EDA_GtX_Daniel.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LS5TPpRK9AoT"
   },
   "source": [
    "# 1 Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ey88qjTVGkEX"
   },
   "source": [
    "## 1.1 Import some great packages\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vNUA6Mhjidgs"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas_profiling as pp\n",
    "#progress bar\n",
    "from tqdm.notebook import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1IdAbA4R21Nl"
   },
   "source": [
    "## Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "rIQ9iI-xcV4O"
   },
   "outputs": [],
   "source": [
    "TemperatureData = pd.read_csv('StructuredData/combined_temperature.csv')\n",
    "HeaderData = pd.read_csv('StructuredData/consolidated_well_data.csv')\n",
    "LogData = pd.read_csv('StructuredData/LogData.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "id": "PIcCCgWHcNJG"
   },
   "outputs": [],
   "source": [
    "train = pd.read_csv('training.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 270
    },
    "id": "VayT8r-D2zWq",
    "outputId": "bedc98a0-d36f-4766-9679-9b85cd767149"
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0_x</th>\n",
       "      <th>UWI</th>\n",
       "      <th>BHT</th>\n",
       "      <th>TrueTemp</th>\n",
       "      <th>Depth_SS(m)</th>\n",
       "      <th>Field</th>\n",
       "      <th>TD (ft)</th>\n",
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       "      <th>TD_10</th>\n",
       "      <th>TD_11</th>\n",
       "      <th>TD_12</th>\n",
       "      <th>KB_0</th>\n",
       "      <th>KB_1</th>\n",
       "      <th>KB_2</th>\n",
       "      <th>KB_3</th>\n",
       "      <th>KB_4</th>\n",
       "      <th>KB_5</th>\n",
       "      <th>KB_6</th>\n",
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       "      <th>KB_9</th>\n",
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       "      <th>Mud Wt_1</th>\n",
       "      <th>Mud Wt_2</th>\n",
       "      <th>Mud Wt_3</th>\n",
       "      <th>Mud Wt_4</th>\n",
       "      <th>...</th>\n",
       "      <th>12600.0_GRWS</th>\n",
       "      <th>12900.0_GRWS</th>\n",
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       "      <th>15300.0_GRWS</th>\n",
       "      <th>15600.0_GRWS</th>\n",
       "      <th>15900.0_GRWS</th>\n",
       "      <th>16200.0_GRWS</th>\n",
       "      <th>16500.0_GRWS</th>\n",
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       "      <th>20700.0_GRWS</th>\n",
       "      <th>21000.0_GRWS</th>\n",
       "      <th>21300.0_GRWS</th>\n",
       "      <th>21600.0_GRWS</th>\n",
       "      <th>21900.0_GRWS</th>\n",
       "      <th>22200.0_GRWS</th>\n",
       "      <th>22500.0_GRWS</th>\n",
       "      <th>22800.0_GRWS</th>\n",
       "      <th>23100.0_GRWS</th>\n",
       "      <th>23400.0_GRWS</th>\n",
       "      <th>23700.0_GRWS</th>\n",
       "      <th>24000.0_GRWS</th>\n",
       "      <th>Set</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>39.07</td>\n",
       "      <td>171.9</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
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       "      <td>64.00</td>\n",
       "      <td>69.47</td>\n",
       "      <td>936.4</td>\n",
       "      <td>Duvernay</td>\n",
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       "    <tr>\n",
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       "      <td>68.00</td>\n",
       "      <td>75.23</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 331 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0_x               UWI    BHT  ...  23700.0_GRWS  24000.0_GRWS       Set\n",
       "0             0  100010107020W500  48.33  ...           NaN           NaN  Training\n",
       "1             1  100010608109W500  34.26  ...           NaN           NaN  Training\n",
       "2             3  100011206021W400  29.00  ...           NaN           NaN  Training\n",
       "3             4  100011506915W500  64.00  ...           NaN           NaN  Training\n",
       "4             5  100011804403W500  68.00  ...           NaN           NaN  Training\n",
       "\n",
       "[5 rows x 331 columns]"
      ]
     },
     "execution_count": 195,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "j1QklcH2-qQW",
    "outputId": "85f84761-ebea-4333-b162-1b5784be2188"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Unnamed: 0_x',\n",
       " 'UWI',\n",
       " 'BHT',\n",
       " 'TrueTemp',\n",
       " 'Depth_SS(m)',\n",
       " 'Field',\n",
       " 'TD (ft)',\n",
       " 'Well_Id',\n",
       " 'Basin',\n",
       " 'TD_0',\n",
       " 'TD_1',\n",
       " 'TD_2',\n",
       " 'TD_3',\n",
       " 'TD_4',\n",
       " 'TD_5',\n",
       " 'TD_6',\n",
       " 'TD_7',\n",
       " 'TD_8',\n",
       " 'TD_9',\n",
       " 'TD_10',\n",
       " 'TD_11',\n",
       " 'TD_12',\n",
       " 'KB_0',\n",
       " 'KB_1',\n",
       " 'KB_2',\n",
       " 'KB_3',\n",
       " 'KB_4',\n",
       " 'KB_5',\n",
       " 'KB_6',\n",
       " 'KB_7',\n",
       " 'KB_8',\n",
       " 'KB_9',\n",
       " 'KB_10',\n",
       " 'KB_11',\n",
       " 'KB_12',\n",
       " 'Mud Wt_0',\n",
       " 'Mud Wt_1',\n",
       " 'Mud Wt_2',\n",
       " 'Mud Wt_3',\n",
       " 'Mud Wt_4',\n",
       " 'Mud Wt_5',\n",
       " 'Mud Wt_6',\n",
       " 'Mud Wt_7',\n",
       " 'Mud Wt_8',\n",
       " 'Mud Wt_9',\n",
       " 'Mud Wt_10',\n",
       " 'Mud Wt_11',\n",
       " 'Mud Wt_12',\n",
       " 'MW@Depth(KB)_0',\n",
       " 'MW@Depth(KB)_1',\n",
       " 'MW@Depth(KB)_2',\n",
       " 'MW@Depth(KB)_3',\n",
       " 'MW@Depth(KB)_4',\n",
       " 'MW@Depth(KB)_5',\n",
       " 'MW@Depth(KB)_6',\n",
       " 'MW@Depth(KB)_7',\n",
       " 'MW@Depth(KB)_8',\n",
       " 'MW@Depth(KB)_9',\n",
       " 'MW@Depth(KB)_10',\n",
       " 'MW@Depth(KB)_11',\n",
       " 'MW@Depth(KB)_12',\n",
       " 'Bottom_Hole_Location_X_0',\n",
       " 'Bottom_Hole_Location_Y_0',\n",
       " 'Elevation(f)_0',\n",
       " 'Elevation_Reference_0',\n",
       " 'Latitude_0',\n",
       " 'Longitude_0',\n",
       " 'Total_Depth(f)_0',\n",
       " 'X(f)_0',\n",
       " 'Y(f)_0',\n",
       " '01_Wilcox_MD_ft_0',\n",
       " '02_Midway_MD_ft_0',\n",
       " '03_Navarro_MD_ft_0',\n",
       " '04_Taylor_MD_ft_0',\n",
       " '05_Anacacho_MD_ft_0',\n",
       " '06_Austin_Chalk_MD_ft_0',\n",
       " '07_Upper_Eagle_Ford_MD_ft_0',\n",
       " '08_Lower_Eagle_Ford_MD_ft_0',\n",
       " '09_Woodbine_MD_ft_0',\n",
       " '10_Maness_MD_ft_0',\n",
       " '11_Buda_MD_ft_0',\n",
       " '12_Del_Rio_MD_ft_0',\n",
       " '13_Georgetown_MD_ft_0',\n",
       " '14_Edwards_MD_ft_0',\n",
       " '15_Glen_Rose_MD_ft_0',\n",
       " '16_Pearsal_MD_ft_0',\n",
       " '17_James_Cow_Creek_MD_ft_0',\n",
       " '18_Sligo_MD_ft_0',\n",
       " '19_Cotton_Valley_MD_ft_0',\n",
       " 'td_0',\n",
       " 'Elevation_0',\n",
       " 'ElevationDatum_0',\n",
       " 'WGS84Latitude_0',\n",
       " 'WGS84Longitude_0',\n",
       " 'SurfLat_0',\n",
       " 'SurfLong_0',\n",
       " 'SurfaceLatitude_NAD83_0',\n",
       " 'SurfaceLongitude_NAD83_0',\n",
       " 'BottomLatitude_NAD83_0',\n",
       " 'BottomLongitude_NAD83_0',\n",
       " 'SurfaceLatitude_NAD27_0',\n",
       " 'SurfaceLongitude_NAD27_0',\n",
       " 'BottomLatitude_NAD27_0',\n",
       " 'BottomLongitude_NAD27_0',\n",
       " 'Measured Depth (ft)_0',\n",
       " 'Measured Depth (ft)_1',\n",
       " 'Measured Depth (ft)_2',\n",
       " 'Measured Depth (ft)_3',\n",
       " 'Total Vertical Depth (ft)_0',\n",
       " 'Total Vertical Depth (ft)_1',\n",
       " 'Total Vertical Depth (ft)_2',\n",
       " 'Total Vertical Depth (ft)_3',\n",
       " 'Spud Date_0',\n",
       " 'Spud Date_1',\n",
       " 'Spud Date_2',\n",
       " 'Spud Date_3',\n",
       " 'Completion Date_0',\n",
       " 'Completion Date_1',\n",
       " 'Completion Date_2',\n",
       " 'Completion Date_3',\n",
       " 'First Production Month_0',\n",
       " 'First Production Month_1',\n",
       " 'First Production Month_2',\n",
       " 'First Production Month_3',\n",
       " 'Elevation_0.1',\n",
       " 'Elevation_1',\n",
       " 'Elevation_2',\n",
       " 'Elevation_3',\n",
       " 'Oil Total Cum (bbl)_0',\n",
       " 'Oil Total Cum (bbl)_1',\n",
       " 'Oil Total Cum (bbl)_2',\n",
       " 'Oil Total Cum (bbl)_3',\n",
       " 'Gas Total Cum (mcf)_0',\n",
       " 'Gas Total Cum (mcf)_1',\n",
       " 'Gas Total Cum (mcf)_2',\n",
       " 'Gas Total Cum (mcf)_3',\n",
       " 'Water Total Cum (bbl)_0',\n",
       " 'Water Total Cum (bbl)_1',\n",
       " 'Water Total Cum (bbl)_2',\n",
       " 'Water Total Cum (bbl)_3',\n",
       " 'GOR Total Average_0',\n",
       " 'GOR Total Average_1',\n",
       " 'GOR Total Average_2',\n",
       " 'GOR Total Average_3',\n",
       " 'Plug Date_0',\n",
       " 'Plug Date_1',\n",
       " 'Plug Date_2',\n",
       " 'Plug Date_3',\n",
       " 'TD Date_0',\n",
       " 'TD Date_1',\n",
       " 'TD Date_2',\n",
       " 'TD Date_3',\n",
       " 'Drilling Days_0',\n",
       " 'Drilling Days_1',\n",
       " 'Drilling Days_2',\n",
       " 'Drilling Days_3',\n",
       " 'Last Production Month_0',\n",
       " 'Last Production Month_1',\n",
       " 'Last Production Month_2',\n",
       " 'Last Production Month_3',\n",
       " 'Gas Maximum (mcf)_0',\n",
       " 'Gas Maximum (mcf)_1',\n",
       " 'Gas Maximum (mcf)_2',\n",
       " 'Gas Maximum (mcf)_3',\n",
       " 'Gas Maximum Date_0',\n",
       " 'Gas Maximum Date_1',\n",
       " 'Gas Maximum Date_2',\n",
       " 'Gas Maximum Date_3',\n",
       " 'Oil Maximum (bbl)_0',\n",
       " 'Oil Maximum (bbl)_1',\n",
       " 'Oil Maximum (bbl)_2',\n",
       " 'Oil Maximum (bbl)_3',\n",
       " 'Oil Maximum Date_0',\n",
       " 'Oil Maximum Date_1',\n",
       " 'Oil Maximum Date_2',\n",
       " 'Oil Maximum Date_3',\n",
       " 'Water Maximum (bbl)_0',\n",
       " 'Water Maximum (bbl)_1',\n",
       " 'Water Maximum (bbl)_2',\n",
       " 'Water Maximum (bbl)_3',\n",
       " 'Water Maximum Date_0',\n",
       " 'Water Maximum Date_1',\n",
       " 'Water Maximum Date_2',\n",
       " 'Water Maximum Date_3',\n",
       " 'Liquid Injection Cum (bbl)_0',\n",
       " 'Liquid Injection Cum (bbl)_1',\n",
       " 'Liquid Injection Cum (bbl)_2',\n",
       " 'Liquid Injection Cum (bbl)_3',\n",
       " 'Gas Injection Cum (mcf)_0',\n",
       " 'Gas Injection Cum (mcf)_1',\n",
       " 'Gas Injection Cum (mcf)_2',\n",
       " 'Gas Injection Cum (mcf)_3',\n",
       " 'Bottom Hole Location X_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
       " 'Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
       " 'Elevation(m above sea level)_0',\n",
       " '01_Battle (Surbiton)[SSTVD] (m)_0',\n",
       " '02_Lea_Park (Surbiton)[SSTVD] (m)_0',\n",
       " '03_1st_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0',\n",
       " '04_2nd_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0',\n",
       " '05_Fish_scales (Surbiton)[SSTVD] (m)_0',\n",
       " '06_Mannville_Top (Surbiton)[SSTVD] (m)_0',\n",
       " '07_Ostracod_Beds (Surbiton)[SSTVD] (m)_0',\n",
       " '08_Jurassic_Top (Surbiton)[SSTVD] (m)_0',\n",
       " '09_Montney_Top (Surbiton)[SSTVD] (m)_0',\n",
       " '10_Permian_Top (Surbiton)[SSTVD] (m)_0',\n",
       " '11_Wabamun (Surbiton)[SSTVD] (m)_0',\n",
       " '12_Winterburn (Surbiton)[SSTVD] (m)_0',\n",
       " '13_Woodbend (Surbiton)[SSTVD] (m)_0',\n",
       " '14_Duvernay_Top (Surbiton)[SSTVD] (m)_0',\n",
       " '15_Beaverhill (Surbiton)[SSTVD] (m)_0',\n",
       " '16_Elk_Point (Surbiton)[SSTVD] (m)_0',\n",
       " '17_Precambrian Basement (Surbiton)[SSTVD] (m)_0',\n",
       " 'Elevation Meters_0',\n",
       " 'ElevationDatum_0.1',\n",
       " 'TD meters_0',\n",
       " 'SurfaceLatitude_NAD83_0.1',\n",
       " 'SurfaceLongitude_NAD83_0.1',\n",
       " 'BottomLatitude_NAD83_0.1',\n",
       " 'BottomLongitude_NAD83_0.1',\n",
       " 'SurfaceLatitude_NAD27_0.1',\n",
       " 'SurfaceLongitude_NAD27_0.1',\n",
       " 'BottomLatitude_NAD27_0.1',\n",
       " 'BottomLongitude_NAD27_0.1',\n",
       " 'Measured Depth (ft)_0.1',\n",
       " 'Total Vertical Depth (ft)_0.1',\n",
       " 'Spud Date_0.1',\n",
       " 'Completion Date_0.1',\n",
       " 'First Production Month_0.1',\n",
       " 'Elevation_0.2',\n",
       " 'Oil Total Cum (bbl)_0.1',\n",
       " 'Gas Total Cum (mcf)_0.1',\n",
       " 'Water Total Cum (bbl)_0.1',\n",
       " 'GOR Total Average_0.1',\n",
       " 'Plug Date_0.1',\n",
       " 'First Production Date_0',\n",
       " 'Elevation Drill Floor (ft)_0',\n",
       " 'Elevation Ground (ft)_0',\n",
       " 'Elevation Kelly Bushing (ft)_0',\n",
       " 'Last Production Month_0.1',\n",
       " 'Gas Maximum (mcf)_0.1',\n",
       " 'Gas Maximum Date_0.1',\n",
       " 'Oil Maximum (bbl)_0.1',\n",
       " 'Oil Maximum Date_0.1',\n",
       " 'Water Maximum (bbl)_0.1',\n",
       " 'Water Maximum Date_0.1',\n",
       " 'Yield Total Average_0',\n",
       " 'Unnamed: 0_y',\n",
       " 'Unnamed: 1',\n",
       " '600.0_GRWS',\n",
       " '900.0_GRWS',\n",
       " '1200.0_GRWS',\n",
       " '1500.0_GRWS',\n",
       " '1800.0_GRWS',\n",
       " '2100.0_GRWS',\n",
       " '2400.0_GRWS',\n",
       " '2700.0_GRWS',\n",
       " '3000.0_GRWS',\n",
       " '3300.0_GRWS',\n",
       " '3600.0_GRWS',\n",
       " 'WellName',\n",
       " 'LogType',\n",
       " '3900.0_GRWS',\n",
       " '4200.0_GRWS',\n",
       " '4500.0_GRWS',\n",
       " '4800.0_GRWS',\n",
       " '5100.0_GRWS',\n",
       " '5400.0_GRWS',\n",
       " '5700.0_GRWS',\n",
       " '6000.0_GRWS',\n",
       " '6300.0_GRWS',\n",
       " '6600.0_GRWS',\n",
       " '6900.0_GRWS',\n",
       " '7200.0_GRWS',\n",
       " '7500.0_GRWS',\n",
       " '7800.0_GRWS',\n",
       " '8100.0_GRWS',\n",
       " '8400.0_GRWS',\n",
       " '8700.0_GRWS',\n",
       " '9000.0_GRWS',\n",
       " '9300.0_GRWS',\n",
       " '9600.0_GRWS',\n",
       " '9900.0_GRWS',\n",
       " '10200.0_GRWS',\n",
       " '10500.0_GRWS',\n",
       " '10800.0_GRWS',\n",
       " '11100.0_GRWS',\n",
       " '11400.0_GRWS',\n",
       " '11700.0_GRWS',\n",
       " '12000.0_GRWS',\n",
       " '12300.0_GRWS',\n",
       " '300.0_GRWS',\n",
       " '12600.0_GRWS',\n",
       " '12900.0_GRWS',\n",
       " '13200.0_GRWS',\n",
       " '13500.0_GRWS',\n",
       " '13800.0_GRWS',\n",
       " '14100.0_GRWS',\n",
       " '14400.0_GRWS',\n",
       " '14700.0_GRWS',\n",
       " '15000.0_GRWS',\n",
       " '15300.0_GRWS',\n",
       " '15600.0_GRWS',\n",
       " '15900.0_GRWS',\n",
       " '16200.0_GRWS',\n",
       " '16500.0_GRWS',\n",
       " '16800.0_GRWS',\n",
       " '17100.0_GRWS',\n",
       " '17400.0_GRWS',\n",
       " '17700.0_GRWS',\n",
       " '18000.0_GRWS',\n",
       " '18300.0_GRWS',\n",
       " '18600.0_GRWS',\n",
       " '18900.0_GRWS',\n",
       " '19200.0_GRWS',\n",
       " '19500.0_GRWS',\n",
       " '19800.0_GRWS',\n",
       " '20100.0_GRWS',\n",
       " '20400.0_GRWS',\n",
       " '20700.0_GRWS',\n",
       " '21000.0_GRWS',\n",
       " '21300.0_GRWS',\n",
       " '21600.0_GRWS',\n",
       " '21900.0_GRWS',\n",
       " '22200.0_GRWS',\n",
       " '22500.0_GRWS',\n",
       " '22800.0_GRWS',\n",
       " '23100.0_GRWS',\n",
       " '23400.0_GRWS',\n",
       " '23700.0_GRWS',\n",
       " '24000.0_GRWS',\n",
       " 'Set']"
      ]
     },
     "execution_count": 196,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "id": "nGPt7Ve8Xmy2"
   },
   "outputs": [],
   "source": [
    "#%pprint # to print the list horizonatlly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "v_4dtdB1d2Mi"
   },
   "outputs": [],
   "source": [
    "['Unnamed: 0_x',  'Unnamed: 0_y', 'Unnamed: 1',\n",
    " \n",
    " 'UWI',  'Well_Id', 'WellName','Field',  'Basin',\n",
    "\n",
    " 'BHT', 'TrueTemp',\n",
    "\n",
    " 'Depth_SS(m)', 'TD (ft)',  'td_0', 'TD_0', 'TD_1', 'TD_2', 'TD_3', 'TD_4', 'TD_5', 'TD_6', 'TD_7', 'TD_8', 'TD_9', 'TD_10', 'TD_11', 'TD_12',\n",
    " 'KB_0', 'KB_1', 'KB_2', 'KB_3', 'KB_4','KB_5', 'KB_6', 'KB_7', 'KB_8', 'KB_9','KB_10', 'KB_11', 'KB_12', 'Elevation_0', 'ElevationDatum_0', \n",
    " 'Measured Depth (ft)_0', 'Measured Depth (ft)_1', 'Measured Depth (ft)_2', 'Measured Depth (ft)_3', 'Total Vertical Depth (ft)_0', 'Total Vertical Depth (ft)_1',\n",
    " 'Total Vertical Depth (ft)_2','Total Vertical Depth (ft)_3', 'Elevation_0.1', 'Elevation_1', 'Elevation_2', 'Elevation_3', 'Elevation(m above sea level)_0',\n",
    " 'Elevation Meters_0', 'ElevationDatum_0.1', 'TD meters_0', 'Measured Depth (ft)_0.1', 'Total Vertical Depth (ft)_0.1', 'Elevation_0.2', 'Elevation Drill Floor (ft)_0',\n",
    " 'Elevation Ground (ft)_0', 'Elevation Kelly Bushing (ft)_0',\n",
    "\n",
    " 'Mud Wt_0', 'Mud Wt_1', 'Mud Wt_2', 'Mud Wt_3', 'Mud Wt_4', 'Mud Wt_5', 'Mud Wt_6', 'Mud Wt_7', 'Mud Wt_8','Mud Wt_9', 'Mud Wt_10', 'Mud Wt_11', 'Mud Wt_12',\n",
    " 'MW@Depth(KB)_0', 'MW@Depth(KB)_1', 'MW@Depth(KB)_2', 'MW@Depth(KB)_3', 'MW@Depth(KB)_4', 'MW@Depth(KB)_5', 'MW@Depth(KB)_6', 'MW@Depth(KB)_7', 'MW@Depth(KB)_8', \n",
    " 'MW@Depth(KB)_9', 'MW@Depth(KB)_10', 'MW@Depth(KB)_11', 'MW@Depth(KB)_12',\n",
    "\n",
    " 'Bottom_Hole_Location_X_0', 'Bottom_Hole_Location_Y_0', 'Elevation(f)_0', 'Elevation_Reference_0', 'Latitude_0', 'Longitude_0', 'Total_Depth(f)_0', 'X(f)_0', 'Y(f)_0',\n",
    "  'WGS84Latitude_0', 'WGS84Longitude_0', 'SurfLat_0', 'SurfLong_0', 'SurfaceLatitude_NAD83_0', 'SurfaceLongitude_NAD83_0', 'BottomLatitude_NAD83_0', 'BottomLongitude_NAD83_0',\n",
    " 'SurfaceLatitude_NAD27_0', 'SurfaceLongitude_NAD27_0', 'BottomLatitude_NAD27_0', 'BottomLongitude_NAD27_0', 'Bottom Hole Location X_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
    " 'Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0', 'SurfaceLatitude_NAD83_0.1', 'SurfaceLongitude_NAD83_0.1', 'BottomLatitude_NAD83_0.1', 'BottomLongitude_NAD83_0.1',\n",
    " 'SurfaceLatitude_NAD27_0.1', 'SurfaceLongitude_NAD27_0.1', 'BottomLatitude_NAD27_0.1', 'BottomLongitude_NAD27_0.1',\n",
    "\n",
    " '01_Wilcox_MD_ft_0', '02_Midway_MD_ft_0', '03_Navarro_MD_ft_0', '04_Taylor_MD_ft_0', '05_Anacacho_MD_ft_0', '06_Austin_Chalk_MD_ft_0', '07_Upper_Eagle_Ford_MD_ft_0', \n",
    " '08_Lower_Eagle_Ford_MD_ft_0', '09_Woodbine_MD_ft_0', '10_Maness_MD_ft_0', '11_Buda_MD_ft_0', '12_Del_Rio_MD_ft_0', '13_Georgetown_MD_ft_0', '14_Edwards_MD_ft_0', '15_Glen_Rose_MD_ft_0',\n",
    " '16_Pearsal_MD_ft_0', '17_James_Cow_Creek_MD_ft_0', '18_Sligo_MD_ft_0', '19_Cotton_Valley_MD_ft_0',\n",
    " '01_Battle (Surbiton)[SSTVD] (m)_0', '02_Lea_Park (Surbiton)[SSTVD] (m)_0', '03_1st_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', '04_2nd_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', \n",
    " '05_Fish_scales (Surbiton)[SSTVD] (m)_0', '06_Mannville_Top (Surbiton)[SSTVD] (m)_0', '07_Ostracod_Beds (Surbiton)[SSTVD] (m)_0', '08_Jurassic_Top (Surbiton)[SSTVD] (m)_0', \n",
    " '09_Montney_Top (Surbiton)[SSTVD] (m)_0', '10_Permian_Top (Surbiton)[SSTVD] (m)_0', '11_Wabamun (Surbiton)[SSTVD] (m)_0', '12_Winterburn (Surbiton)[SSTVD] (m)_0',\n",
    " '13_Woodbend (Surbiton)[SSTVD] (m)_0', '14_Duvernay_Top (Surbiton)[SSTVD] (m)_0', '15_Beaverhill (Surbiton)[SSTVD] (m)_0', '16_Elk_Point (Surbiton)[SSTVD] (m)_0', '17_Precambrian Basement (Surbiton)[SSTVD] (m)_0',\n",
    "\n",
    " 'Spud Date_0', 'Spud Date_1', 'Spud Date_2', 'Spud Date_3', 'Completion Date_0', 'Completion Date_1', 'Completion Date_2','Completion Date_3', \n",
    " 'First Production Month_0', 'First Production Month_1', 'First Production Month_2', 'First Production Month_3', 'Plug Date_0', 'Plug Date_1', 'Plug Date_2', 'Plug Date_3',\n",
    " 'TD Date_0', 'TD Date_1', 'TD Date_2', 'TD Date_3', 'Drilling Days_0', 'Drilling Days_1', 'Drilling Days_2', 'Drilling Days_3', 'Last Production Month_0', 'Last Production Month_1', \n",
    " 'Last Production Month_2', 'Last Production Month_3', 'Gas Maximum Date_0', 'Gas Maximum Date_1','Gas Maximum Date_2', 'Gas Maximum Date_3', 'Oil Maximum Date_0', 'Oil Maximum Date_1',\n",
    " 'Oil Maximum Date_2', 'Oil Maximum Date_3', 'Water Maximum Date_0', 'Water Maximum Date_1', 'Water Maximum Date_2','Water Maximum Date_3', 'Spud Date_0.1',\n",
    " 'Completion Date_0.1', 'First Production Month_0.1', 'Plug Date_0.1', 'First Production Date_0', 'Last Production Month_0.1',\n",
    "\n",
    " 'Oil Total Cum (bbl)_0', 'Oil Total Cum (bbl)_1', 'Oil Total Cum (bbl)_2', 'Oil Total Cum (bbl)_3', 'Gas Total Cum (mcf)_0', 'Gas Total Cum (mcf)_1', 'Gas Total Cum (mcf)_2', \n",
    " 'Gas Total Cum (mcf)_3', 'Water Total Cum (bbl)_0', 'Water Total Cum (bbl)_1', 'Water Total Cum (bbl)_2', 'Water Total Cum (bbl)_3', 'GOR Total Average_0', 'GOR Total Average_1',\n",
    " 'GOR Total Average_2', 'GOR Total Average_3','Gas Maximum (mcf)_0', 'Gas Maximum (mcf)_1', 'Gas Maximum (mcf)_2', 'Gas Maximum (mcf)_3',  'Oil Maximum (bbl)_0', 'Oil Maximum (bbl)_1', 'Oil Maximum (bbl)_2', 'Oil Maximum (bbl)_3', \n",
    " 'Water Maximum (bbl)_0', 'Water Maximum (bbl)_1', 'Water Maximum (bbl)_2', 'Water Maximum (bbl)_3', 'Liquid Injection Cum (bbl)_0', 'Liquid Injection Cum (bbl)_1', 'Liquid Injection Cum (bbl)_2', 'Liquid Injection Cum (bbl)_3', 'Gas Injection Cum (mcf)_0', 'Gas Injection Cum (mcf)_1',\n",
    " 'Gas Injection Cum (mcf)_2', 'Gas Injection Cum (mcf)_3', 'Oil Total Cum (bbl)_0.1', 'Gas Total Cum (mcf)_0.1', 'Water Total Cum (bbl)_0.1', 'GOR Total Average_0.1',  'Gas Maximum (mcf)_0.1',\n",
    " 'Gas Maximum Date_0.1', 'Oil Maximum (bbl)_0.1', 'Oil Maximum Date_0.1', 'Water Maximum (bbl)_0.1', 'Water Maximum Date_0.1', 'Yield Total Average_0',\n",
    " \n",
    " 'LogType', '300.0_GRWS', '600.0_GRWS', '900.0_GRWS','1200.0_GRWS', '1500.0_GRWS', '1800.0_GRWS', '2100.0_GRWS','2400.0_GRWS', '2700.0_GRWS','3000.0_GRWS', '3300.0_GRWS', '3600.0_GRWS',\n",
    " '3900.0_GRWS','4200.0_GRWS','4500.0_GRWS', '4800.0_GRWS', '5100.0_GRWS', '5400.0_GRWS', '5700.0_GRWS', '6000.0_GRWS', '6300.0_GRWS','6600.0_GRWS', '6900.0_GRWS', '7200.0_GRWS',\n",
    "  '7500.0_GRWS', '7800.0_GRWS', '8100.0_GRWS', '8400.0_GRWS','8700.0_GRWS', '9000.0_GRWS','9300.0_GRWS','9600.0_GRWS','9900.0_GRWS', '10200.0_GRWS','10500.0_GRWS', '10800.0_GRWS',\n",
    "  '11100.0_GRWS', '11400.0_GRWS','11700.0_GRWS','12000.0_GRWS', '12300.0_GRWS', '12600.0_GRWS', '12900.0_GRWS', '13200.0_GRWS','13500.0_GRWS','13800.0_GRWS', '14100.0_GRWS',\n",
    " '14400.0_GRWS', '14700.0_GRWS','15000.0_GRWS', '15300.0_GRWS', '15600.0_GRWS', '15900.0_GRWS', '16200.0_GRWS','16500.0_GRWS', '16800.0_GRWS', '17100.0_GRWS','17400.0_GRWS', '17700.0_GRWS',\n",
    " '18000.0_GRWS', '18300.0_GRWS', '18600.0_GRWS','18900.0_GRWS','19200.0_GRWS', '19500.0_GRWS', '19800.0_GRWS','20100.0_GRWS', '20400.0_GRWS', '20700.0_GRWS', '21000.0_GRWS',\n",
    " '21300.0_GRWS', '21600.0_GRWS', '21900.0_GRWS','22200.0_GRWS','22500.0_GRWS','22800.0_GRWS', '23100.0_GRWS', '23400.0_GRWS','23700.0_GRWS','24000.0_GRWS', 'Set']\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jlDLGv1OzNB1"
   },
   "source": [
    "Data Classification\n",
    "\n",
    "1. Well Identifier\n",
    "2. Basin/Field Name\n",
    "3. Depths & References\n",
    "4. Temperatures\n",
    "5. Mudweights and Depth References\n",
    "6. Geospatial (Surface and Bottomhole)\n",
    "7. Formation\n",
    "8. Time\n",
    "9. Production\n",
    "10. Well Logs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "XvxueCEcRZtL"
   },
   "outputs": [],
   "source": [
    "# Features Classification\n",
    "\n",
    "unnamed = ['Unnamed: 0_x',  'Unnamed: 0_y', 'Unnamed: 1']\n",
    "\n",
    "identifiers = ['UWI', 'Well_Id', 'WellName','Field', 'Basin']\n",
    "\n",
    "temperature = ['BHT', 'TrueTemp']\n",
    "\n",
    "depth_ref = ['Depth_SS(m)', 'TD (ft)',  'td_0', 'TD_0', 'TD_1', 'TD_2', 'TD_3', 'TD_4', 'TD_5', 'TD_6', 'TD_7', 'TD_8', 'TD_9', 'TD_10', 'TD_11', 'TD_12',\n",
    " 'KB_0', 'KB_1', 'KB_2', 'KB_3', 'KB_4','KB_5', 'KB_6', 'KB_7', 'KB_8', 'KB_9','KB_10', 'KB_11', 'KB_12', 'Elevation_0', 'ElevationDatum_0', \n",
    " 'Measured Depth (ft)_0', 'Measured Depth (ft)_1', 'Measured Depth (ft)_2', 'Measured Depth (ft)_3', 'Total Vertical Depth (ft)_0', 'Total Vertical Depth (ft)_1',\n",
    " 'Total Vertical Depth (ft)_2','Total Vertical Depth (ft)_3', 'Elevation_0.1', 'Elevation_1', 'Elevation_2', 'Elevation_3', 'Elevation(m above sea level)_0',\n",
    " 'Elevation Meters_0', 'ElevationDatum_0.1', 'TD meters_0', 'Measured Depth (ft)_0.1', 'Total Vertical Depth (ft)_0.1', 'Elevation_0.2', 'Elevation Drill Floor (ft)_0',\n",
    " 'Elevation Ground (ft)_0', 'Elevation Kelly Bushing (ft)_0']\n",
    "\n",
    " mud_weight = [ 'Mud Wt_0', 'Mud Wt_1', 'Mud Wt_2', 'Mud Wt_3', 'Mud Wt_4', 'Mud Wt_5', 'Mud Wt_6', 'Mud Wt_7', 'Mud Wt_8','Mud Wt_9', 'Mud Wt_10', 'Mud Wt_11', 'Mud Wt_12',\n",
    " 'MW@Depth(KB)_0', 'MW@Depth(KB)_1', 'MW@Depth(KB)_2', 'MW@Depth(KB)_3', 'MW@Depth(KB)_4', 'MW@Depth(KB)_5', 'MW@Depth(KB)_6', 'MW@Depth(KB)_7', 'MW@Depth(KB)_8', \n",
    " 'MW@Depth(KB)_9', 'MW@Depth(KB)_10', 'MW@Depth(KB)_11', 'MW@Depth(KB)_12']\n",
    "\n",
    " geospatial = [ 'Bottom_Hole_Location_X_0', 'Bottom_Hole_Location_Y_0', 'Elevation(f)_0', 'Elevation_Reference_0', 'Latitude_0', 'Longitude_0', 'Total_Depth(f)_0', 'X(f)_0', 'Y(f)_0',\n",
    "  'WGS84Latitude_0', 'WGS84Longitude_0', 'SurfLat_0', 'SurfLong_0', 'SurfaceLatitude_NAD83_0', 'SurfaceLongitude_NAD83_0', 'BottomLatitude_NAD83_0', 'BottomLongitude_NAD83_0',\n",
    " 'SurfaceLatitude_NAD27_0', 'SurfaceLongitude_NAD27_0', 'BottomLatitude_NAD27_0', 'BottomLongitude_NAD27_0', 'Bottom Hole Location X_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
    " 'Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0', 'SurfaceLatitude_NAD83_0.1', 'SurfaceLongitude_NAD83_0.1', 'BottomLatitude_NAD83_0.1', 'BottomLongitude_NAD83_0.1',\n",
    " 'SurfaceLatitude_NAD27_0.1', 'SurfaceLongitude_NAD27_0.1', 'BottomLatitude_NAD27_0.1', 'BottomLongitude_NAD27_0.1']\n",
    "\n",
    " formation = [ '01_Wilcox_MD_ft_0', '02_Midway_MD_ft_0', '03_Navarro_MD_ft_0', '04_Taylor_MD_ft_0', '05_Anacacho_MD_ft_0', '06_Austin_Chalk_MD_ft_0', '07_Upper_Eagle_Ford_MD_ft_0', \n",
    " '08_Lower_Eagle_Ford_MD_ft_0', '09_Woodbine_MD_ft_0', '10_Maness_MD_ft_0', '11_Buda_MD_ft_0', '12_Del_Rio_MD_ft_0', '13_Georgetown_MD_ft_0', '14_Edwards_MD_ft_0', '15_Glen_Rose_MD_ft_0',\n",
    " '16_Pearsal_MD_ft_0', '17_James_Cow_Creek_MD_ft_0', '18_Sligo_MD_ft_0', '19_Cotton_Valley_MD_ft_0',\n",
    " '01_Battle (Surbiton)[SSTVD] (m)_0', '02_Lea_Park (Surbiton)[SSTVD] (m)_0', '03_1st_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', '04_2nd_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', \n",
    " '05_Fish_scales (Surbiton)[SSTVD] (m)_0', '06_Mannville_Top (Surbiton)[SSTVD] (m)_0', '07_Ostracod_Beds (Surbiton)[SSTVD] (m)_0', '08_Jurassic_Top (Surbiton)[SSTVD] (m)_0', \n",
    " '09_Montney_Top (Surbiton)[SSTVD] (m)_0', '10_Permian_Top (Surbiton)[SSTVD] (m)_0', '11_Wabamun (Surbiton)[SSTVD] (m)_0', '12_Winterburn (Surbiton)[SSTVD] (m)_0',\n",
    " '13_Woodbend (Surbiton)[SSTVD] (m)_0', '14_Duvernay_Top (Surbiton)[SSTVD] (m)_0', '15_Beaverhill (Surbiton)[SSTVD] (m)_0', '16_Elk_Point (Surbiton)[SSTVD] (m)_0', '17_Precambrian Basement (Surbiton)[SSTVD] (m)_0']\n",
    "\n",
    " time = ['Spud Date_0', 'Spud Date_1', 'Spud Date_2', 'Spud Date_3', 'Completion Date_0', 'Completion Date_1', 'Completion Date_2','Completion Date_3', \n",
    " 'First Production Month_0', 'First Production Month_1', 'First Production Month_2', 'First Production Month_3', 'Plug Date_0', 'Plug Date_1', 'Plug Date_2', 'Plug Date_3',\n",
    " 'TD Date_0', 'TD Date_1', 'TD Date_2', 'TD Date_3', 'Drilling Days_0', 'Drilling Days_1', 'Drilling Days_2', 'Drilling Days_3', 'Last Production Month_0', 'Last Production Month_1', \n",
    " 'Last Production Month_2', 'Last Production Month_3', 'Gas Maximum Date_0', 'Gas Maximum Date_1','Gas Maximum Date_2', 'Gas Maximum Date_3', 'Oil Maximum Date_0', 'Oil Maximum Date_1',\n",
    " 'Oil Maximum Date_2', 'Oil Maximum Date_3', 'Water Maximum Date_0', 'Water Maximum Date_1', 'Water Maximum Date_2','Water Maximum Date_3', 'Spud Date_0.1',\n",
    " 'Completion Date_0.1', 'First Production Month_0.1', 'Plug Date_0.1', 'First Production Date_0', 'Last Production Month_0.1']\n",
    "\n",
    " fluid_prod = ['Oil Total Cum (bbl)_0', 'Oil Total Cum (bbl)_1', 'Oil Total Cum (bbl)_2', 'Oil Total Cum (bbl)_3', 'Gas Total Cum (mcf)_0', 'Gas Total Cum (mcf)_1', 'Gas Total Cum (mcf)_2', \n",
    " 'Gas Total Cum (mcf)_3', 'Water Total Cum (bbl)_0', 'Water Total Cum (bbl)_1', 'Water Total Cum (bbl)_2', 'Water Total Cum (bbl)_3', 'GOR Total Average_0', 'GOR Total Average_1',\n",
    " 'GOR Total Average_2', 'GOR Total Average_3','Gas Maximum (mcf)_0', 'Gas Maximum (mcf)_1', 'Gas Maximum (mcf)_2', 'Gas Maximum (mcf)_3',  'Oil Maximum (bbl)_0', 'Oil Maximum (bbl)_1', 'Oil Maximum (bbl)_2', 'Oil Maximum (bbl)_3', \n",
    " 'Water Maximum (bbl)_0', 'Water Maximum (bbl)_1', 'Water Maximum (bbl)_2', 'Water Maximum (bbl)_3', 'Liquid Injection Cum (bbl)_0', 'Liquid Injection Cum (bbl)_1', 'Liquid Injection Cum (bbl)_2', 'Liquid Injection Cum (bbl)_3', 'Gas Injection Cum (mcf)_0', 'Gas Injection Cum (mcf)_1',\n",
    " 'Gas Injection Cum (mcf)_2', 'Gas Injection Cum (mcf)_3', 'Oil Total Cum (bbl)_0.1', 'Gas Total Cum (mcf)_0.1', 'Water Total Cum (bbl)_0.1', 'GOR Total Average_0.1',  'Gas Maximum (mcf)_0.1',\n",
    " 'Gas Maximum Date_0.1', 'Oil Maximum (bbl)_0.1', 'Oil Maximum Date_0.1', 'Water Maximum (bbl)_0.1', 'Water Maximum Date_0.1', 'Yield Total Average_0']\n",
    "\n",
    "well_log = ['LogType', '300.0_GRWS', '600.0_GRWS', '900.0_GRWS','1200.0_GRWS', '1500.0_GRWS', '1800.0_GRWS', '2100.0_GRWS','2400.0_GRWS', '2700.0_GRWS','3000.0_GRWS', '3300.0_GRWS', '3600.0_GRWS',\n",
    " '3900.0_GRWS','4200.0_GRWS','4500.0_GRWS', '4800.0_GRWS', '5100.0_GRWS', '5400.0_GRWS', '5700.0_GRWS', '6000.0_GRWS', '6300.0_GRWS','6600.0_GRWS', '6900.0_GRWS', '7200.0_GRWS',\n",
    "  '7500.0_GRWS', '7800.0_GRWS', '8100.0_GRWS', '8400.0_GRWS','8700.0_GRWS', '9000.0_GRWS','9300.0_GRWS','9600.0_GRWS','9900.0_GRWS', '10200.0_GRWS','10500.0_GRWS', '10800.0_GRWS',\n",
    "  '11100.0_GRWS', '11400.0_GRWS','11700.0_GRWS','12000.0_GRWS', '12300.0_GRWS', '12600.0_GRWS', '12900.0_GRWS', '13200.0_GRWS','13500.0_GRWS','13800.0_GRWS', '14100.0_GRWS',\n",
    " '14400.0_GRWS', '14700.0_GRWS','15000.0_GRWS', '15300.0_GRWS', '15600.0_GRWS', '15900.0_GRWS', '16200.0_GRWS','16500.0_GRWS', '16800.0_GRWS', '17100.0_GRWS','17400.0_GRWS', '17700.0_GRWS',\n",
    " '18000.0_GRWS', '18300.0_GRWS', '18600.0_GRWS','18900.0_GRWS','19200.0_GRWS', '19500.0_GRWS', '19800.0_GRWS','20100.0_GRWS', '20400.0_GRWS', '20700.0_GRWS', '21000.0_GRWS',\n",
    " '21300.0_GRWS', '21600.0_GRWS', '21900.0_GRWS','22200.0_GRWS','22500.0_GRWS','22800.0_GRWS', '23100.0_GRWS', '23400.0_GRWS','23700.0_GRWS','24000.0_GRWS', 'Set']\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JMYBBww1TTLk"
   },
   "source": [
    "### Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "x0VW9LORYIU9",
    "outputId": "e39d1028-3fcf-4c81-b7ac-5ed184b4cccb"
   },
   "outputs": [
    {
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       "      <th>610</th>\n",
       "      <td>317</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>611</th>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>320</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>323</td>\n",
       "      <td>321.0</td>\n",
       "      <td>0.0</td>\n",
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       "<p>615 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "     Unnamed: 0_x  Unnamed: 0_y  Unnamed: 1\n",
       "0               0           NaN         NaN\n",
       "1               1           NaN         NaN\n",
       "2               3           NaN         NaN\n",
       "3               4           NaN         NaN\n",
       "4               5           NaN         NaN\n",
       "..            ...           ...         ...\n",
       "610           317           NaN         NaN\n",
       "611           318           NaN         NaN\n",
       "612           320           NaN         NaN\n",
       "613           322           NaN         NaN\n",
       "614           323         321.0         0.0\n",
       "\n",
       "[615 rows x 3 columns]"
      ]
     },
     "execution_count": 178,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Unnamed Features\n",
    "train_un = train[['Unnamed: 0_x',  'Unnamed: 0_y', 'Unnamed: 1']]\n",
    "train_un"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "3lHRSBt6YRWi",
    "outputId": "743050ab-2be5-427e-d01e-67b7264c8bb2"
   },
   "outputs": [
    {
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       "      <th>UWI</th>\n",
       "      <th>Well_Id</th>\n",
       "      <th>WellName</th>\n",
       "      <th>Field</th>\n",
       "      <th>Basin</th>\n",
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       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>42493318190000</td>\n",
       "      <td>42493318190000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eaglebine</td>\n",
       "      <td>EB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>42493319370000</td>\n",
       "      <td>42493319370000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eaglebine</td>\n",
       "      <td>EB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>42507007550000</td>\n",
       "      <td>42507007550000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eaglebine</td>\n",
       "      <td>EB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>42507312960000</td>\n",
       "      <td>42507312960000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eaglebine</td>\n",
       "      <td>EB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>42507326870000</td>\n",
       "      <td>42507326870000</td>\n",
       "      <td>4.250733e+13</td>\n",
       "      <td>Eaglebine</td>\n",
       "      <td>EB</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>615 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  UWI           Well_Id      WellName      Field Basin\n",
       "0    100010107020W500  100010107020W500           NaN   Duvernay    DV\n",
       "1    100010608109W500  100010608109W500           NaN   Duvernay    DV\n",
       "2    100011206021W400  100011206021W400           NaN   Duvernay    DV\n",
       "3    100011506915W500  100011506915W500           NaN   Duvernay    DV\n",
       "4    100011804403W500  100011804403W500           NaN   Duvernay    DV\n",
       "..                ...               ...           ...        ...   ...\n",
       "610    42493318190000    42493318190000           NaN  Eaglebine    EB\n",
       "611    42493319370000    42493319370000           NaN  Eaglebine    EB\n",
       "612    42507007550000    42507007550000           NaN  Eaglebine    EB\n",
       "613    42507312960000    42507312960000           NaN  Eaglebine    EB\n",
       "614    42507326870000    42507326870000  4.250733e+13  Eaglebine    EB\n",
       "\n",
       "[615 rows x 5 columns]"
      ]
     },
     "execution_count": 177,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# identifier features\n",
    "train_id = train[['UWI', 'Well_Id', 'WellName','Field', 'Basin']]\n",
    "train_id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "S22mGta_Y2cY",
    "outputId": "e1199932-7491-4151-ac1a-8b7dba2276a2"
   },
   "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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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>BHT</th>\n",
       "      <th>TrueTemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>48.330000</td>\n",
       "      <td>60.970000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34.260000</td>\n",
       "      <td>63.980000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>39.070000</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>64.000000</td>\n",
       "      <td>69.470000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>68.000000</td>\n",
       "      <td>75.230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>76.666667</td>\n",
       "      <td>96.105556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>78.888889</td>\n",
       "      <td>100.472222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>65.555556</td>\n",
       "      <td>78.161111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>67.222222</td>\n",
       "      <td>94.794444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>78.888889</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>615 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           BHT    TrueTemp\n",
       "0    48.330000   60.970000\n",
       "1    34.260000   63.980000\n",
       "2    29.000000   39.070000\n",
       "3    64.000000   69.470000\n",
       "4    68.000000   75.230000\n",
       "..         ...         ...\n",
       "610  76.666667   96.105556\n",
       "611  78.888889  100.472222\n",
       "612  65.555556   78.161111\n",
       "613  67.222222   94.794444\n",
       "614  50.000000   78.888889\n",
       "\n",
       "[615 rows x 2 columns]"
      ]
     },
     "execution_count": 180,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# temperature features\n",
    "train_temp = train[['BHT', 'TrueTemp']]\n",
    "train_temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 490
    },
    "id": "UwrWUWUnZKSM",
    "outputId": "c0e43e7a-59a5-402c-8253-91078b889795"
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth_SS(m)</th>\n",
       "      <th>TD (ft)</th>\n",
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       "      <th>TD_0</th>\n",
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       "      <th>Elevation_0</th>\n",
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       "      <th>Measured Depth (ft)_0</th>\n",
       "      <th>Measured Depth (ft)_1</th>\n",
       "      <th>Measured Depth (ft)_2</th>\n",
       "      <th>Measured Depth (ft)_3</th>\n",
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       "      <th>Total Vertical Depth (ft)_1</th>\n",
       "      <th>Total Vertical Depth (ft)_2</th>\n",
       "      <th>Total Vertical Depth (ft)_3</th>\n",
       "      <th>Elevation_0.1</th>\n",
       "      <th>Elevation_1</th>\n",
       "      <th>Elevation_2</th>\n",
       "      <th>Elevation_3</th>\n",
       "      <th>Elevation(m above sea level)_0</th>\n",
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       "      <th>TD meters_0</th>\n",
       "      <th>Measured Depth (ft)_0.1</th>\n",
       "      <th>Total Vertical Depth (ft)_0.1</th>\n",
       "      <th>Elevation_0.2</th>\n",
       "      <th>Elevation Drill Floor (ft)_0</th>\n",
       "      <th>Elevation Ground (ft)_0</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>701.0</td>\n",
       "      <td>701.093481</td>\n",
       "      <td>KB</td>\n",
       "      <td>2767.6748</td>\n",
       "      <td>9081.0</td>\n",
       "      <td>9081.0</td>\n",
       "      <td>2287 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2287.0</td>\n",
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       "      <td>NaN</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>645.6</td>\n",
       "      <td>645.600000</td>\n",
       "      <td>KB</td>\n",
       "      <td>1745.0000</td>\n",
       "      <td>5725.0</td>\n",
       "      <td>5725.0</td>\n",
       "      <td>2103 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2103.0</td>\n",
       "      <td>2119.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>651.6</td>\n",
       "      <td>651.600000</td>\n",
       "      <td>KB</td>\n",
       "      <td>1492.6000</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>2123 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2123.0</td>\n",
       "      <td>2139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>936.4</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>873.1</td>\n",
       "      <td>873.100000</td>\n",
       "      <td>KB</td>\n",
       "      <td>2710.0000</td>\n",
       "      <td>8891.0</td>\n",
       "      <td>8891.0</td>\n",
       "      <td>2844 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2844.0</td>\n",
       "      <td>2864.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1065.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>946.9</td>\n",
       "      <td>946.900000</td>\n",
       "      <td>KB</td>\n",
       "      <td>2792.0000</td>\n",
       "      <td>9160.0</td>\n",
       "      <td>9160.0</td>\n",
       "      <td>3091 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3091.0</td>\n",
       "      <td>3107.0</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",
       "      <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",
       "      <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>610</th>\n",
       "      <td>NaN</td>\n",
       "      <td>6919.0</td>\n",
       "      <td>6919.0</td>\n",
       "      <td>6919.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>418.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>417.00</td>\n",
       "      <td>KB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6919.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>611</th>\n",
       "      <td>NaN</td>\n",
       "      <td>7320.0</td>\n",
       "      <td>7320.0</td>\n",
       "      <td>7320.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>444.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>444.00</td>\n",
       "      <td>KB</td>\n",
       "      <td>8502.0</td>\n",
       "      <td>8502.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7080.0</td>\n",
       "      <td>7080.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>431 GL</td>\n",
       "      <td>431 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>612</th>\n",
       "      <td>NaN</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16156.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>748.00</td>\n",
       "      <td>748.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>748.00</td>\n",
       "      <td>KB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>613</th>\n",
       "      <td>NaN</td>\n",
       "      <td>7191.0</td>\n",
       "      <td>7191.0</td>\n",
       "      <td>7191.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>821.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>821.45</td>\n",
       "      <td>KB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>808 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</th>\n",
       "      <td>NaN</td>\n",
       "      <td>4016.0</td>\n",
       "      <td>4016.0</td>\n",
       "      <td>4016.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>769.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>766.44</td>\n",
       "      <td>KB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>758 GL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Depth_SS(m)  ...  Elevation Kelly Bushing (ft)_0\n",
       "0          716.0  ...                          2300.0\n",
       "1         1044.4  ...                          2119.0\n",
       "2          171.9  ...                          2139.0\n",
       "3          936.4  ...                          2864.0\n",
       "4         1065.6  ...                          3107.0\n",
       "..           ...  ...                             ...\n",
       "610          NaN  ...                             NaN\n",
       "611          NaN  ...                             NaN\n",
       "612          NaN  ...                             NaN\n",
       "613          NaN  ...                             NaN\n",
       "614          NaN  ...                             NaN\n",
       "\n",
       "[615 rows x 53 columns]"
      ]
     },
     "execution_count": 182,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# depth reference features\n",
    "\n",
    "train_depth_ref = train[['Depth_SS(m)', 'TD (ft)',  'td_0', 'TD_0', 'TD_1', 'TD_2', 'TD_3', 'TD_4', 'TD_5', 'TD_6', 'TD_7', 'TD_8', 'TD_9', 'TD_10', 'TD_11', 'TD_12',\n",
    " 'KB_0', 'KB_1', 'KB_2', 'KB_3', 'KB_4','KB_5', 'KB_6', 'KB_7', 'KB_8', 'KB_9','KB_10', 'KB_11', 'KB_12', 'Elevation_0', 'ElevationDatum_0', \n",
    " 'Measured Depth (ft)_0', 'Measured Depth (ft)_1', 'Measured Depth (ft)_2', 'Measured Depth (ft)_3', 'Total Vertical Depth (ft)_0', 'Total Vertical Depth (ft)_1',\n",
    " 'Total Vertical Depth (ft)_2','Total Vertical Depth (ft)_3', 'Elevation_0.1', 'Elevation_1', 'Elevation_2', 'Elevation_3', 'Elevation(m above sea level)_0',\n",
    " 'Elevation Meters_0', 'ElevationDatum_0.1', 'TD meters_0', 'Measured Depth (ft)_0.1', 'Total Vertical Depth (ft)_0.1', 'Elevation_0.2', 'Elevation Drill Floor (ft)_0',\n",
    " 'Elevation Ground (ft)_0', 'Elevation Kelly Bushing (ft)_0']\n",
    "]\n",
    "\n",
    "train_depth_ref"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 456
    },
    "id": "Fb1FSRVvZXYL",
    "outputId": "91c49b06-5e88-49dd-ad85-cd6e84315748"
   },
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mud Wt_0</th>\n",
       "      <th>Mud Wt_1</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
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       "    <tr>\n",
       "      <th>2</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",
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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>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</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>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>...</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>9.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>611</th>\n",
       "      <td>9.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7320.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>612</th>\n",
       "      <td>9.7</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>11.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5002.0</td>\n",
       "      <td>11164.0</td>\n",
       "      <td>11169.0</td>\n",
       "      <td>14087.0</td>\n",
       "      <td>15700.0</td>\n",
       "      <td>16152.0</td>\n",
       "      <td>NaN</td>\n",
       "      <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>613</th>\n",
       "      <td>9.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7151.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</th>\n",
       "      <td>10.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4016.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Mud Wt_0  Mud Wt_1  ...  MW@Depth(KB)_11  MW@Depth(KB)_12\n",
       "0         NaN       NaN  ...              NaN              NaN\n",
       "1         NaN       NaN  ...              NaN              NaN\n",
       "2         NaN       NaN  ...              NaN              NaN\n",
       "3         NaN       NaN  ...              NaN              NaN\n",
       "4         NaN       NaN  ...              NaN              NaN\n",
       "..        ...       ...  ...              ...              ...\n",
       "610       9.8       NaN  ...              NaN              NaN\n",
       "611       9.4       NaN  ...              NaN              NaN\n",
       "612       9.7       9.0  ...              NaN              NaN\n",
       "613       9.3       NaN  ...              NaN              NaN\n",
       "614      10.3       NaN  ...              NaN              NaN\n",
       "\n",
       "[615 rows x 26 columns]"
      ]
     },
     "execution_count": 183,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mud Weight features\n",
    "train_mud_weight = train[['Mud Wt_0', 'Mud Wt_1', 'Mud Wt_2', 'Mud Wt_3', 'Mud Wt_4', 'Mud Wt_5', 'Mud Wt_6', 'Mud Wt_7', 'Mud Wt_8','Mud Wt_9', 'Mud Wt_10', 'Mud Wt_11', 'Mud Wt_12', 'MW@Depth(KB)_0', 'MW@Depth(KB)_1', 'MW@Depth(KB)_2', 'MW@Depth(KB)_3', 'MW@Depth(KB)_4', 'MW@Depth(KB)_5', 'MW@Depth(KB)_6', 'MW@Depth(KB)_7', 'MW@Depth(KB)_8','MW@Depth(KB)_9', 'MW@Depth(KB)_10', 'MW@Depth(KB)_11', 'MW@Depth(KB)_12']]\n",
    "train_mud_weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507
    },
    "id": "46gGBzDaZu59",
    "outputId": "74e27e65-184a-463b-df8c-4d8654f51842"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Bottom_Hole_Location_X_0</th>\n",
       "      <th>Bottom_Hole_Location_Y_0</th>\n",
       "      <th>Elevation(f)_0</th>\n",
       "      <th>Elevation_Reference_0</th>\n",
       "      <th>Latitude_0</th>\n",
       "      <th>Longitude_0</th>\n",
       "      <th>Total_Depth(f)_0</th>\n",
       "      <th>X(f)_0</th>\n",
       "      <th>Y(f)_0</th>\n",
       "      <th>WGS84Latitude_0</th>\n",
       "      <th>WGS84Longitude_0</th>\n",
       "      <th>SurfLat_0</th>\n",
       "      <th>SurfLong_0</th>\n",
       "      <th>SurfaceLatitude_NAD83_0</th>\n",
       "      <th>SurfaceLongitude_NAD83_0</th>\n",
       "      <th>BottomLatitude_NAD83_0</th>\n",
       "      <th>BottomLongitude_NAD83_0</th>\n",
       "      <th>SurfaceLatitude_NAD27_0</th>\n",
       "      <th>SurfaceLongitude_NAD27_0</th>\n",
       "      <th>BottomLatitude_NAD27_0</th>\n",
       "      <th>BottomLongitude_NAD27_0</th>\n",
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       "      <th>Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0</th>\n",
       "      <th>SurfaceLatitude_NAD83_0.1</th>\n",
       "      <th>SurfaceLongitude_NAD83_0.1</th>\n",
       "      <th>BottomLatitude_NAD83_0.1</th>\n",
       "      <th>BottomLongitude_NAD83_0.1</th>\n",
       "      <th>SurfaceLatitude_NAD27_0.1</th>\n",
       "      <th>SurfaceLongitude_NAD27_0.1</th>\n",
       "      <th>BottomLatitude_NAD27_0.1</th>\n",
       "      <th>BottomLongitude_NAD27_0.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>506245.60</td>\n",
       "      <td>6097691.89</td>\n",
       "      <td>55.027981</td>\n",
       "      <td>-116.903553</td>\n",
       "      <td>55.027981</td>\n",
       "      <td>-116.903553</td>\n",
       "      <td>55.027981</td>\n",
       "      <td>-116.903553</td>\n",
       "      <td>55.027981</td>\n",
       "      <td>-116.903553</td>\n",
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       "    <tr>\n",
       "      <th>1</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>600487.16</td>\n",
       "      <td>6205637.53</td>\n",
       "      <td>55.987511</td>\n",
       "      <td>-115.390554</td>\n",
       "      <td>55.987511</td>\n",
       "      <td>-115.390554</td>\n",
       "      <td>55.987511</td>\n",
       "      <td>-115.390554</td>\n",
       "      <td>55.987511</td>\n",
       "      <td>-115.390554</td>\n",
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       "    <tr>\n",
       "      <th>2</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>760983.75</td>\n",
       "      <td>6009309.66</td>\n",
       "      <td>54.167413</td>\n",
       "      <td>-113.002674</td>\n",
       "      <td>54.167402</td>\n",
       "      <td>-113.002616</td>\n",
       "      <td>54.167413</td>\n",
       "      <td>-113.002674</td>\n",
       "      <td>54.167402</td>\n",
       "      <td>-113.002616</td>\n",
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       "    <tr>\n",
       "      <th>3</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>552047.78</td>\n",
       "      <td>6091428.82</td>\n",
       "      <td>54.969037</td>\n",
       "      <td>-116.188158</td>\n",
       "      <td>54.969037</td>\n",
       "      <td>-116.188158</td>\n",
       "      <td>54.969037</td>\n",
       "      <td>-116.188158</td>\n",
       "      <td>54.969037</td>\n",
       "      <td>-116.188158</td>\n",
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       "    <tr>\n",
       "      <th>4</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>674348.88</td>\n",
       "      <td>5851523.70</td>\n",
       "      <td>52.787328</td>\n",
       "      <td>-114.415621</td>\n",
       "      <td>52.787328</td>\n",
       "      <td>-114.415621</td>\n",
       "      <td>52.787328</td>\n",
       "      <td>-114.415621</td>\n",
       "      <td>52.787328</td>\n",
       "      <td>-114.415621</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",
       "      <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>610</th>\n",
       "      <td>2283567.03</td>\n",
       "      <td>452963.02</td>\n",
       "      <td>419.0</td>\n",
       "      <td>KB</td>\n",
       "      <td>29.076179</td>\n",
       "      <td>-98.112213</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2283567.03</td>\n",
       "      <td>452963.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.078411</td>\n",
       "      <td>-98.110357</td>\n",
       "      <td>29.078411</td>\n",
       "      <td>-98.110357</td>\n",
       "      <td>29.078164</td>\n",
       "      <td>-98.110072</td>\n",
       "      <td>29.078164</td>\n",
       "      <td>-98.110072</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>611</th>\n",
       "      <td>2263416.19</td>\n",
       "      <td>436635.76</td>\n",
       "      <td>431.0</td>\n",
       "      <td>KB</td>\n",
       "      <td>29.031679</td>\n",
       "      <td>-98.175659</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2263416.19</td>\n",
       "      <td>436635.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.032056</td>\n",
       "      <td>-98.174977</td>\n",
       "      <td>29.032057</td>\n",
       "      <td>-98.174977</td>\n",
       "      <td>29.031808</td>\n",
       "      <td>-98.174691</td>\n",
       "      <td>29.031808</td>\n",
       "      <td>-98.174691</td>\n",
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       "      <td>NaN</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>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>1819839.32</td>\n",
       "      <td>342884.06</td>\n",
       "      <td>748.0</td>\n",
       "      <td>KB</td>\n",
       "      <td>28.775181</td>\n",
       "      <td>-99.562393</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1819839.32</td>\n",
       "      <td>342884.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28.774927</td>\n",
       "      <td>-99.562068</td>\n",
       "      <td>28.774926</td>\n",
       "      <td>-99.562065</td>\n",
       "      <td>28.774672</td>\n",
       "      <td>-99.561743</td>\n",
       "      <td>28.774671</td>\n",
       "      <td>-99.561740</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>613</th>\n",
       "      <td>1678556.34</td>\n",
       "      <td>453171.98</td>\n",
       "      <td>741.0</td>\n",
       "      <td>KB</td>\n",
       "      <td>29.075911</td>\n",
       "      <td>-100.006371</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1678556.34</td>\n",
       "      <td>453171.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.077015</td>\n",
       "      <td>-100.006558</td>\n",
       "      <td>29.077015</td>\n",
       "      <td>-100.006558</td>\n",
       "      <td>29.076772</td>\n",
       "      <td>-100.006217</td>\n",
       "      <td>29.076772</td>\n",
       "      <td>-100.006217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</th>\n",
       "      <td>1812507.42</td>\n",
       "      <td>425263.32</td>\n",
       "      <td>769.0</td>\n",
       "      <td>KB</td>\n",
       "      <td>29.001660</td>\n",
       "      <td>-99.586570</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1812507.42</td>\n",
       "      <td>425263.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.001905</td>\n",
       "      <td>-99.586898</td>\n",
       "      <td>29.001905</td>\n",
       "      <td>-99.586898</td>\n",
       "      <td>29.001658</td>\n",
       "      <td>-99.586569</td>\n",
       "      <td>29.001658</td>\n",
       "      <td>-99.586569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Bottom_Hole_Location_X_0  ...  BottomLongitude_NAD27_0.1\n",
       "0                         NaN  ...                -116.903553\n",
       "1                         NaN  ...                -115.390554\n",
       "2                         NaN  ...                -113.002616\n",
       "3                         NaN  ...                -116.188158\n",
       "4                         NaN  ...                -114.415621\n",
       "..                        ...  ...                        ...\n",
       "610                2283567.03  ...                        NaN\n",
       "611                2263416.19  ...                        NaN\n",
       "612                1819839.32  ...                        NaN\n",
       "613                1678556.34  ...                        NaN\n",
       "614                1812507.42  ...                        NaN\n",
       "\n",
       "[615 rows x 31 columns]"
      ]
     },
     "execution_count": 186,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# geospatial features\n",
    "\n",
    "train_geospatial = train[[ 'Bottom_Hole_Location_X_0', 'Bottom_Hole_Location_Y_0', 'Elevation(f)_0', 'Elevation_Reference_0', 'Latitude_0', 'Longitude_0', 'Total_Depth(f)_0', 'X(f)_0', 'Y(f)_0',\n",
    "  'WGS84Latitude_0', 'WGS84Longitude_0', 'SurfLat_0', 'SurfLong_0', 'SurfaceLatitude_NAD83_0', 'SurfaceLongitude_NAD83_0', 'BottomLatitude_NAD83_0', 'BottomLongitude_NAD83_0',\n",
    " 'SurfaceLatitude_NAD27_0', 'SurfaceLongitude_NAD27_0', 'BottomLatitude_NAD27_0', 'BottomLongitude_NAD27_0', 'Bottom Hole Location X_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
    " 'Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0', 'SurfaceLatitude_NAD83_0.1', 'SurfaceLongitude_NAD83_0.1', 'BottomLatitude_NAD83_0.1', 'BottomLongitude_NAD83_0.1',\n",
    " 'SurfaceLatitude_NAD27_0.1', 'SurfaceLongitude_NAD27_0.1', 'BottomLatitude_NAD27_0.1', 'BottomLongitude_NAD27_0.1']]\n",
    "\n",
    "train_geospatial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 490
    },
    "id": "uvNt1rxzaLRH",
    "outputId": "021d001f-377b-478b-8e95-cc24bcbef4c5"
   },
   "outputs": [
    {
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       "      <td>NaN</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>293.98</td>\n",
       "      <td>223.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-129.94</td>\n",
       "      <td>-213.7</td>\n",
       "      <td>-461.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-919.8</td>\n",
       "      <td>-1164.7</td>\n",
       "      <td>-1279.7</td>\n",
       "      <td>-1557.30</td>\n",
       "      <td>-1602.2</td>\n",
       "      <td>-1744.9</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</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>618.6</td>\n",
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       "      <td>-374.6</td>\n",
       "      <td>-644.6</td>\n",
       "      <td>-786.21</td>\n",
       "      <td>-860.8</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1220.8</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>610</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>6475.83</td>\n",
       "      <td>6554.33</td>\n",
       "      <td>6696.17</td>\n",
       "      <td>6715.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6769.62</td>\n",
       "      <td>6845.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>4129.54</td>\n",
       "      <td>5294.67</td>\n",
       "      <td>5617.83</td>\n",
       "      <td>6184.30</td>\n",
       "      <td>6369.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6495.47</td>\n",
       "      <td>6623.00</td>\n",
       "      <td>6762.00</td>\n",
       "      <td>6824.22</td>\n",
       "      <td>7681.61</td>\n",
       "      <td>9832.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10457.63</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1365.00</td>\n",
       "      <td>1649.50</td>\n",
       "      <td>2721.59</td>\n",
       "      <td>2768.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2865.07</td>\n",
       "      <td>2949.23</td>\n",
       "      <td>3038.83</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2280.00</td>\n",
       "      <td>2565.33</td>\n",
       "      <td>2787.50</td>\n",
       "      <td>3308.09</td>\n",
       "      <td>3406.21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3492.50</td>\n",
       "      <td>3584.00</td>\n",
       "      <td>3691.00</td>\n",
       "      <td>3780.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     01_Wilcox_MD_ft_0  ...  17_Precambrian Basement (Surbiton)[SSTVD] (m)_0\n",
       "0                  NaN  ...                                              NaN\n",
       "1                  NaN  ...                                          -1078.4\n",
       "2                  NaN  ...                                              NaN\n",
       "3                  NaN  ...                                              NaN\n",
       "4                  NaN  ...                                              NaN\n",
       "..                 ...  ...                                              ...\n",
       "610                0.0  ...                                              NaN\n",
       "611                0.0  ...                                              NaN\n",
       "612                0.0  ...                                              NaN\n",
       "613                0.0  ...                                              NaN\n",
       "614                0.0  ...                                              NaN\n",
       "\n",
       "[615 rows x 36 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# formation features\n",
    "\n",
    "train_formation = train[['01_Wilcox_MD_ft_0', '02_Midway_MD_ft_0', '03_Navarro_MD_ft_0', '04_Taylor_MD_ft_0', '05_Anacacho_MD_ft_0', '06_Austin_Chalk_MD_ft_0', '07_Upper_Eagle_Ford_MD_ft_0', \n",
    " '08_Lower_Eagle_Ford_MD_ft_0', '09_Woodbine_MD_ft_0', '10_Maness_MD_ft_0', '11_Buda_MD_ft_0', '12_Del_Rio_MD_ft_0', '13_Georgetown_MD_ft_0', '14_Edwards_MD_ft_0', '15_Glen_Rose_MD_ft_0',\n",
    " '16_Pearsal_MD_ft_0', '17_James_Cow_Creek_MD_ft_0', '18_Sligo_MD_ft_0', '19_Cotton_Valley_MD_ft_0',\n",
    " '01_Battle (Surbiton)[SSTVD] (m)_0', '02_Lea_Park (Surbiton)[SSTVD] (m)_0', '03_1st_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', '04_2nd_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', \n",
    " '05_Fish_scales (Surbiton)[SSTVD] (m)_0', '06_Mannville_Top (Surbiton)[SSTVD] (m)_0', '07_Ostracod_Beds (Surbiton)[SSTVD] (m)_0', '08_Jurassic_Top (Surbiton)[SSTVD] (m)_0', \n",
    " '09_Montney_Top (Surbiton)[SSTVD] (m)_0', '10_Permian_Top (Surbiton)[SSTVD] (m)_0', '11_Wabamun (Surbiton)[SSTVD] (m)_0', '12_Winterburn (Surbiton)[SSTVD] (m)_0',\n",
    " '13_Woodbend (Surbiton)[SSTVD] (m)_0', '14_Duvernay_Top (Surbiton)[SSTVD] (m)_0', '15_Beaverhill (Surbiton)[SSTVD] (m)_0', '16_Elk_Point (Surbiton)[SSTVD] (m)_0', '17_Precambrian Basement (Surbiton)[SSTVD] (m)_0']]\n",
    "\n",
    "train_formation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 626
    },
    "id": "gbqeAvpTbKgV",
    "outputId": "cfb9b1f7-08a8-47ab-a08a-caf2c5e0a2f3"
   },
   "outputs": [
    {
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>1985-11-26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1985-12-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-07-03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-05-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>611</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986-09-18</td>\n",
       "      <td>1986-09-18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1988-02-01</td>\n",
       "      <td>1986-09-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-12-01</td>\n",
       "      <td>1990-12-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>1987-03-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>1986-10-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-08-01</td>\n",
       "      <td>1986-09-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>612</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1968-07-04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>613</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1980-02-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1980-02-05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</th>\n",
       "      <td>2006-05-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006-06-15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Spud Date_0 Spud Date_1  ... First Production Date_0 Last Production Month_0.1\n",
       "0           NaN         NaN  ...                     NaN                       NaN\n",
       "1           NaN         NaN  ...              1992-05-22                1992-08-01\n",
       "2           NaN         NaN  ...                     NaN                       NaN\n",
       "3           NaN         NaN  ...                     NaN                       NaN\n",
       "4           NaN         NaN  ...                     NaN                       NaN\n",
       "..          ...         ...  ...                     ...                       ...\n",
       "610  1985-11-26         NaN  ...                     NaN                       NaN\n",
       "611         NaN         NaN  ...                     NaN                       NaN\n",
       "612         NaN         NaN  ...                     NaN                       NaN\n",
       "613         NaN         NaN  ...                     NaN                       NaN\n",
       "614  2006-05-30         NaN  ...                     NaN                       NaN\n",
       "\n",
       "[615 rows x 46 columns]"
      ]
     },
     "execution_count": 189,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time features\n",
    "\n",
    "train_time = train[['Spud Date_0', 'Spud Date_1', 'Spud Date_2', 'Spud Date_3', 'Completion Date_0', 'Completion Date_1', 'Completion Date_2','Completion Date_3', \n",
    " 'First Production Month_0', 'First Production Month_1', 'First Production Month_2', 'First Production Month_3', 'Plug Date_0', 'Plug Date_1', 'Plug Date_2', 'Plug Date_3',\n",
    " 'TD Date_0', 'TD Date_1', 'TD Date_2', 'TD Date_3', 'Drilling Days_0', 'Drilling Days_1', 'Drilling Days_2', 'Drilling Days_3', 'Last Production Month_0', 'Last Production Month_1', \n",
    " 'Last Production Month_2', 'Last Production Month_3', 'Gas Maximum Date_0', 'Gas Maximum Date_1','Gas Maximum Date_2', 'Gas Maximum Date_3', 'Oil Maximum Date_0', 'Oil Maximum Date_1',\n",
    " 'Oil Maximum Date_2', 'Oil Maximum Date_3', 'Water Maximum Date_0', 'Water Maximum Date_1', 'Water Maximum Date_2','Water Maximum Date_3', 'Spud Date_0.1',\n",
    " 'Completion Date_0.1', 'First Production Month_0.1', 'Plug Date_0.1', 'First Production Date_0', 'Last Production Month_0.1']]\n",
    "\n",
    "train_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507
    },
    "id": "r2vza5o6bbi-",
    "outputId": "cfd03901-a5a7-417b-e1da-4f2de2a0641c"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Oil Total Cum (bbl)_0</th>\n",
       "      <th>Oil Total Cum (bbl)_1</th>\n",
       "      <th>Oil Total Cum (bbl)_2</th>\n",
       "      <th>Oil Total Cum (bbl)_3</th>\n",
       "      <th>Gas Total Cum (mcf)_0</th>\n",
       "      <th>Gas Total Cum (mcf)_1</th>\n",
       "      <th>Gas Total Cum (mcf)_2</th>\n",
       "      <th>Gas Total Cum (mcf)_3</th>\n",
       "      <th>Water Total Cum (bbl)_0</th>\n",
       "      <th>Water Total Cum (bbl)_1</th>\n",
       "      <th>Water Total Cum (bbl)_2</th>\n",
       "      <th>Water Total Cum (bbl)_3</th>\n",
       "      <th>GOR Total Average_0</th>\n",
       "      <th>GOR Total Average_1</th>\n",
       "      <th>GOR Total Average_2</th>\n",
       "      <th>GOR Total Average_3</th>\n",
       "      <th>Gas Maximum (mcf)_0</th>\n",
       "      <th>Gas Maximum (mcf)_1</th>\n",
       "      <th>Gas Maximum (mcf)_2</th>\n",
       "      <th>Gas Maximum (mcf)_3</th>\n",
       "      <th>Oil Maximum (bbl)_0</th>\n",
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       "      <th>Oil Maximum (bbl)_3</th>\n",
       "      <th>Water Maximum (bbl)_0</th>\n",
       "      <th>Water Maximum (bbl)_1</th>\n",
       "      <th>Water Maximum (bbl)_2</th>\n",
       "      <th>Water Maximum (bbl)_3</th>\n",
       "      <th>Liquid Injection Cum (bbl)_0</th>\n",
       "      <th>Liquid Injection Cum (bbl)_1</th>\n",
       "      <th>Liquid Injection Cum (bbl)_2</th>\n",
       "      <th>Liquid Injection Cum (bbl)_3</th>\n",
       "      <th>Gas Injection Cum (mcf)_0</th>\n",
       "      <th>Gas Injection Cum (mcf)_1</th>\n",
       "      <th>Gas Injection Cum (mcf)_2</th>\n",
       "      <th>Gas Injection Cum (mcf)_3</th>\n",
       "      <th>Oil Total Cum (bbl)_0.1</th>\n",
       "      <th>Gas Total Cum (mcf)_0.1</th>\n",
       "      <th>Water Total Cum (bbl)_0.1</th>\n",
       "      <th>GOR Total Average_0.1</th>\n",
       "      <th>Gas Maximum (mcf)_0.1</th>\n",
       "      <th>Gas Maximum Date_0.1</th>\n",
       "      <th>Oil Maximum (bbl)_0.1</th>\n",
       "      <th>Oil Maximum Date_0.1</th>\n",
       "      <th>Water Maximum (bbl)_0.1</th>\n",
       "      <th>Water Maximum Date_0.1</th>\n",
       "      <th>Yield Total Average_0</th>\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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3422.286</td>\n",
       "      <td>2722.761</td>\n",
       "      <td>390.597</td>\n",
       "      <td>795.597</td>\n",
       "      <td>1084.16</td>\n",
       "      <td>1992-07-01</td>\n",
       "      <td>1639.125</td>\n",
       "      <td>1992-05-01</td>\n",
       "      <td>351.6</td>\n",
       "      <td>1992-05-01</td>\n",
       "      <td>1256.918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>4</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>...</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>463.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.799</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>278.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>611</th>\n",
       "      <td>29479.885</td>\n",
       "      <td>61184.932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1825.519</td>\n",
       "      <td>24097.217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27306.577</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.924</td>\n",
       "      <td>393.842</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.001</td>\n",
       "      <td>1476.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>827.184</td>\n",
       "      <td>3276.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2757.006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>612</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>613</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>614</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <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>615 rows × 47 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Oil Total Cum (bbl)_0  ...  Yield Total Average_0\n",
       "0                      NaN  ...                    NaN\n",
       "1                      NaN  ...               1256.918\n",
       "2                      NaN  ...                    NaN\n",
       "3                      NaN  ...                    NaN\n",
       "4                      NaN  ...                    NaN\n",
       "..                     ...  ...                    ...\n",
       "610                463.000  ...                    NaN\n",
       "611              29479.885  ...                    NaN\n",
       "612                    NaN  ...                    NaN\n",
       "613                    NaN  ...                    NaN\n",
       "614                    NaN  ...                    NaN\n",
       "\n",
       "[615 rows x 47 columns]"
      ]
     },
     "execution_count": 190,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fluid production features\n",
    "\n",
    "train_prod = train[['Oil Total Cum (bbl)_0', 'Oil Total Cum (bbl)_1', 'Oil Total Cum (bbl)_2', 'Oil Total Cum (bbl)_3', 'Gas Total Cum (mcf)_0', 'Gas Total Cum (mcf)_1', 'Gas Total Cum (mcf)_2', \n",
    " 'Gas Total Cum (mcf)_3', 'Water Total Cum (bbl)_0', 'Water Total Cum (bbl)_1', 'Water Total Cum (bbl)_2', 'Water Total Cum (bbl)_3', 'GOR Total Average_0', 'GOR Total Average_1',\n",
    " 'GOR Total Average_2', 'GOR Total Average_3','Gas Maximum (mcf)_0', 'Gas Maximum (mcf)_1', 'Gas Maximum (mcf)_2', 'Gas Maximum (mcf)_3',  'Oil Maximum (bbl)_0', 'Oil Maximum (bbl)_1', 'Oil Maximum (bbl)_2', 'Oil Maximum (bbl)_3', \n",
    " 'Water Maximum (bbl)_0', 'Water Maximum (bbl)_1', 'Water Maximum (bbl)_2', 'Water Maximum (bbl)_3', 'Liquid Injection Cum (bbl)_0', 'Liquid Injection Cum (bbl)_1', 'Liquid Injection Cum (bbl)_2', 'Liquid Injection Cum (bbl)_3', 'Gas Injection Cum (mcf)_0', 'Gas Injection Cum (mcf)_1',\n",
    " 'Gas Injection Cum (mcf)_2', 'Gas Injection Cum (mcf)_3', 'Oil Total Cum (bbl)_0.1', 'Gas Total Cum (mcf)_0.1', 'Water Total Cum (bbl)_0.1', 'GOR Total Average_0.1',  'Gas Maximum (mcf)_0.1',\n",
    " 'Gas Maximum Date_0.1', 'Oil Maximum (bbl)_0.1', 'Oil Maximum Date_0.1', 'Water Maximum (bbl)_0.1', 'Water Maximum Date_0.1', 'Yield Total Average_0']]\n",
    "\n",
    "train_prod"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 439
    },
    "id": "1MRwxVEUbnGX",
    "outputId": "84b8d4a3-b28a-45db-dee2-c7e93e991a43"
   },
   "outputs": [
    {
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       "      <th>20400.0_GRWS</th>\n",
       "      <th>20700.0_GRWS</th>\n",
       "      <th>21000.0_GRWS</th>\n",
       "      <th>21300.0_GRWS</th>\n",
       "      <th>21600.0_GRWS</th>\n",
       "      <th>21900.0_GRWS</th>\n",
       "      <th>22200.0_GRWS</th>\n",
       "      <th>22500.0_GRWS</th>\n",
       "      <th>22800.0_GRWS</th>\n",
       "      <th>23100.0_GRWS</th>\n",
       "      <th>23400.0_GRWS</th>\n",
       "      <th>23700.0_GRWS</th>\n",
       "      <th>24000.0_GRWS</th>\n",
       "      <th>Set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</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",
       "      <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",
       "      <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",
       "      <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>610</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Cleaned</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106.3212</td>\n",
       "      <td>103.271</td>\n",
       "      <td>74.5335</td>\n",
       "      <td>74.5323</td>\n",
       "      <td>113.7866</td>\n",
       "      <td>93.3697</td>\n",
       "      <td>64.7058</td>\n",
       "      <td>29.4856</td>\n",
       "      <td>44.5568</td>\n",
       "      <td>120.0706</td>\n",
       "      <td>23.7728</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Training</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>615 rows × 82 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     LogType  300.0_GRWS  600.0_GRWS  ...  23700.0_GRWS  24000.0_GRWS       Set\n",
       "0        NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "1        NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "2        NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "3        NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "4        NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "..       ...         ...         ...  ...           ...           ...       ...\n",
       "610      NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "611      NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "612      NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "613      NaN         NaN         NaN  ...           NaN           NaN  Training\n",
       "614  Cleaned         NaN         NaN  ...           NaN           NaN  Training\n",
       "\n",
       "[615 rows x 82 columns]"
      ]
     },
     "execution_count": 191,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# well logs features: GR\n",
    "\n",
    "train_well_log = train[['LogType', '300.0_GRWS', '600.0_GRWS', '900.0_GRWS','1200.0_GRWS', '1500.0_GRWS', '1800.0_GRWS', '2100.0_GRWS','2400.0_GRWS', '2700.0_GRWS','3000.0_GRWS', '3300.0_GRWS', '3600.0_GRWS',\n",
    " '3900.0_GRWS','4200.0_GRWS','4500.0_GRWS', '4800.0_GRWS', '5100.0_GRWS', '5400.0_GRWS', '5700.0_GRWS', '6000.0_GRWS', '6300.0_GRWS','6600.0_GRWS', '6900.0_GRWS', '7200.0_GRWS',\n",
    "  '7500.0_GRWS', '7800.0_GRWS', '8100.0_GRWS', '8400.0_GRWS','8700.0_GRWS', '9000.0_GRWS','9300.0_GRWS','9600.0_GRWS','9900.0_GRWS', '10200.0_GRWS','10500.0_GRWS', '10800.0_GRWS',\n",
    "  '11100.0_GRWS', '11400.0_GRWS','11700.0_GRWS','12000.0_GRWS', '12300.0_GRWS', '12600.0_GRWS', '12900.0_GRWS', '13200.0_GRWS','13500.0_GRWS','13800.0_GRWS', '14100.0_GRWS',\n",
    " '14400.0_GRWS', '14700.0_GRWS','15000.0_GRWS', '15300.0_GRWS', '15600.0_GRWS', '15900.0_GRWS', '16200.0_GRWS','16500.0_GRWS', '16800.0_GRWS', '17100.0_GRWS','17400.0_GRWS', '17700.0_GRWS',\n",
    " '18000.0_GRWS', '18300.0_GRWS', '18600.0_GRWS','18900.0_GRWS','19200.0_GRWS', '19500.0_GRWS', '19800.0_GRWS','20100.0_GRWS', '20400.0_GRWS', '20700.0_GRWS', '21000.0_GRWS',\n",
    " '21300.0_GRWS', '21600.0_GRWS', '21900.0_GRWS','22200.0_GRWS','22500.0_GRWS','22800.0_GRWS', '23100.0_GRWS', '23400.0_GRWS','23700.0_GRWS','24000.0_GRWS', 'Set']]\n",
    "\n",
    "train_well_log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "id": "tzHyZ9gvWHil"
   },
   "outputs": [],
   "source": [
    "# create new train dataframe from the re-ordered lists of features\n",
    "\n",
    "train = train[['Unnamed: 0_x',  'Unnamed: 0_y', 'Unnamed: 1',\n",
    " \n",
    " 'UWI',  'Well_Id', 'WellName','Field',  'Basin',\n",
    "\n",
    " 'BHT', 'TrueTemp',\n",
    "\n",
    " 'Depth_SS(m)', 'TD (ft)',  'td_0', 'TD_0', 'TD_1', 'TD_2', 'TD_3', 'TD_4', 'TD_5', 'TD_6', 'TD_7', 'TD_8', 'TD_9', 'TD_10', 'TD_11', 'TD_12',\n",
    " 'KB_0', 'KB_1', 'KB_2', 'KB_3', 'KB_4','KB_5', 'KB_6', 'KB_7', 'KB_8', 'KB_9','KB_10', 'KB_11', 'KB_12', 'Elevation_0', 'ElevationDatum_0', \n",
    " 'Measured Depth (ft)_0', 'Measured Depth (ft)_1', 'Measured Depth (ft)_2', 'Measured Depth (ft)_3', 'Total Vertical Depth (ft)_0', 'Total Vertical Depth (ft)_1',\n",
    " 'Total Vertical Depth (ft)_2','Total Vertical Depth (ft)_3', 'Elevation_0.1', 'Elevation_1', 'Elevation_2', 'Elevation_3', 'Elevation(m above sea level)_0',\n",
    " 'Elevation Meters_0', 'ElevationDatum_0.1', 'TD meters_0', 'Measured Depth (ft)_0.1', 'Total Vertical Depth (ft)_0.1', 'Elevation_0.2', 'Elevation Drill Floor (ft)_0',\n",
    " 'Elevation Ground (ft)_0', 'Elevation Kelly Bushing (ft)_0',\n",
    "\n",
    " 'Mud Wt_0', 'Mud Wt_1', 'Mud Wt_2', 'Mud Wt_3', 'Mud Wt_4', 'Mud Wt_5', 'Mud Wt_6', 'Mud Wt_7', 'Mud Wt_8','Mud Wt_9', 'Mud Wt_10', 'Mud Wt_11', 'Mud Wt_12',\n",
    " 'MW@Depth(KB)_0', 'MW@Depth(KB)_1', 'MW@Depth(KB)_2', 'MW@Depth(KB)_3', 'MW@Depth(KB)_4', 'MW@Depth(KB)_5', 'MW@Depth(KB)_6', 'MW@Depth(KB)_7', 'MW@Depth(KB)_8', \n",
    " 'MW@Depth(KB)_9', 'MW@Depth(KB)_10', 'MW@Depth(KB)_11', 'MW@Depth(KB)_12',\n",
    "\n",
    " 'Bottom_Hole_Location_X_0', 'Bottom_Hole_Location_Y_0', 'Elevation(f)_0', 'Elevation_Reference_0', 'Latitude_0', 'Longitude_0', 'Total_Depth(f)_0', 'X(f)_0', 'Y(f)_0',\n",
    "  'WGS84Latitude_0', 'WGS84Longitude_0', 'SurfLat_0', 'SurfLong_0', 'SurfaceLatitude_NAD83_0', 'SurfaceLongitude_NAD83_0', 'BottomLatitude_NAD83_0', 'BottomLongitude_NAD83_0',\n",
    " 'SurfaceLatitude_NAD27_0', 'SurfaceLongitude_NAD27_0', 'BottomLatitude_NAD27_0', 'BottomLongitude_NAD27_0', 'Bottom Hole Location X_m_NAD27_Zone 11N (120 W to 114 W)_0',\n",
    " 'Bottom Hole Location Y_m_NAD27_Zone 11N (120 W to 114 W)_0', 'SurfaceLatitude_NAD83_0.1', 'SurfaceLongitude_NAD83_0.1', 'BottomLatitude_NAD83_0.1', 'BottomLongitude_NAD83_0.1',\n",
    " 'SurfaceLatitude_NAD27_0.1', 'SurfaceLongitude_NAD27_0.1', 'BottomLatitude_NAD27_0.1', 'BottomLongitude_NAD27_0.1',\n",
    "\n",
    " '01_Wilcox_MD_ft_0', '02_Midway_MD_ft_0', '03_Navarro_MD_ft_0', '04_Taylor_MD_ft_0', '05_Anacacho_MD_ft_0', '06_Austin_Chalk_MD_ft_0', '07_Upper_Eagle_Ford_MD_ft_0', \n",
    " '08_Lower_Eagle_Ford_MD_ft_0', '09_Woodbine_MD_ft_0', '10_Maness_MD_ft_0', '11_Buda_MD_ft_0', '12_Del_Rio_MD_ft_0', '13_Georgetown_MD_ft_0', '14_Edwards_MD_ft_0', '15_Glen_Rose_MD_ft_0',\n",
    " '16_Pearsal_MD_ft_0', '17_James_Cow_Creek_MD_ft_0', '18_Sligo_MD_ft_0', '19_Cotton_Valley_MD_ft_0',\n",
    " '01_Battle (Surbiton)[SSTVD] (m)_0', '02_Lea_Park (Surbiton)[SSTVD] (m)_0', '03_1st_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', '04_2nd_White_Speckled_Shale (Surbiton)[SSTVD] (m)_0', \n",
    " '05_Fish_scales (Surbiton)[SSTVD] (m)_0', '06_Mannville_Top (Surbiton)[SSTVD] (m)_0', '07_Ostracod_Beds (Surbiton)[SSTVD] (m)_0', '08_Jurassic_Top (Surbiton)[SSTVD] (m)_0', \n",
    " '09_Montney_Top (Surbiton)[SSTVD] (m)_0', '10_Permian_Top (Surbiton)[SSTVD] (m)_0', '11_Wabamun (Surbiton)[SSTVD] (m)_0', '12_Winterburn (Surbiton)[SSTVD] (m)_0',\n",
    " '13_Woodbend (Surbiton)[SSTVD] (m)_0', '14_Duvernay_Top (Surbiton)[SSTVD] (m)_0', '15_Beaverhill (Surbiton)[SSTVD] (m)_0', '16_Elk_Point (Surbiton)[SSTVD] (m)_0', '17_Precambrian Basement (Surbiton)[SSTVD] (m)_0',\n",
    "\n",
    " 'Spud Date_0', 'Spud Date_1', 'Spud Date_2', 'Spud Date_3', 'Completion Date_0', 'Completion Date_1', 'Completion Date_2','Completion Date_3', \n",
    " 'First Production Month_0', 'First Production Month_1', 'First Production Month_2', 'First Production Month_3', 'Plug Date_0', 'Plug Date_1', 'Plug Date_2', 'Plug Date_3',\n",
    " 'TD Date_0', 'TD Date_1', 'TD Date_2', 'TD Date_3', 'Drilling Days_0', 'Drilling Days_1', 'Drilling Days_2', 'Drilling Days_3', 'Last Production Month_0', 'Last Production Month_1', \n",
    " 'Last Production Month_2', 'Last Production Month_3', 'Gas Maximum Date_0', 'Gas Maximum Date_1','Gas Maximum Date_2', 'Gas Maximum Date_3', 'Oil Maximum Date_0', 'Oil Maximum Date_1',\n",
    " 'Oil Maximum Date_2', 'Oil Maximum Date_3', 'Water Maximum Date_0', 'Water Maximum Date_1', 'Water Maximum Date_2','Water Maximum Date_3', 'Spud Date_0.1',\n",
    " 'Completion Date_0.1', 'First Production Month_0.1', 'Plug Date_0.1', 'First Production Date_0', 'Last Production Month_0.1',\n",
    "\n",
    " 'Oil Total Cum (bbl)_0', 'Oil Total Cum (bbl)_1', 'Oil Total Cum (bbl)_2', 'Oil Total Cum (bbl)_3', 'Gas Total Cum (mcf)_0', 'Gas Total Cum (mcf)_1', 'Gas Total Cum (mcf)_2', \n",
    " 'Gas Total Cum (mcf)_3', 'Water Total Cum (bbl)_0', 'Water Total Cum (bbl)_1', 'Water Total Cum (bbl)_2', 'Water Total Cum (bbl)_3', 'GOR Total Average_0', 'GOR Total Average_1',\n",
    " 'GOR Total Average_2', 'GOR Total Average_3','Gas Maximum (mcf)_0', 'Gas Maximum (mcf)_1', 'Gas Maximum (mcf)_2', 'Gas Maximum (mcf)_3',  'Oil Maximum (bbl)_0', 'Oil Maximum (bbl)_1', 'Oil Maximum (bbl)_2', 'Oil Maximum (bbl)_3', \n",
    " 'Water Maximum (bbl)_0', 'Water Maximum (bbl)_1', 'Water Maximum (bbl)_2', 'Water Maximum (bbl)_3', 'Liquid Injection Cum (bbl)_0', 'Liquid Injection Cum (bbl)_1', 'Liquid Injection Cum (bbl)_2', 'Liquid Injection Cum (bbl)_3', 'Gas Injection Cum (mcf)_0', 'Gas Injection Cum (mcf)_1',\n",
    " 'Gas Injection Cum (mcf)_2', 'Gas Injection Cum (mcf)_3', 'Oil Total Cum (bbl)_0.1', 'Gas Total Cum (mcf)_0.1', 'Water Total Cum (bbl)_0.1', 'GOR Total Average_0.1',  'Gas Maximum (mcf)_0.1',\n",
    " 'Gas Maximum Date_0.1', 'Oil Maximum (bbl)_0.1', 'Oil Maximum Date_0.1', 'Water Maximum (bbl)_0.1', 'Water Maximum Date_0.1', 'Yield Total Average_0',\n",
    " \n",
    " 'LogType', '300.0_GRWS', '600.0_GRWS', '900.0_GRWS','1200.0_GRWS', '1500.0_GRWS', '1800.0_GRWS', '2100.0_GRWS','2400.0_GRWS', '2700.0_GRWS','3000.0_GRWS', '3300.0_GRWS', '3600.0_GRWS',\n",
    " '3900.0_GRWS','4200.0_GRWS','4500.0_GRWS', '4800.0_GRWS', '5100.0_GRWS', '5400.0_GRWS', '5700.0_GRWS', '6000.0_GRWS', '6300.0_GRWS','6600.0_GRWS', '6900.0_GRWS', '7200.0_GRWS',\n",
    "  '7500.0_GRWS', '7800.0_GRWS', '8100.0_GRWS', '8400.0_GRWS','8700.0_GRWS', '9000.0_GRWS','9300.0_GRWS','9600.0_GRWS','9900.0_GRWS', '10200.0_GRWS','10500.0_GRWS', '10800.0_GRWS',\n",
    "  '11100.0_GRWS', '11400.0_GRWS','11700.0_GRWS','12000.0_GRWS', '12300.0_GRWS', '12600.0_GRWS', '12900.0_GRWS', '13200.0_GRWS','13500.0_GRWS','13800.0_GRWS', '14100.0_GRWS',\n",
    " '14400.0_GRWS', '14700.0_GRWS','15000.0_GRWS', '15300.0_GRWS', '15600.0_GRWS', '15900.0_GRWS', '16200.0_GRWS','16500.0_GRWS', '16800.0_GRWS', '17100.0_GRWS','17400.0_GRWS', '17700.0_GRWS',\n",
    " '18000.0_GRWS', '18300.0_GRWS', '18600.0_GRWS','18900.0_GRWS','19200.0_GRWS', '19500.0_GRWS', '19800.0_GRWS','20100.0_GRWS', '20400.0_GRWS', '20700.0_GRWS', '21000.0_GRWS',\n",
    " '21300.0_GRWS', '21600.0_GRWS', '21900.0_GRWS','22200.0_GRWS','22500.0_GRWS','22800.0_GRWS', '23100.0_GRWS', '23400.0_GRWS','23700.0_GRWS','24000.0_GRWS', 'Set']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 270
    },
    "id": "0y0YCRcfXsz3",
    "outputId": "7fb3ccf1-0f05-41b6-a6d2-9aa644b2c71c"
   },
   "outputs": [
    {
     "data": {
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       "      <th>KB_1</th>\n",
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       "      <th>21300.0_GRWS</th>\n",
       "      <th>21600.0_GRWS</th>\n",
       "      <th>21900.0_GRWS</th>\n",
       "      <th>22200.0_GRWS</th>\n",
       "      <th>22500.0_GRWS</th>\n",
       "      <th>22800.0_GRWS</th>\n",
       "      <th>23100.0_GRWS</th>\n",
       "      <th>23400.0_GRWS</th>\n",
       "      <th>23700.0_GRWS</th>\n",
       "      <th>24000.0_GRWS</th>\n",
       "      <th>Set</th>\n",
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       "      <td>39.07</td>\n",
       "      <td>171.9</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Training</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "   Unnamed: 0_x  Unnamed: 0_y  Unnamed: 1  ... 23700.0_GRWS 24000.0_GRWS       Set\n",
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       "\n",
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