{
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   "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": [
    {
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       "  <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",
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       "    <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",
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       "      <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",
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       "      <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",
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       "      <td>30</td>\n",
       "      <td>Entry -level</td>\n",
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       "      <td>The Apprentice + 8.0 Job-Focused Assessment is...</td>\n",
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       "    <tr>\n",
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       "      <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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       "      <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",
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       "      <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",
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       "      <td>Workplace Safety - Team 7.1 (International)</td>\n",
       "      <td>https://www.shl.com/solutions/products/product...</td>\n",
       "      <td>yes</td>\n",
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       "      <td>20</td>\n",
       "      <td>Entry-Level, General Population, Professional ...</td>\n",
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       "      <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": {},
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   "execution_count": 4,
   "id": "de4b8792-6b03-4e66-b1ca-ddbe1e1a87e8",
   "metadata": {},
   "outputs": [
    {
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     "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": {
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       "         Duration\n",
       "count  144.000000\n",
       "mean    38.569444\n",
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   "execution_count": 6,
   "id": "093c622e-86e0-4a64-a1e9-0d926ccccc9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "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",
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "cell_type": "code",
   "execution_count": 7,
   "id": "7a6ac735-3cfd-41db-9013-ec280e9cd1d6",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
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       "URL                       0\n",
       "Remote Testing Support    0\n",
       "Adaptive/IRT              0\n",
       "Duration                  0\n",
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     "metadata": {},
     "output_type": "execute_result"
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    "data.isnull().sum()"
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bb939dcb-ab15-432a-a204-b744cdfc4366",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "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": [
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       "      <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_17256\\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_17256\\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_17256\\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": {
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       "      <th>cleaned_text</th>\n",
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       "      <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",
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       "      <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",
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       "    <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",
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       "      <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",
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       "      <td>51</td>\n",
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       "      <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",
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       "                            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...  "
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   "source": [
    "df= [x.strip() for x in data.cleaned_text] # remove the space in paragraph\n",
    "txt=''.join(df)"
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  {
   "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_17256\\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": "ce391dfc47c44e04b5ead9f2abf87e4f",
       "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": [
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       "    .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": []
  }
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