Hackerearth-Reduce-Marketing-Waste/reduce_marketing_waste_NN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "accessible-smart",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 50000)\n",
    "import numpy as np\n",
    "import csv\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "functional-election",
   "metadata": {},
   "outputs": [],
   "source": [
    "def log1p(vec):\n",
    "    return np.log1p(abs(vec))\n",
    "\n",
    "def expm1(x):\n",
    "    return np.expm1(x)\n",
    "\n",
    "def clipExp(vec):\n",
    "    return np.clip(expm1(vec), 0, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "critical-remark",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Lead_name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Date_of_creation</th>\n",
       "      <th>Pitch</th>\n",
       "      <th>Contact_no</th>\n",
       "      <th>Lead_revenue</th>\n",
       "      <th>Fund_category</th>\n",
       "      <th>Geography</th>\n",
       "      <th>Location</th>\n",
       "      <th>POC_name</th>\n",
       "      <th>Designation</th>\n",
       "      <th>Lead_POC_email</th>\n",
       "      <th>Hiring_candidate_role</th>\n",
       "      <th>Lead_source</th>\n",
       "      <th>Level_of_meeting</th>\n",
       "      <th>Last_lead_update</th>\n",
       "      <th>Internal_POC</th>\n",
       "      <th>Resource</th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Success_probability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleM5DZY</td>\n",
       "      <td>Davis, Perkins and Bishop Inc</td>\n",
       "      <td>Restaurants</td>\n",
       "      <td>320506$</td>\n",
       "      <td>2067263.7$</td>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>607.447.7883</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 2</td>\n",
       "      <td>USA</td>\n",
       "      <td>Killeen-Temple, TX</td>\n",
       "      <td>Charlene Werner</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>charlenewerner@davis.com</td>\n",
       "      <td>Community pharmacist</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 3</td>\n",
       "      <td>No track</td>\n",
       "      <td>Davis,Sharrice A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>73.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TitleKIW18</td>\n",
       "      <td>Bender PLC LLC</td>\n",
       "      <td>Construction Services</td>\n",
       "      <td>39488$</td>\n",
       "      <td>240876.8$</td>\n",
       "      <td>2019-07-10</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>892-938-9493</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>India</td>\n",
       "      <td>Ratlam</td>\n",
       "      <td>rakhi</td>\n",
       "      <td>Chairman/CEO/President</td>\n",
       "      <td>terrylogan@bender.com</td>\n",
       "      <td>Recruitment consultant</td>\n",
       "      <td>Others</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>Brown,Maxine A</td>\n",
       "      <td>No</td>\n",
       "      <td>5</td>\n",
       "      <td>58.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleFXSDN</td>\n",
       "      <td>Carter-Henry and Sons</td>\n",
       "      <td>Hospitals/Clinics</td>\n",
       "      <td>359392$</td>\n",
       "      <td>2407926.4$</td>\n",
       "      <td>2019-07-27</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>538.748.2271</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>USA</td>\n",
       "      <td>Albany-Schenectady-Troy, NY</td>\n",
       "      <td>Ariel Hamilton</td>\n",
       "      <td>SVP/General Counsel</td>\n",
       "      <td>arielhamilton@carterhenry.com</td>\n",
       "      <td>Health service manager</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>?</td>\n",
       "      <td>Georgakopoulos,Vasilios T</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>68.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitlePSK4Y</td>\n",
       "      <td>Garcia Ltd Ltd</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>76774$</td>\n",
       "      <td>468321.4$</td>\n",
       "      <td>2021-01-30</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>(692)052-1389x75188</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>USA</td>\n",
       "      <td>Mount Vernon-Anacortes, WA</td>\n",
       "      <td>Erin Wilson</td>\n",
       "      <td>CEO/Co-Founder/Chairman</td>\n",
       "      <td>erinwilson@garcia.com</td>\n",
       "      <td>Therapist, speech and language</td>\n",
       "      <td>Contact Email</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>Brown,Maxine A</td>\n",
       "      <td>We have all the requirements</td>\n",
       "      <td>1</td>\n",
       "      <td>64.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Title904GV</td>\n",
       "      <td>Lee and Sons PLC</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>483896$</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>001-878-814-6134x015</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>India</td>\n",
       "      <td>Shimoga</td>\n",
       "      <td>kavita</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>mr.christopher@lee.com</td>\n",
       "      <td>Media planner</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Up-to-date</td>\n",
       "      <td>Thomas,Lori E</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>62.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title                      Lead_name               Industry  \\\n",
       "0  TitleM5DZY  Davis, Perkins and Bishop Inc            Restaurants   \n",
       "1  TitleKIW18                 Bender PLC LLC  Construction Services   \n",
       "2  TitleFXSDN          Carter-Henry and Sons      Hospitals/Clinics   \n",
       "3  TitlePSK4Y                 Garcia Ltd Ltd            Real Estate   \n",
       "4  Title904GV               Lee and Sons PLC     Financial Services   \n",
       "\n",
       "  Deal_value Weighted_amount Date_of_creation      Pitch  \\\n",
       "0    320506$      2067263.7$       2020-03-29  Product_2   \n",
       "1     39488$       240876.8$       2019-07-10  Product_2   \n",
       "2    359392$      2407926.4$       2019-07-27  Product_1   \n",
       "3     76774$       468321.4$       2021-01-30  Product_2   \n",
       "4    483896$             NaN       2019-05-22  Product_2   \n",
       "\n",
       "             Contact_no             Lead_revenue Fund_category Geography  \\\n",
       "0          607.447.7883         50 - 100 Million    Category 2       USA   \n",
       "1          892-938-9493  500 Million - 1 Billion    Category 4     India   \n",
       "2          538.748.2271  500 Million - 1 Billion    Category 4       USA   \n",
       "3   (692)052-1389x75188  500 Million - 1 Billion    Category 3       USA   \n",
       "4  001-878-814-6134x015         50 - 100 Million    Category 3     India   \n",
       "\n",
       "                      Location         POC_name               Designation  \\\n",
       "0           Killeen-Temple, TX  Charlene Werner  Executive Vice President   \n",
       "1                       Ratlam            rakhi    Chairman/CEO/President   \n",
       "2  Albany-Schenectady-Troy, NY   Ariel Hamilton      SVP/General Counsel    \n",
       "3   Mount Vernon-Anacortes, WA      Erin Wilson   CEO/Co-Founder/Chairman   \n",
       "4                      Shimoga           kavita  Executive Vice President   \n",
       "\n",
       "                  Lead_POC_email           Hiring_candidate_role  \\\n",
       "0       charlenewerner@davis.com            Community pharmacist   \n",
       "1          terrylogan@bender.com          Recruitment consultant   \n",
       "2  arielhamilton@carterhenry.com          Health service manager   \n",
       "3          erinwilson@garcia.com  Therapist, speech and language   \n",
       "4         mr.christopher@lee.com                   Media planner   \n",
       "\n",
       "       Lead_source Level_of_meeting                 Last_lead_update  \\\n",
       "0          Website          Level 3                         No track   \n",
       "1           Others          Level 1  Did not hear back after Level 1   \n",
       "2  Marketing Event          Level 1                                ?   \n",
       "3    Contact Email          Level 2  Did not hear back after Level 1   \n",
       "4          Website          Level 2                       Up-to-date   \n",
       "\n",
       "                Internal_POC                      Resource  Internal_rating  \\\n",
       "0           Davis,Sharrice A                           NaN                3   \n",
       "1             Brown,Maxine A                            No                5   \n",
       "2  Georgakopoulos,Vasilios T                            No                4   \n",
       "3             Brown,Maxine A  We have all the requirements                1   \n",
       "4              Thomas,Lori E                            No                4   \n",
       "\n",
       "   Success_probability  \n",
       "0                 73.6  \n",
       "1                 58.9  \n",
       "2                 68.8  \n",
       "3                 64.5  \n",
       "4                 62.4  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(filepath_or_buffer=\"./dataset/train.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "expressed-queensland",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Success_probability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7007.000000</td>\n",
       "      <td>7007.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.009562</td>\n",
       "      <td>64.745133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.418666</td>\n",
       "      <td>17.931635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>60.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>65.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>69.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>107.340000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Internal_rating  Success_probability\n",
       "count      7007.000000          7007.000000\n",
       "mean          3.009562            64.745133\n",
       "std           1.418666            17.931635\n",
       "min           1.000000            -5.000000\n",
       "25%           2.000000            60.600000\n",
       "50%           3.000000            65.300000\n",
       "75%           4.000000            69.600000\n",
       "max           5.000000           107.340000"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "english-morning",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Deal_title                object\n",
       "Lead_name                 object\n",
       "Industry                  object\n",
       "Deal_value                object\n",
       "Weighted_amount           object\n",
       "Date_of_creation          object\n",
       "Pitch                     object\n",
       "Contact_no                object\n",
       "Lead_revenue              object\n",
       "Fund_category             object\n",
       "Geography                 object\n",
       "Location                  object\n",
       "POC_name                  object\n",
       "Designation               object\n",
       "Lead_POC_email            object\n",
       "Hiring_candidate_role     object\n",
       "Lead_source               object\n",
       "Level_of_meeting          object\n",
       "Last_lead_update          object\n",
       "Internal_POC              object\n",
       "Resource                  object\n",
       "Internal_rating            int64\n",
       "Success_probability      float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "strategic-accused",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dropInitialRedundantFeatures(df):\n",
    "    redundantColumns = [\"Lead_name\",\"Contact_no\",\"Location\",\"POC_name\",\"Lead_POC_email\",\"Internal_POC\"]\n",
    "    df = df.drop(redundantColumns,axis=1)\n",
    "    return df\n",
    "df = dropInitialRedundantFeatures(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "satisfactory-afternoon",
   "metadata": {},
   "outputs": [],
   "source": [
    "def handleDesignation(df):\n",
    "    \n",
    "    def myDesignationPreProcess(designation):\n",
    "        \n",
    "        if designation == \"Chief Executive Officer\":\n",
    "            return \"CEO\"\n",
    "        elif designation == \"Chairman/CEO/President\":\n",
    "            return \"CEO/Chairman/President\"\n",
    "        else:\n",
    "            return designation\n",
    "    \n",
    "    df[\"Designation\"] = df.apply(lambda row : myDesignationPreProcess(row[\"Designation\"]),axis=1)\n",
    "    \n",
    "    return df\n",
    "df = handleDesignation(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "approved-guide",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Date_of_creation</th>\n",
       "      <th>Pitch</th>\n",
       "      <th>Lead_revenue</th>\n",
       "      <th>Fund_category</th>\n",
       "      <th>Geography</th>\n",
       "      <th>Designation</th>\n",
       "      <th>Hiring_candidate_role</th>\n",
       "      <th>Lead_source</th>\n",
       "      <th>Level_of_meeting</th>\n",
       "      <th>Last_lead_update</th>\n",
       "      <th>Resource</th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Success_probability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleM5DZY</td>\n",
       "      <td>Restaurants</td>\n",
       "      <td>320506$</td>\n",
       "      <td>2067263.7$</td>\n",
       "      <td>2020-03-29</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 2</td>\n",
       "      <td>USA</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>commun</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 3</td>\n",
       "      <td>No track</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>73.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TitleKIW18</td>\n",
       "      <td>Construction Services</td>\n",
       "      <td>39488$</td>\n",
       "      <td>240876.8$</td>\n",
       "      <td>2019-07-10</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>India</td>\n",
       "      <td>CEO/Chairman/President</td>\n",
       "      <td>consult</td>\n",
       "      <td>Others</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>No</td>\n",
       "      <td>5</td>\n",
       "      <td>58.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleFXSDN</td>\n",
       "      <td>Hospitals/Clinics</td>\n",
       "      <td>359392$</td>\n",
       "      <td>2407926.4$</td>\n",
       "      <td>2019-07-27</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>USA</td>\n",
       "      <td>SVP/General Counsel</td>\n",
       "      <td>health</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>68.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitlePSK4Y</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>76774$</td>\n",
       "      <td>468321.4$</td>\n",
       "      <td>2021-01-30</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>USA</td>\n",
       "      <td>CEO/Co-Founder/Chairman</td>\n",
       "      <td>therapist</td>\n",
       "      <td>Contact Email</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>We have all the requirements</td>\n",
       "      <td>1</td>\n",
       "      <td>64.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Title904GV</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>483896$</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-05-22</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>India</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>planner</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Up-to-date</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>62.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title               Industry Deal_value Weighted_amount  \\\n",
       "0  TitleM5DZY            Restaurants    320506$      2067263.7$   \n",
       "1  TitleKIW18  Construction Services     39488$       240876.8$   \n",
       "2  TitleFXSDN      Hospitals/Clinics    359392$      2407926.4$   \n",
       "3  TitlePSK4Y            Real Estate     76774$       468321.4$   \n",
       "4  Title904GV     Financial Services    483896$             NaN   \n",
       "\n",
       "  Date_of_creation      Pitch             Lead_revenue Fund_category  \\\n",
       "0       2020-03-29  Product_2         50 - 100 Million    Category 2   \n",
       "1       2019-07-10  Product_2  500 Million - 1 Billion    Category 4   \n",
       "2       2019-07-27  Product_1  500 Million - 1 Billion    Category 4   \n",
       "3       2021-01-30  Product_2  500 Million - 1 Billion    Category 3   \n",
       "4       2019-05-22  Product_2         50 - 100 Million    Category 3   \n",
       "\n",
       "  Geography               Designation Hiring_candidate_role      Lead_source  \\\n",
       "0       USA  Executive Vice President                commun          Website   \n",
       "1     India    CEO/Chairman/President               consult           Others   \n",
       "2       USA      SVP/General Counsel                 health  Marketing Event   \n",
       "3       USA   CEO/Co-Founder/Chairman             therapist    Contact Email   \n",
       "4     India  Executive Vice President               planner          Website   \n",
       "\n",
       "  Level_of_meeting                 Last_lead_update  \\\n",
       "0          Level 3                         No track   \n",
       "1          Level 1  Did not hear back after Level 1   \n",
       "2          Level 1                                ?   \n",
       "3          Level 2  Did not hear back after Level 1   \n",
       "4          Level 2                       Up-to-date   \n",
       "\n",
       "                       Resource  Internal_rating  Success_probability  \n",
       "0                           NaN                3                 73.6  \n",
       "1                            No                5                 58.9  \n",
       "2                            No                4                 68.8  \n",
       "3  We have all the requirements                1                 64.5  \n",
       "4                            No                4                 62.4  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from unidecode import unidecode\n",
    "import string\n",
    "from nltk.stem import PorterStemmer\n",
    "\n",
    "    \n",
    "corpus = \"\"\n",
    "\n",
    "for ind in df.index:\n",
    "    currentRowValue = df.loc[ind,\"Hiring_candidate_role\"]\n",
    "    if len(currentRowValue.split(\" \")) > 1:\n",
    "        currentRowValue = currentRowValue.lower().replace(\"manager\",\"\")\n",
    "        currentRowValue = currentRowValue.lower().replace(\"officer\",\"\")\n",
    "        currentRowValue = currentRowValue.lower().replace(\"engineer\",\"\")\n",
    "\n",
    "    corpus = corpus + \" \"+ currentRowValue\n",
    "\n",
    "def preProcessCorpus(hiringCandidateString):\n",
    "\n",
    "    hiringCandidateString = hiringCandidateString.lower()\n",
    "\n",
    "    hiringCandidateString = hiringCandidateString.replace(\"/\",\" \")\n",
    "    hiringCandidateString = hiringCandidateString.replace(\"'s\",\"\")\n",
    "\n",
    "    # collecting a list of stop words from nltk and punctuation form\n",
    "    # string class and create single array.\n",
    "    stopset = stopwords.words('english') + list(string.punctuation)\n",
    "    # remove stop words and punctuations from string.\n",
    "    # word_tokenize is used to tokenize the input corpus in word tokens.\n",
    "    hiringCandidateString = \" \".join([i for i in word_tokenize(hiringCandidateString) if i not in stopset])\n",
    "    # remove non-ascii characters\n",
    "    hiringCandidateString = unidecode(hiringCandidateString)\n",
    "\n",
    "    ps = PorterStemmer()\n",
    "    stringList = [ps.stem(tok) for tok in word_tokenize(hiringCandidateString)]\n",
    "    hiringCandidateString = ' '.join(stringList)\n",
    "\n",
    "    return hiringCandidateString\n",
    "\n",
    "corpus = preProcessCorpus(corpus)\n",
    "\n",
    "original_list = word_tokenize(corpus)\n",
    "\n",
    "def hiringCandidateRoleHandling(df):\n",
    "\n",
    "    \n",
    "    def getFrequency(processedWord, dictionaryList):\n",
    "        try:\n",
    "            frequencyOfWord = pd.Series(dictionaryList).value_counts()[processedWord]\n",
    "            return frequencyOfWord\n",
    "        except:\n",
    "            return 0\n",
    "        \n",
    "    def getHighestFrequencyWord(processedSentence):\n",
    "        \n",
    "        tokens = word_tokenize(processedSentence)\n",
    "        \n",
    "        tokFrequencyList = []\n",
    "        for tok in tokens:\n",
    "            tokFrequency = getFrequency(tok,original_list)\n",
    "            tokFrequencyList.append(tokFrequency)\n",
    "            \n",
    "        highestFrequencyIndex = tokFrequencyList.index(max(tokFrequencyList))\n",
    "        \n",
    "        return tokens[highestFrequencyIndex]\n",
    "        \n",
    "    \n",
    "    def getGeneralRole(rowValue):\n",
    "        \n",
    "        rowValue = preProcessCorpus(rowValue)\n",
    "        \n",
    "        return getHighestFrequencyWord(rowValue)\n",
    "        \n",
    "        \n",
    "    df[\"Hiring_candidate_role\"] = df.apply(lambda row : getGeneralRole(row[\"Hiring_candidate_role\"]),axis=1)\n",
    "    \n",
    "    return df\n",
    "df = hiringCandidateRoleHandling(df)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "juvenile-affiliate",
   "metadata": {},
   "outputs": [],
   "source": [
    "def handleAmountColumns(df):\n",
    "    \n",
    "    def myAmountPreProcess(amount):\n",
    "        if not pd.isnull(amount) or not pd.isna(amount):\n",
    "            amount = amount.replace(\"$\", \"\")\n",
    "            \n",
    "        return amount\n",
    "        \n",
    "    df[\"Deal_value\"] = df.apply(lambda row : myAmountPreProcess(row[\"Deal_value\"]),axis=1)\n",
    "    \n",
    "    df[\"Weighted_amount\"] = df.apply(lambda row : myAmountPreProcess(row[\"Weighted_amount\"]),axis=1)\n",
    "    \n",
    "    \n",
    "    df[\"Deal_value\"] = pd.to_numeric(df[\"Deal_value\"])\n",
    "    df[\"Weighted_amount\"] = pd.to_numeric(df[\"Weighted_amount\"])\n",
    "    \n",
    "    df[\"Deal_value\"] = df[\"Deal_value\"].fillna(df[\"Deal_value\"].median())\n",
    "    df[\"Weighted_amount\"] = df[\"Weighted_amount\"].fillna(df[\"Weighted_amount\"].median())\n",
    "    \n",
    "    return df\n",
    "df = handleAmountColumns(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "substantial-excellence",
   "metadata": {},
   "outputs": [],
   "source": [
    "def handleDatesColumns(df):\n",
    "    \n",
    "    df['Date_of_creation']  = pd.to_datetime(df['Date_of_creation'],format=\"%Y-%m-%d\")\n",
    "    \n",
    "    df[\"creation_year\"] = df[\"Date_of_creation\"].dt.year\n",
    "    \n",
    "    df = df.drop([\"Date_of_creation\"],axis=1)\n",
    "    \n",
    "    return df\n",
    "\n",
    "df = handleDatesColumns(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "combined-supplement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Pitch</th>\n",
       "      <th>Lead_revenue</th>\n",
       "      <th>Fund_category</th>\n",
       "      <th>Geography</th>\n",
       "      <th>Designation</th>\n",
       "      <th>Hiring_candidate_role</th>\n",
       "      <th>Lead_source</th>\n",
       "      <th>Level_of_meeting</th>\n",
       "      <th>Last_lead_update</th>\n",
       "      <th>Resource</th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Success_probability</th>\n",
       "      <th>creation_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleM5DZY</td>\n",
       "      <td>Restaurants</td>\n",
       "      <td>320506.0</td>\n",
       "      <td>2067263.70</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 2</td>\n",
       "      <td>USA</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>commun</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 3</td>\n",
       "      <td>No track</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>73.6</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TitleKIW18</td>\n",
       "      <td>Construction Services</td>\n",
       "      <td>39488.0</td>\n",
       "      <td>240876.80</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>India</td>\n",
       "      <td>CEO/Chairman/President</td>\n",
       "      <td>consult</td>\n",
       "      <td>Others</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>No</td>\n",
       "      <td>5</td>\n",
       "      <td>58.9</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleFXSDN</td>\n",
       "      <td>Hospitals/Clinics</td>\n",
       "      <td>359392.0</td>\n",
       "      <td>2407926.40</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>USA</td>\n",
       "      <td>SVP/General Counsel</td>\n",
       "      <td>health</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>?</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>68.8</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitlePSK4Y</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>76774.0</td>\n",
       "      <td>468321.40</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>USA</td>\n",
       "      <td>CEO/Co-Founder/Chairman</td>\n",
       "      <td>therapist</td>\n",
       "      <td>Contact Email</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>We have all the requirements</td>\n",
       "      <td>1</td>\n",
       "      <td>64.5</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Title904GV</td>\n",
       "      <td>Financial Services</td>\n",
       "      <td>483896.0</td>\n",
       "      <td>1548238.95</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>50 - 100 Million</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>India</td>\n",
       "      <td>Executive Vice President</td>\n",
       "      <td>planner</td>\n",
       "      <td>Website</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Up-to-date</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>62.4</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title               Industry  Deal_value  Weighted_amount      Pitch  \\\n",
       "0  TitleM5DZY            Restaurants    320506.0       2067263.70  Product_2   \n",
       "1  TitleKIW18  Construction Services     39488.0        240876.80  Product_2   \n",
       "2  TitleFXSDN      Hospitals/Clinics    359392.0       2407926.40  Product_1   \n",
       "3  TitlePSK4Y            Real Estate     76774.0        468321.40  Product_2   \n",
       "4  Title904GV     Financial Services    483896.0       1548238.95  Product_2   \n",
       "\n",
       "              Lead_revenue Fund_category Geography               Designation  \\\n",
       "0         50 - 100 Million    Category 2       USA  Executive Vice President   \n",
       "1  500 Million - 1 Billion    Category 4     India    CEO/Chairman/President   \n",
       "2  500 Million - 1 Billion    Category 4       USA      SVP/General Counsel    \n",
       "3  500 Million - 1 Billion    Category 3       USA   CEO/Co-Founder/Chairman   \n",
       "4         50 - 100 Million    Category 3     India  Executive Vice President   \n",
       "\n",
       "  Hiring_candidate_role      Lead_source Level_of_meeting  \\\n",
       "0                commun          Website          Level 3   \n",
       "1               consult           Others          Level 1   \n",
       "2                health  Marketing Event          Level 1   \n",
       "3             therapist    Contact Email          Level 2   \n",
       "4               planner          Website          Level 2   \n",
       "\n",
       "                  Last_lead_update                      Resource  \\\n",
       "0                         No track                           NaN   \n",
       "1  Did not hear back after Level 1                            No   \n",
       "2                                ?                            No   \n",
       "3  Did not hear back after Level 1  We have all the requirements   \n",
       "4                       Up-to-date                            No   \n",
       "\n",
       "   Internal_rating  Success_probability  creation_year  \n",
       "0                3                 73.6           2020  \n",
       "1                5                 58.9           2019  \n",
       "2                4                 68.8           2019  \n",
       "3                1                 64.5           2021  \n",
       "4                4                 62.4           2019  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "amino-valley",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7007 entries, 0 to 7006\n",
      "Data columns (total 17 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   Deal_title             7007 non-null   object \n",
      " 1   Industry               7006 non-null   object \n",
      " 2   Deal_value             7007 non-null   float64\n",
      " 3   Weighted_amount        7007 non-null   float64\n",
      " 4   Pitch                  7007 non-null   object \n",
      " 5   Lead_revenue           7007 non-null   object \n",
      " 6   Fund_category          7007 non-null   object \n",
      " 7   Geography              6035 non-null   object \n",
      " 8   Designation            7007 non-null   object \n",
      " 9   Hiring_candidate_role  7007 non-null   object \n",
      " 10  Lead_source            7007 non-null   object \n",
      " 11  Level_of_meeting       7007 non-null   object \n",
      " 12  Last_lead_update       6374 non-null   object \n",
      " 13  Resource               6858 non-null   object \n",
      " 14  Internal_rating        7007 non-null   int64  \n",
      " 15  Success_probability    7007 non-null   float64\n",
      " 16  creation_year          7007 non-null   int64  \n",
      "dtypes: float64(3), int64(2), object(12)\n",
      "memory usage: 930.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "allied-stereo",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Banks                        1480\n",
      "Insurance                     439\n",
      "Financial Services            397\n",
      "Real Estate                   209\n",
      "Investment Bank/Brokerage     200\n",
      "                             ... \n",
      "Hardware Consulting             1\n",
      "Newspapers                      1\n",
      "Auto Dealers                    1\n",
      "Multimedia Hardware             1\n",
      "Speech Recognition              1\n",
      "Name: Industry, Length: 171, dtype: int64\n",
      "--------------------------------------------------\n",
      "Product_1    3504\n",
      "Product_2    3503\n",
      "Name: Pitch, dtype: int64\n",
      "--------------------------------------------------\n",
      "500 Million - 1 Billion    2377\n",
      "100 - 500 Million          2351\n",
      "50 - 100 Million           2279\n",
      "Name: Lead_revenue, dtype: int64\n",
      "--------------------------------------------------\n",
      "Category 3    1791\n",
      "Category 2    1785\n",
      "Category 1    1745\n",
      "Category 4    1686\n",
      "Name: Fund_category, dtype: int64\n",
      "--------------------------------------------------\n",
      "USA      3061\n",
      "India    2974\n",
      "Name: Geography, dtype: int64\n",
      "--------------------------------------------------\n",
      "Marketing Event    1824\n",
      "Contact Email      1746\n",
      "Others             1737\n",
      "Website            1700\n",
      "Name: Lead_source, dtype: int64\n",
      "--------------------------------------------------\n",
      "Level 1    2409\n",
      "Level 3    2319\n",
      "Level 2    2279\n",
      "Name: Level_of_meeting, dtype: int64\n",
      "--------------------------------------------------\n",
      "Following up but lead not responding    627\n",
      "Up-to-date                              623\n",
      "more than a month                       605\n",
      "No track                                601\n",
      "?                                       585\n",
      "5 days back                             564\n",
      "2 days back                             559\n",
      "More than 2 weeks                       556\n",
      "More than a week back                   554\n",
      "Did not hear back after Level 1         553\n",
      "Pending                                 547\n",
      "Name: Last_lead_update, dtype: int64\n",
      "--------------------------------------------------\n",
      "No                              1179\n",
      "We have all the requirements    1160\n",
      "Not enough                      1145\n",
      "Deliverable                     1131\n",
      "Yes                             1130\n",
      "Cannot deliver                  1113\n",
      "Name: Resource, dtype: int64\n",
      "--------------------------------------------------\n",
      "CEO/Chairman/President                                               1423\n",
      "CEO                                                                  1413\n",
      "Executive Vice President                                              731\n",
      "CEO/Co-Founder/Chairman                                               700\n",
      "SVP/General Counsel                                                   698\n",
      "Chairman/Chief Innovation Officer                                     688\n",
      "Vice President / GM (04-present) : VP Sales and Marketing (01-04)     678\n",
      "CEO/President                                                         676\n",
      "Name: Designation, dtype: int64\n",
      "--------------------------------------------------\n",
      "manag             390\n",
      "design            308\n",
      "scientist         275\n",
      "surveyor          235\n",
      "educ              222\n",
      "                 ... \n",
      "environment         6\n",
      "copi                6\n",
      "microbiologist      5\n",
      "herbalist           5\n",
      "affair              3\n",
      "Name: Hiring_candidate_role, Length: 215, dtype: int64\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "print(df[\"Industry\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Pitch\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Lead_revenue\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Fund_category\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Geography\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Lead_source\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Level_of_meeting\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Last_lead_update\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Resource\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Designation\"].value_counts())\n",
    "print(\"-\"*50)\n",
    "\n",
    "print(df[\"Hiring_candidate_role\"].value_counts())\n",
    "print(\"-\"*50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bound-employment",
   "metadata": {},
   "outputs": [],
   "source": [
    "def handleMissingValues(df):\n",
    "    \n",
    "    df[\"Industry\"] = df[\"Industry\"].fillna(df[\"Industry\"].mode()[0]) # most occurred value\n",
    "    \n",
    "    df[\"Resource\"] = df[\"Resource\"].fillna(df[\"Resource\"].mode()[0]) # most occurred value\n",
    "    \n",
    "    df[\"Last_lead_update\"] = df[\"Last_lead_update\"].fillna(df[\"Last_lead_update\"].mode()[0]) # most occurred value\n",
    "        \n",
    "    df[\"Geography\"] = df[\"Geography\"].fillna(df[\"Geography\"].mode()[0]) # most occurred value\n",
    "    \n",
    "    return df\n",
    "df = handleMissingValues(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "systematic-grain",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Deal_title               0\n",
       "Industry                 0\n",
       "Deal_value               0\n",
       "Weighted_amount          0\n",
       "Pitch                    0\n",
       "Lead_revenue             0\n",
       "Fund_category            0\n",
       "Geography                0\n",
       "Designation              0\n",
       "Hiring_candidate_role    0\n",
       "Lead_source              0\n",
       "Level_of_meeting         0\n",
       "Last_lead_update         0\n",
       "Resource                 0\n",
       "Internal_rating          0\n",
       "Success_probability      0\n",
       "creation_year            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "infinite-complaint",
   "metadata": {},
   "outputs": [],
   "source": [
    "# def labelEncoding(df, onlyTransform: False, label_object = {}):\n",
    "#     categorical_columns = [\n",
    "#         'Industry',\n",
    "#         'Lead_revenue',\n",
    "#         'Last_lead_update'\n",
    "#     ]\n",
    "#     for col in categorical_columns:\n",
    "#         labelencoder = None\n",
    "#         if onlyTransform is False:\n",
    "#             labelencoder = LabelEncoder()\n",
    "#             labelencoder.fit(df[col])\n",
    "#             label_object[col] = labelencoder\n",
    "#         else:\n",
    "#             labelencoder = label_object[col]\n",
    "            \n",
    "#         df[col] = labelencoder.transform(df[col])\n",
    "#     return df, label_object\n",
    "\n",
    "# df, label_object = labelEncoding(df, onlyTransform= False, label_object= {})\n",
    "# df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "smooth-insurance",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Success_probability</th>\n",
       "      <th>Industry_0</th>\n",
       "      <th>Industry_1</th>\n",
       "      <th>Industry_2</th>\n",
       "      <th>Industry_3</th>\n",
       "      <th>Industry_4</th>\n",
       "      <th>Industry_5</th>\n",
       "      <th>Industry_6</th>\n",
       "      <th>Industry_7</th>\n",
       "      <th>Industry_8</th>\n",
       "      <th>Industry_9</th>\n",
       "      <th>Industry_10</th>\n",
       "      <th>Industry_11</th>\n",
       "      <th>Industry_12</th>\n",
       "      <th>Industry_13</th>\n",
       "      <th>Industry_14</th>\n",
       "      <th>Industry_15</th>\n",
       "      <th>Industry_16</th>\n",
       "      <th>Industry_17</th>\n",
       "      <th>Industry_18</th>\n",
       "      <th>Industry_19</th>\n",
       "      <th>Industry_20</th>\n",
       "      <th>Industry_21</th>\n",
       "      <th>Industry_22</th>\n",
       "      <th>Industry_23</th>\n",
       "      <th>Industry_24</th>\n",
       "      <th>Industry_25</th>\n",
       "      <th>Industry_26</th>\n",
       "      <th>Industry_27</th>\n",
       "      <th>Industry_28</th>\n",
       "      <th>Industry_29</th>\n",
       "      <th>Industry_30</th>\n",
       "      <th>Industry_31</th>\n",
       "      <th>Industry_32</th>\n",
       "      <th>Industry_33</th>\n",
       "      <th>Industry_34</th>\n",
       "      <th>Industry_35</th>\n",
       "      <th>Industry_36</th>\n",
       "      <th>Industry_37</th>\n",
       "      <th>Industry_38</th>\n",
       "      <th>Industry_39</th>\n",
       "      <th>Industry_40</th>\n",
       "      <th>Industry_41</th>\n",
       "      <th>Industry_42</th>\n",
       "      <th>Industry_43</th>\n",
       "      <th>Industry_44</th>\n",
       "      <th>Industry_45</th>\n",
       "      <th>Industry_46</th>\n",
       "      <th>Industry_47</th>\n",
       "      <th>Industry_48</th>\n",
       "      <th>Industry_49</th>\n",
       "      <th>Industry_50</th>\n",
       "      <th>Industry_51</th>\n",
       "      <th>Industry_52</th>\n",
       "      <th>Industry_53</th>\n",
       "      <th>Industry_54</th>\n",
       "      <th>Industry_55</th>\n",
       "      <th>Industry_56</th>\n",
       "      <th>Industry_57</th>\n",
       "      <th>Industry_58</th>\n",
       "      <th>Industry_59</th>\n",
       "      <th>Industry_60</th>\n",
       "      <th>Industry_61</th>\n",
       "      <th>Industry_62</th>\n",
       "      <th>Industry_63</th>\n",
       "      <th>Industry_64</th>\n",
       "      <th>Industry_65</th>\n",
       "      <th>Industry_66</th>\n",
       "      <th>Industry_67</th>\n",
       "      <th>Industry_68</th>\n",
       "      <th>Industry_69</th>\n",
       "      <th>Industry_70</th>\n",
       "      <th>Industry_71</th>\n",
       "      <th>Industry_72</th>\n",
       "      <th>Industry_73</th>\n",
       "      <th>Industry_74</th>\n",
       "      <th>Industry_75</th>\n",
       "      <th>Industry_76</th>\n",
       "      <th>Industry_77</th>\n",
       "      <th>Industry_78</th>\n",
       "      <th>Industry_79</th>\n",
       "      <th>Industry_80</th>\n",
       "      <th>Industry_81</th>\n",
       "      <th>Industry_82</th>\n",
       "      <th>Industry_83</th>\n",
       "      <th>Industry_84</th>\n",
       "      <th>Industry_85</th>\n",
       "      <th>Industry_86</th>\n",
       "      <th>Industry_87</th>\n",
       "      <th>Industry_88</th>\n",
       "      <th>Industry_89</th>\n",
       "      <th>Industry_90</th>\n",
       "      <th>Industry_91</th>\n",
       "      <th>Industry_92</th>\n",
       "      <th>Industry_93</th>\n",
       "      <th>Industry_94</th>\n",
       "      <th>Industry_95</th>\n",
       "      <th>Industry_96</th>\n",
       "      <th>Industry_97</th>\n",
       "      <th>Industry_98</th>\n",
       "      <th>Industry_99</th>\n",
       "      <th>Industry_100</th>\n",
       "      <th>Industry_101</th>\n",
       "      <th>Industry_102</th>\n",
       "      <th>Industry_103</th>\n",
       "      <th>Industry_104</th>\n",
       "      <th>Industry_105</th>\n",
       "      <th>Industry_106</th>\n",
       "      <th>Industry_107</th>\n",
       "      <th>Industry_108</th>\n",
       "      <th>Industry_109</th>\n",
       "      <th>Industry_110</th>\n",
       "      <th>Industry_111</th>\n",
       "      <th>Industry_112</th>\n",
       "      <th>Industry_113</th>\n",
       "      <th>Industry_114</th>\n",
       "      <th>Industry_115</th>\n",
       "      <th>Industry_116</th>\n",
       "      <th>Industry_117</th>\n",
       "      <th>Industry_118</th>\n",
       "      <th>Industry_119</th>\n",
       "      <th>Industry_120</th>\n",
       "      <th>Industry_121</th>\n",
       "      <th>Industry_122</th>\n",
       "      <th>Industry_123</th>\n",
       "      <th>Industry_124</th>\n",
       "      <th>Industry_125</th>\n",
       "      <th>Industry_126</th>\n",
       "      <th>Industry_127</th>\n",
       "      <th>Industry_128</th>\n",
       "      <th>Industry_129</th>\n",
       "      <th>Industry_130</th>\n",
       "      <th>Industry_131</th>\n",
       "      <th>Industry_132</th>\n",
       "      <th>Industry_133</th>\n",
       "      <th>Industry_134</th>\n",
       "      <th>Industry_135</th>\n",
       "      <th>Industry_136</th>\n",
       "      <th>Industry_137</th>\n",
       "      <th>Industry_138</th>\n",
       "      <th>Industry_139</th>\n",
       "      <th>Industry_140</th>\n",
       "      <th>Industry_141</th>\n",
       "      <th>Industry_142</th>\n",
       "      <th>Industry_143</th>\n",
       "      <th>Industry_144</th>\n",
       "      <th>Industry_145</th>\n",
       "      <th>Industry_146</th>\n",
       "      <th>Industry_147</th>\n",
       "      <th>Industry_148</th>\n",
       "      <th>Industry_149</th>\n",
       "      <th>Industry_150</th>\n",
       "      <th>Industry_151</th>\n",
       "      <th>Industry_152</th>\n",
       "      <th>Industry_153</th>\n",
       "      <th>Industry_154</th>\n",
       "      <th>Industry_155</th>\n",
       "      <th>Industry_156</th>\n",
       "      <th>Industry_157</th>\n",
       "      <th>Industry_158</th>\n",
       "      <th>Industry_159</th>\n",
       "      <th>Industry_160</th>\n",
       "      <th>Industry_161</th>\n",
       "      <th>Industry_162</th>\n",
       "      <th>Industry_163</th>\n",
       "      <th>Industry_164</th>\n",
       "      <th>Industry_165</th>\n",
       "      <th>Industry_166</th>\n",
       "      <th>Industry_167</th>\n",
       "      <th>Industry_168</th>\n",
       "      <th>Industry_169</th>\n",
       "      <th>Industry_170</th>\n",
       "      <th>Pitch_0</th>\n",
       "      <th>Pitch_1</th>\n",
       "      <th>Lead_revenue_0</th>\n",
       "      <th>Lead_revenue_1</th>\n",
       "      <th>Lead_revenue_2</th>\n",
       "      <th>Fund_category_0</th>\n",
       "      <th>Fund_category_1</th>\n",
       "      <th>Fund_category_2</th>\n",
       "      <th>Fund_category_3</th>\n",
       "      <th>Geography_0</th>\n",
       "      <th>Geography_1</th>\n",
       "      <th>Lead_source_0</th>\n",
       "      <th>Lead_source_1</th>\n",
       "      <th>Lead_source_2</th>\n",
       "      <th>Lead_source_3</th>\n",
       "      <th>Level_of_meeting_0</th>\n",
       "      <th>Level_of_meeting_1</th>\n",
       "      <th>Level_of_meeting_2</th>\n",
       "      <th>Last_lead_update_0</th>\n",
       "      <th>Last_lead_update_1</th>\n",
       "      <th>Last_lead_update_2</th>\n",
       "      <th>Last_lead_update_3</th>\n",
       "      <th>Last_lead_update_4</th>\n",
       "      <th>Last_lead_update_5</th>\n",
       "      <th>Last_lead_update_6</th>\n",
       "      <th>Last_lead_update_7</th>\n",
       "      <th>Last_lead_update_8</th>\n",
       "      <th>Last_lead_update_9</th>\n",
       "      <th>Last_lead_update_10</th>\n",
       "      <th>Resource_0</th>\n",
       "      <th>Resource_1</th>\n",
       "      <th>Resource_2</th>\n",
       "      <th>Resource_3</th>\n",
       "      <th>Resource_4</th>\n",
       "      <th>Resource_5</th>\n",
       "      <th>Designation_0</th>\n",
       "      <th>Designation_1</th>\n",
       "      <th>Designation_2</th>\n",
       "      <th>Designation_3</th>\n",
       "      <th>Designation_4</th>\n",
       "      <th>Designation_5</th>\n",
       "      <th>Designation_6</th>\n",
       "      <th>Designation_7</th>\n",
       "      <th>Hiring_candidate_role_0</th>\n",
       "      <th>Hiring_candidate_role_1</th>\n",
       "      <th>Hiring_candidate_role_2</th>\n",
       "      <th>Hiring_candidate_role_3</th>\n",
       "      <th>Hiring_candidate_role_4</th>\n",
       "      <th>Hiring_candidate_role_5</th>\n",
       "      <th>Hiring_candidate_role_6</th>\n",
       "      <th>Hiring_candidate_role_7</th>\n",
       "      <th>Hiring_candidate_role_8</th>\n",
       "      <th>Hiring_candidate_role_9</th>\n",
       "      <th>Hiring_candidate_role_10</th>\n",
       "      <th>Hiring_candidate_role_11</th>\n",
       "      <th>Hiring_candidate_role_12</th>\n",
       "      <th>Hiring_candidate_role_13</th>\n",
       "      <th>Hiring_candidate_role_14</th>\n",
       "      <th>Hiring_candidate_role_15</th>\n",
       "      <th>Hiring_candidate_role_16</th>\n",
       "      <th>Hiring_candidate_role_17</th>\n",
       "      <th>Hiring_candidate_role_18</th>\n",
       "      <th>Hiring_candidate_role_19</th>\n",
       "      <th>Hiring_candidate_role_20</th>\n",
       "      <th>Hiring_candidate_role_21</th>\n",
       "      <th>Hiring_candidate_role_22</th>\n",
       "      <th>Hiring_candidate_role_23</th>\n",
       "      <th>Hiring_candidate_role_24</th>\n",
       "      <th>Hiring_candidate_role_25</th>\n",
       "      <th>Hiring_candidate_role_26</th>\n",
       "      <th>Hiring_candidate_role_27</th>\n",
       "      <th>Hiring_candidate_role_28</th>\n",
       "      <th>Hiring_candidate_role_29</th>\n",
       "      <th>Hiring_candidate_role_30</th>\n",
       "      <th>Hiring_candidate_role_31</th>\n",
       "      <th>Hiring_candidate_role_32</th>\n",
       "      <th>Hiring_candidate_role_33</th>\n",
       "      <th>Hiring_candidate_role_34</th>\n",
       "      <th>Hiring_candidate_role_35</th>\n",
       "      <th>Hiring_candidate_role_36</th>\n",
       "      <th>Hiring_candidate_role_37</th>\n",
       "      <th>Hiring_candidate_role_38</th>\n",
       "      <th>Hiring_candidate_role_39</th>\n",
       "      <th>Hiring_candidate_role_40</th>\n",
       "      <th>Hiring_candidate_role_41</th>\n",
       "      <th>Hiring_candidate_role_42</th>\n",
       "      <th>Hiring_candidate_role_43</th>\n",
       "      <th>Hiring_candidate_role_44</th>\n",
       "      <th>Hiring_candidate_role_45</th>\n",
       "      <th>Hiring_candidate_role_46</th>\n",
       "      <th>Hiring_candidate_role_47</th>\n",
       "      <th>Hiring_candidate_role_48</th>\n",
       "      <th>Hiring_candidate_role_49</th>\n",
       "      <th>Hiring_candidate_role_50</th>\n",
       "      <th>Hiring_candidate_role_51</th>\n",
       "      <th>Hiring_candidate_role_52</th>\n",
       "      <th>Hiring_candidate_role_53</th>\n",
       "      <th>Hiring_candidate_role_54</th>\n",
       "      <th>Hiring_candidate_role_55</th>\n",
       "      <th>Hiring_candidate_role_56</th>\n",
       "      <th>Hiring_candidate_role_57</th>\n",
       "      <th>Hiring_candidate_role_58</th>\n",
       "      <th>Hiring_candidate_role_59</th>\n",
       "      <th>Hiring_candidate_role_60</th>\n",
       "      <th>Hiring_candidate_role_61</th>\n",
       "      <th>Hiring_candidate_role_62</th>\n",
       "      <th>Hiring_candidate_role_63</th>\n",
       "      <th>Hiring_candidate_role_64</th>\n",
       "      <th>Hiring_candidate_role_65</th>\n",
       "      <th>Hiring_candidate_role_66</th>\n",
       "      <th>Hiring_candidate_role_67</th>\n",
       "      <th>Hiring_candidate_role_68</th>\n",
       "      <th>Hiring_candidate_role_69</th>\n",
       "      <th>Hiring_candidate_role_70</th>\n",
       "      <th>Hiring_candidate_role_71</th>\n",
       "      <th>Hiring_candidate_role_72</th>\n",
       "      <th>Hiring_candidate_role_73</th>\n",
       "      <th>Hiring_candidate_role_74</th>\n",
       "      <th>Hiring_candidate_role_75</th>\n",
       "      <th>Hiring_candidate_role_76</th>\n",
       "      <th>Hiring_candidate_role_77</th>\n",
       "      <th>Hiring_candidate_role_78</th>\n",
       "      <th>Hiring_candidate_role_79</th>\n",
       "      <th>Hiring_candidate_role_80</th>\n",
       "      <th>Hiring_candidate_role_81</th>\n",
       "      <th>Hiring_candidate_role_82</th>\n",
       "      <th>Hiring_candidate_role_83</th>\n",
       "      <th>Hiring_candidate_role_84</th>\n",
       "      <th>Hiring_candidate_role_85</th>\n",
       "      <th>Hiring_candidate_role_86</th>\n",
       "      <th>Hiring_candidate_role_87</th>\n",
       "      <th>Hiring_candidate_role_88</th>\n",
       "      <th>Hiring_candidate_role_89</th>\n",
       "      <th>Hiring_candidate_role_90</th>\n",
       "      <th>Hiring_candidate_role_91</th>\n",
       "      <th>Hiring_candidate_role_92</th>\n",
       "      <th>Hiring_candidate_role_93</th>\n",
       "      <th>Hiring_candidate_role_94</th>\n",
       "      <th>Hiring_candidate_role_95</th>\n",
       "      <th>Hiring_candidate_role_96</th>\n",
       "      <th>Hiring_candidate_role_97</th>\n",
       "      <th>Hiring_candidate_role_98</th>\n",
       "      <th>Hiring_candidate_role_99</th>\n",
       "      <th>Hiring_candidate_role_100</th>\n",
       "      <th>Hiring_candidate_role_101</th>\n",
       "      <th>Hiring_candidate_role_102</th>\n",
       "      <th>Hiring_candidate_role_103</th>\n",
       "      <th>Hiring_candidate_role_104</th>\n",
       "      <th>Hiring_candidate_role_105</th>\n",
       "      <th>Hiring_candidate_role_106</th>\n",
       "      <th>Hiring_candidate_role_107</th>\n",
       "      <th>Hiring_candidate_role_108</th>\n",
       "      <th>Hiring_candidate_role_109</th>\n",
       "      <th>Hiring_candidate_role_110</th>\n",
       "      <th>Hiring_candidate_role_111</th>\n",
       "      <th>Hiring_candidate_role_112</th>\n",
       "      <th>Hiring_candidate_role_113</th>\n",
       "      <th>Hiring_candidate_role_114</th>\n",
       "      <th>Hiring_candidate_role_115</th>\n",
       "      <th>Hiring_candidate_role_116</th>\n",
       "      <th>Hiring_candidate_role_117</th>\n",
       "      <th>Hiring_candidate_role_118</th>\n",
       "      <th>Hiring_candidate_role_119</th>\n",
       "      <th>Hiring_candidate_role_120</th>\n",
       "      <th>Hiring_candidate_role_121</th>\n",
       "      <th>Hiring_candidate_role_122</th>\n",
       "      <th>Hiring_candidate_role_123</th>\n",
       "      <th>Hiring_candidate_role_124</th>\n",
       "      <th>Hiring_candidate_role_125</th>\n",
       "      <th>Hiring_candidate_role_126</th>\n",
       "      <th>Hiring_candidate_role_127</th>\n",
       "      <th>Hiring_candidate_role_128</th>\n",
       "      <th>Hiring_candidate_role_129</th>\n",
       "      <th>Hiring_candidate_role_130</th>\n",
       "      <th>Hiring_candidate_role_131</th>\n",
       "      <th>Hiring_candidate_role_132</th>\n",
       "      <th>Hiring_candidate_role_133</th>\n",
       "      <th>Hiring_candidate_role_134</th>\n",
       "      <th>Hiring_candidate_role_135</th>\n",
       "      <th>Hiring_candidate_role_136</th>\n",
       "      <th>Hiring_candidate_role_137</th>\n",
       "      <th>Hiring_candidate_role_138</th>\n",
       "      <th>Hiring_candidate_role_139</th>\n",
       "      <th>Hiring_candidate_role_140</th>\n",
       "      <th>Hiring_candidate_role_141</th>\n",
       "      <th>Hiring_candidate_role_142</th>\n",
       "      <th>Hiring_candidate_role_143</th>\n",
       "      <th>Hiring_candidate_role_144</th>\n",
       "      <th>Hiring_candidate_role_145</th>\n",
       "      <th>Hiring_candidate_role_146</th>\n",
       "      <th>Hiring_candidate_role_147</th>\n",
       "      <th>Hiring_candidate_role_148</th>\n",
       "      <th>Hiring_candidate_role_149</th>\n",
       "      <th>Hiring_candidate_role_150</th>\n",
       "      <th>Hiring_candidate_role_151</th>\n",
       "      <th>Hiring_candidate_role_152</th>\n",
       "      <th>Hiring_candidate_role_153</th>\n",
       "      <th>Hiring_candidate_role_154</th>\n",
       "      <th>Hiring_candidate_role_155</th>\n",
       "      <th>Hiring_candidate_role_156</th>\n",
       "      <th>Hiring_candidate_role_157</th>\n",
       "      <th>Hiring_candidate_role_158</th>\n",
       "      <th>Hiring_candidate_role_159</th>\n",
       "      <th>Hiring_candidate_role_160</th>\n",
       "      <th>Hiring_candidate_role_161</th>\n",
       "      <th>Hiring_candidate_role_162</th>\n",
       "      <th>Hiring_candidate_role_163</th>\n",
       "      <th>Hiring_candidate_role_164</th>\n",
       "      <th>Hiring_candidate_role_165</th>\n",
       "      <th>Hiring_candidate_role_166</th>\n",
       "      <th>Hiring_candidate_role_167</th>\n",
       "      <th>Hiring_candidate_role_168</th>\n",
       "      <th>Hiring_candidate_role_169</th>\n",
       "      <th>Hiring_candidate_role_170</th>\n",
       "      <th>Hiring_candidate_role_171</th>\n",
       "      <th>Hiring_candidate_role_172</th>\n",
       "      <th>Hiring_candidate_role_173</th>\n",
       "      <th>Hiring_candidate_role_174</th>\n",
       "      <th>Hiring_candidate_role_175</th>\n",
       "      <th>Hiring_candidate_role_176</th>\n",
       "      <th>Hiring_candidate_role_177</th>\n",
       "      <th>Hiring_candidate_role_178</th>\n",
       "      <th>Hiring_candidate_role_179</th>\n",
       "      <th>Hiring_candidate_role_180</th>\n",
       "      <th>Hiring_candidate_role_181</th>\n",
       "      <th>Hiring_candidate_role_182</th>\n",
       "      <th>Hiring_candidate_role_183</th>\n",
       "      <th>Hiring_candidate_role_184</th>\n",
       "      <th>Hiring_candidate_role_185</th>\n",
       "      <th>Hiring_candidate_role_186</th>\n",
       "      <th>Hiring_candidate_role_187</th>\n",
       "      <th>Hiring_candidate_role_188</th>\n",
       "      <th>Hiring_candidate_role_189</th>\n",
       "      <th>Hiring_candidate_role_190</th>\n",
       "      <th>Hiring_candidate_role_191</th>\n",
       "      <th>Hiring_candidate_role_192</th>\n",
       "      <th>Hiring_candidate_role_193</th>\n",
       "      <th>Hiring_candidate_role_194</th>\n",
       "      <th>Hiring_candidate_role_195</th>\n",
       "      <th>Hiring_candidate_role_196</th>\n",
       "      <th>Hiring_candidate_role_197</th>\n",
       "      <th>Hiring_candidate_role_198</th>\n",
       "      <th>Hiring_candidate_role_199</th>\n",
       "      <th>Hiring_candidate_role_200</th>\n",
       "      <th>Hiring_candidate_role_201</th>\n",
       "      <th>Hiring_candidate_role_202</th>\n",
       "      <th>Hiring_candidate_role_203</th>\n",
       "      <th>Hiring_candidate_role_204</th>\n",
       "      <th>Hiring_candidate_role_205</th>\n",
       "      <th>Hiring_candidate_role_206</th>\n",
       "      <th>Hiring_candidate_role_207</th>\n",
       "      <th>Hiring_candidate_role_208</th>\n",
       "      <th>Hiring_candidate_role_209</th>\n",
       "      <th>Hiring_candidate_role_210</th>\n",
       "      <th>Hiring_candidate_role_211</th>\n",
       "      <th>Hiring_candidate_role_212</th>\n",
       "      <th>Hiring_candidate_role_213</th>\n",
       "      <th>Hiring_candidate_role_214</th>\n",
       "      <th>creation_year_0</th>\n",
       "      <th>creation_year_1</th>\n",
       "      <th>creation_year_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleM5DZY</td>\n",
       "      <td>320506.0</td>\n",
       "      <td>2067263.70</td>\n",
       "      <td>3</td>\n",
       "      <td>73.6</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleFXSDN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title  Deal_value  Weighted_amount  Internal_rating  \\\n",
       "0  TitleM5DZY    320506.0       2067263.70                3   \n",
       "1  TitleKIW18     39488.0        240876.80                5   \n",
       "2  TitleFXSDN    359392.0       2407926.40                4   \n",
       "3  TitlePSK4Y     76774.0        468321.40                1   \n",
       "4  Title904GV    483896.0       1548238.95                4   \n",
       "\n",
       "   Success_probability  Industry_0  Industry_1  Industry_2  Industry_3  \\\n",
       "0                 73.6         0.0         0.0         0.0         0.0   \n",
       "1                 58.9         0.0         0.0         0.0         0.0   \n",
       "2                 68.8         0.0         0.0         0.0         0.0   \n",
       "3                 64.5         0.0         0.0         0.0         0.0   \n",
       "4                 62.4         0.0         0.0         0.0         0.0   \n",
       "\n",
       "   Industry_4  Industry_5  Industry_6  Industry_7  Industry_8  Industry_9  \\\n",
       "0         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "1         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "2         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "3         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "4         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "\n",
       "   Industry_10  Industry_11  Industry_12  Industry_13  Industry_14  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_15  Industry_16  Industry_17  Industry_18  Industry_19  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_20  Industry_21  Industry_22  Industry_23  Industry_24  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_25  Industry_26  Industry_27  Industry_28  Industry_29  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_30  Industry_31  Industry_32  Industry_33  Industry_34  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          1.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_35  Industry_36  Industry_37  Industry_38  Industry_39  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_40  Industry_41  Industry_42  Industry_43  Industry_44  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_45  Industry_46  Industry_47  Industry_48  Industry_49  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          1.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_50  Industry_51  Industry_52  Industry_53  Industry_54  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_55  Industry_56  Industry_57  Industry_58  Industry_59  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          1.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_60  Industry_61  Industry_62  Industry_63  Industry_64  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_65  Industry_66  Industry_67  Industry_68  Industry_69  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_70  Industry_71  Industry_72  Industry_73  Industry_74  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_75  Industry_76  Industry_77  Industry_78  Industry_79  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_80  Industry_81  Industry_82  Industry_83  Industry_84  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_85  Industry_86  Industry_87  Industry_88  Industry_89  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_90  Industry_91  Industry_92  Industry_93  Industry_94  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_95  Industry_96  Industry_97  Industry_98  Industry_99  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_100  Industry_101  Industry_102  Industry_103  Industry_104  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_105  Industry_106  Industry_107  Industry_108  Industry_109  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_110  Industry_111  Industry_112  Industry_113  Industry_114  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           1.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_115  Industry_116  Industry_117  Industry_118  Industry_119  \\\n",
       "0           0.0           0.0           0.0           0.0           1.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_120  Industry_121  Industry_122  Industry_123  Industry_124  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_125  Industry_126  Industry_127  Industry_128  Industry_129  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_130  Industry_131  Industry_132  Industry_133  Industry_134  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_135  Industry_136  Industry_137  Industry_138  Industry_139  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_140  Industry_141  Industry_142  Industry_143  Industry_144  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_145  Industry_146  Industry_147  Industry_148  Industry_149  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_150  Industry_151  Industry_152  Industry_153  Industry_154  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_155  Industry_156  Industry_157  Industry_158  Industry_159  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_160  Industry_161  Industry_162  Industry_163  Industry_164  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_165  Industry_166  Industry_167  Industry_168  Industry_169  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_170  Pitch_0  Pitch_1  Lead_revenue_0  Lead_revenue_1  \\\n",
       "0           0.0      0.0      1.0             0.0             1.0   \n",
       "1           0.0      0.0      1.0             0.0             0.0   \n",
       "2           0.0      1.0      0.0             0.0             0.0   \n",
       "3           0.0      0.0      1.0             0.0             0.0   \n",
       "4           0.0      0.0      1.0             0.0             1.0   \n",
       "\n",
       "   Lead_revenue_2  Fund_category_0  Fund_category_1  Fund_category_2  \\\n",
       "0             0.0              0.0              1.0              0.0   \n",
       "1             1.0              0.0              0.0              0.0   \n",
       "2             1.0              0.0              0.0              0.0   \n",
       "3             1.0              0.0              0.0              1.0   \n",
       "4             0.0              0.0              0.0              1.0   \n",
       "\n",
       "   Fund_category_3  Geography_0  Geography_1  Lead_source_0  Lead_source_1  \\\n",
       "0              0.0          0.0          1.0            0.0            0.0   \n",
       "1              1.0          1.0          0.0            0.0            0.0   \n",
       "2              1.0          0.0          1.0            0.0            1.0   \n",
       "3              0.0          0.0          1.0            1.0            0.0   \n",
       "4              0.0          1.0          0.0            0.0            0.0   \n",
       "\n",
       "   Lead_source_2  Lead_source_3  Level_of_meeting_0  Level_of_meeting_1  \\\n",
       "0            0.0            1.0                 0.0                 0.0   \n",
       "1            1.0            0.0                 1.0                 0.0   \n",
       "2            0.0            0.0                 1.0                 0.0   \n",
       "3            0.0            0.0                 0.0                 1.0   \n",
       "4            0.0            1.0                 0.0                 1.0   \n",
       "\n",
       "   Level_of_meeting_2  Last_lead_update_0  Last_lead_update_1  \\\n",
       "0                 1.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_2  Last_lead_update_3  Last_lead_update_4  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 1.0                 0.0   \n",
       "2                 1.0                 0.0                 0.0   \n",
       "3                 0.0                 1.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_5  Last_lead_update_6  Last_lead_update_7  \\\n",
       "0                 0.0                 0.0                 1.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_8  Last_lead_update_9  Last_lead_update_10  Resource_0  \\\n",
       "0                 0.0                 0.0                  0.0         0.0   \n",
       "1                 0.0                 0.0                  0.0         0.0   \n",
       "2                 0.0                 0.0                  0.0         0.0   \n",
       "3                 0.0                 0.0                  0.0         0.0   \n",
       "4                 0.0                 1.0                  0.0         0.0   \n",
       "\n",
       "   Resource_1  Resource_2  Resource_3  Resource_4  Resource_5  Designation_0  \\\n",
       "0         0.0         1.0         0.0         0.0         0.0            0.0   \n",
       "1         0.0         1.0         0.0         0.0         0.0            0.0   \n",
       "2         0.0         1.0         0.0         0.0         0.0            0.0   \n",
       "3         0.0         0.0         0.0         1.0         0.0            0.0   \n",
       "4         0.0         1.0         0.0         0.0         0.0            0.0   \n",
       "\n",
       "   Designation_1  Designation_2  Designation_3  Designation_4  Designation_5  \\\n",
       "0            0.0            0.0            0.0            0.0            1.0   \n",
       "1            1.0            0.0            0.0            0.0            0.0   \n",
       "2            0.0            0.0            0.0            0.0            0.0   \n",
       "3            0.0            1.0            0.0            0.0            0.0   \n",
       "4            0.0            0.0            0.0            0.0            1.0   \n",
       "\n",
       "   Designation_6  Designation_7  Hiring_candidate_role_0  \\\n",
       "0            0.0            0.0                      0.0   \n",
       "1            0.0            0.0                      0.0   \n",
       "2            1.0            0.0                      0.0   \n",
       "3            0.0            0.0                      0.0   \n",
       "4            0.0            0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_1  Hiring_candidate_role_2  Hiring_candidate_role_3  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_4  Hiring_candidate_role_5  Hiring_candidate_role_6  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_7  Hiring_candidate_role_8  Hiring_candidate_role_9  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_10  Hiring_candidate_role_11  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_12  Hiring_candidate_role_13  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_14  Hiring_candidate_role_15  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_16  Hiring_candidate_role_17  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_18  Hiring_candidate_role_19  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_20  Hiring_candidate_role_21  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_22  Hiring_candidate_role_23  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_24  Hiring_candidate_role_25  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_26  Hiring_candidate_role_27  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_28  Hiring_candidate_role_29  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_30  Hiring_candidate_role_31  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_32  Hiring_candidate_role_33  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_34  Hiring_candidate_role_35  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_36  Hiring_candidate_role_37  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_38  Hiring_candidate_role_39  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_40  Hiring_candidate_role_41  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_42  Hiring_candidate_role_43  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_44  Hiring_candidate_role_45  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_46  Hiring_candidate_role_47  \\\n",
       "0                       0.0                       1.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_48  Hiring_candidate_role_49  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_50  Hiring_candidate_role_51  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       1.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_52  Hiring_candidate_role_53  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_54  Hiring_candidate_role_55  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_56  Hiring_candidate_role_57  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_58  Hiring_candidate_role_59  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_60  Hiring_candidate_role_61  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_62  Hiring_candidate_role_63  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_64  Hiring_candidate_role_65  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_66  Hiring_candidate_role_67  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_68  Hiring_candidate_role_69  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_70  Hiring_candidate_role_71  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_72  Hiring_candidate_role_73  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_74  Hiring_candidate_role_75  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_76  Hiring_candidate_role_77  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_78  Hiring_candidate_role_79  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_80  Hiring_candidate_role_81  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_82  Hiring_candidate_role_83  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_84  Hiring_candidate_role_85  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_86  Hiring_candidate_role_87  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_88  Hiring_candidate_role_89  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_90  Hiring_candidate_role_91  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_92  Hiring_candidate_role_93  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_94  Hiring_candidate_role_95  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       1.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_96  Hiring_candidate_role_97  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_98  Hiring_candidate_role_99  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_100  Hiring_candidate_role_101  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_102  Hiring_candidate_role_103  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_104  Hiring_candidate_role_105  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_106  Hiring_candidate_role_107  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_108  Hiring_candidate_role_109  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_110  Hiring_candidate_role_111  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_112  Hiring_candidate_role_113  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_114  Hiring_candidate_role_115  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_116  Hiring_candidate_role_117  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_118  Hiring_candidate_role_119  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_120  Hiring_candidate_role_121  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_122  Hiring_candidate_role_123  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_124  Hiring_candidate_role_125  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_126  Hiring_candidate_role_127  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_128  Hiring_candidate_role_129  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_130  Hiring_candidate_role_131  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_132  Hiring_candidate_role_133  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_134  Hiring_candidate_role_135  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_136  Hiring_candidate_role_137  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_138  Hiring_candidate_role_139  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_140  Hiring_candidate_role_141  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_142  Hiring_candidate_role_143  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_144  Hiring_candidate_role_145  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_146  Hiring_candidate_role_147  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_148  Hiring_candidate_role_149  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_150  Hiring_candidate_role_151  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_152  Hiring_candidate_role_153  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_154  Hiring_candidate_role_155  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_156  Hiring_candidate_role_157  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        1.0   \n",
       "\n",
       "   Hiring_candidate_role_158  Hiring_candidate_role_159  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_160  Hiring_candidate_role_161  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_162  Hiring_candidate_role_163  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_164  Hiring_candidate_role_165  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_166  Hiring_candidate_role_167  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_168  Hiring_candidate_role_169  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_170  Hiring_candidate_role_171  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_172  Hiring_candidate_role_173  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_174  Hiring_candidate_role_175  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_176  Hiring_candidate_role_177  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_178  Hiring_candidate_role_179  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_180  Hiring_candidate_role_181  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_182  Hiring_candidate_role_183  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_184  Hiring_candidate_role_185  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_186  Hiring_candidate_role_187  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_188  Hiring_candidate_role_189  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_190  Hiring_candidate_role_191  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_192  Hiring_candidate_role_193  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_194  Hiring_candidate_role_195  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_196  Hiring_candidate_role_197  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_198  Hiring_candidate_role_199  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_200  Hiring_candidate_role_201  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_202  Hiring_candidate_role_203  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        1.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_204  Hiring_candidate_role_205  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_206  Hiring_candidate_role_207  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_208  Hiring_candidate_role_209  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_210  Hiring_candidate_role_211  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_212  Hiring_candidate_role_213  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_214  creation_year_0  creation_year_1  \\\n",
       "0                        0.0              0.0              1.0   \n",
       "1                        0.0              1.0              0.0   \n",
       "2                        0.0              1.0              0.0   \n",
       "3                        0.0              0.0              0.0   \n",
       "4                        0.0              1.0              0.0   \n",
       "\n",
       "   creation_year_2  \n",
       "0              0.0  \n",
       "1              0.0  \n",
       "2              0.0  \n",
       "3              1.0  \n",
       "4              0.0  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def oneHotEncoding(df, onlyTransform=False, one_hot_object = {}):\n",
    "    categorical_columns = [\n",
    "        \"Industry\",\n",
    "        \"Pitch\",\n",
    "        \"Lead_revenue\",\n",
    "        \"Fund_category\",\n",
    "        \"Geography\",\n",
    "        \"Lead_source\",\n",
    "        \"Level_of_meeting\",\n",
    "        \"Last_lead_update\",\n",
    "        \"Resource\",\n",
    "        \"Designation\",\n",
    "        \"Hiring_candidate_role\",\n",
    "        \"creation_year\"\n",
    "    ]\n",
    "    for col in categorical_columns:\n",
    "        \n",
    "        col_data  = df[col].values.reshape(-1,1)\n",
    "        \n",
    "        if onlyTransform is False:\n",
    "            onehot_encoder = OneHotEncoder()\n",
    "            onehot_encoder = onehot_encoder.fit(col_data)\n",
    "            one_hot_object[col] = onehot_encoder\n",
    "        \n",
    "        onehot_encoded = one_hot_object[col].transform(col_data).toarray()\n",
    "        columns_list = []\n",
    "        for i in range(onehot_encoded.shape[1]):\n",
    "            columns_list.append(col+\"_\"+str(int(i)))\n",
    "        dfOneHot = pd.DataFrame(onehot_encoded, columns = columns_list) \n",
    "        df = pd.concat([df, dfOneHot], axis=1)\n",
    "        \n",
    "\n",
    "    df = df.drop(categorical_columns,axis=1)\n",
    "    return df, one_hot_object\n",
    "\n",
    "\n",
    "df, one_hot_object = oneHotEncoding(df, onlyTransform=False, one_hot_object = {})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "extraordinary-scoop",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7007, 435)\n",
      "(7007, 1)\n"
     ]
    }
   ],
   "source": [
    "# df[\"Success_probability\"] = log1p(df[\"Success_probability\"])\n",
    "def clipPercentages(val):\n",
    "    val = abs(val)\n",
    "    if val > 100:\n",
    "        return 100\n",
    "    else:\n",
    "        return val\n",
    "df[\"Success_probability\"] = df.apply(lambda row : clipPercentages(row[\"Success_probability\"]),axis=1)\n",
    "\n",
    "y = pd.DataFrame(df[\"Success_probability\"])\n",
    "df = df.drop(\"Success_probability\", axis=1)\n",
    "\n",
    "df = df.drop(\"Deal_title\",axis=1)\n",
    "\n",
    "X = pd.DataFrame(df)\n",
    "print(X.shape)\n",
    "print(y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "serial-bumper",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7007, 435)\n",
      "(7007, 1)\n",
      "(701, 435)\n",
      "(701, 1)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y, test_size=0.1)\n",
    "\n",
    "\n",
    "X_train = X\n",
    "y_train = y\n",
    "\n",
    "print(X_train.shape)\n",
    "print(y_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "urban-drill",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "\n",
    "\n",
    "\n",
    "scalerY = MinMaxScaler()\n",
    "scalerY = scalerY.fit(y_train)\n",
    "y_train = scalerY.transform(y_train)\n",
    "y_train = pd.DataFrame(y_train)\n",
    "\n",
    "y_test = scalerY.transform(y_test)\n",
    "y_test = pd.DataFrame(y_test)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "scalerX = MinMaxScaler()\n",
    "scalerX = scalerX.fit(X_train)\n",
    "X_train = scalerX.transform(X_train)\n",
    "X_train = pd.DataFrame(X_train)\n",
    "\n",
    "X_test = scalerX.transform(X_test)\n",
    "X_test = pd.DataFrame(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cloudy-alias",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_7 (Dense)              (None, 32)                13952     \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 64)                2112      \n",
      "_________________________________________________________________\n",
      "dense_9 (Dense)              (None, 128)               8320      \n",
      "_________________________________________________________________\n",
      "dense_10 (Dense)             (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dense_11 (Dense)             (None, 1)                 65        \n",
      "=================================================================\n",
      "Total params: 32,705\n",
      "Trainable params: 32,705\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense,Activation,Dropout \n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.regularizers import L2, L1\n",
    "\n",
    "model = Sequential()\n",
    "\n",
    "model.add(Dense(32,input_dim=X_train.shape[1], activation='relu'))\n",
    "\n",
    "model.add(Dense(64, activation='relu'))\n",
    "\n",
    "model.add(Dense(128, kernel_regularizer=L1(0.005), activation='relu'))\n",
    "\n",
    "model.add(Dense(64, activation='relu'))\n",
    "\n",
    "# model.add(Dense(32, kernel_regularizer=L1(0.01), activation='relu'))\n",
    "\n",
    "# model.add(Dense(16,activation='relu'))\n",
    "\n",
    "model.add(Dense(1,activation='linear'))\n",
    "\n",
    "adam = Adam(learning_rate=0.0001)\n",
    "\n",
    "model.compile(optimizer=adam,\n",
    "                loss='mse')\n",
    "\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "smoking-infrastructure",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>64</th>\n",
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       "      <th>66</th>\n",
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       "      <th>80</th>\n",
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       "      <th>87</th>\n",
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       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
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       "      <th>96</th>\n",
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       "      <th>98</th>\n",
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       "      <th>100</th>\n",
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       "      <th>102</th>\n",
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       "      <th>128</th>\n",
       "      <th>129</th>\n",
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       "      <th>133</th>\n",
       "      <th>134</th>\n",
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       "      <th>136</th>\n",
       "      <th>137</th>\n",
       "      <th>138</th>\n",
       "      <th>139</th>\n",
       "      <th>140</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>151</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
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       "      <th>159</th>\n",
       "      <th>160</th>\n",
       "      <th>161</th>\n",
       "      <th>162</th>\n",
       "      <th>163</th>\n",
       "      <th>164</th>\n",
       "      <th>165</th>\n",
       "      <th>166</th>\n",
       "      <th>167</th>\n",
       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>188</th>\n",
       "      <th>189</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "      <th>201</th>\n",
       "      <th>202</th>\n",
       "      <th>203</th>\n",
       "      <th>204</th>\n",
       "      <th>205</th>\n",
       "      <th>206</th>\n",
       "      <th>207</th>\n",
       "      <th>208</th>\n",
       "      <th>209</th>\n",
       "      <th>210</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>216</th>\n",
       "      <th>217</th>\n",
       "      <th>218</th>\n",
       "      <th>219</th>\n",
       "      <th>220</th>\n",
       "      <th>221</th>\n",
       "      <th>222</th>\n",
       "      <th>223</th>\n",
       "      <th>224</th>\n",
       "      <th>225</th>\n",
       "      <th>226</th>\n",
       "      <th>227</th>\n",
       "      <th>228</th>\n",
       "      <th>229</th>\n",
       "      <th>230</th>\n",
       "      <th>231</th>\n",
       "      <th>232</th>\n",
       "      <th>233</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>236</th>\n",
       "      <th>237</th>\n",
       "      <th>238</th>\n",
       "      <th>239</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>242</th>\n",
       "      <th>243</th>\n",
       "      <th>244</th>\n",
       "      <th>245</th>\n",
       "      <th>246</th>\n",
       "      <th>247</th>\n",
       "      <th>248</th>\n",
       "      <th>249</th>\n",
       "      <th>250</th>\n",
       "      <th>251</th>\n",
       "      <th>252</th>\n",
       "      <th>253</th>\n",
       "      <th>254</th>\n",
       "      <th>255</th>\n",
       "      <th>256</th>\n",
       "      <th>257</th>\n",
       "      <th>258</th>\n",
       "      <th>259</th>\n",
       "      <th>260</th>\n",
       "      <th>261</th>\n",
       "      <th>262</th>\n",
       "      <th>263</th>\n",
       "      <th>264</th>\n",
       "      <th>265</th>\n",
       "      <th>266</th>\n",
       "      <th>267</th>\n",
       "      <th>268</th>\n",
       "      <th>269</th>\n",
       "      <th>270</th>\n",
       "      <th>271</th>\n",
       "      <th>272</th>\n",
       "      <th>273</th>\n",
       "      <th>274</th>\n",
       "      <th>275</th>\n",
       "      <th>276</th>\n",
       "      <th>277</th>\n",
       "      <th>278</th>\n",
       "      <th>279</th>\n",
       "      <th>280</th>\n",
       "      <th>281</th>\n",
       "      <th>282</th>\n",
       "      <th>283</th>\n",
       "      <th>284</th>\n",
       "      <th>285</th>\n",
       "      <th>286</th>\n",
       "      <th>287</th>\n",
       "      <th>288</th>\n",
       "      <th>289</th>\n",
       "      <th>290</th>\n",
       "      <th>291</th>\n",
       "      <th>292</th>\n",
       "      <th>293</th>\n",
       "      <th>294</th>\n",
       "      <th>295</th>\n",
       "      <th>296</th>\n",
       "      <th>297</th>\n",
       "      <th>298</th>\n",
       "      <th>299</th>\n",
       "      <th>300</th>\n",
       "      <th>301</th>\n",
       "      <th>302</th>\n",
       "      <th>303</th>\n",
       "      <th>304</th>\n",
       "      <th>305</th>\n",
       "      <th>306</th>\n",
       "      <th>307</th>\n",
       "      <th>308</th>\n",
       "      <th>309</th>\n",
       "      <th>310</th>\n",
       "      <th>311</th>\n",
       "      <th>312</th>\n",
       "      <th>313</th>\n",
       "      <th>314</th>\n",
       "      <th>315</th>\n",
       "      <th>316</th>\n",
       "      <th>317</th>\n",
       "      <th>318</th>\n",
       "      <th>319</th>\n",
       "      <th>320</th>\n",
       "      <th>321</th>\n",
       "      <th>322</th>\n",
       "      <th>323</th>\n",
       "      <th>324</th>\n",
       "      <th>325</th>\n",
       "      <th>326</th>\n",
       "      <th>327</th>\n",
       "      <th>328</th>\n",
       "      <th>329</th>\n",
       "      <th>330</th>\n",
       "      <th>331</th>\n",
       "      <th>332</th>\n",
       "      <th>333</th>\n",
       "      <th>334</th>\n",
       "      <th>335</th>\n",
       "      <th>336</th>\n",
       "      <th>337</th>\n",
       "      <th>338</th>\n",
       "      <th>339</th>\n",
       "      <th>340</th>\n",
       "      <th>341</th>\n",
       "      <th>342</th>\n",
       "      <th>343</th>\n",
       "      <th>344</th>\n",
       "      <th>345</th>\n",
       "      <th>346</th>\n",
       "      <th>347</th>\n",
       "      <th>348</th>\n",
       "      <th>349</th>\n",
       "      <th>350</th>\n",
       "      <th>351</th>\n",
       "      <th>352</th>\n",
       "      <th>353</th>\n",
       "      <th>354</th>\n",
       "      <th>355</th>\n",
       "      <th>356</th>\n",
       "      <th>357</th>\n",
       "      <th>358</th>\n",
       "      <th>359</th>\n",
       "      <th>360</th>\n",
       "      <th>361</th>\n",
       "      <th>362</th>\n",
       "      <th>363</th>\n",
       "      <th>364</th>\n",
       "      <th>365</th>\n",
       "      <th>366</th>\n",
       "      <th>367</th>\n",
       "      <th>368</th>\n",
       "      <th>369</th>\n",
       "      <th>370</th>\n",
       "      <th>371</th>\n",
       "      <th>372</th>\n",
       "      <th>373</th>\n",
       "      <th>374</th>\n",
       "      <th>375</th>\n",
       "      <th>376</th>\n",
       "      <th>377</th>\n",
       "      <th>378</th>\n",
       "      <th>379</th>\n",
       "      <th>380</th>\n",
       "      <th>381</th>\n",
       "      <th>382</th>\n",
       "      <th>383</th>\n",
       "      <th>384</th>\n",
       "      <th>385</th>\n",
       "      <th>386</th>\n",
       "      <th>387</th>\n",
       "      <th>388</th>\n",
       "      <th>389</th>\n",
       "      <th>390</th>\n",
       "      <th>391</th>\n",
       "      <th>392</th>\n",
       "      <th>393</th>\n",
       "      <th>394</th>\n",
       "      <th>395</th>\n",
       "      <th>396</th>\n",
       "      <th>397</th>\n",
       "      <th>398</th>\n",
       "      <th>399</th>\n",
       "      <th>400</th>\n",
       "      <th>401</th>\n",
       "      <th>402</th>\n",
       "      <th>403</th>\n",
       "      <th>404</th>\n",
       "      <th>405</th>\n",
       "      <th>406</th>\n",
       "      <th>407</th>\n",
       "      <th>408</th>\n",
       "      <th>409</th>\n",
       "      <th>410</th>\n",
       "      <th>411</th>\n",
       "      <th>412</th>\n",
       "      <th>413</th>\n",
       "      <th>414</th>\n",
       "      <th>415</th>\n",
       "      <th>416</th>\n",
       "      <th>417</th>\n",
       "      <th>418</th>\n",
       "      <th>419</th>\n",
       "      <th>420</th>\n",
       "      <th>421</th>\n",
       "      <th>422</th>\n",
       "      <th>423</th>\n",
       "      <th>424</th>\n",
       "      <th>425</th>\n",
       "      <th>426</th>\n",
       "      <th>427</th>\n",
       "      <th>428</th>\n",
       "      <th>429</th>\n",
       "      <th>430</th>\n",
       "      <th>431</th>\n",
       "      <th>432</th>\n",
       "      <th>433</th>\n",
       "      <th>434</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.639895</td>\n",
       "      <td>0.572982</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "        0         1     2    3    4    5    6    7    8    9    10   11   12   \\\n",
       "0  0.639895  0.572982  0.50  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.076110  0.064622  1.00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.717909  0.667802  0.75  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.150914  0.127930  0.00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.967692  0.428515  0.75  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   43   44   45   46   47   48   49   50   51   52   53   54   55   56   57   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   58   59   60   61   62   63   64   65   66   67   68   69   70   71   72   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   73   74   75   76   77   78   79   80   81   82   83   84   85   86   87   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   88   89   90   91   92   93   94   95   96   97   98   99   100  101  102  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   103  104  105  106  107  108  109  110  111  112  113  114  115  116  117  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   118  119  120  121  122  123  124  125  126  127  128  129  130  131  132  \\\n",
       "0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
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       "\n",
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       "\n",
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       "\n",
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       "\n",
       "   418  419  420  421  422  423  424  425  426  427  428  429  430  431  432  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
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       "3  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "\n",
       "   433  434  \n",
       "0  1.0  0.0  \n",
       "1  0.0  0.0  \n",
       "2  0.0  0.0  \n",
       "3  0.0  1.0  \n",
       "4  0.0  0.0  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "national-broadway",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import datetime\n",
    "import tensorflow as tf\n",
    "logdir = os.path.join(\"logs\", datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))\n",
    "tensorboard_callback = tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "partial-analysis",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
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     ]
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      "Epoch 207/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0186\n",
      "Epoch 208/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0183\n",
      "Epoch 209/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0186\n",
      "Epoch 210/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0184\n",
      "Epoch 211/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0183\n",
      "Epoch 212/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0179\n",
      "Epoch 213/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0187\n",
      "Epoch 214/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0182\n",
      "Epoch 215/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0182\n",
      "Epoch 216/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0168\n",
      "Epoch 217/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0180\n",
      "Epoch 218/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0172\n",
      "Epoch 219/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0181\n",
      "Epoch 220/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0175\n",
      "Epoch 221/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0174\n",
      "Epoch 222/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0171\n",
      "Epoch 223/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0169\n",
      "Epoch 224/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0167\n",
      "Epoch 225/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0171\n",
      "Epoch 226/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0169\n",
      "Epoch 227/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0171\n",
      "Epoch 228/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0168\n",
      "Epoch 229/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0171\n",
      "Epoch 230/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0175\n",
      "Epoch 231/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0163\n",
      "Epoch 232/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0168\n",
      "Epoch 233/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0167\n",
      "Epoch 234/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0164\n",
      "Epoch 235/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0171\n",
      "Epoch 236/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 237/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0163\n",
      "Epoch 238/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0166\n",
      "Epoch 239/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0159\n",
      "Epoch 240/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0162\n",
      "Epoch 241/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 242/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 243/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0162\n",
      "Epoch 244/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 245/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0158\n",
      "Epoch 246/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0168\n",
      "Epoch 247/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0158\n",
      "Epoch 248/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 249/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0161\n",
      "Epoch 250/250\n",
      "71/71 [==============================] - 0s 4ms/step - loss: 0.0162\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x202050e8fd0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(\n",
    "    X_train,\n",
    "    y_train,\n",
    "#     validation_data=(X_test,y_test),\n",
    "    batch_size=100,\n",
    "    epochs=250,\n",
    "    verbose=1,\n",
    "    callbacks=[tensorboard_callback])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "assisted-lemon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "88.60373551132487"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn.metrics as metrics\n",
    "val_prediction = model.predict(X_test)\n",
    "val_prediction = scalerY.inverse_transform(val_prediction)\n",
    "# val_prediction = expm1(val_prediction)\n",
    "\n",
    "\n",
    "val_original_y = scalerY.inverse_transform(y_test)\n",
    "# val_original_y = expm1(val_original_y)\n",
    "\n",
    "\n",
    "score = max(0, 100-np.sqrt(metrics.mean_squared_error(val_original_y, val_prediction)))\n",
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "favorite-buyer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Lead_name</th>\n",
       "      <th>Industry</th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Date_of_creation</th>\n",
       "      <th>Pitch</th>\n",
       "      <th>Contact_no</th>\n",
       "      <th>Lead_revenue</th>\n",
       "      <th>Fund_category</th>\n",
       "      <th>Geography</th>\n",
       "      <th>Location</th>\n",
       "      <th>POC_name</th>\n",
       "      <th>Designation</th>\n",
       "      <th>Lead_POC_email</th>\n",
       "      <th>Hiring_candidate_role</th>\n",
       "      <th>Lead_source</th>\n",
       "      <th>Level_of_meeting</th>\n",
       "      <th>Last_lead_update</th>\n",
       "      <th>Internal_POC</th>\n",
       "      <th>Resource</th>\n",
       "      <th>Internal_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleAD16O</td>\n",
       "      <td>Bonilla Ltd Inc</td>\n",
       "      <td>Investment Bank/Brokerage</td>\n",
       "      <td>200988$</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>167.332.2751x989</td>\n",
       "      <td>100 - 500 Million</td>\n",
       "      <td>Category 4</td>\n",
       "      <td>India</td>\n",
       "      <td>Bhubaneshwar</td>\n",
       "      <td>sonia</td>\n",
       "      <td>Chairman/CEO/President</td>\n",
       "      <td>maureenthomas@bonilla.com</td>\n",
       "      <td>Designer, fashion/clothing</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 1</td>\n",
       "      <td>more than a month</td>\n",
       "      <td>Massiah,Gerard F</td>\n",
       "      <td>No</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TitleOW6CR</td>\n",
       "      <td>Williams, Rogers and Roach PLC</td>\n",
       "      <td>Electronics</td>\n",
       "      <td>409961$</td>\n",
       "      <td>2541758.2$</td>\n",
       "      <td>2021-01-23</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>001-486-903-0711x7831</td>\n",
       "      <td>100 - 500 Million</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>USA</td>\n",
       "      <td>Coeur d'Alene, ID</td>\n",
       "      <td>Daniel Bell</td>\n",
       "      <td>CEO/Co-Founder/Chairman</td>\n",
       "      <td>danielbell@williams.com</td>\n",
       "      <td>Horticultural consultant</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Up-to-date</td>\n",
       "      <td>Smith,Keenan H</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleVVJQ5</td>\n",
       "      <td>Wood, Vaughn and Morales Ltd</td>\n",
       "      <td>Banks</td>\n",
       "      <td>434433$</td>\n",
       "      <td>3041031.0$</td>\n",
       "      <td>2020-07-19</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>(393)104-2610x9723</td>\n",
       "      <td>100 - 500 Million</td>\n",
       "      <td>Category 1</td>\n",
       "      <td>USA</td>\n",
       "      <td>Portland-South Portland, ME</td>\n",
       "      <td>Andrew Davis</td>\n",
       "      <td>Chairman/Chief Innovation Officer</td>\n",
       "      <td>andrewdavis@wood.com</td>\n",
       "      <td>Information officer</td>\n",
       "      <td>Marketing Event</td>\n",
       "      <td>Level 2</td>\n",
       "      <td>Did not hear back after Level 1</td>\n",
       "      <td>Gilley,Janine</td>\n",
       "      <td>Deliverable</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitleUS8NA</td>\n",
       "      <td>Durham-Crawford Inc</td>\n",
       "      <td>Music</td>\n",
       "      <td>218952$</td>\n",
       "      <td>1521716.4$</td>\n",
       "      <td>2020-02-27</td>\n",
       "      <td>Product_2</td>\n",
       "      <td>(817)040-4599</td>\n",
       "      <td>100 - 500 Million</td>\n",
       "      <td>Category 1</td>\n",
       "      <td>India</td>\n",
       "      <td>Bareilly</td>\n",
       "      <td>shital</td>\n",
       "      <td>CEO/Chairman/President</td>\n",
       "      <td>charlesrivera@durhamcrawford.com</td>\n",
       "      <td>Commercial/residential surveyor</td>\n",
       "      <td>Contact Email</td>\n",
       "      <td>Level 3</td>\n",
       "      <td>more than a month</td>\n",
       "      <td>Morsy,Omar A</td>\n",
       "      <td>No</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Title5VGWW</td>\n",
       "      <td>Simpson, Duncan and Long LLC</td>\n",
       "      <td>Real Estate</td>\n",
       "      <td>392835$</td>\n",
       "      <td>2455218.75$</td>\n",
       "      <td>2020-10-25</td>\n",
       "      <td>Product_1</td>\n",
       "      <td>718-032-5726x76098</td>\n",
       "      <td>500 Million - 1 Billion</td>\n",
       "      <td>Category 3</td>\n",
       "      <td>USA</td>\n",
       "      <td>Trenton, NJ</td>\n",
       "      <td>Shelly Stephenson</td>\n",
       "      <td>CEO/Co-Founder/Chairman</td>\n",
       "      <td>shellystephenson@simpson.com</td>\n",
       "      <td>Wellsite geologist</td>\n",
       "      <td>Others</td>\n",
       "      <td>Level 3</td>\n",
       "      <td>More than 2 weeks</td>\n",
       "      <td>Morsy,Omar A</td>\n",
       "      <td>Deliverable</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title                       Lead_name                   Industry  \\\n",
       "0  TitleAD16O                 Bonilla Ltd Inc  Investment Bank/Brokerage   \n",
       "1  TitleOW6CR  Williams, Rogers and Roach PLC                Electronics   \n",
       "2  TitleVVJQ5    Wood, Vaughn and Morales Ltd                      Banks   \n",
       "3  TitleUS8NA             Durham-Crawford Inc                      Music   \n",
       "4  Title5VGWW    Simpson, Duncan and Long LLC                Real Estate   \n",
       "\n",
       "  Deal_value Weighted_amount Date_of_creation      Pitch  \\\n",
       "0    200988$             NaN       2020-04-15  Product_1   \n",
       "1    409961$      2541758.2$       2021-01-23  Product_1   \n",
       "2    434433$      3041031.0$       2020-07-19  Product_1   \n",
       "3    218952$      1521716.4$       2020-02-27  Product_2   \n",
       "4    392835$     2455218.75$       2020-10-25  Product_1   \n",
       "\n",
       "              Contact_no             Lead_revenue Fund_category Geography  \\\n",
       "0       167.332.2751x989        100 - 500 Million    Category 4     India   \n",
       "1  001-486-903-0711x7831        100 - 500 Million    Category 3       USA   \n",
       "2     (393)104-2610x9723        100 - 500 Million    Category 1       USA   \n",
       "3          (817)040-4599        100 - 500 Million    Category 1     India   \n",
       "4     718-032-5726x76098  500 Million - 1 Billion    Category 3       USA   \n",
       "\n",
       "                      Location           POC_name  \\\n",
       "0                 Bhubaneshwar              sonia   \n",
       "1            Coeur d'Alene, ID        Daniel Bell   \n",
       "2  Portland-South Portland, ME       Andrew Davis   \n",
       "3                     Bareilly             shital   \n",
       "4                  Trenton, NJ  Shelly Stephenson   \n",
       "\n",
       "                         Designation                    Lead_POC_email  \\\n",
       "0             Chairman/CEO/President         maureenthomas@bonilla.com   \n",
       "1            CEO/Co-Founder/Chairman           danielbell@williams.com   \n",
       "2  Chairman/Chief Innovation Officer              andrewdavis@wood.com   \n",
       "3             CEO/Chairman/President  charlesrivera@durhamcrawford.com   \n",
       "4            CEO/Co-Founder/Chairman      shellystephenson@simpson.com   \n",
       "\n",
       "             Hiring_candidate_role      Lead_source Level_of_meeting  \\\n",
       "0       Designer, fashion/clothing  Marketing Event          Level 1   \n",
       "1         Horticultural consultant  Marketing Event          Level 2   \n",
       "2              Information officer  Marketing Event          Level 2   \n",
       "3  Commercial/residential surveyor    Contact Email          Level 3   \n",
       "4               Wellsite geologist           Others          Level 3   \n",
       "\n",
       "                  Last_lead_update      Internal_POC     Resource  \\\n",
       "0                more than a month  Massiah,Gerard F           No   \n",
       "1                       Up-to-date    Smith,Keenan H          Yes   \n",
       "2  Did not hear back after Level 1     Gilley,Janine  Deliverable   \n",
       "3                more than a month      Morsy,Omar A           No   \n",
       "4                More than 2 weeks      Morsy,Omar A  Deliverable   \n",
       "\n",
       "   Internal_rating  \n",
       "0             -1.0  \n",
       "1              1.0  \n",
       "2              5.0  \n",
       "3              5.0  \n",
       "4              2.0  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test = pd.read_csv(\"./dataset/test.csv\")\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "charming-party",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = dropInitialRedundantFeatures(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "fossil-reference",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = handleDesignation(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "central-truck",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = hiringCandidateRoleHandling(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "cellular-chance",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = handleAmountColumns(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "metallic-brick",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = handleDatesColumns(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "deadly-capacity",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = handleMissingValues(df_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "super-norman",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test, one_hot_object = oneHotEncoding(df_test, onlyTransform=True, one_hot_object = one_hot_object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "wanted-kruger",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Industry_27</th>\n",
       "      <th>Industry_28</th>\n",
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       "      <th>Industry_34</th>\n",
       "      <th>Industry_35</th>\n",
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       "      <th>Industry_46</th>\n",
       "      <th>Industry_47</th>\n",
       "      <th>Industry_48</th>\n",
       "      <th>Industry_49</th>\n",
       "      <th>Industry_50</th>\n",
       "      <th>Industry_51</th>\n",
       "      <th>Industry_52</th>\n",
       "      <th>Industry_53</th>\n",
       "      <th>Industry_54</th>\n",
       "      <th>Industry_55</th>\n",
       "      <th>Industry_56</th>\n",
       "      <th>Industry_57</th>\n",
       "      <th>Industry_58</th>\n",
       "      <th>Industry_59</th>\n",
       "      <th>Industry_60</th>\n",
       "      <th>Industry_61</th>\n",
       "      <th>Industry_62</th>\n",
       "      <th>Industry_63</th>\n",
       "      <th>Industry_64</th>\n",
       "      <th>Industry_65</th>\n",
       "      <th>Industry_66</th>\n",
       "      <th>Industry_67</th>\n",
       "      <th>Industry_68</th>\n",
       "      <th>Industry_69</th>\n",
       "      <th>Industry_70</th>\n",
       "      <th>Industry_71</th>\n",
       "      <th>Industry_72</th>\n",
       "      <th>Industry_73</th>\n",
       "      <th>Industry_74</th>\n",
       "      <th>Industry_75</th>\n",
       "      <th>Industry_76</th>\n",
       "      <th>Industry_77</th>\n",
       "      <th>Industry_78</th>\n",
       "      <th>Industry_79</th>\n",
       "      <th>Industry_80</th>\n",
       "      <th>Industry_81</th>\n",
       "      <th>Industry_82</th>\n",
       "      <th>Industry_83</th>\n",
       "      <th>Industry_84</th>\n",
       "      <th>Industry_85</th>\n",
       "      <th>Industry_86</th>\n",
       "      <th>Industry_87</th>\n",
       "      <th>Industry_88</th>\n",
       "      <th>Industry_89</th>\n",
       "      <th>Industry_90</th>\n",
       "      <th>Industry_91</th>\n",
       "      <th>Industry_92</th>\n",
       "      <th>Industry_93</th>\n",
       "      <th>Industry_94</th>\n",
       "      <th>Industry_95</th>\n",
       "      <th>Industry_96</th>\n",
       "      <th>Industry_97</th>\n",
       "      <th>Industry_98</th>\n",
       "      <th>Industry_99</th>\n",
       "      <th>Industry_100</th>\n",
       "      <th>Industry_101</th>\n",
       "      <th>Industry_102</th>\n",
       "      <th>Industry_103</th>\n",
       "      <th>Industry_104</th>\n",
       "      <th>Industry_105</th>\n",
       "      <th>Industry_106</th>\n",
       "      <th>Industry_107</th>\n",
       "      <th>Industry_108</th>\n",
       "      <th>Industry_109</th>\n",
       "      <th>Industry_110</th>\n",
       "      <th>Industry_111</th>\n",
       "      <th>Industry_112</th>\n",
       "      <th>Industry_113</th>\n",
       "      <th>Industry_114</th>\n",
       "      <th>Industry_115</th>\n",
       "      <th>Industry_116</th>\n",
       "      <th>Industry_117</th>\n",
       "      <th>Industry_118</th>\n",
       "      <th>Industry_119</th>\n",
       "      <th>Industry_120</th>\n",
       "      <th>Industry_121</th>\n",
       "      <th>Industry_122</th>\n",
       "      <th>Industry_123</th>\n",
       "      <th>Industry_124</th>\n",
       "      <th>Industry_125</th>\n",
       "      <th>Industry_126</th>\n",
       "      <th>Industry_127</th>\n",
       "      <th>Industry_128</th>\n",
       "      <th>Industry_129</th>\n",
       "      <th>Industry_130</th>\n",
       "      <th>Industry_131</th>\n",
       "      <th>Industry_132</th>\n",
       "      <th>Industry_133</th>\n",
       "      <th>Industry_134</th>\n",
       "      <th>Industry_135</th>\n",
       "      <th>Industry_136</th>\n",
       "      <th>Industry_137</th>\n",
       "      <th>Industry_138</th>\n",
       "      <th>Industry_139</th>\n",
       "      <th>Industry_140</th>\n",
       "      <th>Industry_141</th>\n",
       "      <th>Industry_142</th>\n",
       "      <th>Industry_143</th>\n",
       "      <th>Industry_144</th>\n",
       "      <th>Industry_145</th>\n",
       "      <th>Industry_146</th>\n",
       "      <th>Industry_147</th>\n",
       "      <th>Industry_148</th>\n",
       "      <th>Industry_149</th>\n",
       "      <th>Industry_150</th>\n",
       "      <th>Industry_151</th>\n",
       "      <th>Industry_152</th>\n",
       "      <th>Industry_153</th>\n",
       "      <th>Industry_154</th>\n",
       "      <th>Industry_155</th>\n",
       "      <th>Industry_156</th>\n",
       "      <th>Industry_157</th>\n",
       "      <th>Industry_158</th>\n",
       "      <th>Industry_159</th>\n",
       "      <th>Industry_160</th>\n",
       "      <th>Industry_161</th>\n",
       "      <th>Industry_162</th>\n",
       "      <th>Industry_163</th>\n",
       "      <th>Industry_164</th>\n",
       "      <th>Industry_165</th>\n",
       "      <th>Industry_166</th>\n",
       "      <th>Industry_167</th>\n",
       "      <th>Industry_168</th>\n",
       "      <th>Industry_169</th>\n",
       "      <th>Industry_170</th>\n",
       "      <th>Pitch_0</th>\n",
       "      <th>Pitch_1</th>\n",
       "      <th>Lead_revenue_0</th>\n",
       "      <th>Lead_revenue_1</th>\n",
       "      <th>Lead_revenue_2</th>\n",
       "      <th>Fund_category_0</th>\n",
       "      <th>Fund_category_1</th>\n",
       "      <th>Fund_category_2</th>\n",
       "      <th>Fund_category_3</th>\n",
       "      <th>Geography_0</th>\n",
       "      <th>Geography_1</th>\n",
       "      <th>Lead_source_0</th>\n",
       "      <th>Lead_source_1</th>\n",
       "      <th>Lead_source_2</th>\n",
       "      <th>Lead_source_3</th>\n",
       "      <th>Level_of_meeting_0</th>\n",
       "      <th>Level_of_meeting_1</th>\n",
       "      <th>Level_of_meeting_2</th>\n",
       "      <th>Last_lead_update_0</th>\n",
       "      <th>Last_lead_update_1</th>\n",
       "      <th>Last_lead_update_2</th>\n",
       "      <th>Last_lead_update_3</th>\n",
       "      <th>Last_lead_update_4</th>\n",
       "      <th>Last_lead_update_5</th>\n",
       "      <th>Last_lead_update_6</th>\n",
       "      <th>Last_lead_update_7</th>\n",
       "      <th>Last_lead_update_8</th>\n",
       "      <th>Last_lead_update_9</th>\n",
       "      <th>Last_lead_update_10</th>\n",
       "      <th>Resource_0</th>\n",
       "      <th>Resource_1</th>\n",
       "      <th>Resource_2</th>\n",
       "      <th>Resource_3</th>\n",
       "      <th>Resource_4</th>\n",
       "      <th>Resource_5</th>\n",
       "      <th>Designation_0</th>\n",
       "      <th>Designation_1</th>\n",
       "      <th>Designation_2</th>\n",
       "      <th>Designation_3</th>\n",
       "      <th>Designation_4</th>\n",
       "      <th>Designation_5</th>\n",
       "      <th>Designation_6</th>\n",
       "      <th>Designation_7</th>\n",
       "      <th>Hiring_candidate_role_0</th>\n",
       "      <th>Hiring_candidate_role_1</th>\n",
       "      <th>Hiring_candidate_role_2</th>\n",
       "      <th>Hiring_candidate_role_3</th>\n",
       "      <th>Hiring_candidate_role_4</th>\n",
       "      <th>Hiring_candidate_role_5</th>\n",
       "      <th>Hiring_candidate_role_6</th>\n",
       "      <th>Hiring_candidate_role_7</th>\n",
       "      <th>Hiring_candidate_role_8</th>\n",
       "      <th>Hiring_candidate_role_9</th>\n",
       "      <th>Hiring_candidate_role_10</th>\n",
       "      <th>Hiring_candidate_role_11</th>\n",
       "      <th>Hiring_candidate_role_12</th>\n",
       "      <th>Hiring_candidate_role_13</th>\n",
       "      <th>Hiring_candidate_role_14</th>\n",
       "      <th>Hiring_candidate_role_15</th>\n",
       "      <th>Hiring_candidate_role_16</th>\n",
       "      <th>Hiring_candidate_role_17</th>\n",
       "      <th>Hiring_candidate_role_18</th>\n",
       "      <th>Hiring_candidate_role_19</th>\n",
       "      <th>Hiring_candidate_role_20</th>\n",
       "      <th>Hiring_candidate_role_21</th>\n",
       "      <th>Hiring_candidate_role_22</th>\n",
       "      <th>Hiring_candidate_role_23</th>\n",
       "      <th>Hiring_candidate_role_24</th>\n",
       "      <th>Hiring_candidate_role_25</th>\n",
       "      <th>Hiring_candidate_role_26</th>\n",
       "      <th>Hiring_candidate_role_27</th>\n",
       "      <th>Hiring_candidate_role_28</th>\n",
       "      <th>Hiring_candidate_role_29</th>\n",
       "      <th>Hiring_candidate_role_30</th>\n",
       "      <th>Hiring_candidate_role_31</th>\n",
       "      <th>Hiring_candidate_role_32</th>\n",
       "      <th>Hiring_candidate_role_33</th>\n",
       "      <th>Hiring_candidate_role_34</th>\n",
       "      <th>Hiring_candidate_role_35</th>\n",
       "      <th>Hiring_candidate_role_36</th>\n",
       "      <th>Hiring_candidate_role_37</th>\n",
       "      <th>Hiring_candidate_role_38</th>\n",
       "      <th>Hiring_candidate_role_39</th>\n",
       "      <th>Hiring_candidate_role_40</th>\n",
       "      <th>Hiring_candidate_role_41</th>\n",
       "      <th>Hiring_candidate_role_42</th>\n",
       "      <th>Hiring_candidate_role_43</th>\n",
       "      <th>Hiring_candidate_role_44</th>\n",
       "      <th>Hiring_candidate_role_45</th>\n",
       "      <th>Hiring_candidate_role_46</th>\n",
       "      <th>Hiring_candidate_role_47</th>\n",
       "      <th>Hiring_candidate_role_48</th>\n",
       "      <th>Hiring_candidate_role_49</th>\n",
       "      <th>Hiring_candidate_role_50</th>\n",
       "      <th>Hiring_candidate_role_51</th>\n",
       "      <th>Hiring_candidate_role_52</th>\n",
       "      <th>Hiring_candidate_role_53</th>\n",
       "      <th>Hiring_candidate_role_54</th>\n",
       "      <th>Hiring_candidate_role_55</th>\n",
       "      <th>Hiring_candidate_role_56</th>\n",
       "      <th>Hiring_candidate_role_57</th>\n",
       "      <th>Hiring_candidate_role_58</th>\n",
       "      <th>Hiring_candidate_role_59</th>\n",
       "      <th>Hiring_candidate_role_60</th>\n",
       "      <th>Hiring_candidate_role_61</th>\n",
       "      <th>Hiring_candidate_role_62</th>\n",
       "      <th>Hiring_candidate_role_63</th>\n",
       "      <th>Hiring_candidate_role_64</th>\n",
       "      <th>Hiring_candidate_role_65</th>\n",
       "      <th>Hiring_candidate_role_66</th>\n",
       "      <th>Hiring_candidate_role_67</th>\n",
       "      <th>Hiring_candidate_role_68</th>\n",
       "      <th>Hiring_candidate_role_69</th>\n",
       "      <th>Hiring_candidate_role_70</th>\n",
       "      <th>Hiring_candidate_role_71</th>\n",
       "      <th>Hiring_candidate_role_72</th>\n",
       "      <th>Hiring_candidate_role_73</th>\n",
       "      <th>Hiring_candidate_role_74</th>\n",
       "      <th>Hiring_candidate_role_75</th>\n",
       "      <th>Hiring_candidate_role_76</th>\n",
       "      <th>Hiring_candidate_role_77</th>\n",
       "      <th>Hiring_candidate_role_78</th>\n",
       "      <th>Hiring_candidate_role_79</th>\n",
       "      <th>Hiring_candidate_role_80</th>\n",
       "      <th>Hiring_candidate_role_81</th>\n",
       "      <th>Hiring_candidate_role_82</th>\n",
       "      <th>Hiring_candidate_role_83</th>\n",
       "      <th>Hiring_candidate_role_84</th>\n",
       "      <th>Hiring_candidate_role_85</th>\n",
       "      <th>Hiring_candidate_role_86</th>\n",
       "      <th>Hiring_candidate_role_87</th>\n",
       "      <th>Hiring_candidate_role_88</th>\n",
       "      <th>Hiring_candidate_role_89</th>\n",
       "      <th>Hiring_candidate_role_90</th>\n",
       "      <th>Hiring_candidate_role_91</th>\n",
       "      <th>Hiring_candidate_role_92</th>\n",
       "      <th>Hiring_candidate_role_93</th>\n",
       "      <th>Hiring_candidate_role_94</th>\n",
       "      <th>Hiring_candidate_role_95</th>\n",
       "      <th>Hiring_candidate_role_96</th>\n",
       "      <th>Hiring_candidate_role_97</th>\n",
       "      <th>Hiring_candidate_role_98</th>\n",
       "      <th>Hiring_candidate_role_99</th>\n",
       "      <th>Hiring_candidate_role_100</th>\n",
       "      <th>Hiring_candidate_role_101</th>\n",
       "      <th>Hiring_candidate_role_102</th>\n",
       "      <th>Hiring_candidate_role_103</th>\n",
       "      <th>Hiring_candidate_role_104</th>\n",
       "      <th>Hiring_candidate_role_105</th>\n",
       "      <th>Hiring_candidate_role_106</th>\n",
       "      <th>Hiring_candidate_role_107</th>\n",
       "      <th>Hiring_candidate_role_108</th>\n",
       "      <th>Hiring_candidate_role_109</th>\n",
       "      <th>Hiring_candidate_role_110</th>\n",
       "      <th>Hiring_candidate_role_111</th>\n",
       "      <th>Hiring_candidate_role_112</th>\n",
       "      <th>Hiring_candidate_role_113</th>\n",
       "      <th>Hiring_candidate_role_114</th>\n",
       "      <th>Hiring_candidate_role_115</th>\n",
       "      <th>Hiring_candidate_role_116</th>\n",
       "      <th>Hiring_candidate_role_117</th>\n",
       "      <th>Hiring_candidate_role_118</th>\n",
       "      <th>Hiring_candidate_role_119</th>\n",
       "      <th>Hiring_candidate_role_120</th>\n",
       "      <th>Hiring_candidate_role_121</th>\n",
       "      <th>Hiring_candidate_role_122</th>\n",
       "      <th>Hiring_candidate_role_123</th>\n",
       "      <th>Hiring_candidate_role_124</th>\n",
       "      <th>Hiring_candidate_role_125</th>\n",
       "      <th>Hiring_candidate_role_126</th>\n",
       "      <th>Hiring_candidate_role_127</th>\n",
       "      <th>Hiring_candidate_role_128</th>\n",
       "      <th>Hiring_candidate_role_129</th>\n",
       "      <th>Hiring_candidate_role_130</th>\n",
       "      <th>Hiring_candidate_role_131</th>\n",
       "      <th>Hiring_candidate_role_132</th>\n",
       "      <th>Hiring_candidate_role_133</th>\n",
       "      <th>Hiring_candidate_role_134</th>\n",
       "      <th>Hiring_candidate_role_135</th>\n",
       "      <th>Hiring_candidate_role_136</th>\n",
       "      <th>Hiring_candidate_role_137</th>\n",
       "      <th>Hiring_candidate_role_138</th>\n",
       "      <th>Hiring_candidate_role_139</th>\n",
       "      <th>Hiring_candidate_role_140</th>\n",
       "      <th>Hiring_candidate_role_141</th>\n",
       "      <th>Hiring_candidate_role_142</th>\n",
       "      <th>Hiring_candidate_role_143</th>\n",
       "      <th>Hiring_candidate_role_144</th>\n",
       "      <th>Hiring_candidate_role_145</th>\n",
       "      <th>Hiring_candidate_role_146</th>\n",
       "      <th>Hiring_candidate_role_147</th>\n",
       "      <th>Hiring_candidate_role_148</th>\n",
       "      <th>Hiring_candidate_role_149</th>\n",
       "      <th>Hiring_candidate_role_150</th>\n",
       "      <th>Hiring_candidate_role_151</th>\n",
       "      <th>Hiring_candidate_role_152</th>\n",
       "      <th>Hiring_candidate_role_153</th>\n",
       "      <th>Hiring_candidate_role_154</th>\n",
       "      <th>Hiring_candidate_role_155</th>\n",
       "      <th>Hiring_candidate_role_156</th>\n",
       "      <th>Hiring_candidate_role_157</th>\n",
       "      <th>Hiring_candidate_role_158</th>\n",
       "      <th>Hiring_candidate_role_159</th>\n",
       "      <th>Hiring_candidate_role_160</th>\n",
       "      <th>Hiring_candidate_role_161</th>\n",
       "      <th>Hiring_candidate_role_162</th>\n",
       "      <th>Hiring_candidate_role_163</th>\n",
       "      <th>Hiring_candidate_role_164</th>\n",
       "      <th>Hiring_candidate_role_165</th>\n",
       "      <th>Hiring_candidate_role_166</th>\n",
       "      <th>Hiring_candidate_role_167</th>\n",
       "      <th>Hiring_candidate_role_168</th>\n",
       "      <th>Hiring_candidate_role_169</th>\n",
       "      <th>Hiring_candidate_role_170</th>\n",
       "      <th>Hiring_candidate_role_171</th>\n",
       "      <th>Hiring_candidate_role_172</th>\n",
       "      <th>Hiring_candidate_role_173</th>\n",
       "      <th>Hiring_candidate_role_174</th>\n",
       "      <th>Hiring_candidate_role_175</th>\n",
       "      <th>Hiring_candidate_role_176</th>\n",
       "      <th>Hiring_candidate_role_177</th>\n",
       "      <th>Hiring_candidate_role_178</th>\n",
       "      <th>Hiring_candidate_role_179</th>\n",
       "      <th>Hiring_candidate_role_180</th>\n",
       "      <th>Hiring_candidate_role_181</th>\n",
       "      <th>Hiring_candidate_role_182</th>\n",
       "      <th>Hiring_candidate_role_183</th>\n",
       "      <th>Hiring_candidate_role_184</th>\n",
       "      <th>Hiring_candidate_role_185</th>\n",
       "      <th>Hiring_candidate_role_186</th>\n",
       "      <th>Hiring_candidate_role_187</th>\n",
       "      <th>Hiring_candidate_role_188</th>\n",
       "      <th>Hiring_candidate_role_189</th>\n",
       "      <th>Hiring_candidate_role_190</th>\n",
       "      <th>Hiring_candidate_role_191</th>\n",
       "      <th>Hiring_candidate_role_192</th>\n",
       "      <th>Hiring_candidate_role_193</th>\n",
       "      <th>Hiring_candidate_role_194</th>\n",
       "      <th>Hiring_candidate_role_195</th>\n",
       "      <th>Hiring_candidate_role_196</th>\n",
       "      <th>Hiring_candidate_role_197</th>\n",
       "      <th>Hiring_candidate_role_198</th>\n",
       "      <th>Hiring_candidate_role_199</th>\n",
       "      <th>Hiring_candidate_role_200</th>\n",
       "      <th>Hiring_candidate_role_201</th>\n",
       "      <th>Hiring_candidate_role_202</th>\n",
       "      <th>Hiring_candidate_role_203</th>\n",
       "      <th>Hiring_candidate_role_204</th>\n",
       "      <th>Hiring_candidate_role_205</th>\n",
       "      <th>Hiring_candidate_role_206</th>\n",
       "      <th>Hiring_candidate_role_207</th>\n",
       "      <th>Hiring_candidate_role_208</th>\n",
       "      <th>Hiring_candidate_role_209</th>\n",
       "      <th>Hiring_candidate_role_210</th>\n",
       "      <th>Hiring_candidate_role_211</th>\n",
       "      <th>Hiring_candidate_role_212</th>\n",
       "      <th>Hiring_candidate_role_213</th>\n",
       "      <th>Hiring_candidate_role_214</th>\n",
       "      <th>creation_year_0</th>\n",
       "      <th>creation_year_1</th>\n",
       "      <th>creation_year_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleAD16O</td>\n",
       "      <td>200988.0</td>\n",
       "      <td>1565433.10</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitleUS8NA</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title  Deal_value  Weighted_amount  Internal_rating  Industry_0  \\\n",
       "0  TitleAD16O    200988.0       1565433.10             -1.0         0.0   \n",
       "1  TitleOW6CR    409961.0       2541758.20              1.0         0.0   \n",
       "2  TitleVVJQ5    434433.0       3041031.00              5.0         0.0   \n",
       "3  TitleUS8NA    218952.0       1521716.40              5.0         0.0   \n",
       "4  Title5VGWW    392835.0       2455218.75              2.0         0.0   \n",
       "\n",
       "   Industry_1  Industry_2  Industry_3  Industry_4  Industry_5  Industry_6  \\\n",
       "0         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "1         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "2         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "3         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "4         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "\n",
       "   Industry_7  Industry_8  Industry_9  Industry_10  Industry_11  Industry_12  \\\n",
       "0         0.0         0.0         0.0          0.0          0.0          0.0   \n",
       "1         0.0         0.0         0.0          0.0          0.0          0.0   \n",
       "2         0.0         0.0         0.0          0.0          0.0          0.0   \n",
       "3         0.0         0.0         0.0          0.0          0.0          0.0   \n",
       "4         0.0         0.0         0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_13  Industry_14  Industry_15  Industry_16  Industry_17  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          1.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_18  Industry_19  Industry_20  Industry_21  Industry_22  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_23  Industry_24  Industry_25  Industry_26  Industry_27  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_28  Industry_29  Industry_30  Industry_31  Industry_32  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_33  Industry_34  Industry_35  Industry_36  Industry_37  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_38  Industry_39  Industry_40  Industry_41  Industry_42  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          1.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_43  Industry_44  Industry_45  Industry_46  Industry_47  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_48  Industry_49  Industry_50  Industry_51  Industry_52  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_53  Industry_54  Industry_55  Industry_56  Industry_57  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_58  Industry_59  Industry_60  Industry_61  Industry_62  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_63  Industry_64  Industry_65  Industry_66  Industry_67  \\\n",
       "0          0.0          0.0          0.0          1.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_68  Industry_69  Industry_70  Industry_71  Industry_72  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_73  Industry_74  Industry_75  Industry_76  Industry_77  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_78  Industry_79  Industry_80  Industry_81  Industry_82  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          1.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_83  Industry_84  Industry_85  Industry_86  Industry_87  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_88  Industry_89  Industry_90  Industry_91  Industry_92  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_93  Industry_94  Industry_95  Industry_96  Industry_97  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_98  Industry_99  Industry_100  Industry_101  Industry_102  \\\n",
       "0          0.0          0.0           0.0           0.0           0.0   \n",
       "1          0.0          0.0           0.0           0.0           0.0   \n",
       "2          0.0          0.0           0.0           0.0           0.0   \n",
       "3          0.0          0.0           0.0           0.0           0.0   \n",
       "4          0.0          0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_103  Industry_104  Industry_105  Industry_106  Industry_107  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_108  Industry_109  Industry_110  Industry_111  Industry_112  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_113  Industry_114  Industry_115  Industry_116  Industry_117  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           1.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_118  Industry_119  Industry_120  Industry_121  Industry_122  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_123  Industry_124  Industry_125  Industry_126  Industry_127  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_128  Industry_129  Industry_130  Industry_131  Industry_132  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_133  Industry_134  Industry_135  Industry_136  Industry_137  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_138  Industry_139  Industry_140  Industry_141  Industry_142  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_143  Industry_144  Industry_145  Industry_146  Industry_147  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_148  Industry_149  Industry_150  Industry_151  Industry_152  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_153  Industry_154  Industry_155  Industry_156  Industry_157  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_158  Industry_159  Industry_160  Industry_161  Industry_162  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_163  Industry_164  Industry_165  Industry_166  Industry_167  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_168  Industry_169  Industry_170  Pitch_0  Pitch_1  Lead_revenue_0  \\\n",
       "0           0.0           0.0           0.0      1.0      0.0             1.0   \n",
       "1           0.0           0.0           0.0      1.0      0.0             1.0   \n",
       "2           0.0           0.0           0.0      1.0      0.0             1.0   \n",
       "3           0.0           0.0           0.0      0.0      1.0             1.0   \n",
       "4           0.0           0.0           0.0      1.0      0.0             0.0   \n",
       "\n",
       "   Lead_revenue_1  Lead_revenue_2  Fund_category_0  Fund_category_1  \\\n",
       "0             0.0             0.0              0.0              0.0   \n",
       "1             0.0             0.0              0.0              0.0   \n",
       "2             0.0             0.0              1.0              0.0   \n",
       "3             0.0             0.0              1.0              0.0   \n",
       "4             0.0             1.0              0.0              0.0   \n",
       "\n",
       "   Fund_category_2  Fund_category_3  Geography_0  Geography_1  Lead_source_0  \\\n",
       "0              0.0              1.0          1.0          0.0            0.0   \n",
       "1              1.0              0.0          0.0          1.0            0.0   \n",
       "2              0.0              0.0          0.0          1.0            0.0   \n",
       "3              0.0              0.0          1.0          0.0            1.0   \n",
       "4              1.0              0.0          0.0          1.0            0.0   \n",
       "\n",
       "   Lead_source_1  Lead_source_2  Lead_source_3  Level_of_meeting_0  \\\n",
       "0            1.0            0.0            0.0                 1.0   \n",
       "1            1.0            0.0            0.0                 0.0   \n",
       "2            1.0            0.0            0.0                 0.0   \n",
       "3            0.0            0.0            0.0                 0.0   \n",
       "4            0.0            1.0            0.0                 0.0   \n",
       "\n",
       "   Level_of_meeting_1  Level_of_meeting_2  Last_lead_update_0  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 1.0                 0.0                 0.0   \n",
       "2                 1.0                 0.0                 0.0   \n",
       "3                 0.0                 1.0                 0.0   \n",
       "4                 0.0                 1.0                 0.0   \n",
       "\n",
       "   Last_lead_update_1  Last_lead_update_2  Last_lead_update_3  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 1.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_4  Last_lead_update_5  Last_lead_update_6  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 1.0                 0.0   \n",
       "\n",
       "   Last_lead_update_7  Last_lead_update_8  Last_lead_update_9  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 1.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_10  Resource_0  Resource_1  Resource_2  Resource_3  \\\n",
       "0                  1.0         0.0         0.0         1.0         0.0   \n",
       "1                  0.0         0.0         0.0         0.0         0.0   \n",
       "2                  0.0         0.0         1.0         0.0         0.0   \n",
       "3                  1.0         0.0         0.0         1.0         0.0   \n",
       "4                  0.0         0.0         1.0         0.0         0.0   \n",
       "\n",
       "   Resource_4  Resource_5  Designation_0  Designation_1  Designation_2  \\\n",
       "0         0.0         0.0            0.0            1.0            0.0   \n",
       "1         0.0         1.0            0.0            0.0            1.0   \n",
       "2         0.0         0.0            0.0            0.0            0.0   \n",
       "3         0.0         0.0            0.0            1.0            0.0   \n",
       "4         0.0         0.0            0.0            0.0            1.0   \n",
       "\n",
       "   Designation_3  Designation_4  Designation_5  Designation_6  Designation_7  \\\n",
       "0            0.0            0.0            0.0            0.0            0.0   \n",
       "1            0.0            0.0            0.0            0.0            0.0   \n",
       "2            0.0            1.0            0.0            0.0            0.0   \n",
       "3            0.0            0.0            0.0            0.0            0.0   \n",
       "4            0.0            0.0            0.0            0.0            0.0   \n",
       "\n",
       "   Hiring_candidate_role_0  Hiring_candidate_role_1  Hiring_candidate_role_2  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_3  Hiring_candidate_role_4  Hiring_candidate_role_5  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_6  Hiring_candidate_role_7  Hiring_candidate_role_8  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_9  Hiring_candidate_role_10  \\\n",
       "0                      0.0                       0.0   \n",
       "1                      0.0                       0.0   \n",
       "2                      0.0                       0.0   \n",
       "3                      0.0                       0.0   \n",
       "4                      0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_11  Hiring_candidate_role_12  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_13  Hiring_candidate_role_14  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_15  Hiring_candidate_role_16  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_17  Hiring_candidate_role_18  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_19  Hiring_candidate_role_20  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_21  Hiring_candidate_role_22  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_23  Hiring_candidate_role_24  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_25  Hiring_candidate_role_26  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_27  Hiring_candidate_role_28  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_29  Hiring_candidate_role_30  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_31  Hiring_candidate_role_32  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_33  Hiring_candidate_role_34  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_35  Hiring_candidate_role_36  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_37  Hiring_candidate_role_38  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_39  Hiring_candidate_role_40  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_41  Hiring_candidate_role_42  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_43  Hiring_candidate_role_44  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_45  Hiring_candidate_role_46  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_47  Hiring_candidate_role_48  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_49  Hiring_candidate_role_50  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       1.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_51  Hiring_candidate_role_52  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_53  Hiring_candidate_role_54  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_55  Hiring_candidate_role_56  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_57  Hiring_candidate_role_58  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_59  Hiring_candidate_role_60  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_61  Hiring_candidate_role_62  \\\n",
       "0                       0.0                       1.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_63  Hiring_candidate_role_64  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_65  Hiring_candidate_role_66  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_67  Hiring_candidate_role_68  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_69  Hiring_candidate_role_70  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_71  Hiring_candidate_role_72  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_73  Hiring_candidate_role_74  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_75  Hiring_candidate_role_76  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_77  Hiring_candidate_role_78  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_79  Hiring_candidate_role_80  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_81  Hiring_candidate_role_82  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_83  Hiring_candidate_role_84  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_85  Hiring_candidate_role_86  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_87  Hiring_candidate_role_88  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_89  Hiring_candidate_role_90  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       1.0   \n",
       "\n",
       "   Hiring_candidate_role_91  Hiring_candidate_role_92  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_93  Hiring_candidate_role_94  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_95  Hiring_candidate_role_96  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_97  Hiring_candidate_role_98  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_99  Hiring_candidate_role_100  \\\n",
       "0                       0.0                        0.0   \n",
       "1                       0.0                        0.0   \n",
       "2                       0.0                        0.0   \n",
       "3                       0.0                        0.0   \n",
       "4                       0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_101  Hiring_candidate_role_102  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_103  Hiring_candidate_role_104  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        1.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_105  Hiring_candidate_role_106  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_107  Hiring_candidate_role_108  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_109  Hiring_candidate_role_110  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_111  Hiring_candidate_role_112  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_113  Hiring_candidate_role_114  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_115  Hiring_candidate_role_116  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_117  Hiring_candidate_role_118  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_119  Hiring_candidate_role_120  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_121  Hiring_candidate_role_122  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_123  Hiring_candidate_role_124  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_125  Hiring_candidate_role_126  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_127  Hiring_candidate_role_128  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_129  Hiring_candidate_role_130  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_131  Hiring_candidate_role_132  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_133  Hiring_candidate_role_134  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_135  Hiring_candidate_role_136  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_137  Hiring_candidate_role_138  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_139  Hiring_candidate_role_140  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_141  Hiring_candidate_role_142  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_143  Hiring_candidate_role_144  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_145  Hiring_candidate_role_146  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_147  Hiring_candidate_role_148  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_149  Hiring_candidate_role_150  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_151  Hiring_candidate_role_152  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_153  Hiring_candidate_role_154  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_155  Hiring_candidate_role_156  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_157  Hiring_candidate_role_158  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_159  Hiring_candidate_role_160  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_161  Hiring_candidate_role_162  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_163  Hiring_candidate_role_164  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_165  Hiring_candidate_role_166  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_167  Hiring_candidate_role_168  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_169  Hiring_candidate_role_170  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_171  Hiring_candidate_role_172  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_173  Hiring_candidate_role_174  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_175  Hiring_candidate_role_176  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_177  Hiring_candidate_role_178  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_179  Hiring_candidate_role_180  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_181  Hiring_candidate_role_182  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_183  Hiring_candidate_role_184  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_185  Hiring_candidate_role_186  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_187  Hiring_candidate_role_188  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_189  Hiring_candidate_role_190  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_191  Hiring_candidate_role_192  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_193  Hiring_candidate_role_194  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_195  Hiring_candidate_role_196  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        1.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_197  Hiring_candidate_role_198  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_199  Hiring_candidate_role_200  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_201  Hiring_candidate_role_202  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_203  Hiring_candidate_role_204  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_205  Hiring_candidate_role_206  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_207  Hiring_candidate_role_208  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_209  Hiring_candidate_role_210  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_211  Hiring_candidate_role_212  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_213  Hiring_candidate_role_214  creation_year_0  \\\n",
       "0                        0.0                        0.0              0.0   \n",
       "1                        0.0                        0.0              0.0   \n",
       "2                        0.0                        0.0              0.0   \n",
       "3                        0.0                        0.0              0.0   \n",
       "4                        0.0                        0.0              0.0   \n",
       "\n",
       "   creation_year_1  creation_year_2  \n",
       "0              1.0              0.0  \n",
       "1              0.0              1.0  \n",
       "2              1.0              0.0  \n",
       "3              1.0              0.0  \n",
       "4              1.0              0.0  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "exempt-differential",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Deal_value</th>\n",
       "      <th>Weighted_amount</th>\n",
       "      <th>Internal_rating</th>\n",
       "      <th>Industry_0</th>\n",
       "      <th>Industry_1</th>\n",
       "      <th>Industry_2</th>\n",
       "      <th>Industry_3</th>\n",
       "      <th>Industry_4</th>\n",
       "      <th>Industry_5</th>\n",
       "      <th>Industry_6</th>\n",
       "      <th>Industry_7</th>\n",
       "      <th>Industry_8</th>\n",
       "      <th>Industry_9</th>\n",
       "      <th>Industry_10</th>\n",
       "      <th>Industry_11</th>\n",
       "      <th>Industry_12</th>\n",
       "      <th>Industry_13</th>\n",
       "      <th>Industry_14</th>\n",
       "      <th>Industry_15</th>\n",
       "      <th>Industry_16</th>\n",
       "      <th>Industry_17</th>\n",
       "      <th>Industry_18</th>\n",
       "      <th>Industry_19</th>\n",
       "      <th>Industry_20</th>\n",
       "      <th>Industry_21</th>\n",
       "      <th>Industry_22</th>\n",
       "      <th>Industry_23</th>\n",
       "      <th>Industry_24</th>\n",
       "      <th>Industry_25</th>\n",
       "      <th>Industry_26</th>\n",
       "      <th>Industry_27</th>\n",
       "      <th>Industry_28</th>\n",
       "      <th>Industry_29</th>\n",
       "      <th>Industry_30</th>\n",
       "      <th>Industry_31</th>\n",
       "      <th>Industry_32</th>\n",
       "      <th>Industry_33</th>\n",
       "      <th>Industry_34</th>\n",
       "      <th>Industry_35</th>\n",
       "      <th>Industry_36</th>\n",
       "      <th>Industry_37</th>\n",
       "      <th>Industry_38</th>\n",
       "      <th>Industry_39</th>\n",
       "      <th>Industry_40</th>\n",
       "      <th>Industry_41</th>\n",
       "      <th>Industry_42</th>\n",
       "      <th>Industry_43</th>\n",
       "      <th>Industry_44</th>\n",
       "      <th>Industry_45</th>\n",
       "      <th>Industry_46</th>\n",
       "      <th>Industry_47</th>\n",
       "      <th>Industry_48</th>\n",
       "      <th>Industry_49</th>\n",
       "      <th>Industry_50</th>\n",
       "      <th>Industry_51</th>\n",
       "      <th>Industry_52</th>\n",
       "      <th>Industry_53</th>\n",
       "      <th>Industry_54</th>\n",
       "      <th>Industry_55</th>\n",
       "      <th>Industry_56</th>\n",
       "      <th>Industry_57</th>\n",
       "      <th>Industry_58</th>\n",
       "      <th>Industry_59</th>\n",
       "      <th>Industry_60</th>\n",
       "      <th>Industry_61</th>\n",
       "      <th>Industry_62</th>\n",
       "      <th>Industry_63</th>\n",
       "      <th>Industry_64</th>\n",
       "      <th>Industry_65</th>\n",
       "      <th>Industry_66</th>\n",
       "      <th>Industry_67</th>\n",
       "      <th>Industry_68</th>\n",
       "      <th>Industry_69</th>\n",
       "      <th>Industry_70</th>\n",
       "      <th>Industry_71</th>\n",
       "      <th>Industry_72</th>\n",
       "      <th>Industry_73</th>\n",
       "      <th>Industry_74</th>\n",
       "      <th>Industry_75</th>\n",
       "      <th>Industry_76</th>\n",
       "      <th>Industry_77</th>\n",
       "      <th>Industry_78</th>\n",
       "      <th>Industry_79</th>\n",
       "      <th>Industry_80</th>\n",
       "      <th>Industry_81</th>\n",
       "      <th>Industry_82</th>\n",
       "      <th>Industry_83</th>\n",
       "      <th>Industry_84</th>\n",
       "      <th>Industry_85</th>\n",
       "      <th>Industry_86</th>\n",
       "      <th>Industry_87</th>\n",
       "      <th>Industry_88</th>\n",
       "      <th>Industry_89</th>\n",
       "      <th>Industry_90</th>\n",
       "      <th>Industry_91</th>\n",
       "      <th>Industry_92</th>\n",
       "      <th>Industry_93</th>\n",
       "      <th>Industry_94</th>\n",
       "      <th>Industry_95</th>\n",
       "      <th>Industry_96</th>\n",
       "      <th>Industry_97</th>\n",
       "      <th>Industry_98</th>\n",
       "      <th>Industry_99</th>\n",
       "      <th>Industry_100</th>\n",
       "      <th>Industry_101</th>\n",
       "      <th>Industry_102</th>\n",
       "      <th>Industry_103</th>\n",
       "      <th>Industry_104</th>\n",
       "      <th>Industry_105</th>\n",
       "      <th>Industry_106</th>\n",
       "      <th>Industry_107</th>\n",
       "      <th>Industry_108</th>\n",
       "      <th>Industry_109</th>\n",
       "      <th>Industry_110</th>\n",
       "      <th>Industry_111</th>\n",
       "      <th>Industry_112</th>\n",
       "      <th>Industry_113</th>\n",
       "      <th>Industry_114</th>\n",
       "      <th>Industry_115</th>\n",
       "      <th>Industry_116</th>\n",
       "      <th>Industry_117</th>\n",
       "      <th>Industry_118</th>\n",
       "      <th>Industry_119</th>\n",
       "      <th>Industry_120</th>\n",
       "      <th>Industry_121</th>\n",
       "      <th>Industry_122</th>\n",
       "      <th>Industry_123</th>\n",
       "      <th>Industry_124</th>\n",
       "      <th>Industry_125</th>\n",
       "      <th>Industry_126</th>\n",
       "      <th>Industry_127</th>\n",
       "      <th>Industry_128</th>\n",
       "      <th>Industry_129</th>\n",
       "      <th>Industry_130</th>\n",
       "      <th>Industry_131</th>\n",
       "      <th>Industry_132</th>\n",
       "      <th>Industry_133</th>\n",
       "      <th>Industry_134</th>\n",
       "      <th>Industry_135</th>\n",
       "      <th>Industry_136</th>\n",
       "      <th>Industry_137</th>\n",
       "      <th>Industry_138</th>\n",
       "      <th>Industry_139</th>\n",
       "      <th>Industry_140</th>\n",
       "      <th>Industry_141</th>\n",
       "      <th>Industry_142</th>\n",
       "      <th>Industry_143</th>\n",
       "      <th>Industry_144</th>\n",
       "      <th>Industry_145</th>\n",
       "      <th>Industry_146</th>\n",
       "      <th>Industry_147</th>\n",
       "      <th>Industry_148</th>\n",
       "      <th>Industry_149</th>\n",
       "      <th>Industry_150</th>\n",
       "      <th>Industry_151</th>\n",
       "      <th>Industry_152</th>\n",
       "      <th>Industry_153</th>\n",
       "      <th>Industry_154</th>\n",
       "      <th>Industry_155</th>\n",
       "      <th>Industry_156</th>\n",
       "      <th>Industry_157</th>\n",
       "      <th>Industry_158</th>\n",
       "      <th>Industry_159</th>\n",
       "      <th>Industry_160</th>\n",
       "      <th>Industry_161</th>\n",
       "      <th>Industry_162</th>\n",
       "      <th>Industry_163</th>\n",
       "      <th>Industry_164</th>\n",
       "      <th>Industry_165</th>\n",
       "      <th>Industry_166</th>\n",
       "      <th>Industry_167</th>\n",
       "      <th>Industry_168</th>\n",
       "      <th>Industry_169</th>\n",
       "      <th>Industry_170</th>\n",
       "      <th>Pitch_0</th>\n",
       "      <th>Pitch_1</th>\n",
       "      <th>Lead_revenue_0</th>\n",
       "      <th>Lead_revenue_1</th>\n",
       "      <th>Lead_revenue_2</th>\n",
       "      <th>Fund_category_0</th>\n",
       "      <th>Fund_category_1</th>\n",
       "      <th>Fund_category_2</th>\n",
       "      <th>Fund_category_3</th>\n",
       "      <th>Geography_0</th>\n",
       "      <th>Geography_1</th>\n",
       "      <th>Lead_source_0</th>\n",
       "      <th>Lead_source_1</th>\n",
       "      <th>Lead_source_2</th>\n",
       "      <th>Lead_source_3</th>\n",
       "      <th>Level_of_meeting_0</th>\n",
       "      <th>Level_of_meeting_1</th>\n",
       "      <th>Level_of_meeting_2</th>\n",
       "      <th>Last_lead_update_0</th>\n",
       "      <th>Last_lead_update_1</th>\n",
       "      <th>Last_lead_update_2</th>\n",
       "      <th>Last_lead_update_3</th>\n",
       "      <th>Last_lead_update_4</th>\n",
       "      <th>Last_lead_update_5</th>\n",
       "      <th>Last_lead_update_6</th>\n",
       "      <th>Last_lead_update_7</th>\n",
       "      <th>Last_lead_update_8</th>\n",
       "      <th>Last_lead_update_9</th>\n",
       "      <th>Last_lead_update_10</th>\n",
       "      <th>Resource_0</th>\n",
       "      <th>Resource_1</th>\n",
       "      <th>Resource_2</th>\n",
       "      <th>Resource_3</th>\n",
       "      <th>Resource_4</th>\n",
       "      <th>Resource_5</th>\n",
       "      <th>Designation_0</th>\n",
       "      <th>Designation_1</th>\n",
       "      <th>Designation_2</th>\n",
       "      <th>Designation_3</th>\n",
       "      <th>Designation_4</th>\n",
       "      <th>Designation_5</th>\n",
       "      <th>Designation_6</th>\n",
       "      <th>Designation_7</th>\n",
       "      <th>Hiring_candidate_role_0</th>\n",
       "      <th>Hiring_candidate_role_1</th>\n",
       "      <th>Hiring_candidate_role_2</th>\n",
       "      <th>Hiring_candidate_role_3</th>\n",
       "      <th>Hiring_candidate_role_4</th>\n",
       "      <th>Hiring_candidate_role_5</th>\n",
       "      <th>Hiring_candidate_role_6</th>\n",
       "      <th>Hiring_candidate_role_7</th>\n",
       "      <th>Hiring_candidate_role_8</th>\n",
       "      <th>Hiring_candidate_role_9</th>\n",
       "      <th>Hiring_candidate_role_10</th>\n",
       "      <th>Hiring_candidate_role_11</th>\n",
       "      <th>Hiring_candidate_role_12</th>\n",
       "      <th>Hiring_candidate_role_13</th>\n",
       "      <th>Hiring_candidate_role_14</th>\n",
       "      <th>Hiring_candidate_role_15</th>\n",
       "      <th>Hiring_candidate_role_16</th>\n",
       "      <th>Hiring_candidate_role_17</th>\n",
       "      <th>Hiring_candidate_role_18</th>\n",
       "      <th>Hiring_candidate_role_19</th>\n",
       "      <th>Hiring_candidate_role_20</th>\n",
       "      <th>Hiring_candidate_role_21</th>\n",
       "      <th>Hiring_candidate_role_22</th>\n",
       "      <th>Hiring_candidate_role_23</th>\n",
       "      <th>Hiring_candidate_role_24</th>\n",
       "      <th>Hiring_candidate_role_25</th>\n",
       "      <th>Hiring_candidate_role_26</th>\n",
       "      <th>Hiring_candidate_role_27</th>\n",
       "      <th>Hiring_candidate_role_28</th>\n",
       "      <th>Hiring_candidate_role_29</th>\n",
       "      <th>Hiring_candidate_role_30</th>\n",
       "      <th>Hiring_candidate_role_31</th>\n",
       "      <th>Hiring_candidate_role_32</th>\n",
       "      <th>Hiring_candidate_role_33</th>\n",
       "      <th>Hiring_candidate_role_34</th>\n",
       "      <th>Hiring_candidate_role_35</th>\n",
       "      <th>Hiring_candidate_role_36</th>\n",
       "      <th>Hiring_candidate_role_37</th>\n",
       "      <th>Hiring_candidate_role_38</th>\n",
       "      <th>Hiring_candidate_role_39</th>\n",
       "      <th>Hiring_candidate_role_40</th>\n",
       "      <th>Hiring_candidate_role_41</th>\n",
       "      <th>Hiring_candidate_role_42</th>\n",
       "      <th>Hiring_candidate_role_43</th>\n",
       "      <th>Hiring_candidate_role_44</th>\n",
       "      <th>Hiring_candidate_role_45</th>\n",
       "      <th>Hiring_candidate_role_46</th>\n",
       "      <th>Hiring_candidate_role_47</th>\n",
       "      <th>Hiring_candidate_role_48</th>\n",
       "      <th>Hiring_candidate_role_49</th>\n",
       "      <th>Hiring_candidate_role_50</th>\n",
       "      <th>Hiring_candidate_role_51</th>\n",
       "      <th>Hiring_candidate_role_52</th>\n",
       "      <th>Hiring_candidate_role_53</th>\n",
       "      <th>Hiring_candidate_role_54</th>\n",
       "      <th>Hiring_candidate_role_55</th>\n",
       "      <th>Hiring_candidate_role_56</th>\n",
       "      <th>Hiring_candidate_role_57</th>\n",
       "      <th>Hiring_candidate_role_58</th>\n",
       "      <th>Hiring_candidate_role_59</th>\n",
       "      <th>Hiring_candidate_role_60</th>\n",
       "      <th>Hiring_candidate_role_61</th>\n",
       "      <th>Hiring_candidate_role_62</th>\n",
       "      <th>Hiring_candidate_role_63</th>\n",
       "      <th>Hiring_candidate_role_64</th>\n",
       "      <th>Hiring_candidate_role_65</th>\n",
       "      <th>Hiring_candidate_role_66</th>\n",
       "      <th>Hiring_candidate_role_67</th>\n",
       "      <th>Hiring_candidate_role_68</th>\n",
       "      <th>Hiring_candidate_role_69</th>\n",
       "      <th>Hiring_candidate_role_70</th>\n",
       "      <th>Hiring_candidate_role_71</th>\n",
       "      <th>Hiring_candidate_role_72</th>\n",
       "      <th>Hiring_candidate_role_73</th>\n",
       "      <th>Hiring_candidate_role_74</th>\n",
       "      <th>Hiring_candidate_role_75</th>\n",
       "      <th>Hiring_candidate_role_76</th>\n",
       "      <th>Hiring_candidate_role_77</th>\n",
       "      <th>Hiring_candidate_role_78</th>\n",
       "      <th>Hiring_candidate_role_79</th>\n",
       "      <th>Hiring_candidate_role_80</th>\n",
       "      <th>Hiring_candidate_role_81</th>\n",
       "      <th>Hiring_candidate_role_82</th>\n",
       "      <th>Hiring_candidate_role_83</th>\n",
       "      <th>Hiring_candidate_role_84</th>\n",
       "      <th>Hiring_candidate_role_85</th>\n",
       "      <th>Hiring_candidate_role_86</th>\n",
       "      <th>Hiring_candidate_role_87</th>\n",
       "      <th>Hiring_candidate_role_88</th>\n",
       "      <th>Hiring_candidate_role_89</th>\n",
       "      <th>Hiring_candidate_role_90</th>\n",
       "      <th>Hiring_candidate_role_91</th>\n",
       "      <th>Hiring_candidate_role_92</th>\n",
       "      <th>Hiring_candidate_role_93</th>\n",
       "      <th>Hiring_candidate_role_94</th>\n",
       "      <th>Hiring_candidate_role_95</th>\n",
       "      <th>Hiring_candidate_role_96</th>\n",
       "      <th>Hiring_candidate_role_97</th>\n",
       "      <th>Hiring_candidate_role_98</th>\n",
       "      <th>Hiring_candidate_role_99</th>\n",
       "      <th>Hiring_candidate_role_100</th>\n",
       "      <th>Hiring_candidate_role_101</th>\n",
       "      <th>Hiring_candidate_role_102</th>\n",
       "      <th>Hiring_candidate_role_103</th>\n",
       "      <th>Hiring_candidate_role_104</th>\n",
       "      <th>Hiring_candidate_role_105</th>\n",
       "      <th>Hiring_candidate_role_106</th>\n",
       "      <th>Hiring_candidate_role_107</th>\n",
       "      <th>Hiring_candidate_role_108</th>\n",
       "      <th>Hiring_candidate_role_109</th>\n",
       "      <th>Hiring_candidate_role_110</th>\n",
       "      <th>Hiring_candidate_role_111</th>\n",
       "      <th>Hiring_candidate_role_112</th>\n",
       "      <th>Hiring_candidate_role_113</th>\n",
       "      <th>Hiring_candidate_role_114</th>\n",
       "      <th>Hiring_candidate_role_115</th>\n",
       "      <th>Hiring_candidate_role_116</th>\n",
       "      <th>Hiring_candidate_role_117</th>\n",
       "      <th>Hiring_candidate_role_118</th>\n",
       "      <th>Hiring_candidate_role_119</th>\n",
       "      <th>Hiring_candidate_role_120</th>\n",
       "      <th>Hiring_candidate_role_121</th>\n",
       "      <th>Hiring_candidate_role_122</th>\n",
       "      <th>Hiring_candidate_role_123</th>\n",
       "      <th>Hiring_candidate_role_124</th>\n",
       "      <th>Hiring_candidate_role_125</th>\n",
       "      <th>Hiring_candidate_role_126</th>\n",
       "      <th>Hiring_candidate_role_127</th>\n",
       "      <th>Hiring_candidate_role_128</th>\n",
       "      <th>Hiring_candidate_role_129</th>\n",
       "      <th>Hiring_candidate_role_130</th>\n",
       "      <th>Hiring_candidate_role_131</th>\n",
       "      <th>Hiring_candidate_role_132</th>\n",
       "      <th>Hiring_candidate_role_133</th>\n",
       "      <th>Hiring_candidate_role_134</th>\n",
       "      <th>Hiring_candidate_role_135</th>\n",
       "      <th>Hiring_candidate_role_136</th>\n",
       "      <th>Hiring_candidate_role_137</th>\n",
       "      <th>Hiring_candidate_role_138</th>\n",
       "      <th>Hiring_candidate_role_139</th>\n",
       "      <th>Hiring_candidate_role_140</th>\n",
       "      <th>Hiring_candidate_role_141</th>\n",
       "      <th>Hiring_candidate_role_142</th>\n",
       "      <th>Hiring_candidate_role_143</th>\n",
       "      <th>Hiring_candidate_role_144</th>\n",
       "      <th>Hiring_candidate_role_145</th>\n",
       "      <th>Hiring_candidate_role_146</th>\n",
       "      <th>Hiring_candidate_role_147</th>\n",
       "      <th>Hiring_candidate_role_148</th>\n",
       "      <th>Hiring_candidate_role_149</th>\n",
       "      <th>Hiring_candidate_role_150</th>\n",
       "      <th>Hiring_candidate_role_151</th>\n",
       "      <th>Hiring_candidate_role_152</th>\n",
       "      <th>Hiring_candidate_role_153</th>\n",
       "      <th>Hiring_candidate_role_154</th>\n",
       "      <th>Hiring_candidate_role_155</th>\n",
       "      <th>Hiring_candidate_role_156</th>\n",
       "      <th>Hiring_candidate_role_157</th>\n",
       "      <th>Hiring_candidate_role_158</th>\n",
       "      <th>Hiring_candidate_role_159</th>\n",
       "      <th>Hiring_candidate_role_160</th>\n",
       "      <th>Hiring_candidate_role_161</th>\n",
       "      <th>Hiring_candidate_role_162</th>\n",
       "      <th>Hiring_candidate_role_163</th>\n",
       "      <th>Hiring_candidate_role_164</th>\n",
       "      <th>Hiring_candidate_role_165</th>\n",
       "      <th>Hiring_candidate_role_166</th>\n",
       "      <th>Hiring_candidate_role_167</th>\n",
       "      <th>Hiring_candidate_role_168</th>\n",
       "      <th>Hiring_candidate_role_169</th>\n",
       "      <th>Hiring_candidate_role_170</th>\n",
       "      <th>Hiring_candidate_role_171</th>\n",
       "      <th>Hiring_candidate_role_172</th>\n",
       "      <th>Hiring_candidate_role_173</th>\n",
       "      <th>Hiring_candidate_role_174</th>\n",
       "      <th>Hiring_candidate_role_175</th>\n",
       "      <th>Hiring_candidate_role_176</th>\n",
       "      <th>Hiring_candidate_role_177</th>\n",
       "      <th>Hiring_candidate_role_178</th>\n",
       "      <th>Hiring_candidate_role_179</th>\n",
       "      <th>Hiring_candidate_role_180</th>\n",
       "      <th>Hiring_candidate_role_181</th>\n",
       "      <th>Hiring_candidate_role_182</th>\n",
       "      <th>Hiring_candidate_role_183</th>\n",
       "      <th>Hiring_candidate_role_184</th>\n",
       "      <th>Hiring_candidate_role_185</th>\n",
       "      <th>Hiring_candidate_role_186</th>\n",
       "      <th>Hiring_candidate_role_187</th>\n",
       "      <th>Hiring_candidate_role_188</th>\n",
       "      <th>Hiring_candidate_role_189</th>\n",
       "      <th>Hiring_candidate_role_190</th>\n",
       "      <th>Hiring_candidate_role_191</th>\n",
       "      <th>Hiring_candidate_role_192</th>\n",
       "      <th>Hiring_candidate_role_193</th>\n",
       "      <th>Hiring_candidate_role_194</th>\n",
       "      <th>Hiring_candidate_role_195</th>\n",
       "      <th>Hiring_candidate_role_196</th>\n",
       "      <th>Hiring_candidate_role_197</th>\n",
       "      <th>Hiring_candidate_role_198</th>\n",
       "      <th>Hiring_candidate_role_199</th>\n",
       "      <th>Hiring_candidate_role_200</th>\n",
       "      <th>Hiring_candidate_role_201</th>\n",
       "      <th>Hiring_candidate_role_202</th>\n",
       "      <th>Hiring_candidate_role_203</th>\n",
       "      <th>Hiring_candidate_role_204</th>\n",
       "      <th>Hiring_candidate_role_205</th>\n",
       "      <th>Hiring_candidate_role_206</th>\n",
       "      <th>Hiring_candidate_role_207</th>\n",
       "      <th>Hiring_candidate_role_208</th>\n",
       "      <th>Hiring_candidate_role_209</th>\n",
       "      <th>Hiring_candidate_role_210</th>\n",
       "      <th>Hiring_candidate_role_211</th>\n",
       "      <th>Hiring_candidate_role_212</th>\n",
       "      <th>Hiring_candidate_role_213</th>\n",
       "      <th>Hiring_candidate_role_214</th>\n",
       "      <th>creation_year_0</th>\n",
       "      <th>creation_year_1</th>\n",
       "      <th>creation_year_2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200988.0</td>\n",
       "      <td>1565433.10</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_value  Weighted_amount  Internal_rating  Industry_0  Industry_1  \\\n",
       "0    200988.0       1565433.10             -1.0         0.0         0.0   \n",
       "1    409961.0       2541758.20              1.0         0.0         0.0   \n",
       "2    434433.0       3041031.00              5.0         0.0         0.0   \n",
       "3    218952.0       1521716.40              5.0         0.0         0.0   \n",
       "4    392835.0       2455218.75              2.0         0.0         0.0   \n",
       "\n",
       "   Industry_2  Industry_3  Industry_4  Industry_5  Industry_6  Industry_7  \\\n",
       "0         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "1         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "2         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "3         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "4         0.0         0.0         0.0         0.0         0.0         0.0   \n",
       "\n",
       "   Industry_8  Industry_9  Industry_10  Industry_11  Industry_12  Industry_13  \\\n",
       "0         0.0         0.0          0.0          0.0          0.0          0.0   \n",
       "1         0.0         0.0          0.0          0.0          0.0          0.0   \n",
       "2         0.0         0.0          0.0          0.0          0.0          0.0   \n",
       "3         0.0         0.0          0.0          0.0          0.0          0.0   \n",
       "4         0.0         0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_14  Industry_15  Industry_16  Industry_17  Industry_18  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          1.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_19  Industry_20  Industry_21  Industry_22  Industry_23  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_24  Industry_25  Industry_26  Industry_27  Industry_28  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_29  Industry_30  Industry_31  Industry_32  Industry_33  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_34  Industry_35  Industry_36  Industry_37  Industry_38  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_39  Industry_40  Industry_41  Industry_42  Industry_43  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          1.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_44  Industry_45  Industry_46  Industry_47  Industry_48  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_49  Industry_50  Industry_51  Industry_52  Industry_53  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_54  Industry_55  Industry_56  Industry_57  Industry_58  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_59  Industry_60  Industry_61  Industry_62  Industry_63  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_64  Industry_65  Industry_66  Industry_67  Industry_68  \\\n",
       "0          0.0          0.0          1.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_69  Industry_70  Industry_71  Industry_72  Industry_73  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_74  Industry_75  Industry_76  Industry_77  Industry_78  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_79  Industry_80  Industry_81  Industry_82  Industry_83  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          1.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_84  Industry_85  Industry_86  Industry_87  Industry_88  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_89  Industry_90  Industry_91  Industry_92  Industry_93  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_94  Industry_95  Industry_96  Industry_97  Industry_98  \\\n",
       "0          0.0          0.0          0.0          0.0          0.0   \n",
       "1          0.0          0.0          0.0          0.0          0.0   \n",
       "2          0.0          0.0          0.0          0.0          0.0   \n",
       "3          0.0          0.0          0.0          0.0          0.0   \n",
       "4          0.0          0.0          0.0          0.0          0.0   \n",
       "\n",
       "   Industry_99  Industry_100  Industry_101  Industry_102  Industry_103  \\\n",
       "0          0.0           0.0           0.0           0.0           0.0   \n",
       "1          0.0           0.0           0.0           0.0           0.0   \n",
       "2          0.0           0.0           0.0           0.0           0.0   \n",
       "3          0.0           0.0           0.0           0.0           0.0   \n",
       "4          0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_104  Industry_105  Industry_106  Industry_107  Industry_108  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_109  Industry_110  Industry_111  Industry_112  Industry_113  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_114  Industry_115  Industry_116  Industry_117  Industry_118  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           1.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_119  Industry_120  Industry_121  Industry_122  Industry_123  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_124  Industry_125  Industry_126  Industry_127  Industry_128  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_129  Industry_130  Industry_131  Industry_132  Industry_133  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_134  Industry_135  Industry_136  Industry_137  Industry_138  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_139  Industry_140  Industry_141  Industry_142  Industry_143  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_144  Industry_145  Industry_146  Industry_147  Industry_148  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_149  Industry_150  Industry_151  Industry_152  Industry_153  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_154  Industry_155  Industry_156  Industry_157  Industry_158  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_159  Industry_160  Industry_161  Industry_162  Industry_163  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_164  Industry_165  Industry_166  Industry_167  Industry_168  \\\n",
       "0           0.0           0.0           0.0           0.0           0.0   \n",
       "1           0.0           0.0           0.0           0.0           0.0   \n",
       "2           0.0           0.0           0.0           0.0           0.0   \n",
       "3           0.0           0.0           0.0           0.0           0.0   \n",
       "4           0.0           0.0           0.0           0.0           0.0   \n",
       "\n",
       "   Industry_169  Industry_170  Pitch_0  Pitch_1  Lead_revenue_0  \\\n",
       "0           0.0           0.0      1.0      0.0             1.0   \n",
       "1           0.0           0.0      1.0      0.0             1.0   \n",
       "2           0.0           0.0      1.0      0.0             1.0   \n",
       "3           0.0           0.0      0.0      1.0             1.0   \n",
       "4           0.0           0.0      1.0      0.0             0.0   \n",
       "\n",
       "   Lead_revenue_1  Lead_revenue_2  Fund_category_0  Fund_category_1  \\\n",
       "0             0.0             0.0              0.0              0.0   \n",
       "1             0.0             0.0              0.0              0.0   \n",
       "2             0.0             0.0              1.0              0.0   \n",
       "3             0.0             0.0              1.0              0.0   \n",
       "4             0.0             1.0              0.0              0.0   \n",
       "\n",
       "   Fund_category_2  Fund_category_3  Geography_0  Geography_1  Lead_source_0  \\\n",
       "0              0.0              1.0          1.0          0.0            0.0   \n",
       "1              1.0              0.0          0.0          1.0            0.0   \n",
       "2              0.0              0.0          0.0          1.0            0.0   \n",
       "3              0.0              0.0          1.0          0.0            1.0   \n",
       "4              1.0              0.0          0.0          1.0            0.0   \n",
       "\n",
       "   Lead_source_1  Lead_source_2  Lead_source_3  Level_of_meeting_0  \\\n",
       "0            1.0            0.0            0.0                 1.0   \n",
       "1            1.0            0.0            0.0                 0.0   \n",
       "2            1.0            0.0            0.0                 0.0   \n",
       "3            0.0            0.0            0.0                 0.0   \n",
       "4            0.0            1.0            0.0                 0.0   \n",
       "\n",
       "   Level_of_meeting_1  Level_of_meeting_2  Last_lead_update_0  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 1.0                 0.0                 0.0   \n",
       "2                 1.0                 0.0                 0.0   \n",
       "3                 0.0                 1.0                 0.0   \n",
       "4                 0.0                 1.0                 0.0   \n",
       "\n",
       "   Last_lead_update_1  Last_lead_update_2  Last_lead_update_3  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 1.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_4  Last_lead_update_5  Last_lead_update_6  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 0.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 1.0                 0.0   \n",
       "\n",
       "   Last_lead_update_7  Last_lead_update_8  Last_lead_update_9  \\\n",
       "0                 0.0                 0.0                 0.0   \n",
       "1                 0.0                 0.0                 1.0   \n",
       "2                 0.0                 0.0                 0.0   \n",
       "3                 0.0                 0.0                 0.0   \n",
       "4                 0.0                 0.0                 0.0   \n",
       "\n",
       "   Last_lead_update_10  Resource_0  Resource_1  Resource_2  Resource_3  \\\n",
       "0                  1.0         0.0         0.0         1.0         0.0   \n",
       "1                  0.0         0.0         0.0         0.0         0.0   \n",
       "2                  0.0         0.0         1.0         0.0         0.0   \n",
       "3                  1.0         0.0         0.0         1.0         0.0   \n",
       "4                  0.0         0.0         1.0         0.0         0.0   \n",
       "\n",
       "   Resource_4  Resource_5  Designation_0  Designation_1  Designation_2  \\\n",
       "0         0.0         0.0            0.0            1.0            0.0   \n",
       "1         0.0         1.0            0.0            0.0            1.0   \n",
       "2         0.0         0.0            0.0            0.0            0.0   \n",
       "3         0.0         0.0            0.0            1.0            0.0   \n",
       "4         0.0         0.0            0.0            0.0            1.0   \n",
       "\n",
       "   Designation_3  Designation_4  Designation_5  Designation_6  Designation_7  \\\n",
       "0            0.0            0.0            0.0            0.0            0.0   \n",
       "1            0.0            0.0            0.0            0.0            0.0   \n",
       "2            0.0            1.0            0.0            0.0            0.0   \n",
       "3            0.0            0.0            0.0            0.0            0.0   \n",
       "4            0.0            0.0            0.0            0.0            0.0   \n",
       "\n",
       "   Hiring_candidate_role_0  Hiring_candidate_role_1  Hiring_candidate_role_2  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_3  Hiring_candidate_role_4  Hiring_candidate_role_5  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_6  Hiring_candidate_role_7  Hiring_candidate_role_8  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
       "1                      0.0                      0.0                      0.0   \n",
       "2                      0.0                      0.0                      0.0   \n",
       "3                      0.0                      0.0                      0.0   \n",
       "4                      0.0                      0.0                      0.0   \n",
       "\n",
       "   Hiring_candidate_role_9  Hiring_candidate_role_10  \\\n",
       "0                      0.0                       0.0   \n",
       "1                      0.0                       0.0   \n",
       "2                      0.0                       0.0   \n",
       "3                      0.0                       0.0   \n",
       "4                      0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_11  Hiring_candidate_role_12  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_13  Hiring_candidate_role_14  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_15  Hiring_candidate_role_16  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_17  Hiring_candidate_role_18  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_19  Hiring_candidate_role_20  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_21  Hiring_candidate_role_22  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_23  Hiring_candidate_role_24  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_25  Hiring_candidate_role_26  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_27  Hiring_candidate_role_28  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_29  Hiring_candidate_role_30  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_31  Hiring_candidate_role_32  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_33  Hiring_candidate_role_34  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_35  Hiring_candidate_role_36  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_37  Hiring_candidate_role_38  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_39  Hiring_candidate_role_40  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_41  Hiring_candidate_role_42  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_43  Hiring_candidate_role_44  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_45  Hiring_candidate_role_46  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_47  Hiring_candidate_role_48  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_49  Hiring_candidate_role_50  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       1.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_51  Hiring_candidate_role_52  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_53  Hiring_candidate_role_54  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_55  Hiring_candidate_role_56  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_57  Hiring_candidate_role_58  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_59  Hiring_candidate_role_60  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_61  Hiring_candidate_role_62  \\\n",
       "0                       0.0                       1.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_63  Hiring_candidate_role_64  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_65  Hiring_candidate_role_66  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_67  Hiring_candidate_role_68  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_69  Hiring_candidate_role_70  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_71  Hiring_candidate_role_72  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_73  Hiring_candidate_role_74  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_75  Hiring_candidate_role_76  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_77  Hiring_candidate_role_78  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_79  Hiring_candidate_role_80  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_81  Hiring_candidate_role_82  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_83  Hiring_candidate_role_84  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_85  Hiring_candidate_role_86  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_87  Hiring_candidate_role_88  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_89  Hiring_candidate_role_90  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       1.0   \n",
       "\n",
       "   Hiring_candidate_role_91  Hiring_candidate_role_92  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_93  Hiring_candidate_role_94  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_95  Hiring_candidate_role_96  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_97  Hiring_candidate_role_98  \\\n",
       "0                       0.0                       0.0   \n",
       "1                       0.0                       0.0   \n",
       "2                       0.0                       0.0   \n",
       "3                       0.0                       0.0   \n",
       "4                       0.0                       0.0   \n",
       "\n",
       "   Hiring_candidate_role_99  Hiring_candidate_role_100  \\\n",
       "0                       0.0                        0.0   \n",
       "1                       0.0                        0.0   \n",
       "2                       0.0                        0.0   \n",
       "3                       0.0                        0.0   \n",
       "4                       0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_101  Hiring_candidate_role_102  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_103  Hiring_candidate_role_104  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        1.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_105  Hiring_candidate_role_106  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_107  Hiring_candidate_role_108  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_109  Hiring_candidate_role_110  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_111  Hiring_candidate_role_112  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_113  Hiring_candidate_role_114  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_115  Hiring_candidate_role_116  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_117  Hiring_candidate_role_118  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_119  Hiring_candidate_role_120  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_121  Hiring_candidate_role_122  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_123  Hiring_candidate_role_124  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_125  Hiring_candidate_role_126  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_127  Hiring_candidate_role_128  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_129  Hiring_candidate_role_130  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_131  Hiring_candidate_role_132  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_133  Hiring_candidate_role_134  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_135  Hiring_candidate_role_136  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_137  Hiring_candidate_role_138  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_139  Hiring_candidate_role_140  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_141  Hiring_candidate_role_142  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_143  Hiring_candidate_role_144  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_145  Hiring_candidate_role_146  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_147  Hiring_candidate_role_148  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_149  Hiring_candidate_role_150  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_151  Hiring_candidate_role_152  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_153  Hiring_candidate_role_154  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_155  Hiring_candidate_role_156  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_157  Hiring_candidate_role_158  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_159  Hiring_candidate_role_160  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_161  Hiring_candidate_role_162  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_163  Hiring_candidate_role_164  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_165  Hiring_candidate_role_166  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_167  Hiring_candidate_role_168  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_169  Hiring_candidate_role_170  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_171  Hiring_candidate_role_172  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_173  Hiring_candidate_role_174  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_175  Hiring_candidate_role_176  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_177  Hiring_candidate_role_178  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_179  Hiring_candidate_role_180  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_181  Hiring_candidate_role_182  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_183  Hiring_candidate_role_184  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_185  Hiring_candidate_role_186  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_187  Hiring_candidate_role_188  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_189  Hiring_candidate_role_190  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_191  Hiring_candidate_role_192  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_193  Hiring_candidate_role_194  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_195  Hiring_candidate_role_196  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        1.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_197  Hiring_candidate_role_198  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_199  Hiring_candidate_role_200  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_201  Hiring_candidate_role_202  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_203  Hiring_candidate_role_204  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_205  Hiring_candidate_role_206  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_207  Hiring_candidate_role_208  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_209  Hiring_candidate_role_210  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_211  Hiring_candidate_role_212  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        0.0                        0.0   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   Hiring_candidate_role_213  Hiring_candidate_role_214  creation_year_0  \\\n",
       "0                        0.0                        0.0              0.0   \n",
       "1                        0.0                        0.0              0.0   \n",
       "2                        0.0                        0.0              0.0   \n",
       "3                        0.0                        0.0              0.0   \n",
       "4                        0.0                        0.0              0.0   \n",
       "\n",
       "   creation_year_1  creation_year_2  \n",
       "0              1.0              0.0  \n",
       "1              0.0              1.0  \n",
       "2              1.0              0.0  \n",
       "3              1.0              0.0  \n",
       "4              1.0              0.0  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Deal_title = df_test[\"Deal_title\"]\n",
    "Deal_title_df = pd.DataFrame(data = Deal_title,columns=[\"Deal_title\"])\n",
    "df_test = df_test.drop([\"Deal_title\"],axis=1)\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "vital-essex",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
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       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
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       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "      <th>66</th>\n",
       "      <th>67</th>\n",
       "      <th>68</th>\n",
       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "      <th>76</th>\n",
       "      <th>77</th>\n",
       "      <th>78</th>\n",
       "      <th>79</th>\n",
       "      <th>80</th>\n",
       "      <th>81</th>\n",
       "      <th>82</th>\n",
       "      <th>83</th>\n",
       "      <th>84</th>\n",
       "      <th>85</th>\n",
       "      <th>86</th>\n",
       "      <th>87</th>\n",
       "      <th>88</th>\n",
       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "      <th>100</th>\n",
       "      <th>101</th>\n",
       "      <th>102</th>\n",
       "      <th>103</th>\n",
       "      <th>104</th>\n",
       "      <th>105</th>\n",
       "      <th>106</th>\n",
       "      <th>107</th>\n",
       "      <th>108</th>\n",
       "      <th>109</th>\n",
       "      <th>110</th>\n",
       "      <th>111</th>\n",
       "      <th>112</th>\n",
       "      <th>113</th>\n",
       "      <th>114</th>\n",
       "      <th>115</th>\n",
       "      <th>116</th>\n",
       "      <th>117</th>\n",
       "      <th>118</th>\n",
       "      <th>119</th>\n",
       "      <th>120</th>\n",
       "      <th>121</th>\n",
       "      <th>122</th>\n",
       "      <th>123</th>\n",
       "      <th>124</th>\n",
       "      <th>125</th>\n",
       "      <th>126</th>\n",
       "      <th>127</th>\n",
       "      <th>128</th>\n",
       "      <th>129</th>\n",
       "      <th>130</th>\n",
       "      <th>131</th>\n",
       "      <th>132</th>\n",
       "      <th>133</th>\n",
       "      <th>134</th>\n",
       "      <th>135</th>\n",
       "      <th>136</th>\n",
       "      <th>137</th>\n",
       "      <th>138</th>\n",
       "      <th>139</th>\n",
       "      <th>140</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>151</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
       "      <th>158</th>\n",
       "      <th>159</th>\n",
       "      <th>160</th>\n",
       "      <th>161</th>\n",
       "      <th>162</th>\n",
       "      <th>163</th>\n",
       "      <th>164</th>\n",
       "      <th>165</th>\n",
       "      <th>166</th>\n",
       "      <th>167</th>\n",
       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>188</th>\n",
       "      <th>189</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "      <th>201</th>\n",
       "      <th>202</th>\n",
       "      <th>203</th>\n",
       "      <th>204</th>\n",
       "      <th>205</th>\n",
       "      <th>206</th>\n",
       "      <th>207</th>\n",
       "      <th>208</th>\n",
       "      <th>209</th>\n",
       "      <th>210</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>216</th>\n",
       "      <th>217</th>\n",
       "      <th>218</th>\n",
       "      <th>219</th>\n",
       "      <th>220</th>\n",
       "      <th>221</th>\n",
       "      <th>222</th>\n",
       "      <th>223</th>\n",
       "      <th>224</th>\n",
       "      <th>225</th>\n",
       "      <th>226</th>\n",
       "      <th>227</th>\n",
       "      <th>228</th>\n",
       "      <th>229</th>\n",
       "      <th>230</th>\n",
       "      <th>231</th>\n",
       "      <th>232</th>\n",
       "      <th>233</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>236</th>\n",
       "      <th>237</th>\n",
       "      <th>238</th>\n",
       "      <th>239</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>242</th>\n",
       "      <th>243</th>\n",
       "      <th>244</th>\n",
       "      <th>245</th>\n",
       "      <th>246</th>\n",
       "      <th>247</th>\n",
       "      <th>248</th>\n",
       "      <th>249</th>\n",
       "      <th>250</th>\n",
       "      <th>251</th>\n",
       "      <th>252</th>\n",
       "      <th>253</th>\n",
       "      <th>254</th>\n",
       "      <th>255</th>\n",
       "      <th>256</th>\n",
       "      <th>257</th>\n",
       "      <th>258</th>\n",
       "      <th>259</th>\n",
       "      <th>260</th>\n",
       "      <th>261</th>\n",
       "      <th>262</th>\n",
       "      <th>263</th>\n",
       "      <th>264</th>\n",
       "      <th>265</th>\n",
       "      <th>266</th>\n",
       "      <th>267</th>\n",
       "      <th>268</th>\n",
       "      <th>269</th>\n",
       "      <th>270</th>\n",
       "      <th>271</th>\n",
       "      <th>272</th>\n",
       "      <th>273</th>\n",
       "      <th>274</th>\n",
       "      <th>275</th>\n",
       "      <th>276</th>\n",
       "      <th>277</th>\n",
       "      <th>278</th>\n",
       "      <th>279</th>\n",
       "      <th>280</th>\n",
       "      <th>281</th>\n",
       "      <th>282</th>\n",
       "      <th>283</th>\n",
       "      <th>284</th>\n",
       "      <th>285</th>\n",
       "      <th>286</th>\n",
       "      <th>287</th>\n",
       "      <th>288</th>\n",
       "      <th>289</th>\n",
       "      <th>290</th>\n",
       "      <th>291</th>\n",
       "      <th>292</th>\n",
       "      <th>293</th>\n",
       "      <th>294</th>\n",
       "      <th>295</th>\n",
       "      <th>296</th>\n",
       "      <th>297</th>\n",
       "      <th>298</th>\n",
       "      <th>299</th>\n",
       "      <th>300</th>\n",
       "      <th>301</th>\n",
       "      <th>302</th>\n",
       "      <th>303</th>\n",
       "      <th>304</th>\n",
       "      <th>305</th>\n",
       "      <th>306</th>\n",
       "      <th>307</th>\n",
       "      <th>308</th>\n",
       "      <th>309</th>\n",
       "      <th>310</th>\n",
       "      <th>311</th>\n",
       "      <th>312</th>\n",
       "      <th>313</th>\n",
       "      <th>314</th>\n",
       "      <th>315</th>\n",
       "      <th>316</th>\n",
       "      <th>317</th>\n",
       "      <th>318</th>\n",
       "      <th>319</th>\n",
       "      <th>320</th>\n",
       "      <th>321</th>\n",
       "      <th>322</th>\n",
       "      <th>323</th>\n",
       "      <th>324</th>\n",
       "      <th>325</th>\n",
       "      <th>326</th>\n",
       "      <th>327</th>\n",
       "      <th>328</th>\n",
       "      <th>329</th>\n",
       "      <th>330</th>\n",
       "      <th>331</th>\n",
       "      <th>332</th>\n",
       "      <th>333</th>\n",
       "      <th>334</th>\n",
       "      <th>335</th>\n",
       "      <th>336</th>\n",
       "      <th>337</th>\n",
       "      <th>338</th>\n",
       "      <th>339</th>\n",
       "      <th>340</th>\n",
       "      <th>341</th>\n",
       "      <th>342</th>\n",
       "      <th>343</th>\n",
       "      <th>344</th>\n",
       "      <th>345</th>\n",
       "      <th>346</th>\n",
       "      <th>347</th>\n",
       "      <th>348</th>\n",
       "      <th>349</th>\n",
       "      <th>350</th>\n",
       "      <th>351</th>\n",
       "      <th>352</th>\n",
       "      <th>353</th>\n",
       "      <th>354</th>\n",
       "      <th>355</th>\n",
       "      <th>356</th>\n",
       "      <th>357</th>\n",
       "      <th>358</th>\n",
       "      <th>359</th>\n",
       "      <th>360</th>\n",
       "      <th>361</th>\n",
       "      <th>362</th>\n",
       "      <th>363</th>\n",
       "      <th>364</th>\n",
       "      <th>365</th>\n",
       "      <th>366</th>\n",
       "      <th>367</th>\n",
       "      <th>368</th>\n",
       "      <th>369</th>\n",
       "      <th>370</th>\n",
       "      <th>371</th>\n",
       "      <th>372</th>\n",
       "      <th>373</th>\n",
       "      <th>374</th>\n",
       "      <th>375</th>\n",
       "      <th>376</th>\n",
       "      <th>377</th>\n",
       "      <th>378</th>\n",
       "      <th>379</th>\n",
       "      <th>380</th>\n",
       "      <th>381</th>\n",
       "      <th>382</th>\n",
       "      <th>383</th>\n",
       "      <th>384</th>\n",
       "      <th>385</th>\n",
       "      <th>386</th>\n",
       "      <th>387</th>\n",
       "      <th>388</th>\n",
       "      <th>389</th>\n",
       "      <th>390</th>\n",
       "      <th>391</th>\n",
       "      <th>392</th>\n",
       "      <th>393</th>\n",
       "      <th>394</th>\n",
       "      <th>395</th>\n",
       "      <th>396</th>\n",
       "      <th>397</th>\n",
       "      <th>398</th>\n",
       "      <th>399</th>\n",
       "      <th>400</th>\n",
       "      <th>401</th>\n",
       "      <th>402</th>\n",
       "      <th>403</th>\n",
       "      <th>404</th>\n",
       "      <th>405</th>\n",
       "      <th>406</th>\n",
       "      <th>407</th>\n",
       "      <th>408</th>\n",
       "      <th>409</th>\n",
       "      <th>410</th>\n",
       "      <th>411</th>\n",
       "      <th>412</th>\n",
       "      <th>413</th>\n",
       "      <th>414</th>\n",
       "      <th>415</th>\n",
       "      <th>416</th>\n",
       "      <th>417</th>\n",
       "      <th>418</th>\n",
       "      <th>419</th>\n",
       "      <th>420</th>\n",
       "      <th>421</th>\n",
       "      <th>422</th>\n",
       "      <th>423</th>\n",
       "      <th>424</th>\n",
       "      <th>425</th>\n",
       "      <th>426</th>\n",
       "      <th>427</th>\n",
       "      <th>428</th>\n",
       "      <th>429</th>\n",
       "      <th>430</th>\n",
       "      <th>431</th>\n",
       "      <th>432</th>\n",
       "      <th>433</th>\n",
       "      <th>434</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.400115</td>\n",
       "      <td>0.433301</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
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      "text/plain": [
       "        0         1     2    3    4    5    6    7    8    9    10   11   12   \\\n",
       "0  0.400115  0.433301 -0.50  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.819362  0.705053  0.00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.868458  0.844022  1.00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.436155  0.421133  1.00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.785003  0.680966  0.25  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   13   14   15   16   17   18   19   20   21   22   23   24   25   26   27   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
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       "\n",
       "   28   29   30   31   32   33   34   35   36   37   38   39   40   41   42   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   43   44   45   46   47   48   49   50   51   52   53   54   55   56   57   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   58   59   60   61   62   63   64   65   66   67   68   69   70   71   72   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   73   74   75   76   77   78   79   80   81   82   83   84   85   86   87   \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   88   89   90   91   92   93   94   95   96   97   98   99   100  101  102  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   103  104  105  106  107  108  109  110  111  112  113  114  115  116  117  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "\n",
       "   118  119  120  121  122  123  124  125  126  127  128  129  130  131  132  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   133  134  135  136  137  138  139  140  141  142  143  144  145  146  147  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   148  149  150  151  152  153  154  155  156  157  158  159  160  161  162  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   163  164  165  166  167  168  169  170  171  172  173  174  175  176  177  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "\n",
       "   178  179  180  181  182  183  184  185  186  187  188  189  190  191  192  \\\n",
       "0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "2  0.0  1.0  0.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "3  0.0  1.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "4  1.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
       "\n",
       "   193  194  195  196  197  198  199  200  201  202  203  204  205  206  207  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "\n",
       "   208  209  210  211  212  213  214  215  216  217  218  219  220  221  222  \\\n",
       "0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  1.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   223  224  225  226  227  228  229  230  231  232  233  234  235  236  237  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   238  239  240  241  242  243  244  245  246  247  248  249  250  251  252  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   253  254  255  256  257  258  259  260  261  262  263  264  265  266  267  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   268  269  270  271  272  273  274  275  276  277  278  279  280  281  282  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   283  284  285  286  287  288  289  290  291  292  293  294  295  296  297  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   298  299  300  301  302  303  304  305  306  307  308  309  310  311  312  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   313  314  315  316  317  318  319  320  321  322  323  324  325  326  327  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   328  329  330  331  332  333  334  335  336  337  338  339  340  341  342  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   343  344  345  346  347  348  349  350  351  352  353  354  355  356  357  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   358  359  360  361  362  363  364  365  366  367  368  369  370  371  372  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   373  374  375  376  377  378  379  380  381  382  383  384  385  386  387  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   388  389  390  391  392  393  394  395  396  397  398  399  400  401  402  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   403  404  405  406  407  408  409  410  411  412  413  414  415  416  417  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   418  419  420  421  422  423  424  425  426  427  428  429  430  431  432  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "4  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "   433  434  \n",
       "0  1.0  0.0  \n",
       "1  0.0  1.0  \n",
       "2  1.0  0.0  \n",
       "3  1.0  0.0  \n",
       "4  1.0  0.0  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test_submit = scalerX.transform(df_test)\n",
    "x_test_submit = pd.DataFrame(x_test_submit)\n",
    "x_test_submit.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "skilled-fellowship",
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = model.predict(x_test_submit)\n",
    "prediction = scalerY.inverse_transform(prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "coral-journalist",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_to_submit = pd.concat([Deal_title_df,pd.DataFrame(data = prediction,columns=[\"Success_probability\"])], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "built-content",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Deal_title</th>\n",
       "      <th>Success_probability</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TitleAD16O</td>\n",
       "      <td>53.728016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TitleOW6CR</td>\n",
       "      <td>69.502495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TitleVVJQ5</td>\n",
       "      <td>63.458424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TitleUS8NA</td>\n",
       "      <td>75.002632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Title5VGWW</td>\n",
       "      <td>67.433243</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Deal_title  Success_probability\n",
       "0  TitleAD16O            53.728016\n",
       "1  TitleOW6CR            69.502495\n",
       "2  TitleVVJQ5            63.458424\n",
       "3  TitleUS8NA            75.002632\n",
       "4  Title5VGWW            67.433243"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df_to_submit[\"Success_probability\"] = expm1(df_to_submit[\"Success_probability\"])\n",
    "df_to_submit.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "occasional-uncertainty",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_to_submit.to_csv(path_or_buf=\"./df_to_submit\"+\".csv\",float_format='%.1f',index=False)"
   ]
  }
 ],
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