data-science-jobs-australia-visualisation.ipynb

{
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setup Complete\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "print(\"Setup Complete\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3443adc5",
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "my_filepath = \"../input/australia-data-science-jobs/AustraliaDataScienceJobs.csv\"\n",
    "my_data = pd.read_csv(my_filepath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "53507ed2",
   "metadata": {
    "execution": {
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   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\n",
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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>Job Location</th>\n",
       "      <th>Company</th>\n",
       "      <th>Url</th>\n",
       "      <th>Estimate Base Salary</th>\n",
       "      <th>Low Estimate</th>\n",
       "      <th>High Estimate</th>\n",
       "      <th>Company Size</th>\n",
       "      <th>Company Type</th>\n",
       "      <th>Company Sector</th>\n",
       "      <th>...</th>\n",
       "      <th>cassandra_yn</th>\n",
       "      <th>hive_yn</th>\n",
       "      <th>bigml_yn</th>\n",
       "      <th>tableau_yn</th>\n",
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       "      <th>nlp_yn</th>\n",
       "      <th>pytorch_yn</th>\n",
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       "      <th>mathematic_yn</th>\n",
       "      <th>statistic_yn</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Analyst</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>ANZ Banking Group</td>\n",
       "      <td>https://www.glassdoor.com.au/partner/jobListin...</td>\n",
       "      <td>95917</td>\n",
       "      <td>80000</td>\n",
       "      <td>115000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Clinical Research Associate</td>\n",
       "      <td>Mulgrave</td>\n",
       "      <td>Bristol Myers Squibb</td>\n",
       "      <td>https://www.glassdoor.com.au/partner/jobListin...</td>\n",
       "      <td>96555</td>\n",
       "      <td>79000</td>\n",
       "      <td>118000</td>\n",
       "      <td>10000+ Employees</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Pharmaceutical &amp; Biotechnology</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Clinical Research Associate</td>\n",
       "      <td>Mulgrave</td>\n",
       "      <td>Bristol Myers Squibb</td>\n",
       "      <td>https://www.glassdoor.com.au/partner/jobListin...</td>\n",
       "      <td>96555</td>\n",
       "      <td>79000</td>\n",
       "      <td>118000</td>\n",
       "      <td>10000+ Employees</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Pharmaceutical &amp; Biotechnology</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clinical Research Associate</td>\n",
       "      <td>Mulgrave</td>\n",
       "      <td>Bristol Myers Squibb</td>\n",
       "      <td>https://www.glassdoor.com.au/partner/jobListin...</td>\n",
       "      <td>96555</td>\n",
       "      <td>79000</td>\n",
       "      <td>118000</td>\n",
       "      <td>10000+ Employees</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Pharmaceutical &amp; Biotechnology</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>ANZ Banking Group</td>\n",
       "      <td>https://www.glassdoor.com.au/partner/jobListin...</td>\n",
       "      <td>115631</td>\n",
       "      <td>94000</td>\n",
       "      <td>143000</td>\n",
       "      <td>10000+ Employees</td>\n",
       "      <td>Company - Public</td>\n",
       "      <td>Finance</td>\n",
       "      <td>...</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Job Title Job Location               Company  \\\n",
       "0                      Analyst    Melbourne     ANZ Banking Group   \n",
       "1  Clinical Research Associate     Mulgrave  Bristol Myers Squibb   \n",
       "2  Clinical Research Associate     Mulgrave  Bristol Myers Squibb   \n",
       "3  Clinical Research Associate     Mulgrave  Bristol Myers Squibb   \n",
       "4               Data Scientist    Melbourne     ANZ Banking Group   \n",
       "\n",
       "                                                 Url  Estimate Base Salary  \\\n",
       "0  https://www.glassdoor.com.au/partner/jobListin...                 95917   \n",
       "1  https://www.glassdoor.com.au/partner/jobListin...                 96555   \n",
       "2  https://www.glassdoor.com.au/partner/jobListin...                 96555   \n",
       "3  https://www.glassdoor.com.au/partner/jobListin...                 96555   \n",
       "4  https://www.glassdoor.com.au/partner/jobListin...                115631   \n",
       "\n",
       "   Low Estimate  High Estimate      Company Size      Company Type  \\\n",
       "0         80000         115000  10000+ Employees  Company - Public   \n",
       "1         79000         118000  10000+ Employees  Company - Public   \n",
       "2         79000         118000  10000+ Employees  Company - Public   \n",
       "3         79000         118000  10000+ Employees  Company - Public   \n",
       "4         94000         143000  10000+ Employees  Company - Public   \n",
       "\n",
       "                   Company Sector  ...  cassandra_yn hive_yn bigml_yn  \\\n",
       "0                         Finance  ...             0       0        0   \n",
       "1  Pharmaceutical & Biotechnology  ...             0       0        0   \n",
       "2  Pharmaceutical & Biotechnology  ...             0       0        0   \n",
       "3  Pharmaceutical & Biotechnology  ...             0       0        0   \n",
       "4                         Finance  ...             0       0        0   \n",
       "\n",
       "  tableau_yn  powerbi_yn  nlp_yn  pytorch_yn  tensorflow_yn  mathematic_yn  \\\n",
       "0          0           0       0           0              0              1   \n",
       "1          0           0       0           0              0              0   \n",
       "2          0           0       0           0              0              0   \n",
       "3          0           0       0           0              0              0   \n",
       "4          0           0       0           0              0              0   \n",
       "\n",
       "   statistic_yn  \n",
       "0             0  \n",
       "1             0  \n",
       "2             0  \n",
       "3             0  \n",
       "4             0  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "70c0649e",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Job Title                         object\n",
       "Job Location                      object\n",
       "Company                           object\n",
       "Url                               object\n",
       "Estimate Base Salary               int64\n",
       "Low Estimate                       int64\n",
       "High Estimate                      int64\n",
       "Company Size                      object\n",
       "Company Type                      object\n",
       "Company Sector                    object\n",
       "Company Founded                  float64\n",
       "Company Industry                  object\n",
       "Company Revenue                   object\n",
       "Job Descriptions                  object\n",
       "Company Rating                   float64\n",
       "Company Friend Reccomendation    float64\n",
       "Company CEO Approval             float64\n",
       "Companny Number of Rater         float64\n",
       "Company Career Opportinities     float64\n",
       "Compensation and Benefits        float64\n",
       "Company Culture and Values       float64\n",
       "Company Senior Management        float64\n",
       "Company Work Life Balance        float64\n",
       "Country                           object\n",
       "State                             object\n",
       "python_yn                          int64\n",
       "r_yn                               int64\n",
       "sql_yn                             int64\n",
       "java_yn                            int64\n",
       "julia_yn                           int64\n",
       "scala_yn                           int64\n",
       "c_yn                               int64\n",
       "c++_yn                             int64\n",
       "javascript_yn                      int64\n",
       "spark_yn                           int64\n",
       "hadoop_yn                          int64\n",
       "matlab_yn                          int64\n",
       "sas_yn                             int64\n",
       "git_yn                             int64\n",
       "excel_yn                           int64\n",
       "nosql_yn                           int64\n",
       "aws_yn                             int64\n",
       "mongodb_yn                         int64\n",
       "cassandra_yn                       int64\n",
       "hive_yn                            int64\n",
       "bigml_yn                           int64\n",
       "tableau_yn                         int64\n",
       "powerbi_yn                         int64\n",
       "nlp_yn                             int64\n",
       "pytorch_yn                         int64\n",
       "tensorflow_yn                      int64\n",
       "mathematic_yn                      int64\n",
       "statistic_yn                       int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "032888fb",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Job Title', 'Job Location', 'Company', 'Url', 'Estimate Base Salary',\n",
       "       'Low Estimate', 'High Estimate', 'Company Size', 'Company Type',\n",
       "       'Company Sector', 'Company Founded', 'Company Industry',\n",
       "       'Company Revenue', 'Job Descriptions', 'Company Rating',\n",
       "       'Company Friend Reccomendation', 'Company CEO Approval',\n",
       "       'Companny Number of Rater', 'Company Career Opportinities',\n",
       "       'Compensation and Benefits', 'Company Culture and Values',\n",
       "       'Company Senior Management', 'Company Work Life Balance', 'Country',\n",
       "       'State', 'python_yn', 'r_yn', 'sql_yn', 'java_yn', 'julia_yn',\n",
       "       'scala_yn', 'c_yn', 'c++_yn', 'javascript_yn', 'spark_yn', 'hadoop_yn',\n",
       "       'matlab_yn', 'sas_yn', 'git_yn', 'excel_yn', 'nosql_yn', 'aws_yn',\n",
       "       'mongodb_yn', 'cassandra_yn', 'hive_yn', 'bigml_yn', 'tableau_yn',\n",
       "       'powerbi_yn', 'nlp_yn', 'pytorch_yn', 'tensorflow_yn', 'mathematic_yn',\n",
       "       'statistic_yn'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "61c93a9b",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Company Rating'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation \n",
    "plt.figure(figsize=(21, 10))\n",
    "df=pd.DataFrame(my_data[[\"Company Culture and Values\", \"Company Senior Management\", \"Compensation and Benefits\", \"Company Work Life Balance\", \"Company Rating\"]])\n",
    "df=df.set_index(\"Company Rating\")\n",
    "df=df.dropna()\n",
    "sns.lineplot(data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f861ce18",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-16T13:24:49.461144Z",
     "iopub.status.busy": "2022-08-16T13:24:49.460117Z",
     "iopub.status.idle": "2022-08-16T13:24:51.173023Z",
     "shell.execute_reply": "2022-08-16T13:24:51.171720Z"
    },
    "papermill": {
     "duration": 1.726318,
     "end_time": "2022-08-16T13:24:51.177360",
     "exception": false,
     "start_time": "2022-08-16T13:24:49.451042",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How much percentage of applicants know these languages or tools\n",
    "plt.figure(figsize=(30, 10))\n",
    "df=pd.DataFrame(my_data[['python_yn', 'r_yn', 'sql_yn', 'java_yn', 'julia_yn',\n",
    "       'scala_yn', 'c_yn', 'c++_yn', 'javascript_yn', 'spark_yn', 'hadoop_yn',\n",
    "       'matlab_yn', 'sas_yn', 'git_yn', 'excel_yn', 'nosql_yn', 'aws_yn',\n",
    "       'mongodb_yn', 'cassandra_yn', 'hive_yn', 'bigml_yn', 'tableau_yn',\n",
    "       'powerbi_yn', 'nlp_yn', 'pytorch_yn', 'tensorflow_yn', 'mathematic_yn',\n",
    "       'statistic_yn', 'Estimate Base Salary']])\n",
    "df=df.set_index(\"Estimate Base Salary\")\n",
    "df=df.dropna()\n",
    "sns.barplot(data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f5429f0b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-16T13:24:51.196281Z",
     "iopub.status.busy": "2022-08-16T13:24:51.195820Z",
     "iopub.status.idle": "2022-08-16T13:24:52.889098Z",
     "shell.execute_reply": "2022-08-16T13:24:52.887978Z"
    },
    "papermill": {
     "duration": 1.70673,
     "end_time": "2022-08-16T13:24:52.892310",
     "exception": false,
     "start_time": "2022-08-16T13:24:51.185580",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Company Founded', ylabel='Estimate Base Salary'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Latest companies' salaries are approxitmately more.\n",
    "plt.figure(figsize=(21,10))\n",
    "sns.lineplot(x=my_data[\"Company Founded\"], y=my_data[\"Estimate Base Salary\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7e16ca93",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-16T13:24:52.914726Z",
     "iopub.status.busy": "2022-08-16T13:24:52.913622Z",
     "iopub.status.idle": "2022-08-16T13:24:53.372778Z",
     "shell.execute_reply": "2022-08-16T13:24:53.371497Z"
    },
    "papermill": {
     "duration": 0.472866,
     "end_time": "2022-08-16T13:24:53.375447",
     "exception": false,
     "start_time": "2022-08-16T13:24:52.902581",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Company Friend Reccomendation', ylabel='Company CEO Approval'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1512x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How company's friend recommendation is helpful for company CEO Approval \n",
    "plt.figure(figsize=(21,9))\n",
    "sns.regplot(x=my_data[\"Company Friend Reccomendation\"], y=my_data[\"Company CEO Approval\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e5d95674",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-16T13:24:53.398475Z",
     "iopub.status.busy": "2022-08-16T13:24:53.398047Z",
     "iopub.status.idle": "2022-08-16T13:24:53.408103Z",
     "shell.execute_reply": "2022-08-16T13:24:53.406784Z"
    },
    "papermill": {
     "duration": 0.024971,
     "end_time": "2022-08-16T13:24:53.410916",
     "exception": false,
     "start_time": "2022-08-16T13:24:53.385945",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Analyst', 'Clinical Research Associate', 'Data Scientist',\n",
       "       'Clinical Research Assistant', 'Software Engineer', 'QC Analyst',\n",
       "       'Graduate Technology Associate', 'Program Manager',\n",
       "       'Customer Relations Manager', 'Data Analyst',\n",
       "       'Graduate Research Fellow', 'Researcher', 'Research Assistant',\n",
       "       'Technical Assistant', 'Associate Systems Analyst',\n",
       "       'Data Engineer', 'Geologist', 'Machine Learning Engineer',\n",
       "       'Quality Manager', 'Music Teacher', 'Business Analyst',\n",
       "       'Food Technologist', 'Elementary School Teacher',\n",
       "       'Reporting Analyst', 'Translator', 'Data Manager', 'Risk Manager',\n",
       "       'Technology Specialist', 'Operations Manager',\n",
       "       '2023 STEM Graduate (multiple roles) (VPSG3.1)', 'Chemist',\n",
       "       'Behavioural Specialist', 'Data Specialist', 'Program Officer',\n",
       "       'Associate Data Analyst', 'Freelance Translator',\n",
       "       'Graduate Meteorologist', 'Medical Laboratory Tech',\n",
       "       'Researcher IV', 'Lead Quality Manager', 'Lecturer',\n",
       "       'Cadastral Adjustment Technician (Surveyor) - Digital Cadastre Modernisation',\n",
       "       'Senior Research Fellow', 'Support Engineer', 'Science Teacher',\n",
       "       'Lab Technician', 'Summer Non Title', 'Physical Education Teacher',\n",
       "       'Research Coordinator', 'Research Scientist', 'Safety Manager',\n",
       "       'Research Engineer', 'Research Fellow', 'Non Title',\n",
       "       'Associate Consultant', 'GIS Analyst', 'Caregiver III',\n",
       "       'Senior Clinical Research Associate', 'Caregiver',\n",
       "       'Graduate Consultant', 'Director Data Scientist',\n",
       "       'Support Specialist', 'Senior Consultant',\n",
       "       'Data Specialist Manager', 'Graduate Trader',\n",
       "       'Senior Market Research', 'Quantitative Researcher',\n",
       "       'Associate Engineer',\n",
       "       'EL 2 (S&T Level 6) - Research Cloud and Compute',\n",
       "       'Data Center Technician', 'Technical Fellow, Job Seeker',\n",
       "       'Environmental Scientist', 'Senior Product Manager',\n",
       "       'Graduate Environmental Engineer', 'Management Accountant',\n",
       "       'Technical Product Manager', 'IT Support Analyst',\n",
       "       'Systems Administrator', 'Graduate IT Support Analyst',\n",
       "       'Compliance Officer', 'Medical Laboratory Scientist',\n",
       "       'Junior IT Support Analyst', 'Summer Consultant', 'Engineer',\n",
       "       'Product Manager', 'Graduate Data Scientist', 'Junior Trader',\n",
       "       'Compliance Analyst', 'Salesforce Developer',\n",
       "       'Associate Research Assistant', 'Content Specialist',\n",
       "       'Senior Risk Analyst', 'Research Analyst',\n",
       "       'Environmental Engineer', 'Junior BI Engineer',\n",
       "       'APS6, EL1 - High Performance Computing (HPC) and Various Specialist ICT',\n",
       "       'Exercise Physiologist', 'Community Manager', 'Site Manager',\n",
       "       'Senior Civil Engineer', 'Mechanic', 'Senior Software Developer',\n",
       "       'Principal Support Engineer', nan, 'Senior BI Engineer',\n",
       "       'Senior Advisor', 'Operations Engineer', 'Senior Market Analyst',\n",
       "       'Strategy Manager', 'Lead Training Specialist',\n",
       "       'Graduate Software Developer', 'Senior Pilot', 'Education',\n",
       "       'Quantitative Analyst', 'Compliance Auditor',\n",
       "       'Graduate Data Consultant', 'Customer Relations',\n",
       "       'Lead Data Specialist', 'Graduate Data Specialist',\n",
       "       'Analytics Consultant', 'Student', 'Brewer Trainee',\n",
       "       'Graduate Environmental Scientist', 'Senior Analyst',\n",
       "       'Scientific Advisor', 'Lead Product Specialist', 'Data Consultant',\n",
       "       'Planning Analyst', 'Research Manager', 'Medical Science Liaison',\n",
       "       'Category Manager', 'Platform Engineer', 'Lab Assistant',\n",
       "       'Senior Research Assistant', 'Assistant Trainer', 'Lead Writer',\n",
       "       'Mobile Engineer', 'Simulation Engineer', 'Applications Engineer',\n",
       "       'Clinical Laboratory Scientist', 'Lead BI Manager',\n",
       "       'Analyst Manager', 'Environmental Specialist',\n",
       "       'Enterprise Architect', 'Technical Support', 'Software Developer',\n",
       "       'Field Service Engineer', 'Senior Urban Planner',\n",
       "       'Project Manager', 'Applications Support Specialist',\n",
       "       'Administrative Assistant', 'Lead Group Manager', 'Clinic Manager',\n",
       "       'Senior Biologist', 'Technology Analyst I', 'Business Architect',\n",
       "       'Devops Engineer', 'Engineer I', 'Postdoctoral Research Fellow',\n",
       "       'Front End Engineer', 'FOOD STANDARDS OFFICER', 'Consultant',\n",
       "       'Systems Engineer', 'Logistics Associate', 'Assistant QA Analyst',\n",
       "       'Senior Lecturer', 'Customer Success Manager', 'Associate Leader',\n",
       "       'Management Consultant Manager', 'ANIMAL HEALTH ADVISER',\n",
       "       'Senior Manager Management Consultant', 'Animal Health Adviser',\n",
       "       'Technical Consultant', 'Research Technician',\n",
       "       'Operations Support Specialist', 'Associate Applications Engineer',\n",
       "       'Advisor', 'Geophysicist', 'WASTE LEVY AND DATA ADVISER',\n",
       "       'Education Manager', 'Lead Petroleum Engineer',\n",
       "       'Database Developer', 'Operations Administrator',\n",
       "       'Senior Materials Scientist', 'Network Specialist',\n",
       "       'Associate Data Engineer', 'Analyst I', 'Housekeeper',\n",
       "       'IT Specialist', 'Technician', 'Writer', 'Senior QA Analyst',\n",
       "       'Education Consultant', 'Business Development Manager',\n",
       "       'Applications Support Analyst II', 'Support Manager',\n",
       "       'Enterprise Developer', 'Senior Compliance Officer',\n",
       "       'Network Manager', 'Power Systems Engineer', 'Oracle Consultant',\n",
       "       'Network Engineer', 'Full Stack Engineer', 'Account Executive',\n",
       "       'Senior Lead UX Designer', 'Lead Security Consultant',\n",
       "       'Senior Animator', 'Product Marketing', 'Storage Engineer Manager',\n",
       "       'IT Systems Specialist', 'Associate QA Analyst',\n",
       "       'Staff Reliability Engineer', 'Senior UX Designer',\n",
       "       'Biostatistician', 'Senior Policy Analyst', 'Office Administrator',\n",
       "       'Associate Director Research Scientist', 'Graduate Civil Engineer',\n",
       "       'Lead Engagement Manager', 'Technical Manager',\n",
       "       'Specialist Family Violence Practitioner', 'Graduate Advisor',\n",
       "       'Entry Level Media Coordinator', 'Coordinator',\n",
       "       'Graduate Environmental Specialist', 'CIO',\n",
       "       'Entry Level IT Administrator', 'Graduate Transportation Planner',\n",
       "       'Graduate Mechanical Engineer', 'Investment Analyst',\n",
       "       'System Test Engineer', 'Visualisation Specialist',\n",
       "       'Management Consultant', 'Technical Analyst',\n",
       "       'Lead Analytics Consultant', 'Data Engineer Manager',\n",
       "       'Graduate Metallurgical Engineer', 'Helicopter Pilot',\n",
       "       'Associate Lecturer', 'Senior Professional Services Consultant',\n",
       "       'Graduate Research Assistant', 'Solutions Specialist',\n",
       "       'Senior Analytics Consultant', 'Civil Engineer', 'Lead Engineer',\n",
       "       'Senior Contract Administrator', 'Information Security Engineer'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_data[\"Job Title\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a46c4ac0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-08-16T13:24:53.434760Z",
     "iopub.status.busy": "2022-08-16T13:24:53.434341Z",
     "iopub.status.idle": "2022-08-16T13:24:53.553505Z",
     "shell.execute_reply": "2022-08-16T13:24:53.552279Z"
    },
    "papermill": {
     "duration": 0.134061,
     "end_time": "2022-08-16T13:24:53.556006",
     "exception": false,
     "start_time": "2022-08-16T13:24:53.421945",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Estimate Base Salary</th>\n",
       "      <th>Low Estimate</th>\n",
       "      <th>High Estimate</th>\n",
       "      <th>Company Founded</th>\n",
       "      <th>Company Rating</th>\n",
       "      <th>Company Friend Reccomendation</th>\n",
       "      <th>Company CEO Approval</th>\n",
       "      <th>Companny Number of Rater</th>\n",
       "      <th>Company Career Opportinities</th>\n",
       "      <th>Compensation and Benefits</th>\n",
       "      <th>...</th>\n",
       "      <th>cassandra_yn</th>\n",
       "      <th>hive_yn</th>\n",
       "      <th>bigml_yn</th>\n",
       "      <th>tableau_yn</th>\n",
       "      <th>powerbi_yn</th>\n",
       "      <th>nlp_yn</th>\n",
       "      <th>pytorch_yn</th>\n",
       "      <th>tensorflow_yn</th>\n",
       "      <th>mathematic_yn</th>\n",
       "      <th>statistic_yn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>175.00000</td>\n",
       "      <td>334.00000</td>\n",
       "      <td>310.00000</td>\n",
       "      <td>216.000000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>431.0</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.0</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "      <td>431.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>117736.046404</td>\n",
       "      <td>103508.120650</td>\n",
       "      <td>134412.993039</td>\n",
       "      <td>1926.96000</td>\n",
       "      <td>3.96018</td>\n",
       "      <td>78.03871</td>\n",
       "      <td>78.416667</td>\n",
       "      <td>1142.817365</td>\n",
       "      <td>3.783533</td>\n",
       "      <td>3.749102</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.169374</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.352668</td>\n",
       "      <td>0.150812</td>\n",
       "      <td>0.262181</td>\n",
       "      <td>0.051044</td>\n",
       "      <td>0.053364</td>\n",
       "      <td>0.468677</td>\n",
       "      <td>0.447796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>22178.938611</td>\n",
       "      <td>24896.330241</td>\n",
       "      <td>22100.641222</td>\n",
       "      <td>71.26939</td>\n",
       "      <td>0.42014</td>\n",
       "      <td>11.61791</td>\n",
       "      <td>11.425899</td>\n",
       "      <td>2652.366155</td>\n",
       "      <td>0.546294</td>\n",
       "      <td>0.479661</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375517</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.478356</td>\n",
       "      <td>0.358281</td>\n",
       "      <td>0.440332</td>\n",
       "      <td>0.220343</td>\n",
       "      <td>0.225020</td>\n",
       "      <td>0.499598</td>\n",
       "      <td>0.497845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>75876.000000</td>\n",
       "      <td>57000.000000</td>\n",
       "      <td>95000.000000</td>\n",
       "      <td>1631.00000</td>\n",
       "      <td>2.90000</td>\n",
       "      <td>40.00000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>103807.500000</td>\n",
       "      <td>90000.000000</td>\n",
       "      <td>119000.000000</td>\n",
       "      <td>1850.00000</td>\n",
       "      <td>3.80000</td>\n",
       "      <td>73.00000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>120000.000000</td>\n",
       "      <td>103000.000000</td>\n",
       "      <td>140000.000000</td>\n",
       "      <td>1911.00000</td>\n",
       "      <td>3.90000</td>\n",
       "      <td>79.00000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>128452.000000</td>\n",
       "      <td>116000.000000</td>\n",
       "      <td>144000.000000</td>\n",
       "      <td>2001.00000</td>\n",
       "      <td>4.10000</td>\n",
       "      <td>85.00000</td>\n",
       "      <td>86.000000</td>\n",
       "      <td>1263.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>188296.000000</td>\n",
       "      <td>176000.000000</td>\n",
       "      <td>201000.000000</td>\n",
       "      <td>2015.00000</td>\n",
       "      <td>5.00000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>10725.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Estimate Base Salary   Low Estimate  High Estimate  Company Founded  \\\n",
       "count            431.000000     431.000000     431.000000        175.00000   \n",
       "mean          117736.046404  103508.120650  134412.993039       1926.96000   \n",
       "std            22178.938611   24896.330241   22100.641222         71.26939   \n",
       "min            75876.000000   57000.000000   95000.000000       1631.00000   \n",
       "25%           103807.500000   90000.000000  119000.000000       1850.00000   \n",
       "50%           120000.000000  103000.000000  140000.000000       1911.00000   \n",
       "75%           128452.000000  116000.000000  144000.000000       2001.00000   \n",
       "max           188296.000000  176000.000000  201000.000000       2015.00000   \n",
       "\n",
       "       Company Rating  Company Friend Reccomendation  Company CEO Approval  \\\n",
       "count       334.00000                      310.00000            216.000000   \n",
       "mean          3.96018                       78.03871             78.416667   \n",
       "std           0.42014                       11.61791             11.425899   \n",
       "min           2.90000                       40.00000             40.000000   \n",
       "25%           3.80000                       73.00000             75.000000   \n",
       "50%           3.90000                       79.00000             81.000000   \n",
       "75%           4.10000                       85.00000             86.000000   \n",
       "max           5.00000                      100.00000             96.000000   \n",
       "\n",
       "       Companny Number of Rater  Company Career Opportinities  \\\n",
       "count                334.000000                    334.000000   \n",
       "mean                1142.817365                      3.783533   \n",
       "std                 2652.366155                      0.546294   \n",
       "min                    0.000000                      2.900000   \n",
       "25%                    0.000000                      3.400000   \n",
       "50%                   80.000000                      3.800000   \n",
       "75%                 1263.000000                      4.000000   \n",
       "max                10725.000000                      5.000000   \n",
       "\n",
       "       Compensation and Benefits  ...  cassandra_yn     hive_yn  bigml_yn  \\\n",
       "count                 334.000000  ...         431.0  431.000000     431.0   \n",
       "mean                    3.749102  ...           0.0    0.169374       0.0   \n",
       "std                     0.479661  ...           0.0    0.375517       0.0   \n",
       "min                     2.000000  ...           0.0    0.000000       0.0   \n",
       "25%                     3.500000  ...           0.0    0.000000       0.0   \n",
       "50%                     3.700000  ...           0.0    0.000000       0.0   \n",
       "75%                     3.900000  ...           0.0    0.000000       0.0   \n",
       "max                     5.000000  ...           0.0    1.000000       0.0   \n",
       "\n",
       "       tableau_yn  powerbi_yn      nlp_yn  pytorch_yn  tensorflow_yn  \\\n",
       "count  431.000000  431.000000  431.000000  431.000000     431.000000   \n",
       "mean     0.352668    0.150812    0.262181    0.051044       0.053364   \n",
       "std      0.478356    0.358281    0.440332    0.220343       0.225020   \n",
       "min      0.000000    0.000000    0.000000    0.000000       0.000000   \n",
       "25%      0.000000    0.000000    0.000000    0.000000       0.000000   \n",
       "50%      0.000000    0.000000    0.000000    0.000000       0.000000   \n",
       "75%      1.000000    0.000000    1.000000    0.000000       0.000000   \n",
       "max      1.000000    1.000000    1.000000    1.000000       1.000000   \n",
       "\n",
       "       mathematic_yn  statistic_yn  \n",
       "count     431.000000    431.000000  \n",
       "mean        0.468677      0.447796  \n",
       "std         0.499598      0.497845  \n",
       "min         0.000000      0.000000  \n",
       "25%         0.000000      0.000000  \n",
       "50%         0.000000      0.000000  \n",
       "75%         1.000000      1.000000  \n",
       "max         1.000000      1.000000  \n",
       "\n",
       "[8 rows x 41 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe=pd.DataFrame(my_data.loc[(my_data[\"Job Title\"]==\"Data Scientist\")])\n",
    "dataframe.describe()\n",
    "# maximum salary of Data Science in Australia is about 2 Lakhs.\n",
    "# The data of the companies which founded in the year >=1631 and <=2015 is in this dataset.\n",
    "# Some (companies Founded) Year is missing in the data.\n",
    "# Also Company Rating , Company Friend Reccomendation, Company CEO Approval, Companny Number of Rater, Company Career Opportinities, Compensation and Benefits data is missing."
   ]
  }
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