HR_Analytics_EDA.ipynb

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      "name": "HR_Analytics_EDA.ipynb",
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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "17b6b487"
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      "source": [
        "#importing libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import classification_report,confusion_matrix, precision_score, recall_score, f1_score\n",
        "from sklearn import tree\n",
        "\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from xgboost import XGBClassifier\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import math\n",
        "import pymysql\n",
        "import warnings\n",
        "from functools import reduce\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "pd.set_option('display.max_column', None)\n",
        "dbcon = pymysql.connect(host=\"localhost\",user= \"root\",password= \"mysql\",database= \"jobms\")"
      ],
      "id": "17b6b487",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1c0b000c"
      },
      "source": [
        "df=pd.read_sql_query(\"\"\"select * from consolidated_search_ds;\"\"\", dbcon)"
      ],
      "id": "1c0b000c",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "38ad1b54",
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      },
      "source": [
        "df"
      ],
      "id": "38ad1b54",
      "execution_count": null,
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Job Title</th>\n",
              "      <th>Company</th>\n",
              "      <th>Area</th>\n",
              "      <th>Employer Email</th>\n",
              "      <th>Employer Contact Number</th>\n",
              "      <th>Salary</th>\n",
              "      <th>Lower Salary Range</th>\n",
              "      <th>Upper Salary Range</th>\n",
              "      <th>Job Highlights</th>\n",
              "      <th>Job Description</th>\n",
              "      <th>Career Level</th>\n",
              "      <th>Qualification</th>\n",
              "      <th>Years of Experience</th>\n",
              "      <th>Job Type</th>\n",
              "      <th>Company Website</th>\n",
              "      <th>Job Link</th>\n",
              "      <th>Job Functions</th>\n",
              "      <th>Industry</th>\n",
              "      <th>Search Term</th>\n",
              "      <th>Date Posted</th>\n",
              "      <th>Date Scraped</th>\n",
              "      <th>Data Source</th>\n",
              "      <th>jobtick_avgsalary</th>\n",
              "      <th>jobtick_SQL</th>\n",
              "      <th>jobtick_Excel</th>\n",
              "      <th>jobtick_dashboard</th>\n",
              "      <th>jobtick_Python</th>\n",
              "      <th>jobtick_engineerjobs</th>\n",
              "      <th>jobtick_analystjobs</th>\n",
              "      <th>jobtick_scientistjobs</th>\n",
              "    </tr>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Business Analyst (Data Analysis)</td>\n",
              "      <td>EC Healthcare</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>['Develop and built segmentation platform', 'C...</td>\n",
              "      <td>['Job Descriptions:', 'Develop strategic KPIs ...</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>-1.0</td>\n",
              "      <td>Full Time, Permanent</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>/hk/en/job/business-analyst-data-analysis-1000...</td>\n",
              "      <td>Information Technology (IT), DBA, E-commerce, ...</td>\n",
              "      <td>Health &amp; Beauty Care</td>\n",
              "      <td>Data Scientist</td>\n",
              "      <td>10-22-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>JobsDB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Data Analyst Leader</td>\n",
              "      <td>A4lution Limited</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>None</td>\n",
              "      <td>['3955 8549']</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>['Drive automation of analytical projects', 'I...</td>\n",
              "      <td>['Responsibilities:', 'Work closely with senio...</td>\n",
              "      <td>Senior</td>\n",
              "      <td>Degree</td>\n",
              "      <td>3.0</td>\n",
              "      <td>Full Time</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>/hk/en/job/data-analyst-leader-100003008838120</td>\n",
              "      <td>Information Technology (IT), Data Scientist</td>\n",
              "      <td>Others</td>\n",
              "      <td>Data Scientist</td>\n",
              "      <td>10-22-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>JobsDB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Data Analyst – Campaign Specialist</td>\n",
              "      <td>now TV</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>None</td>\n",
              "      <td>['2827 8322']</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>['Interpret &amp; analyze data for campaign evalua...</td>\n",
              "      <td>['The Job:', 'Hands on experience in conductin...</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Degree</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Full Time</td>\n",
              "      <td>http://www.pccw.com</td>\n",
              "      <td>/hk/en/job/data-analyst-campaign-specialist-10...</td>\n",
              "      <td>Marketing / Public Relations, Others, Informat...</td>\n",
              "      <td>Telecommunication</td>\n",
              "      <td>Data Scientist</td>\n",
              "      <td>10-22-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>JobsDB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Consultant / Senior Consultant - Data Scientis...</td>\n",
              "      <td>Deloitte Global Services Limited</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>['data scientist', 'digital', 'tableau']</td>\n",
              "      <td>['About Technology', 'Deloitte Digital is a bo...</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Degree</td>\n",
              "      <td>2.0</td>\n",
              "      <td>Full Time</td>\n",
              "      <td>http://www.deloitte.com</td>\n",
              "      <td>/hk/en/job/consultant-senior-consultant-data-s...</td>\n",
              "      <td>Professional Services, Business Analysis / Dat...</td>\n",
              "      <td>Accounting/Audit/Tax Services</td>\n",
              "      <td>Data Scientist</td>\n",
              "      <td>10-21-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>JobsDB</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Business Intelligence Assistant / Data Analyst...</td>\n",
              "      <td>Lloyd Karson International Limited</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>HK$17K - 25K /month</td>\n",
              "      <td>17.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>['Experience with Python', 'Good Data Analytic...</td>\n",
              "      <td>['The client is a global prestigious MNC Insur...</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Degree</td>\n",
              "      <td>1.0</td>\n",
              "      <td>Full Time, Permanent</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>/hk/en/job/business-intelligence-assistant-dat...</td>\n",
              "      <td>Professional Services, Business Analysis / Dat...</td>\n",
              "      <td>Human Resources Management/Consultancy</td>\n",
              "      <td>Data Scientist</td>\n",
              "      <td>10-22-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>JobsDB</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3206</th>\n",
              "      <td>Senior Application Reliability Engineer</td>\n",
              "      <td>Manulife (International) Limited</td>\n",
              "      <td>-</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Senior</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>7.5</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>https://www.ctgoodjobs.hk/job/senior-applicati...</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Business Intelligence</td>\n",
              "      <td>09-28-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>CTGoodJobs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3207</th>\n",
              "      <td>Application Developer</td>\n",
              "      <td>PCCW Solutions Limited</td>\n",
              "      <td>Admiralty</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>1.5</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>https://www.ctgoodjobs.hk/job/solution-develop...</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Business Intelligence</td>\n",
              "      <td>09-28-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>CTGoodJobs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3208</th>\n",
              "      <td>Senior Solution Analyst - Application developm...</td>\n",
              "      <td>PCCW Solutions Limited</td>\n",
              "      <td>Tai Kok Tsui</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Middle</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>6.0</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>https://www.ctgoodjobs.hk/job/senior-solution-...</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Business Intelligence</td>\n",
              "      <td>09-28-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>CTGoodJobs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3209</th>\n",
              "      <td>IT Project Manager</td>\n",
              "      <td>Top Form International Limited</td>\n",
              "      <td>Wong Tai Sin</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Senior</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>5.0</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>https://www.ctgoodjobs.hk/job/it-project-manag...</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Business Intelligence</td>\n",
              "      <td>09-28-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>CTGoodJobs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3210</th>\n",
              "      <td>Project Management Officer</td>\n",
              "      <td>BitMEX</td>\n",
              "      <td>-</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Entry</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>2.5</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>https://www.ctgoodjobs.hk/job/project-manageme...</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Not Specified</td>\n",
              "      <td>Business Intelligence</td>\n",
              "      <td>09-27-2021</td>\n",
              "      <td>22-10-2021</td>\n",
              "      <td>CTGoodJobs</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3211 rows × 30 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              Job Title  \\\n",
              "0                      Business Analyst (Data Analysis)   \n",
              "1                                   Data Analyst Leader   \n",
              "2                    Data Analyst – Campaign Specialist   \n",
              "3     Consultant / Senior Consultant - Data Scientis...   \n",
              "4     Business Intelligence Assistant / Data Analyst...   \n",
              "...                                                 ...   \n",
              "3206            Senior Application Reliability Engineer   \n",
              "3207                              Application Developer   \n",
              "3208  Senior Solution Analyst - Application developm...   \n",
              "3209                                 IT Project Manager   \n",
              "3210                         Project Management Officer   \n",
              "\n",
              "                                 Company           Area Employer Email  \\\n",
              "0                          EC Healthcare  Not Specified           None   \n",
              "1                       A4lution Limited  Not Specified           None   \n",
              "2                                 now TV  Not Specified           None   \n",
              "3       Deloitte Global Services Limited  Not Specified           None   \n",
              "4     Lloyd Karson International Limited  Not Specified           None   \n",
              "...                                  ...            ...            ...   \n",
              "3206    Manulife (International) Limited              -           None   \n",
              "3207              PCCW Solutions Limited      Admiralty           None   \n",
              "3208              PCCW Solutions Limited   Tai Kok Tsui           None   \n",
              "3209      Top Form International Limited   Wong Tai Sin           None   \n",
              "3210                              BitMEX              -           None   \n",
              "\n",
              "     Employer Contact Number                Salary  Lower Salary Range  \\\n",
              "0                       None         Not Specified                 NaN   \n",
              "1              ['3955 8549']         Not Specified                 NaN   \n",
              "2              ['2827 8322']         Not Specified                 NaN   \n",
              "3                       None         Not Specified                 NaN   \n",
              "4                       None  HK$17K - 25K /month                 17.0   \n",
              "...                      ...                   ...                 ...   \n",
              "3206                    None         Not Specified                 NaN   \n",
              "3207                    None         Not Specified                 NaN   \n",
              "3208                    None         Not Specified                 NaN   \n",
              "3209                    None         Not Specified                 NaN   \n",
              "3210                    None         Not Specified                 NaN   \n",
              "\n",
              "      Upper Salary Range                                     Job Highlights  \\\n",
              "0                    NaN  ['Develop and built segmentation platform', 'C...   \n",
              "1                    NaN  ['Drive automation of analytical projects', 'I...   \n",
              "2                    NaN  ['Interpret & analyze data for campaign evalua...   \n",
              "3                    NaN           ['data scientist', 'digital', 'tableau']   \n",
              "4                   25.0  ['Experience with Python', 'Good Data Analytic...   \n",
              "...                  ...                                                ...   \n",
              "3206                 NaN                                      Not Specified   \n",
              "3207                 NaN                                      Not Specified   \n",
              "3208                 NaN                                      Not Specified   \n",
              "3209                 NaN                                      Not Specified   \n",
              "3210                 NaN                                      Not Specified   \n",
              "\n",
              "                                        Job Description Career Level  \\\n",
              "0     ['Job Descriptions:', 'Develop strategic KPIs ...        Entry   \n",
              "1     ['Responsibilities:', 'Work closely with senio...       Senior   \n",
              "2     ['The Job:', 'Hands on experience in conductin...        Entry   \n",
              "3     ['About Technology', 'Deloitte Digital is a bo...        Entry   \n",
              "4     ['The client is a global prestigious MNC Insur...        Entry   \n",
              "...                                                 ...          ...   \n",
              "3206                                      Not Specified       Senior   \n",
              "3207                                      Not Specified        Entry   \n",
              "3208                                      Not Specified       Middle   \n",
              "3209                                      Not Specified       Senior   \n",
              "3210                                      Not Specified        Entry   \n",
              "\n",
              "      Qualification  Years of Experience              Job Type  \\\n",
              "0     Not Specified                 -1.0  Full Time, Permanent   \n",
              "1            Degree                  3.0             Full Time   \n",
              "2            Degree                  1.0             Full Time   \n",
              "3            Degree                  2.0             Full Time   \n",
              "4            Degree                  1.0  Full Time, Permanent   \n",
              "...             ...                  ...                   ...   \n",
              "3206  Not Specified                  7.5         Not Specified   \n",
              "3207  Not Specified                  1.5         Not Specified   \n",
              "3208  Not Specified                  6.0         Not Specified   \n",
              "3209  Not Specified                  5.0         Not Specified   \n",
              "3210  Not Specified                  2.5         Not Specified   \n",
              "\n",
              "              Company Website  \\\n",
              "0               Not Specified   \n",
              "1               Not Specified   \n",
              "2         http://www.pccw.com   \n",
              "3     http://www.deloitte.com   \n",
              "4               Not Specified   \n",
              "...                       ...   \n",
              "3206            Not Specified   \n",
              "3207            Not Specified   \n",
              "3208            Not Specified   \n",
              "3209            Not Specified   \n",
              "3210            Not Specified   \n",
              "\n",
              "                                               Job Link  \\\n",
              "0     /hk/en/job/business-analyst-data-analysis-1000...   \n",
              "1        /hk/en/job/data-analyst-leader-100003008838120   \n",
              "2     /hk/en/job/data-analyst-campaign-specialist-10...   \n",
              "3     /hk/en/job/consultant-senior-consultant-data-s...   \n",
              "4     /hk/en/job/business-intelligence-assistant-dat...   \n",
              "...                                                 ...   \n",
              "3206  https://www.ctgoodjobs.hk/job/senior-applicati...   \n",
              "3207  https://www.ctgoodjobs.hk/job/solution-develop...   \n",
              "3208  https://www.ctgoodjobs.hk/job/senior-solution-...   \n",
              "3209  https://www.ctgoodjobs.hk/job/it-project-manag...   \n",
              "3210  https://www.ctgoodjobs.hk/job/project-manageme...   \n",
              "\n",
              "                                          Job Functions  \\\n",
              "0     Information Technology (IT), DBA, E-commerce, ...   \n",
              "1           Information Technology (IT), Data Scientist   \n",
              "2     Marketing / Public Relations, Others, Informat...   \n",
              "3     Professional Services, Business Analysis / Dat...   \n",
              "4     Professional Services, Business Analysis / Dat...   \n",
              "...                                                 ...   \n",
              "3206                                      Not Specified   \n",
              "3207                                      Not Specified   \n",
              "3208                                      Not Specified   \n",
              "3209                                      Not Specified   \n",
              "3210                                      Not Specified   \n",
              "\n",
              "                                    Industry            Search Term  \\\n",
              "0                       Health & Beauty Care         Data Scientist   \n",
              "1                                     Others         Data Scientist   \n",
              "2                          Telecommunication         Data Scientist   \n",
              "3              Accounting/Audit/Tax Services         Data Scientist   \n",
              "4     Human Resources Management/Consultancy         Data Scientist   \n",
              "...                                      ...                    ...   \n",
              "3206                           Not Specified  Business Intelligence   \n",
              "3207                           Not Specified  Business Intelligence   \n",
              "3208                           Not Specified  Business Intelligence   \n",
              "3209                           Not Specified  Business Intelligence   \n",
              "3210                           Not Specified  Business Intelligence   \n",
              "\n",
              "     Date Posted Date Scraped Data Source  jobtick_avgsalary  jobtick_SQL  \\\n",
              "0     10-22-2021   22-10-2021      JobsDB                NaN          1.0   \n",
              "1     10-22-2021   22-10-2021      JobsDB                NaN          1.0   \n",
              "2     10-22-2021   22-10-2021      JobsDB                NaN          1.0   \n",
              "3     10-21-2021   22-10-2021      JobsDB                NaN          1.0   \n",
              "4     10-22-2021   22-10-2021      JobsDB               21.0          1.0   \n",
              "...          ...          ...         ...                ...          ...   \n",
              "3206  09-28-2021   22-10-2021  CTGoodJobs                NaN          NaN   \n",
              "3207  09-28-2021   22-10-2021  CTGoodJobs                NaN          NaN   \n",
              "3208  09-28-2021   22-10-2021  CTGoodJobs                NaN          NaN   \n",
              "3209  09-28-2021   22-10-2021  CTGoodJobs                NaN          NaN   \n",
              "3210  09-27-2021   22-10-2021  CTGoodJobs                NaN          NaN   \n",
              "\n",
              "      jobtick_Excel  jobtick_dashboard  jobtick_Python  jobtick_engineerjobs  \\\n",
              "0               1.0                1.0             1.0                   NaN   \n",
              "1               1.0                1.0             1.0                   NaN   \n",
              "2               1.0                NaN             NaN                   NaN   \n",
              "3               NaN                1.0             1.0                   NaN   \n",
              "4               NaN                1.0             1.0                   NaN   \n",
              "...             ...                ...             ...                   ...   \n",
              "3206            NaN                NaN             NaN                   1.0   \n",
              "3207            NaN                NaN             NaN                   NaN   \n",
              "3208            NaN                NaN             NaN                   NaN   \n",
              "3209            NaN                NaN             NaN                   NaN   \n",
              "3210            NaN                NaN             NaN                   NaN   \n",
              "\n",
              "      jobtick_analystjobs  jobtick_scientistjobs  \n",
              "0                     1.0                    NaN  \n",
              "1                     1.0                    NaN  \n",
              "2                     1.0                    NaN  \n",
              "3                     NaN                    1.0  \n",
              "4                     1.0                    NaN  \n",
              "...                   ...                    ...  \n",
              "3206                  NaN                    NaN  \n",
              "3207                  NaN                    NaN  \n",
              "3208                  1.0                    NaN  \n",
              "3209                  NaN                    NaN  \n",
              "3210                  NaN                    NaN  \n",
              "\n",
              "[3211 rows x 30 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9a4296b3"
      },
      "source": [
        "## Total number of data science jobs: 3211"
      ],
      "id": "9a4296b3"
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "75cc6400",
        "outputId": "53be4865-51b8-434f-b15a-099f2f4cacd2"
      },
      "source": [
        "%%time\n",
        "start='\\033[1m'\n",
        "end='\\033[0;0m'"
      ],
      "id": "75cc6400",
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Wall time: 0 ns\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3583972e",
        "outputId": "f5edce74-d09e-421e-ec68-d6d3b14f37a7"
      },
      "source": [
        "%%time\n",
        "     \n",
        "# function for getting details of the dataframe\n",
        "def details(df):\n",
        "    print(start+'Shape of the Dataframe:'+end,df.shape,'\\n')\n",
        "    print(start+'Summary Of the dataframe:'+end,'\\n')\n",
        "    print(df.info(),'\\n')\n",
        "    print(start+'Statistical Summary of the Dataframe:'+end,'\\n',df.describe(),'\\n')\n",
        "    print(start+'Checking for Null values in the dataframe:'+end,'\\n',df.isnull().sum(),'\\n')\n",
        "    print(start+'Columns in dataframe:'+end,df.columns)\n",
        "    \n",
        "    \n",
        "#function for getting insigt for each column values\n",
        "def values_in_columns(df):\n",
        "    for i in df.columns:\n",
        "        print(start+'Column Name--->'+i+end)\n",
        "        print('Number of Unique Values',df[i].nunique(),'\\n')\n",
        "        print('Count of each unique value \\n',df[i].value_counts(),'\\n')\n",
        "        \n",
        "        \n",
        "        \n",
        "# function for dropping duplicates        \n",
        "def duplicate(df):\n",
        "    if df.duplicated().sum()>0:\n",
        "        print(start+'Dataframe contains duplicate values'+end,df.duplicated().sum())\n",
        "        df.drop_duplicates(inplace=True,ignore_index=True)\n",
        "        print('Details of dataframe after droping the Duplicate rows')\n",
        "        details(df)\n",
        "    else:\n",
        "        print(\"Dataframe doesn't contains dublicate Values\")\n",
        "        \n",
        "font = {'family': 'serif',\n",
        "            'weight': 'normal',\n",
        "            'size': 30,\n",
        "            }\n",
        "#function for ploting bar graph for each column of the dataframe\n",
        "def plot_each_columns(data):\n",
        "    for i in data.columns:\n",
        "        if len(data[i].value_counts())>20:\n",
        "            df = data[i].value_counts()[:20]\n",
        "            plt.figure(figsize=(30,10))\n",
        "            sns.barplot(x=df.index, y=df)\n",
        "            plt.xticks(rotation=90,fontsize = 20)\n",
        "            plt.yticks(fontsize = 20)\n",
        "            plt.title(i,fontdict=font)\n",
        "            \n",
        "        else:\n",
        "            df = data[i].value_counts()\n",
        "            plt.figure(figsize=(30,10))\n",
        "            sns.barplot(x=df.index, y=df)\n",
        "            plt.xticks(rotation=90,fontsize = 20)\n",
        "            plt.yticks(fontsize = 20)\n",
        "            plt.title(i,fontdict=font)\n",
        "\n",
        "#function for plotting countplot of each with repect to any specific column for column havind unique value less than 20\n",
        "def plot_columns(data,hue_name):\n",
        "\n",
        "    for i in data.columns:\n",
        "    \n",
        "        if len(data[i].value_counts())<20:\n",
        "            f, ax = plt.subplots(figsize=(10, 8))\n",
        "            ax = sns.countplot(x=i, hue=hue_name, data=df)\n",
        "            ax.set_title(\"Frequency distribution of \"+i+\" variable wrt \"+hue_name)\n",
        "            plt.xticks(rotation=90,fontsize = 20)\n",
        "            plt.yticks(fontsize = 20)\n",
        "            plt.show()\n",
        "\n",
        "            \n",
        "# function for plotting box plot of each numerical column\n",
        "def boxplot_variable(data):\n",
        "    for i in numerical:  \n",
        "        f, ax = plt.subplots(figsize=(10, 8))\n",
        "        ax = sns.boxplot(x=i,  data=data)\n",
        "        ax.set_title(\"Box Plot of \"+i)\n",
        "        plt.xticks(rotation=90,fontsize = 20)\n",
        "        plt.yticks(fontsize = 20)\n",
        "        plt.show()\n",
        "\n",
        "        \n",
        "#function for plotting boxplot of each numerical column with respect to specific columns\n",
        "def boxplot_mult(df,x,hue_name):\n",
        "    for i in numerical:  \n",
        "        f, ax = plt.subplots(figsize=(10, 8))\n",
        "        ax = sns.boxplot( x=x,y=i,hue=hue_name, data=df)\n",
        "        ax.set_title(\"Box Plot of \"+i+\" variable wrt \"+x)\n",
        "        plt.xticks(rotation=90,fontsize = 20)\n",
        "        plt.yticks(fontsize = 20)\n",
        "        plt.show()\n",
        "        \n"
      ],
      "id": "3583972e",
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Wall time: 0 ns\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "25ba8482",
        "outputId": "03d93121-5a4c-4143-f347-2cf4d4d2b371"
      },
      "source": [
        "%%time\n",
        "duplicate(df)"
      ],
      "id": "25ba8482",
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Dataframe doesn't contains dublicate Values\n",
            "Wall time: 32.9 ms\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1348ebf4",
        "outputId": "ede915f0-5060-492b-e21d-3d5996684e96"
      },
      "source": [
        "details(df)"
      ],
      "id": "1348ebf4",
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1mShape of the Dataframe:\u001b[0;0m (3211, 30) \n",
            "\n",
            "\u001b[1mSummary Of the dataframe:\u001b[0;0m \n",
            "\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 3211 entries, 0 to 3210\n",
            "Data columns (total 30 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   Job Title                3211 non-null   object \n",
            " 1   Company                  3211 non-null   object \n",
            " 2   Area                     3211 non-null   object \n",
            " 3   Employer Email           167 non-null    object \n",
            " 4   Employer Contact Number  358 non-null    object \n",
            " 5   Salary                   3211 non-null   object \n",
            " 6   Lower Salary Range       318 non-null    float64\n",
            " 7   Upper Salary Range       318 non-null    float64\n",
            " 8   Job Highlights           3211 non-null   object \n",
            " 9   Job Description          3211 non-null   object \n",
            " 10  Career Level             3211 non-null   object \n",
            " 11  Qualification            3211 non-null   object \n",
            " 12  Years of Experience      3211 non-null   float64\n",
            " 13  Job Type                 3211 non-null   object \n",
            " 14  Company Website          3211 non-null   object \n",
            " 15  Job Link                 3211 non-null   object \n",
            " 16  Job Functions            3211 non-null   object \n",
            " 17  Industry                 3211 non-null   object \n",
            " 18  Search Term              3211 non-null   object \n",
            " 19  Date Posted              3211 non-null   object \n",
            " 20  Date Scraped             3211 non-null   object \n",
            " 21  Data Source              3211 non-null   object \n",
            " 22  jobtick_avgsalary        318 non-null    float64\n",
            " 23  jobtick_SQL              1050 non-null   float64\n",
            " 24  jobtick_Excel            1167 non-null   float64\n",
            " 25  jobtick_dashboard        293 non-null    float64\n",
            " 26  jobtick_Python           595 non-null    float64\n",
            " 27  jobtick_engineerjobs     550 non-null    float64\n",
            " 28  jobtick_analystjobs      1174 non-null   float64\n",
            " 29  jobtick_scientistjobs    80 non-null     float64\n",
            "dtypes: float64(11), object(19)\n",
            "memory usage: 752.7+ KB\n",
            "None \n",
            "\n",
            "\u001b[1mStatistical Summary of the Dataframe:\u001b[0;0m \n",
            "        Lower Salary Range  Upper Salary Range  Years of Experience  \\\n",
            "count          318.000000          318.000000          3211.000000   \n",
            "mean            37.987421           56.849057             2.201495   \n",
            "std             19.932690           28.811185             3.053961   \n",
            "min              0.000000            8.000000            -1.000000   \n",
            "25%             25.000000           35.000000            -1.000000   \n",
            "50%             35.000000           55.000000             2.000000   \n",
            "75%             45.000000           70.000000             4.000000   \n",
            "max            166.000000          166.000000            15.000000   \n",
            "\n",
            "       jobtick_avgsalary  jobtick_SQL  jobtick_Excel  jobtick_dashboard  \\\n",
            "count         318.000000       1050.0         1167.0              293.0   \n",
            "mean           47.418239          1.0            1.0                1.0   \n",
            "std            23.734658          0.0            0.0                0.0   \n",
            "min             4.000000          1.0            1.0                1.0   \n",
            "25%            30.000000          1.0            1.0                1.0   \n",
            "50%            41.250000          1.0            1.0                1.0   \n",
            "75%            57.500000          1.0            1.0                1.0   \n",
            "max           166.000000          1.0            1.0                1.0   \n",
            "\n",
            "       jobtick_Python  jobtick_engineerjobs  jobtick_analystjobs  \\\n",
            "count           595.0                 550.0               1174.0   \n",
            "mean              1.0                   1.0                  1.0   \n",
            "std               0.0                   0.0                  0.0   \n",
            "min               1.0                   1.0                  1.0   \n",
            "25%               1.0                   1.0                  1.0   \n",
            "50%               1.0                   1.0                  1.0   \n",
            "75%               1.0                   1.0                  1.0   \n",
            "max               1.0                   1.0                  1.0   \n",
            "\n",
            "       jobtick_scientistjobs  \n",
            "count                   80.0  \n",
            "mean                     1.0  \n",
            "std                      0.0  \n",
            "min                      1.0  \n",
            "25%                      1.0  \n",
            "50%                      1.0  \n",
            "75%                      1.0  \n",
            "max                      1.0   \n",
            "\n",
            "\u001b[1mChecking for Null values in the dataframe:\u001b[0;0m \n",
            " Job Title                     0\n",
            "Company                       0\n",
            "Area                          0\n",
            "Employer Email             3044\n",
            "Employer Contact Number    2853\n",
            "Salary                        0\n",
            "Lower Salary Range         2893\n",
            "Upper Salary Range         2893\n",
            "Job Highlights                0\n",
            "Job Description               0\n",
            "Career Level                  0\n",
            "Qualification                 0\n",
            "Years of Experience           0\n",
            "Job Type                      0\n",
            "Company Website               0\n",
            "Job Link                      0\n",
            "Job Functions                 0\n",
            "Industry                      0\n",
            "Search Term                   0\n",
            "Date Posted                   0\n",
            "Date Scraped                  0\n",
            "Data Source                   0\n",
            "jobtick_avgsalary          2893\n",
            "jobtick_SQL                2161\n",
            "jobtick_Excel              2044\n",
            "jobtick_dashboard          2918\n",
            "jobtick_Python             2616\n",
            "jobtick_engineerjobs       2661\n",
            "jobtick_analystjobs        2037\n",
            "jobtick_scientistjobs      3131\n",
            "dtype: int64 \n",
            "\n",
            "\u001b[1mColumns in dataframe:\u001b[0;0m Index(['Job Title', 'Company', 'Area', 'Employer Email',\n",
            "       'Employer Contact Number', 'Salary', 'Lower Salary Range',\n",
            "       'Upper Salary Range', 'Job Highlights', 'Job Description',\n",
            "       'Career Level', 'Qualification', 'Years of Experience', 'Job Type',\n",
            "       'Company Website', 'Job Link', 'Job Functions', 'Industry',\n",
            "       'Search Term', 'Date Posted', 'Date Scraped', 'Data Source',\n",
            "       'jobtick_avgsalary', 'jobtick_SQL', 'jobtick_Excel',\n",
            "       'jobtick_dashboard', 'jobtick_Python', 'jobtick_engineerjobs',\n",
            "       'jobtick_analystjobs', 'jobtick_scientistjobs'],\n",
            "      dtype='object')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6f68f2c6",
        "outputId": "e1bfd6e2-a571-4ed0-ef5a-5757331d6ed5"
      },
      "source": [
        "%%time\n",
        "values_in_columns(df)\n"
      ],
      "id": "6f68f2c6",
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1mColumn Name--->Job Title\u001b[0;0m\n",
            "Number of Unique Values 2789 \n",
            "\n",
            "Count of each unique value \n",
            " Business Analyst                                   46\n",
            "System Analyst                                     35\n",
            "Analyst Programmer                                 31\n",
            "Data Analyst                                       25\n",
            "Data Scientist                                     17\n",
            "                                                   ..\n",
            "PMO Analyst - Insurance - 32k - Contract            1\n",
            "Facility Engineer (Data Center)                     1\n",
            "Territory Sales Manager (HK)                        1\n",
            "Assistant Manager – Infrastructure and Security     1\n",
            "IT Director                                         1\n",
            "Name: Job Title, Length: 2789, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Company\u001b[0;0m\n",
            "Number of Unique Values 1232 \n",
            "\n",
            "Count of each unique value \n",
            " IT Solutions Limited.                                                                  43\n",
            "Robert Walters (HK)                                                                    40\n",
            "Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI)    37\n",
            "Manpower Services (Hong Kong) Limited                                                  31\n",
            "Pinpoint Asia Limited                                                                  29\n",
            "                                                                                       ..\n",
            "New World Construction Company Limited                                                  1\n",
            "South Asia Knitting Factory Limited.                                                    1\n",
            "Shergon Publishing Limited                                                              1\n",
            "CN Innovations Limited                                                                  1\n",
            "Phase Scientific International Limited                                                  1\n",
            "Name: Company, Length: 1232, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Area\u001b[0;0m\n",
            "Number of Unique Values 29 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified              3115\n",
            " -                           41\n",
            " Kowloon Bay                  7\n",
            " Quarry Bay                   4\n",
            " Lantau                       4\n",
            " Wanchai                      3\n",
            " Pokfulam                     3\n",
            " Shatin                       3\n",
            " Kwun Tong                    3\n",
            " Kwai Hing                    3\n",
            " Ngau Tau Kok                 2\n",
            " Wong Tai Sin                 2\n",
            " Tai Kok Tsui                 2\n",
            " Sheung Wan                   2\n",
            " North Point                  2\n",
            " Hunghom                      2\n",
            " 2 Locations                  1\n",
            " Tin Hau                      1\n",
            " United Kingdom               1\n",
            " Admiralty                    1\n",
            " Hong Kong Science Park       1\n",
            " Tsimshatsui                  1\n",
            " Wong Chuk Hang               1\n",
            " Fotan                        1\n",
            " Mongkok                      1\n",
            " Central                      1\n",
            " Cheung Sha Wan               1\n",
            " Kwai Fong                    1\n",
            " Causeway Bay                 1\n",
            "Name: Area, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Employer Email\u001b[0;0m\n",
            "Number of Unique Values 59 \n",
            "\n",
            "Count of each unique value \n",
            " ['jobs @itsolutions.com.hkorPlease']                                                      31\n",
            "['hr_manager @ctil.com']                                                                  18\n",
            "[]                                                                                        13\n",
            "['jobs @itsolutions.com.hk']                                                              12\n",
            "['Contract_hk @persolkelly.com']                                                          12\n",
            "['info @morganhalf.com']                                                                   6\n",
            "['Blair @bgc-group.com']                                                                   4\n",
            "['ernest.hung @ chandlermacleod.com']                                                      4\n",
            "['hr @ nanfung.com']                                                                       4\n",
            "['cto\\xa0@ drake.com.hk']                                                                  3\n",
            "['iesinfo @ ieshk.comNote']                                                                3\n",
            "['hr.ylhk @ hk.yusen-logistics.comYusen']                                                  3\n",
            "['tracie_liang @\\xa0persolkelly.com']                                                      2\n",
            "['contract_hk @persolkelly.com']                                                           2\n",
            "['jac.hk\\xa0@jac-recruitment.com', 'akihisa.watanabe\\xa0@jac-recruitment.comPersonal']     2\n",
            "['danielmo @grammytech.com']                                                               2\n",
            "['paeonia.leung @bgc-group.com']                                                           2\n",
            "['GHR @qpp .com']                                                                          2\n",
            "['hr @nanfung.com']                                                                        2\n",
            "['fannychan @hungfooktong.comPersonal']                                                    1\n",
            "['hrd @ win-hanverky.com.hk']                                                              1\n",
            "['recruitmenthk @graff.comAll']                                                            1\n",
            "['info @ jncemployment.com']                                                               1\n",
            "['recruit @woproperties.com']                                                              1\n",
            "['blair @bgc-group.com']                                                                   1\n",
            "['anthonyko @grammytech.com']                                                              1\n",
            "['paeonia.leung @ bgc-group.com']                                                          1\n",
            "['ahkhr @ amway.comFor']                                                                   1\n",
            "['internal @ newrecs.com.hk']                                                              1\n",
            "['recruit @inanin.com']                                                                    1\n",
            "['tracie_liang @ persolkelly.com']                                                         1\n",
            "['Blair\\xa0@bgc-group.com']                                                                1\n",
            "['garychoi @grammytech.com']                                                               1\n",
            "['Chan @connectedgroup.com']                                                               1\n",
            "['info @ trianglerecruit.com']                                                             1\n",
            "['jobs @hot-mob.com']                                                                      1\n",
            "['MM @andrewfound.com']                                                                    1\n",
            "['sdhr @simedarby.com.hkFor']                                                              1\n",
            "['part-time @ pigeoncity.com.hk']                                                          1\n",
            "['HF @andrewfound.com']                                                                    1\n",
            "['hr.recruit @ stangroup.com.hk']                                                          1\n",
            "['jackie.wong @globalassociates.com', 'cv @globalassociates.com']                          1\n",
            "['hr @waionsolutions.com']                                                                 1\n",
            "['andy.chan @sky88tech.com']                                                               1\n",
            "['ryan_sun @persolkelly.com']                                                              1\n",
            "['recruit @wangon.com']                                                                    1\n",
            "['blair @ bgc-group.com']                                                                  1\n",
            "['etse1 @eleecl.comPlease']                                                                1\n",
            "['hkghr @ qpp.com']                                                                        1\n",
            "['careers @lrc.com.hk']                                                                    1\n",
            "['eng @headsearch21.comTel']                                                               1\n",
            "['recruit @bbpos.com.All']                                                                 1\n",
            "['hr @ cmi.chinamobile.com']                                                               1\n",
            "['chelsie @knightrecruits.com']                                                            1\n",
            "['eddieng @grammytech.com']                                                                1\n",
            "['careers @ucollex.io']                                                                    1\n",
            "['helen_fong @newpages.hk']                                                                1\n",
            "['recruit.hk @bluebellgroup.com']                                                          1\n",
            "['hr @laputatech.com.All']                                                                 1\n",
            "Name: Employer Email, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Employer Contact Number\u001b[0;0m\n",
            "Number of Unique Values 161 \n",
            "\n",
            "Count of each unique value \n",
            " ['2391 2813']                 22\n",
            "['2827 8322']                 14\n",
            "['2576-1987']                 14\n",
            "['2851 7763', '3996 8090']    11\n",
            "['25991680']                  10\n",
            "                              ..\n",
            "['54106137']                   1\n",
            "['2339 5769']                  1\n",
            "['2923 7125']                  1\n",
            "['30180380']                   1\n",
            "['2525 8850']                  1\n",
            "Name: Employer Contact Number, Length: 161, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Salary\u001b[0;0m\n",
            "Number of Unique Values 67 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified                                                                         2883\n",
            "HK$45K - 55K /month                                                                     35\n",
            "HK$25K - 35K /month                                                                     27\n",
            "HK$35K - 55K /month                                                                     21\n",
            "HK$35K - 45K /month                                                                     21\n",
            "                                                                                      ... \n",
            " 18k - 80k                                                                               1\n",
            "Programmer / System Engineer (HK$25K – HK$30K)                                           1\n",
            "Above HK$70K /month                                                                      1\n",
            "HK$17K - 30K /month                                                                      1\n",
            "Analyst Programmer (Operations and IT Department) (HK$25K – 35K) (Ref. No.: 24824)       1\n",
            "Name: Salary, Length: 67, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Lower Salary Range\u001b[0;0m\n",
            "Number of Unique Values 17 \n",
            "\n",
            "Count of each unique value \n",
            " 45.0     52\n",
            "35.0     48\n",
            "25.0     46\n",
            "30.0     42\n",
            "55.0     38\n",
            "20.0     32\n",
            "17.0     20\n",
            "70.0     14\n",
            "90.0     12\n",
            "14.0      5\n",
            "0.0       2\n",
            "15.0      2\n",
            "11.0      1\n",
            "120.0     1\n",
            "18.0      1\n",
            "105.0     1\n",
            "166.0     1\n",
            "Name: Lower Salary Range, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Upper Salary Range\u001b[0;0m\n",
            "Number of Unique Values 18 \n",
            "\n",
            "Count of each unique value \n",
            " 55.0     68\n",
            "45.0     57\n",
            "35.0     48\n",
            "70.0     41\n",
            "90.0     31\n",
            "25.0     19\n",
            "30.0     17\n",
            "120.0    14\n",
            "20.0      7\n",
            "160.0     6\n",
            "8.0       2\n",
            "80.0      2\n",
            "159.0     1\n",
            "17.0      1\n",
            "166.0     1\n",
            "40.0      1\n",
            "50.0      1\n",
            "60.0      1\n",
            "Name: Upper Salary Range, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Job Highlights\u001b[0;0m\n",
            "Number of Unique Values 2966 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified                                                                                                                                        96\n",
            "['-', '-', '-']                                                                                                                                       9\n",
            "['See job description.', 'See job description.', 'See job description.']                                                                              9\n",
            "['Five-Day Work Week', 'Medical Insurance Provided', 'Science Park']                                                                                  5\n",
            "['5 days work', 'Knowledge of Epics/User stories', 'Perform requirements collection and analysis']                                                    5\n",
            "                                                                                                                                                     ..\n",
            "['Degree in IT, Computer Science or equivalent', 'Immediate available is highly preferred', 'Basic knowledge of Windows, Linux, networking etc']      1\n",
            "['Lead and supervise the team', 'Assist in identifying potential security risk', 'Support solution review processes']                                 1\n",
            "['Fin-tech, Blockchain, exchange', 'Conducting QA on software systems', 'Immediate available is highly preferred']                                    1\n",
            "['HK$35K – 60K', 'Business Oriented, Technology Driven', 'Flexible Working Hours, Performance Bonus']                                                 1\n",
            "['~5 years exp or less exp for junior position', 'Hands on experience in software development', 'Double Pay; Five-day work week; Birthday Leave']     1\n",
            "Name: Job Highlights, Length: 2966, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Job Description\u001b[0;0m\n",
            "Number of Unique Values 3081 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               96\n",
            "['Job Duties', 'He / She will be responsible for performing detailed requirements analysis and documenting processes with the following scope of duties:', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Evaluate business processes, anticipate requirements and uncover areas for improvement', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Perform requirements collection and analysis', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Perform Gap Analysis to check the compatibility of the existing system infrastructure with the new business requirements', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Facilitate the discussion and negotiation of requirements amongst stakeholders', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Lead ongoing review of business processes and develop optimization strategies', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Gather critical information from meetings with various stakeholders and produce useful documents', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Translate requirements into functional demands for implementation', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Work with business on subsequent change management', 'The Person', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 University graduate in Information Technology, Computer Science, Business Administration or related disciplines', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 At least 5 years of experience as a Business Analyst with expertise in business process analysis, business requirements, and business analysis in the field of Telecom.', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Experience in one or more of the following business domains is a must.', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Order Management', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Supply Chain', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Retail', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Telco Product Catalogue', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Telco Fixed Line', '-\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Business Performance', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Proficient in business process modelling, documentation and customer experience journey', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 In-depth knowledge of creating use case, activity, logical, component and deployment views with rational tools to extract business process flows and workflows thereby helping development and quality assurance teams in understanding the requirements.', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Results-oriented mindset', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Good at meeting facilitation with excellent interpersonal skills', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Highly prefer experience of being an agile practitioner either as a product owner or as a scrum team member, with strong capability in structuring of requirements in the form of epics/user stories', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Cantonese speaking is a must', '\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0\\xa0 Good command of spoken and written English']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    5\n",
            "['Principal Accountabilities:\\xa0 \\xa0 \\xa0\\xa0', 'The Project Manager is accountable to infrastructure steering committee, Project Manager (I and project management practice manager to:', 'Manage a pool for both internal and external resources to design, build the platform and services and implement them to production on time, within budget and with good quality.\\xa0', 'Collaborate with Project Management Practice Manager to implement project management practice across all IT projects', 'Adopt necessary standard and best practices for project management and ensure compliance', 'Plans, directs and coordinates activities of infrastructure projects to ensure that goals or objectives of projects are accomplished within prescribed time frames and funding parameters', 'Collaborate with Infrastructure Architects to drive technology innovation to achieve CPA’s \\xa0strategic plan and business objectives', 'Collaborate with Enterprise Testing team to define the quality assurance test plans that meet the company practices and standards.', 'Keep abreast of the latest trends in technology, ensure timely exploration and proactively communicate IM’s position towards the introduction of relevant / key emerging technologies', 'Knowledge, Skills & Qualifications:', 'Minimum 9 years of IT experience with at least 7 years in project management / coordination role', 'Tertiary qualifications or equivalent experience are essential', 'Proven experience in managing projects with ability to multitask', 'Experience in ', 'Agile Methodology', 'Knowledge of the following disciplines: project and program delivery, portfolio management, change management, infrastructure development management, vendor management, financial management', 'Technical proficiency in hardware and system software, as well as experience implementing packages and working with vendors', 'Good verbal and written communication skills, as well as ability to present and explain technical information in a way that gains understanding', 'Strong teamwork and interpersonal skills', \"To apply online please click the 'Apply' button below. For a confidential discussion about this role please contact Charles Chan - Talent Fields\\xa0\"]                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 4\n",
            "['Summary', 'The successful candidate will participate in a Digital Transformation Project for the largest telecommunications company in Hong Kong – to understand and analyze requirements and existing business practices/ business process flows, improve and optimize them according to today’s technology and translate them for project development/execution.', 'Job Duties', 'He / She will be responsible for performing business process analysis and documenting processes with the following scope of duties:', 'Work closely with System Analyst and Solution Architect to define Business Process Reengineering scope and to-be process.', 'Work closely with users to identify and analyze core business processes and workflows', \"Facilitating workshops with SME's\", 'Documentation of process and work flows', 'Development of clear and detailed process maps and business requirements', 'Identifying issues and risks', 'The Person', 'University graduate in Information Technology, Computer Science, Business Administration or related disciplines', 'At least 3-5 years experience as a Business Analyst, on large and complex projects. Experience in Telecommunication industry is a plus.', 'Strong skills in Process Mapping and Business Process Reengineering', 'Strong analytical skills with a demonstrated ability to extensively analyze business processes and workflows', 'Experience facilitating workshops and focus groups', 'Strong business/client engagement skills', 'Experience developing business requirements', 'Experience developing instructional and procedural documentation and presentations', 'High level communication skills and be able to produce documentation to a high standard.', 'High attention to detail and be able to establish effective working relationships with clients and business representatives.', 'Experience of being an agile practitioner either as a product owner or as a scrum team member, with strong capability in structuring of requirements in the form of epics/user stories', 'Good command of spoken and written English', 'Cantonese speaking is preferred', 'Candidate with less experience will be considered as Senior Business Analyst']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               3\n",
            "['Summary', 'The successful candidate will support the day-to-day aspects of planning / scheduling, process management, financial management and task delivery of IT related projects:', 'Job Duties', 'He / She will be responsible for performing project management activities with the following scope of duties:\\xa0 \\xa0 \\xa0 \\xa0', 'o\\xa0\\xa0Work closely with the PMO Lead in the management of core project processes including', 'o\\xa0\\xa0 documentation and communication of project process and work flows', 'o\\xa0\\xa0 ensuring adherence to the enterprise project processes and procedures', 'o\\xa0\\xa0 creation of overall project status\\xa0 and reporting on regular basis', 'o\\xa0\\xa0 understanding the Work Breakdown Structure (WBS), estimating project costs, formulating Gantt charts for project planning purposes etc.', 'o\\xa0\\xa0Manage the project related financial processes including project financial tracking', 'o\\xa0Work closely with the project managers to produce consistent and accurate program / project status report including overall status update, risks and issues update, deliverables and schedule status etc.', 'The Person', 'l\\xa0 Bachelor’s degree in Business, Information Technology, Computer Science or related disciplines', 'l\\xa0 A minimum of 1 year’s relevant experience, preferably some experience in supporting a PMO office', 'l\\xa0 Strong knowledge of project management methodologies, tools, and project development lifecycles', 'l\\xa0 Ability to work with financial information for budget planning. Solid understanding and working experience in applying finance principles or concepts, data gathering, analysis and reporting.', 'l\\xa0 Advanced Excel and PowerPoint knowledge; ability to work with macros, pivot tables and formulas', 'l\\xa0 Result-oriented, self-motivated and able to work independently', 'l\\xa0 Positive attitude, fast-learning, energetic, able to perform in challenging environment', 'l\\xa0 Excellent communication (written and verbal in English and Chinese) and skills with ability to develop concise and effective communications for specific audiences.\\xa0 Ability to communicate in Putonghua is a definite advantage.', 'l\\xa0 Good interpersonal skills in building positive working relationships with diverse teams. Ability to influence, educate and collaborate to effectively achieve harmonious results.']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          3\n",
            "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            ..\n",
            "['Reporting to the team Manager, this position is responsible for producing system design and effective programming, testing, and support internal and external project deployment and related activities.', 'Duties and Responsibilities:', '\\xa0', 'Leading a team of developers to carry out program coding based on specifications and requirements.', 'To assist in managing project and overall support activities of local or regional project.', 'Be responsible for project related tasks including but not limited to requirements analysis, system design, documentation, quality assurance, implementation and maintenance.', 'Work with external vendors and team members in project implementation, maintenance and support.', 'Job Specifications:', 'Degree holder of computer science or related discipline.', 'Minimum 5 years working experience in applications development.', 'Strong hands on experience using Java/J2EE, Spring, MVC, XML and database technologies, such as Oracle, MySQL and MSSQL.', 'Experience in C/C++, XML, Linux/Unix, JBoss and NoSQL is definitely an advantage.', 'Prior experience in ', 'mobile platform development(iOS/Android) and ', 'payment industry is definitely asset.', 'Strong business sense and analytical skills.', 'Able to work independently to meet project deadlines.', 'Well-organized, self-motivated with good communication and interpersonal skills.', 'Good command of written and spoken English and Chinese and proficiency in Mandarin.', 'We offer fringe benefits including 5-day work week, medical insurance, double pay, ', 'discretionary bonus', ' and good career prospects. Interested parties, please apply with a detailed CV with present and expected salary to: The Human Resources Department, Tradelink Electronic Commerce Limited, 11/F & 12/F, Tower B, Regent Centre, 63 Wo Yi Hop Road, Kwai Chung, Hong Kong or by fax : 25991680.', \"Personal data provided by job applicants will be used strictly in accordance with Tradelink's Personal Data Collection Policy for Recruitment, a copy of which is available at \", 'http://www.tradelink.com.hk./']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               1\n",
            "['Main Duties:', 'Provide service desk support to\\xa0users', 'Handle events, operations and support according to established\\xa0data centre procedures', \"Monitor and manage\\xa0company's\\xa0and client's servers, network\\xa0and computer systems in the data cente\", 'Requirements:', 'University graduate in Mechanical Engineering', 'F.7/DSE\\xa0or Computer related certificate/diploma is preferred', 'Experience in\\xa0working in Data Centre for\\xa0operations of computer systems and\\xa0networks preferred', 'Proven capabilities in following operations procedures and guidelines', 'Basic knowledge of Windows server and Unix systems', 'Able to work independently and under pressure', 'Good communication skills and customer-oriented', '7 x 24\\xa0shift duty is required', '***Fresh graduates are welcome. Comprehensive technical training will be provided on the job.', 'Please apply through our Career Centre at\\xa0', 'https://www.hit.com.hk/cn/Career-With-Us/Career-Oppotunities.html', '. You may also apply the job\\xa0by sending your\\xa0full resume with current and expected salary to Human Resources Manager, Terminal 4, Container Port Road South, Kwai Chung. ', 'For further information, please visit our website at ', 'http://www.hit.com.hk/', '.', 'Please read the ', 'Personal Information Collection Statement', ' before submitting your application.', 'We are an equal opportunity employer and welcome applications from all qualified candidates. The information provided will be treated in strict confidence and used only for consideration of application for relevant/similar positions within the Hutchison Group of Companies. Applicants not invited for interview in 6 weeks after job posting may consider their application unsuccessful and your personal data will be destroyed after a period of\\xa06 months.']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1\n",
            "['Our client is looking for suitable candidates to join their team.', 'Responsibilities', 'Organize the design team to formulate the project implementation plan, and lead the project team to execute the project plan efficiently', 'Serving as the project manager of public service IT projects, formulating and organizing the implementation of the project plan, controlling the progress, quality and cost of the project', 'Participate in the requirement analysis and function design of key modules', 'Participate in the project technical plan review, implementation, acceptance and other specific project work', 'Responsible for the safety and stability of the system;', 'Coordinate the project team and implementation of the project', 'Evaluate the problems, risks and changes in the management project and make arrangements for actions of related parties', 'Requirements', 'Bachelor degree or above, major in computer science', '5-10 years of experience in Internet and software projects', '1000+ user app development and implementation experience is preferred', 'Experience in system architecture design', 'Experience in Java & mobile development (android/iOS) and project management', 'Experience in demand analysis for Internet websites and App\\xa0projects', 'Understand the process and basic characteristics of Java development', 'Strong analysis and problem-solving skills', 'Good communication and collaboration skills, project coordination skills, and team management skills', 'Fluent in English & Chinese', '\\xa0If this is a role for you, please apply now by sending your resume (in MS WORD format) with your expected salary to us via our company email\\xa0:', '\\xa0', 'info @ jncemployment.com', '\\xa0', 'or click \"', 'APPLY NOW', '\"', '**Due to the volume of applicants, only shortlisted candidates will be contacted.**', 'The information provided by applicants will be used for employment related purpose only. All applications will be treated in strict confidence and used exclusively for recruitment purposes.']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      1\n",
            "['CHINA MOBILE HONG KONG COMPANY LIMITED', '\\xa0(\"CMHK\") is the wholly-owned subsidiary of China Mobile Limited (HKEx: 941) (NYSE: CHL), which ranks 65th on the Fortune Global 500.', 'Our company strives to offer superior service experience and to become the preferable digital partner for customers. We are preserving an environment with trust, responsibility and caring. At CMHK, we commit to maximizing people’s potential and paving the way toward success for every striver. We are now inviting high caliber professional to join us.', 'Department:', 'Analyst Programmer/Senior Analyst Programmer', 'In this position, you will', ':', 'Responsible for system analysis, programming development, debug, testing, system development and legacy system support', 'Collect user requirement, prepare technical documents and conduct training to users on application operations', 'Follow up projects with ', 'vendors', ' and', ' users', 'Provide support after office hour if necessary and perform ad hoc projects as assigned', '\\xa0', 'To be successful in this position, you should meet the following requirements:', 'Bachelor’s degree in Computer Science or related disciplines', 'At least 2\\xa0year’s experience in IT system development, preferably in Telecom industry', 'Knowledge of ', 'Oracle RDBMS, PL/SQL, Java, PHP, Javascript', 'Experienced in develop full system will be an advantage.', 'Independent, creative, detailed-oriented, self-driven personality with analytical mind, problem solving and good communication skills', 'Fluent in Mandarin and immediately available will be an advantage', 'Immediate available will be an advantage', 'When you work:', '5 days work', '8 hours per day', '\\xa0', 'What you enjoy:', 'Double pay', 'Discretionary bonus', 'Life insurance', 'Medical insurance', 'Education subsidies', 'Birthday gift', 'Birthday leave', 'Staff discount', '\\xa0CMHK is committed to be an equal opportunity employer. We offer exceptional benefits package and the opportunity to work in a challenging environment. Personal data provided by applicants will be treated strictly in accordance with our personal data policy and for recruitment purposes only.', '\\xa0', 'Please submit your application to us by clicking\\xa0the\\xa0', 'APPLY NOW', '\\xa0button and send your full resume with your availability, current and expected salary to us.']                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               1\n",
            "['About Standard Chartered\\xa0', 'We are a leading international bank focused on helping people and companies prosper across Asia, Africa and the Middle East.\\xa0', \"To us, good performance is about much more than turning a profit.\\xa0 It's about showing how you embody our valued behaviours - do the right thing, better together and never settle - as well as our brand promise, Here for good.\", \"We're committed to promoting equality in the workplace and creating an inclusive and flexible culture - one where everyone can realise their full potential and make a positive contribution to our organisation. This in turn helps us to provide better support to our broad client base.\", 'Scope Of Role', 'The successful candidate will be part of the equities and credit technology team building solutions leveraging data, risk/analytics, automation across the full lifecycle of the business. This is a rare opportunity for a self-driven, strong and passionate business analyst to participate and contribute to a paradigm shift. We want People driven by the mission!', 'The Role Responsibilities', 'Manage requirements from initiation to closure by working with business stakeholders and technology delivery teams.', 'Identify and engage stakeholders, define Responsible/Accountable/Consulted/Informed (RACI) matrix suitable for the project.', 'Lead discussions with the project team to identify actions and steps required to achieve business goals and needs', 'Develop Business Requirement as JIRA backlog, establish traceability to business vision and objectives, act as primary SME for the project.', 'Ensure requirements are specified in a manner suitable for the intended audience – understandable and unambiguous.', 'Perform Operational Risk Assessment and Business Impact Assessment if required as part of the project deliverable', 'Plan, review, and/or deliver training, process updates or communications', 'Review FSDs, User Acceptance Test (UAT) test cases; coordinate User Verification Test (UVT), Dress Rehearsal (DR) and Go-Live activities', 'Obtain stakeholder buy-in and sign-off on business requirements.', 'Create sustainable business value through solution proposed and implemented by proactively suggesting process/system improvements.', 'Adhere to change management standards & procedures, including documenting and capturing all artefacts required by project governance.', 'Our Ideal Candidate', 'Proven project management skills with the ability to plan, priorities and deliver technology solutions across an Investment Bank trading business.', 'Strong hands-on business analyst with string product knowledge and proven track record of working on large, multi-country technology solutions within investment banking.', 'Strong understanding of financial products, preferably Equity products. Knowledge of Equity derivatives including options, swaps, Convertible Bonds, Exchange Traded Derivatives and structured products is highly desirable.', 'Strong understanding of front-to-back pricing, risk management, trade processing, booking and lifecycle along with a good understanding of trading infrastructure.', 'Experienced in Agile/Scrum methodology but also familiar with SDLC and aware of the respective limitations', 'Experienced in gathering requirements, writing clear functional specifications/stories and transforming requirements/specifications into functional diagrams (data flows, functional and system views).', 'Strong scope and accountability management and experienced in removing impediments to delivery', 'Knowledge of end-to-end change management.', 'Proficient in managing multiple tasks and work streams concurrently.', 'Experience of delivering complex system to system interfaces, workflows, reports managing the full cycle: scope, specifications, testing plans, SIT, UAT, UVT and delivery.', 'Strong written and verbal communications with the ability to tailor the message to the intended audience.', 'Able to engage and influence stakeholders across multiple levels within the organisation', 'Ability to work within in a dynamic business environment, providing clarity and facilitating discussions to reach consensus/business decisions', 'Successfully achieved a Master level in Science/Technology', 'Ability to work as an effective member of a globally distributed team', 'Meticulous, systematic approach with attention to detail, demonstrating a strong analytical mindset', 'Technology skills', 'Ability to learn new tools/systems (risk, processing systems) and understanding technology and functional designs.', 'Strong knowledge of PL/SQL and Excel, Powerpoint, JIRA, Confluence.', 'Strong experience in reports design.', 'Strong knowledge of API based design.', 'Soft skills', 'Excellent communication skills in all forms (business writing in particular) to all audiences and the ability to promote change.', 'Strong interpersonal skills.', 'Outstanding problem-solving skills.', 'Proactive, self-starter, autonomous self-motivated, multi-tasking with strong analytical and problem-solving skills, solution oriented', 'Time-aware', 'Ability to stay calm and focused when under pressure to deliver a service.', 'Willing and able to work alongside more experienced team members to obtain knowledge.', 'Good team spirit', 'Extreme curiousness', 'Apply now to join the Bank for those with big career ambitions.']     1\n",
            "Name: Job Description, Length: 3081, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Career Level\u001b[0;0m\n",
            "Number of Unique Values 3 \n",
            "\n",
            "Count of each unique value \n",
            " Entry     1328\n",
            "Middle    1000\n",
            "Senior     883\n",
            "Name: Career Level, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Qualification\u001b[0;0m\n",
            "Number of Unique Values 9 \n",
            "\n",
            "Count of each unique value \n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            " Degree                 1984\n",
            "Not Specified           679\n",
            "Non-Degree Tertiary     441\n",
            "Matriculated             32\n",
            "Postgraduate             30\n",
            "School Certificate       23\n",
            "(N/A)                    20\n",
            ":                         1\n",
            "Primary                   1\n",
            "Name: Qualification, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Years of Experience\u001b[0;0m\n",
            "Number of Unique Values 26 \n",
            "\n",
            "Count of each unique value \n",
            " -1.0     1073\n",
            " 3.0      471\n",
            " 2.0      445\n",
            " 5.0      380\n",
            " 1.0      323\n",
            " 4.0      124\n",
            " 8.0      109\n",
            " 6.0       97\n",
            " 10.0      79\n",
            " 7.0       41\n",
            " 12.0      13\n",
            " 7.5       12\n",
            " 15.0       8\n",
            " 4.5        5\n",
            " 9.0        4\n",
            " 1.5        4\n",
            " 10.5       4\n",
            " 13.0       3\n",
            " 2.5        3\n",
            " 5.5        3\n",
            " 6.5        3\n",
            " 8.5        2\n",
            " 3.5        2\n",
            " 0.0        1\n",
            " 0.5        1\n",
            " 9.5        1\n",
            "Name: Years of Experience, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Job Type\u001b[0;0m\n",
            "Number of Unique Values 41 \n",
            "\n",
            "Count of each unique value \n",
            " Full Time, Permanent                                                1822\n",
            "Full Time                                                            786\n",
            "Full Time, Contract                                                  268\n",
            "Not Specified                                                         96\n",
            "Permanent                                                             56\n",
            "Contract                                                              54\n",
            "Full Time, Permanent, Contract                                        52\n",
            "Full Time, Temporary                                                  15\n",
            "Full Time, Internship                                                  7\n",
            "Full Time, Permanent, Temporary, Contract                              4\n",
            "Full Time, Temporary, Contract                                         4\n",
            "Full Time, Permanent, Temporary                                        4\n",
            "Temporary, Contract                                                    4\n",
            "Full Time, Permanent, Temporary, Contract, Freelance                   3\n",
            "Full Time, Part Time, Permanent, Temporary, Contract, Freelance        2\n",
            "Full Time, Part Time, Temporary, Internship                            2\n",
            "Full Time, Part Time                                                   2\n",
            "Temporary                                                              2\n",
            "Full Time, Part Time, Internship                                       2\n",
            "Full Time, Part Time, Contract                                         2\n",
            "Permanent, Contract                                                    2\n",
            "Part Time                                                              2\n",
            "Full Time, Permanent, Internship                                       2\n",
            "Full Time, Contract, Internship                                        1\n",
            "Full Time, Part Time, Contract, Internship                             1\n",
            "Part Time, Permanent, Temporary, Contract, Internship, Freelance       1\n",
            "Part Time, Internship                                                  1\n",
            "Part Time, Temporary, Contract, Freelance                              1\n",
            "Part Time, Temporary, Contract                                         1\n",
            "Internship                                                             1\n",
            "Temporary, Contract, Freelance                                         1\n",
            "Full Time, Part Time, Temporary, Freelance                             1\n",
            "Part Time, Internship, Freelance                                       1\n",
            "Full Time, Part Time, Permanent, Contract                              1\n",
            "Full Time, Permanent, Contract, Internship                             1\n",
            "Part Time, Contract, Freelance                                         1\n",
            "Full Time, Part Time, Permanent, Contract, Internship                  1\n",
            "Full Time, Part Time, Permanent, Temporary                             1\n",
            "Full Time, Permanent, Freelance                                        1\n",
            "Part Time, Temporary                                                   1\n",
            "Full Time, Part Time, Permanent, Contract, Freelance                   1\n",
            "Name: Job Type, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Company Website\u001b[0;0m\n",
            "Number of Unique Values 511 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified                        1480\n",
            "http://www.pccw.com                    58\n",
            "http://www.astri.org                   38\n",
            "http://www.manpowergroupgrc.hk         32\n",
            "http://www.robertwalters.com.hk        30\n",
            "                                     ... \n",
            "http://www.publicbank.com.hk/home       1\n",
            "http://www.dcholdings.com               1\n",
            "https://www.thetradedesk.com/           1\n",
            "http://www.netgarment.com               1\n",
            "http://www.hph.com                      1\n",
            "Name: Company Website, Length: 511, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Job Link\u001b[0;0m\n",
            "Number of Unique Values 3211 \n",
            "\n",
            "Count of each unique value \n",
            " /hk/en/job/unity-programmer-senior-unity-programmer-100003008774258                             1\n",
            "/hk/en/job/system-support-engineer-aix-100003008808183                                          1\n",
            "/hk/en/job/technical-service-lead-senior-manager-listed-consultancy-firm-mnc-100003008805434    1\n",
            "/hk/en/job/salesforce-business-analyst-100003008773407                                          1\n",
            "/hk/en/job/consultant-senior-consultant-data-scientist-digital-hong-kong-100003008830946        1\n",
            "                                                                                               ..\n",
            "/hk/en/job/project-manager-transformation-100003008830372                                       1\n",
            "/hk/en/job/analyst-programmer-system-analyst-c-net-35-50k-100003008775319                       1\n",
            "/hk/en/job/it-business-analyst-100003008830436                                                  1\n",
            "/hk/en/job/senior-data-engineer-100003008825715                                                 1\n",
            "/hk/en/job/assistant-manager-system-analyst-solutions-services-development-100003008824587      1\n",
            "Name: Job Link, Length: 3211, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Job Functions\u001b[0;0m\n",
            "Number of Unique Values 1032 \n",
            "\n",
            "Count of each unique value \n",
            " Not Specified                                                                                                                                96\n",
            "Information Technology (IT), Software Development                                                                                            84\n",
            "Information Technology (IT), Application Specialist - Software, Software Development, Others                                                 71\n",
            "Information Technology (IT), Application Specialist - Software, Software Development                                                         63\n",
            "Information Technology (IT), Application Specialist - Software, IT Project Management / Team Lead, Software Development                      54\n",
            "                                                                                                                                             ..\n",
            "Information Technology (IT), Security, Sciences, Lab, R&D, Research & Development (R&D), Others, Student / Fresh Graduate / No Experience     1\n",
            "Information Technology (IT), DBA, Software Development, Technical / Functional Consulting                                                     1\n",
            "Banking / Finance, Retail Banking, Information Technology (IT), Software Development, Network & System                                        1\n",
            "Information Technology (IT), Application Specialist - Software, Product Management / Business Analyst, Insurance, Others                      1\n",
            "Information Technology (IT), IT Auditing, IT Project Management / Team Lead, Security                                                         1\n",
            "Name: Job Functions, Length: 1032, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Industry\u001b[0;0m\n",
            "Number of Unique Values 51 \n",
            "\n",
            "Count of each unique value \n",
            " Human Resources Management/Consultancy                           777\n",
            "Information Technology                                           757\n",
            "Financial Services                                               327\n",
            "Telecommunication                                                194\n",
            "Others                                                           109\n",
            "Not Specified                                                     96\n",
            "Freight Forwarding/Delivery/Shipping                              84\n",
            "Wholesale / Retail                                                80\n",
            "Accounting/Audit/Tax Services                                     62\n",
            "Education                                                         62\n",
            "Trading and Distribution                                          54\n",
            "Insurance/Pension Funding                                         51\n",
            "Property Development                                              49\n",
            "Electronics/Electrical Equipment                                  38\n",
            "Banking                                                           36\n",
            "Media/Publishing/Printing                                         32\n",
            "Health & Beauty Care                                              31\n",
            "Management Consultancy/Service                                    30\n",
            "Engineering - Electrical/Electronic/Mechanical                    29\n",
            "Property Management / Consultancy                                 27\n",
            "Architecture/Building/Construction                                25\n",
            "General Business Services                                         22\n",
            "Medical/Pharmaceutical                                            21\n",
            "Clothing/Garment/Textile                                          19\n",
            "Manufacturing                                                     19\n",
            "Food and Beverage                                                 17\n",
            "Athletics/Sports                                                  17\n",
            "Advertising/Public Relations/Marketing Services                   16\n",
            "Charity/Social Services/Non-Profit Organisation                   15\n",
            "Mixed Industry Group                                              15\n",
            "Hospitality/Catering                                              14\n",
            "Engineering - Others                                              12\n",
            "Entertainment/Recreation                                          12\n",
            "Tourism / Travel Agency                                            8\n",
            "Jewellery/Gems/Watches                                             7\n",
            "Engineering - Building, Civil, Construction / Quantity Survey      6\n",
            "Public Utilities                                                   6\n",
            "Laboratory                                                         6\n",
            "Mass Transportation                                                6\n",
            "Security / Fire / Electronic Access Controls                       4\n",
            "Energy/Power/Water/Oil & Gas/Waste Management                      3\n",
            "Research / Survey                                                  3\n",
            "Packaging                                                          2\n",
            "Interior Design/Graphic Design                                     2\n",
            "Legal Services                                                     2\n",
            "Toys                                                               2\n",
            "Industrial Machinery/Automation Equipment                          1\n",
            "Security Escort                                                    1\n",
            "Chemical/Plastic/Paper/Petrochemical                               1\n",
            "Petroleum                                                          1\n",
            "Motor Vehicles                                                     1\n",
            "Name: Industry, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Search Term\u001b[0;0m\n",
            "Number of Unique Values 5 \n",
            "\n",
            "Count of each unique value \n",
            " Data Scientist               2490\n",
            "Data Analyst                  502\n",
            "Business Intelligence         137\n",
            "Data Engineer                  55\n",
            "Machine Learning Engineer      27\n",
            "Name: Search Term, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Date Posted\u001b[0;0m\n",
            "Number of Unique Values 30 \n",
            "\n",
            "Count of each unique value \n",
            " 10-22-2021    278\n",
            "10-18-2021    225\n",
            "10-19-2021    209\n",
            "10-21-2021    194\n",
            "10-20-2021    192\n",
            "10-11-2021    180\n",
            "10-15-2021    178\n",
            "10-08-2021    164\n",
            "10-04-2021    161\n",
            "10-12-2021    155\n",
            "10-05-2021    140\n",
            "10-06-2021    138\n",
            "09-30-2021    122\n",
            "09-29-2021    107\n",
            "09-28-2021    107\n",
            "10-07-2021    101\n",
            "09-24-2021     97\n",
            "10-13-2021     90\n",
            "09-27-2021     89\n",
            "09-23-2021     85\n",
            "10-09-2021     45\n",
            "10-16-2021     44\n",
            "09-25-2021     23\n",
            "10-02-2021     20\n",
            "10-17-2021     18\n",
            "10-14-2021     18\n",
            "10-01-2021     14\n",
            "10-10-2021      6\n",
            "09-26-2021      6\n",
            "10-03-2021      5\n",
            "Name: Date Posted, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Date Scraped\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 22-10-2021    3211\n",
            "Name: Date Scraped, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->Data Source\u001b[0;0m\n",
            "Number of Unique Values 2 \n",
            "\n",
            "Count of each unique value \n",
            " JobsDB        3115\n",
            "CTGoodJobs      96\n",
            "Name: Data Source, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_avgsalary\u001b[0;0m\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Number of Unique Values 39 \n",
            "\n",
            "Count of each unique value \n",
            " 50.0     41\n",
            "30.0     28\n",
            "40.0     25\n",
            "62.5     22\n",
            "37.5     22\n",
            "45.0     22\n",
            "32.5     17\n",
            "72.5     14\n",
            "57.5     12\n",
            "25.0     11\n",
            "27.5     11\n",
            "21.0     11\n",
            "35.0     10\n",
            "80.0      9\n",
            "105.0     9\n",
            "22.5      7\n",
            "67.5      6\n",
            "18.5      5\n",
            "42.5      5\n",
            "87.5      3\n",
            "125.0     3\n",
            "17.0      2\n",
            "26.0      2\n",
            "19.5      2\n",
            "95.0      2\n",
            "52.5      2\n",
            "115.0     2\n",
            "4.0       2\n",
            "49.0      1\n",
            "70.0      1\n",
            "140.0     1\n",
            "60.0      1\n",
            "22.0      1\n",
            "31.0      1\n",
            "23.5      1\n",
            "14.0      1\n",
            "132.0     1\n",
            "166.0     1\n",
            "47.5      1\n",
            "Name: jobtick_avgsalary, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_SQL\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    1050\n",
            "Name: jobtick_SQL, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_Excel\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    1167\n",
            "Name: jobtick_Excel, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_dashboard\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    293\n",
            "Name: jobtick_dashboard, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_Python\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    595\n",
            "Name: jobtick_Python, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_engineerjobs\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    550\n",
            "Name: jobtick_engineerjobs, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_analystjobs\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    1174\n",
            "Name: jobtick_analystjobs, dtype: int64 \n",
            "\n",
            "\u001b[1mColumn Name--->jobtick_scientistjobs\u001b[0;0m\n",
            "Number of Unique Values 1 \n",
            "\n",
            "Count of each unique value \n",
            " 1.0    80\n",
            "Name: jobtick_scientistjobs, dtype: int64 \n",
            "\n",
            "Wall time: 97.5 ms\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "df4c6dc3"
      },
      "source": [
        "### Interpretations\n",
        "\n",
        "Total Number of companies = 1232<br>\n",
        "Total number of industry = 51<br>\n",
        "Total Number of Job Type = 41<br>\n",
        "\n",
        "total entry level jobs = 1328<br>\n",
        "total number of middle level job =1000<br>\n",
        "total number of senior level job = 883<br>\n",
        "\n",
        "Total Data Scientist  jobs =  2490<br>\n",
        "total Data Analyst jobs=    502<br>\n",
        "total Business Intelligence jobs=   137<br>\n",
        "total Data Engineer jobs =   55<br>\n",
        "total Machine Learning Engineer = 27<br>"
      ],
      "id": "df4c6dc3"
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": false,
        "id": "4f901863",
        "outputId": "8ab71e16-abfd-4803-e7cf-244a9d3f6561"
      },
      "source": [
        "df['Career Level'].value_counts().plot(kind='pie',figsize=(8,8),title='Count of Job Title by career level')"
      ],
      "id": "4f901863",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x246050e0520>"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b7d71cf3",
        "outputId": "5895a710-2135-4e89-9754-1b2d538848a0"
      },
      "source": [
        "df['Search Term'].value_counts().plot.bar()"
      ],
      "id": "b7d71cf3",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x246052350d0>"
            ]
          },
          "execution_count": 34,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ade56a46",
        "outputId": "fd17ea77-b47d-4531-a474-d8548565518a"
      },
      "source": [
        "df['Qualification'].value_counts().plot.bar()"
      ],
      "id": "ade56a46",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x246057da790>"
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ce3ea140",
        "outputId": "28d88055-d2b6-405c-df59-7696e95bd8cd"
      },
      "source": [
        "df['Job Type'].value_counts()[:8].plot(kind='pie',figsize=(8,8))"
      ],
      "id": "ce3ea140",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x2460584a1f0>"
            ]
          },
          "execution_count": 37,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e9bac971",
        "outputId": "9eb0faf8-0b98-42d1-d2bf-17dc2744ce51"
      },
      "source": [
        "df['Years of Experience'].replace(-1,0).value_counts()[:10].plot.bar(figsize=(8,3))"
      ],
      "id": "e9bac971",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x24603e8edf0>"
            ]
          },
          "execution_count": 46,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "59b85971",
        "outputId": "9aeee8d3-d116-4b4c-ae82-4ac9212d1bb9"
      },
      "source": [
        "df['Salary'].value_counts()[1:25].plot.bar(figsize=(20,3))"
      ],
      "id": "59b85971",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x2460979d310>"
            ]
          },
          "execution_count": 58,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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tE3/PQqrqou7eu91/z3ZIbU/thtz21G7IbU/thtz21G7IbU/thtz21G7IbU/thtz21G7IbU/thtz21G7IbU/thuHaN/NWrw8D96+qe1fV7YCfBc7amixJkiRJkiRt1obP+OnuG6vq2cB7gNsCp3f3FVtWJkmSJEmSpE3ZzFu96O53Au/copbN2va3k22j1PbUbshtT+2G3PbUbshtT+2G3PbUbshtT+2G3PbUbshtT+2G3PbUbshtT+2G3PbUbhiofcMXd5YkSZIkSdK4beYaP5IkSZIkSRoxF34kSZIkSZImyoUfSZIkSZKkiXLhR5IkSZIkaaJc+JEkSZIkSZqoTd3OXZIkSdNXVbcFDmPZ747d/bnhiiRJtzYeizYueuGnqr4H+GXgXtzyX/4jB4taQGo35LandkNue2o35LandkNue2o35LandkNue1U9B3gRcC1w83xzAw8eLGpBwTOP7Ibc9tRuyG1P7Ybc9tRuyD0WjWXm1d07+fdtqar6CPD7wMXATUvbu/viwaIWkNoNue2p3ZDbntoNue2p3ZDbntoNue2p3ZDbXlWfAh7S3V8eumW9gmce2Q257andkNue2g257andkHssGsvMo8/4AW7s7lcNHbEBqd2Q257aDbntqd2Q257aDbntqd2Q257aDbntnwe+PnTEBqXOPLUbcttTuyG3PbUbcttTuyH3WDSKmUee8VNVh84fPhf4EvA24FtLz3f3V4boWktqN+S2p3ZDbntqN+S2p3ZDbntqN+S2p3ZDbntVvWD+8F8BDwDO5pbdpw7RtYjgmUd2Q257ajfktqd2Q257ajfkHovGNvPUhZ/PMHs/X63ydHf3fXY4aSGp3ZDbntoNue2p3ZDbntoNue2p3ZDbntoNue1V9aL9PN3d/Zs7FrNOwTOP7Ibc9tRuyG1P7Ybc9tRuyD0WjW3mkQs/S6rq9t39v9faNjap3ZDbntoNue2p3ZDbntoNue2p3ZDbntoNue1V9eTu/l9rbRuj4JlHdkNue2o35LandkNue2o35B6LxjLz2+zkX7YNPrDgtrFJ7Ybc9tRuyG1P7Ybc9tRuyG1P7Ybc9tRuyG3/tQW3jVHqzFO7Ibc9tRty21O7Ibc9tRtyj0WjmHnkxZ2r6h7AEcAdqupYvn361F2AOw4WtobUbshtT+2G3PbUbshtT+2G3PbUbshtT+2G3PaqegzwWOCIqnrFsqfuAtw4TNVigmce2Q257andkNue2g257andkHssGtvMIxd+gJ8Ang4cCSy/mNMNwAuHCFpQajfktqd2Q257ajfktqd2Q257ajfktqd2Q277F4GLgMczuw3tkhuAXxykaHGpM0/thtz21G7IbU/thtz21G7IPRaNaubp1/h5Une/ZeiO9Urthtz21G7IbU/thtz21G7IbU/thtz21G7Iba+qXd39z0N3bETwzCO7Ibc9tRty21O7Ibc9tRtyj0VjmXn6ws93AU8C9rDs7KWxXtl7SWo35LandkNue2o35LandkNue2o35LandkNue1U9DHgxcC9m3cXI7wKzJHjmkd2Q257aDbntqd2Q257aDbnHorHMPPWtXkveDnyd2Slf3xq4ZT1SuyG3PbUbcttTuyG3PbUbcttTuyG3PbUbcttfy+x0+ouBmwZuWa/Umad2Q257ajfktqd2Q257ajfkHotGMfP0M34u7+7vG7pjvVK7Ibc9tRty21O7Ibc9tRty21O7Ibc9tRty26vqgu5+yNAdGxE888huyG1P7Ybc9tRuyG1P7YbcY9FYZh5/O/eq+v6hIzYgtRty21O7Ibc9tRty21O7Ibc9tRty21O7Ibf9vKr63ap6aFUdt/QxdNSCUmee2g257andkNue2g257andkHssGsXM08/4+ThwP+AzzE6bWnqf34MHDVtDajfktqd2Q257ajfktqd2Q257ajfktqd2Q257VZ23yubu7kfueMw6Bc88shty21O7Ibc9tRty21O7IfdYNJaZpy/83Gu17d392Z1uWY/UbshtT+2G3PbUbshtT+2G3PbUbshtT+2G7PZUqTNP7Ybc9tRuyG1P7Ybc9tTuZGOZefTCD0BVHQ388PzTv+jujwzZs6jUbshtT+2G3PbUbshtT+2G3PbUbshtT+2GzPaqOgh4EfAj803vA36zu78+XNXiEmcOud2Q257aDbntqd2Q2x7cHXssGsPMo6/xU1XPA/4IuPv84w+r6jnDVq0ttRty21O7Ibc9tRty21O7Ibc9tRty21O7Ibr9dOAG4N/OP74BvG7QogWlzjy1G3LbU7shtz21G3LbU7vnIo9FY5l59Bk/VfVR4KHd/ffzz+8EfHDs71FM7Ybc9tRuyG1P7Ybc9tRuyG1P7Ybc9tRuyG2vqsu6+5i1to1R8MwjuyG3PbUbcttTuyG3PbUbco9FY5l59Bk/zC6MdNOyz2+abxu71G7IbU/thtz21G7IbU/thtz21G7IbU/thtz2f6yqH1r6pKoeBvzjgD3rkTrz1G7IbU/thtz21G7IbU/thtxj0ShmfsBO/4Vb7HXABVX1tvnnTwReO2DPolK7Ibc9tRty21O7Ibc9tRty21O7Ibc9tRty238eOGN+fYUCvgI8fdCixaXOPLUbcttTuyG3PbUbcttTuyH3WDSKmUe/1Qugqo4DfojZv/z3d/elAyctJLUbcttTuyG3PbUbcttTuyG3PbUbcttTuyG+/S4A3f2NoVvWI3Xmqd2Q257aDbntqd2Q257avSTxWDSGmU9h4ecQ4J4sO3upuy8Zrmgxqd2Q257aDbntqd2Q257aDbntqd2Q257aDZntVXUw8DRgD7fsfu5QTeuROHPI7Ybc9tRuyG1P7Ybc9uDu2GPRGGYe/VavqvotZqd3/S2wtILVwCOHalpEajfktqd2Q257ajfktqd2Q257ajfktqd2Q3T7O4EPAR8Dbh64ZV1SZ57aDbntqd2Q257aDbntqd1zkceiscw8+oyfqvoE8P3d/U9Dt6xHajfktqd2Q257ajfktqd2Q257ajfktqd2Q257VV3S3ccN3bERwTOP7Ibc9tRuyG1P7Ybc9tRuyD0WjWXm6Xf1uhw4eOiIDUjthtz21G7IbU/thtz21G7IbU/thtz21G7IbX9DVT2zqg6vqkOXPoaOWlDqzFO7Ibc9tRty21O7Ibc9tRtyj0WjmHn6GT97gbczG+a3lrZ39+MHi1pAajfktqd2Q257ajfktqd2Q257ajfktqd2Q257Vf0C8FLgayw7Tb277zNc1WKCZx7ZDbntqd2Q257aDbntqd2Qeyway8zTF36uAF7Nivf5dff7BotaQGo35LandkNue2o35LandkNue2o35LandkNue1X9LfCQ7r5+6Jb1Cp55ZDfktqd2Q257ajfktqd2Q+6xaCwzj764M3B9d79i6IgNSO2G3PbUbshtT+2G3PbUbshtT+2G3PbUbshtvwL4h6EjNih15qndkNue2g257andkNue2g25x6JRzDz9jJ9TmZ0udRa3PG1q1LejS+2G3PbUbshtT+2G3PbUbshtT+2G3PbUbshtr6q3Af8KOI9bdifcQjd15pHdkNue2g257andkNue2g25x6KxzDx94ee8VTZ3d4/6dnSp3ZDbntoNue2p3ZDbntoNue2p3ZDbntoNue1VdeJq27v7jJ1uWa/gmUd2Q257ajfktqd2Q257ajfkHovGMvPIhZ+qeijwoQ6LT+2G3PbUbshtT+2G3PbUbshtT+2G3PbUbshtr6rTgHcB7+3uG4buWY/gmUd2Q257ajfktqd2Q257ajfkHovGNvPU27mfCFxcVW+qqqdX1T2GDlpQajfktqd2Q257ajfktqd2Q257ajfktqd2Q2776cDRwDur6tyq+tWqOnroqAWlzjy1G3LbU7shtz21G3LbU7sh91g0qplHnvGzpKq+F3gM8BPAQcze7/du4K+6+6Yh2/YntRty21O7Ibc9tRty21O7Ibc9tRty21O7Ib79rsCPM+v/fuBS4N3dfeagYWtInXlqN+S2p3ZDbntqN+S2p3YvSTwWjWXm0Qs/y1XVHYBHMBvqQ7t778BJC0nthtz21G7IbU/thtz21G7IbU/thtz21G7Ibgeoqh8ATujulw7dsqjUmad2Q257ajfktqd2Q257avdyaceiIWc+mYUfSZIkSZIk3VLqNX4kSZIkSZK0Bhd+JEmS9B2qatd+nrv3TrZIkm6dPBZtjciFn6o6cR/bd1XVG3e6Z1Gp3ZDbntoNue2p3ZDbntoNue2p3ZDbntoN0e1nVdXtVm6c303lvAF6FpY689RuyG1P7Ybc9tRuyG1P7Z6LPBaNbeaRCz/A86rqpOUbqupOwDuBfxgmaSGp3ZDbntoNue2p3ZDbntoNue2p3ZDbntoNue0XA++qqjsubaiqhwPvAJ45VNSCUmee2g257andkNue2g257andkHssGtfMuzvuAzgUuBB47vzz3cCHgVOGbptid3J7andye2p3cntqd3J7andye2r3BNp/HfgL4EDgScDngL1Dd0115qndye2p3cntqd3J7andy/rjjkVjm3nsXb2q6i7Au5jtAE8AXtXdrxi2am2p3ZDbntoNue2p3ZDbntoNue2p3ZDbntoN8e0vAJ4FFPDY7v7UwEkLSZ15ajfktqd2Q257ajfktqd2L0k8Fo1p5pELP1X10/OHdwZOBc4F3rT0fHe/dYiutaR2Q257ajfktqd2Q257ajfktqd2Q257ajfktlfVnwLN7JfshwGfAq5Zer67Hz9Q2pqCZx7ZDbntqd2Q257aDbntqd2Qeywa28xTF35et5+nu7t/bsdi1iG1G3LbU7shtz21G3LbU7shtz21G3LbU7sht72qfnR/z3f3+3aqZb2CZx7ZDbntqd2Q257aDbntqd2Qeywa28wjF34kSZIkSZK0tgOGDtgKVfVDwPHA5d39Z0P3LCq1G3Lb07qr6nuZvR/0CGanOH4ROKu7rxw0bB2c+c5Lm/lySe3J+0py+5KkfQUyZ15VBwG/BjyR2UUpAb4EvJ3ZxSm/NlTbeiXtL4n7ypLk9iVJ+8pKSe1T2Fcga+bLJXUnH4vGtJ9H3s69qi5c9viZwH9n9t65F1XVyYOFrSG1G3LbU7sBqupXmb0PtJhdEf7D88dvHHO7M9954TOPbE/dVyC3PXVfgdyZA2cCXwUe3t137e67Ao8Avgb8r0HL1pC6vwTvK7HtqfsK5Lan7isQPfPI7rnIY9Ho9vPe4duIbcUHcOmyxx8Gds8f3wn42NB9U+tObk/tnjf+DbBrle23Az45dJ8zH89H+Mwj21P3leT21H0lfOaf2MhzY/hI3V9S95Xk9tR9Jbk9dV8Jn3lk97wx8lg0tv088owf4DZVdUhV3ZXZdYquA+juvwduHDZtv1K7Ibc9tRvgZuC7V9l++Py5sXLmOy955qntqfsK5Lan7iuQO/PPVtWvVNVhSxuq6rD5/4v5+QG7FpG6v6TuK5DbnrqvQG576r4CuTNP7YbcY9Go9vPUa/wcBFzM7FSprqp7dPc1VXXgfNtYpXZDbntqN8DzgXOr6pN8+0XtKOB+wLMHq1qbM995yTNPbU/dVyC3PXVfgdyZ/zvgZOB9VXX3+bZrgbOAfztY1WJS95fUfQVy21P3FchtT91XIHfmqd2Qeywa1X4+qbt6VdUdgcO6+zNDt6xHajfktqd0V9VtmF147QhmL8pfAD7c3TcNGrYBznznpcx8NQntyftKcvtKCfsKTGvmyRL2l+R9Jbl9pYR9ZV8S2qe0r0DGzFeT2p1iTPv5ZBZ+qurQ7v7K0B3rldoNue1V9fjuPmvojrVU1cE94qvUr0fKzJdU1W7gSGanvn6mu785cNKtSsJry5R+PiFj5qvxtWX71eyOJEcAH5q/JWBp+wnd/e7hytYvYT+fwmtL4n6+Utpri4aV8NqymqTuqRyLhpx55DV+quo/LXv8oKr6G+Diqrqqqh4yYNp+VdXDqurKqrqiqh5SVecAF1XV56vqoUP37U/wzH96xceTgNOWPh+6bw3XV9V7q+oZVXXw0DGLSp75fN9+L/BB4ALgD4CPVdXra3YryVGqqgdX1YfmryWnVdUhy567cH9/dmjBrzI+sZ8AABOFSURBVIuRP5+QO3NfW3ZeVT2X2e1ynwNcUVVPWPb0bw9TtZjU/Zzs15bU/Tz5tSXy+J/aDdH/TRTZDbnHotEdh3b6atJb8QFcsuzx2cBj5o+PBz4wdN9+ui8Evh94KHA98EPz7ccBfzV030RnfiPwDuB04HXzjxvm/zx96L412j8G/CTwR8CXmb3g/Sxwh6HbJjzzDwEPmD8+Hjhj/viZwJuH7ttP918CJwAHA/8RuAK47/y5S4dsW6A98nUx9eczfOa+tux898eAA+eP9wAXAc+bf+5ry/bNPPW1JXU/T35tiTz+p3bP+1L/myiye94YeSwa23Fo8IFscIjLd9xLVzw35n/5y2+jd+W+/jeN8SN45v8XcC7w83z7rY2fGbprAzO/A7OLl711/ovgHw/dN9GZf2Q//w4+PnTffrovW/H5I4BPAj8Y8NoS+bqY+vMZPnNfW3a+++MrPj8QeDdw6srXnbF9BO/nya8tqft58mtL5PE/tXvemvrfRJHd877IY9HYjkORb/UC7lNVZ1XVnwJH1uyiVEt2DRW1gOXz/rUVz91uJ0M2IHLm3f1h4NHM5vvnVXU8kHJhq3+5wn53/2N3n9ndPw3cB3jPcFn7Fz7zv62q36iqf11VLwMuA6iqXYz7Loi1/DT67j4PeBLwBuBeg1UtJvV1MfLncy5y5r62DOKaqjpm6ZOeXavlJ4G7Mft/Mccscj8n+7Ulcj8Pf21JPf6ndkPofxOR2w25x6JRHYciL+5cVT+6YtPF3f3NqjoM+JnufuUQXWupqscD7+3uf1ix/b7Ak7r7d4YpW1vqzJerqu8G/guwt7vvM3TPWqrqP3b3y4bu2IzAmR8MvBB4EPAR4JTuvmH+y8kDu/tDgwbuQ1X938CnV/ZV1VHAb3T3M4cpW1vq62Lyz2fqzJfztWVnVNWRwI3dfc0qzz2su/9qgKyFpO7n4a8tkfv5coGvLZHH/9RuyP1votRuyD0Wje04FLnwI0mSpOFU1YEdeLcmSdJ0eCxaXOpbvSRJkjScjw8dIEm61fNYtKDRvt9WkiRJw6mqF+zrKWYX15QkaVt5LNoanvEjSZKk1fw2cAhw5xUfB+LvkJKkneGxaAtMZlBVdcnQDRuR2g257andkNue2g257andkNue2g257andENN+CfAn3f2SlR/ADUPHrVfIzL9Dajfktqd2Q257ajfktgd1T+ZYNOTMp/RWr1r7S0YptRty21O7Ibc9tRty21O7Ibc9tRty21O7IaP9PwBf3sdze3cyZIskzHw1qd2Q257aDbntqd2Q257SPaVj0WAzn9LCz9lDB2xQajfktqd2Q257ajfktqd2Q257ajfktqd2Q0B7d39iP89du5MtW2T0M9+H1G7IbU/thtz21G7IbY/ontixaLCZezt3SZIkSZKkiZrMNX4kSZIkSZJ0Sy78SJIkSZIkTVTkwk9VPXo/z/3nnWxZj9RuyG1P7Ybc9tRuyG1P7Ybc9tRuyG1P7Ybs9pVS7gKTOvPUbshtT+2G3PbUbshtT+3el4Rj0dhmHrnwA7yyqh63fENV3aaqXg8cPUzSQlK7Ibc9tRty21O7Ibc9tRty21O7Ibc9tRuy21dKuQtM6sxTuyG3PbUbcttTuyG3PbV7XxKORaOaeepdvX4ceHdVfVd3v7Wqbg+8Gfg68G+GTduv1G7IbU/thtz21G7IbU/thtz21G7IbU/thuz2lSLuAkPuzFO7Ibc9tRty21O7Ibc9tXtfEo5Fo5p57F29qupI4D3AfwOeClzQ3S8Ytmptqd2Q257aDbntqd2Q257aDbntqd2Q257aDdntqVJnntoNue2p3ZDbntoNue2p3cnGNPPIhZ+qOm7+8HDgfwDnAL+z9Hx3j/I9f6ndkNue2g257andkNue2g257andkNue2g3Z7alSZ57aDbntqd2Q257aDbntqd3Jxjbz1IWf8/bzdHf3I3csZh1SuyG3PbUbcttTuyG3PbUbcttTuyG3PbUbsttTpc48tRty21O7Ibc9tRty21O7k41t5pELP5IkSdpeVfXo7j5nH8/95+7+1Z1ukiTdungs2hqpF3e+haq6N3As8PHu/uuhexaV2g257andkNVeVQcBJwBHAA18EXhPd39t0LB1Spl5VT2e2Xy/NXTLRkxhf0nZV5Y4850XOvNXVtUvdve/XESzqm4DnA7cY7isxYTOPLZ7paSf0eSZJ7b7e8vwkn4+CT8WLRl65pG3c6+qP1n2+AnAnzO7MvZZVfX0obrWktoNue2p3ZDbXlVPAy4BHg7cEbgT8Ajg4vlzo5U6c+B/An9XVW+oqsdW1W2HDlpU6v4SvK848wGkzpzZHUleXlU/DVCzO5KcBexi5HeBSZ15ajfk/oyGzzy13d9bdljqz+dc5LFodDPv7rgP4NJljz8A3Hv++G7AR4bum1p3cntqd3I78Ang4FW2HwL8zdB9E535pfP5PhM4F7gW+H3gR4dum+r+krqvOHNnvoH2I4ErgP8P+Cvg1KGbpjzz1O55Y+TPaPjMI9v9vWWYmS97HPPzuaw57lg0tplHnvHD7JS6JQd092cAuvt64OZhkhaS2g257andkNte3LJ9yc3z58Ysdebd3V/t7td096OAo4GPA6dU1ecHbltL6v6Suq+AMx9C5MzndyS5O/ArwEuBzwN/WFXHLbtbyVhFzpzcbsj9GU2eeWq7v7fsvNSfz+Rj0ahmnnqNn6Or6hvMfri+q6ru0d3XVNXtgDGfKpjaDbntqd2Q2/5S4JKq+jNmL8wARwGPBn5rsKrFpM78Fr9odPc1wCuAV1TVvYZJWljq/pK6r4AzH0LqzF++7PFHgcOWbWtgzHeBSZ15ajfk/owmzzy13d9bdl7qzyfkHotGNfNJ3dWrqg4GHtjdHxy6ZT1SuyG3PbUbMtqr6hDgJ5hd9K6ALzC76N1XBw3boLHPvKoe3t3nD92xUVPaX8a+ryxx5jtvSjNPkTrz1O59SfgZTZ55Yru/t4xHws/n1Aw188ks/FTVcd19ydAdkqRbJ49DmqKawN1rNBxfFyVttcq6I9loRF7jZ+n9fMs+foDZ1bGPHfP7/KrqnlX1pqr6i6p6YVXtWvbcn+zvzw6tqh5YVe+qqrOr6r5V9fqq+lpVXVhVDxy6b19SuwGq6ueWPT6yqs6dt3+gqr5nyLb9qarvdebjUVUfG7phf1L3l9TjEOQei1K7AarqK1X1B1X1qKoa8zUgbqFC714DuftL6msi5L4upu4rkN2+L/7esj2S95Ua292xFjS2mUee8VNVNwMfAr61bPMPzrd1d4/yfX5VdQ7wFmadzwB+APg33f3lqrq0u48dNHA/qur9wO8CBwKnAL/K7FaMPwk8f35httFJ7Qaoqku6+7j54zOZ3fXgNcATgGePtd2Z77ya395ytaeA3+/u3TvZsx6p+0vqcQhyj0Wp3QBV9QngvwFPAfYAbwbe2N0fGrJrLfPuh6w8u6dmb3O4oLtHuyCeur+kviZC7uti6r4Cue3+3rLzUvcVgOV9VfUB4P/p7s9U1d2Ac7v76GELVze6mW/mlmBDfQA/A7wPeOyybZ8ZumuB7stWfP7vmd2W7r7AJUP3rdG+/HZ0n1rx3GjbU7tX9q2y71y6ky3OfPQz/2fg9cDrVvm4Yei+Ke4vqceheWfksSi1e966/LXlKGZ3JrkE+DTw20P37af7b4CDVtl+EPDJofumuL+kvibO+yJfF1P3leR2f29xX1ln+/Jj6IX7+vcxto+xzTzyrl7d/eaqejfwW1X1H4BfYvXb6o3Nrqq6fXf/b4Du/sOqugZ4D7PTp8ds+ZXHT13x3O12MmSdUrsBjqyqVzD7fz92V9Wu7v7n+XO79vPnhubMd95HgZd19+Urn6iqHxugZz0i95fg4xDkHotSu2HZHWy6+3PA7wC/U1UPAH52sKq1pd69BnL3l8jXRIh+XUzdVyC33d9bdl7qvgIjuzvWOoxq5pHX+AHo7m929y8y+6XkDGan243dHwAPWb6hu98LPBn4jhe+kXllVR0I0N3//9LGqrof8N7BqtaW2g3wy8DFwEXAC5nv41V1D+CsAbvW4sx33vOBb+zjuZ/ayZANiN1fQo9DkHssSu0GOG+1jd39ie5+yU7HLKq7zwD2MjuL41vAPwHnA3u7+/XDlS0kdX+JfU2E2NfF1H0Fctv9vWXnpe4rdPdtu/su3X3n7r5dd18zf+qOwLOGbFvDqGYeeY2flaqqgDt3975eQCRJ2jYehzR18+v63NjdNwzdogy+LkrSeMSe8VNVd6+qpVOkvgt4TlWdUlWHD9m1luXdVXWHqvr1hG7IbU/thu9ov31KuzPfeROaeUx76nEIpjHzpG7IbK+q766q/1FVXweuB66oqs9V1Ytr2d1Jxipx5pDbDbmvi1OZeVJ7ajfktgd3x951d0wzj134Ad4E3HX++DeB+wFfBf54sKLFLO9+CTndkNue2g3u50Nw5jsvtT11X4FpzDypGzLb/xA4vbsPYnZq+luABwIHAK8cMmxBiTOH3G7IfV2cysyT2lO7Ibc9tfvZyx6fCpwJHMrs7mqvGqRocaOZeeTCT1WdyOxq2A+fP/53zK7JcQ1wr6p6WlU9eMjG1aR2Q257ajfktqd2Q257ajfktqd2Q257ajdEt9+1u88H6O63Aj/S3X/f3f8J+JFBy9aQOvPUbshtT+2G3PbUbshtT+1exfd096u7++bufhuzBaBRGtvMI+/qxezCgv8IXMnslqLXAn/K7Erfz54///WB2vbnfDK7Ibf9fDK7Ibf9fDK7Ibf9fDK7Ibf9fDK7Ibf9fDK7Ibf9uqr698CfA08CroJ/uXbL2P/Pw/PJnPn5ZHZDbvv5ZHZDbvv5ZHZDbvv5ZHZD7l13z2dEM49c+Onuz1bVfwXewexf9tO6+3NVdRRw/fxWqaOT2g257andkNue2g257andkNue2g257andEN3+c8DLgJOBy/j26faHAr82VNQiUmee2g257andkNue2g257andc7+87PFFzO4W+NUa+V13xzbz6Lt61exWejd39z/MP78TcGB3Xzts2f6ldkNue2o35LandkNue2o35LandkNue2o3ZLenSp15ajfktqd2Q257ajfktqd2JxvLzMd+mu6qquo3ALr7m0sDnDsA+J/DVK0ttRty21O7Ibc9tRty21O7Ibc9tRty21O7Ib59NHckWY/Umad2Q257ajfktqd2Q257aveSCrzr7thmHrnwA/xwVb10+Yb5qV7vZ/Y+9LFK7Ybc9tRuyG1P7Ybc9tRuyG1P7Ybc9tRuyG4fzR1J1il15qndkNue2g257andkNue2r0k8Y6B45p5d8d9ALdn9l65U+ef3x/4FPCsodum2J3cntqd3J7andye2p3cntqd3J7andwOnAh8Fnjasse/MH/86fn2Bw/dObGZR3Ynt6d2J7endie3p3bPWyOPRWObeew1fqpqF7OVv38GHgo8v2e3dBu11G7IbU/thtz21G7IbU/thtz21G7IbU/thsz2qroX8B7gqczuSPLbwM8wuyPJm5nd6evr3T3KO8EkzhxyuyG3PbUbcttTuyG3Pbg79lg0pplHLvxU1QvmD3cBvwL8BbNTpgDo7lOH6FpLajfktqd2Q257ajfktqd2Q257ajfktqd2Q3z7zwMv5tt3JHlHze5I8urufsygcfuROvPUbshtT+2G3PbUbshtT+1ekngsGtvMI2/nDtx52eNXrLJtrFK7Ibc9tRty21O7Ibc9tRty21O7Ibc9tRuC27v7VVX1BpbdkQT4MvD04aoWkjrz1G7IbU/thtz21G7IbU/tBmKPRaOaeeQZP5IkSdpeVfUb3f1bq2w/CHh7dz9856skSbcmHou2RuQZP1X1iv09393P3amW9Ujthtz21G7IbU/thtz21G7IbU/thtz21G6Ibv/hqnppd//60ob5HUneA7xluKy1pc48tRty21O7Ibc9tRty21O75yKPRWObeeTCD3DxsscvAV40VMg6pXZDbntqN+S2p3ZDbntqN+S2p3ZDbntqN+S2Px54c1Wd2t0vqKr7A+8Cfre7Xz1w21pSZ57aDbntqd2Q257aDbntqd2Qeywa1czj3+pVVZd297FDd6xXajfktqd2Q257ajfktqd2Q257ajfktqd2Q177mO5IslFpM1+S2g257andkNue2g257Ynd6ceiMcw89Yyf5VJXrlK7Ibc9tRty21O7Ibc9tRty21O7Ibc9tRuC2pfdkeRCvn1HknsvbR/7XWCWiZn5CqndkNue2g257andkNse1T2RY9HgM5/Cwo8kSZK23qjuSCJJulXyWLQFIt/qVVU38O1VszsCS7d0K6C7+y6DhK0htRty21O7Ibc9tRty21O7Ibc9tRty21O7Ibs9VerMU7shtz21G3LbU7shtz21O9nYZh658CNJkqTtNbY7kkiSbn08Fm0N3+olSZKk1YzqjiSSpFslj0VbwDN+JEmStF9juCOJJOnWzWPRxt1m6ABJkiSNnv9PoSRpaB6LNsiFH0mSJEmSpInyrV6SJEn6DmO7I4kk6dbHY9HWcOFHkiRJkiRponyrlyRJkiRJ0kS58CNJkiRJkjRRLvxIkiRJkiRNlAs/kiRJkiRJE+XCjyRJkiRJ0kS58CNJkiRJkjRR/wfpYh3DHSdQigAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1440x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c693ba2f",
        "outputId": "f95548f5-2778-4d37-dead-b3c165ecf8dd"
      },
      "source": [
        "df.columns"
      ],
      "id": "c693ba2f",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['Job Title', 'Company', 'Area', 'Employer Email',\n",
              "       'Employer Contact Number', 'Salary', 'Lower Salary Range',\n",
              "       'Upper Salary Range', 'Job Highlights', 'Job Description',\n",
              "       'Career Level', 'Qualification', 'Years of Experience', 'Job Type',\n",
              "       'Company Website', 'Job Link', 'Job Functions', 'Industry',\n",
              "       'Search Term', 'Date Posted', 'Date Scraped', 'Data Source',\n",
              "       'jobtick_avgsalary', 'jobtick_SQL', 'jobtick_Excel',\n",
              "       'jobtick_dashboard', 'jobtick_Python', 'jobtick_engineerjobs',\n",
              "       'jobtick_analystjobs', 'jobtick_scientistjobs'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dec35e6c",
        "outputId": "f4362605-e8ba-4a8b-d794-bedf68fca27f"
      },
      "source": [
        "df['Upper Salary Range'].value_counts().plot.bar(figsize=(20,3))"
      ],
      "id": "dec35e6c",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x2460987d6a0>"
            ]
          },
          "execution_count": 68,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2d07b213",
        "outputId": "a0ab5994-93b1-4fb9-fa94-1e6125f6c7a2"
      },
      "source": [
        "df['Lower Salary Range'].value_counts().plot.bar(figsize=(20,3))"
      ],
      "id": "2d07b213",
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x24605c4a7c0>"
            ]
          },
          "execution_count": 61,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ]
    }
  ]
}