModelDescriptor                                            NaN   \n",
       "ProductSize                                              Compact   \n",
       "fiProductClassDesc        Wheel Loader - 60.0 to 80.0 Horsepower   \n",
       "state                                                    Florida   \n",
       "ProductGroup                                                  WL   \n",
       "ProductGroupDesc                                    Wheel Loader   \n",
       "Drive_System                                                 NaN   \n",
       "Enclosure                                                  EROPS   \n",
       "Forks                                                        Yes   \n",
       "Pad_Type                                                     NaN   \n",
       "Ride_Control                                 None or Unspecified   \n",
       "Stick                                                        NaN   \n",
       "Transmission                                                 NaN   \n",
       "Turbocharged                                                 NaN   \n",
       "Blade_Extension                                              NaN   \n",
       "Blade_Width                                                  NaN   \n",
       "Enclosure_Type                                               NaN   \n",
       "Engine_Horsepower                                            NaN   \n",
       "Hydraulics                                               2 Valve   \n",
       "Pushblock                                                    NaN   \n",
       "Ripper                                                       NaN   \n",
       "Scarifier                                                    NaN   \n",
       "Tip_Control                                                  NaN   \n",
       "Tire_Size                                    None or Unspecified   \n",
       "Coupler                                      None or Unspecified   \n",
       "Coupler_System                                               NaN   \n",
       "Grouser_Tracks                                               NaN   \n",
       "Hydraulics_Flow                                              NaN   \n",
       "Track_Type                                                   NaN   \n",
       "Undercarriage_Pad_Width                                      NaN   \n",
       "Stick_Length                                                 NaN   \n",
       "Thumb                                                        NaN   \n",
       "Pattern_Changer                                              NaN   \n",
       "Grouser_Type                                                 NaN   \n",
       "Backhoe_Mounting                                             NaN   \n",
       "Blade_Type                                                   NaN   \n",
       "Travel_Controls                                              NaN   \n",
       "Differential_Type                                       Standard   \n",
       "Steering_Controls                                   Conventional   \n",
       "saleYear                                                    1989   \n",
       "saleMonth                                                      1   \n",
       "saleDay                                                       31   \n",
       "saleDayOfWeek                                                  1   \n",
       "saleDayOfYear                                                 31   \n",
       "\n",
       "                                                           204924  \\\n",
       "SalesID                                                   1645390   \n",
       "SalePrice                                                 11750.0   \n",
       "MachineID                                                 1527216   \n",
       "ModelID                                                      8202   \n",
       "datasource                                                    132   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     1970   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "fiModelDesc                                                   544   \n",
       "fiBaseModel                                                   544   \n",
       "fiSecondaryDesc                                               NaN   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             NaN   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Wheel Loader - 90.0 to 100.0 Horsepower   \n",
       "state                                                     Florida   \n",
       "ProductGroup                                                   WL   \n",
       "ProductGroupDesc                                     Wheel Loader   \n",
       "Drive_System                                                  NaN   \n",
       "Enclosure                                                   OROPS   \n",
       "Forks                                                         Yes   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                  None or Unspecified   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                                  NaN   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                                               NaN   \n",
       "Blade_Width                                                   NaN   \n",
       "Enclosure_Type                                                NaN   \n",
       "Engine_Horsepower                                             NaN   \n",
       "Hydraulics                                                2 Valve   \n",
       "Pushblock                                                     NaN   \n",
       "Ripper                                                        NaN   \n",
       "Scarifier                                                     NaN   \n",
       "Tip_Control                                                   NaN   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                       None or Unspecified   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                        Standard   \n",
       "Steering_Controls                                    Conventional   \n",
       "saleYear                                                     1989   \n",
       "saleMonth                                                       1   \n",
       "saleDay                                                        31   \n",
       "saleDayOfWeek                                                   1   \n",
       "saleDayOfYear                                                  31   \n",
       "\n",
       "                                                                     135376  \\\n",
       "SalesID                                                             1493279   \n",
       "SalePrice                                                           63000.0   \n",
       "MachineID                                                           1363756   \n",
       "ModelID                                                                2759   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1987   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                           D5HII   \n",
       "fiBaseModel                                                              D5   \n",
       "fiSecondaryDesc                                                           H   \n",
       "fiModelSeries                                                            II   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 130.0 to 160.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             EROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                     Powershift   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                          113390  ...  \\\n",
       "SalesID                                                  1449549  ...   \n",
       "SalePrice                                                13000.0  ...   \n",
       "MachineID                                                1289412  ...   \n",
       "ModelID                                                     3356  ...   \n",
       "datasource                                                   132  ...   \n",
       "auctioneerID                                                99.0  ...   \n",
       "YearMade                                                    1966  ...   \n",
       "MachineHoursCurrentMeter                                     NaN  ...   \n",
       "UsageBand                                                    NaN  ...   \n",
       "fiModelDesc                                                  12F  ...   \n",
       "fiBaseModel                                                   12  ...   \n",
       "fiSecondaryDesc                                                F  ...   \n",
       "fiModelSeries                                                NaN  ...   \n",
       "fiModelDescriptor                                            NaN  ...   \n",
       "ProductSize                                                  NaN  ...   \n",
       "fiProductClassDesc        Motorgrader - 45.0 to 130.0 Horsepower  ...   \n",
       "state                                                    Florida  ...   \n",
       "ProductGroup                                                  MG  ...   \n",
       "ProductGroupDesc                                   Motor Graders  ...   \n",
       "Drive_System                                                  No  ...   \n",
       "Enclosure                                                  OROPS  ...   \n",
       "Forks                                                        NaN  ...   \n",
       "Pad_Type                                                     NaN  ...   \n",
       "Ride_Control                                                 NaN  ...   \n",
       "Stick                                                        NaN  ...   \n",
       "Transmission                                 None or Unspecified  ...   \n",
       "Turbocharged                                                 NaN  ...   \n",
       "Blade_Extension                              None or Unspecified  ...   \n",
       "Blade_Width                                  None or Unspecified  ...   \n",
       "Enclosure_Type                               None or Unspecified  ...   \n",
       "Engine_Horsepower                                             No  ...   \n",
       "Hydraulics                                     Base + 1 Function  ...   \n",
       "Pushblock                                    None or Unspecified  ...   \n",
       "Ripper                                       None or Unspecified  ...   \n",
       "Scarifier                                                    Yes  ...   \n",
       "Tip_Control                                      Sideshift & Tip  ...   \n",
       "Tire_Size                                    None or Unspecified  ...   \n",
       "Coupler                                                      NaN  ...   \n",
       "Coupler_System                                               NaN  ...   \n",
       "Grouser_Tracks                                               NaN  ...   \n",
       "Hydraulics_Flow                                              NaN  ...   \n",
       "Track_Type                                                   NaN  ...   \n",
       "Undercarriage_Pad_Width                                      NaN  ...   \n",
       "Stick_Length                                                 NaN  ...   \n",
       "Thumb                                                        NaN  ...   \n",
       "Pattern_Changer                                              NaN  ...   \n",
       "Grouser_Type                                                 NaN  ...   \n",
       "Backhoe_Mounting                                             NaN  ...   \n",
       "Blade_Type                                                   NaN  ...   \n",
       "Travel_Controls                                              NaN  ...   \n",
       "Differential_Type                                            NaN  ...   \n",
       "Steering_Controls                                            NaN  ...   \n",
       "saleYear                                                    1989  ...   \n",
       "saleMonth                                                      1  ...   \n",
       "saleDay                                                       31  ...   \n",
       "saleDayOfWeek                                                  1  ...   \n",
       "saleDayOfYear                                                 31  ...   \n",
       "\n",
       "                                                            409202  \\\n",
       "SalesID                                                    6283634   \n",
       "SalePrice                                                  35000.0   \n",
       "MachineID                                                  1930870   \n",
       "ModelID                                                       4701   \n",
       "datasource                                                     149   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      1998   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "fiModelDesc                                                   544H   \n",
       "fiBaseModel                                                    544   \n",
       "fiSecondaryDesc                                                  H   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower   \n",
       "state                                                   California   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                                     20.5   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      2012   \n",
       "saleMonth                                                        4   \n",
       "saleDay                                                         28   \n",
       "saleDayOfWeek                                                    5   \n",
       "saleDayOfYear                                                  119   \n",
       "\n",
       "                                                                     408976  \\\n",
       "SalesID                                                             6282337   \n",
       "SalePrice                                                            7500.0   \n",
       "MachineID                                                           1928688   \n",
       "ModelID                                                               22072   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                             317   \n",
       "fiBaseModel                                                             317   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     411695  \\\n",
       "SalesID                                                             6311321   \n",
       "SalePrice                                                           13000.0   \n",
       "MachineID                                                           1823846   \n",
       "ModelID                                                               17311   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2005   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            S175   \n",
       "fiBaseModel                                                            S175   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1601.0 to 1751.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                            411319  \\\n",
       "SalesID                                                    6306476   \n",
       "SalePrice                                                  53000.0   \n",
       "MachineID                                                  1278794   \n",
       "ModelID                                                       9114   \n",
       "datasource                                                     149   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      2004   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "fiModelDesc                                                  WA320   \n",
       "fiBaseModel                                                  WA320   \n",
       "fiSecondaryDesc                                                NaN   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                 Medium   \n",
       "fiProductClassDesc        Wheel Loader - 150.0 to 175.0 Horsepower   \n",
       "state                                                   California   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                               EROPS w AC   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                                   Yes   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                                     20.5   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      2012   \n",
       "saleMonth                                                        4   \n",
       "saleDay                                                         28   \n",
       "saleDayOfWeek                                                    5   \n",
       "saleDayOfYear                                                  119   \n",
       "\n",
       "                                                           408889  \\\n",
       "SalesID                                                   6281219   \n",
       "SalePrice                                                 39000.0   \n",
       "MachineID                                                 1792049   \n",
       "ModelID                                                     13976   \n",
       "datasource                                                    149   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     2000   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "fiModelDesc                                                710VHP   \n",
       "fiBaseModel                                                   710   \n",
       "fiSecondaryDesc                                               NaN   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             VHP   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Motorgrader - 130.0 to 145.0 Horsepower   \n",
       "state                                                  California   \n",
       "ProductGroup                                                   MG   \n",
       "ProductGroupDesc                                    Motor Graders   \n",
       "Drive_System                                                   No   \n",
       "Enclosure                                              EROPS w AC   \n",
       "Forks                                                         NaN   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                                  NaN   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                  None or Unspecified   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                               None or Unspecified   \n",
       "Blade_Width                                                   12'   \n",
       "Enclosure_Type                                None or Unspecified   \n",
       "Engine_Horsepower                                              No   \n",
       "Hydraulics                                      Base + 1 Function   \n",
       "Pushblock                                     None or Unspecified   \n",
       "Ripper                                                        Yes   \n",
       "Scarifier                                     None or Unspecified   \n",
       "Tip_Control                                   None or Unspecified   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                                       NaN   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                             NaN   \n",
       "Steering_Controls                                             NaN   \n",
       "saleYear                                                     2012   \n",
       "saleMonth                                                       4   \n",
       "saleDay                                                        28   \n",
       "saleDayOfWeek                                                   5   \n",
       "saleDayOfYear                                                 119   \n",
       "\n",
       "                                                                     410879  \\\n",
       "SalesID                                                             6302984   \n",
       "SalePrice                                                           16000.0   \n",
       "MachineID                                                           1915521   \n",
       "ModelID                                                                5266   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2001   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            D38E   \n",
       "fiBaseModel                                                             D38   \n",
       "fiSecondaryDesc                                                           E   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 75.0 to 85.0 Horse...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                          Multi Shank   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                              PAT   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     412476  \\\n",
       "SalesID                                                             6324811   \n",
       "SalePrice                                                            6000.0   \n",
       "MachineID                                                           1919104   \n",
       "ModelID                                                               19330   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2004   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            2064   \n",
       "fiBaseModel                                                            2064   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                             NaN   \n",
       "fiProductClassDesc        Skid Steer Loader - 1751.0 to 2201.0 Lb Operat...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            SSL   \n",
       "ProductGroupDesc                                         Skid Steer Loaders   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                   None or Unspecified   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                          None or Unspecified   \n",
       "Grouser_Tracks                                          None or Unspecified   \n",
       "Hydraulics_Flow                                                    Standard   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                                     411927  \\\n",
       "SalesID                                                             6313029   \n",
       "SalePrice                                                           16000.0   \n",
       "MachineID                                                           1918416   \n",
       "ModelID                                                               17244   \n",
       "datasource                                                              149   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               2004   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            337G   \n",
       "fiBaseModel                                                             337   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                            Mini   \n",
       "fiProductClassDesc        Hydraulic Excavator, Track - 5.0 to 6.0 Metric...   \n",
       "state                                                            California   \n",
       "ProductGroup                                                            TEX   \n",
       "ProductGroupDesc                                           Track Excavators   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                        EROPS w AC   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                            NaN   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                        Auxiliary   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                                  NaN   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                 None or Unspecified   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                                        NaN   \n",
       "Blade_Type                                                              NaN   \n",
       "Travel_Controls                                                         NaN   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               2012   \n",
       "saleMonth                                                                 4   \n",
       "saleDay                                                                  28   \n",
       "saleDayOfWeek                                                             5   \n",
       "saleDayOfYear                                                           119   \n",
       "\n",
       "                                                           407124  \\\n",
       "SalesID                                                   6266251   \n",
       "SalePrice                                                 55000.0   \n",
       "MachineID                                                  509560   \n",
       "ModelID                                                      3357   \n",
       "datasource                                                    149   \n",
       "auctioneerID                                                 99.0   \n",
       "YearMade                                                     1993   \n",
       "MachineHoursCurrentMeter                                      NaN   \n",
       "UsageBand                                                     NaN   \n",
       "fiModelDesc                                                   12G   \n",
       "fiBaseModel                                                    12   \n",
       "fiSecondaryDesc                                                 G   \n",
       "fiModelSeries                                                 NaN   \n",
       "fiModelDescriptor                                             NaN   \n",
       "ProductSize                                                   NaN   \n",
       "fiProductClassDesc        Motorgrader - 130.0 to 145.0 Horsepower   \n",
       "state                                                  California   \n",
       "ProductGroup                                                   MG   \n",
       "ProductGroupDesc                                    Motor Graders   \n",
       "Drive_System                                                   No   \n",
       "Enclosure                                                   OROPS   \n",
       "Forks                                                         NaN   \n",
       "Pad_Type                                                      NaN   \n",
       "Ride_Control                                                  NaN   \n",
       "Stick                                                         NaN   \n",
       "Transmission                                  None or Unspecified   \n",
       "Turbocharged                                                  NaN   \n",
       "Blade_Extension                               None or Unspecified   \n",
       "Blade_Width                                                   14'   \n",
       "Enclosure_Type                                None or Unspecified   \n",
       "Engine_Horsepower                                              No   \n",
       "Hydraulics                                      Base + 1 Function   \n",
       "Pushblock                                                     Yes   \n",
       "Ripper                                                        Yes   \n",
       "Scarifier                                                     Yes   \n",
       "Tip_Control                                   None or Unspecified   \n",
       "Tire_Size                                     None or Unspecified   \n",
       "Coupler                                                       NaN   \n",
       "Coupler_System                                                NaN   \n",
       "Grouser_Tracks                                                NaN   \n",
       "Hydraulics_Flow                                               NaN   \n",
       "Track_Type                                                    NaN   \n",
       "Undercarriage_Pad_Width                                       NaN   \n",
       "Stick_Length                                                  NaN   \n",
       "Thumb                                                         NaN   \n",
       "Pattern_Changer                                               NaN   \n",
       "Grouser_Type                                                  NaN   \n",
       "Backhoe_Mounting                                              NaN   \n",
       "Blade_Type                                                    NaN   \n",
       "Travel_Controls                                               NaN   \n",
       "Differential_Type                                             NaN   \n",
       "Steering_Controls                                             NaN   \n",
       "saleYear                                                     2012   \n",
       "saleMonth                                                       4   \n",
       "saleDay                                                        28   \n",
       "saleDayOfWeek                                                   5   \n",
       "saleDayOfYear                                                 119   \n",
       "\n",
       "                                                            409203  \n",
       "SalesID                                                    6283635  \n",
       "SalePrice                                                  34000.0  \n",
       "MachineID                                                  1869284  \n",
       "ModelID                                                       4701  \n",
       "datasource                                                     149  \n",
       "auctioneerID                                                  99.0  \n",
       "YearMade                                                      1000  \n",
       "MachineHoursCurrentMeter                                       NaN  \n",
       "UsageBand                                                      NaN  \n",
       "fiModelDesc                                                   544H  \n",
       "fiBaseModel                                                    544  \n",
       "fiSecondaryDesc                                                  H  \n",
       "fiModelSeries                                                  NaN  \n",
       "fiModelDescriptor                                              NaN  \n",
       "ProductSize                                                    NaN  \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower  \n",
       "state                                                   California  \n",
       "ProductGroup                                                    WL  \n",
       "ProductGroupDesc                                      Wheel Loader  \n",
       "Drive_System                                                   NaN  \n",
       "Enclosure                                               EROPS w AC  \n",
       "Forks                                          None or Unspecified  \n",
       "Pad_Type                                                       NaN  \n",
       "Ride_Control                                   None or Unspecified  \n",
       "Stick                                                          NaN  \n",
       "Transmission                                                   NaN  \n",
       "Turbocharged                                                   NaN  \n",
       "Blade_Extension                                                NaN  \n",
       "Blade_Width                                                    NaN  \n",
       "Enclosure_Type                                                 NaN  \n",
       "Engine_Horsepower                                              NaN  \n",
       "Hydraulics                                                 2 Valve  \n",
       "Pushblock                                                      NaN  \n",
       "Ripper                                                         NaN  \n",
       "Scarifier                                                      NaN  \n",
       "Tip_Control                                                    NaN  \n",
       "Tire_Size                                                     20.5  \n",
       "Coupler                                        None or Unspecified  \n",
       "Coupler_System                                                 NaN  \n",
       "Grouser_Tracks                                                 NaN  \n",
       "Hydraulics_Flow                                                NaN  \n",
       "Track_Type                                                     NaN  \n",
       "Undercarriage_Pad_Width                                        NaN  \n",
       "Stick_Length                                                   NaN  \n",
       "Thumb                                                          NaN  \n",
       "Pattern_Changer                                                NaN  \n",
       "Grouser_Type                                                   NaN  \n",
       "Backhoe_Mounting                                               NaN  \n",
       "Blade_Type                                                     NaN  \n",
       "Travel_Controls                                                NaN  \n",
       "Differential_Type                                         Standard  \n",
       "Steering_Controls                                     Conventional  \n",
       "saleYear                                                      2012  \n",
       "saleMonth                                                        4  \n",
       "saleDay                                                         28  \n",
       "saleDayOfWeek                                                    5  \n",
       "saleDayOfYear                                                  119  \n",
       "\n",
       "[57 rows x 412698 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We have enriched our DataFrame with datetime features, so now we dont need datetime and remove it\n",
    "df_tmp.drop(\"saledate\", axis=1, inplace=True)\n",
    "df_tmp.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state\n",
       "Florida           67320\n",
       "Texas             53110\n",
       "California        29761\n",
       "Washington        16222\n",
       "Georgia           14633\n",
       "Maryland          13322\n",
       "Mississippi       13240\n",
       "Ohio              12369\n",
       "Illinois          11540\n",
       "Colorado          11529\n",
       "New Jersey        11156\n",
       "North Carolina    10636\n",
       "Tennessee         10298\n",
       "Alabama           10292\n",
       "Pennsylvania      10234\n",
       "South Carolina     9951\n",
       "Arizona            9364\n",
       "New York           8639\n",
       "Connecticut        8276\n",
       "Minnesota          7885\n",
       "Missouri           7178\n",
       "Nevada             6932\n",
       "Louisiana          6627\n",
       "Kentucky           5351\n",
       "Maine              5096\n",
       "Indiana            4124\n",
       "Arkansas           3933\n",
       "New Mexico         3631\n",
       "Utah               3046\n",
       "Unspecified        2801\n",
       "Wisconsin          2745\n",
       "New Hampshire      2738\n",
       "Virginia           2353\n",
       "Idaho              2025\n",
       "Oregon             1911\n",
       "Michigan           1831\n",
       "Wyoming            1672\n",
       "Montana            1336\n",
       "Iowa               1336\n",
       "Oklahoma           1326\n",
       "Nebraska            866\n",
       "West Virginia       840\n",
       "Kansas              667\n",
       "Delaware            510\n",
       "North Dakota        480\n",
       "Alaska              430\n",
       "Massachusetts       347\n",
       "Vermont             300\n",
       "South Dakota        244\n",
       "Hawaii              118\n",
       "Rhode Island         83\n",
       "Puerto Rico          42\n",
       "Washington DC         2\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp.state.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Modelling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking data type of \"state\"\n",
    "df_tmp[\"state\"].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking if data type of \"state\" is string\n",
    "pd.api.types.is_string_dtype(df_tmp[\"state\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fiModelDesc\n",
      "fiBaseModel\n",
      "fiProductClassDesc\n",
      "state\n",
      "ProductGroup\n",
      "ProductGroupDesc\n"
     ]
    }
   ],
   "source": [
    "# Printing all feature types with dtype as string\n",
    "for label, content in df_tmp.items():\n",
    "    if(pd.api.types.is_string_dtype(content)):\n",
    "        print(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UsageBand\n",
      "fiModelDesc\n",
      "fiBaseModel\n",
      "fiSecondaryDesc\n",
      "fiModelSeries\n",
      "fiModelDescriptor\n",
      "ProductSize\n",
      "fiProductClassDesc\n",
      "state\n",
      "ProductGroup\n",
      "ProductGroupDesc\n",
      "Drive_System\n",
      "Enclosure\n",
      "Forks\n",
      "Pad_Type\n",
      "Ride_Control\n",
      "Stick\n",
      "Transmission\n",
      "Turbocharged\n",
      "Blade_Extension\n",
      "Blade_Width\n",
      "Enclosure_Type\n",
      "Engine_Horsepower\n",
      "Hydraulics\n",
      "Pushblock\n",
      "Ripper\n",
      "Scarifier\n",
      "Tip_Control\n",
      "Tire_Size\n",
      "Coupler\n",
      "Coupler_System\n",
      "Grouser_Tracks\n",
      "Hydraulics_Flow\n",
      "Track_Type\n",
      "Undercarriage_Pad_Width\n",
      "Stick_Length\n",
      "Thumb\n",
      "Pattern_Changer\n",
      "Grouser_Type\n",
      "Backhoe_Mounting\n",
      "Blade_Type\n",
      "Travel_Controls\n",
      "Differential_Type\n",
      "Steering_Controls\n"
     ]
    }
   ],
   "source": [
    "# Printing all feature types with dtype as object\n",
    "for label, content in df_tmp.items():\n",
    "    if(pd.api.types.is_object_dtype(content)):\n",
    "        print(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 412698 entries, 205615 to 409203\n",
      "Data columns (total 57 columns):\n",
      " #   Column                    Non-Null Count   Dtype  \n",
      "---  ------                    --------------   -----  \n",
      " 0   SalesID                   412698 non-null  int64  \n",
      " 1   SalePrice                 412698 non-null  float64\n",
      " 2   MachineID                 412698 non-null  int64  \n",
      " 3   ModelID                   412698 non-null  int64  \n",
      " 4   datasource                412698 non-null  int64  \n",
      " 5   auctioneerID              392562 non-null  float64\n",
      " 6   YearMade                  412698 non-null  int64  \n",
      " 7   MachineHoursCurrentMeter  147504 non-null  float64\n",
      " 8   UsageBand                 73670 non-null   object \n",
      " 9   fiModelDesc               412698 non-null  object \n",
      " 10  fiBaseModel               412698 non-null  object \n",
      " 11  fiSecondaryDesc           271971 non-null  object \n",
      " 12  fiModelSeries             58667 non-null   object \n",
      " 13  fiModelDescriptor         74816 non-null   object \n",
      " 14  ProductSize               196093 non-null  object \n",
      " 15  fiProductClassDesc        412698 non-null  object \n",
      " 16  state                     412698 non-null  object \n",
      " 17  ProductGroup              412698 non-null  object \n",
      " 18  ProductGroupDesc          412698 non-null  object \n",
      " 19  Drive_System              107087 non-null  object \n",
      " 20  Enclosure                 412364 non-null  object \n",
      " 21  Forks                     197715 non-null  object \n",
      " 22  Pad_Type                  81096 non-null   object \n",
      " 23  Ride_Control              152728 non-null  object \n",
      " 24  Stick                     81096 non-null   object \n",
      " 25  Transmission              188007 non-null  object \n",
      " 26  Turbocharged              81096 non-null   object \n",
      " 27  Blade_Extension           25983 non-null   object \n",
      " 28  Blade_Width               25983 non-null   object \n",
      " 29  Enclosure_Type            25983 non-null   object \n",
      " 30  Engine_Horsepower         25983 non-null   object \n",
      " 31  Hydraulics                330133 non-null  object \n",
      " 32  Pushblock                 25983 non-null   object \n",
      " 33  Ripper                    106945 non-null  object \n",
      " 34  Scarifier                 25994 non-null   object \n",
      " 35  Tip_Control               25983 non-null   object \n",
      " 36  Tire_Size                 97638 non-null   object \n",
      " 37  Coupler                   220679 non-null  object \n",
      " 38  Coupler_System            44974 non-null   object \n",
      " 39  Grouser_Tracks            44875 non-null   object \n",
      " 40  Hydraulics_Flow           44875 non-null   object \n",
      " 41  Track_Type                102193 non-null  object \n",
      " 42  Undercarriage_Pad_Width   102916 non-null  object \n",
      " 43  Stick_Length              102261 non-null  object \n",
      " 44  Thumb                     102332 non-null  object \n",
      " 45  Pattern_Changer           102261 non-null  object \n",
      " 46  Grouser_Type              102193 non-null  object \n",
      " 47  Backhoe_Mounting          80712 non-null   object \n",
      " 48  Blade_Type                81875 non-null   object \n",
      " 49  Travel_Controls           81877 non-null   object \n",
      " 50  Differential_Type         71564 non-null   object \n",
      " 51  Steering_Controls         71522 non-null   object \n",
      " 52  saleYear                  412698 non-null  int32  \n",
      " 53  saleMonth                 412698 non-null  int32  \n",
      " 54  saleDay                   412698 non-null  int32  \n",
      " 55  saleDayOfWeek             412698 non-null  int32  \n",
      " 56  saleDayOfYear             412698 non-null  int32  \n",
      "dtypes: float64(3), int32(5), int64(5), object(44)\n",
      "memory usage: 190.9+ MB\n"
     ]
    }
   ],
   "source": [
    "df_tmp.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1 Convert strings/objects dtype to categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn object values into category values\n",
    "for label, content in df_tmp.items():\n",
    "    if pd.api.types.is_object_dtype(content):\n",
    "        df_tmp[label] = content.astype(\"category\").cat.as_ordered()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 412698 entries, 205615 to 409203\n",
      "Data columns (total 57 columns):\n",
      " #   Column                    Non-Null Count   Dtype   \n",
      "---  ------                    --------------   -----   \n",
      " 0   SalesID                   412698 non-null  int64   \n",
      " 1   SalePrice                 412698 non-null  float64 \n",
      " 2   MachineID                 412698 non-null  int64   \n",
      " 3   ModelID                   412698 non-null  int64   \n",
      " 4   datasource                412698 non-null  int64   \n",
      " 5   auctioneerID              392562 non-null  float64 \n",
      " 6   YearMade                  412698 non-null  int64   \n",
      " 7   MachineHoursCurrentMeter  147504 non-null  float64 \n",
      " 8   UsageBand                 73670 non-null   category\n",
      " 9   fiModelDesc               412698 non-null  category\n",
      " 10  fiBaseModel               412698 non-null  category\n",
      " 11  fiSecondaryDesc           271971 non-null  category\n",
      " 12  fiModelSeries             58667 non-null   category\n",
      " 13  fiModelDescriptor         74816 non-null   category\n",
      " 14  ProductSize               196093 non-null  category\n",
      " 15  fiProductClassDesc        412698 non-null  category\n",
      " 16  state                     412698 non-null  category\n",
      " 17  ProductGroup              412698 non-null  category\n",
      " 18  ProductGroupDesc          412698 non-null  category\n",
      " 19  Drive_System              107087 non-null  category\n",
      " 20  Enclosure                 412364 non-null  category\n",
      " 21  Forks                     197715 non-null  category\n",
      " 22  Pad_Type                  81096 non-null   category\n",
      " 23  Ride_Control              152728 non-null  category\n",
      " 24  Stick                     81096 non-null   category\n",
      " 25  Transmission              188007 non-null  category\n",
      " 26  Turbocharged              81096 non-null   category\n",
      " 27  Blade_Extension           25983 non-null   category\n",
      " 28  Blade_Width               25983 non-null   category\n",
      " 29  Enclosure_Type            25983 non-null   category\n",
      " 30  Engine_Horsepower         25983 non-null   category\n",
      " 31  Hydraulics                330133 non-null  category\n",
      " 32  Pushblock                 25983 non-null   category\n",
      " 33  Ripper                    106945 non-null  category\n",
      " 34  Scarifier                 25994 non-null   category\n",
      " 35  Tip_Control               25983 non-null   category\n",
      " 36  Tire_Size                 97638 non-null   category\n",
      " 37  Coupler                   220679 non-null  category\n",
      " 38  Coupler_System            44974 non-null   category\n",
      " 39  Grouser_Tracks            44875 non-null   category\n",
      " 40  Hydraulics_Flow           44875 non-null   category\n",
      " 41  Track_Type                102193 non-null  category\n",
      " 42  Undercarriage_Pad_Width   102916 non-null  category\n",
      " 43  Stick_Length              102261 non-null  category\n",
      " 44  Thumb                     102332 non-null  category\n",
      " 45  Pattern_Changer           102261 non-null  category\n",
      " 46  Grouser_Type              102193 non-null  category\n",
      " 47  Backhoe_Mounting          80712 non-null   category\n",
      " 48  Blade_Type                81875 non-null   category\n",
      " 49  Travel_Controls           81877 non-null   category\n",
      " 50  Differential_Type         71564 non-null   category\n",
      " 51  Steering_Controls         71522 non-null   category\n",
      " 52  saleYear                  412698 non-null  int32   \n",
      " 53  saleMonth                 412698 non-null  int32   \n",
      " 54  saleDay                   412698 non-null  int32   \n",
      " 55  saleDayOfWeek             412698 non-null  int32   \n",
      " 56  saleDayOfYear             412698 non-null  int32   \n",
      "dtypes: category(44), float64(3), int32(5), int64(5)\n",
      "memory usage: 71.5 MB\n"
     ]
    }
   ],
   "source": [
    "df_tmp.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SalesID                      0.000000\n",
       "SalePrice                    0.000000\n",
       "MachineID                    0.000000\n",
       "ModelID                      0.000000\n",
       "datasource                   0.000000\n",
       "auctioneerID                 4.879113\n",
       "YearMade                     0.000000\n",
       "MachineHoursCurrentMeter    64.258610\n",
       "UsageBand                   82.149174\n",
       "fiModelDesc                  0.000000\n",
       "fiBaseModel                  0.000000\n",
       "fiSecondaryDesc             34.099269\n",
       "fiModelSeries               85.784520\n",
       "fiModelDescriptor           81.871490\n",
       "ProductSize                 52.485110\n",
       "fiProductClassDesc           0.000000\n",
       "state                        0.000000\n",
       "ProductGroup                 0.000000\n",
       "ProductGroupDesc             0.000000\n",
       "Drive_System                74.051970\n",
       "Enclosure                    0.080931\n",
       "Forks                       52.092087\n",
       "Pad_Type                    80.349796\n",
       "Ride_Control                62.992794\n",
       "Stick                       80.349796\n",
       "Transmission                54.444412\n",
       "Turbocharged                80.349796\n",
       "Blade_Extension             93.704113\n",
       "Blade_Width                 93.704113\n",
       "Enclosure_Type              93.704113\n",
       "Engine_Horsepower           93.704113\n",
       "Hydraulics                  20.006155\n",
       "Pushblock                   93.704113\n",
       "Ripper                      74.086378\n",
       "Scarifier                   93.701448\n",
       "Tip_Control                 93.704113\n",
       "Tire_Size                   76.341538\n",
       "Coupler                     46.527727\n",
       "Coupler_System              89.102443\n",
       "Grouser_Tracks              89.126431\n",
       "Hydraulics_Flow             89.126431\n",
       "Track_Type                  75.237825\n",
       "Undercarriage_Pad_Width     75.062637\n",
       "Stick_Length                75.221348\n",
       "Thumb                       75.204144\n",
       "Pattern_Changer             75.221348\n",
       "Grouser_Type                75.237825\n",
       "Backhoe_Mounting            80.442842\n",
       "Blade_Type                  80.161038\n",
       "Travel_Controls             80.160553\n",
       "Differential_Type           82.659475\n",
       "Steering_Controls           82.669652\n",
       "saleYear                     0.000000\n",
       "saleMonth                    0.000000\n",
       "saleDay                      0.000000\n",
       "saleDayOfWeek                0.000000\n",
       "saleDayOfYear                0.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get ratio of null values\n",
    "df_tmp.isnull().sum()/len(df_tmp)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export preprocessed data\n",
    "df_tmp.to_csv(\"data/bluebook-for-bulldozers/train_tmp.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SalesID</th>\n",
       "      <td>1646770</td>\n",
       "      <td>1821514</td>\n",
       "      <td>1505138</td>\n",
       "      <td>1671174</td>\n",
       "      <td>1329056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalePrice</th>\n",
       "      <td>9500.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>22000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineID</th>\n",
       "      <td>1126363</td>\n",
       "      <td>1194089</td>\n",
       "      <td>1473654</td>\n",
       "      <td>1327630</td>\n",
       "      <td>1336053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ModelID</th>\n",
       "      <td>8434</td>\n",
       "      <td>10150</td>\n",
       "      <td>4139</td>\n",
       "      <td>8591</td>\n",
       "      <td>4089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datasource</th>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auctioneerID</th>\n",
       "      <td>18.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YearMade</th>\n",
       "      <td>1974</td>\n",
       "      <td>1980</td>\n",
       "      <td>1978</td>\n",
       "      <td>1980</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UsageBand</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDesc</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7G</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiBaseModel</th>\n",
       "      <td>TD20</td>\n",
       "      <td>A66</td>\n",
       "      <td>D7</td>\n",
       "      <td>A62</td>\n",
       "      <td>D3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiSecondaryDesc</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>G</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelSeries</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiModelDescriptor</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductSize</th>\n",
       "      <td>Medium</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Large</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fiProductClassDesc</th>\n",
       "      <td>Track Type Tractor, Dozer - 105.0 to 130.0 Hor...</td>\n",
       "      <td>Wheel Loader - 120.0 to 135.0 Horsepower</td>\n",
       "      <td>Track Type Tractor, Dozer - 190.0 to 260.0 Hor...</td>\n",
       "      <td>Wheel Loader - Unidentified</td>\n",
       "      <td>Track Type Tractor, Dozer - 20.0 to 75.0 Horse...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <td>Texas</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Florida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroup</th>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "      <td>WL</td>\n",
       "      <td>TTT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ProductGroupDesc</th>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "      <td>Wheel Loader</td>\n",
       "      <td>Track Type Tractors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drive_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure</th>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>OROPS</td>\n",
       "      <td>EROPS</td>\n",
       "      <td>OROPS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Forks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pad_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ride_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transmission</th>\n",
       "      <td>Direct Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turbocharged</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Extension</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Enclosure_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Engine_Horsepower</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics</th>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "      <td>2 Valve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pushblock</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ripper</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Scarifier</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tip_Control</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tire_Size</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coupler_System</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Tracks</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydraulics_Flow</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Track_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stick_Length</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thumb</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Grouser_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Type</th>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Straight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PAT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_Controls</th>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lever</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Differential_Type</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steering_Controls</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleYear</th>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleMonth</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDay</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfWeek</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>saleDayOfYear</th>\n",
       "      <td>17</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          0  \\\n",
       "SalesID                                                             1646770   \n",
       "SalePrice                                                            9500.0   \n",
       "MachineID                                                           1126363   \n",
       "ModelID                                                                8434   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           18.0   \n",
       "YearMade                                                               1974   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                            TD20   \n",
       "fiBaseModel                                                            TD20   \n",
       "fiSecondaryDesc                                                         NaN   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                          Medium   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 105.0 to 130.0 Hor...   \n",
       "state                                                                 Texas   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                   Direct Drive   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  17   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            17   \n",
       "\n",
       "                                                                 1  \\\n",
       "SalesID                                                    1821514   \n",
       "SalePrice                                                  14000.0   \n",
       "MachineID                                                  1194089   \n",
       "ModelID                                                      10150   \n",
       "datasource                                                     132   \n",
       "auctioneerID                                                  99.0   \n",
       "YearMade                                                      1980   \n",
       "MachineHoursCurrentMeter                                       NaN   \n",
       "UsageBand                                                      NaN   \n",
       "fiModelDesc                                                    A66   \n",
       "fiBaseModel                                                    A66   \n",
       "fiSecondaryDesc                                                NaN   \n",
       "fiModelSeries                                                  NaN   \n",
       "fiModelDescriptor                                              NaN   \n",
       "ProductSize                                                    NaN   \n",
       "fiProductClassDesc        Wheel Loader - 120.0 to 135.0 Horsepower   \n",
       "state                                                      Florida   \n",
       "ProductGroup                                                    WL   \n",
       "ProductGroupDesc                                      Wheel Loader   \n",
       "Drive_System                                                   NaN   \n",
       "Enclosure                                                    OROPS   \n",
       "Forks                                          None or Unspecified   \n",
       "Pad_Type                                                       NaN   \n",
       "Ride_Control                                   None or Unspecified   \n",
       "Stick                                                          NaN   \n",
       "Transmission                                                   NaN   \n",
       "Turbocharged                                                   NaN   \n",
       "Blade_Extension                                                NaN   \n",
       "Blade_Width                                                    NaN   \n",
       "Enclosure_Type                                                 NaN   \n",
       "Engine_Horsepower                                              NaN   \n",
       "Hydraulics                                                 2 Valve   \n",
       "Pushblock                                                      NaN   \n",
       "Ripper                                                         NaN   \n",
       "Scarifier                                                      NaN   \n",
       "Tip_Control                                                    NaN   \n",
       "Tire_Size                                      None or Unspecified   \n",
       "Coupler                                        None or Unspecified   \n",
       "Coupler_System                                                 NaN   \n",
       "Grouser_Tracks                                                 NaN   \n",
       "Hydraulics_Flow                                                NaN   \n",
       "Track_Type                                                     NaN   \n",
       "Undercarriage_Pad_Width                                        NaN   \n",
       "Stick_Length                                                   NaN   \n",
       "Thumb                                                          NaN   \n",
       "Pattern_Changer                                                NaN   \n",
       "Grouser_Type                                                   NaN   \n",
       "Backhoe_Mounting                                               NaN   \n",
       "Blade_Type                                                     NaN   \n",
       "Travel_Controls                                                NaN   \n",
       "Differential_Type                                         Standard   \n",
       "Steering_Controls                                     Conventional   \n",
       "saleYear                                                      1989   \n",
       "saleMonth                                                        1   \n",
       "saleDay                                                         31   \n",
       "saleDayOfWeek                                                    1   \n",
       "saleDayOfYear                                                   31   \n",
       "\n",
       "                                                                          2  \\\n",
       "SalesID                                                             1505138   \n",
       "SalePrice                                                           50000.0   \n",
       "MachineID                                                           1473654   \n",
       "ModelID                                                                4139   \n",
       "datasource                                                              132   \n",
       "auctioneerID                                                           99.0   \n",
       "YearMade                                                               1978   \n",
       "MachineHoursCurrentMeter                                                NaN   \n",
       "UsageBand                                                               NaN   \n",
       "fiModelDesc                                                             D7G   \n",
       "fiBaseModel                                                              D7   \n",
       "fiSecondaryDesc                                                           G   \n",
       "fiModelSeries                                                           NaN   \n",
       "fiModelDescriptor                                                       NaN   \n",
       "ProductSize                                                           Large   \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 190.0 to 260.0 Hor...   \n",
       "state                                                               Florida   \n",
       "ProductGroup                                                            TTT   \n",
       "ProductGroupDesc                                        Track Type Tractors   \n",
       "Drive_System                                                            NaN   \n",
       "Enclosure                                                             OROPS   \n",
       "Forks                                                                   NaN   \n",
       "Pad_Type                                                                NaN   \n",
       "Ride_Control                                                            NaN   \n",
       "Stick                                                                   NaN   \n",
       "Transmission                                                       Standard   \n",
       "Turbocharged                                                            NaN   \n",
       "Blade_Extension                                                         NaN   \n",
       "Blade_Width                                                             NaN   \n",
       "Enclosure_Type                                                          NaN   \n",
       "Engine_Horsepower                                                       NaN   \n",
       "Hydraulics                                                          2 Valve   \n",
       "Pushblock                                                               NaN   \n",
       "Ripper                                                  None or Unspecified   \n",
       "Scarifier                                                               NaN   \n",
       "Tip_Control                                                             NaN   \n",
       "Tire_Size                                                               NaN   \n",
       "Coupler                                                                 NaN   \n",
       "Coupler_System                                                          NaN   \n",
       "Grouser_Tracks                                                          NaN   \n",
       "Hydraulics_Flow                                                         NaN   \n",
       "Track_Type                                                              NaN   \n",
       "Undercarriage_Pad_Width                                                 NaN   \n",
       "Stick_Length                                                            NaN   \n",
       "Thumb                                                                   NaN   \n",
       "Pattern_Changer                                                         NaN   \n",
       "Grouser_Type                                                            NaN   \n",
       "Backhoe_Mounting                                        None or Unspecified   \n",
       "Blade_Type                                                         Straight   \n",
       "Travel_Controls                                         None or Unspecified   \n",
       "Differential_Type                                                       NaN   \n",
       "Steering_Controls                                                       NaN   \n",
       "saleYear                                                               1989   \n",
       "saleMonth                                                                 1   \n",
       "saleDay                                                                  31   \n",
       "saleDayOfWeek                                                             1   \n",
       "saleDayOfYear                                                            31   \n",
       "\n",
       "                                                    3  \\\n",
       "SalesID                                       1671174   \n",
       "SalePrice                                     16000.0   \n",
       "MachineID                                     1327630   \n",
       "ModelID                                          8591   \n",
       "datasource                                        132   \n",
       "auctioneerID                                     99.0   \n",
       "YearMade                                         1980   \n",
       "MachineHoursCurrentMeter                          NaN   \n",
       "UsageBand                                         NaN   \n",
       "fiModelDesc                                       A62   \n",
       "fiBaseModel                                       A62   \n",
       "fiSecondaryDesc                                   NaN   \n",
       "fiModelSeries                                     NaN   \n",
       "fiModelDescriptor                                 NaN   \n",
       "ProductSize                                       NaN   \n",
       "fiProductClassDesc        Wheel Loader - Unidentified   \n",
       "state                                         Florida   \n",
       "ProductGroup                                       WL   \n",
       "ProductGroupDesc                         Wheel Loader   \n",
       "Drive_System                                      NaN   \n",
       "Enclosure                                       EROPS   \n",
       "Forks                             None or Unspecified   \n",
       "Pad_Type                                          NaN   \n",
       "Ride_Control                      None or Unspecified   \n",
       "Stick                                             NaN   \n",
       "Transmission                                      NaN   \n",
       "Turbocharged                                      NaN   \n",
       "Blade_Extension                                   NaN   \n",
       "Blade_Width                                       NaN   \n",
       "Enclosure_Type                                    NaN   \n",
       "Engine_Horsepower                                 NaN   \n",
       "Hydraulics                                    2 Valve   \n",
       "Pushblock                                         NaN   \n",
       "Ripper                                            NaN   \n",
       "Scarifier                                         NaN   \n",
       "Tip_Control                                       NaN   \n",
       "Tire_Size                         None or Unspecified   \n",
       "Coupler                           None or Unspecified   \n",
       "Coupler_System                                    NaN   \n",
       "Grouser_Tracks                                    NaN   \n",
       "Hydraulics_Flow                                   NaN   \n",
       "Track_Type                                        NaN   \n",
       "Undercarriage_Pad_Width                           NaN   \n",
       "Stick_Length                                      NaN   \n",
       "Thumb                                             NaN   \n",
       "Pattern_Changer                                   NaN   \n",
       "Grouser_Type                                      NaN   \n",
       "Backhoe_Mounting                                  NaN   \n",
       "Blade_Type                                        NaN   \n",
       "Travel_Controls                                   NaN   \n",
       "Differential_Type                            Standard   \n",
       "Steering_Controls                        Conventional   \n",
       "saleYear                                         1989   \n",
       "saleMonth                                           1   \n",
       "saleDay                                            31   \n",
       "saleDayOfWeek                                       1   \n",
       "saleDayOfYear                                      31   \n",
       "\n",
       "                                                                          4  \n",
       "SalesID                                                             1329056  \n",
       "SalePrice                                                           22000.0  \n",
       "MachineID                                                           1336053  \n",
       "ModelID                                                                4089  \n",
       "datasource                                                              132  \n",
       "auctioneerID                                                           99.0  \n",
       "YearMade                                                               1984  \n",
       "MachineHoursCurrentMeter                                                NaN  \n",
       "UsageBand                                                               NaN  \n",
       "fiModelDesc                                                             D3B  \n",
       "fiBaseModel                                                              D3  \n",
       "fiSecondaryDesc                                                           B  \n",
       "fiModelSeries                                                           NaN  \n",
       "fiModelDescriptor                                                       NaN  \n",
       "ProductSize                                                             NaN  \n",
       "fiProductClassDesc        Track Type Tractor, Dozer - 20.0 to 75.0 Horse...  \n",
       "state                                                               Florida  \n",
       "ProductGroup                                                            TTT  \n",
       "ProductGroupDesc                                        Track Type Tractors  \n",
       "Drive_System                                                            NaN  \n",
       "Enclosure                                                             OROPS  \n",
       "Forks                                                                   NaN  \n",
       "Pad_Type                                                                NaN  \n",
       "Ride_Control                                                            NaN  \n",
       "Stick                                                                   NaN  \n",
       "Transmission                                                       Standard  \n",
       "Turbocharged                                                            NaN  \n",
       "Blade_Extension                                                         NaN  \n",
       "Blade_Width                                                             NaN  \n",
       "Enclosure_Type                                                          NaN  \n",
       "Engine_Horsepower                                                       NaN  \n",
       "Hydraulics                                                          2 Valve  \n",
       "Pushblock                                                               NaN  \n",
       "Ripper                                                  None or Unspecified  \n",
       "Scarifier                                                               NaN  \n",
       "Tip_Control                                                             NaN  \n",
       "Tire_Size                                                               NaN  \n",
       "Coupler                                                                 NaN  \n",
       "Coupler_System                                                          NaN  \n",
       "Grouser_Tracks                                                          NaN  \n",
       "Hydraulics_Flow                                                         NaN  \n",
       "Track_Type                                                              NaN  \n",
       "Undercarriage_Pad_Width                                                 NaN  \n",
       "Stick_Length                                                            NaN  \n",
       "Thumb                                                                   NaN  \n",
       "Pattern_Changer                                                         NaN  \n",
       "Grouser_Type                                                            NaN  \n",
       "Backhoe_Mounting                                        None or Unspecified  \n",
       "Blade_Type                                                              PAT  \n",
       "Travel_Controls                                                       Lever  \n",
       "Differential_Type                                                       NaN  \n",
       "Steering_Controls                                                       NaN  \n",
       "saleYear                                                               1989  \n",
       "saleMonth                                                                 1  \n",
       "saleDay                                                                  31  \n",
       "saleDayOfWeek                                                             1  \n",
       "saleDayOfYear                                                            31  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import preprocessed data\n",
    "df_tmp = pd.read_csv(\"data/bluebook-for-bulldozers/train_tmp.csv\", low_memory=False)\n",
    "df_tmp.head().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Fill missing values, first filling numeric values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auctioneerID\n",
      "MachineHoursCurrentMeter\n"
     ]
    }
   ],
   "source": [
    "# Check numeric columns with null values\n",
    "for label, content in df_tmp.items():\n",
    "    if pd.api.types.is_numeric_dtype(content):\n",
    "        if pd.isnull(content).sum():\n",
    "            print(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fill numeric rows with median (median is more robust than mean)\n",
    "for label, content in df_tmp.items():\n",
    "    if pd.api.types.is_numeric_dtype(content):\n",
    "        if pd.isnull(content).sum():\n",
    "            # Adding a column which tells if the data was missing or not\n",
    "            df_tmp[label+\"_is_missing\"] = pd.isna(content)\n",
    "            # Fill missing numeric values with median\n",
    "            df_tmp[label] = content.fillna(content.median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
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       "      <th>MachineHoursCurrentMeter</th>\n",
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       "      <th>Differential_Type</th>\n",
       "      <th>Steering_Controls</th>\n",
       "      <th>saleYear</th>\n",
       "      <th>saleMonth</th>\n",
       "      <th>saleDay</th>\n",
       "      <th>saleDayOfWeek</th>\n",
       "      <th>saleDayOfYear</th>\n",
       "      <th>auctioneerID_is_missing</th>\n",
       "      <th>MachineHoursCurrentMeter_is_missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1646770</td>\n",
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       "      <td>1126363</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
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       "      <td>1821514</td>\n",
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       "      <td>1194089</td>\n",
       "      <td>10150</td>\n",
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       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A66</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>1989</td>\n",
       "      <td>1</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1505138</td>\n",
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       "      <td>1473654</td>\n",
       "      <td>4139</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1978</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D7G</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1671174</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>1327630</td>\n",
       "      <td>8591</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A62</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
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       "      <td>1</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1329056</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>1336053</td>\n",
       "      <td>4089</td>\n",
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       "      <td>99.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D3B</td>\n",
       "      <td>...</td>\n",
       "      <td>Lever</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1989</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412693</th>\n",
       "      <td>6302984</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>1915521</td>\n",
       "      <td>5266</td>\n",
       "      <td>149</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D38E</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>119</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412694</th>\n",
       "      <td>6324811</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>1919104</td>\n",
       "      <td>19330</td>\n",
       "      <td>149</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2064</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>119</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412695</th>\n",
       "      <td>6313029</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>1918416</td>\n",
       "      <td>17244</td>\n",
       "      <td>149</td>\n",
       "      <td>99.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>337G</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>119</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412696</th>\n",
       "      <td>6266251</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>509560</td>\n",
       "      <td>3357</td>\n",
       "      <td>149</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1993</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12G</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>119</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412697</th>\n",
       "      <td>6283635</td>\n",
       "      <td>34000.0</td>\n",
       "      <td>1869284</td>\n",
       "      <td>4701</td>\n",
       "      <td>149</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>544H</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>119</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>412698 rows × 59 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        SalesID  SalePrice  MachineID  ModelID  datasource  auctioneerID  \\\n",
       "0       1646770     9500.0    1126363     8434         132          18.0   \n",
       "1       1821514    14000.0    1194089    10150         132          99.0   \n",
       "2       1505138    50000.0    1473654     4139         132          99.0   \n",
       "3       1671174    16000.0    1327630     8591         132          99.0   \n",
       "4       1329056    22000.0    1336053     4089         132          99.0   \n",
       "...         ...        ...        ...      ...         ...           ...   \n",
       "412693  6302984    16000.0    1915521     5266         149          99.0   \n",
       "412694  6324811     6000.0    1919104    19330         149          99.0   \n",
       "412695  6313029    16000.0    1918416    17244         149          99.0   \n",
       "412696  6266251    55000.0     509560     3357         149          99.0   \n",
       "412697  6283635    34000.0    1869284     4701         149          99.0   \n",
       "\n",
       "        YearMade  MachineHoursCurrentMeter UsageBand fiModelDesc  ...  \\\n",
       "0           1974                       0.0       NaN        TD20  ...   \n",
       "1           1980                       0.0       NaN         A66  ...   \n",
       "2           1978                       0.0       NaN         D7G  ...   \n",
       "3           1980                       0.0       NaN         A62  ...   \n",
       "4           1984                       0.0       NaN         D3B  ...   \n",
       "...          ...                       ...       ...         ...  ...   \n",
       "412693      2001                       0.0       NaN        D38E  ...   \n",
       "412694      2004                       0.0       NaN        2064  ...   \n",
       "412695      2004                       0.0       NaN        337G  ...   \n",
       "412696      1993                       0.0       NaN         12G  ...   \n",
       "412697      1000                       0.0       NaN        544H  ...   \n",
       "\n",
       "            Travel_Controls Differential_Type Steering_Controls saleYear  \\\n",
       "0       None or Unspecified               NaN               NaN     1989   \n",
       "1                       NaN          Standard      Conventional     1989   \n",
       "2       None or Unspecified               NaN               NaN     1989   \n",
       "3                       NaN          Standard      Conventional     1989   \n",
       "4                     Lever               NaN               NaN     1989   \n",
       "...                     ...               ...               ...      ...   \n",
       "412693  None or Unspecified               NaN               NaN     2012   \n",
       "412694                  NaN               NaN               NaN     2012   \n",
       "412695                  NaN               NaN               NaN     2012   \n",
       "412696                  NaN               NaN               NaN     2012   \n",
       "412697                  NaN          Standard      Conventional     2012   \n",
       "\n",
       "       saleMonth saleDay saleDayOfWeek saleDayOfYear auctioneerID_is_missing  \\\n",
       "0              1      17             1            17                   False   \n",
       "1              1      31             1            31                   False   \n",
       "2              1      31             1            31                   False   \n",
       "3              1      31             1            31                   False   \n",
       "4              1      31             1            31                   False   \n",
       "...          ...     ...           ...           ...                     ...   \n",
       "412693         4      28             5           119                   False   \n",
       "412694         4      28             5           119                   False   \n",
       "412695         4      28             5           119                   False   \n",
       "412696         4      28             5           119                   False   \n",
       "412697         4      28             5           119                   False   \n",
       "\n",
       "       MachineHoursCurrentMeter_is_missing  \n",
       "0                                     True  \n",
       "1                                     True  \n",
       "2                                     True  \n",
       "3                                     True  \n",
       "4                                     True  \n",
       "...                                    ...  \n",
       "412693                                True  \n",
       "412694                                True  \n",
       "412695                                True  \n",
       "412696                                True  \n",
       "412697                                True  \n",
       "\n",
       "[412698 rows x 59 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking DataFrame\n",
    "df_tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Checking for numeric missing values\n",
    "for label, content in df_tmp.items():\n",
    "    if pd.api.types.is_numeric_dtype(content):\n",
    "        if pd.isnull(content).sum():\n",
    "            print(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "auctioneerID_is_missing\n",
       "False    392562\n",
       "True      20136\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count of True values in auctioneerID_is_missing is equal to originally missing values in auctioneerID\n",
    "df_tmp.auctioneerID_is_missing.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 Fill and turn categorical variables into numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UsageBand\n",
      "fiModelDesc\n",
      "fiBaseModel\n",
      "fiSecondaryDesc\n",
      "fiModelSeries\n",
      "fiModelDescriptor\n",
      "ProductSize\n",
      "fiProductClassDesc\n",
      "state\n",
      "ProductGroup\n",
      "ProductGroupDesc\n",
      "Drive_System\n",
      "Enclosure\n",
      "Forks\n",
      "Pad_Type\n",
      "Ride_Control\n",
      "Stick\n",
      "Transmission\n",
      "Turbocharged\n",
      "Blade_Extension\n",
      "Blade_Width\n",
      "Enclosure_Type\n",
      "Engine_Horsepower\n",
      "Hydraulics\n",
      "Pushblock\n",
      "Ripper\n",
      "Scarifier\n",
      "Tip_Control\n",
      "Tire_Size\n",
      "Coupler\n",
      "Coupler_System\n",
      "Grouser_Tracks\n",
      "Hydraulics_Flow\n",
      "Track_Type\n",
      "Undercarriage_Pad_Width\n",
      "Stick_Length\n",
      "Thumb\n",
      "Pattern_Changer\n",
      "Grouser_Type\n",
      "Backhoe_Mounting\n",
      "Blade_Type\n",
      "Travel_Controls\n",
      "Differential_Type\n",
      "Steering_Controls\n"
     ]
    }
   ],
   "source": [
    "# Check for columns that are not numeric\n",
    "for label, content in df_tmp.items():\n",
    "    if not pd.api.types.is_numeric_dtype(content):\n",
    "        print(label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn categorical values into numbers and fill missing values\n",
    "for label, content in df_tmp.items():\n",
    "    if not pd.api.types.is_numeric_dtype(content):\n",
    "        # Add column to indicate if sample had missing value or not\n",
    "        df_tmp[label+\"_is_missing\"] = pd.isnull(content)\n",
    "        # Turn categories into numbers and add +1\n",
    "        # (Adding +1 to make -1 -> 0 which will be the missing values)\n",
    "        df_tmp[label] = pd.Categorical(content).codes+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>412688</th>\n",
       "      <th>412689</th>\n",
       "      <th>412690</th>\n",
       "      <th>412691</th>\n",
       "      <th>412692</th>\n",
       "      <th>412693</th>\n",
       "      <th>412694</th>\n",
       "      <th>412695</th>\n",
       "      <th>412696</th>\n",
       "      <th>412697</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SalesID</th>\n",
       "      <td>1646770</td>\n",
       "      <td>1821514</td>\n",
       "      <td>1505138</td>\n",
       "      <td>1671174</td>\n",
       "      <td>1329056</td>\n",
       "      <td>1301884</td>\n",
       "      <td>1379228</td>\n",
       "      <td>1645390</td>\n",
       "      <td>1493279</td>\n",
       "      <td>1449549</td>\n",
       "      <td>...</td>\n",
       "      <td>6283634</td>\n",
       "      <td>6282337</td>\n",
       "      <td>6311321</td>\n",
       "      <td>6306476</td>\n",
       "      <td>6281219</td>\n",
       "      <td>6302984</td>\n",
       "      <td>6324811</td>\n",
       "      <td>6313029</td>\n",
       "      <td>6266251</td>\n",
       "      <td>6283635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SalePrice</th>\n",
       "      <td>9500.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23500.0</td>\n",
       "      <td>31000.0</td>\n",
       "      <td>11750.0</td>\n",
       "      <td>63000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35000.0</td>\n",
       "      <td>7500.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>39000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>34000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MachineID</th>\n",
       "      <td>1126363</td>\n",
       "      <td>1194089</td>\n",
       "      <td>1473654</td>\n",
       "      <td>1327630</td>\n",
       "      <td>1336053</td>\n",
       "      <td>1182999</td>\n",
       "      <td>1082797</td>\n",
       "      <td>1527216</td>\n",
       "      <td>1363756</td>\n",
       "      <td>1289412</td>\n",
       "      <td>...</td>\n",
       "      <td>1930870</td>\n",
       "      <td>1928688</td>\n",
       "      <td>1823846</td>\n",
       "      <td>1278794</td>\n",
       "      <td>1792049</td>\n",
       "      <td>1915521</td>\n",
       "      <td>1919104</td>\n",
       "      <td>1918416</td>\n",
       "      <td>509560</td>\n",
       "      <td>1869284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ModelID</th>\n",
       "      <td>8434</td>\n",
       "      <td>10150</td>\n",
       "      <td>4139</td>\n",
       "      <td>8591</td>\n",
       "      <td>4089</td>\n",
       "      <td>4123</td>\n",
       "      <td>7620</td>\n",
       "      <td>8202</td>\n",
       "      <td>2759</td>\n",
       "      <td>3356</td>\n",
       "      <td>...</td>\n",
       "      <td>4701</td>\n",
       "      <td>22072</td>\n",
       "      <td>17311</td>\n",
       "      <td>9114</td>\n",
       "      <td>13976</td>\n",
       "      <td>5266</td>\n",
       "      <td>19330</td>\n",
       "      <td>17244</td>\n",
       "      <td>3357</td>\n",
       "      <td>4701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datasource</th>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>132</td>\n",
       "      <td>...</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Backhoe_Mounting_is_missing</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blade_Type_is_missing</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Travel_Controls_is_missing</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Differential_Type_is_missing</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steering_Controls_is_missing</th>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>103 rows × 412698 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               0        1        2        3        4       \\\n",
       "SalesID                       1646770  1821514  1505138  1671174  1329056   \n",
       "SalePrice                      9500.0  14000.0  50000.0  16000.0  22000.0   \n",
       "MachineID                     1126363  1194089  1473654  1327630  1336053   \n",
       "ModelID                          8434    10150     4139     8591     4089   \n",
       "datasource                        132      132      132      132      132   \n",
       "...                               ...      ...      ...      ...      ...   \n",
       "Backhoe_Mounting_is_missing     False     True    False     True    False   \n",
       "Blade_Type_is_missing           False     True    False     True    False   \n",
       "Travel_Controls_is_missing      False     True    False     True    False   \n",
       "Differential_Type_is_missing     True    False     True    False     True   \n",
       "Steering_Controls_is_missing     True    False     True    False     True   \n",
       "\n",
       "                               5        6        7        8        9       \\\n",
       "SalesID                       1301884  1379228  1645390  1493279  1449549   \n",
       "SalePrice                     23500.0  31000.0  11750.0  63000.0  13000.0   \n",
       "MachineID                     1182999  1082797  1527216  1363756  1289412   \n",
       "ModelID                          4123     7620     8202     2759     3356   \n",
       "datasource                        132      132      132      132      132   \n",
       "...                               ...      ...      ...      ...      ...   \n",
       "Backhoe_Mounting_is_missing     False     True     True    False     True   \n",
       "Blade_Type_is_missing           False     True     True    False     True   \n",
       "Travel_Controls_is_missing      False     True     True    False     True   \n",
       "Differential_Type_is_missing     True    False    False     True     True   \n",
       "Steering_Controls_is_missing     True    False    False     True     True   \n",
       "\n",
       "                              ...   412688   412689   412690   412691  \\\n",
       "SalesID                       ...  6283634  6282337  6311321  6306476   \n",
       "SalePrice                     ...  35000.0   7500.0  13000.0  53000.0   \n",
       "MachineID                     ...  1930870  1928688  1823846  1278794   \n",
       "ModelID                       ...     4701    22072    17311     9114   \n",
       "datasource                    ...      149      149      149      149   \n",
       "...                           ...      ...      ...      ...      ...   \n",
       "Backhoe_Mounting_is_missing   ...     True     True     True     True   \n",
       "Blade_Type_is_missing         ...     True     True     True     True   \n",
       "Travel_Controls_is_missing    ...     True     True     True     True   \n",
       "Differential_Type_is_missing  ...    False     True     True    False   \n",
       "Steering_Controls_is_missing  ...    False     True     True    False   \n",
       "\n",
       "                               412692   412693   412694   412695   412696  \\\n",
       "SalesID                       6281219  6302984  6324811  6313029  6266251   \n",
       "SalePrice                     39000.0  16000.0   6000.0  16000.0  55000.0   \n",
       "MachineID                     1792049  1915521  1919104  1918416   509560   \n",
       "ModelID                         13976     5266    19330    17244     3357   \n",
       "datasource                        149      149      149      149      149   \n",
       "...                               ...      ...      ...      ...      ...   \n",
       "Backhoe_Mounting_is_missing      True    False     True     True     True   \n",
       "Blade_Type_is_missing            True    False     True     True     True   \n",
       "Travel_Controls_is_missing       True    False     True     True     True   \n",
       "Differential_Type_is_missing     True     True     True     True     True   \n",
       "Steering_Controls_is_missing     True     True     True     True     True   \n",
       "\n",
       "                               412697  \n",
       "SalesID                       6283635  \n",
       "SalePrice                     34000.0  \n",
       "MachineID                     1869284  \n",
       "ModelID                          4701  \n",
       "datasource                        149  \n",
       "...                               ...  \n",
       "Backhoe_Mounting_is_missing      True  \n",
       "Blade_Type_is_missing            True  \n",
       "Travel_Controls_is_missing       True  \n",
       "Differential_Type_is_missing    False  \n",
       "Steering_Controls_is_missing    False  \n",
       "\n",
       "[103 rows x 412698 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking our DataFrame\n",
    "df_tmp.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SalesID                         0\n",
       "SalePrice                       0\n",
       "MachineID                       0\n",
       "ModelID                         0\n",
       "datasource                      0\n",
       "                               ..\n",
       "Backhoe_Mounting_is_missing     0\n",
       "Blade_Type_is_missing           0\n",
       "Travel_Controls_is_missing      0\n",
       "Differential_Type_is_missing    0\n",
       "Steering_Controls_is_missing    0\n",
       "Length: 103, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking null values\n",
    "df_tmp.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.4 Start building machine learning model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
       "      <th>auctioneerID</th>\n",
       "      <th>YearMade</th>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <th>UsageBand</th>\n",
       "      <th>fiModelDesc</th>\n",
       "      <th>...</th>\n",
       "      <th>Undercarriage_Pad_Width_is_missing</th>\n",
       "      <th>Stick_Length_is_missing</th>\n",
       "      <th>Thumb_is_missing</th>\n",
       "      <th>Pattern_Changer_is_missing</th>\n",
       "      <th>Grouser_Type_is_missing</th>\n",
       "      <th>Backhoe_Mounting_is_missing</th>\n",
       "      <th>Blade_Type_is_missing</th>\n",
       "      <th>Travel_Controls_is_missing</th>\n",
       "      <th>Differential_Type_is_missing</th>\n",
       "      <th>Steering_Controls_is_missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1646770</td>\n",
       "      <td>9500.0</td>\n",
       "      <td>1126363</td>\n",
       "      <td>8434</td>\n",
       "      <td>132</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1974</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4593</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1821514</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>1194089</td>\n",
       "      <td>10150</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1820</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1505138</td>\n",
       "      <td>50000.0</td>\n",
       "      <td>1473654</td>\n",
       "      <td>4139</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1978</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2348</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1671174</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>1327630</td>\n",
       "      <td>8591</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1980</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1819</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1329056</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>1336053</td>\n",
       "      <td>4089</td>\n",
       "      <td>132</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2119</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 103 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalesID  SalePrice  MachineID  ModelID  datasource  auctioneerID  YearMade  \\\n",
       "0  1646770     9500.0    1126363     8434         132          18.0      1974   \n",
       "1  1821514    14000.0    1194089    10150         132          99.0      1980   \n",
       "2  1505138    50000.0    1473654     4139         132          99.0      1978   \n",
       "3  1671174    16000.0    1327630     8591         132          99.0      1980   \n",
       "4  1329056    22000.0    1336053     4089         132          99.0      1984   \n",
       "\n",
       "   MachineHoursCurrentMeter  UsageBand  fiModelDesc  ...  \\\n",
       "0                       0.0          0         4593  ...   \n",
       "1                       0.0          0         1820  ...   \n",
       "2                       0.0          0         2348  ...   \n",
       "3                       0.0          0         1819  ...   \n",
       "4                       0.0          0         2119  ...   \n",
       "\n",
       "   Undercarriage_Pad_Width_is_missing  Stick_Length_is_missing  \\\n",
       "0                                True                     True   \n",
       "1                                True                     True   \n",
       "2                                True                     True   \n",
       "3                                True                     True   \n",
       "4                                True                     True   \n",
       "\n",
       "   Thumb_is_missing  Pattern_Changer_is_missing  Grouser_Type_is_missing  \\\n",
       "0              True                        True                     True   \n",
       "1              True                        True                     True   \n",
       "2              True                        True                     True   \n",
       "3              True                        True                     True   \n",
       "4              True                        True                     True   \n",
       "\n",
       "   Backhoe_Mounting_is_missing  Blade_Type_is_missing  \\\n",
       "0                        False                  False   \n",
       "1                         True                   True   \n",
       "2                        False                  False   \n",
       "3                         True                   True   \n",
       "4                        False                  False   \n",
       "\n",
       "   Travel_Controls_is_missing  Differential_Type_is_missing  \\\n",
       "0                       False                          True   \n",
       "1                        True                         False   \n",
       "2                       False                          True   \n",
       "3                        True                         False   \n",
       "4                       False                          True   \n",
       "\n",
       "   Steering_Controls_is_missing  \n",
       "0                          True  \n",
       "1                         False  \n",
       "2                          True  \n",
       "3                         False  \n",
       "4                          True  \n",
       "\n",
       "[5 rows x 103 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "412698"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import RandomForestRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12min 56s, sys: 3.26 s, total: 12min 59s\n",
      "Wall time: 1min 46s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(n_jobs=-1, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomForestRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(n_jobs=-1, random_state=42)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor(n_jobs=-1, random_state=42)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Instantiate model\n",
    "model = RandomForestRegressor(n_jobs=-1, random_state=42)\n",
    "\n",
    "#Fit the model\n",
    "model.fit(df_tmp.drop(\"SalePrice\", axis=1), df_tmp[\"SalePrice\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(401125, 11573)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split data into training and validation sets\n",
    "df_train = df_tmp[df_tmp.saleYear != 2012]\n",
    "df_val = df_tmp[df_tmp.saleYear == 2012]\n",
    "\n",
    "# Verify lengths\n",
    "len(df_train), len(df_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((401125, 102), (401125,), (11573, 102), (11573,))"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Split data into X & y\n",
    "X_train, y_train = df_train.drop(\"SalePrice\", axis=1), df_train[\"SalePrice\"]\n",
    "X_valid, y_valid = df_val.drop(\"SalePrice\", axis=1), df_val[\"SalePrice\"]\n",
    "\n",
    "# Verify shapes\n",
    "X_train.shape, y_train.shape, X_valid.shape, y_valid.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.5 Create an evaluation function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an evaluation function (the competition uses RMSLE)\n",
    "from sklearn.metrics import mean_squared_log_error, mean_absolute_error\n",
    "\n",
    "def rmsle(y_test, y_preds):\n",
    "    \"\"\"\n",
    "    Calculates root mean squared log error between predictions and true labels.\n",
    "    \"\"\"\n",
    "    return np.sqrt(mean_squared_log_error(y_test, y_preds))\n",
    "\n",
    "# Create function to evaluate model on a few different levels\n",
    "def show_scores(model):\n",
    "    train_preds = model.predict(X_train)\n",
    "    val_preds = model.predict(X_valid)\n",
    "    scores = {\n",
    "        \"Training MAE\": mean_absolute_error(y_train, train_preds),\n",
    "        \"Valid MAE\": mean_absolute_error(y_valid, val_preds),\n",
    "        \"Training RMSLE\": rmsle(y_train, train_preds),\n",
    "        \"Valid RMSLE\": rmsle(y_valid, val_preds),\n",
    "        \"Training R^2\": model.score(X_train, y_train),\n",
    "        \"Valid R^2\": model.score(X_valid, y_valid)\n",
    "    }\n",
    "    return scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.6 Testing our model on a subset (to tune the hyperparameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change max_samples value\n",
    "model = RandomForestRegressor(n_jobs=-1, random_state=42, max_samples=10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 27.8 s, sys: 233 ms, total: 28 s\n",
      "Wall time: 3.97 s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-2 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-2 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-2 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-2 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-2 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-2 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-2 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-2 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(max_samples=10000, n_jobs=-1, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomForestRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(max_samples=10000, n_jobs=-1, random_state=42)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor(max_samples=10000, n_jobs=-1, random_state=42)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Cutting down on max number of samples each estimator can see, improves training time\n",
    "model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Training MAE': 5561.2988092240585,\n",
       " 'Valid MAE': 7177.26365505919,\n",
       " 'Training RMSLE': 0.257745378256977,\n",
       " 'Valid RMSLE': 0.29362638671089003,\n",
       " 'Training R^2': 0.8606658995199189,\n",
       " 'Valid R^2': 0.8320374995090507}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "show_scores(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.7 Hyperparameter tuning with RandomizedSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 5 candidates, totalling 25 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/model_selection/_validation.py:540: FitFailedWarning: \n",
      "10 fits failed out of a total of 25.\n",
      "The score on these train-test partitions for these parameters will be set to nan.\n",
      "If these failures are not expected, you can try to debug them by setting error_score='raise'.\n",
      "\n",
      "Below are more details about the failures:\n",
      "--------------------------------------------------------------------------------\n",
      "10 fits failed with the following error:\n",
      "Traceback (most recent call last):\n",
      "  File \"/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/model_selection/_validation.py\", line 888, in _fit_and_score\n",
      "    estimator.fit(X_train, y_train, **fit_params)\n",
      "  File \"/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/base.py\", line 1466, in wrapper\n",
      "    estimator._validate_params()\n",
      "  File \"/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/base.py\", line 666, in _validate_params\n",
      "    validate_parameter_constraints(\n",
      "  File \"/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/utils/_param_validation.py\", line 95, in validate_parameter_constraints\n",
      "    raise InvalidParameterError(\n",
      "sklearn.utils._param_validation.InvalidParameterError: The 'max_features' parameter of RandomForestRegressor must be an int in the range [1, inf), a float in the range (0.0, 1.0], a str among {'sqrt', 'log2'} or None. Got 'auto' instead.\n",
      "\n",
      "  warnings.warn(some_fits_failed_message, FitFailedWarning)\n",
      "/Users/aakashdwivedy/Desktop/dev/ai_ml/bluebook-bulldozer-price-regression/env/lib/python3.12/site-packages/sklearn/model_selection/_search.py:1102: UserWarning: One or more of the test scores are non-finite: [0.45188388        nan        nan 0.67736447 0.45071208]\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 20.2 s, sys: 1.05 s, total: 21.3 s\n",
      "Wall time: 6.75 s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-3 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-3 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-3 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-3 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-3 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-3 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-3 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomizedSearchCV(cv=5,\n",
       "                   estimator=RandomForestRegressor(n_jobs=-1, random_state=42),\n",
       "                   n_iter=5,\n",
       "                   param_distributions={&#x27;max_depth&#x27;: [None, 3, 5, 10],\n",
       "                                        &#x27;max_features&#x27;: [0.5, 1, &#x27;sqrt&#x27;,\n",
       "                                                         &#x27;auto&#x27;],\n",
       "                                        &#x27;max_samples&#x27;: [10000],\n",
       "                                        &#x27;min_samples_leaf&#x27;: array([ 1,  3,  5,  7,  9, 11, 13, 15, 17, 19]),\n",
       "                                        &#x27;min_samples_split&#x27;: array([ 2,  4,  6,  8, 10, 12, 14, 16, 18]),\n",
       "                                        &#x27;n_estimators&#x27;: array([10, 20, 30, 40, 50, 60, 70, 80, 90])},\n",
       "                   verbose=True)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomizedSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.model_selection.RandomizedSearchCV.html\">?<span>Documentation for RandomizedSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomizedSearchCV(cv=5,\n",
       "                   estimator=RandomForestRegressor(n_jobs=-1, random_state=42),\n",
       "                   n_iter=5,\n",
       "                   param_distributions={&#x27;max_depth&#x27;: [None, 3, 5, 10],\n",
       "                                        &#x27;max_features&#x27;: [0.5, 1, &#x27;sqrt&#x27;,\n",
       "                                                         &#x27;auto&#x27;],\n",
       "                                        &#x27;max_samples&#x27;: [10000],\n",
       "                                        &#x27;min_samples_leaf&#x27;: array([ 1,  3,  5,  7,  9, 11, 13, 15, 17, 19]),\n",
       "                                        &#x27;min_samples_split&#x27;: array([ 2,  4,  6,  8, 10, 12, 14, 16, 18]),\n",
       "                                        &#x27;n_estimators&#x27;: array([10, 20, 30, 40, 50, 60, 70, 80, 90])},\n",
       "                   verbose=True)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">best_estimator_: RandomForestRegressor</label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(max_depth=10, max_features=0.5, max_samples=10000,\n",
       "                      min_samples_leaf=11, min_samples_split=18,\n",
       "                      n_estimators=10, n_jobs=-1, random_state=42)</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;RandomForestRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(max_depth=10, max_features=0.5, max_samples=10000,\n",
       "                      min_samples_leaf=11, min_samples_split=18,\n",
       "                      n_estimators=10, n_jobs=-1, random_state=42)</pre></div> </div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "RandomizedSearchCV(cv=5,\n",
       "                   estimator=RandomForestRegressor(n_jobs=-1, random_state=42),\n",
       "                   n_iter=5,\n",
       "                   param_distributions={'max_depth': [None, 3, 5, 10],\n",
       "                                        'max_features': [0.5, 1, 'sqrt',\n",
       "                                                         'auto'],\n",
       "                                        'max_samples': [10000],\n",
       "                                        'min_samples_leaf': array([ 1,  3,  5,  7,  9, 11, 13, 15, 17, 19]),\n",
       "                                        'min_samples_split': array([ 2,  4,  6,  8, 10, 12, 14, 16, 18]),\n",
       "                                        'n_estimators': array([10, 20, 30, 40, 50, 60, 70, 80, 90])},\n",
       "                   verbose=True)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "\n",
    "# Different RandomForestRegressor hyperparameters\n",
    "rf_grid = {\n",
    "    \"n_estimators\": np.arange(10, 100, 10),\n",
    "    \"max_depth\": [None, 3, 5, 10],\n",
    "    \"min_samples_split\": np.arange(2, 20, 2),\n",
    "    \"min_samples_leaf\": np.arange(1, 20, 2),\n",
    "    \"max_features\": [0.5, 1, \"sqrt\", \"auto\"],\n",
    "    \"max_samples\": [10000]\n",
    "}\n",
    "\n",
    "# Instantiate RandomizedSearchCV model\n",
    "rs_model = RandomizedSearchCV(RandomForestRegressor(n_jobs=-1, random_state=42),\n",
    "                              param_distributions=rf_grid,\n",
    "                              n_iter=5,\n",
    "                              cv=5,\n",
    "                              verbose=True\n",
    "                             )\n",
    "\n",
    "# Fit the RandomizedSearchCV model\n",
    "rs_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'n_estimators': 10,\n",
       " 'min_samples_split': 18,\n",
       " 'min_samples_leaf': 11,\n",
       " 'max_samples': 10000,\n",
       " 'max_features': 0.5,\n",
       " 'max_depth': 10}"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find the best hyperparameters\n",
    "rs_model.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Training MAE': 7254.182739547919,\n",
       " 'Valid MAE': 8513.706486357605,\n",
       " 'Training RMSLE': 0.31993633634159774,\n",
       " 'Valid RMSLE': 0.33958499898058114,\n",
       " 'Training R^2': 0.775422629530944,\n",
       " 'Valid R^2': 0.7677948557108629}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Evaluate the RandomizedSearchCV model\n",
    "show_scores(rs_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 20s, sys: 564 ms, total: 2min 21s\n",
      "Wall time: 20.2 s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-4 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-4 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-4 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-4 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-4 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-4 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-4 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-4 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-4 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-4 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-4 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-4 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestRegressor(max_features=0.5, min_samples_split=14, n_estimators=40,\n",
       "                      n_jobs=-1, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;RandomForestRegressor<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.5/modules/generated/sklearn.ensemble.RandomForestRegressor.html\">?<span>Documentation for RandomForestRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>RandomForestRegressor(max_features=0.5, min_samples_split=14, n_estimators=40,\n",
       "                      n_jobs=-1, random_state=42)</pre></div> </div></div></div></div>"
      ],
      "text/plain": [
       "RandomForestRegressor(max_features=0.5, min_samples_split=14, n_estimators=40,\n",
       "                      n_jobs=-1, random_state=42)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# Most ideal hyperparameters\n",
    "ideal_model = RandomForestRegressor(\n",
    "    n_estimators=40,\n",
    "    min_samples_leaf=1,\n",
    "    min_samples_split=14,\n",
    "    max_features=0.5,\n",
    "    n_jobs=-1,\n",
    "    max_samples=None,\n",
    "    random_state=42\n",
    ")\n",
    "\n",
    "# Fit the ideal model\n",
    "ideal_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Training MAE': 2953.8161137163484,\n",
       " 'Valid MAE': 5951.247761444453,\n",
       " 'Training RMSLE': 0.14469006962371858,\n",
       " 'Valid RMSLE': 0.24524163989538328,\n",
       " 'Training R^2': 0.9588145522577225,\n",
       " 'Valid R^2': 0.8818019502450094}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Scores for ideal model (trained on all the data)\n",
    "show_scores(ideal_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Training MAE': 7254.182739547919,\n",
       " 'Valid MAE': 8513.706486357605,\n",
       " 'Training RMSLE': 0.31993633634159774,\n",
       " 'Valid RMSLE': 0.33958499898058114,\n",
       " 'Training R^2': 0.775422629530944,\n",
       " 'Valid R^2': 0.7677948557108629}"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Scores for rs_model model (trained on 10,000 samples)\n",
    "show_scores(rs_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.8 Make predictions on test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
       "      <th>auctioneerID</th>\n",
       "      <th>YearMade</th>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <th>UsageBand</th>\n",
       "      <th>saledate</th>\n",
       "      <th>fiModelDesc</th>\n",
       "      <th>...</th>\n",
       "      <th>Undercarriage_Pad_Width</th>\n",
       "      <th>Stick_Length</th>\n",
       "      <th>Thumb</th>\n",
       "      <th>Pattern_Changer</th>\n",
       "      <th>Grouser_Type</th>\n",
       "      <th>Backhoe_Mounting</th>\n",
       "      <th>Blade_Type</th>\n",
       "      <th>Travel_Controls</th>\n",
       "      <th>Differential_Type</th>\n",
       "      <th>Steering_Controls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1227829</td>\n",
       "      <td>1006309</td>\n",
       "      <td>3168</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>3688.0</td>\n",
       "      <td>Low</td>\n",
       "      <td>2012-05-03</td>\n",
       "      <td>580G</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227844</td>\n",
       "      <td>1022817</td>\n",
       "      <td>7271</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>1000</td>\n",
       "      <td>28555.0</td>\n",
       "      <td>High</td>\n",
       "      <td>2012-05-10</td>\n",
       "      <td>936</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Standard</td>\n",
       "      <td>Conventional</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227847</td>\n",
       "      <td>1031560</td>\n",
       "      <td>22805</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2004</td>\n",
       "      <td>6038.0</td>\n",
       "      <td>Medium</td>\n",
       "      <td>2012-05-10</td>\n",
       "      <td>EC210BLC</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>9' 6\"</td>\n",
       "      <td>Manual</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>Double</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227848</td>\n",
       "      <td>56204</td>\n",
       "      <td>1269</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>8940.0</td>\n",
       "      <td>High</td>\n",
       "      <td>2012-05-10</td>\n",
       "      <td>330CL</td>\n",
       "      <td>...</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Triple</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227863</td>\n",
       "      <td>1053887</td>\n",
       "      <td>22312</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2005</td>\n",
       "      <td>2286.0</td>\n",
       "      <td>Low</td>\n",
       "      <td>2012-05-10</td>\n",
       "      <td>650K</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>PAT</td>\n",
       "      <td>None or Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 52 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalesID  MachineID  ModelID  datasource  auctioneerID  YearMade  \\\n",
       "0  1227829    1006309     3168         121             3      1999   \n",
       "1  1227844    1022817     7271         121             3      1000   \n",
       "2  1227847    1031560    22805         121             3      2004   \n",
       "3  1227848      56204     1269         121             3      2006   \n",
       "4  1227863    1053887    22312         121             3      2005   \n",
       "\n",
       "   MachineHoursCurrentMeter UsageBand   saledate fiModelDesc  ...  \\\n",
       "0                    3688.0       Low 2012-05-03        580G  ...   \n",
       "1                   28555.0      High 2012-05-10         936  ...   \n",
       "2                    6038.0    Medium 2012-05-10    EC210BLC  ...   \n",
       "3                    8940.0      High 2012-05-10       330CL  ...   \n",
       "4                    2286.0       Low 2012-05-10        650K  ...   \n",
       "\n",
       "  Undercarriage_Pad_Width         Stick_Length   Thumb      Pattern_Changer  \\\n",
       "0                     NaN                  NaN     NaN                  NaN   \n",
       "1                     NaN                  NaN     NaN                  NaN   \n",
       "2     None or Unspecified                9' 6\"  Manual  None or Unspecified   \n",
       "3     None or Unspecified  None or Unspecified  Manual                  Yes   \n",
       "4                     NaN                  NaN     NaN                  NaN   \n",
       "\n",
       "  Grouser_Type     Backhoe_Mounting Blade_Type      Travel_Controls  \\\n",
       "0          NaN                  NaN        NaN                  NaN   \n",
       "1          NaN                  NaN        NaN                  NaN   \n",
       "2       Double                  NaN        NaN                  NaN   \n",
       "3       Triple                  NaN        NaN                  NaN   \n",
       "4          NaN  None or Unspecified        PAT  None or Unspecified   \n",
       "\n",
       "  Differential_Type Steering_Controls  \n",
       "0               NaN               NaN  \n",
       "1          Standard      Conventional  \n",
       "2               NaN               NaN  \n",
       "3               NaN               NaN  \n",
       "4               NaN               NaN  \n",
       "\n",
       "[5 rows x 52 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the test data\n",
    "df_test = pd.read_csv(\"data/bluebook-for-bulldozers/Test.csv\",\n",
    "                     low_memory=False,\n",
    "                     parse_dates=[\"saledate\"])\n",
    "\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.9 Preprocessing the data (getting the dataset into the same format as our training dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_data(df):\n",
    "    \"\"\"\n",
    "    Performs transformations on df and returns transformed df.\n",
    "    \"\"\"\n",
    "    # Adding datetime parameters for saledate column\n",
    "    df[\"saleYear\"] = df.saledate.dt.year\n",
    "    df[\"saleMonth\"] = df.saledate.dt.month\n",
    "    df[\"saleDay\"] = df.saledate.dt.day\n",
    "    df[\"saleDayOfWeek\"] = df.saledate.dt.dayofweek\n",
    "    df[\"saleDayOfYear\"] = df.saledate.dt.dayofyear\n",
    "    df.drop(\"saledate\", axis=1, inplace=True)\n",
    "    # Fill numeric rows with median\n",
    "    for label, content in df.items():\n",
    "        if pd.api.types.is_numeric_dtype(content):\n",
    "            if pd.isnull(content).sum():\n",
    "                # Adding a column which tells if the data was missing or not\n",
    "                df[label+\"_is_missing\"] = pd.isna(content)\n",
    "                # Fill missing numeric values with median\n",
    "                df[label] = content.fillna(content.median())\n",
    "        # Fill categorical missing data and turn categories into numbers\n",
    "        if not pd.api.types.is_numeric_dtype(content):\n",
    "            # Add column to indicate if sample had missing value or not\n",
    "            df[label+\"_is_missing\"] = pd.isnull(content)\n",
    "            # Turn categories into numbers and add +1\n",
    "            # (Adding +1 to make -1 -> 0 which will be the missing values)\n",
    "            df[label] = pd.Categorical(content).codes+1\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>MachineID</th>\n",
       "      <th>ModelID</th>\n",
       "      <th>datasource</th>\n",
       "      <th>auctioneerID</th>\n",
       "      <th>YearMade</th>\n",
       "      <th>MachineHoursCurrentMeter</th>\n",
       "      <th>UsageBand</th>\n",
       "      <th>fiModelDesc</th>\n",
       "      <th>fiBaseModel</th>\n",
       "      <th>...</th>\n",
       "      <th>Undercarriage_Pad_Width_is_missing</th>\n",
       "      <th>Stick_Length_is_missing</th>\n",
       "      <th>Thumb_is_missing</th>\n",
       "      <th>Pattern_Changer_is_missing</th>\n",
       "      <th>Grouser_Type_is_missing</th>\n",
       "      <th>Backhoe_Mounting_is_missing</th>\n",
       "      <th>Blade_Type_is_missing</th>\n",
       "      <th>Travel_Controls_is_missing</th>\n",
       "      <th>Differential_Type_is_missing</th>\n",
       "      <th>Steering_Controls_is_missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227844</td>\n",
       "      <td>1022817</td>\n",
       "      <td>7271</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>1000</td>\n",
       "      <td>28555.0</td>\n",
       "      <td>1</td>\n",
       "      <td>831</td>\n",
       "      <td>292</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
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       "      <td>22805</td>\n",
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       "      <td>2004</td>\n",
       "      <td>6038.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1177</td>\n",
       "      <td>404</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227848</td>\n",
       "      <td>56204</td>\n",
       "      <td>1269</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>8940.0</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>113</td>\n",
       "      <td>...</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227863</td>\n",
       "      <td>1053887</td>\n",
       "      <td>22312</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2005</td>\n",
       "      <td>2286.0</td>\n",
       "      <td>2</td>\n",
       "      <td>566</td>\n",
       "      <td>196</td>\n",
       "      <td>...</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 101 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalesID  MachineID  ModelID  datasource  auctioneerID  YearMade  \\\n",
       "0  1227829    1006309     3168         121             3      1999   \n",
       "1  1227844    1022817     7271         121             3      1000   \n",
       "2  1227847    1031560    22805         121             3      2004   \n",
       "3  1227848      56204     1269         121             3      2006   \n",
       "4  1227863    1053887    22312         121             3      2005   \n",
       "\n",
       "   MachineHoursCurrentMeter  UsageBand  fiModelDesc  fiBaseModel  ...  \\\n",
       "0                    3688.0          2          499          180  ...   \n",
       "1                   28555.0          1          831          292  ...   \n",
       "2                    6038.0          3         1177          404  ...   \n",
       "3                    8940.0          1          287          113  ...   \n",
       "4                    2286.0          2          566          196  ...   \n",
       "\n",
       "   Undercarriage_Pad_Width_is_missing  Stick_Length_is_missing  \\\n",
       "0                                True                     True   \n",
       "1                                True                     True   \n",
       "2                               False                    False   \n",
       "3                               False                    False   \n",
       "4                                True                     True   \n",
       "\n",
       "   Thumb_is_missing  Pattern_Changer_is_missing  Grouser_Type_is_missing  \\\n",
       "0              True                        True                     True   \n",
       "1              True                        True                     True   \n",
       "2             False                       False                    False   \n",
       "3             False                       False                    False   \n",
       "4              True                        True                     True   \n",
       "\n",
       "   Backhoe_Mounting_is_missing  Blade_Type_is_missing  \\\n",
       "0                         True                   True   \n",
       "1                         True                   True   \n",
       "2                         True                   True   \n",
       "3                         True                   True   \n",
       "4                        False                  False   \n",
       "\n",
       "   Travel_Controls_is_missing  Differential_Type_is_missing  \\\n",
       "0                        True                          True   \n",
       "1                        True                         False   \n",
       "2                        True                          True   \n",
       "3                        True                          True   \n",
       "4                       False                          True   \n",
       "\n",
       "   Steering_Controls_is_missing  \n",
       "0                          True  \n",
       "1                         False  \n",
       "2                          True  \n",
       "3                          True  \n",
       "4                          True  \n",
       "\n",
       "[5 rows x 101 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Process test data\n",
    "df_test = preprocess_data(df_test)\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'auctioneerID_is_missing'}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We can find how the columns differ using sets\n",
    "set(X_train.columns) - set(df_test.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1000</td>\n",
       "      <td>28555.0</td>\n",
       "      <td>1</td>\n",
       "      <td>831</td>\n",
       "      <td>292</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227847</td>\n",
       "      <td>1031560</td>\n",
       "      <td>22805</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2004</td>\n",
       "      <td>6038.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1177</td>\n",
       "      <td>404</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227848</td>\n",
       "      <td>56204</td>\n",
       "      <td>1269</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>8940.0</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>113</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227863</td>\n",
       "      <td>1053887</td>\n",
       "      <td>22312</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>2005</td>\n",
       "      <td>2286.0</td>\n",
       "      <td>2</td>\n",
       "      <td>566</td>\n",
       "      <td>196</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 102 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalesID  MachineID  ModelID  datasource  auctioneerID  YearMade  \\\n",
       "0  1227829    1006309     3168         121             3      1999   \n",
       "1  1227844    1022817     7271         121             3      1000   \n",
       "2  1227847    1031560    22805         121             3      2004   \n",
       "3  1227848      56204     1269         121             3      2006   \n",
       "4  1227863    1053887    22312         121             3      2005   \n",
       "\n",
       "   MachineHoursCurrentMeter  UsageBand  fiModelDesc  fiBaseModel  ...  \\\n",
       "0                    3688.0          2          499          180  ...   \n",
       "1                   28555.0          1          831          292  ...   \n",
       "2                    6038.0          3         1177          404  ...   \n",
       "3                    8940.0          1          287          113  ...   \n",
       "4                    2286.0          2          566          196  ...   \n",
       "\n",
       "   Stick_Length_is_missing  Thumb_is_missing  Pattern_Changer_is_missing  \\\n",
       "0                     True              True                        True   \n",
       "1                     True              True                        True   \n",
       "2                    False             False                       False   \n",
       "3                    False             False                       False   \n",
       "4                     True              True                        True   \n",
       "\n",
       "   Grouser_Type_is_missing  Backhoe_Mounting_is_missing  \\\n",
       "0                     True                         True   \n",
       "1                     True                         True   \n",
       "2                    False                         True   \n",
       "3                    False                         True   \n",
       "4                     True                        False   \n",
       "\n",
       "   Blade_Type_is_missing  Travel_Controls_is_missing  \\\n",
       "0                   True                        True   \n",
       "1                   True                        True   \n",
       "2                   True                        True   \n",
       "3                   True                        True   \n",
       "4                  False                       False   \n",
       "\n",
       "   Differential_Type_is_missing  Steering_Controls_is_missing  \\\n",
       "0                          True                          True   \n",
       "1                         False                         False   \n",
       "2                          True                          True   \n",
       "3                          True                          True   \n",
       "4                          True                          True   \n",
       "\n",
       "   auctioneerID_is_missing  \n",
       "0                    False  \n",
       "1                    False  \n",
       "2                    False  \n",
       "3                    False  \n",
       "4                    False  \n",
       "\n",
       "[5 rows x 102 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Manually adjust df_test to have auctioneerID_is_missing column\n",
    "df_test[\"auctioneerID_is_missing\"] = False\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.10 Finally making predictions on test data (now our test df has same features as our trainning df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Match column order from X_train to df_test (to predict on columns, they should be in the same order they were fit on)\n",
    "df_test = df_test[X_train.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make predictions on the test data\n",
    "test_preds = ideal_model.predict(df_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.11 Format predictions in the same format Kaggle is after"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalesID</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1227829</td>\n",
       "      <td>17030.009274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227844</td>\n",
       "      <td>14355.535652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227847</td>\n",
       "      <td>46623.087743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227848</td>\n",
       "      <td>71680.261335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227863</td>\n",
       "      <td>61762.999424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12452</th>\n",
       "      <td>6643171</td>\n",
       "      <td>39966.363007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12453</th>\n",
       "      <td>6643173</td>\n",
       "      <td>12049.704433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12454</th>\n",
       "      <td>6643184</td>\n",
       "      <td>11964.850733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12455</th>\n",
       "      <td>6643186</td>\n",
       "      <td>16496.710793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12456</th>\n",
       "      <td>6643196</td>\n",
       "      <td>27119.990440</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12457 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       SalesID     SalePrice\n",
       "0      1227829  17030.009274\n",
       "1      1227844  14355.535652\n",
       "2      1227847  46623.087743\n",
       "3      1227848  71680.261335\n",
       "4      1227863  61762.999424\n",
       "...        ...           ...\n",
       "12452  6643171  39966.363007\n",
       "12453  6643173  12049.704433\n",
       "12454  6643184  11964.850733\n",
       "12455  6643186  16496.710793\n",
       "12456  6643196  27119.990440\n",
       "\n",
       "[12457 rows x 2 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_preds = pd.DataFrame()\n",
    "df_preds[\"SalesID\"] = df_test[\"SalesID\"]\n",
    "df_preds[\"SalePrice\"] = test_preds\n",
    "df_preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export predictions data\n",
    "df_preds.to_csv(\"data/bluebook-for-bulldozers/test_predictions.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Feature importance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature importance seeks to figure out which different attributes of the data were most important when it comes to predicting the target variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([3.39445533e-02, 1.81148281e-02, 4.09167072e-02, 1.70752171e-03,\n",
       "       3.40797459e-03, 2.08200698e-01, 2.95067052e-03, 1.10113725e-03,\n",
       "       4.16122668e-02, 4.71911805e-02, 6.23815431e-02, 4.67433955e-03,\n",
       "       1.52524442e-02, 1.52517337e-01, 4.72224713e-02, 5.96817956e-03,\n",
       "       1.29351899e-03, 2.78088439e-03, 2.37248769e-03, 6.17114453e-02,\n",
       "       8.13525488e-04, 3.61873268e-05, 9.19098115e-04, 2.23170993e-04,\n",
       "       1.28102678e-03, 2.06519636e-05, 2.01477316e-03, 6.63364759e-03,\n",
       "       2.15274492e-03, 2.50178165e-03, 4.63902393e-03, 3.85873985e-03,\n",
       "       2.76062667e-03, 1.00782454e-03, 2.47969268e-04, 6.04239818e-03,\n",
       "       7.64997072e-04, 1.57100537e-02, 2.29716203e-03, 2.58372272e-03,\n",
       "       8.07637426e-04, 9.18548690e-04, 1.35656446e-03, 5.81458569e-04,\n",
       "       4.96716928e-04, 3.79552257e-04, 5.31712788e-04, 2.71823509e-03,\n",
       "       8.34294376e-04, 3.12136841e-04, 2.14075157e-04, 7.42422919e-02,\n",
       "       3.80158492e-03, 5.67641024e-03, 2.87154703e-03, 9.83349904e-03,\n",
       "       2.65470837e-04, 1.57946459e-03, 3.10058108e-04, 0.00000000e+00,\n",
       "       0.00000000e+00, 2.27421721e-03, 1.05632062e-03, 5.42819222e-03,\n",
       "       3.48484864e-02, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
       "       0.00000000e+00, 1.90858845e-05, 9.09490682e-06, 1.31265147e-04,\n",
       "       5.29163902e-06, 1.11952381e-04, 4.78452431e-06, 3.43582863e-04,\n",
       "       5.57068428e-06, 1.07167376e-03, 3.99179008e-03, 4.07753410e-03,\n",
       "       1.05749617e-04, 2.76528927e-03, 2.59244312e-05, 3.51888176e-04,\n",
       "       2.31519337e-03, 1.99211177e-03, 4.02034629e-03, 2.03778082e-04,\n",
       "       1.13483313e-02, 9.02551628e-04, 1.58182497e-03, 4.63243398e-05,\n",
       "       2.92071004e-04, 3.11923094e-05, 1.56873538e-04, 2.87205987e-05,\n",
       "       3.80543083e-05, 2.55045807e-04, 1.66878572e-04, 2.10341792e-04,\n",
       "       1.26024842e-04, 9.40663015e-05])"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Find feature importance of our best model\n",
    "ideal_model.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Helper function for plotting feature importance\n",
    "def plot_features(columns, importances, n=20):\n",
    "    df = (pd.DataFrame({\"features\": columns,\n",
    "        \"feature_importances\": importances})\n",
    "         .sort_values(\"feature_importances\", ascending=False)\n",
    "         .reset_index(drop=True))\n",
    "    # Plot the dataframe\n",
    "    sns.barplot(x=\"feature_importances\",\n",
    "                y=\"features\",\n",
    "                data=df[:n],\n",
    "                orient=\"h\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_features(X_train.columns, ideal_model.feature_importances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method IndexOpsMixin.value_counts of 205615    1974\n",
       "274835    1980\n",
       "141296    1978\n",
       "212552    1980\n",
       "62755     1984\n",
       "          ... \n",
       "410879    2001\n",
       "412476    2004\n",
       "411927    2004\n",
       "407124    1993\n",
       "409203    1000\n",
       "Name: YearMade, Length: 412698, dtype: int64>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.YearMade.value_counts"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}