diff --git "a/SHL_Assesment.ipynb" "b/SHL_Assesment.ipynb"
new file mode 100644--- /dev/null
+++ "b/SHL_Assesment.ipynb"
@@ -0,0 +1,1845 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d574d4b5-26ce-4e9e-b310-fa8a19fcfac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import spacy\n",
+    "from nltk.stem.porter import PorterStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "import re\n",
+    "from nltk.stem import SnowballStemmer\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2539be18-2320-46e8-92d6-3c111db91a77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=pd.read_excel('SHL_assesment_list.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "551911cd-5cdb-4641-a640-73eb6b5d5124",
+   "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>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Job Type</th>\n",
+       "      <th>Test Type</th>\n",
+       "      <th>Description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice 8.0 Job-Focused Assessment is a...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Workplace Safety - Individual 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Our Workplace Safety - Individual 7.1 solution...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Workplace Safety - Team 7.0 Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The Workplace Safety – Team 7.0 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>Workplace Safety Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Workplace Safety Solution is designed for ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>144 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Assesment Name  \\\n",
+       "0                        Account Manager Solution   \n",
+       "1          Administrative Professional-Short Form   \n",
+       "2                         Agency Manager Solution   \n",
+       "3         Apprentice + 8.0 Job Focused Assessment   \n",
+       "4           Apprentice 8.0 Job Focused Assessment   \n",
+       "..                                            ...   \n",
+       "139  Workplace Safety - Individual 7.1 (Americas)   \n",
+       "140          Workplace Safety - Team 7.0 Solution   \n",
+       "141        Workplace Safety - Team 7.1 (Americas)   \n",
+       "142   Workplace Safety - Team 7.1 (International)   \n",
+       "143                     Workplace Safety Solution   \n",
+       "\n",
+       "                                                   URL Remote Testing Support  \\\n",
+       "0    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "..                                                 ...                    ...   \n",
+       "139  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "140  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "141  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "142  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "143  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "    Adaptive/IRT  Duration                                           Job Type  \\\n",
+       "0            yes        49                                             Middle   \n",
+       "1            yes        36                                       Entry -level   \n",
+       "2            yes        51                                            Manager   \n",
+       "3             no        30                                       Entry -level   \n",
+       "4             no        20                                       Entry -level   \n",
+       "..           ...       ...                                                ...   \n",
+       "139           no        16                                        Entry-Level   \n",
+       "140           no        20                                           Director   \n",
+       "141           no        20  Entry-Level, General Population, Professional ...   \n",
+       "142           no        20  Entry-Level, General Population, Professional ...   \n",
+       "143          yes        21                                        Entry-Level   \n",
+       "\n",
+       "    Test Type                                        Description  \n",
+       "0        CPAB  The Account Manager solution is an assessment ...  \n",
+       "1         AKP  The Administrative Professional solution is fo...  \n",
+       "2        ABPS  The Agency Manager solution is for mid-level s...  \n",
+       "3          BP  The Apprentice + 8.0 Job-Focused Assessment is...  \n",
+       "4          BP  The Apprentice 8.0 Job-Focused Assessment is a...  \n",
+       "..        ...                                                ...  \n",
+       "139         B  Our Workplace Safety - Individual 7.1 solution...  \n",
+       "140         B  The Workplace Safety – Team 7.0 solution is de...  \n",
+       "141       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "142       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "143        BP  The Workplace Safety Solution is designed for ...  \n",
+       "\n",
+       "[144 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "de4b8792-6b03-4e66-b1ca-ddbe1e1a87e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 144 entries, 0 to 143\n",
+      "Data columns (total 8 columns):\n",
+      " #   Column                  Non-Null Count  Dtype \n",
+      "---  ------                  --------------  ----- \n",
+      " 0   Assesment Name          144 non-null    object\n",
+      " 1   URL                     144 non-null    object\n",
+      " 2   Remote Testing Support  144 non-null    object\n",
+      " 3   Adaptive/IRT            144 non-null    object\n",
+      " 4   Duration                144 non-null    int64 \n",
+      " 5   Job Type                144 non-null    object\n",
+      " 6   Test Type               144 non-null    object\n",
+      " 7   Description             144 non-null    object\n",
+      "dtypes: int64(1), object(7)\n",
+      "memory usage: 9.1+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e90069d9-4ea9-425b-9dbb-77f6d2556a44",
+   "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>Duration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>144.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>38.569444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>14.045706</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>16.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>27.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>40.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>49.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>74.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Duration\n",
+       "count  144.000000\n",
+       "mean    38.569444\n",
+       "std     14.045706\n",
+       "min     16.000000\n",
+       "25%     27.500000\n",
+       "50%     40.000000\n",
+       "75%     49.000000\n",
+       "max     74.000000"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "093c622e-86e0-4a64-a1e9-0d926ccccc9b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Assesment Name            141\n",
+       "URL                       141\n",
+       "Remote Testing Support      2\n",
+       "Adaptive/IRT                2\n",
+       "Duration                   46\n",
+       "Job Type                   17\n",
+       "Test Type                  33\n",
+       "Description               133\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "7a6ac735-3cfd-41db-9013-ec280e9cd1d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Assesment Name            0\n",
+       "URL                       0\n",
+       "Remote Testing Support    0\n",
+       "Adaptive/IRT              0\n",
+       "Duration                  0\n",
+       "Job Type                  0\n",
+       "Test Type                 0\n",
+       "Description               0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "bb939dcb-ab15-432a-a204-b744cdfc4366",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "43bfa35b-4cd8-40d0-a496-6bd3ad8f0cd1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=data.drop_duplicates()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "1724af7f-8ca2-495b-930d-8e97070af0f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
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+       "      <th>Adaptive/IRT</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Workplace Safety - Individual 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>16</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>B</td>\n",
+       "      <td>Our Workplace Safety - Individual 7.1 solution...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Workplace Safety - Team 7.0 Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Director</td>\n",
+       "      <td>B</td>\n",
+       "      <td>The Workplace Safety – Team 7.0 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (Americas)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry-Level, General Population, Professional ...</td>\n",
+       "      <td>BCP</td>\n",
+       "      <td>The Workplace Safety – Team 7.1 solution is de...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>Workplace Safety Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>21</td>\n",
+       "      <td>Entry-Level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Workplace Safety Solution is designed for ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>143 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   Assesment Name  \\\n",
+       "0                        Account Manager Solution   \n",
+       "1          Administrative Professional-Short Form   \n",
+       "2                         Agency Manager Solution   \n",
+       "3         Apprentice + 8.0 Job Focused Assessment   \n",
+       "4           Apprentice 8.0 Job Focused Assessment   \n",
+       "..                                            ...   \n",
+       "139  Workplace Safety - Individual 7.1 (Americas)   \n",
+       "140          Workplace Safety - Team 7.0 Solution   \n",
+       "141        Workplace Safety - Team 7.1 (Americas)   \n",
+       "142   Workplace Safety - Team 7.1 (International)   \n",
+       "143                     Workplace Safety Solution   \n",
+       "\n",
+       "                                                   URL Remote Testing Support  \\\n",
+       "0    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4    https://www.shl.com/solutions/products/product...                    yes   \n",
+       "..                                                 ...                    ...   \n",
+       "139  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "140  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "141  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "142  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "143  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "    Adaptive/IRT  Duration                                           Job Type  \\\n",
+       "0            yes        49                                             Middle   \n",
+       "1            yes        36                                       Entry -level   \n",
+       "2            yes        51                                            Manager   \n",
+       "3             no        30                                       Entry -level   \n",
+       "4             no        20                                       Entry -level   \n",
+       "..           ...       ...                                                ...   \n",
+       "139           no        16                                        Entry-Level   \n",
+       "140           no        20                                           Director   \n",
+       "141           no        20  Entry-Level, General Population, Professional ...   \n",
+       "142           no        20  Entry-Level, General Population, Professional ...   \n",
+       "143          yes        21                                        Entry-Level   \n",
+       "\n",
+       "    Test Type                                        Description  \n",
+       "0        CPAB  The Account Manager solution is an assessment ...  \n",
+       "1         AKP  The Administrative Professional solution is fo...  \n",
+       "2        ABPS  The Agency Manager solution is for mid-level s...  \n",
+       "3          BP  The Apprentice + 8.0 Job-Focused Assessment is...  \n",
+       "4          BP  The Apprentice 8.0 Job-Focused Assessment is a...  \n",
+       "..        ...                                                ...  \n",
+       "139         B  Our Workplace Safety - Individual 7.1 solution...  \n",
+       "140         B  The Workplace Safety – Team 7.0 solution is de...  \n",
+       "141       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "142       BCP  The Workplace Safety – Team 7.1 solution is de...  \n",
+       "143        BP  The Workplace Safety Solution is designed for ...  \n",
+       "\n",
+       "[143 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8ea99ec9-22ee-4a4d-8322-b4a40135f86b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Test Type\n",
+       "ABP      42\n",
+       "ABPS     16\n",
+       "B        13\n",
+       "BCP      12\n",
+       "BC        9\n",
+       "AB        5\n",
+       "CP        4\n",
+       "BP        4\n",
+       "ABKPS     4\n",
+       "ABKP      3\n",
+       "BKP       3\n",
+       "PSKBA     2\n",
+       "S         2\n",
+       "SABP      2\n",
+       "SBCP      2\n",
+       "ABC       2\n",
+       "CB        2\n",
+       "PB        1\n",
+       "CPAB      1\n",
+       "APSB      1\n",
+       "PAB       1\n",
+       "PBC       1\n",
+       "BK        1\n",
+       "SABKP     1\n",
+       "CPB       1\n",
+       "AKP       1\n",
+       "BPA       1\n",
+       "PBCAS     1\n",
+       "ABCPS     1\n",
+       "PSAB      1\n",
+       "BAP       1\n",
+       "BPSA      1\n",
+       "BKPS      1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Test Type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "fcfbf123-c1ae-4760-a400-b3601f497d62",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Job Type\n",
+       "Entry -level                                                                    64\n",
+       "Manager                                                                         23\n",
+       "Mid-Professional, Professional Individual Contributor                           14\n",
+       "Executive, Director, Front Line Manager, Manager                                 8\n",
+       "Front Line Manager, Manager, Supervisor                                          7\n",
+       "Entry-Level                                                                      6\n",
+       "Middle                                                                           5\n",
+       "Graduate                                                                         3\n",
+       "Mid-Professional,Professional Individual Contributor                             2\n",
+       "Director                                                                         2\n",
+       "Mid-Professional                                                                 2\n",
+       "Entry-Level, General Population, Professional Individual Contributor             2\n",
+       "Executive                                                                        1\n",
+       " Mid-Professional, Professional Individual Contributor                           1\n",
+       "Supervisor                                                                       1\n",
+       "Entry-Level, Graduate, Mid-Professional, Professional Individual Contributor     1\n",
+       "Front Line Manager, Professional Individual Contributor, Supervisor              1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Job Type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "657d9aba-3be1-47c0-a588-7653de64c77e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Adaptive/IRT\n",
+       "yes    74\n",
+       "no     69\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Adaptive/IRT'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "295e8a53-ede9-47e2-8828-a1597b82c91d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data['Duration'], bins=10, kde=True)\n",
+    "plt.title(\"Assessment Duration Distribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "1312991b-b430-49bd-816e-715b9825aa82",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(data=data, y='Job Type', order=data['Job Type'].value_counts().index)\n",
+    "plt.title(\"Job Type Distribution\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ab375692-60ed-4ad4-af81-6f3d0a5f6359",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3345877905.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['desc_len'] = data['Description'].apply(lambda x: len(x.split()))\n",
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+9S9JUrdu3VSvXj198803GjVqVJmzlrSvX3M4HGrXrp1ef/11LVy4UNu3by/zvi+lonkvx+l0Vsp75OLFixo1apSOHz+upKQk1/r+/ftr+vTpCgoKKnN5dzqd6t69u+rVq6c1a9Zox44d6tKli+Lj4/XCCy8oOTnZ9T6sLIsXL9a1117rWv7www9VUFDgdndXWeeqbt266tSpk5YtW6bXXntNPj4+kn65C++9995To0aN1Lx58wpnrVmzpjp16qQWLVpo8eLF2r59O2XG5igzsFxycrIOHjxYbH3fvn31xhtv6IYbbtCNN96oJ554Qo0bN1Zubq4OHDigjz/+WMnJyeV6rcDAQI0fP15JSUmqX7++Bg0apB9++EFTp05VeHi4atT4vzOvTZs2lY+PjxYvXqyWLVvK19dXERERrsPcFRUbG6tHH31Uc+bMUY0aNRQfH6+DBw/q+eefV2RkpMaNG1fufS5evFjnzp3Tk08+WeKtwUFBQVq8eLHeeecdvf766xowYIDi4uLUsWNHNWjQQIcOHdLs2bMVHR2tZs2a6dSpU+rZs6ceeOABtWjRQn5+ftqyZYtWr17tKoG+vr6aM2eOEhIS9PPPP+uuu+5SSEiIjh07pq+//lrHjh3TvHnzyrSvTz75RG+99ZbuuOMONWnSRMYYLVu2TCdPnnRd/3Olypq3vNq0aaOUlBR9/PHHCg8Pl5+fn2JjYy/5nJ9++sl1O3lubq727Nmjd999V19//bXGjRunRx55xDV27Nix+uijj3TTTTdp3Lhxatu2rQoLC5WRkaG1a9fqqaeeUqdOnfTCCy/ohx9+0M0336xGjRrp5MmTeuONN+Tl5aXu3bu79rV06VINHDhQf/rTn3T99dcrLy9Pqamp6t+/v3r27Fnur7/IsmXLVKtWLfXu3Vt79+7V888/r3bt2rldn1Z09G3p0qVq0qSJateurTZt2pS4v6SkJPXu3Vs9e/bU008/LW9vb7311lvas2ePPvjgg3IfOXr77beVnJysfv36KSoqSufOnXMd7SrLNUTwcJZdeozfvaK7EEp7pKenG2N+udPhoYceMg0bNjReXl6mQYMGpmvXrmbatGmufRXdzfT3v//d7TVKukuisLDQTJs2zTRq1Mh4e3ubtm3bmk8++cS0a9fODBo0yO35H3zwgWnRooXx8vIyksyUKVOMMb/czVS3bt1iX1PRnR2Xc/HiRfPKK6+Y5s2bGy8vLxMcHGyGDBlS7Nbrst7N1L59exMSEmLy8/NLHdO5c2cTHBxs8vPzzcyZM03Xrl1NcHCw8fb2NlFRUebhhx82Bw8eNMYYc+7cOfP444+btm3bGn9/f+Pj42NiY2PNlClTzJkzZ9z2m5qaavr162cCAwONl5eXadiwoenXr5/re1GWfe3fv9/cf//9pmnTpsbHx8cEBASY66+/3ixcuNDttVTCnUBF3+NXX33VbX1p74nL5b3UvBe9Z4vem8YYs3PnTtOtWzdTp06dYnfEleTX7/EaNWoYf39/06ZNG/Poo4+67rr7rdOnT5vJkyeb2NhY4+3t7fq4gnHjxpmsrCxjjDGffPKJiY+PNw0bNjTe3t4mJCTE9O3b13zxxRdu+zpx4oQZM2aMiYqKMl5eXiYkJMT069fP7N+//5Lz+ettJd3NtG3bNjNgwADj6+tr/Pz8zP33329++uknt+cfPHjQ9OnTx/j5+blu5y5tv8YY88UXX5hevXqZunXrGh8fH9O5c2fz8ccfu40p7a7Iou//xo0bjTG/3LE4aNAgEx0dbZxOpwkKCjLdu3c3K1euLHHOYS8OY35z6TzwO5Senq4WLVpoypQpfFouUA6JiYmaOnWqjh07VuHrvYArxWkm/O58/fXX+uCDD9S1a1f5+/vr22+/1YwZM+Tv76+HH37Y6ngAgHKizOB3p27dutq6daveeecdnTx5UgEBAerRo4deeukly+9mAQCUH6eZAACArfGheQAAwNYoMwAAwNYoMwAAwNau+guACwsL9eOPP8rPz6/cH7IEAACsYf7/D5WMiIhw+0DTklz1ZebHH39UZGSk1TEAAEAFHD58+LK/IPWqLzN+fn6SfpkMf39/i9MAAICyyMnJUWRkpOvf8Uu56stM0aklf39/ygwAADZTlktEuAAYAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYGmUGAADYWi2rAwDA701GRoays7OtjlEuwcHBioqKsjoGUCLKDABUo4yMDLVo0VJ5eWetjlIuPj51tH//PgoNPBJlBgCqUXZ2tvLyzqrTQ1PkH97Y6jhlkpN5UF/9baqys7MpM/BIlBkAsIB/eGMFRsVaHQO4KnABMAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDVLy8y8efPUtm1b+fv7y9/fX126dNFnn33m2j58+HA5HA63R+fOnS1MDAAAPI2lv2iyUaNGevnll3XNNddIkhYtWqSBAwdqx44dat26tSTptttu04IFC1zP8fb2tiQrAADwTJaWmQEDBrgtv/TSS5o3b57S0tJcZcbpdCosLMyKeAAAwAY85pqZixcvasmSJTpz5oy6dOniWp+SkqKQkBA1b95cjzzyiI4ePWphSgAA4GksPTIjSbt371aXLl107tw5+fr6avny5WrVqpUkKT4+Xnfffbeio6OVnp6u559/Xr169dK2bdvkdDpL3F9+fr7y8/Ndyzk5OdXydQAAAGtYXmZiY2O1c+dOnTx5Uh999JESEhKUmpqqVq1a6d5773WNi4uLU8eOHRUdHa1Vq1Zp8ODBJe4vKSlJU6dOra74AADAYpafZvL29tY111yjjh07KikpSe3atdMbb7xR4tjw8HBFR0fru+++K3V/EyZM0KlTp1yPw4cPV1V0AADgASw/MvNbxhi300S/dvz4cR0+fFjh4eGlPt/pdJZ6CgoAAFx9LC0zEydOVHx8vCIjI5Wbm6slS5YoJSVFq1ev1unTp5WYmKg777xT4eHhOnjwoCZOnKjg4GANGjTIytgAAMCDWFpmfvrpJw0dOlSZmZkKCAhQ27ZttXr1avXu3Vt5eXnavXu33n33XZ08eVLh4eHq2bOnli5dKj8/PytjAwAAD2JpmXnnnXdK3ebj46M1a9ZUYxoAAGBHll8ADAAAcCUoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYoMwAAwNYsLTPz5s1T27Zt5e/vL39/f3Xp0kWfffaZa7sxRomJiYqIiJCPj4969OihvXv3WpgYAAB4GkvLTKNGjfTyyy9r69at2rp1q3r16qWBAwe6CsuMGTM0a9YszZ07V1u2bFFYWJh69+6t3NxcK2MDAAAPYmmZGTBggPr27avmzZurefPmeumll+Tr66u0tDQZYzR79mxNmjRJgwcPVlxcnBYtWqSzZ8/q/ffftzI2AADwIB5zzczFixe1ZMkSnTlzRl26dFF6erqysrLUp08f1xin06nu3btr06ZNpe4nPz9fOTk5bg8AAHD1srzM7N69W76+vnI6nXr88ce1fPlytWrVSllZWZKk0NBQt/GhoaGubSVJSkpSQECA6xEZGVml+QEAgLUsLzOxsbHauXOn0tLS9MQTTyghIUHffPONa7vD4XAbb4wptu7XJkyYoFOnTrkehw8frrLsAADAerWsDuDt7a1rrrlGktSxY0dt2bJFb7zxhp577jlJUlZWlsLDw13jjx49Wuxoza85nU45nc6qDQ0AADyG5UdmfssYo/z8fMXExCgsLEzr1q1zbTt//rxSU1PVtWtXCxMCAABPYumRmYkTJyo+Pl6RkZHKzc3VkiVLlJKSotWrV8vhcGjs2LGaPn26mjVrpmbNmmn69OmqU6eOHnjgAStjAwAAD2Jpmfnpp580dOhQZWZmKiAgQG3bttXq1avVu3dvSdKzzz6rvLw8jRgxQidOnFCnTp20du1a+fn5WRkbAAB4EEvLzDvvvHPJ7Q6HQ4mJiUpMTKyeQAAAwHY87poZAACA8qDMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW6PMAAAAW7O0zCQlJem6666Tn5+fQkJCdMcdd+jbb791GzN8+HA5HA63R+fOnS1KDAAAPI2lZSY1NVUjR45UWlqa1q1bp4KCAvXp00dnzpxxG3fbbbcpMzPT9fj0008tSgwAADxNLStffPXq1W7LCxYsUEhIiLZt26abbrrJtd7pdCosLKy64wEAABvwqGtmTp06JUkKDAx0W5+SkqKQkBA1b95cjzzyiI4ePVrqPvLz85WTk+P2AAAAVy+PKTPGGI0fP1433HCD4uLiXOvj4+O1ePFiJScna+bMmdqyZYt69eql/Pz8EveTlJSkgIAA1yMyMrK6vgQAAGABS08z/dqoUaO0a9cuffnll27r7733Xtef4+Li1LFjR0VHR2vVqlUaPHhwsf1MmDBB48ePdy3n5ORQaAAAuIp5RJkZPXq0Vq5cqc8//1yNGjW65Njw8HBFR0fru+++K3G70+mU0+msipgAAMADWVpmjDEaPXq0li9frpSUFMXExFz2OcePH9fhw4cVHh5eDQkBAICns/SamZEjR+q9997T+++/Lz8/P2VlZSkrK0t5eXmSpNOnT+vpp5/W5s2bdfDgQaWkpGjAgAEKDg7WoEGDrIwOAAA8hKVHZubNmydJ6tGjh9v6BQsWaPjw4apZs6Z2796td999VydPnlR4eLh69uyppUuXys/Pz4LEAADA01h+mulSfHx8tGbNmmpKAwAA7Mhjbs0GAACoCMoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNcoMAACwNUt/NxMAXKmMjAxlZ2dbHaPM9u3bZ3UE4KpDmQFgWxkZGWrRoqXy8s5aHaXcLuSftzoCcNWgzACwrezsbOXlnVWnh6bIP7yx1XHKJHP3Zu1ZOV8FBQVWRwGuGpQZALbnH95YgVGxVscok5zMg1ZHAK46XAAMAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsjTIDAABsrUJlpkmTJjp+/Hix9SdPnlSTJk2uOBQAAEBZVajMHDx4UBcvXiy2Pj8/X0eOHLniUAAAAGVVqzyDV65c6frzmjVrFBAQ4Fq+ePGiNmzYoMaNG1daOAAAgMspV5m54447JEkOh0MJCQlu27y8vNS4cWPNnDmz0sIBAABcTrnKTGFhoSQpJiZGW7ZsUXBwcJWEAgAAKKtylZki6enplZ0DAACgQipUZiRpw4YN2rBhg44ePeo6YlPkb3/72xUHAwAAKIsKlZmpU6fqxRdfVMeOHRUeHi6Hw1HZuQAAAMqkQmXm7bff1sKFCzV06NArevGkpCQtW7ZM+/fvl4+Pj7p27apXXnlFsbGxrjHGGE2dOlXz58/XiRMn1KlTJ7355ptq3br1Fb02AAC4OlToc2bOnz+vrl27XvGLp6amauTIkUpLS9O6detUUFCgPn366MyZM64xM2bM0KxZszR37lxt2bJFYWFh6t27t3Jzc6/49QEAgP1VqMz88Y9/1Pvvv3/FL7569WoNHz5crVu3Vrt27bRgwQJlZGRo27Ztkn45KjN79mxNmjRJgwcPVlxcnBYtWqSzZ89WyusDAAD7q9BppnPnzmn+/Plav3692rZtKy8vL7fts2bNqlCYU6dOSZICAwMl/XLXVFZWlvr06eMa43Q61b17d23atEmPPfZYsX3k5+crPz/ftZyTk1OhLAAAwB4qVGZ27dql9u3bS5L27Nnjtq2iFwMbYzR+/HjdcMMNiouLkyRlZWVJkkJDQ93GhoaG6tChQyXuJykpSVOnTq1QBgAAYD8VKjMbN26s7BwaNWqUdu3apS+//LLYtt8WJGNMqaVpwoQJGj9+vGs5JydHkZGRlRsWAAB4jAp/zkxlGj16tFauXKnPP/9cjRo1cq0PCwuT9MsRmvDwcNf6o0ePFjtaU8TpdMrpdFZtYAAA4DEqVGZ69ux5ydNJycnJZdqPMUajR4/W8uXLlZKSopiYGLftMTExCgsL07p169ShQwdJv9xJlZqaqldeeaUi0QEAwFWmQmWm6HqZIhcuXNDOnTu1Z8+eYr+A8lJGjhyp999/X//85z/l5+fnukYmICBAPj4+cjgcGjt2rKZPn65mzZqpWbNmmj59uurUqaMHHnigItEBAMBVpkJl5vXXXy9xfWJiok6fPl3m/cybN0+S1KNHD7f1CxYs0PDhwyVJzz77rPLy8jRixAjXh+atXbtWfn5+FYkOAACuMpV6zcyQIUN0/fXX67XXXivTeGPMZcc4HA4lJiYqMTHxCtMBAICrUYU+NK80mzdvVu3atStzlwAAAJdUoSMzgwcPdls2xigzM1Nbt27V888/XynBAAAAyqJCZSYgIMBtuUaNGoqNjdWLL77o9mm9AOwlIyND2dnZVscos3379lkdAYAHqFCZWbBgQWXnAGCxjIwMtWjRUnl5Z62OUm4X8s9bHQGAha7oAuBt27Zp3759cjgcatWqleuzYADYT3Z2tvLyzqrTQ1PkH97Y6jhlkrl7s/asnK+CggKrowCwUIXKzNGjR3XfffcpJSVF9erVkzFGp06dUs+ePbVkyRI1aNCgsnMCqCb+4Y0VGBVrdYwyyck8aHUEAB6gQnczjR49Wjk5Odq7d69+/vlnnThxQnv27FFOTo6efPLJys4IAABQqgodmVm9erXWr1+vli1buta1atVKb775JhcAAwCAalWhIzOFhYXy8vIqtt7Ly0uFhYVXHAoAAKCsKlRmevXqpTFjxujHH390rTty5IjGjRunm2++udLCAQAAXE6FyszcuXOVm5urxo0bq2nTprrmmmsUExOj3NxczZkzp7IzAgAAlKpC18xERkZq+/btWrdunfbv3y9jjFq1aqVbbrmlsvMBAABcUrmOzCQnJ6tVq1bKycmRJPXu3VujR4/Wk08+qeuuu06tW7fWF198USVBAQAASlKuMjN79mw98sgj8vf3L7YtICBAjz32mGbNmlVp4QAAAC6nXGXm66+/1m233Vbq9j59+mjbtm1XHAoAAKCsylVmfvrppxJvyS5Sq1YtHTt27IpDAQAAlFW5ykzDhg21e/fuUrfv2rVL4eHhVxwKAACgrMpVZvr27asXXnhB586dK7YtLy9PU6ZMUf/+/SstHAAAwOWU69bsyZMna9myZWrevLlGjRql2NhYORwO7du3T2+++aYuXryoSZMmVVVWAACAYspVZkJDQ7Vp0yY98cQTmjBhgowxkiSHw6Fbb71Vb731lkJDQ6skKAAAQEnK/aF50dHR+vTTT3XixAkdOHBAxhg1a9ZM9evXr4p8AAAAl1ShTwCWpPr16+u6666rzCwAAADlVqHfzQQAAOApKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWLC0zn3/+uQYMGKCIiAg5HA6tWLHCbfvw4cPlcDjcHp07d7YmLAAA8EiWlpkzZ86oXbt2mjt3bqljbrvtNmVmZroen376aTUmBAAAnq6WlS8eHx+v+Pj4S45xOp0KCwurpkQAAMBuLC0zZZGSkqKQkBDVq1dP3bt310svvaSQkJBSx+fn5ys/P9+1nJOTUx0xAeCqt2/fPqsjlEt+fr6cTqfVMcolODhYUVFRVsewHY8uM/Hx8br77rsVHR2t9PR0Pf/88+rVq5e2bdtW6hs0KSlJU6dOreakAHD1yjt1XJJDQ4YMsTpK+TgckjFWpygXH5862r9/H4WmnDy6zNx7772uP8fFxaljx46Kjo7WqlWrNHjw4BKfM2HCBI0fP961nJOTo8jIyCrPCgBXqwtncyUZtX/gOTWIaWF1nDLJ3L1Ze1bOt1XmnMyD+upvU5WdnU2ZKSePLjO/FR4erujoaH333XeljnE6nbY7rAgAduAbEqXAqFirY5RJTuZBSfbKjIqz1efMHD9+XIcPH1Z4eLjVUQAAgIew9MjM6dOndeDAAddyenq6du7cqcDAQAUGBioxMVF33nmnwsPDdfDgQU2cOFHBwcEaNGiQhakBAIAnsbTMbN26VT179nQtF13rkpCQoHnz5mn37t169913dfLkSYWHh6tnz55aunSp/Pz8rIoMAAA8jKVlpkePHjKXuNJ8zZo11ZgGAADYka2umQEAAPgtygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALA1ygwAALC1WlYHAK5WGRkZys7OtjpGme3bt8/qCABQIZQZoApkZGSoRYuWyss7a3WUcruQf97qCABQLpQZoApkZ2crL++sOj00Rf7hja2OUyaZuzdrz8r5KigosDoKAJQLZQaoQv7hjRUYFWt1jDLJyTxodQQAqBAuAAYAALZGmQEAALZmaZn5/PPPNWDAAEVERMjhcGjFihVu240xSkxMVEREhHx8fNSjRw/t3bvXmrAAAMAjWVpmzpw5o3bt2mnu3Lklbp8xY4ZmzZqluXPnasuWLQoLC1Pv3r2Vm5tbzUkBAICnsvQC4Pj4eMXHx5e4zRij2bNna9KkSRo8eLAkadGiRQoNDdX777+vxx57rDqjAgAAD+WxdzOlp6crKytLffr0ca1zOp3q3r27Nm3aVGqZyc/PV35+vms5JyenyrMCAFBZ7PYBlsHBwYqKirI0g8eWmaysLElSaGio2/rQ0FAdOnSo1OclJSVp6tSpVZoNAIDKlnfquCSHhgwZYnWUcvHxqaP9+/dZWmg8tswUcTgcbsvGmGLrfm3ChAkaP368azknJ0eRkZFVlg8AgMpw4WyuJKP2DzynBjEtrI5TJjmZB/XV36YqOzubMlOSsLAwSb8coQkPD3etP3r0aLGjNb/mdDrldDqrPB8AAFXBNyTKNh+26Sk89nNmYmJiFBYWpnXr1rnWnT9/XqmpqeratauFyQAAgCex9MjM6dOndeDAAddyenq6du7cqcDAQEVFRWns2LGaPn26mjVrpmbNmmn69OmqU6eOHnjgAQtTAwAAT2Jpmdm6dat69uzpWi661iUhIUELFy7Us88+q7y8PI0YMUInTpxQp06dtHbtWvn5+VkVGQAAeBhLy0yPHj1kjCl1u8PhUGJiohITE6svFAAAsBWPvWYGAACgLCgzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1igzAADA1mpZHQDVLyMjQ9nZ2VbHKJfg4GBFRUVZHQMA4IEoM78zGRkZatGipfLyzlodpVx8fOpo//59FBoAQDGUmd+Z7Oxs5eWdVaeHpsg/vLHVccokJ/OgvvrbVGVnZ1NmAADFUGZ+p/zDGyswKtbqGAAAXDEuAAYAALZGmQEAALbm0WUmMTFRDofD7REWFmZ1LAAA4EE8/pqZ1q1ba/369a7lmjVrWpgGAAB4Go8vM7Vq1eJoDAAAKJXHl5nvvvtOERERcjqd6tSpk6ZPn64mTZqUOj4/P1/5+fmu5ZycnOqIiWqwb98+qyOUmZ2yAoDdeXSZ6dSpk9599101b95cP/30k6ZNm6auXbtq7969CgoKKvE5SUlJmjp1ajUnRVXKO3VckkNDhgyxOkq5Xcg/b3UEALjqeXSZiY+Pd/25TZs26tKli5o2bapFixZp/PjxJT5nwoQJbttycnIUGRlZ5VlRdS6czZVk1P6B59QgpoXVccokc/dm7Vk5XwUFBVZHAYCrnkeXmd+qW7eu2rRpo++++67UMU6nU06nsxpTobr4hkTZ5oP+cjIPWh0BAH43PPrW7N/Kz8/Xvn37FB4ebnUUAADgITy6zDz99NNKTU1Venq6vvrqK911113KyclRQkKC1dEAAICH8OjTTD/88IPuv/9+ZWdnq0GDBurcubPS0tIUHR1tdTQAAOAhPLrMLFmyxOoIAADAw3n0aSYAAIDLocwAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbo8wAAABbq2V1ALvLyMhQdna21THKbN++fVZHAACgUlFmrkBGRoZatGipvLyzVkcptwv5562OAABApaDMXIHs7Gzl5Z1Vp4emyD+8sdVxyiRz92btWTlfBQUFVkcBAKBSUGYqgX94YwVGxVodo0xyMg9aHQEAgErFBcAAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWKDMAAMDWbFFm3nrrLcXExKh27dq69tpr9cUXX1gdCQAAeAiPLzNLly7V2LFjNWnSJO3YsUM33nij4uPjlZGRYXU0AADgATy+zMyaNUsPP/yw/vjHP6ply5aaPXu2IiMjNW/ePKujAQAAD+DRZeb8+fPatm2b+vTp47a+T58+2rRpk0WpAACAJ6lldYBLyc7O1sWLFxUaGuq2PjQ0VFlZWSU+Jz8/X/n5+a7lU6dOSZJycnIqPd/p06clST8f+lYF+XmVvv+qkJN5SJJ06sh38qrlsDhN2ZC5epC5epC5epC5euRk/XLJx+nTpyv939mi/RljLj/YeLAjR44YSWbTpk1u66dNm2ZiY2NLfM6UKVOMJB48ePDgwYPHVfA4fPjwZfuCRx+ZCQ4OVs2aNYsdhTl69GixozVFJkyYoPHjx7uWCwsL9fPPPysoKEgOh/VNNycnR5GRkTp8+LD8/f2tjnPVY76rF/NdvZjv6sV8Vy9jjHJzcxUREXHZsR5dZry9vXXttddq3bp1GjRokGv9unXrNHDgwBKf43Q65XQ63dbVq1evKmNWiL+/Pz8M1Yj5rl7Md/VivqsX8119AgICyjTOo8uMJI0fP15Dhw5Vx44d1aVLF82fP18ZGRl6/PHHrY4GAAA8gMeXmXvvvVfHjx/Xiy++qMzMTMXFxenTTz9VdHS01dEAAIAH8PgyI0kjRozQiBEjrI5RKZxOp6ZMmVLsVBiqBvNdvZjv6sV8Vy/m23M5jCnLPU8AAACeyaM/NA8AAOByKDMAAMDWKDMAAMDWKDMAAMDWKDNVJCkpSdddd538/PwUEhKiO+64Q99++63bGGOMEhMTFRERIR8fH/Xo0UN79+61KPHVIykpSQ6HQ2PHjnWtY64r35EjRzRkyBAFBQWpTp06at++vbZt2+bazpxXnoKCAk2ePFkxMTHy8fFRkyZN9OKLL6qwsNA1hvmuuM8//1wDBgxQRESEHA6HVqxY4ba9LHObn5+v0aNHKzg4WHXr1tXtt9+uH374oRq/it83ykwVSU1N1ciRI5WWlqZ169apoKBAffr00ZkzZ1xjZsyYoVmzZmnu3LnasmWLwsLC1Lt3b+Xm5lqY3N62bNmi+fPnq23btm7rmevKdeLECXXr1k1eXl767LPP9M0332jmzJlun7bNnFeeV155RW+//bbmzp2rffv2acaMGXr11Vc1Z84c1xjmu+LOnDmjdu3aae7cuSVuL8vcjh07VsuXL9eSJUv05Zdf6vTp0+rfv78uXrxYXV/G79sV/SZIlNnRo0eNJJOammqMMaawsNCEhYWZl19+2TXm3LlzJiAgwLz99ttWxbS13Nxc06xZM7Nu3TrTvXt3M2bMGGMMc10VnnvuOXPDDTeUup05r1z9+vUzDz30kNu6wYMHmyFDhhhjmO/KJMksX77ctVyWuT158qTx8vIyS5YscY05cuSIqVGjhlm9enW1Zf8948hMNTl16pQkKTAwUJKUnp6urKws9enTxzXG6XSqe/fu2rRpkyUZ7W7kyJHq16+fbrnlFrf1zHXlW7lypTp27Ki7775bISEh6tChg/7yl7+4tjPnleuGG27Qhg0b9J///EeS9PXXX+vLL79U3759JTHfVaksc7tt2zZduHDBbUxERITi4uKY/2pii08AtjtjjMaPH68bbrhBcXFxkuT6TeC//e3foaGhOnToULVntLslS5Zo+/bt2rJlS7FtzHXl+/777zVv3jyNHz9eEydO1L///W89+eSTcjqdGjZsGHNeyZ577jmdOnVKLVq0UM2aNXXx4kW99NJLuv/++yXxHq9KZZnbrKwseXt7q379+sXGFD0fVYsyUw1GjRqlXbt26csvvyy2zeFwuC0bY4qtw6UdPnxYY8aM0dq1a1W7du1SxzHXlaewsFAdO3bU9OnTJUkdOnTQ3r17NW/ePA0bNsw1jjmvHEuXLtV7772n999/X61bt9bOnTs1duxYRUREKCEhwTWO+a46FZlb5r/6cJqpio0ePVorV67Uxo0b1ahRI9f6sLAwSSrW2o8ePVrsfwC4tG3btuno0aO69tprVatWLdWqVUupqan685//rFq1arnmk7muPOHh4WrVqpXbupYtWyojI0MS7+/K9swzz+hPf/qT7rvvPrVp00ZDhw7VuHHjlJSUJIn5rkplmduwsDCdP39eJ06cKHUMqhZlpooYYzRq1CgtW7ZMycnJiomJcdseExOjsLAwrVu3zrXu/PnzSk1NVdeuXas7rq3dfPPN2r17t3bu3Ol6dOzYUQ8++KB27typJk2aMNeVrFu3bsU+auA///mP67fZ8/6uXGfPnlWNGu5/XdesWdN1azbzXXXKMrfXXnutvLy83MZkZmZqz549zH91se7a46vbE088YQICAkxKSorJzMx0Pc6ePesa8/LLL5uAgACzbNkys3v3bnP//feb8PBwk5OTY2Hyq8Ov72YyhrmubP/+979NrVq1zEsvvWS+++47s3jxYlOnTh3z3nvvucYw55UnISHBNGzY0HzyyScmPT3dLFu2zAQHB5tnn33WNYb5rrjc3FyzY8cOs2PHDiPJzJo1y+zYscMcOnTIGFO2uX388cdNo0aNzPr168327dtNr169TLt27UxBQYFVX9bvCmWmikgq8bFgwQLXmMLCQjNlyhQTFhZmnE6nuemmm8zu3butC30V+W2ZYa4r38cff2zi4uKM0+k0LVq0MPPnz3fbzpxXnpycHDNmzBgTFRVlateubZo0aWImTZpk8vPzXWOY74rbuHFjiX9fJyQkGGPKNrd5eXlm1KhRJjAw0Pj4+Jj+/fubjIwMC76a3yeHMcZYc0wIAADgynHNDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDIAq16NHD40dO9bSDMOHD9cdd9xhaQYAVYMyAwAAbI0yAwAAbI0yA6BSnTlzRsOGDZOvr6/Cw8M1c+ZMt+3nz5/Xs88+q4YNG6pu3brq1KmTUlJSXNsPHTqkAQMGqH79+qpbt65at26tTz/91LV979696tevn/z9/eXn56cbb7xR//3vf8ud0xijGTNmqEmTJvLx8VG7du30j3/8w7U9JSVFDodDGzZsUMeOHVWnTh117dq12G8LB2C9WlYHAHB1eeaZZ7Rx40YtX75cYWFhmjhxorZt26b27dtLkv7whz/o4MGDWrJkiSIiIrR8+XLddttt2r17t5o1a6aRI0fq/Pnz+vzzz1W3bl1988038vX1lSQdOXJEN910k3r06KHk5GT5+/vrX//6lwoKCsqdc/LkyVq2bJnmzZunZs2a6fPPP9eQIUPUoEEDde/e3TVu0qRJmjlzpho0aKDHH39cDz30kP71r39VylwBqCQW/6JLAFeR3Nxc4+3tbZYsWeJad/z4cePj42PGjBljDhw4YBwOhzly5Ijb826++WYzYcIEY4wxbdq0MYmJiSXuf8KECSYmJsacP3++3NkSEhLMwIEDjTHGnD592tSuXdts2rTJbczDDz9s7r//fmPM//0m5fXr17u2r1q1ykgyeXl55X59AFWHIzMAKs1///tfnT9/Xl26dHGtCwwMVGxsrCRp+/btMsaoefPmbs/Lz89XUFCQJOnJJ5/UE088obVr1+qWW27RnXfeqbZt20qSdu7cqRtvvFFeXl5XlPObb77RuXPn1Lt3b7f158+fV4cOHdzWFb22JIWHh0uSjh49qqioqCvKAKDyUGYAVBpjzCW3FxYWqmbNmtq2bZtq1qzptq3oVNIf//hH3XrrrVq1apXWrl2rpKQkzZw5U6NHj5aPj0+l5CwsLJQkrVq1Sg0bNnTb5nQ63ZZ/XZwcDofb8wF4Bi4ABlBprrnmGnl5eSktLc217sSJE/rPf/4jSerQoYMuXryoo0eP6pprrnF7hIWFuZ4TGRmpxx9/XMuWLdNTTz2lv/zlL5J+OUryxRdf6MKFC1eUs1WrVnI6ncrIyCiWIzIy8or2DaD6cWQGQKXx9fXVww8/rGeeeUZBQUEKDQ3VpEmTVKPGL/9vat68uR588EENGzZMM2fOVIcOHZSdna3k5GS1adNGffv21dixYxUfH6/mzZvrxIkTSk5OVsuWLSVJo0aN0pw5c3TfffdpwoQJCggIUFpamq6//nrXqayy8PPz09NPP61x48apsLBQN9xwg3JycrRp0yb5+voqISGhSuYHQNWgzACoVK+++qpOnz6t22+/XX5+fnrqqad06tQp1/YFCxZo2rRpeuqpp3TkyBEFBQWpS5cu6tu3ryTp4sWLGjlypH744Qf5+/vrtttu0+uvvy5JCgoKUnJysp555hl1795dNWvWVPv27dWtW7dy5/yf//kfhYSEKCkpSd9//73q1aun//f//p8mTpxYORMBoNo4zOVOcgMAAHgwrpkBAAC2RpkBcFXw9fUt9fHFF19YHQ9AFeI0E4CrwoEDB0rd1rBhw0q7rRuA56HMAAAAW+M0EwAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsDXKDAAAsLX/D9yT8sFJHBmfAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data['desc_len'] = data['Description'].apply(lambda x: len(x.split()))\n",
+    "\n",
+    "sns.histplot(data['desc_len'], bins=10)\n",
+    "plt.title(\"Length of Assessment Descriptions\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f274bb23-053e-4351-9b5a-7fb9a6ae465f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "025e3925-936d-4b59-a691-e0b6deb52a26",
+   "metadata": {},
+   "source": [
+    "## Combining Description and Job Type for Model building and Visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "0a930309-fdea-4681-b458-35c4c5759605",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\2945813371.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['Comb_text'] = data['Job Type'].fillna('') + ' ' + data['Description']\n"
+     ]
+    }
+   ],
+   "source": [
+    "data['Comb_text'] = data['Job Type'].fillna('') + ' ' + data['Description']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "33ecc831-553d-4020-8af0-7671c05e4af9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3ff8e156-d32b-4f73-863b-bf092ba8c233",
+   "metadata": {},
+   "source": [
+    "# Word Cloud"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "0e998f21-9eba-426d-a931-8891ffb1181c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import spacy\n",
+    "nlp=spacy.load('en_core_web_sm')\n",
+    "from nltk.stem.porter import PorterStemmer\n",
+    "from nltk.stem import WordNetLemmatizer\n",
+    "import re\n",
+    "from nltk.stem import SnowballStemmer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "85944269-2896-4a25-860d-3ba3154bcbc3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lem=WordNetLemmatizer()\n",
+    "def clean_words(text):\n",
+    "    # Define a regex pattern for URLs\n",
+    "    url_pattern = re.compile(r'http[s]?://\\S+')\n",
+    "    \n",
+    "    # Remove URLs from the text\n",
+    "    text = re.sub(url_pattern, '', text)\n",
+    "    doc= nlp(text)\n",
+    "    clean_text=[x.lemma_ for x in doc if not x.is_stop and not x.is_punct and not x.like_num and not x.is_bracket and not x.pos_ in['SYM']]\n",
+    "    return ' '.join(clean_text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "36a42708-e8c5-4202-96ef-3a51a2849ac7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3153535193.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['cleaned_text'] = data['Comb_text'].apply(clean_words)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Apply the cleaning function to the 'Comb_text' column\n",
+    "data['cleaned_text'] = data['Comb_text'].apply(clean_words)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f47cdd8e-c748-4549-88ac-63a486731194",
+   "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>Assesment Name</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Job Type</th>\n",
+       "      <th>Test Type</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>desc_len</th>\n",
+       "      <th>Comb_text</th>\n",
+       "      <th>cleaned_text</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Account Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>49</td>\n",
+       "      <td>Middle</td>\n",
+       "      <td>CPAB</td>\n",
+       "      <td>The Account Manager solution is an assessment ...</td>\n",
+       "      <td>87</td>\n",
+       "      <td>Middle The Account Manager solution is an asse...</td>\n",
+       "      <td>Middle Account Manager solution assessment job...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Administrative Professional-Short Form</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>36</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>AKP</td>\n",
+       "      <td>The Administrative Professional solution is fo...</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Entry -level The Administrative Professional s...</td>\n",
+       "      <td>entry -level Administrative Professional solut...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Agency Manager Solution</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Manager</td>\n",
+       "      <td>ABPS</td>\n",
+       "      <td>The Agency Manager solution is for mid-level s...</td>\n",
+       "      <td>77</td>\n",
+       "      <td>Manager The Agency Manager solution is for mid...</td>\n",
+       "      <td>Manager Agency Manager solution mid level sale...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Apprentice + 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>30</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
+       "      <td>51</td>\n",
+       "      <td>Entry -level The Apprentice + 8.0 Job-Focused ...</td>\n",
+       "      <td>entry -level Apprentice + Job Focused Assessme...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Apprentice 8.0 Job Focused Assessment</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>no</td>\n",
+       "      <td>20</td>\n",
+       "      <td>Entry -level</td>\n",
+       "      <td>BP</td>\n",
+       "      <td>The Apprentice 8.0 Job-Focused Assessment is a...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>Entry -level The Apprentice 8.0 Job-Focused As...</td>\n",
+       "      <td>entry -level Apprentice Job Focused Assessment...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                            Assesment Name  \\\n",
+       "0                 Account Manager Solution   \n",
+       "1   Administrative Professional-Short Form   \n",
+       "2                  Agency Manager Solution   \n",
+       "3  Apprentice + 8.0 Job Focused Assessment   \n",
+       "4    Apprentice 8.0 Job Focused Assessment   \n",
+       "\n",
+       "                                                 URL Remote Testing Support  \\\n",
+       "0  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "1  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "2  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "3  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "4  https://www.shl.com/solutions/products/product...                    yes   \n",
+       "\n",
+       "  Adaptive/IRT  Duration      Job Type Test Type  \\\n",
+       "0          yes        49        Middle      CPAB   \n",
+       "1          yes        36  Entry -level       AKP   \n",
+       "2          yes        51       Manager      ABPS   \n",
+       "3           no        30  Entry -level        BP   \n",
+       "4           no        20  Entry -level        BP   \n",
+       "\n",
+       "                                         Description  desc_len  \\\n",
+       "0  The Account Manager solution is an assessment ...        87   \n",
+       "1  The Administrative Professional solution is fo...        67   \n",
+       "2  The Agency Manager solution is for mid-level s...        77   \n",
+       "3  The Apprentice + 8.0 Job-Focused Assessment is...        51   \n",
+       "4  The Apprentice 8.0 Job-Focused Assessment is a...        43   \n",
+       "\n",
+       "                                           Comb_text  \\\n",
+       "0  Middle The Account Manager solution is an asse...   \n",
+       "1  Entry -level The Administrative Professional s...   \n",
+       "2  Manager The Agency Manager solution is for mid...   \n",
+       "3  Entry -level The Apprentice + 8.0 Job-Focused ...   \n",
+       "4  Entry -level The Apprentice 8.0 Job-Focused As...   \n",
+       "\n",
+       "                                        cleaned_text  \n",
+       "0  Middle Account Manager solution assessment job...  \n",
+       "1  entry -level Administrative Professional solut...  \n",
+       "2  Manager Agency Manager solution mid level sale...  \n",
+       "3  entry -level Apprentice + Job Focused Assessme...  \n",
+       "4  entry -level Apprentice Job Focused Assessment...  "
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "decffbe8-fbcb-4eb9-8a0b-3d4f5d5a9381",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df= [x.strip() for x in data.cleaned_text] # remove the space in paragraph\n",
+    "txt=''.join(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "104c82eb-a2ff-45a7-b5f8-888c036d0f42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Middle Account Manager solution assessment job candidate apply mid level leadership position tend manage day day operation activity client account sample task job include limit communicate client project status develop maintain project plan coordinate internally appropriate project personnel ensure client expectation meet potential job title use solution Account Executive Account Manager Senior Account Manager multiple configuration solution availableentry -level Administrative Professional solution entry mid level position involve routine clerical administrative function addition office management function customer service sample task job include limit arrange conference call draft correspondence scheduling meeting greet visitor coordinate office activity potential job title use solution Administrative Assistant Secretary Office Manager Administrative Aide Administrative AssociateManager Agency Manager solution mid level sale management position include line management sale responsibility sample task job include limit direct coordinate financial activity worker branch office department establishment branch bank brokerage firm risk insurance department credit department potential job title use solution Agency Manager Brokerage Manager multiple configuration solution availableentry -level Apprentice + Job Focused Assessment short targeted globally applicable assessment include short cognitive ability measure assessment design entry level position appropriate country industry use apprenticeship model intend multi nationally organisation business span regionentry -level Apprentice Job Focused Assessment short targeted globally applicable assessment assessment design entry level position appropriate country industry use apprenticeship model intend multi nationally organization business span regionentry -level Administrative Assistant solution entry level clerical position interact external internal customer sample task job include limit answer telephone manage file record sort mail greet customer collaborate co worker project potential job title use solution Receptionist Administrative Assistant multiple configuration solution availableentry -level solution entry level collection position inbound outbound center environment financial setting candidate answer multiple choice question measure achievement orientation dependability collector numerical skill revenue recovery customer focus persistence planfulness multiple configuration version solution availableManager Bank Operations Supervisor solution job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Line Supervisor Processing Supervisor Center Supervisor Customer Service Supervisor multiple configuration version solution availableentry -level Bilingual Reservation Agent solution design customer center entry level position hospitality industry sample task include make update cancel hotel reservation English spanish listen customer speak spanish enter information computer English provide information hotel service offer potential job title use solution Bilingual Reservation Agent Customer Service Representative Reservationist multiple configuration solution availableentry -level Bookkeeping Accounting Auditing Clerk solution entry level position involve enter numerical datum computer system maintain financial record sample task job include limit enter financial datum computer check financial record accuracy perform routine computation financial datum potential job title use solution Accounting Clerk Bookkeeper Accounting Associate Auditing Clerk Accounts Receivable ClerkManager solution mid upper level financial institution managerial position candidate answer series multiple choice question measure management potential management judgment leadership potential team management branch manager problem solving business leadership leadership motivation interpersonal leadership self leadership branch manager judgment multiple configuration version solution availableentry -level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerk multiple configuration version solution availableManager Claims Operations Supervisor solution entry level management position involve supervise hourly employee sample task job include limit planning preapre work schedule assign employee specific dutite coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Coach Line Supervisor Claims Supervisor Operations Supervisor Customer Service Supervisor multiple configuration solution availableentry -level Contact Center + Customer Service Job Focused Assessment design measure skill competency behavior need success contact center role main focus customer service JFA include mobile optimize contact center simulation behavioral assessment cognitive test assessment capture ability provide exceptional customer service entry level contact center roleentry -level Customer Service JFA design entry level position contact center environment main focus customer serviceManager Contact Center Manager solution mid upper level contact center managerial position sample task job include limit supervise coordinate activity subordinate interact day day subordinate train employee potential job title use solution Contact Center Team Leader Line Supervisor Contact Center Managerentry -level Contact Center + Sales Service Job Focused Assessment design measure skill competency behavior need success contact center role involve sale relate behavior recommend product service retain customer JFA include mobile optimize contact center simulation behavioral assessment cognitive test assessment capture ability provide exceptional customer service drive sale entry level contact center roleentry -level Sales Service JFA design contact center role involve sale sale relate behavior recommend product service retain customerLine Manager Professional Individual Contributor Supervisor Contact Center Team Lead Coach solution job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill training subordinate tenured peer prioritize multiple task priority make day day decision minimal guidance potential job title use solution Team Leader Coach Line Supervisor Processing Supervisor Center Supervisor Customer Service Supervisorentry -level solution job candidate apply entry level position contact centre environment main focus job customer service candidate answer multiple choice question question customer simulation environment solution measure work information customer focus contact centre retention navigation service orientation tactful problem solve addition solution measure datum entry speed accuracy multi tasking preference achievement orientation conscientiousnessentry -level Customer Service Representative Solution entry level position involve high degree interaction customer person phone sample task job include limit take order solve product service issue respond positively difficult customer refer unresolved issue appropriate individual provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Customer Service Agententry -level Customer Service Representative solution entry level position involve high degree interaction customer person phone sample task job include limit take order solve product service issue respond positively difficult customer refer unresolved issue appropriate individual provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Customer Service Agententry -level Customer Service sale solution entry level position involve provide service support customer sell good service sample task job include limit take order solve product service issue sell product service respond positively difficult customer add new good service exist account provide information product and/or service potential job title use solution Account Service Representative Account Representative Customer Service Representative Sales RepresentativeDirector Director solution intend use senior level position responsible planning direct coordinate key business activity operation company duty responsibility include formulate policy manage daily operation plan use material human resource potential job title use solution Director Regional Director Director OperationsManager District Regional Manager solution mid- senior level managerial position oversee multiple store define area sample task job include limit direct group supervisor manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Director District Manager General Manager Regional Manager Store Manager Area Manager multiple configuration version solution availableentry -level Entry level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerkentry -level Entry level Cashier solution entry level retail position employee receive payment form cash check credit card good purchase sample task job include limit handle payment offer customer service issue receipt refund potential job title use solution Cashier Sales Associate Clerkentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry Level Customer Service Solution Retail Contact Center entry level position employee interact customer provide information carry customer request relate organization product service sample task job include limit interact customer phone person take order solve product service issue respond positively difficult irate customerentry -level Entry level sale solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerentry -level Entry level sale solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerentry -level Entry level sale Sift solution entry level position employee proactively sell product service customer compensation and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customerManager Event Sales Manager solution design management level position hospitality industry sample task include sell use facility space special event manage staff solution focus sale solve problem make good decision potential job title use solution Event Sales Manager Events Manager Special Events Manager multiple configuration solution availableExecutive Executive solution intend use senior executive level position responsible planning direct coordinate key business activity operation high level organization executive level accomplish work subordinate executive provide overall direction organization determine formulating policy guideline set board director similar govern body potential job title use solution Executive Vice President President Executive Directormiddle solution mid level financial institution position require Series certification candidate answer multiple choice question measure financial professional aptitude learn potential achievement orientation conscientiousness persistence planfulness self leadership interpersonal leadership sale focus customer focusMid Professional Professional Individual Contributor Financial Services Representative solution senior level professional position insurance industry sell life insurance business individual behalf insurance company sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suite individual customer seek new client develop clientele networking ensure policy requirement fulfil confer client obtain provide information calim policy potential job title use solution Life Insurance Sales Professional Insurance Sales Agent multiple configuration solution availableentry -level Desk Associate solution design entry level customer service position hospitality industry solution appropriate position majority work guest check desk sample task include welcome guest warmly issue key guest tabulate guest bill accpete payment potential job title use solution Desk Clerk Guest Desk Attendant Guest check Associate Office Agent multiple configuration solution availableentry -level Gaming Associate solution design entry mid level position operate gaming table solution highly customer service focus position potentially deal large sum money sample task include deal playing card count confirm patron bet collect patron loss distribute patron winning exchange currency play chip potential job title use solution Table Games Dealer Black Jack Dealer Dealer Casino Dealer Dual Rate Dealer Card Dealer Gaming Dealer multiple configuration solution availableManager Gaming Manager solution design management level position hospitality industry sample task include manage operation supervisor associate gaming environment solution focus security integrity managing sale potential job title use solution Gaming Floor Manager Gaming Manager multiple configuration solution availableentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Industries solution design entry level position industry solution predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal effectively work alongside solution industry entry level position example title include limit Administrator Clerk Veterinary Assistant Stocker Dish Washer Office Coordinator Tour Guide Cook Assistant Housekeeper Waste Collectorentry -level General Entry Level Data Entry solution design entry level position include enter datum computer datum management system solution measure speed accuracy type text number form predict follow type behavior foundational job time work follow rule policy treat respectfully produce quality work meet goal approach work thorough precise manner solution industry entry level position example title include limit Accounting Clerk Accounts Receivable Clerk Administrative Clerk Clerical Aide Clerical Assistant Office Assistant Office Services Specialist Staff AssistantGraduate Graduate + Job Focused Assessment short targeted globally applicable assessment include short cognitive ability measure help identify graduate high potential contribute succeed provide actionable feedback help onboard new hireGraduate Graduate Job Focused Assessment design professional level position appropriate recent college graduateentry -level Guest Service Team solution design team orient entry level position involve high degree interaction customer solution cover wide variety position assess competency critical interact customer include persist meet guest need behave responsibly appropriately effectively work alongside prepare and/or deliver customer order follow rule policy communicate effectively potential job title use solution include Server Hostess Guest Services Team Member Customer Service ChampionGraduate Graduate Job Focused Assessment short targeted globally applicable assessment help identify graduate high potential contribute succeed provide actionable feedback help onboard new hireentry -level Guest Services Associate solution design entry mid level customer service position hospitality industry solution highly customer service focus position sale component sample task include provide information entertainment dining transportation guest make dining recommentation guest arrange transportation guest make reservation potential job title use solution concierge Guest Services Agent Club Concierge Hotel Concierge Office Manager Guest Services Associate multiple configuration solution availableentry -level Healthcare Aide solution design individually orient entry level position directly support person health solution cover wide variety position assess behavior critical patient support role include understanding follow detailed instruction administer personal care respectful tolerant patient prepare maintain record patient progress service perform work hard meet exceed patient need potential job title use solution include Personal Care Aide Healthcare Aide Home Health Aide Dental Assistantentry -level Healthcare Center Agent solution entry level position inbound healthcare center environment sample task job include limit take receive information patient phone work computer screen enter information computer potential job title use solution Center Representative Receptionist Switchboard Operator multiple configuration solution availableentry -level Healthcare Service Associate solution entry level position healthcare environment require employee interact patient sample task job include limit deliver food patient clean patient room welcome guest hospital potential job title use solution Housekeepers Dietary Aides Guest Services Coordinator multiple configuration version solution availableentry -level Healthcare Support Specialist solution entry level position healthcare environment require employee interact patient sample task job include limit prepare food patient wash hospital linen clean healthcare facility potential job title use solution janitor Food Preparation Workers Laundry Associates multiple configuration solution availableentry -level Home Health Aide solution entry level position home group home environment sample task job include limit monitor vital sign medication intake administer bedside personal care ambulation personal hygiene prepare maintain record patient progress service perform potential job title use solution Personal Care Aide Home Health Aide Residential Assistant Certified Nursing Assistant multiple configuration version solution availableManager Hospitality Manager solution design management level position hospitality industry sample task include overall property management manage staff manage guest experience solution focus manage business operation manage staff solve problem make good decision maintain focus customer potential job title use solution Property Manager Property Director Hotel Manager Hospitality Manager multiple configuration solution availableentry -level host solution design entry level position hospitality industry sample task include greeting guest manage wait list show guest table solution focus work ethic customer focus potential job title use solution Host Hostess Greeter multiple configuration version solution availableentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Entry level solution design entry level position measure behavior experience underlie successful safe performance general light industrial role solution cover wide variety entry level position assess behavior include follow policy procedure general facility upkeep produce high quality work maintain orderly work environment wear require protective equipment thorough potential job title use solution include Laborer Custodians Building Grounds Maintenance Workers Handymanentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workentry -level Industrial semi skilled solution design entry level position measure behavior experience underlie successful safe performance production worker solution assess behavior competency foundational industrial role include follow policy procedure apply relevant trade skill wear require protective equipment work monitor equipment produce high quality work effectively work maintain orderly work environment potential job title use solution include Production Assembly Worker Construction Worker Extraction Technicianentry -level Industrial semi skilled solution design entry level position measure behavior experience underlie successful safe performance production worker solution assess behavior competency foundational industrial role include follow policy procedure apply relevant trade skill wear require protective equipment work monitor equipment produce high quality work effectively work maintain orderly work environment potential job title use solution include Production Assembly Worker Construction Worker Extraction Technicianentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workentry -level Industrial Professional skilled solution design measure behavior experience underlie successful safe performance workplace specialized technical professional industrial role solution assess mechanical comprehension foundational behavior include behave safely efficiently workplace instal repair and/or maintain equipment machinery make sound mechanical decision maintain orderly work environment produce high quality reliable workMid Professional Professional Individual Contributor Installation Repair technician solution design use entry level field technician position telecommunications industry solution focus position involve instal repair maintain telecommunications equipment customer interaction little specific sale component sample task include instal repair end user telecommunications equipment service interact customer instal repair telecommunication network infrastructure potential job title use solution Installer Service Technician Customer Installation Technician multiple configuration solution availableMiddle Insurance Account Manager solution mid level insurance professional manage day day operation activity customer account sample task job include limit solicit sale new additional product service interact customer provide information response inquiry product service handle resolve complaint keep record customer interaction transaction resolve customer service billing complaint determine charge service request collect deposit payment arrange billing potential job title use solution Account Executive Account Manager Senior Account Manager multiple configuration solution availableentry -level Administrative Assistant solution entry level clerical position interact external internal customer sample task job include limit answer telephone manage file record sort mail handle information request greet customer collaborate co worker project potential job title use solution Receptionist Administrative Assistant multiple configuration solution availableMiddle Insurance Agent solution mid level professional position insurance industry sell property casualty automotive type insurance sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suit individual customer ensure policy requirement fulfil confer client obtain provide information claim policy potential job title use solution Insurance Sales Professional Insurance Sales Agent Producer Insurance Agent multiple configuration solution availableManager Insurance Director solution senior level management position insurance company oversee sale function multiple brokerage office agency geographic territory sample task job include limit direct group sale manager agency manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Managers Associate Directors Managing Directors multiple configuration solution availableManager Sales Manager solution entry- mid level management position involve supervise employee work insurance organization substantial portion job performance base sale sample task job include limit planning prepare work schedule promote product customer train subordinate analyze sale statistic gather staff determine sale potential monitor preference customer build ongoing customer relationship make day day decision minimal guidance potential job title use solution Insurance Sales Manager Sales Manager Assistant Sales Manager Sales Supervisor multiple configuration solution availableManager Manager solution assessment job candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problem potential job title use solution Manager Store Manager Branch ManagerManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager + solution design candidate apply entry level leadership position tend supervise salaried employee include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemExecutive Director Line Manager Manager Manager solution design candidate apply entry level leadership position tend supervise salaried employee sample task job include limit planning project subordinate collaborate senior manager develop new method procedure coach employee performance relate issue develop employee skill coordinate activity manager accomplish organizational goal set meeting department goal prioritize multiple task priority make select strategic day day decision solve employee customer problemManager Manager Job Focused Assessment design candidate apply leadership position measure behavior underlie successful performance line manager role wide range industry relevant position supervise salaried employee JFA include Reskilling Potential Scale Management Potential Scale •the reskille potential scale measure tendency learn experience way support professional success •the Management potential scale measure potential managerial success industry type functional areaManager Manager + Job Focused Assessment design candidate apply leadership position include SHL new innovative mobile ability assessment Verify Interactive inductive Reasoning measure behavior underlie successful performance line manager role wide range industry relevant position supervise salaried employee JFA include Reskilling Potential Scale Management Potential Scale •the reskille potential scale measure tendency learn experience way support professional success •the Management potential scale measure potential managerial success industry type functional areaentry -level Manufacturing Production Team Member solution design entry level position measure behavior experience underlie successful safe performance workplace production worker solution measure candidate error check ability general tendency behave safely efficiently workplace solution use variety assessment type include measure personality trait safety relate situational judgment error checking Manufacturing Production Team Member solution design selection job title Production Worker Material Handler Driver Forklift Operator Crewman Mechanic Receiverentry -level Manufacturing Skilled Maintenance solution design entry level position measure behavior experience underlie successful safe performance workplace solution measure candidate mechanical comprehension ability general tendency behave safely efficiently workplace solution use variety assessment type include measure personality trait safety relate situational judgment mechanical comprehension Manufacturing Skilled Maintenance solution design selection job title Industrial Machinery Mechanic Automotive Service Technician Small Engine Mechanic Mobile Equipment Service Technician Diesel Service TechnicianMid Professional Professional Individual Contributor Network Engineer Analyst solution design use professional level telecommunications engineer network analyst solution focus position involve design monitoring complex telecommunications network place emphasis reasoning ability attention detail multitaske sample task include design network network element ensure proper network operation performance monitoring troubleshoot electronic datum communication network potential job title use solution Network Engineer Network Analyst Communications Engineer multiple configuration solution availableExecutive Director Line Manager Manager Nurse Leader solution assessment job candidate apply entry level nurse leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign nurse specific duty coach nurse attendance conduct schedule adherence work relate task develop nurse skill train subordinate prioritize multiple task priority make day day decision minimal guidance healthcare setting potential job title use solution Nurse Leader Nurse Manager multiple configuration version solution availableMid Professional Professional Individual Contributor Nurse solution professional level healthcare nursing position require licensing registration sample task job include limit assess health condition patient document patient medical information create nursing care plan educate patient healthcare issue potential job title use solution Registered Nurse Charge Nurse Licensed Practical Nurse Clinic Nurse multiple configuration solution availableentry -level Nursing Assistant solution entry level position clinic hospital environment sample task job include limit turn position bedridden patient feed patient feed observe patient condition include measure record food intake potential job title use solution certify Nursing Assistant Nursing Aide Patient Care Technician Hospital Attendant multiple configuration solution availableentry -level Personal Banker Loan Officer solution entry mid level financial institution position sample task job include limit acquire retain expand new exist customer relationship discover customer need make good recommendation complete sale proactively contact meet customer ask referralentry -level solution entry mid level financial institution position candidate ask answer multiple choice question assess learn potential dependability persistence planfulness sale focus customer focus work informationentry -level Prep Line Cook solution entry level food preparation position hospitality industry sample task include prepare ingredient final food item consumption solution focus work ethic perform quality work direct customer contact sale requirement potential job title use solution Cook Line Cook Food Preparer Prep Cook Chef multiple configuration solution availableMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional + solution design non managerial professional individual contributor position include SHL new innovative mobile ability assessment Verify Interactive deductive Reasoning sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional solution design non managerial professional individual contributor position sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional solution design non managerial professional individual contributor position sample task job include limit gather requirement analyze datum manage project produce product serviceMid Professional Professional Individual Contributor Professional Job Focused Assessment design non managerial professional individual contributor position measure behavior underlie successful performance professional individual contributor set wide range industryMid Professional Professional Individual Contributor Professional Individual Contributor solution mid upper level non managerial position sample task job include limit meet client determine need analyze data set work co worker complete project potential job title use solution Engineer Human Resource Consultant AnalystMid Professional Professional Individual Contributor Project Manager solution design position lead medium large scale project multiple team member involve sample task job include limit guiding supervise influence project team member scope project resource requirement manage project timeline scope budget potential job title ue solution Project Manager Implementation Manager Construction Project Manager Project Managerentry -level Proof Operator Processing Specialist solution entry level position perform basic daily bank operation procedure processing deposit reconcile account handle money transfer potential job title include Proof Operator Bank Operations Processor Operations Specialistentry -level Reservation Agent solution design entry level position hospitality industry sample task indlude making update cancel reservation look information enter information computer provide information hotel service offer potential title use solution Reservation Agent Customer Service Representative Reservationist multiple configuration solution availableExecutive Director Line Manager Manager Restaurant Manager solution design management level position hospitality industry sample task include purchase food supply account set policy procedure manage staff solution focus manage staff solve problem make good decision maintain focus customer potential job title use solution Restaurant Manager General Manager multiple configuration solution availableExecutive Director Line Manager Manager Restaurant Supervisor solution design management level position hospitality industry sample task include serve staff resource set schedule monitor daily operation solution focus solve problem make good decision maintain focus customer potential job title use solution Restaurant Supervisor Restaurant Staff Supervisor multiple configuration solution availableentry -level retail consultant solution entry mid level retail position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationship potential job title use solution Sales Consultant Sales Representative Retail Sales Associate multiple configuration version solution availableExecutive Director Line Manager Manager Retail Manager sale solution assessment job candidate apply entry level leadership position tend supervise hourly employee significant portion job performance base sale customer service sample task job include limit planning prepare work schedule assign employee specific duty promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Assistant Manager Sales Supervisor Retail Manager Floor Leader multiple configuration version solution availableentry -level Retail Sales Associate solution entry level retail position employee proactively sell product customer pay and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Retail Sales Associate Sales Clerk multiple configuration version solution availableExecutive Director Line Manager Manager Sales Director solution mid- senior level sale management position oversee sale function multiple office geographic territory sample task job include limit direct group sale supervisor sale manager have profit loss responsibility district region align work overall company goal potential job title use solution Regional Sales Director District Sales Manager Sales Director multiple configuration solution availableMid Professional Professional Individual Contributor Sales Engineer solution design use professional level telecommunication engineer distinct sale responsibility solution focus position involve design telecommunications network specific customer application place emphasis reasoning ability sale ability sample task include design network solution meet customer need communicate technical information level client participate sale process assist own sale process ensure proper implementation contract equipment service potential job title use solution Sales Engineer Senior Technical Consultant Technical Sales Lead multiple configuration solution availableManager Sales Manager solution assessment apply entry mid level sale leadership position generally manage employee significant portion job performance base sale sample task job include limit plan prepare sale plan promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Sales Manager Manager Direct saleMid Professional Professional Individual Contributor Sales Professional solution design entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationshipMid Professional Professional Individual Contributor Sales Professional solution design entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationshipMiddle Sales Professional solution entry mid level sale position employee proactively sell product customer develop relationship repeat customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer persuade customer buy product build ongoing customer relationship potential job title use solution Sales Consultant Sales Representative Account Representative multiple configuration solution availableentry -level Sales Representative solution entry level sale position employee proactively sell product customer pay and/or performance base sale revenue sample task job include limit promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Sales Associate Sales Clerk multiple configuration solution availableLine Manager Manager Supervisor Sales Supervisor solution assessment job candidate apply entry level sale leadership position generally supervise employee significant portion job performance base sale sample task job include limit planning prepare work schedule promote product customer training subordinate build ongoing customer relationship make day day decision minimal guidance potential job title use solution Assistant Sales Manager Sales Supervisor multiple configuration solution availableentry -level Sales support Specialist solution entry mid level sale support position employee work primarily guidance account manager operation manager support client account sample task job include limit implement customer order assist coordinate activity utilize process meet customer requirement potential job title use solution Implementation Specialist Project Assistant Sales Support Assistant multiple configuration solution availableMid Professional Professional Individual Contributor Senior Insurance Agent solution senior level professional position insurance industry sell portfolio insurance product include property casualty automotive health life sample task position include limit call policyholder deliver explain policy suggest addition change calculate premium customize insurance program suit individual customer ensure policy requirement fulfil confer client obtain provide information claim policy potential job title use solution Insurance Senior Sales Professional Senior Producer Insurance Sales Agent Insurance Agent multiple configuration solution availableMid Professional Professional Individual Contributor Senior Sales Professional solution high level sale position employee proactively sell product customer develop relationship new exist customer pay and/or performance heavily base sale revenue sample task job include limit promote product customer consult persuade customer buy product build ongoing customer relationship potential job title use solution Senior Sales Representative Business Development Manager Senior Sales Consultant multiple configuration solution availableentry -level Server solution design entry level position hospitality industry sample task include greeting customer take customer food drink order deliver food item guest solution focus work ethic customer focus sale potential job title use solution Server Waiter Waitress multiple configuration solution availableentry -level Service Associate design entry level position primarily task focus include customer service component solution cover wide variety support position hospitality industry sample task include clean hotel room serve food buffet line parking car and/or deliver food hotel room potential job title use solution Housekeeper Buffet Server Room Service Attendant Valet multiple configuration solution availableLine Manager Manager Supervisor Service Supervisor solution design entry level leadership position hospitality industry oversee hourly salaried employee customer face position e.g. Desk Associate Concierge Guest Service Associate individual role perform hte duty employee supervise sample task include assist challenging guest coach employee customer service skill take corrective action employee perform poorly monitor employee assess satisfactory completion task potential job title use solution Desk Manager Guest Services Supervisor Desk Supervisor multiple configuration solution availableentry -level Stock Clerk solution entry level retail position employee work primarily stockroom handle incoming outgoing shipment keep sale floor fully stock sample task job include limit unload product shipment maintain stockroom organization replenish supply product sale floor process outgoing shipment potential job title use solution Stock Clerk Inventory Associate Warehouse Associate multiple configuration solution availableManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceManager Store Manager solution design candidate apply entry level leadership position tend supervise hourly employee retail restaurant setting sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Store Manager solution assessment job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidance potential job title use solution Store Manager Line Supervisor Retail Manager Restaurant Manager Customer Service Supervisor multiple configuration option solution availableLine Manager Manager Supervisor Supervisor solution assessment job candidate apply entry level leadership position tend supervise hourly employee sample task job include limit \\xa0\\xa0 plan prepare work schedule assign employee specific duty coach \\xa0\\xa0 employee attendance conduct schedule adherence work task develop employee skill \\xa0 train subordinate prioritize multiple task \\xa0  priority make \\xa0\\xa0 day day \\xa0 decision minimal guidance potential job title use solution Team Leader Line Supervisor Center Supervisor Customer Service SupervisorSupervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceLine Manager Manager Supervisor Supervisor solution design candidate apply entry level leadership position tend supervise hourly employee sample task job include limit planning prepare work schedule assign employee specific duty coach employee attendance conduct schedule adherence work task develop employee skill train subordinate prioritize multiple task priority make day day decision minimal guidanceentry -level Support Associate solution design entry level position involve little interaction customer solution cover wide variety support position hospitality industry sample task include food preparation dishwashing and/or clean potential job title use solutin Janitor Food Prep Laundry Associate Dishwasher multiple configuration solution availableLine Manager Manager Supervisor Support Supervisor solution design entry level leadership position hospitality industry oversee hourly employee non customer face support position e.g. janitor Laundry Workers Grounds Crew individual role perform duty employee supervise sample task include assign work task take corrective action employee perform poorly monitor employee assess satisfactory completion task potential job title use solution Head Custodian Maintenance Supervisor Buildings Grounds Supervisor Facilities Manager Housekeeping Supervisor Building Grounds Director Housekeepig Director multiple configuration solution availableentry -level Technical Sales Associate solution entry level retail position employee proactively sell specific line product require substantial knowledge product pay and/or performance base sale revenue sample task job include limit obtain detailed product information promote product customer persuade customer buy product complete transaction customer potential job title use solution Sales Representative Retail Sales Associate Sales Clerk multiple configuration solution availableMid Professional Technician technologist solution position healthcare environment perform medical test aide treatment patient sample task job include limit collect sample bodily fluid complete x ray patient conduct analysis medical machine enter result medical test computer potential job title use solutionare Radiologic Technician Medical Technologist Technician Laboratory Technologist multiple configuration solution availableentry Level Graduate Mid Professional Professional Individual Contributor Technology Job Focused Assessment assess \\xa0 key behavioral attribute \\xa0 require success fast pace rapidly evolve \\xa0 technology environment \\xa0 provide indication candidate long term \\xa0 potentialMid Professional Telenurse solution position healthcare environment interact patient telephone sample task job include limit accurately understand patient symptom telephone systematically work patient symptom arrive correct diagnosis recall fact documentation potential job title use solution Telenurse Telephone Nurse Nurse multiple configuration solution availableentry Level Teller cashier position integral financial institution conduct numerous banking transaction day face bank customer Teller Solution contain scale measure person ability handle money prevent transactional error promote quality customer service generate sale referral appropriatelyentry Level Teller solution sale entry level financial institution teller position sample task job include limit balance currency coin check cash check pay money enter customer transaction computer suggestive selling customer service interactionentry Level transcriptionist solution entry level clerical role healthcare environment require employee translate medical information sample task job include limit transcribe dictate report decipher medical jargon proof medical report potential job title use solution Medical Transcriptionist Medical Transcriber Documentation Specialist multiple configuration solution availableentry Level Workplace Safety Individual solution design entry level position measure behavior experience underlie successful safe performance individually orient role work environment solution assess behavior competency foundational safety wide range job include follow policy procedure wear require protective equipment safely operate vehicle and/or machinery take action unsafe situation produce high quality work industry environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level Workplace Safety Individual solution design entry level position measure behavior experience underlie successful safe performance individually orient role work environment solution assess behavior competency foundational safety wide range job include follow policy procedure wear require protective equipment safely operate vehicle and/or machinery take action unsafe situation produce high quality work industry environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas MiningDirector Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level General Population Professional Individual Contributor Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level General Population Professional Individual Contributor Workplace Safety team solution design entry level position measure competency experience underlie successful safe performance team base work environment solution predict follow type behavior competency foundational safety wide range job wear require protective equipment work hard responsibly safely move equipment freight material work communicate effectively take action unsafe situation occur follow policy procedure Industries environment entry level position use solution Warehouse Healthcare Delivery Logistics Food Handling Preparation Assembly Installation Transportation Manufacturing Processing Construction Drivers Oil Gas Miningentry Level Workplace Safety Solution design entry level position measure competency experience underlie successful safe performance workplace solution measure general tendency behave safely workplace variety assessment type include personality trait safety relate situational judgment biodata potential job title use solution Material Handler Shipping Operator Driver Forklift Operator Crewman Mechanic Receiver'"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "txt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "cd01c492-754c-4799-ad39-5e8caf69e580",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import wordcloud\n",
+    "from wordcloud import WordCloud,STOPWORDS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "9da10005-3f66-47bf-9966-c4c6a2c6d6dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def wordcloud(data):\n",
+    "  plt.figure(figsize=(10,10))\n",
+    "  plt.imshow(data,interpolation='bilinear')\n",
+    "  plt.axis('off')\n",
+    "  plt.show() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "d24d483d-7729-4d85-a6dd-297d9f161472",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_cloud= WordCloud(width=800,height=1000,background_color='black',colormap='plasma').generate(txt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "98c8a586-1875-4708-acc6-8cb34fafa666",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "wordcloud(df_cloud)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6b88cb86-4a2b-45ab-a1af-64a1db0e7d26",
+   "metadata": {},
+   "source": [
+    "## Sentiment Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "7e280f05-58af-4b68-9829-31f42aa0ef39",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from textblob import TextBlob\n",
+    "def get_sentiment(text):\n",
+    "    analysis = TextBlob(text)\n",
+    "    return analysis.sentiment.polarity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "db3663af-d20e-4c9d-82f2-dc4758fde95a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\AppData\\Local\\Temp\\ipykernel_16664\\3753534125.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  data['sentiment'] = data['cleaned_text'].apply(get_sentiment)\n"
+     ]
+    }
+   ],
+   "source": [
+    "data['sentiment'] = data['cleaned_text'].apply(get_sentiment)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "aa8bd003-8a79-4541-ba02-074218fb7007",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Dell\\anaconda3\\Lib\\site-packages\\seaborn\\_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.histplot(data['sentiment'], kde=True)\n",
+    "plt.title('Sentiment Polarity Distribution')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a796379-7e7f-4e36-9804-6b3ee3de1ade",
+   "metadata": {},
+   "source": [
+    "## N-grams Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "893d1c76-8d0f-4414-8a42-3817b192a6e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "\n",
+    "def plot_ngrams(data, n=1):\n",
+    "    vectorizer = CountVectorizer(ngram_range=(n, n))\n",
+    "    ngrams = vectorizer.fit_transform(data)\n",
+    "    ngrams_freq = ngrams.sum(axis=0).A1\n",
+    "    ngrams_df = pd.DataFrame(ngrams_freq, index=vectorizer.get_feature_names_out(), columns=['frequency'])\n",
+    "    ngrams_df = ngrams_df.sort_values(by='frequency', ascending=False).head(20)\n",
+    "    \n",
+    "    plt.figure(figsize=(10,5))\n",
+    "    sns.barplot(x=ngrams_df.frequency, y=ngrams_df.index, palette='viridis')\n",
+    "    plt.title(f'Top {n}-grams')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "a561170f-9a15-4285-9364-00775d749028",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "## Unigrams\n",
+    "plot_ngrams(data['cleaned_text'], n=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "4c11797d-cb79-49dc-8cc1-bb61e136da75",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Bigrams\n",
+    "plot_ngrams(data['cleaned_text'], n=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bcf7b507-a8b5-473e-9af0-f88f8ece4273",
+   "metadata": {},
+   "source": [
+    "# Model Building"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d88d8a4f-35fe-4988-ba11-494df9b43c82",
+   "metadata": {},
+   "source": [
+    "## Install Required Packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "ea522207-9b41-4d22-8af6-2f9a69ffa1b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install sentence-transformers faiss-cpu umap-learn matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "058e4bbe-6258-41d6-8763-04ebc576d1a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade typing_extensions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "bd33411e-6014-4b59-b960-43142a89bddc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade transformers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3981c796-bb73-4cd9-be8c-0c51e78842f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install typing_extensions==4.7.1 --force-reinstall"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "7fed621e-3aba-49ca-9baa-ca3be7502c21",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#!pip install --upgrade sentence-transformers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "18b34cfa-6958-4028-b2eb-5a5109e29b43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "df63fd8f46e54cadb444e1d2ee41d7b8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Batches:   0%|          | 0/5 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sentence_transformers import SentenceTransformer\n",
+    "texts = data['cleaned_text'].tolist()\n",
+    "\n",
+    "# Load SBERT model\n",
+    "model = SentenceTransformer('all-MiniLM-L6-v2')\n",
+    "\n",
+    "# Create embeddings\n",
+    "embeddings = model.encode(texts, show_progress_bar=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "a45c8df3-f087-4322-9a99-8208f4ea4a45",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import faiss\n",
+    "\n",
+    "# Convert to float32 for FAISS\n",
+    "embeddings_np = np.array(embeddings).astype('float32')\n",
+    "\n",
+    "# Create FAISS index\n",
+    "index = faiss.IndexFlatL2(embeddings_np.shape[1])  # L2 distance\n",
+    "index.add(embeddings_np)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "20da1245-e18f-4790-b325-f5107937c5d6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bbc8d7b7-065e-46b7-a618-2aeba958ee07",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "cc1ba003-6a56-4551-84bc-391d70e10b13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "new_df = data[['Assesment Name', 'cleaned_text','Duration','Remote Testing Support','URL','Adaptive/IRT','Job Type']].copy()\n",
+    "def recommend_assessments(profile_text, model, index, new_df, top_n=10):\n",
+    "    profile_embedding = model.encode([profile_text]).astype('float32')\n",
+    "    _, indices = index.search(profile_embedding, top_n)\n",
+    "    return new_df.iloc[indices[0]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "c0009f6d-117d-42f5-8451-8ee8b54cc215",
+   "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>Assesment Name</th>\n",
+       "      <th>cleaned_text</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Remote Testing Support</th>\n",
+       "      <th>URL</th>\n",
+       "      <th>Adaptive/IRT</th>\n",
+       "      <th>Job Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Installation and Repair Technician Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>49</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional,Professional Individual Contr...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>132</th>\n",
+       "      <td>Technician/Technologist Solution</td>\n",
+       "      <td>Mid Professional Technician technologist solut...</td>\n",
+       "      <td>52</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>Sales Engineer Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>61</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional, Professional Individual Cont...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>Network Engineer/Analyst Solution</td>\n",
+       "      <td>Mid Professional Professional Individual Contr...</td>\n",
+       "      <td>41</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Mid-Professional, Professional Individual Cont...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>Industrial - Semi-skilled 7.1 (Americas)</td>\n",
+       "      <td>entry -level Industrial semi skilled solution ...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>Industrial - Semi-skilled 7.1 (International)</td>\n",
+       "      <td>entry -level Industrial semi skilled solution ...</td>\n",
+       "      <td>24</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>83</th>\n",
+       "      <td>Manufacturing Skilled Maintenance Worker</td>\n",
+       "      <td>entry -level Manufacturing Skilled Maintenance...</td>\n",
+       "      <td>45</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>Sales Support Specialist Solution</td>\n",
+       "      <td>entry -level Sales support Specialist solution...</td>\n",
+       "      <td>43</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>Healthcare Call Center Agent Solution</td>\n",
+       "      <td>entry -level Healthcare Center Agent solution ...</td>\n",
+       "      <td>44</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>Industrial - Entry Level 7.0 Solution</td>\n",
+       "      <td>entry -level Industrial Entry level solution d...</td>\n",
+       "      <td>20</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
+       "      <td>no</td>\n",
+       "      <td>Entry -level</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                    Assesment Name  \\\n",
+       "64     Installation and Repair Technician Solution   \n",
+       "132               Technician/Technologist Solution   \n",
+       "107                        Sales Engineer Solution   \n",
+       "84               Network Engineer/Analyst Solution   \n",
+       "60        Industrial - Semi-skilled 7.1 (Americas)   \n",
+       "61   Industrial - Semi-skilled 7.1 (International)   \n",
+       "83        Manufacturing Skilled Maintenance Worker   \n",
+       "114              Sales Support Specialist Solution   \n",
+       "50           Healthcare Call Center Agent Solution   \n",
+       "56           Industrial - Entry Level 7.0 Solution   \n",
+       "\n",
+       "                                          cleaned_text  Duration  \\\n",
+       "64   Mid Professional Professional Individual Contr...        49   \n",
+       "132  Mid Professional Technician technologist solut...        52   \n",
+       "107  Mid Professional Professional Individual Contr...        61   \n",
+       "84   Mid Professional Professional Individual Contr...        41   \n",
+       "60   entry -level Industrial semi skilled solution ...        24   \n",
+       "61   entry -level Industrial semi skilled solution ...        24   \n",
+       "83   entry -level Manufacturing Skilled Maintenance...        45   \n",
+       "114  entry -level Sales support Specialist solution...        43   \n",
+       "50   entry -level Healthcare Center Agent solution ...        44   \n",
+       "56   entry -level Industrial Entry level solution d...        20   \n",
+       "\n",
+       "    Remote Testing Support                                                URL  \\\n",
+       "64                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "132                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "107                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "84                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "60                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "61                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "83                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "114                    yes  https://www.shl.com/solutions/products/product...   \n",
+       "50                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "56                     yes  https://www.shl.com/solutions/products/product...   \n",
+       "\n",
+       "    Adaptive/IRT                                           Job Type  \n",
+       "64           yes  Mid-Professional,Professional Individual Contr...  \n",
+       "132          yes                                   Mid-Professional  \n",
+       "107          yes  Mid-Professional, Professional Individual Cont...  \n",
+       "84           yes  Mid-Professional, Professional Individual Cont...  \n",
+       "60            no                                       Entry -level  \n",
+       "61            no                                       Entry -level  \n",
+       "83            no                                       Entry -level  \n",
+       "114          yes                                       Entry -level  \n",
+       "50           yes                                       Entry -level  \n",
+       "56            no                                       Entry -level  "
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "profile = \"The Installation and Repair Technician solution is designed for use with entry-level field technician positions in the telecommunications industry. The solution is focused on positions that involve installing, repairing, and maintaining telecommunications equipment, along with some customer interaction, and little to no specific sales components. Sample tasks may include: installing or repairing end-user telecommunications equipment and services, interacting with customers, and installing, or repairing telecommunications network infrastructure. Potential job titles that use this solution are: Installer, Service Technician, and Customer Installation Technician. There are multiple configurations of this solution available\"\n",
+    "recommendations = recommend_assessments(profile, model, index, new_df, top_n=10)\n",
+    "recommendations[['Assesment Name', 'cleaned_text','Duration','Remote Testing Support','URL','Adaptive/IRT','Job Type']]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d1939b4-918d-48cf-9e89-e980b5bf7cda",
+   "metadata": {},
+   "source": [
+    "# Deployment"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "28d0854f-6f0c-4a36-9204-2ed11cc74682",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save SBERT model\n",
+    "model.save('sbert_model/')\n",
+    "\n",
+    "# Save FAISS index\n",
+    "faiss.write_index(index, 'faiss_index.index')\n",
+    "\n",
+    "# Save the dataframe used for recommendations\n",
+    "new_df.to_csv('assessment_data.csv', index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "c25446c9-cc81-4fa0-be5b-c37e40fbd5f3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#from huggingface_hub import upload_folder\n",
+    "\n",
+    "#upload_folder(\n",
+    " #   repo_id = \"PankhuriSharma9795/SHL-Recommender\",  \n",
+    " #   folder_path=\"C:/Users/Data_Science/My_Project/SHL\",\n",
+    " #   repo_type=\"space\"\n",
+    "#)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4cf3230c-a358-4b23-a7af-a7a3f6c9ef77",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}