eda-and-salary-prediction-using-ml-models.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## EDA and Salary prediction using ML models of DataScience Employees","metadata":{}},{"cell_type":"markdown","source":"## Introduction\nThe purpose of this analysis is to examine multiple factors and their complex interrelationships to accurately predict wage outcomes. This study strives to furnish invaluable insights into the current salary trajectories in the realm of data science, simultaneously laying a robust foundation for future explorations into the impact of key determinants like experience level, employment type and company size on the wage structures within this swiftly advancing profession.","metadata":{}},{"cell_type":"markdown","source":"## Importing Libraries","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.826591Z","iopub.execute_input":"2023-06-14T11:40:40.827141Z","iopub.status.idle":"2023-06-14T11:40:40.835829Z","shell.execute_reply.started":"2023-06-14T11:40:40.827102Z","shell.execute_reply":"2023-06-14T11:40:40.833638Z"},"trusted":true},"execution_count":262,"outputs":[]},{"cell_type":"markdown","source":"## Importing Dataset","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/data-science-salaries-2023/ds_salaries.csv\")\n","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.840167Z","iopub.execute_input":"2023-06-14T11:40:40.842007Z","iopub.status.idle":"2023-06-14T11:40:40.865639Z","shell.execute_reply.started":"2023-06-14T11:40:40.841940Z","shell.execute_reply":"2023-06-14T11:40:40.864208Z"},"trusted":true},"execution_count":263,"outputs":[]},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.868093Z","iopub.execute_input":"2023-06-14T11:40:40.868508Z","iopub.status.idle":"2023-06-14T11:40:40.897272Z","shell.execute_reply.started":"2023-06-14T11:40:40.868475Z","shell.execute_reply":"2023-06-14T11:40:40.896041Z"},"trusted":true},"execution_count":264,"outputs":[{"execution_count":264,"output_type":"execute_result","data":{"text/plain":"      work_year experience_level employment_type                 job_title  \\\n0          2023               SE              FT  Principal Data Scientist   \n1          2023               MI              CT               ML Engineer   \n2          2023               MI              CT               ML Engineer   \n3          2023               SE              FT            Data Scientist   \n4          2023               SE              FT            Data Scientist   \n...         ...              ...             ...                       ...   \n3750       2020               SE              FT            Data Scientist   \n3751       2021               MI              FT  Principal Data Scientist   \n3752       2020               EN              FT            Data Scientist   \n3753       2020               EN              CT     Business Data Analyst   \n3754       2021               SE              FT      Data Science Manager   \n\n       salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n0       80000             EUR          85847                 ES           100   \n1       30000             USD          30000                 US           100   \n2       25500             USD          25500                 US           100   \n3      175000             USD         175000                 CA           100   \n4      120000             USD         120000                 CA           100   \n...       ...             ...            ...                ...           ...   \n3750   412000             USD         412000                 US           100   \n3751   151000             USD         151000                 US           100   \n3752   105000             USD         105000                 US           100   \n3753   100000             USD         100000                 US           100   \n3754  7000000             INR          94665                 IN            50   \n\n     company_location company_size  \n0                  ES            L  \n1                  US            S  \n2                  US            S  \n3                  CA            M  \n4                  CA            M  \n...               ...          ...  \n3750               US            L  \n3751               US            L  \n3752               US            S  \n3753               US            L  \n3754               IN            L  \n\n[3755 rows x 11 columns]","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>work_year</th>\n      <th>experience_level</th>\n      <th>employment_type</th>\n      <th>job_title</th>\n      <th>salary</th>\n      <th>salary_currency</th>\n      <th>salary_in_usd</th>\n      <th>employee_residence</th>\n      <th>remote_ratio</th>\n      <th>company_location</th>\n      <th>company_size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>80000</td>\n      <td>EUR</td>\n      <td>85847</td>\n      <td>ES</td>\n      <td>100</td>\n      <td>ES</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>30000</td>\n      <td>USD</td>\n      <td>30000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>25500</td>\n      <td>USD</td>\n      <td>25500</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>175000</td>\n      <td>USD</td>\n      <td>175000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>120000</td>\n      <td>USD</td>\n      <td>120000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3750</th>\n      <td>2020</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>412000</td>\n      <td>USD</td>\n      <td>412000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3751</th>\n      <td>2021</td>\n      <td>MI</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>151000</td>\n      <td>USD</td>\n      <td>151000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3752</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>105000</td>\n      <td>USD</td>\n      <td>105000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3753</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>CT</td>\n      <td>Business Data Analyst</td>\n      <td>100000</td>\n      <td>USD</td>\n      <td>100000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3754</th>\n      <td>2021</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Science Manager</td>\n      <td>7000000</td>\n      <td>INR</td>\n      <td>94665</td>\n      <td>IN</td>\n      <td>50</td>\n      <td>IN</td>\n      <td>L</td>\n    </tr>\n  </tbody>\n</table>\n<p>3755 rows × 11 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"### Top 20 values","metadata":{}},{"cell_type":"code","source":"df.head(20)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.920992Z","iopub.execute_input":"2023-06-14T11:40:40.921513Z","iopub.status.idle":"2023-06-14T11:40:40.948023Z","shell.execute_reply.started":"2023-06-14T11:40:40.921475Z","shell.execute_reply":"2023-06-14T11:40:40.946344Z"},"trusted":true},"execution_count":265,"outputs":[{"execution_count":265,"output_type":"execute_result","data":{"text/plain":"    work_year experience_level employment_type                 job_title  \\\n0        2023               SE              FT  Principal Data Scientist   \n1        2023               MI              CT               ML Engineer   \n2        2023               MI              CT               ML Engineer   \n3        2023               SE              FT            Data Scientist   \n4        2023               SE              FT            Data Scientist   \n5        2023               SE              FT         Applied Scientist   \n6        2023               SE              FT         Applied Scientist   \n7        2023               SE              FT            Data Scientist   \n8        2023               SE              FT            Data Scientist   \n9        2023               SE              FT            Data Scientist   \n10       2023               SE              FT            Data Scientist   \n11       2023               SE              FT              Data Analyst   \n12       2023               SE              FT              Data Analyst   \n13       2023               EN              FT         Applied Scientist   \n14       2023               EN              FT         Applied Scientist   \n15       2023               SE              FT              Data Modeler   \n16       2023               SE              FT              Data Modeler   \n17       2023               SE              FT            Data Scientist   \n18       2023               SE              FT            Data Scientist   \n19       2023               MI              FT              Data Analyst   \n\n    salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n0    80000             EUR          85847                 ES           100   \n1    30000             USD          30000                 US           100   \n2    25500             USD          25500                 US           100   \n3   175000             USD         175000                 CA           100   \n4   120000             USD         120000                 CA           100   \n5   222200             USD         222200                 US             0   \n6   136000             USD         136000                 US             0   \n7   219000             USD         219000                 CA             0   \n8   141000             USD         141000                 CA             0   \n9   147100             USD         147100                 US             0   \n10   90700             USD          90700                 US             0   \n11  130000             USD         130000                 US           100   \n12  100000             USD         100000                 US           100   \n13  213660             USD         213660                 US             0   \n14  130760             USD         130760                 US             0   \n15  147100             USD         147100                 US             0   \n16   90700             USD          90700                 US             0   \n17  170000             USD         170000                 US             0   \n18  150000             USD         150000                 US             0   \n19  150000             USD         150000                 US           100   \n\n   company_location company_size  \n0                ES            L  \n1                US            S  \n2                US            S  \n3                CA            M  \n4                CA            M  \n5                US            L  \n6                US            L  \n7                CA            M  \n8                CA            M  \n9                US            M  \n10               US            M  \n11               US            M  \n12               US            M  \n13               US            L  \n14               US            L  \n15               US            M  \n16               US            M  \n17               US            M  \n18               US            M  \n19               US            M  ","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>work_year</th>\n      <th>experience_level</th>\n      <th>employment_type</th>\n      <th>job_title</th>\n      <th>salary</th>\n      <th>salary_currency</th>\n      <th>salary_in_usd</th>\n      <th>employee_residence</th>\n      <th>remote_ratio</th>\n      <th>company_location</th>\n      <th>company_size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>80000</td>\n      <td>EUR</td>\n      <td>85847</td>\n      <td>ES</td>\n      <td>100</td>\n      <td>ES</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>30000</td>\n      <td>USD</td>\n      <td>30000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>25500</td>\n      <td>USD</td>\n      <td>25500</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>175000</td>\n      <td>USD</td>\n      <td>175000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>120000</td>\n      <td>USD</td>\n      <td>120000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Applied Scientist</td>\n      <td>222200</td>\n      <td>USD</td>\n      <td>222200</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Applied Scientist</td>\n      <td>136000</td>\n      <td>USD</td>\n      <td>136000</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>219000</td>\n      <td>USD</td>\n      <td>219000</td>\n      <td>CA</td>\n      <td>0</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>141000</td>\n      <td>USD</td>\n      <td>141000</td>\n      <td>CA</td>\n      <td>0</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>147100</td>\n      <td>USD</td>\n      <td>147100</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>90700</td>\n      <td>USD</td>\n      <td>90700</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Analyst</td>\n      <td>130000</td>\n      <td>USD</td>\n      <td>130000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Analyst</td>\n      <td>100000</td>\n      <td>USD</td>\n      <td>100000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>2023</td>\n      <td>EN</td>\n      <td>FT</td>\n      <td>Applied Scientist</td>\n      <td>213660</td>\n      <td>USD</td>\n      <td>213660</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>2023</td>\n      <td>EN</td>\n      <td>FT</td>\n      <td>Applied Scientist</td>\n      <td>130760</td>\n      <td>USD</td>\n      <td>130760</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Modeler</td>\n      <td>147100</td>\n      <td>USD</td>\n      <td>147100</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Modeler</td>\n      <td>90700</td>\n      <td>USD</td>\n      <td>90700</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>170000</td>\n      <td>USD</td>\n      <td>170000</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>150000</td>\n      <td>USD</td>\n      <td>150000</td>\n      <td>US</td>\n      <td>0</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>FT</td>\n      <td>Data Analyst</td>\n      <td>150000</td>\n      <td>USD</td>\n      <td>150000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>M</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"## Exploratory Data Analysis (EDA):","metadata":{}},{"cell_type":"code","source":"df.shape","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.950841Z","iopub.execute_input":"2023-06-14T11:40:40.951305Z","iopub.status.idle":"2023-06-14T11:40:40.961268Z","shell.execute_reply.started":"2023-06-14T11:40:40.951268Z","shell.execute_reply":"2023-06-14T11:40:40.959412Z"},"trusted":true},"execution_count":266,"outputs":[{"execution_count":266,"output_type":"execute_result","data":{"text/plain":"(3755, 11)"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.963751Z","iopub.execute_input":"2023-06-14T11:40:40.965134Z","iopub.status.idle":"2023-06-14T11:40:40.991288Z","shell.execute_reply.started":"2023-06-14T11:40:40.965084Z","shell.execute_reply":"2023-06-14T11:40:40.990066Z"},"trusted":true},"execution_count":267,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 3755 entries, 0 to 3754\nData columns (total 11 columns):\n #   Column              Non-Null Count  Dtype \n---  ------              --------------  ----- \n 0   work_year           3755 non-null   int64 \n 1   experience_level    3755 non-null   object\n 2   employment_type     3755 non-null   object\n 3   job_title           3755 non-null   object\n 4   salary              3755 non-null   int64 \n 5   salary_currency     3755 non-null   object\n 6   salary_in_usd       3755 non-null   int64 \n 7   employee_residence  3755 non-null   object\n 8   remote_ratio        3755 non-null   int64 \n 9   company_location    3755 non-null   object\n 10  company_size        3755 non-null   object\ndtypes: int64(4), object(7)\nmemory usage: 322.8+ KB\n","output_type":"stream"}]},{"cell_type":"code","source":"df.columns","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:40.992933Z","iopub.execute_input":"2023-06-14T11:40:40.994380Z","iopub.status.idle":"2023-06-14T11:40:41.002547Z","shell.execute_reply.started":"2023-06-14T11:40:40.994344Z","shell.execute_reply":"2023-06-14T11:40:41.001108Z"},"trusted":true},"execution_count":268,"outputs":[{"execution_count":268,"output_type":"execute_result","data":{"text/plain":"Index(['work_year', 'experience_level', 'employment_type', 'job_title',\n       'salary', 'salary_currency', 'salary_in_usd', 'employee_residence',\n       'remote_ratio', 'company_location', 'company_size'],\n      dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"df.describe()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.020921Z","iopub.execute_input":"2023-06-14T11:40:41.022729Z","iopub.status.idle":"2023-06-14T11:40:41.051116Z","shell.execute_reply.started":"2023-06-14T11:40:41.022644Z","shell.execute_reply":"2023-06-14T11:40:41.050077Z"},"trusted":true},"execution_count":269,"outputs":[{"execution_count":269,"output_type":"execute_result","data":{"text/plain":"         work_year        salary  salary_in_usd  remote_ratio\ncount  3755.000000  3.755000e+03    3755.000000   3755.000000\nmean   2022.373635  1.906956e+05  137570.389880     46.271638\nstd       0.691448  6.716765e+05   63055.625278     48.589050\nmin    2020.000000  6.000000e+03    5132.000000      0.000000\n25%    2022.000000  1.000000e+05   95000.000000      0.000000\n50%    2022.000000  1.380000e+05  135000.000000      0.000000\n75%    2023.000000  1.800000e+05  175000.000000    100.000000\nmax    2023.000000  3.040000e+07  450000.000000    100.000000","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>work_year</th>\n      <th>salary</th>\n      <th>salary_in_usd</th>\n      <th>remote_ratio</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>3755.000000</td>\n      <td>3.755000e+03</td>\n      <td>3755.000000</td>\n      <td>3755.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>2022.373635</td>\n      <td>1.906956e+05</td>\n      <td>137570.389880</td>\n      <td>46.271638</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.691448</td>\n      <td>6.716765e+05</td>\n      <td>63055.625278</td>\n      <td>48.589050</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2020.000000</td>\n      <td>6.000000e+03</td>\n      <td>5132.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>2022.000000</td>\n      <td>1.000000e+05</td>\n      <td>95000.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>2022.000000</td>\n      <td>1.380000e+05</td>\n      <td>135000.000000</td>\n      <td>0.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>2023.000000</td>\n      <td>1.800000e+05</td>\n      <td>175000.000000</td>\n      <td>100.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>2023.000000</td>\n      <td>3.040000e+07</td>\n      <td>450000.000000</td>\n      <td>100.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.dtypes","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.052930Z","iopub.execute_input":"2023-06-14T11:40:41.054112Z","iopub.status.idle":"2023-06-14T11:40:41.061814Z","shell.execute_reply.started":"2023-06-14T11:40:41.054078Z","shell.execute_reply":"2023-06-14T11:40:41.060729Z"},"trusted":true},"execution_count":270,"outputs":[{"execution_count":270,"output_type":"execute_result","data":{"text/plain":"work_year              int64\nexperience_level      object\nemployment_type       object\njob_title             object\nsalary                 int64\nsalary_currency       object\nsalary_in_usd          int64\nemployee_residence    object\nremote_ratio           int64\ncompany_location      object\ncompany_size          object\ndtype: object"},"metadata":{}}]},{"cell_type":"code","source":"# check the missing values in the data\ndf.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.063291Z","iopub.execute_input":"2023-06-14T11:40:41.064725Z","iopub.status.idle":"2023-06-14T11:40:41.090201Z","shell.execute_reply.started":"2023-06-14T11:40:41.064660Z","shell.execute_reply":"2023-06-14T11:40:41.088679Z"},"trusted":true},"execution_count":271,"outputs":[{"execution_count":271,"output_type":"execute_result","data":{"text/plain":"work_year             0\nexperience_level      0\nemployment_type       0\njob_title             0\nsalary                0\nsalary_currency       0\nsalary_in_usd         0\nemployee_residence    0\nremote_ratio          0\ncompany_location      0\ncompany_size          0\ndtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"There are no missing values in the dataset","metadata":{}},{"cell_type":"code","source":"#Unique values in the dataset \ndf.nunique()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.092926Z","iopub.execute_input":"2023-06-14T11:40:41.093333Z","iopub.status.idle":"2023-06-14T11:40:41.114561Z","shell.execute_reply.started":"2023-06-14T11:40:41.093303Z","shell.execute_reply":"2023-06-14T11:40:41.112835Z"},"trusted":true},"execution_count":272,"outputs":[{"execution_count":272,"output_type":"execute_result","data":{"text/plain":"work_year                4\nexperience_level         4\nemployment_type          4\njob_title               93\nsalary                 815\nsalary_currency         20\nsalary_in_usd         1035\nemployee_residence      78\nremote_ratio             3\ncompany_location        72\ncompany_size             3\ndtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"###### There are 4 categorical values in the column \"experience_level\", such as:\n\n* EN, which is Entry-level.\n* MI, which is Mid-level.\n* SE, which is Senior-level.\n* EX, which is Executive-level.\n\n\n###### There are 3 categorical values in the column \"remote_ratio\", such as:\n\n* 100, which is Remotely.\n* 0, which is On-site.\n* 50, which is Hybrid.","metadata":{"execution":{"iopub.status.busy":"2023-06-14T10:19:51.093511Z","iopub.execute_input":"2023-06-14T10:19:51.094325Z","iopub.status.idle":"2023-06-14T10:19:51.102954Z","shell.execute_reply.started":"2023-06-14T10:19:51.094285Z","shell.execute_reply":"2023-06-14T10:19:51.101661Z"}}},{"cell_type":"code","source":"plt.figure(figsize=(8, 6))\nsns.countplot(data=df, x='experience_level')\nplt.xlabel('Experience Level')\nplt.ylabel('Count')\nplt.title('Distribution of Work Experience Levels')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.119010Z","iopub.execute_input":"2023-06-14T11:40:41.119972Z","iopub.status.idle":"2023-06-14T11:40:41.430909Z","shell.execute_reply.started":"2023-06-14T11:40:41.119920Z","shell.execute_reply":"2023-06-14T11:40:41.429516Z"},"trusted":true},"execution_count":273,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"# Group the data by work year\ndf1 = df.groupby(\"work_year\")[\"salary\"].mean()\n\n# Plot the average salary by work year\ndf1.plot(kind=\"bar\")\n\n# Add a title and labels\nplt.title(\"Average salary by work year\")\nplt.xlabel(\"Work year\")\nplt.ylabel(\"Salary\")\n\n# Show the plot\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:41.433016Z","iopub.execute_input":"2023-06-14T11:40:41.433425Z","iopub.status.idle":"2023-06-14T11:40:42.119600Z","shell.execute_reply.started":"2023-06-14T11:40:41.433392Z","shell.execute_reply":"2023-06-14T11:40:42.118122Z"},"trusted":true},"execution_count":274,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"df.hist()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:42.121144Z","iopub.execute_input":"2023-06-14T11:40:42.121502Z","iopub.status.idle":"2023-06-14T11:40:42.997537Z","shell.execute_reply.started":"2023-06-14T11:40:42.121473Z","shell.execute_reply":"2023-06-14T11:40:42.996145Z"},"trusted":true},"execution_count":275,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 4 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"},"metadata":{}}]},{"cell_type":"markdown","source":"#### experience_level\nEN, which refers to Entry-level / Junior.\n\nMI, which refers to Mid-level / Intermediate.\n\nSE, which refers to Senior-level / Expert.\n\nEX, which refers to Executive-level / Director.","metadata":{}},{"cell_type":"code","source":"print(\"Total value counts of the roles:-\\n \",df[\"experience_level\"].value_counts())","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.001586Z","iopub.execute_input":"2023-06-14T11:40:43.002126Z","iopub.status.idle":"2023-06-14T11:40:43.017408Z","shell.execute_reply.started":"2023-06-14T11:40:43.002091Z","shell.execute_reply":"2023-06-14T11:40:43.015514Z"},"trusted":true},"execution_count":276,"outputs":[{"name":"stdout","text":"Total value counts of the roles:-\n  SE    2516\nMI     805\nEN     320\nEX     114\nName: experience_level, dtype: int64\n","output_type":"stream"}]},{"cell_type":"code","source":"roles = [\"SE\", \"MI\", \"EN\", \"EX\"]\npeople = [2516, 805, 320, 114]\n\nplt.pie(people, labels=roles, autopct='%1.1f%%')\nplt.title('Distribution of Roles')\nplt.axis('equal')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.019259Z","iopub.execute_input":"2023-06-14T11:40:43.019923Z","iopub.status.idle":"2023-06-14T11:40:43.178047Z","shell.execute_reply.started":"2023-06-14T11:40:43.019854Z","shell.execute_reply":"2023-06-14T11:40:43.176767Z"},"trusted":true},"execution_count":277,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"print(df[\"employment_type\"].value_counts())","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.180005Z","iopub.execute_input":"2023-06-14T11:40:43.180811Z","iopub.status.idle":"2023-06-14T11:40:43.193078Z","shell.execute_reply.started":"2023-06-14T11:40:43.180764Z","shell.execute_reply":"2023-06-14T11:40:43.191105Z"},"trusted":true},"execution_count":278,"outputs":[{"name":"stdout","text":"FT    3718\nPT      17\nCT      10\nFL      10\nName: employment_type, dtype: int64\n","output_type":"stream"}]},{"cell_type":"code","source":"types=[\"FT\",\"PT\",\"CT\",\"FL\"]\nno_people=[3718,17,10,10]\nplt.pie(no_people, labels=types, autopct='%1.1f%%',explode = [0.3, 0, 0,0])\nplt.title('Number of people by emp_type')\nplt.axis('equal')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.195528Z","iopub.execute_input":"2023-06-14T11:40:43.196817Z","iopub.status.idle":"2023-06-14T11:40:43.354093Z","shell.execute_reply.started":"2023-06-14T11:40:43.196765Z","shell.execute_reply":"2023-06-14T11:40:43.352928Z"},"trusted":true},"execution_count":279,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"df[\"company_size\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.355674Z","iopub.execute_input":"2023-06-14T11:40:43.357414Z","iopub.status.idle":"2023-06-14T11:40:43.370419Z","shell.execute_reply.started":"2023-06-14T11:40:43.357369Z","shell.execute_reply":"2023-06-14T11:40:43.369074Z"},"trusted":true},"execution_count":280,"outputs":[{"execution_count":280,"output_type":"execute_result","data":{"text/plain":"M    3153\nL     454\nS     148\nName: company_size, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"company_numbers = [3153, 454, 148]\ncompany_size = [\"M\", \"L\", \"S\"]\nexplode = [0.1, 0, 0]  \nplt.pie(company_numbers, labels=company_size, explode=explode, autopct='%1.1f%%')\nplt.axis('equal')\nplt.title(\"Company size\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.373632Z","iopub.execute_input":"2023-06-14T11:40:43.374630Z","iopub.status.idle":"2023-06-14T11:40:43.525096Z","shell.execute_reply.started":"2023-06-14T11:40:43.374581Z","shell.execute_reply":"2023-06-14T11:40:43.523761Z"},"trusted":true},"execution_count":281,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"df[\"job_title\"].value_counts()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.531264Z","iopub.execute_input":"2023-06-14T11:40:43.532096Z","iopub.status.idle":"2023-06-14T11:40:43.546772Z","shell.execute_reply.started":"2023-06-14T11:40:43.532051Z","shell.execute_reply":"2023-06-14T11:40:43.545011Z"},"trusted":true},"execution_count":282,"outputs":[{"execution_count":282,"output_type":"execute_result","data":{"text/plain":"Data Engineer                          1040\nData Scientist                          840\nData Analyst                            612\nMachine Learning Engineer               289\nAnalytics Engineer                      103\n                                       ... \nPrincipal Machine Learning Engineer       1\nAzure Data Engineer                       1\nManager Data Management                   1\nMarketing Data Engineer                   1\nFinance Data Analyst                      1\nName: job_title, Length: 93, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"# Calculate mean salaries for each job title\njob_title_salaries = df.groupby('job_title')['salary_in_usd'].mean().sort_values(ascending=False)\n\n# Create horizontal bar chart\nfig, ax = plt.subplots(figsize=(8, 20))\nax.barh(job_title_salaries.index, job_title_salaries.values)\nax.set_title('Average Salaries by Job Title')\nax.set_xlabel('Salary in USD')\nax.set_ylabel('Job Title')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:43.549741Z","iopub.execute_input":"2023-06-14T11:40:43.550787Z","iopub.status.idle":"2023-06-14T11:40:44.966434Z","shell.execute_reply.started":"2023-06-14T11:40:43.550738Z","shell.execute_reply":"2023-06-14T11:40:44.965260Z"},"trusted":true},"execution_count":283,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x2000 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"Data science tech lead is having the highest salary followed by cloud Data Architect, whereas Power bi developer is having the least salary.\n\nIf compared the count of job designation to its salary top 3 most popular jobs are having medium ranged salary between 150000 to200000","metadata":{}},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:44.968394Z","iopub.execute_input":"2023-06-14T11:40:44.968832Z","iopub.status.idle":"2023-06-14T11:40:44.994028Z","shell.execute_reply.started":"2023-06-14T11:40:44.968802Z","shell.execute_reply":"2023-06-14T11:40:44.992768Z"},"trusted":true},"execution_count":284,"outputs":[{"execution_count":284,"output_type":"execute_result","data":{"text/plain":"      work_year experience_level employment_type                 job_title  \\\n0          2023               SE              FT  Principal Data Scientist   \n1          2023               MI              CT               ML Engineer   \n2          2023               MI              CT               ML Engineer   \n3          2023               SE              FT            Data Scientist   \n4          2023               SE              FT            Data Scientist   \n...         ...              ...             ...                       ...   \n3750       2020               SE              FT            Data Scientist   \n3751       2021               MI              FT  Principal Data Scientist   \n3752       2020               EN              FT            Data Scientist   \n3753       2020               EN              CT     Business Data Analyst   \n3754       2021               SE              FT      Data Science Manager   \n\n       salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n0       80000             EUR          85847                 ES           100   \n1       30000             USD          30000                 US           100   \n2       25500             USD          25500                 US           100   \n3      175000             USD         175000                 CA           100   \n4      120000             USD         120000                 CA           100   \n...       ...             ...            ...                ...           ...   \n3750   412000             USD         412000                 US           100   \n3751   151000             USD         151000                 US           100   \n3752   105000             USD         105000                 US           100   \n3753   100000             USD         100000                 US           100   \n3754  7000000             INR          94665                 IN            50   \n\n     company_location company_size  \n0                  ES            L  \n1                  US            S  \n2                  US            S  \n3                  CA            M  \n4                  CA            M  \n...               ...          ...  \n3750               US            L  \n3751               US            L  \n3752               US            S  \n3753               US            L  \n3754               IN            L  \n\n[3755 rows x 11 columns]","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>work_year</th>\n      <th>experience_level</th>\n      <th>employment_type</th>\n      <th>job_title</th>\n      <th>salary</th>\n      <th>salary_currency</th>\n      <th>salary_in_usd</th>\n      <th>employee_residence</th>\n      <th>remote_ratio</th>\n      <th>company_location</th>\n      <th>company_size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>80000</td>\n      <td>EUR</td>\n      <td>85847</td>\n      <td>ES</td>\n      <td>100</td>\n      <td>ES</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>30000</td>\n      <td>USD</td>\n      <td>30000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>25500</td>\n      <td>USD</td>\n      <td>25500</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>175000</td>\n      <td>USD</td>\n      <td>175000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>120000</td>\n      <td>USD</td>\n      <td>120000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3750</th>\n      <td>2020</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>412000</td>\n      <td>USD</td>\n      <td>412000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3751</th>\n      <td>2021</td>\n      <td>MI</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>151000</td>\n      <td>USD</td>\n      <td>151000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3752</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>105000</td>\n      <td>USD</td>\n      <td>105000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3753</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>CT</td>\n      <td>Business Data Analyst</td>\n      <td>100000</td>\n      <td>USD</td>\n      <td>100000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3754</th>\n      <td>2021</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Science Manager</td>\n      <td>7000000</td>\n      <td>INR</td>\n      <td>94665</td>\n      <td>IN</td>\n      <td>50</td>\n      <td>IN</td>\n      <td>L</td>\n    </tr>\n  </tbody>\n</table>\n<p>3755 rows × 11 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"sns.catplot(x=\"experience_level\",y=\"salary_in_usd\" ,kind=\"bar\",data=df)   \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:44.995620Z","iopub.execute_input":"2023-06-14T11:40:44.995988Z","iopub.status.idle":"2023-06-14T11:40:45.482959Z","shell.execute_reply.started":"2023-06-14T11:40:44.995959Z","shell.execute_reply":"2023-06-14T11:40:45.481799Z"},"trusted":true},"execution_count":285,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x500 with 1 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"},"metadata":{}}]},{"cell_type":"markdown","source":"There are 4 categorical values in the column \"employment_type\", such as:\n\nFT, which is Full-time.\nPT, which is Part-time.\nCT, which is Contractual.\nFL, which is Freelancer.","metadata":{}},{"cell_type":"code","source":"sns.catplot(x=\"employment_type\",y=\"salary_in_usd\" ,kind=\"bar\",data=df)   \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:45.484531Z","iopub.execute_input":"2023-06-14T11:40:45.485677Z","iopub.status.idle":"2023-06-14T11:40:45.981119Z","shell.execute_reply.started":"2023-06-14T11:40:45.485631Z","shell.execute_reply":"2023-06-14T11:40:45.979789Z"},"trusted":true},"execution_count":286,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x500 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"Full time employees have largest salary followed by contractual employee and part time employees have leat salary","metadata":{}},{"cell_type":"code","source":"sns.catplot(x=\"work_year\",y=\"salary_in_usd\" ,kind=\"bar\",data=df)   \nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:45.983062Z","iopub.execute_input":"2023-06-14T11:40:45.983531Z","iopub.status.idle":"2023-06-14T11:40:46.485814Z","shell.execute_reply.started":"2023-06-14T11:40:45.983489Z","shell.execute_reply":"2023-06-14T11:40:46.484461Z"},"trusted":true},"execution_count":287,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x500 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAeoAAAHpCAYAAABN+X+UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABAYElEQVR4nO3df1yV9f3/8SeBnJDgCiWg0/DHpjEJV0YNERc2FSyRObfZJ9pJPjlyo0QSbbM+s7KPWv5uels1P00rbazPzPL7cRLUGkaCGsmSdPZjJpggbB4PagaE1/ePPl4fj5gpHeDS87jfbud241zX67zP6zrX2tP3dV3nXAGmaZoCAAC2dEl3NwAAAL4cQQ0AgI0R1AAA2BhBDQCAjRHUAADYGEENAICNEdQAANgYQd3FTNNUU1OT+Po6AOBcENRd7MiRIzIMQ0eOHOnuVgAAFwCCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsL6u4GAAA4H9OmTVNjY6Mk6YorrtATTzzRzR11LoIaAHBBaWxs1MGDB7u7jS7DoW8AAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMb4wRMAwJcqvSm1u1to57OgQCkg4Iu/6+tt12Pq5lKfjseMGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAG+N71ACAC0q4KUnmKX9f3AhqAMAF5d/b2rq7hS7FoW8AAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxro1qDdv3qxx48bJ6XQqICBAL7/88pfWTpkyRQEBAVq2bJnX8ubmZk2dOlWRkZEKDQ1VZmam9u/f71XjdrvlcrlkGIYMw5DL5dLhw4e9ampqajRu3DiFhoYqMjJSeXl5amlp8arZuXOnUlNTFRISoquuukpz5syRafrBD80CALpNtwb1sWPHdO2112rFihVnrXv55Ze1detWOZ3Oduvy8/O1fv16FRYWqqysTEePHlVGRobaTvkt2KysLFVVVamoqEhFRUWqqqqSy+Wy1re1tWns2LE6duyYysrKVFhYqHXr1qmgoMCqaWpq0ujRo+V0OrV9+3YtX75cixYt0pIlS3zwSQAAcGbdelOOW265RbfccstZaz755BPde++9evXVVzV27FivdR6PR88884yef/55jRo1SpK0Zs0axcbG6rXXXlN6erp2796toqIiVVRUKCkpSZK0cuVKJScna8+ePYqLi1NxcbF27dql2tpa6x8DixcvVnZ2tubOnavw8HCtXbtWn332mVavXi2Hw6GEhAS9//77WrJkiaZPn66AgIBO+IQAAP7O1ueoT5w4IZfLpZkzZ+qaa65pt76yslKtra1KS0uzljmdTiUkJGjLli2SpPLychmGYYW0JA0dOlSGYXjVJCQkeM3Y09PT1dzcrMrKSqsmNTVVDofDq+bAgQP6+OOPv3Qbmpub1dTU5PUAAOBc2TqoH3/8cQUFBSkvL++M6+vr6xUcHKyIiAiv5dHR0aqvr7dqoqKi2r02KirKqyY6OtprfUREhIKDg89ac/L5yZozmT9/vnVu3DAMxcbGnm2TAQDwYtugrqys1BNPPKHVq1ef92Fl0zS9XnOm1/ui5uSFZGfrb9asWfJ4PNajtrb23DcEAOD3bBvUb775phoaGtSnTx8FBQUpKChI+/btU0FBgfr16ydJiomJUUtLi9xut9drGxoarNluTEyMDh482G78xsZGr5rTZ8Vut1utra1nrWloaJCkdjPtUzkcDoWHh3s9AAA4V7YNapfLpXfffVdVVVXWw+l0aubMmXr11VclSYmJierRo4dKSkqs19XV1am6ulrDhg2TJCUnJ8vj8Wjbtm1WzdatW+XxeLxqqqurVVdXZ9UUFxfL4XAoMTHRqtm8ebPXV7aKi4vldDqtfzgAAOBr3XrV99GjR/Xhhx9az/fu3auqqir16tVLffr0Ue/evb3qe/TooZiYGMXFxUmSDMPQ5MmTVVBQoN69e6tXr16aMWOGBg8ebF0FPmjQII0ZM0Y5OTl6+umnJUl33323MjIyrHHS0tIUHx8vl8ulhQsX6tChQ5oxY4ZycnKsGXBWVpYeeeQRZWdn64EHHtAHH3ygefPmafbs2VzxDQDoNN0a1G+//bZuvvlm6/n06dMlSZMmTdLq1avPaYylS5cqKChIEydO1PHjxzVy5EitXr1agYGBVs3atWuVl5dnXR2emZnp9d3twMBAbdy4Ubm5uUpJSVFISIiysrK0aNEiq8YwDJWUlOiee+7RDTfcoIiICE2fPt3qGQCAzhBg8tNaXaqpqUmGYcjj8XC+GoDtld6U2t0tXHBSN5f6dDzbnqMGAADdfOgbAC4006ZNU2NjoyTpiiuu0BNPPNHNHeFiR1ADwHlobGw841c+gc7CoW8AAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMb4wRMAtpWyPKW7W2jH0eRQgL64Y159U73tenxr6lvd3QJ8jBk1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2xveoAeA8mCHmGf8GOgtBDQDnoeWmlu5uAX6GQ98AANgYQQ0AgI0R1AAA2BhBDQCAjRHUAADYGEENAICNEdQAANgYQQ0AgI0R1AAA2BhBDQCAjRHUAADYGEENAICNEdQAANgYQQ0AgI0R1AAA2BhBDQCAjRHUAADYGEENAICNEdQAANgYQQ0AgI0R1AAA2BhBDQCAjXVrUG/evFnjxo2T0+lUQECAXn75ZWtda2urfvnLX2rw4MEKDQ2V0+nUnXfeqQMHDniN0dzcrKlTpyoyMlKhoaHKzMzU/v37vWrcbrdcLpcMw5BhGHK5XDp8+LBXTU1NjcaNG6fQ0FBFRkYqLy9PLS0tXjU7d+5UamqqQkJCdNVVV2nOnDkyTdOnnwkAAKfq1qA+duyYrr32Wq1YsaLduk8//VTvvPOOfv3rX+udd97RSy+9pPfff1+ZmZledfn5+Vq/fr0KCwtVVlamo0ePKiMjQ21tbVZNVlaWqqqqVFRUpKKiIlVVVcnlclnr29raNHbsWB07dkxlZWUqLCzUunXrVFBQYNU0NTVp9OjRcjqd2r59u5YvX65FixZpyZIlnfDJAADwhQDTJlPCgIAArV+/XuPHj//Smu3bt+u73/2u9u3bpz59+sjj8eiKK67Q888/r9tuu02SdODAAcXGxurPf/6z0tPTtXv3bsXHx6uiokJJSUmSpIqKCiUnJ+vvf/+74uLitGnTJmVkZKi2tlZOp1OSVFhYqOzsbDU0NCg8PFxPPvmkZs2apYMHD8rhcEiSHnvsMS1fvlz79+9XQEDAGXtubm5Wc3Oz9bypqUmxsbHyeDwKDw/3xUcHXLRSlqd0dwsXnLemvuXT8UpvSvXpeP4gdXOpT8e7oM5RezweBQQE6PLLL5ckVVZWqrW1VWlpaVaN0+lUQkKCtmzZIkkqLy+XYRhWSEvS0KFDZRiGV01CQoIV0pKUnp6u5uZmVVZWWjWpqalWSJ+sOXDggD7++OMv7Xn+/PnWIXfDMBQbG/u1PwcAgP+4YIL6s88+069+9StlZWVZM9H6+noFBwcrIiLCqzY6Olr19fVWTVRUVLvxoqKivGqio6O91kdERCg4OPisNSefn6w5k1mzZsnj8ViP2tra89lsAICfC+ruBs5Fa2ur/u3f/k0nTpzQb3/726+sN03T61D0mQ5L+6Lm5FmDLzvsLUkOh8NrFg4AwPmw/Yy6tbVVEydO1N69e1VSUuJ1XjcmJkYtLS1yu91er2loaLBmuzExMTp48GC7cRsbG71qTp8Vu91utba2nrWmoaFBktrNtAEA8BVbB/XJkP7ggw/02muvqXfv3l7rExMT1aNHD5WUlFjL6urqVF1drWHDhkmSkpOT5fF4tG3bNqtm69at8ng8XjXV1dWqq6uzaoqLi+VwOJSYmGjVbN682esrW8XFxXI6nerXr5/Ptx0AAKmbg/ro0aOqqqpSVVWVJGnv3r2qqqpSTU2NPv/8c/34xz/W22+/rbVr16qtrU319fWqr6+3wtIwDE2ePFkFBQV6/fXXtWPHDv30pz/V4MGDNWrUKEnSoEGDNGbMGOXk5KiiokIVFRXKyclRRkaG4uLiJElpaWmKj4+Xy+XSjh079Prrr2vGjBnKycmxZvBZWVlyOBzKzs5WdXW11q9fr3nz5mn69OlnPfQNAMDX0a3nqN9++23dfPPN1vPp06dLkiZNmqSHH35YGzZskCRdd911Xq974403NGLECEnS0qVLFRQUpIkTJ+r48eMaOXKkVq9ercDAQKt+7dq1ysvLs64Oz8zM9PrudmBgoDZu3Kjc3FylpKQoJCREWVlZWrRokVVjGIZKSkp0zz336IYbblBERISmT59u9QwAQGewzfeo/UVTU5MMw+B71MA54HvU54/vUXc/v/4eNQAA/oagBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABs7IK4zSXsYdq0aWpsbJQkXXHFFXriiSe6uSMAuPgR1DhnjY2NZ7xlKACg83DoGwAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwsaDubgDAuZs2bZoaGxslSVdccYWeeOKJbu4IQGcjqIELSGNjow4ePNjdbQDoQhz6BgDAxghqAABsjKAGAMDGujWoN2/erHHjxsnpdCogIEAvv/yy13rTNPXwww/L6XQqJCREI0aM0HvvvedV09zcrKlTpyoyMlKhoaHKzMzU/v37vWrcbrdcLpcMw5BhGHK5XDp8+LBXTU1NjcaNG6fQ0FBFRkYqLy9PLS0tXjU7d+5UamqqQkJCdNVVV2nOnDkyTdNnnwcAAKfr1qA+duyYrr32Wq1YseKM6xcsWKAlS5ZoxYoV2r59u2JiYjR69GgdOXLEqsnPz9f69etVWFiosrIyHT16VBkZGWpra7NqsrKyVFVVpaKiIhUVFamqqkoul8ta39bWprFjx+rYsWMqKytTYWGh1q1bp4KCAqumqalJo0ePltPp1Pbt27V8+XItWrRIS5Ys6YRPBgCAL3TrVd+33HKLbrnlljOuM01Ty5Yt04MPPqgJEyZIkp599llFR0frhRde0JQpU+TxePTMM8/o+eef16hRoyRJa9asUWxsrF577TWlp6dr9+7dKioqUkVFhZKSkiRJK1euVHJysvbs2aO4uDgVFxdr165dqq2tldPplCQtXrxY2dnZmjt3rsLDw7V27Vp99tlnWr16tRwOhxISEvT+++9ryZIlmj59ugICArrgEwMA+BvbnqPeu3ev6uvrlZaWZi1zOBxKTU3Vli1bJEmVlZVqbW31qnE6nUpISLBqysvLZRiGFdKSNHToUBmG4VWTkJBghbQkpaenq7m5WZWVlVZNamqqHA6HV82BAwf08ccff+l2NDc3q6mpyesBAMC5sm1Q19fXS5Kio6O9lkdHR1vr6uvrFRwcrIiIiLPWREVFtRs/KirKq+b094mIiFBwcPBZa04+P1lzJvPnz7fOjRuGodjY2LNvOAAAp7BtUJ90+iFl0zS/8jDz6TVnqvdFzckLyc7Wz6xZs+TxeKxHbW3tWXsHAOBUtg3qmJgYSe1nqw0NDdZMNiYmRi0tLXK73WetOdMvOTU2NnrVnP4+brdbra2tZ61paGiQ1H7WfyqHw6Hw8HCvBwAA58q2Qd2/f3/FxMSopKTEWtbS0qLS0lINGzZMkpSYmKgePXp41dTV1am6utqqSU5Olsfj0bZt26yarVu3yuPxeNVUV1errq7OqikuLpbD4VBiYqJVs3nzZq+vbBUXF8vpdKpfv36+/wAAAFA3B/XRo0dVVVWlqqoqSV9cQFZVVaWamhoFBAQoPz9f8+bN0/r161VdXa3s7Gz17NlTWVlZkiTDMDR58mQVFBTo9ddf144dO/TTn/5UgwcPtq4CHzRokMaMGaOcnBxVVFSooqJCOTk5ysjIUFxcnCQpLS1N8fHxcrlc2rFjh15//XXNmDFDOTk51gw4KytLDodD2dnZqq6u1vr16zVv3jyu+AYAdKpu/XrW22+/rZtvvtl6Pn36dEnSpEmTtHr1at1///06fvy4cnNz5Xa7lZSUpOLiYoWFhVmvWbp0qYKCgjRx4kQdP35cI0eO1OrVqxUYGGjVrF27Vnl5edbV4ZmZmV7f3Q4MDNTGjRuVm5urlJQUhYSEKCsrS4sWLbJqDMNQSUmJ7rnnHt1www2KiIjQ9OnTrZ4BAOgMASY/rdWlmpqaZBiGPB7PBXe+Oisryzrff/L77Oha/rYPUpandHcLF5y3pr7l0/FKb0r16Xj+IHVzqU/Hs+05agAAQFADAGBrBDUAADZGUAMAYGPnfNX3hg0bznnQzMzMDjUDAAC8nXNQjx8/3ut5QECA172YT/0u8am3mAQAAB13zoe+T5w4YT2Ki4t13XXXadOmTTp8+LA8Ho/+/Oc/6/rrr1dRUVFn9gsAgF/p0A+e5Ofn66mnntLw4cOtZenp6erZs6fuvvtu7d6922cNAgDgzzp0MdlHH30kwzDaLTcM46z3ZgYAAOenQzPqG2+8Ufn5+VqzZo2uvPJKSV/c5aqgoEDf/e53fdog0F1q5gzu7hba+fxwb0mB//v3AVv22Gf2zu5uAbiodGhG/fvf/14NDQ3q27evBgwYoAEDBqhPnz6qq6vTM8884+seAQDwWx2aUQ8YMEDvvvuuSkpK9Pe//12maSo+Pl6jRo3iTlIAAPhQh++eFRAQoLS0NOuOVIcPHyakAQDwsQ4d+n788cf1xz/+0Xo+ceJE9e7dW1dddZX+9re/+aw5AAD8XYdm1E8//bTWrFkjSSopKVFJSYk2bdqkF198UTNnzlRxcbFPm/RHiTOf6+4W2gl3H7X+ZVfnPmrLHisX3tndLQCAT3UoqOvq6hQbGytJ+p//+R9NnDhRaWlp6tevn5KSknzaIAAA/qxDh74jIiJUW1srSSoqKtKoUaMkSaZp8vOhAAD4UIdm1BMmTFBWVpYGDhyof/3rX7rlllskSVVVVRowYIBPGwQAwJ91KKiXLl2qfv36qba2VgsWLNBll10m6YtD4rm5uT5tEAAAf9ahoO7Ro4dmzJjRbnl+fv7X7QcAAJyiQ0H93HNnv9r3zju58hYAAF/oUFBPmzbN63lra6s+/fRTBQcHq2fPngQ1AAA+0qGrvt1ut9fj6NGj2rNnj4YPH64//OEPvu4RAAC/1aGgPpOBAwfqscceazfbBgAAHeezoJakwMBAHThwwJdDAgDg1zp0jnrDhg1ez03TVF1dnVasWKGUlBSfNAYAADoY1OPHj/d6HhAQoCuuuELf//73tXjxYl/0BQAA1MGgPnHihK/7AAAAZ+DTc9SnCw8P1z/+8Y/OfAsAAC5qnRrUpml25vAAAFz0OjWoAQDA10NQAwBgYwQ1AAA21qlBHRAQ0JnDAwBw0evQ17POFReTAb7Vy9F2xr8BXLw6Nag3bdqkq666qjPfAvArDww53N0tAOhiHQrqtrY2rV69Wq+//roaGhra/QDKX/7yF0nS8OHDv36HAAD4sQ7fj3r16tUaO3asEhISOBcNAEAn6VBQFxYW6sUXX9Stt97q634AAMApOnTVd3BwsAYMGODrXgAAwGk6FNQFBQV64oknuKobAIBO1qFD32VlZXrjjTe0adMmXXPNNerRo4fX+pdeesknzQEA4O86FNSXX365fvjDH/q6FwAAcJoOHfpetWrVWR++9Pnnn+s//uM/1L9/f4WEhOib3/ym5syZ4/WVMNM09fDDD8vpdCokJEQjRozQe++95zVOc3Ozpk6dqsjISIWGhiozM1P79+/3qnG73XK5XDIMQ4ZhyOVy6fDhw141NTU1GjdunEJDQxUZGam8vDy1tLT4dJsBADjJ9r/1/fjjj+upp57SihUrtHv3bi1YsEALFy7U8uXLrZoFCxZoyZIlWrFihbZv366YmBiNHj1aR44csWry8/O1fv16FRYWqqysTEePHlVGRoba2v7v152ysrJUVVWloqIiFRUVqaqqSi6Xy1rf1tamsWPH6tixYyorK1NhYaHWrVungoKCrvkwAAB+55wPfV9//fV6/fXXFRERoSFDhpz1u9PvvPOOT5qTpPLycv3gBz/Q2LFjJUn9+vXTH/7wB7399tuSvphNL1u2TA8++KAmTJggSXr22WcVHR2tF154QVOmTJHH49Ezzzyj559/XqNGjZIkrVmzRrGxsXrttdeUnp6u3bt3q6ioSBUVFUpKSpIkrVy5UsnJydqzZ4/i4uJUXFysXbt2qba2Vk6nU5K0ePFiZWdna+7cuQoPD2/Xf3Nzs5qbm63nTU1NPvtsAAAXv3MO6h/84AdyOBySpPHjx3dWP+0MHz5cTz31lN5//31dffXV+tvf/qaysjItW7ZMkrR3717V19crLS3Neo3D4VBqaqq2bNmiKVOmqLKyUq2trV41TqdTCQkJ2rJli9LT01VeXi7DMKyQlqShQ4fKMAxt2bJFcXFxKi8vV0JCghXSkpSenq7m5mZVVlbq5ptvbtf//Pnz9cgjj3TCJwMA8AfnHNQPPfTQGf8+mz/84Q/KzMxUaGjo+Xf2v375y1/K4/Ho29/+tgIDA9XW1qa5c+fq9ttvlyTV19dLkqKjo71eFx0drX379lk1wcHBioiIaFdz8vX19fWKiopq9/5RUVFeNae/T0REhIKDg62a082aNUvTp0+3njc1NSk2Nvactx8A4N869aYcU6ZMUVJSkr75zW92eIw//vGPWrNmjV544QVdc801qqqqUn5+vpxOpyZNmmTVnX4o3jTNr/xp09NrzlTfkZpTORwO60gEAADnq1MvJvPFD6LMnDlTv/rVr/Rv//ZvGjx4sFwul+677z7Nnz9fkhQTEyNJ7Wa0DQ0N1uw3JiZGLS0tcrvdZ605ePBgu/dvbGz0qjn9fdxut1pbW9vNtAEA8AXbX/X96aef6pJLvNsMDAy0vp7Vv39/xcTEqKSkxFrf0tKi0tJSDRs2TJKUmJioHj16eNXU1dWpurraqklOTpbH49G2bdusmq1bt8rj8XjVVFdXq66uzqopLi6Ww+FQYmKij7ccAIBOPvTtC+PGjdPcuXPVp08fXXPNNdqxY4eWLFmiu+66S9IXh6Lz8/M1b948DRw4UAMHDtS8efPUs2dPZWVlSZIMw9DkyZNVUFCg3r17q1evXpoxY4YGDx5sXQU+aNAgjRkzRjk5OXr66aclSXfffbcyMjIUFxcnSUpLS1N8fLxcLpcWLlyoQ4cOacaMGcrJyTnjFd8AAHxdtg/q5cuX69e//rVyc3PV0NAgp9OpKVOmaPbs2VbN/fffr+PHjys3N1dut1tJSUkqLi5WWFiYVbN06VIFBQVp4sSJOn78uEaOHKnVq1crMDDQqlm7dq3y8vKsq8MzMzO1YsUKa31gYKA2btyo3NxcpaSkKCQkRFlZWVq0aFEXfBIAAH8UYHbinTXCwsL0t7/97WtdTHaxaWpqkmEY8ng8Z52FJ858rgu7Ojfh1X/SJS3HJEkngkPVlPDjbu6ovcqFd/psrJo5g302lj/pM3unz8ZKWZ7is7H8xVtT3/LpeKU3pfp0PH+QurnUp+N16jnqvn37trthBwAAOHcdCurs7Gxt3rz5K+uqq6v5zjAAAF9Dh4L6yJEjSktLsy7c+uSTT3zdFwAAUAeDet26dfrkk09077336r//+7/Vr18/3XLLLfrTn/6k1tZWX/cIAIDf6vA56t69e2vatGnasWOHtm3bpgEDBsjlcsnpdOq+++7TBx984Ms+AQDwS1/7YrK6ujoVFxeruLhYgYGBuvXWW/Xee+8pPj5eS5cu9UWPsIkTPUJ1Ivh/Hz06/vvtAIBz16HvUbe2tmrDhg1atWqViouL9Z3vfEf33Xef7rjjDuu7y4WFhfrFL36h++67z6cNo/scjbulu1sAAL/ToaC+8sordeLECd1+++3atm2brrvuunY16enpuvzyy79mewAA+LcOBfWSJUs0ceJEXXrppV9aExERob1793a4MQAA0IFz1J9//rnuuusuffjhh53RDwAAOMV5B3VQUJD69u2rtra2zugHAACcokNXff/Hf/yHZs2apUOHDvm6HwAAcIoOnaP+zW9+ow8//FBOp1N9+/ZVaKj3V3XeeecdnzQHAIC/61BQjx8/3sdtAACAM+lQUD/00EO+7gMAAJxBp97mEgAAfD0dmlG3tbVp6dKlevHFF1VTU6OWlhav9VxkBgCAb3RoRv3II49YP3ri8Xg0ffp0TZgwQZdccokefvhhH7cIAID/6lBQr127VitXrtSMGTMUFBSk22+/Xf/1X/+l2bNnq6Kiwtc9AgDgtzoU1PX19Ro8eLAk6bLLLpPH45EkZWRkaOPGjb7rDgAAP9ehoP7GN76huro6SdKAAQNUXFwsSdq+fbscDofvugMAwM91KKh/+MMf6vXXX5ckTZs2Tb/+9a81cOBA3Xnnnbrrrrt82iAAAP6sQ1d9P/bYY9bfP/7xj/WNb3xDW7Zs0YABA5SZmemz5gAA8HcdCurTDR06VEOHDvXFUAAA4BTnHNQbNmw450GZVQMA4BvnHNTn+vveAQEB3AITAAAfOeegPnHiRGf2AQAAzoDf+gYAwMY6fDHZsWPHVFpaesbf+s7Ly/vajQEAgA4G9Y4dO3Trrbfq008/1bFjx9SrVy/985//VM+ePRUVFUVQAwDgIx069H3fffdp3LhxOnTokEJCQlRRUaF9+/YpMTFRixYt8nWPAAD4rQ4FdVVVlQoKChQYGKjAwEA1NzcrNjZWCxYs0AMPPODrHgEA8FsdCuoePXooICBAkhQdHa2amhpJkmEY1t8AAODr69A56iFDhujtt9/W1VdfrZtvvlmzZ8/WP//5Tz3//PPWXbUAAMDX16EZ9bx583TllVdKkh599FH17t1bv/jFL9TY2Kinn37apw0CAODPOjSjvuaaa2SapiTpiiuu0G9/+1utX79e8fHxuu6663zZHwAAfq1DM+of/OAHeu655yRJhw8f1tChQ7VkyRKNHz9eTz75pE8bBADAn3UoqN955x1973vfkyT96U9/UnR0tPbt26fnnntOv/nNb3zaIAAA/qxDQf3pp58qLCxMklRcXKwJEybokksu0dChQ7Vv3z6fNggAgD/rUFAPGDBAL7/8smpra/Xqq68qLS1NktTQ0KDw8HCfNggAgD/rUFDPnj1bM2bMUL9+/ZSUlKTk5GRJX8yuhwwZ4tMGAQDwZx266vvHP/6xhg8frrq6Ol177bXW8pEjR+qHP/yhz5oDAMDfdfg2lzExMRoyZIguueT/hvjud7+rb3/72z5p7FSffPKJfvrTn6p3797q2bOnrrvuOlVWVlrrTdPUww8/LKfTqZCQEI0YMULvvfee1xjNzc2aOnWqIiMjFRoaqszMTO3fv9+rxu12y+VyyTAMGYYhl8ulw4cPe9XU1NRo3LhxCg0NVWRkpPLy8trdPQwAAF+x/f2o3W63UlJS1KNHD23atEm7du3S4sWLdfnll1s1CxYs0JIlS7RixQpt375dMTExGj16tI4cOWLV5Ofna/369SosLFRZWZmOHj2qjIwMtbW1WTVZWVmqqqpSUVGRioqKVFVVJZfLZa1va2vT2LFjdezYMZWVlamwsFDr1q1TQUFBl3wWAAD/0+H7UXeVxx9/XLGxsVq1apW1rF+/ftbfpmlq2bJlevDBBzVhwgRJ0rPPPqvo6Gi98MILmjJlijwej5555hk9//zzGjVqlCRpzZo1io2N1Wuvvab09HTt3r1bRUVFqqioUFJSkiRp5cqVSk5O1p49exQXF6fi4mLt2rVLtbW1cjqdkqTFixcrOztbc+fO5UI6AIDP2X5GvWHDBt1www36yU9+oqioKA0ZMkQrV6601u/du1f19fXWleeS5HA4lJqaqi1btkiSKisr1dra6lXjdDqVkJBg1ZSXl8swDCukJWno0KEyDMOrJiEhwQppSUpPT1dzc7PXofhTNTc3q6mpyesBAMC5sn1Q/+Mf/9CTTz6pgQMH6tVXX9XPf/5z5eXlWb+MVl9fL+mLu3idKjo62lpXX1+v4OBgRUREnLUmKiqq3ftHRUV51Zz+PhEREQoODrZqTjd//nzrnLdhGIqNjT3fjwAA4MdsH9QnTpzQ9ddfr3nz5mnIkCGaMmWKcnJy2v1U6cnbbp5kmma7Zac7veZM9R2pOdWsWbPk8XisR21t7Vl7AgDgVLYP6iuvvFLx8fFeywYNGmTd9zomJkaS2s1oGxoarNlvTEyMWlpa5Ha7z1pz8ODBdu/f2NjoVXP6+7jdbrW2trabaZ/kcDgUHh7u9QAA4FzZPqhTUlK0Z88er2Xvv/+++vbtK0nq37+/YmJiVFJSYq1vaWlRaWmphg0bJklKTExUjx49vGrq6upUXV1t1SQnJ8vj8Wjbtm1WzdatW+XxeLxqqqurVVdXZ9UUFxfL4XAoMTHRx1sOAMAFcNX3fffdp2HDhmnevHmaOHGitm3bpt/97nf63e9+J+mLQ9H5+fmaN2+eBg4cqIEDB2revHnq2bOnsrKyJEmGYWjy5MkqKChQ79691atXL82YMUODBw+2rgIfNGiQxowZo5ycHOue2nfffbcyMjIUFxcnSUpLS1N8fLxcLpcWLlyoQ4cOacaMGcrJyWGmDADoFLYP6htvvFHr16/XrFmzNGfOHPXv31/Lli3THXfcYdXcf//9On78uHJzc+V2u5WUlKTi4mLrxiGStHTpUgUFBWnixIk6fvy4Ro4cqdWrVyswMNCqWbt2rfLy8qyrwzMzM7VixQprfWBgoDZu3Kjc3FylpKQoJCREWVlZWrRoURd8EgAAfxRgmqbZ3U34k6amJhmGIY/Hc9ZZeOLM57qwq4tH5cI7fTZWzZzBPhvLn/SZvdNnY6UsT/HZWP7iralv+XS80ptSfTqeP0jdXOrT8Wx/jhoAAH9GUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZGUAMAYGMENQAANkZQAwBgYwQ1AAA2RlADAGBjBDUAADZ2QQX1/PnzFRAQoPz8fGuZaZp6+OGH5XQ6FRISohEjRui9997zel1zc7OmTp2qyMhIhYaGKjMzU/v37/eqcbvdcrlcMgxDhmHI5XLp8OHDXjU1NTUaN26cQkNDFRkZqby8PLW0tHTW5gIAcOEE9fbt2/W73/1O3/nOd7yWL1iwQEuWLNGKFSu0fft2xcTEaPTo0Tpy5IhVk5+fr/Xr16uwsFBlZWU6evSoMjIy1NbWZtVkZWWpqqpKRUVFKioqUlVVlVwul7W+ra1NY8eO1bFjx1RWVqbCwkKtW7dOBQUFnb/xAAC/dUEE9dGjR3XHHXdo5cqVioiIsJabpqlly5bpwQcf1IQJE5SQkKBnn31Wn376qV544QVJksfj0TPPPKPFixdr1KhRGjJkiNasWaOdO3fqtddekyTt3r1bRUVF+q//+i8lJycrOTlZK1eu1P/8z/9oz549kqTi4mLt2rVLa9as0ZAhQzRq1CgtXrxYK1euVFNTU9d/KAAAv3BBBPU999yjsWPHatSoUV7L9+7dq/r6eqWlpVnLHA6HUlNTtWXLFklSZWWlWltbvWqcTqcSEhKsmvLychmGoaSkJKtm6NChMgzDqyYhIUFOp9OqSU9PV3NzsyorK7+09+bmZjU1NXk9AAA4V0Hd3cBXKSws1DvvvKPt27e3W1dfXy9Jio6O9loeHR2tffv2WTXBwcFeM/GTNSdfX19fr6ioqHbjR0VFedWc/j4REREKDg62as5k/vz5euSRR75qMwEAOCNbz6hra2s1bdo0rVmzRpdeeumX1gUEBHg9N02z3bLTnV5zpvqO1Jxu1qxZ8ng81qO2tvasfQEAcCpbB3VlZaUaGhqUmJiooKAgBQUFqbS0VL/5zW8UFBRkzXBPn9E2NDRY62JiYtTS0iK3233WmoMHD7Z7/8bGRq+a09/H7XartbW13Uz7VA6HQ+Hh4V4PAADOla2DeuTIkdq5c6eqqqqsxw033KA77rhDVVVV+uY3v6mYmBiVlJRYr2lpaVFpaamGDRsmSUpMTFSPHj28aurq6lRdXW3VJCcny+PxaNu2bVbN1q1b5fF4vGqqq6tVV1dn1RQXF8vhcCgxMbFTPwcAgP+y9TnqsLAwJSQkeC0LDQ1V7969reX5+fmaN2+eBg4cqIEDB2revHnq2bOnsrKyJEmGYWjy5MkqKChQ79691atXL82YMUODBw+2Lk4bNGiQxowZo5ycHD399NOSpLvvvlsZGRmKi4uTJKWlpSk+Pl4ul0sLFy7UoUOHNGPGDOXk5DBLBgB0GlsH9bm4//77dfz4ceXm5srtdispKUnFxcUKCwuzapYuXaqgoCBNnDhRx48f18iRI7V69WoFBgZaNWvXrlVeXp51dXhmZqZWrFhhrQ8MDNTGjRuVm5urlJQUhYSEKCsrS4sWLeq6jQUA+J0A0zTN7m7CnzQ1NckwDHk8nrPOxBNnPteFXV08Khfe6bOxauYM9tlY/qTP7J0+GytleYrPxvIXb019y6fjld6U6tPx/EHq5lKfjmfrc9QAAPg7ghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALAx2wf1/PnzdeONNyosLExRUVEaP3689uzZ41VjmqYefvhhOZ1OhYSEaMSIEXrvvfe8apqbmzV16lRFRkYqNDRUmZmZ2r9/v1eN2+2Wy+WSYRgyDEMul0uHDx/2qqmpqdG4ceMUGhqqyMhI5eXlqaWlpVO2HQAA2wd1aWmp7rnnHlVUVKikpESff/650tLSdOzYMatmwYIFWrJkiVasWKHt27crJiZGo0eP1pEjR6ya/Px8rV+/XoWFhSorK9PRo0eVkZGhtrY2qyYrK0tVVVUqKipSUVGRqqqq5HK5rPVtbW0aO3asjh07prKyMhUWFmrdunUqKCjomg8DAOB3grq7ga9SVFTk9XzVqlWKiopSZWWlbrrpJpmmqWXLlunBBx/UhAkTJEnPPvusoqOj9cILL2jKlCnyeDx65pln9Pzzz2vUqFGSpDVr1ig2Nlavvfaa0tPTtXv3bhUVFamiokJJSUmSpJUrVyo5OVl79uxRXFyciouLtWvXLtXW1srpdEqSFi9erOzsbM2dO1fh4eHt+m9ublZzc7P1vKmpqVM+JwDAxcn2M+rTeTweSVKvXr0kSXv37lV9fb3S0tKsGofDodTUVG3ZskWSVFlZqdbWVq8ap9OphIQEq6a8vFyGYVghLUlDhw6VYRheNQkJCVZIS1J6erqam5tVWVl5xn7nz59vHUo3DEOxsbG++BgAAH7iggpq0zQ1ffp0DR8+XAkJCZKk+vp6SVJ0dLRXbXR0tLWuvr5ewcHBioiIOGtNVFRUu/eMioryqjn9fSIiIhQcHGzVnG7WrFnyeDzWo7a29nw3GwDgx2x/6PtU9957r959912VlZW1WxcQEOD13DTNdstOd3rNmeo7UnMqh8Mhh8Nx1j4AAPgyF8yMeurUqdqwYYPeeOMNfeMb37CWx8TESFK7GW1DQ4M1+42JiVFLS4vcbvdZaw4ePNjufRsbG71qTn8ft9ut1tbWdjNtAAB8wfZBbZqm7r33Xr300kv6y1/+ov79+3ut79+/v2JiYlRSUmIta2lpUWlpqYYNGyZJSkxMVI8ePbxq6urqVF1dbdUkJyfL4/Fo27ZtVs3WrVvl8Xi8aqqrq1VXV2fVFBcXy+FwKDEx0fcbDwDwe7Y/9H3PPffohRde0CuvvKKwsDBrRmsYhkJCQhQQEKD8/HzNmzdPAwcO1MCBAzVv3jz17NlTWVlZVu3kyZNVUFCg3r17q1evXpoxY4YGDx5sXQU+aNAgjRkzRjk5OXr66aclSXfffbcyMjIUFxcnSUpLS1N8fLxcLpcWLlyoQ4cOacaMGcrJyTnjFd8AAHxdtg/qJ598UpI0YsQIr+WrVq1Sdna2JOn+++/X8ePHlZubK7fbraSkJBUXFyssLMyqX7p0qYKCgjRx4kQdP35cI0eO1OrVqxUYGGjVrF27Vnl5edbV4ZmZmVqxYoW1PjAwUBs3blRubq5SUlIUEhKirKwsLVq0qJO2HgDg7wJM0zS7uwl/0tTUJMMw5PF4zjoLT5z5XBd2dfGoXHinz8aqmTPYZ2P5kz6zd/psrJTlKT4by1+8NfUtn45XelOqT8fzB6mbS306nu3PUQMA4M8IagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoAYAwMYIagAAbIygBgDAxghqAABsjKAGAMDGCGoAAGyMoO6A3/72t+rfv78uvfRSJSYm6s033+zulgAAFymC+jz98Y9/VH5+vh588EHt2LFD3/ve93TLLbeopqamu1sDAFyECOrztGTJEk2ePFk/+9nPNGjQIC1btkyxsbF68sknu7s1AMBFKKi7G7iQtLS0qLKyUr/61a+8lqelpWnLli1nfE1zc7Oam5ut5x6PR5LU1NR01vdqaz7+Nbv1T1/1uZ6PI5+1+Wwsf+LLffD58c99Npa/8OXnL0nHPmcfnK/z2QdhYWEKCAg4aw1BfR7++c9/qq2tTdHR0V7Lo6OjVV9ff8bXzJ8/X4888ki75bGxsZ3So78zlv+8u1vAfKO7O/Brxi/5/Ludce77wOPxKDw8/Kw1BHUHnP6vH9M0v/RfRLNmzdL06dOt5ydOnNChQ4fUu3fvr/xXlB01NTUpNjZWtbW1X/k/LnQO9kH3Yx90v4tlH4SFhX1lDUF9HiIjIxUYGNhu9tzQ0NBuln2Sw+GQw+HwWnb55Zd3VotdJjw8/IL+j+NiwD7ofuyD7ucP+4CLyc5DcHCwEhMTVVJS4rW8pKREw4YN66auAAAXM2bU52n69OlyuVy64YYblJycrN/97neqqanRz3/OuVEAgO8R1Ofptttu07/+9S/NmTNHdXV1SkhI0J///Gf17du3u1vrEg6HQw899FC7w/noOuyD7sc+6H7+tA8CTNM0u7sJAABwZpyjBgDAxghqAABsjKAGAMDGCGoAAGyMoPYz8+fP14033qiwsDBFRUVp/Pjx2rNnj1eNaZp6+OGH5XQ6FRISohEjRui9996z1h86dEhTp05VXFycevbsqT59+igvL8/6HfOT3G63XC6XDMOQYRhyuVw6fPhwV2ymrXXlPpg7d66GDRumnj17XhQ/tOMrXbUPPv74Y02ePFn9+/dXSEiIvvWtb+mhhx5SS0tLl22rXXXlfweZmZnq06ePLr30Ul155ZVyuVw6cOBAl2ynT5jwK+np6eaqVavM6upqs6qqyhw7dqzZp08f8+jRo1bNY489ZoaFhZnr1q0zd+7cad52223mlVdeaTY1NZmmaZo7d+40J0yYYG7YsMH88MMPzddff90cOHCg+aMf/cjrvcaMGWMmJCSYW7ZsMbds2WImJCSYGRkZXbq9dtSV+2D27NnmkiVLzOnTp5uGYXTlZtpaV+2DTZs2mdnZ2earr75qfvTRR+Yrr7xiRkVFmQUFBV2+zXbTlf8dLFmyxCwvLzc//vhj86233jKTk5PN5OTkLt3er4Og9nMNDQ2mJLO0tNQ0TdM8ceKEGRMTYz722GNWzWeffWYahmE+9dRTXzrOiy++aAYHB5utra2maZrmrl27TElmRUWFVVNeXm5KMv/+97930tZcmDprH5xq1apVBPVZdMU+OGnBggVm//79fdf8RaIr98Err7xiBgQEmC0tLb7bgE7EoW8/d/IQUa9evSRJe/fuVX19vdLS0qwah8Oh1NTUL72V58lxwsPDFRT0xW/olJeXyzAMJSUlWTVDhw6VYRhnHccfddY+wLnryn3g8Xis98H/6ap9cOjQIa1du1bDhg1Tjx49fLgFnYeg9mOmaWr69OkaPny4EhISJMm64cj53MrzX//6lx599FFNmTLFWlZfX6+oqKh2tVFRUV86jj/qzH2Ac9OV++Cjjz7S8uXL+cnh03TFPvjlL3+p0NBQ9e7dWzU1NXrllVd8vBWdh6D2Y/fee6/effdd/eEPf2i37lxv5dnU1KSxY8cqPj5eDz300FnHONs4/qqz9wG+WlftgwMHDmjMmDH6yU9+op/97Ge+af4i0RX7YObMmdqxY4eKi4sVGBioO++8U+YF8sOcBLWfmjp1qjZs2KA33nhD3/jGN6zlMTExknROt/I8cuSIxowZo8suu0zr16/3OowUExOjgwcPtnvfxsbGL70lqL/p7H2Ar9ZV++DAgQO6+eabrRv54P901T6IjIzU1VdfrdGjR6uwsFB//vOfVVFR0Qlb5HsEtZ8xTVP33nuvXnrpJf3lL39R//79vdb3799fMTExXrfybGlpUWlpqdetPJuampSWlqbg4GBt2LBBl156qdc4ycnJ8ng82rZtm7Vs69at8ng8fn9L0K7aB/hyXbkPPvnkE40YMULXX3+9Vq1apUsu4f92pe797+DkTLq5udlHW9PJuuECNnSjX/ziF6ZhGOZf//pXs66uznp8+umnVs1jjz1mGoZhvvTSS+bOnTvN22+/3esrEU1NTWZSUpI5ePBg88MPP/Qa5/PPP7fGGTNmjPmd73zHLC8vN8vLy83Bgwfz9Syza/fBvn37zB07dpiPPPKIedlll5k7duwwd+zYYR45cqTLt9tOumoffPLJJ+aAAQPM73//++b+/fu9avxdV+2DrVu3msuXLzd37Nhhfvzxx+Zf/vIXc/jw4ea3vvUt87PPPuuWbT9fBLWfkXTGx6pVq6yaEydOmA899JAZExNjOhwO86abbjJ37txprX/jjTe+dJy9e/dadf/617/MO+64wwwLCzPDwsLMO+64w3S73V23sTbVlftg0qRJZ6x54403um6Dbair9sGqVau+tMbfddU+ePfdd82bb77Z7NWrl+lwOMx+/fqZP//5z839+/d38RZ3HLe5BADAxjhZAgCAjRHUAADYGEENAICNEdQAANgYQQ0AgI0R1AAA2BhBDQCAjRHUAADYGEENwGc+/vhjBQQEqKqqqrtbAS4aBDUAADZGUAPwiZaWlu5uoUMu1L7hPwhqwE/8v//3/3T55ZfrxIkTkqSqqioFBARo5syZVs2UKVN0++23S5LWrVuna665Rg6HQ/369dPixYu9xuvXr5/+8z//U9nZ2TIMQzk5Oe3e88SJE8rJydHVV1+tffv2nbW/u+66SxkZGV7LPv/8c8XExOj3v/+9pC9uT7hgwQJ985vfVEhIiK699lr96U9/surb2to0efJk9e/fXyEhIYqLi9MTTzzhNWZ2drbGjx+v+fPny+l06uqrr/6qjw7oXt18UxAAXeTw4cPmJZdcYr799tumaZrmsmXLzMjISPPGG2+0aq6++mrzySefNN9++23zkksuMefMmWPu2bPHXLVqlRkSEuJ1Z6O+ffua4eHh5sKFC80PPvjA/OCDD8y9e/eakswdO3aYzc3N5o9+9CPzuuuuMw8ePPiV/b311ltmYGCgeeDAAWvZK6+8YoaGhlq35XzggQfMb3/722ZRUZH50UcfmatWrTIdDof517/+1TRN02xpaTFnz55tbtu2zfzHP/5hrlmzxuzZs6f5xz/+0Rpz0qRJ5mWXXWa6XC6zurra625MgB0R1IAfuf76681FixaZpmma48ePN+fOnWsGBwebTU1NZl1dnSnJ3L17t5mVlWWOHj3a67UzZ8404+Pjred9+/Y1x48f71VzMqjffPNNc9SoUWZKSop5+PDhc+4vPj7efPzxx63n48ePN7Ozs03TNM2jR4+al156qbllyxav10yePNm8/fbbv3TM3Nxc80c/+pH1fNKkSWZ0dLTZ3Nx8zn0B3YlD34AfGTFihP7617/KNE29+eab+sEPfqCEhASVlZXpjTfeUHR0tL797W9r9+7dSklJ8XptSkqKPvjgA7W1tVnLbrjhhjO+z+23366jR4+quLhYhmGcc38/+9nPtGrVKklSQ0ODNm7cqLvuukuStGvXLn322WcaPXq0LrvsMuvx3HPP6aOPPrLGeOqpp3TDDTfoiiuu0GWXXaaVK1eqpqbG630GDx6s4ODgc+4L6E5B3d0AgK4zYsQIPfPMM/rb3/6mSy65RPHx8UpNTVVpaancbrdSU1MlfXEuOCAgwOu15hluXR8aGnrG97n11lu1Zs0aVVRU6Pvf//4593fnnXfqV7/6lcrLy1VeXq5+/frpe9/7niRZ59Y3btyoq666yut1DodDkvTiiy/qvvvu0+LFi5WcnKywsDAtXLhQW7duPae+ATsiqAE/ctNNN+nIkSNatmyZUlNTFRAQoNTUVM2fP19ut1vTpk2TJMXHx6usrMzrtVu2bNHVV1+twMDAr3yfX/ziF0pISFBmZqY2btxo/QPgq/Tu3Vvjx4/XqlWrVF5ern//93+31sXHx8vhcKimpuZLx3vzzTc1bNgw5ebmWstOnW0DFyKCGvAjhmHouuuu05o1a6yroW+66Sb95Cc/UWtrq0aMGCFJKigo0I033qhHH31Ut912m8rLy7VixQr99re/Pef3mjp1qtra2pSRkaFNmzZp+PDh5/S6n/3sZ8rIyFBbW5smTZpkLQ8LC9OMGTN033336cSJExo+fLiampq0ZcsWXXbZZZo0aZIGDBig5557Tq+++qr69++v559/Xtu3b1f//v3P/UMCbIagBvzMzTffrHfeeccK5YiICMXHx+vAgQMaNGiQJOn666/Xiy++qNmzZ+vRRx/VlVdeqTlz5ig7O/u83is/P18nTpzQrbfeqqKiIg0bNuwrXzNq1ChdeeWVuuaaa+R0Or3WPfroo4qKitL8+fP1j3/8Q5dffrmuv/56PfDAA5Kkn//856qqqtJtt92mgIAA3X777crNzdWmTZvOq2/ATgLMM514AoBu8umnn8rpdOr3v/+9JkyY0N3tAN2OGTUAWzhx4oTq6+u1ePFiGYahzMzM7m4JsAW+ngWgS6xdu9bra1WnPq655hrV1NToqquu0osvvqjf//73CgpiHgFIHPoG0EWOHDmigwcPnnFdjx491Ldv3y7uCLgwENQAANgYh74BALAxghoAABsjqAEAsDGCGgAAGyOoAQCwMYIaAAAbI6gBALCx/w9OoiVmEvCr4wAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"markdown","source":" salary for all the job designations seems to be increasing from 2020 to 2023 which shows that demand for this jobs are relatively high with increasing salary","metadata":{}},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:46.487126Z","iopub.execute_input":"2023-06-14T11:40:46.487650Z","iopub.status.idle":"2023-06-14T11:40:46.514140Z","shell.execute_reply.started":"2023-06-14T11:40:46.487609Z","shell.execute_reply":"2023-06-14T11:40:46.513256Z"},"trusted":true},"execution_count":288,"outputs":[{"execution_count":288,"output_type":"execute_result","data":{"text/plain":"      work_year experience_level employment_type                 job_title  \\\n0          2023               SE              FT  Principal Data Scientist   \n1          2023               MI              CT               ML Engineer   \n2          2023               MI              CT               ML Engineer   \n3          2023               SE              FT            Data Scientist   \n4          2023               SE              FT            Data Scientist   \n...         ...              ...             ...                       ...   \n3750       2020               SE              FT            Data Scientist   \n3751       2021               MI              FT  Principal Data Scientist   \n3752       2020               EN              FT            Data Scientist   \n3753       2020               EN              CT     Business Data Analyst   \n3754       2021               SE              FT      Data Science Manager   \n\n       salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n0       80000             EUR          85847                 ES           100   \n1       30000             USD          30000                 US           100   \n2       25500             USD          25500                 US           100   \n3      175000             USD         175000                 CA           100   \n4      120000             USD         120000                 CA           100   \n...       ...             ...            ...                ...           ...   \n3750   412000             USD         412000                 US           100   \n3751   151000             USD         151000                 US           100   \n3752   105000             USD         105000                 US           100   \n3753   100000             USD         100000                 US           100   \n3754  7000000             INR          94665                 IN            50   \n\n     company_location company_size  \n0                  ES            L  \n1                  US            S  \n2                  US            S  \n3                  CA            M  \n4                  CA            M  \n...               ...          ...  \n3750               US            L  \n3751               US            L  \n3752               US            S  \n3753               US            L  \n3754               IN            L  \n\n[3755 rows x 11 columns]","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>work_year</th>\n      <th>experience_level</th>\n      <th>employment_type</th>\n      <th>job_title</th>\n      <th>salary</th>\n      <th>salary_currency</th>\n      <th>salary_in_usd</th>\n      <th>employee_residence</th>\n      <th>remote_ratio</th>\n      <th>company_location</th>\n      <th>company_size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>80000</td>\n      <td>EUR</td>\n      <td>85847</td>\n      <td>ES</td>\n      <td>100</td>\n      <td>ES</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>30000</td>\n      <td>USD</td>\n      <td>30000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2023</td>\n      <td>MI</td>\n      <td>CT</td>\n      <td>ML Engineer</td>\n      <td>25500</td>\n      <td>USD</td>\n      <td>25500</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>175000</td>\n      <td>USD</td>\n      <td>175000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2023</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>120000</td>\n      <td>USD</td>\n      <td>120000</td>\n      <td>CA</td>\n      <td>100</td>\n      <td>CA</td>\n      <td>M</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3750</th>\n      <td>2020</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>412000</td>\n      <td>USD</td>\n      <td>412000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3751</th>\n      <td>2021</td>\n      <td>MI</td>\n      <td>FT</td>\n      <td>Principal Data Scientist</td>\n      <td>151000</td>\n      <td>USD</td>\n      <td>151000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3752</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>FT</td>\n      <td>Data Scientist</td>\n      <td>105000</td>\n      <td>USD</td>\n      <td>105000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>S</td>\n    </tr>\n    <tr>\n      <th>3753</th>\n      <td>2020</td>\n      <td>EN</td>\n      <td>CT</td>\n      <td>Business Data Analyst</td>\n      <td>100000</td>\n      <td>USD</td>\n      <td>100000</td>\n      <td>US</td>\n      <td>100</td>\n      <td>US</td>\n      <td>L</td>\n    </tr>\n    <tr>\n      <th>3754</th>\n      <td>2021</td>\n      <td>SE</td>\n      <td>FT</td>\n      <td>Data Science Manager</td>\n      <td>7000000</td>\n      <td>INR</td>\n      <td>94665</td>\n      <td>IN</td>\n      <td>50</td>\n      <td>IN</td>\n      <td>L</td>\n    </tr>\n  </tbody>\n</table>\n<p>3755 rows × 11 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"sns.catplot(x=\"company_size\",y=\"salary_in_usd\",kind=\"box\",data=df)   \nplt.title(\"Box plot grouped by company size\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:46.515362Z","iopub.execute_input":"2023-06-14T11:40:46.515683Z","iopub.status.idle":"2023-06-14T11:40:46.878358Z","shell.execute_reply.started":"2023-06-14T11:40:46.515655Z","shell.execute_reply":"2023-06-14T11:40:46.876693Z"},"trusted":true},"execution_count":289,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 500x500 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"sns.catplot(x=\"experience_level\",y=\"salary_in_usd\",hue=\"company_size\" ,kind=\"box\",data=df)   \nplt.title(\"Box plot grouped by company size\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:46.880372Z","iopub.execute_input":"2023-06-14T11:40:46.882101Z","iopub.status.idle":"2023-06-14T11:40:47.498460Z","shell.execute_reply.started":"2023-06-14T11:40:46.882051Z","shell.execute_reply":"2023-06-14T11:40:47.497101Z"},"trusted":true},"execution_count":290,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 609.111x500 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"cat_list=[i for i in df.select_dtypes(\"object\")]","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:47.499880Z","iopub.execute_input":"2023-06-14T11:40:47.500245Z","iopub.status.idle":"2023-06-14T11:40:47.507106Z","shell.execute_reply.started":"2023-06-14T11:40:47.500213Z","shell.execute_reply":"2023-06-14T11:40:47.505627Z"},"trusted":true},"execution_count":291,"outputs":[]},{"cell_type":"code","source":"cat_list","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:47.508408Z","iopub.execute_input":"2023-06-14T11:40:47.508803Z","iopub.status.idle":"2023-06-14T11:40:47.523472Z","shell.execute_reply.started":"2023-06-14T11:40:47.508770Z","shell.execute_reply":"2023-06-14T11:40:47.522456Z"},"trusted":true},"execution_count":292,"outputs":[{"execution_count":292,"output_type":"execute_result","data":{"text/plain":"['experience_level',\n 'employment_type',\n 'job_title',\n 'salary_currency',\n 'employee_residence',\n 'company_location',\n 'company_size']"},"metadata":{}}]},{"cell_type":"code","source":"for i in cat_list:\n    df[i] = df[i].factorize()[0]","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:47.524998Z","iopub.execute_input":"2023-06-14T11:40:47.526320Z","iopub.status.idle":"2023-06-14T11:40:47.547036Z","shell.execute_reply.started":"2023-06-14T11:40:47.526284Z","shell.execute_reply":"2023-06-14T11:40:47.545221Z"},"trusted":true},"execution_count":293,"outputs":[]},{"cell_type":"code","source":"df","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:47.548614Z","iopub.execute_input":"2023-06-14T11:40:47.550218Z","iopub.status.idle":"2023-06-14T11:40:47.575116Z","shell.execute_reply.started":"2023-06-14T11:40:47.550174Z","shell.execute_reply":"2023-06-14T11:40:47.573634Z"},"trusted":true},"execution_count":294,"outputs":[{"execution_count":294,"output_type":"execute_result","data":{"text/plain":"      work_year  experience_level  employment_type  job_title   salary  \\\n0          2023                 0                0          0    80000   \n1          2023                 1                1          1    30000   \n2          2023                 1                1          1    25500   \n3          2023                 0                0          2   175000   \n4          2023                 0                0          2   120000   \n...         ...               ...              ...        ...      ...   \n3750       2020                 0                0          2   412000   \n3751       2021                 1                0          0   151000   \n3752       2020                 2                0          2   105000   \n3753       2020                 2                1         20   100000   \n3754       2021                 0                0         26  7000000   \n\n      salary_currency  salary_in_usd  employee_residence  remote_ratio  \\\n0                   0          85847                   0           100   \n1                   1          30000                   1           100   \n2                   1          25500                   1           100   \n3                   1         175000                   2           100   \n4                   1         120000                   2           100   \n...               ...            ...                 ...           ...   \n3750                1         412000                   1           100   \n3751                1         151000                   1           100   \n3752                1         105000                   1           100   \n3753                1         100000                   1           100   \n3754                2          94665                   6            50   \n\n      company_location  company_size  \n0                    0             0  \n1                    1             1  \n2                    1             1  \n3                    2             2  \n4                    2             2  \n...                ...           ...  \n3750                 1             0  \n3751                 1             0  \n3752                 1             1  \n3753                 1             0  \n3754                 6             0  \n\n[3755 rows x 11 columns]","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>work_year</th>\n      <th>experience_level</th>\n      <th>employment_type</th>\n      <th>job_title</th>\n      <th>salary</th>\n      <th>salary_currency</th>\n      <th>salary_in_usd</th>\n      <th>employee_residence</th>\n      <th>remote_ratio</th>\n      <th>company_location</th>\n      <th>company_size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2023</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>80000</td>\n      <td>0</td>\n      <td>85847</td>\n      <td>0</td>\n      <td>100</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2023</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>30000</td>\n      <td>1</td>\n      <td>30000</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2023</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>25500</td>\n      <td>1</td>\n      <td>25500</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2023</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>175000</td>\n      <td>1</td>\n      <td>175000</td>\n      <td>2</td>\n      <td>100</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2023</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>120000</td>\n      <td>1</td>\n      <td>120000</td>\n      <td>2</td>\n      <td>100</td>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3750</th>\n      <td>2020</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>412000</td>\n      <td>1</td>\n      <td>412000</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3751</th>\n      <td>2021</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>151000</td>\n      <td>1</td>\n      <td>151000</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3752</th>\n      <td>2020</td>\n      <td>2</td>\n      <td>0</td>\n      <td>2</td>\n      <td>105000</td>\n      <td>1</td>\n      <td>105000</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3753</th>\n      <td>2020</td>\n      <td>2</td>\n      <td>1</td>\n      <td>20</td>\n      <td>100000</td>\n      <td>1</td>\n      <td>100000</td>\n      <td>1</td>\n      <td>100</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3754</th>\n      <td>2021</td>\n      <td>0</td>\n      <td>0</td>\n      <td>26</td>\n      <td>7000000</td>\n      <td>2</td>\n      <td>94665</td>\n      <td>6</td>\n      <td>50</td>\n      <td>6</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>3755 rows × 11 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"## Correlation:","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(12,12))\nsns.heatmap(df.corr(),annot=True,linewidths=0.7,cmap=\"viridis\",fmt=\".2f\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:47.577351Z","iopub.execute_input":"2023-06-14T11:40:47.578399Z","iopub.status.idle":"2023-06-14T11:40:48.413883Z","shell.execute_reply.started":"2023-06-14T11:40:47.578354Z","shell.execute_reply":"2023-06-14T11:40:48.412265Z"},"trusted":true},"execution_count":295,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x1200 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X=df.drop([\"salary_in_usd\"], axis = 1)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.415885Z","iopub.execute_input":"2023-06-14T11:40:48.417329Z","iopub.status.idle":"2023-06-14T11:40:48.427740Z","shell.execute_reply.started":"2023-06-14T11:40:48.417263Z","shell.execute_reply":"2023-06-14T11:40:48.425905Z"},"trusted":true},"execution_count":296,"outputs":[]},{"cell_type":"code","source":"Y=df[\"salary_in_usd\"]","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.429505Z","iopub.execute_input":"2023-06-14T11:40:48.429936Z","iopub.status.idle":"2023-06-14T11:40:48.449278Z","shell.execute_reply.started":"2023-06-14T11:40:48.429901Z","shell.execute_reply":"2023-06-14T11:40:48.446774Z"},"trusted":true},"execution_count":297,"outputs":[]},{"cell_type":"markdown","source":"## Splitting the Dataset into Train & Test:","metadata":{}},{"cell_type":"code","source":"# Import library\nfrom sklearn.model_selection import train_test_split","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.452573Z","iopub.execute_input":"2023-06-14T11:40:48.453363Z","iopub.status.idle":"2023-06-14T11:40:48.467665Z","shell.execute_reply.started":"2023-06-14T11:40:48.453295Z","shell.execute_reply":"2023-06-14T11:40:48.465573Z"},"trusted":true},"execution_count":298,"outputs":[]},{"cell_type":"code","source":"X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.469088Z","iopub.execute_input":"2023-06-14T11:40:48.470288Z","iopub.status.idle":"2023-06-14T11:40:48.486938Z","shell.execute_reply.started":"2023-06-14T11:40:48.470246Z","shell.execute_reply":"2023-06-14T11:40:48.485308Z"},"trusted":true},"execution_count":299,"outputs":[]},{"cell_type":"code","source":"print(X_train.shape)\nprint(X_test.shape)\nprint(Y_train.shape)\nprint(Y_test.shape)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.495502Z","iopub.execute_input":"2023-06-14T11:40:48.495979Z","iopub.status.idle":"2023-06-14T11:40:48.505168Z","shell.execute_reply.started":"2023-06-14T11:40:48.495948Z","shell.execute_reply":"2023-06-14T11:40:48.502765Z"},"trusted":true},"execution_count":300,"outputs":[{"name":"stdout","text":"(3004, 10)\n(751, 10)\n(3004,)\n(751,)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Modeling","metadata":{}},{"cell_type":"code","source":"from sklearn.linear_model import Ridge,Lasso,RidgeCV,LassoCV,ElasticNet,ElasticNetCV,LinearRegression\nfrom sklearn.tree import DecisionTreeRegressor\nfrom sklearn.neighbors import KNeighborsRegressor\nfrom sklearn.neural_network import MLPRegressor\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.ensemble import GradientBoostingRegressor\nfrom sklearn.ensemble import AdaBoostRegressor\nfrom sklearn import neighbors\nfrom sklearn.svm import SVR\n","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.507115Z","iopub.execute_input":"2023-06-14T11:40:48.508273Z","iopub.status.idle":"2023-06-14T11:40:48.520461Z","shell.execute_reply.started":"2023-06-14T11:40:48.508229Z","shell.execute_reply":"2023-06-14T11:40:48.518961Z"},"trusted":true},"execution_count":301,"outputs":[]},{"cell_type":"code","source":"dt=DecisionTreeRegressor()","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.521934Z","iopub.execute_input":"2023-06-14T11:40:48.522300Z","iopub.status.idle":"2023-06-14T11:40:48.534088Z","shell.execute_reply.started":"2023-06-14T11:40:48.522270Z","shell.execute_reply":"2023-06-14T11:40:48.533133Z"},"trusted":true},"execution_count":302,"outputs":[]},{"cell_type":"code","source":"dt.fit(X_train,Y_train)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.535611Z","iopub.execute_input":"2023-06-14T11:40:48.536231Z","iopub.status.idle":"2023-06-14T11:40:48.569246Z","shell.execute_reply.started":"2023-06-14T11:40:48.536154Z","shell.execute_reply":"2023-06-14T11:40:48.567920Z"},"trusted":true},"execution_count":303,"outputs":[{"execution_count":303,"output_type":"execute_result","data":{"text/plain":"DecisionTreeRegressor()","text/html":"<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeRegressor</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeRegressor()</pre></div></div></div></div></div>"},"metadata":{}}]},{"cell_type":"code","source":"y_predict = dt.predict(X_test)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.570447Z","iopub.execute_input":"2023-06-14T11:40:48.570844Z","iopub.status.idle":"2023-06-14T11:40:48.580227Z","shell.execute_reply.started":"2023-06-14T11:40:48.570813Z","shell.execute_reply":"2023-06-14T11:40:48.578855Z"},"trusted":true},"execution_count":304,"outputs":[]},{"cell_type":"code","source":"dt.score(X_train,Y_train)\n","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.581484Z","iopub.execute_input":"2023-06-14T11:40:48.581938Z","iopub.status.idle":"2023-06-14T11:40:48.603567Z","shell.execute_reply.started":"2023-06-14T11:40:48.581903Z","shell.execute_reply":"2023-06-14T11:40:48.602325Z"},"trusted":true},"execution_count":305,"outputs":[{"execution_count":305,"output_type":"execute_result","data":{"text/plain":"1.0"},"metadata":{}}]},{"cell_type":"code","source":"dt.score(X_test,Y_test)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.604985Z","iopub.execute_input":"2023-06-14T11:40:48.605492Z","iopub.status.idle":"2023-06-14T11:40:48.619569Z","shell.execute_reply.started":"2023-06-14T11:40:48.605452Z","shell.execute_reply":"2023-06-14T11:40:48.618591Z"},"trusted":true},"execution_count":306,"outputs":[{"execution_count":306,"output_type":"execute_result","data":{"text/plain":"0.9953862422582385"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import r2_score\nfrom sklearn.metrics import mean_squared_error, mean_absolute_error","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.621647Z","iopub.execute_input":"2023-06-14T11:40:48.623661Z","iopub.status.idle":"2023-06-14T11:40:48.637653Z","shell.execute_reply.started":"2023-06-14T11:40:48.623491Z","shell.execute_reply":"2023-06-14T11:40:48.636648Z"},"trusted":true},"execution_count":307,"outputs":[]},{"cell_type":"code","source":"print(r2_score(Y_test, y_predict)*100)\nprint(mean_squared_error(Y_test, y_predict))\nprint(mean_absolute_error(Y_test, y_predict))","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.639174Z","iopub.execute_input":"2023-06-14T11:40:48.639552Z","iopub.status.idle":"2023-06-14T11:40:48.657139Z","shell.execute_reply.started":"2023-06-14T11:40:48.639523Z","shell.execute_reply":"2023-06-14T11:40:48.656006Z"},"trusted":true},"execution_count":308,"outputs":[{"name":"stdout","text":"99.53862422582385\n18214145.91611185\n704.9680426098536\n","output_type":"stream"}]},{"cell_type":"code","source":"knn=KNeighborsRegressor().fit(X_train,Y_train)\nada=AdaBoostRegressor().fit(X_train,Y_train)\nsvm=SVR().fit(X_train,Y_train)\nridge=Ridge().fit(X_train,Y_train)\nlasso=Lasso().fit(X_train,Y_train)\nrf=RandomForestRegressor().fit(X_train,Y_train)\ngbm=GradientBoostingRegressor().fit(X_train,Y_train)","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:48.658911Z","iopub.execute_input":"2023-06-14T11:40:48.659515Z","iopub.status.idle":"2023-06-14T11:40:50.577237Z","shell.execute_reply.started":"2023-06-14T11:40:48.659481Z","shell.execute_reply":"2023-06-14T11:40:50.573977Z"},"trusted":true},"execution_count":309,"outputs":[]},{"cell_type":"code","source":"models=[ridge,lasso,knn,ada,svm,rf,gbm]","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:50.579971Z","iopub.execute_input":"2023-06-14T11:40:50.580646Z","iopub.status.idle":"2023-06-14T11:40:50.590042Z","shell.execute_reply.started":"2023-06-14T11:40:50.580535Z","shell.execute_reply":"2023-06-14T11:40:50.587540Z"},"trusted":true},"execution_count":310,"outputs":[]},{"cell_type":"code","source":"def ML(Y,models):\n    y_pred=models.predict(X_test)\n    mse=mean_squared_error(Y_test,y_pred)\n    rmse=np.sqrt(mean_squared_error(Y_test,y_pred))\n    r2=r2_score(Y_test,y_pred)*100\n    \n    return mse,rmse,r2","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:50.592768Z","iopub.execute_input":"2023-06-14T11:40:50.593779Z","iopub.status.idle":"2023-06-14T11:40:50.611995Z","shell.execute_reply.started":"2023-06-14T11:40:50.593675Z","shell.execute_reply":"2023-06-14T11:40:50.609452Z"},"trusted":true},"execution_count":311,"outputs":[]},{"cell_type":"code","source":"for i in models:\n    print(\"\\n\",i,\"\\n\\nDifferent models success rate :\",ML(\"salary_in_usd\",i))","metadata":{"execution":{"iopub.status.busy":"2023-06-14T11:40:50.614887Z","iopub.execute_input":"2023-06-14T11:40:50.617006Z","iopub.status.idle":"2023-06-14T11:40:50.828472Z","shell.execute_reply.started":"2023-06-14T11:40:50.616960Z","shell.execute_reply":"2023-06-14T11:40:50.827092Z"},"trusted":true},"execution_count":312,"outputs":[{"name":"stdout","text":"\n Ridge() \n\nDifferent models success rate : (3464466548.9791346, 58859.71923972399, 12.242882894185147)\n\n Lasso() \n\nDifferent models success rate : (3464396847.135084, 58859.12713534821, 12.244648485742848)\n\n KNeighborsRegressor() \n\nDifferent models success rate : (390620185.09517974, 19764.11356714942, 90.10534498091954)\n\n AdaBoostRegressor() \n\nDifferent models success rate : (127655616.54954742, 11298.478505955898, 96.76640292744212)\n\n SVR() \n\nDifferent models success rate : (3944880838.892905, 62808.28638717112, 0.07368671254132098)\n\n RandomForestRegressor() \n\nDifferent models success rate : (31487751.827053532, 5611.394820100751, 99.20239543796437)\n\n GradientBoostingRegressor() \n\nDifferent models success rate : (16579232.720681269, 4071.7603957847605, 99.58003760555226)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### Based on the provided evaluation metrics, the models can be ranked from best to worst performance as follows:  GradientBoostingRegressor > Random Forest Regressor > Decision Tree Regressor > AdaBoostRegressor > KNeighborsRegressor  .","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}}]}