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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Employee Performance Analysis on [Human Resource Dataset](https://www.kaggle.com/rhuebner/human-resources-data-set)\n", | |
" ### Copyright ©, 2020, *Rajarshi Kundu aka [Elanza-48](https://github.com/Elanza-48/)* under [GNU GPL-v.2](http://www.gnu.org/licenses/):\n", | |
"\n", | |
"This program is free software: you can redistribute it and/or modify it under the terms \n", | |
"of the GNU General Public License as published by the Free Software Foundation, either \n", | |
"version 3 of the License, or (at your option) any later version.\n", | |
"\n", | |
"This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; \n", | |
"without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.\n", | |
"See the GNU General Public License for more details.\n", | |
"\n", | |
"The GNU General Public License does not permit incorporating your program into proprietary \n", | |
"programs. If your program is a subroutine library, you may consider it more useful to \n", | |
"permit linking proprietary applications withthe library. If this is what you want to do, \n", | |
"use the GNU Lesser General Public License instead of this License. But first, \n", | |
"please visit the GNU website for for more Information." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"#---For jupyter-notebook---\n", | |
"%matplotlib inline\n", | |
"#%matplotlib notebook\n", | |
"#---For jupyter-Lab---\n", | |
"#%matplotlib widget\n", | |
"from matplotlib import pyplot as plot, axes\n", | |
"import seaborn as sns\n", | |
"import numpy as np\n", | |
"from sklearn.decomposition import PCA\n", | |
"from sklearn.cluster import KMeans\n", | |
"from sklearn.model_selection import train_test_split\n", | |
"from sklearn.metrics import (silhouette_samples,adjusted_rand_score,v_measure_score,\n", | |
" classification_report,confusion_matrix,roc_curve,roc_auc_score,accuracy_score,\n", | |
" precision_recall_curve)\n", | |
"from sklearn.linear_model import LogisticRegression\n", | |
"from sklearn.preprocessing import LabelEncoder,MinMaxScaler,StandardScaler,Normalizer\n", | |
"from sklearn.tree import DecisionTreeClassifier,export_graphviz,plot_tree,export_text\n", | |
"import statsmodels.api as sm\n", | |
"from IPython.display import display\n", | |
"import warnings\n", | |
"warnings.filterwarnings('ignore') # \"error\", \"ignore\", \"always\", \"default\", \"module\" or \"once\"\n", | |
"\n", | |
"pd.set_option('display.max_columns', None)\n", | |
"pd.set_option('display.max_rows', None)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Data Visualization & Preprocessing:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Employee_Name</th>\n", | |
" <th>EmpID</th>\n", | |
" <th>MarriedID</th>\n", | |
" <th>MaritalStatusID</th>\n", | |
" <th>GenderID</th>\n", | |
" <th>EmpStatusID</th>\n", | |
" <th>DeptID</th>\n", | |
" <th>PerfScoreID</th>\n", | |
" <th>FromDiversityJobFairID</th>\n", | |
" <th>PayRate</th>\n", | |
" <th>Termd</th>\n", | |
" <th>PositionID</th>\n", | |
" <th>Position</th>\n", | |
" <th>State</th>\n", | |
" <th>Zip</th>\n", | |
" <th>DOB</th>\n", | |
" <th>Sex</th>\n", | |
" <th>MaritalDesc</th>\n", | |
" <th>CitizenDesc</th>\n", | |
" <th>HispanicLatino</th>\n", | |
" <th>RaceDesc</th>\n", | |
" <th>DateofHire</th>\n", | |
" <th>DateofTermination</th>\n", | |
" <th>TermReason</th>\n", | |
" <th>EmploymentStatus</th>\n", | |
" <th>Department</th>\n", | |
" <th>ManagerName</th>\n", | |
" <th>ManagerID</th>\n", | |
" <th>RecruitmentSource</th>\n", | |
" <th>PerformanceScore</th>\n", | |
" <th>EngagementSurvey</th>\n", | |
" <th>EmpSatisfaction</th>\n", | |
" <th>SpecialProjectsCount</th>\n", | |
" <th>LastPerformanceReview_Date</th>\n", | |
" <th>DaysLateLast30</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <td>0</td>\n", | |
" <td>Brown, Mia</td>\n", | |
" <td>1103024456</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>28.50</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>Accountant I</td>\n", | |
" <td>MA</td>\n", | |
" <td>1450</td>\n", | |
" <td>11/24/1987</td>\n", | |
" <td>F</td>\n", | |
" <td>Married</td>\n", | |
" <td>US Citizen</td>\n", | |
" <td>No</td>\n", | |
" <td>Black or African American</td>\n", | |
" <td>10/27/2008</td>\n", | |
" <td>NaN</td>\n", | |
" <td>N/A - still employed</td>\n", | |
" <td>Active</td>\n", | |
" <td>Admin Offices</td>\n", | |
" <td>Brandon R. LeBlanc</td>\n", | |
" <td>1.0</td>\n", | |
" <td>Diversity Job Fair</td>\n", | |
" <td>Fully Meets</td>\n", | |
" <td>2.04</td>\n", | |
" <td>2</td>\n", | |
" <td>6</td>\n", | |
" <td>1/15/2019</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>1</td>\n", | |
" <td>LaRotonda, William</td>\n", | |
" <td>1106026572</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>23.00</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>Accountant I</td>\n", | |
" <td>MA</td>\n", | |
" <td>1460</td>\n", | |
" <td>4/26/1984</td>\n", | |
" <td>M</td>\n", | |
" <td>Divorced</td>\n", | |
" <td>US Citizen</td>\n", | |
" <td>No</td>\n", | |
" <td>Black or African American</td>\n", | |
" <td>1/6/2014</td>\n", | |
" <td>NaN</td>\n", | |
" <td>N/A - still employed</td>\n", | |
" <td>Active</td>\n", | |
" <td>Admin Offices</td>\n", | |
" <td>Brandon R. LeBlanc</td>\n", | |
" <td>1.0</td>\n", | |
" <td>Website Banner Ads</td>\n", | |
" <td>Fully Meets</td>\n", | |
" <td>5.00</td>\n", | |
" <td>4</td>\n", | |
" <td>4</td>\n", | |
" <td>1/17/2019</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>2</td>\n", | |
" <td>Steans, Tyrone</td>\n", | |
" <td>1302053333</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>29.00</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>Accountant I</td>\n", | |
" <td>MA</td>\n", | |
" <td>2703</td>\n", | |
" <td>9/1/1986</td>\n", | |
" <td>M</td>\n", | |
" <td>Single</td>\n", | |
" <td>US Citizen</td>\n", | |
" <td>No</td>\n", | |
" <td>White</td>\n", | |
" <td>9/29/2014</td>\n", | |
" <td>NaN</td>\n", | |
" <td>N/A - still employed</td>\n", | |
" <td>Active</td>\n", | |
" <td>Admin Offices</td>\n", | |
" <td>Brandon R. LeBlanc</td>\n", | |
" <td>1.0</td>\n", | |
" <td>Internet Search</td>\n", | |
" <td>Fully Meets</td>\n", | |
" <td>3.90</td>\n", | |
" <td>5</td>\n", | |
" <td>5</td>\n", | |
" <td>1/18/2019</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>3</td>\n", | |
" <td>Howard, Estelle</td>\n", | |
" <td>1211050782</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>21.50</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>Administrative Assistant</td>\n", | |
" <td>MA</td>\n", | |
" <td>2170</td>\n", | |
" <td>9/16/1985</td>\n", | |
" <td>F</td>\n", | |
" <td>Married</td>\n", | |
" <td>US Citizen</td>\n", | |
" <td>No</td>\n", | |
" <td>White</td>\n", | |
" <td>2/16/2015</td>\n", | |
" <td>4/15/2015</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Terminated for Cause</td>\n", | |
" <td>Admin Offices</td>\n", | |
" <td>Brandon R. LeBlanc</td>\n", | |
" <td>1.0</td>\n", | |
" <td>Pay Per Click - Google</td>\n", | |
" <td>Fully Meets</td>\n", | |
" <td>3.24</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>4</td>\n", | |
" <td>Singh, Nan</td>\n", | |
" <td>1307059817</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>16.56</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" <td>Administrative Assistant</td>\n", | |
" <td>MA</td>\n", | |
" <td>2330</td>\n", | |
" <td>5/19/1988</td>\n", | |
" <td>F</td>\n", | |
" <td>Single</td>\n", | |
" <td>US Citizen</td>\n", | |
" <td>No</td>\n", | |
" <td>White</td>\n", | |
" <td>5/1/2015</td>\n", | |
" <td>NaN</td>\n", | |
" <td>N/A - still employed</td>\n", | |
" <td>Active</td>\n", | |
" <td>Admin Offices</td>\n", | |
" <td>Brandon R. LeBlanc</td>\n", | |
" <td>1.0</td>\n", | |
" <td>Website Banner Ads</td>\n", | |
" <td>Fully Meets</td>\n", | |
" <td>5.00</td>\n", | |
" <td>3</td>\n", | |
" <td>5</td>\n", | |
" <td>1/15/2019</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Employee_Name EmpID MarriedID MaritalStatusID GenderID \\\n", | |
"0 Brown, Mia 1103024456 1 1 0 \n", | |
"1 LaRotonda, William 1106026572 0 2 1 \n", | |
"2 Steans, Tyrone 1302053333 0 0 1 \n", | |
"3 Howard, Estelle 1211050782 1 1 0 \n", | |
"4 Singh, Nan 1307059817 0 0 0 \n", | |
"\n", | |
" EmpStatusID DeptID PerfScoreID FromDiversityJobFairID PayRate Termd \\\n", | |
"0 1 1 3 1 28.50 0 \n", | |
"1 1 1 3 0 23.00 0 \n", | |
"2 1 1 3 0 29.00 0 \n", | |
"3 1 1 3 0 21.50 1 \n", | |
"4 1 1 3 0 16.56 0 \n", | |
"\n", | |
" PositionID Position State Zip DOB Sex \\\n", | |
"0 1 Accountant I MA 1450 11/24/1987 F \n", | |
"1 1 Accountant I MA 1460 4/26/1984 M \n", | |
"2 1 Accountant I MA 2703 9/1/1986 M \n", | |
"3 2 Administrative Assistant MA 2170 9/16/1985 F \n", | |
"4 2 Administrative Assistant MA 2330 5/19/1988 F \n", | |
"\n", | |
" MaritalDesc CitizenDesc HispanicLatino RaceDesc \\\n", | |
"0 Married US Citizen No Black or African American \n", | |
"1 Divorced US Citizen No Black or African American \n", | |
"2 Single US Citizen No White \n", | |
"3 Married US Citizen No White \n", | |
"4 Single US Citizen No White \n", | |
"\n", | |
" DateofHire DateofTermination TermReason EmploymentStatus \\\n", | |
"0 10/27/2008 NaN N/A - still employed Active \n", | |
"1 1/6/2014 NaN N/A - still employed Active \n", | |
"2 9/29/2014 NaN N/A - still employed Active \n", | |
"3 2/16/2015 4/15/2015 NaN Terminated for Cause \n", | |
"4 5/1/2015 NaN N/A - still employed Active \n", | |
"\n", | |
" Department ManagerName ManagerID RecruitmentSource \\\n", | |
"0 Admin Offices Brandon R. LeBlanc 1.0 Diversity Job Fair \n", | |
"1 Admin Offices Brandon R. LeBlanc 1.0 Website Banner Ads \n", | |
"2 Admin Offices Brandon R. LeBlanc 1.0 Internet Search \n", | |
"3 Admin Offices Brandon R. LeBlanc 1.0 Pay Per Click - Google \n", | |
"4 Admin Offices Brandon R. LeBlanc 1.0 Website Banner Ads \n", | |
"\n", | |
" PerformanceScore EngagementSurvey EmpSatisfaction SpecialProjectsCount \\\n", | |
"0 Fully Meets 2.04 2 6 \n", | |
"1 Fully Meets 5.00 4 4 \n", | |
"2 Fully Meets 3.90 5 5 \n", | |
"3 Fully Meets 3.24 3 4 \n", | |
"4 Fully Meets 5.00 3 5 \n", | |
"\n", | |
" LastPerformanceReview_Date DaysLateLast30 \n", | |
"0 1/15/2019 0.0 \n", | |
"1 1/17/2019 0.0 \n", | |
"2 1/18/2019 0.0 \n", | |
"3 NaN NaN \n", | |
"4 1/15/2019 0.0 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>EmpID</th>\n", | |
" <th>MarriedID</th>\n", | |
" <th>MaritalStatusID</th>\n", | |
" <th>GenderID</th>\n", | |
" <th>EmpStatusID</th>\n", | |
" <th>DeptID</th>\n", | |
" <th>PerfScoreID</th>\n", | |
" <th>FromDiversityJobFairID</th>\n", | |
" <th>PayRate</th>\n", | |
" <th>Termd</th>\n", | |
" <th>PositionID</th>\n", | |
" <th>Zip</th>\n", | |
" <th>ManagerID</th>\n", | |
" <th>EngagementSurvey</th>\n", | |
" <th>EmpSatisfaction</th>\n", | |
" <th>SpecialProjectsCount</th>\n", | |
" <th>DaysLateLast30</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <td>count</td>\n", | |
" <td>3.100000e+02</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>302.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>310.000000</td>\n", | |
" <td>207.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>mean</td>\n", | |
" <td>1.199745e+09</td>\n", | |
" <td>0.396774</td>\n", | |
" <td>0.809677</td>\n", | |
" <td>0.429032</td>\n", | |
" <td>2.396774</td>\n", | |
" <td>4.606452</td>\n", | |
" <td>2.983871</td>\n", | |
" <td>0.093548</td>\n", | |
" <td>31.284806</td>\n", | |
" <td>0.332258</td>\n", | |
" <td>16.838710</td>\n", | |
" <td>6569.732258</td>\n", | |
" <td>14.579470</td>\n", | |
" <td>3.332097</td>\n", | |
" <td>3.890323</td>\n", | |
" <td>1.209677</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>std</td>\n", | |
" <td>1.829600e+08</td>\n", | |
" <td>0.490019</td>\n", | |
" <td>0.944702</td>\n", | |
" <td>0.495738</td>\n", | |
" <td>1.795533</td>\n", | |
" <td>1.082349</td>\n", | |
" <td>0.577124</td>\n", | |
" <td>0.291670</td>\n", | |
" <td>15.383615</td>\n", | |
" <td>0.471785</td>\n", | |
" <td>6.232272</td>\n", | |
" <td>16933.864054</td>\n", | |
" <td>8.090352</td>\n", | |
" <td>1.290590</td>\n", | |
" <td>0.910690</td>\n", | |
" <td>2.352009</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>min</td>\n", | |
" <td>6.020003e+08</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>14.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1013.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.030000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>25%</td>\n", | |
" <td>1.101024e+09</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>20.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>18.000000</td>\n", | |
" <td>1901.250000</td>\n", | |
" <td>10.000000</td>\n", | |
" <td>2.082500</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>50%</td>\n", | |
" <td>1.203032e+09</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>24.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>19.000000</td>\n", | |
" <td>2132.000000</td>\n", | |
" <td>15.000000</td>\n", | |
" <td>3.470000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>75%</td>\n", | |
" <td>1.378814e+09</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>45.315000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>20.000000</td>\n", | |
" <td>2357.000000</td>\n", | |
" <td>19.000000</td>\n", | |
" <td>4.520000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>max</td>\n", | |
" <td>1.988300e+09</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>6.000000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>80.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>30.000000</td>\n", | |
" <td>98052.000000</td>\n", | |
" <td>39.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>8.000000</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" EmpID MarriedID MaritalStatusID GenderID EmpStatusID \\\n", | |
"count 3.100000e+02 310.000000 310.000000 310.000000 310.000000 \n", | |
"mean 1.199745e+09 0.396774 0.809677 0.429032 2.396774 \n", | |
"std 1.829600e+08 0.490019 0.944702 0.495738 1.795533 \n", | |
"min 6.020003e+08 0.000000 0.000000 0.000000 1.000000 \n", | |
"25% 1.101024e+09 0.000000 0.000000 0.000000 1.000000 \n", | |
"50% 1.203032e+09 0.000000 1.000000 0.000000 1.000000 \n", | |
"75% 1.378814e+09 1.000000 1.000000 1.000000 5.000000 \n", | |
"max 1.988300e+09 1.000000 4.000000 1.000000 5.000000 \n", | |
"\n", | |
" DeptID PerfScoreID FromDiversityJobFairID PayRate \\\n", | |
"count 310.000000 310.000000 310.000000 310.000000 \n", | |
"mean 4.606452 2.983871 0.093548 31.284806 \n", | |
"std 1.082349 0.577124 0.291670 15.383615 \n", | |
"min 1.000000 1.000000 0.000000 14.000000 \n", | |
"25% 5.000000 3.000000 0.000000 20.000000 \n", | |
"50% 5.000000 3.000000 0.000000 24.000000 \n", | |
"75% 5.000000 3.000000 0.000000 45.315000 \n", | |
"max 6.000000 4.000000 1.000000 80.000000 \n", | |
"\n", | |
" Termd PositionID Zip ManagerID EngagementSurvey \\\n", | |
"count 310.000000 310.000000 310.000000 302.000000 310.000000 \n", | |
"mean 0.332258 16.838710 6569.732258 14.579470 3.332097 \n", | |
"std 0.471785 6.232272 16933.864054 8.090352 1.290590 \n", | |
"min 0.000000 1.000000 1013.000000 1.000000 1.030000 \n", | |
"25% 0.000000 18.000000 1901.250000 10.000000 2.082500 \n", | |
"50% 0.000000 19.000000 2132.000000 15.000000 3.470000 \n", | |
"75% 1.000000 20.000000 2357.000000 19.000000 4.520000 \n", | |
"max 1.000000 30.000000 98052.000000 39.000000 5.000000 \n", | |
"\n", | |
" EmpSatisfaction SpecialProjectsCount DaysLateLast30 \n", | |
"count 310.000000 310.000000 207.0 \n", | |
"mean 3.890323 1.209677 0.0 \n", | |
"std 0.910690 2.352009 0.0 \n", | |
"min 1.000000 0.000000 0.0 \n", | |
"25% 3.000000 0.000000 0.0 \n", | |
"50% 4.000000 0.000000 0.0 \n", | |
"75% 5.000000 0.000000 0.0 \n", | |
"max 5.000000 8.000000 0.0 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"#get .csv file as dataFrame object\n", | |
"data=pd.read_csv('../input/hrdataset-v13/HRDataset_v13.csv')\n", | |
"display(data.head(5))\n", | |
"display(data.describe())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(310, 35)" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"Employee_Name 0\n", | |
"EmpID 0\n", | |
"MarriedID 0\n", | |
"MaritalStatusID 0\n", | |
"GenderID 0\n", | |
"EmpStatusID 0\n", | |
"DeptID 0\n", | |
"PerfScoreID 0\n", | |
"FromDiversityJobFairID 0\n", | |
"PayRate 0\n", | |
"Termd 0\n", | |
"PositionID 0\n", | |
"Position 0\n", | |
"State 0\n", | |
"Zip 0\n", | |
"DOB 0\n", | |
"Sex 0\n", | |
"MaritalDesc 0\n", | |
"CitizenDesc 0\n", | |
"HispanicLatino 0\n", | |
"RaceDesc 0\n", | |
"DateofHire 0\n", | |
"DateofTermination 207\n", | |
"TermReason 1\n", | |
"EmploymentStatus 0\n", | |
"Department 0\n", | |
"ManagerName 0\n", | |
"ManagerID 8\n", | |
"RecruitmentSource 0\n", | |
"PerformanceScore 0\n", | |
"EngagementSurvey 0\n", | |
"EmpSatisfaction 0\n", | |
"SpecialProjectsCount 0\n", | |
"LastPerformanceReview_Date 103\n", | |
"DaysLateLast30 103\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"display(data.shape)\n", | |
"display(data.isna().sum())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"GenderID 0\n", | |
"DeptID 0\n", | |
"PositionID 0\n", | |
"MaritalStatusID 0\n", | |
"PerfScoreID 0\n", | |
"PayRate 0\n", | |
"EmpStatusID 0\n", | |
"RaceDesc 0\n", | |
"EngagementSurvey 0\n", | |
"EmpSatisfaction 0\n", | |
"SpecialProjectsCount 0\n", | |
"dtype: int64" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"statData=pd.DataFrame(data[['GenderID','DeptID','PositionID','MaritalStatusID','PerfScoreID','PayRate','EmpStatusID'\n", | |
" ,'RaceDesc', 'EngagementSurvey','EmpSatisfaction','SpecialProjectsCount']],copy=True)\n", | |
"\n", | |
"statData.isna().sum()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>GenderID</th>\n", | |
" <th>DeptID</th>\n", | |
" <th>PositionID</th>\n", | |
" <th>MaritalStatusID</th>\n", | |
" <th>PerfScoreID</th>\n", | |
" <th>PayRate</th>\n", | |
" <th>EmpStatusID</th>\n", | |
" <th>RaceDesc</th>\n", | |
" <th>EngagementSurvey</th>\n", | |
" <th>EmpSatisfaction</th>\n", | |
" <th>SpecialProjectsCount</th>\n", | |
" <th>Age</th>\n", | |
" <th>EmployedDays</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>28.50</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>2.04</td>\n", | |
" <td>2</td>\n", | |
" <td>6</td>\n", | |
" <td>32</td>\n", | |
" <td>11</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>3</td>\n", | |
" <td>23.00</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>5.00</td>\n", | |
" <td>4</td>\n", | |
" <td>4</td>\n", | |
" <td>35</td>\n", | |
" <td>6</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>3</td>\n", | |
" <td>29.00</td>\n", | |
" <td>1</td>\n", | |
" <td>5</td>\n", | |
" <td>3.90</td>\n", | |
" <td>5</td>\n", | |
" <td>5</td>\n", | |
" <td>33</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>21.50</td>\n", | |
" <td>1</td>\n", | |
" <td>5</td>\n", | |
" <td>3.24</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>34</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>4</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>0</td>\n", | |
" <td>3</td>\n", | |
" <td>16.56</td>\n", | |
" <td>1</td>\n", | |
" <td>5</td>\n", | |
" <td>5.00</td>\n", | |
" <td>3</td>\n", | |
" <td>5</td>\n", | |
" <td>31</td>\n", | |
" <td>4</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>5</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>2</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>20.50</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>3.80</td>\n", | |
" <td>4</td>\n", | |
" <td>4</td>\n", | |
" <td>32</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>6</td>\n", | |
" <td>0</td>\n", | |
" <td>6</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>55.00</td>\n", | |
" <td>5</td>\n", | |
" <td>2</td>\n", | |
" <td>3.14</td>\n", | |
" <td>5</td>\n", | |
" <td>0</td>\n", | |
" <td>55</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>7</td>\n", | |
" <td>0</td>\n", | |
" <td>6</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>3</td>\n", | |
" <td>55.00</td>\n", | |
" <td>1</td>\n", | |
" <td>5</td>\n", | |
" <td>5.00</td>\n", | |
" <td>5</td>\n", | |
" <td>0</td>\n", | |
" <td>56</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>8</td>\n", | |
" <td>0</td>\n", | |
" <td>6</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>55.00</td>\n", | |
" <td>1</td>\n", | |
" <td>5</td>\n", | |
" <td>2.30</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>32</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <td>9</td>\n", | |
" <td>1</td>\n", | |
" <td>6</td>\n", | |
" <td>3</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>56.00</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>3.60</td>\n", | |
" <td>5</td>\n", | |
" <td>0</td>\n", | |
" <td>31</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" GenderID DeptID PositionID MaritalStatusID PerfScoreID PayRate \\\n", | |
"0 0 1 1 1 3 28.50 \n", | |
"1 1 1 1 2 3 23.00 \n", | |
"2 1 1 1 0 3 29.00 \n", | |
"3 0 1 2 1 3 21.50 \n", | |
"4 0 1 2 0 3 16.56 \n", | |
"5 0 1 2 1 3 20.50 \n", | |
"6 0 6 3 1 3 55.00 \n", | |
"7 0 6 3 0 3 55.00 \n", | |
"8 0 6 3 0 1 55.00 \n", | |
"9 1 6 3 1 3 56.00 \n", | |
"\n", | |
" EmpStatusID RaceDesc EngagementSurvey EmpSatisfaction \\\n", | |
"0 1 2 2.04 2 \n", | |
"1 1 2 5.00 4 \n", | |
"2 1 5 3.90 5 \n", | |
"3 1 5 3.24 3 \n", | |
"4 1 5 5.00 3 \n", | |
"5 5 1 3.80 4 \n", | |
"6 5 2 3.14 5 \n", | |
"7 1 5 5.00 5 \n", | |
"8 1 5 2.30 1 \n", | |
"9 1 0 3.60 5 \n", | |
"\n", | |
" SpecialProjectsCount Age EmployedDays \n", | |
"0 6 32 11 \n", | |
"1 4 35 6 \n", | |
"2 5 33 5 \n", | |
"3 4 34 5 \n", | |
"4 5 31 4 \n", | |
"5 4 32 8 \n", | |
"6 0 55 8 \n", | |
"7 0 56 5 \n", | |
"8 0 32 8 \n", | |
"9 0 31 5 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"(310, 13)" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"statData['Age']=((pd.to_datetime('today')-pd.to_datetime(data['DOB']))/np.timedelta64(1,'Y')).astype(int)\n", | |
"statData['EmployedDays']=((pd.to_datetime('today')-pd.to_datetime(data['DateofHire'])\n", | |
" )/np.timedelta64(1,'Y')).astype(int)\n", | |
"\n", | |
"# Label encoding Encoding\n", | |
"statData['RaceDesc']=LabelEncoder().fit_transform(statData['RaceDesc'])\n", | |
"\n", | |
"display(statData.head(10))\n", | |
"display(statData.shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1296x1008 with 12 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot.figure(1 , figsize = (18 , 14))\n", | |
"n = 0 \n", | |
"for x in ['PayRate','DeptID','MaritalStatusID','EngagementSurvey','EmpSatisfaction','SpecialProjectsCount','Age',\n", | |
" 'EmployedDays','EmpStatusID','PositionID','RaceDesc','PerfScoreID']:\n", | |
" n += 1\n", | |
" plot.subplot(4 , 3 , n)\n", | |
" plot.subplots_adjust(hspace =0.2 , wspace = 0.2)\n", | |
" sns.distplot(statData[x] , bins = 20,color=\"green\")\n", | |
"# plot.title('Distplot of {}'.format(x))\n", | |
"plot.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot.figure(1 , figsize = (10 , 6))\n", | |
"c=0\n", | |
"for y in ['GenderID']:\n", | |
" c+=1\n", | |
" plot.subplot(2,1,c)\n", | |
" sns.countplot(y = y , data = statData,palette='viridis')\n", | |
" \n", | |
" if(c==1):\n", | |
" plot.title('MALE: 0 | FEMALE: 1')\n", | |
"plot.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 792x792 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot.figure(figsize = (11 , 11))\n", | |
"sns.heatmap(statData.corr(),square=True,cmap='YlGnBu',cbar_kws={\"shrink\": 0.80},annot=True)\n", | |
"plot.title('Correlation',fontsize=20)\n", | |
"plot.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"X_train :(248, 10)\n", | |
"X_test :(62, 10)\n", | |
"Y_train :(248, 1)\n", | |
"Y_test :(62, 1)\n" | |
] | |
} | |
], | |
"source": [ | |
"X_train,X_test, Y_train,Y_test= train_test_split(statData.drop(['PerfScoreID','SpecialProjectsCount','EmpStatusID'],\n", | |
" axis='columns'),statData[['PerfScoreID']],train_size=0.80, random_state=70)\n", | |
"\n", | |
"#Normalizing training data.\n", | |
"scaled_data=Normalizer().fit_transform(X_train)\n", | |
"X_train_norm= pd.DataFrame(scaled_data,columns=X_train.columns.values.tolist(),copy=True)\n", | |
"\n", | |
"#Standardizing training data. \n", | |
"scaled_data=StandardScaler().fit_transform(X_train)\n", | |
"X_train_std= pd.DataFrame(scaled_data,columns=X_train.columns.values.tolist(),copy=True)\n", | |
"\n", | |
"#Normalizing testing data.\n", | |
"scaled_data=Normalizer().fit_transform(X_test)\n", | |
"X_test_norm= pd.DataFrame(scaled_data,columns=X_train.columns.values.tolist(),copy=True)\n", | |
"\n", | |
"#Standardizing testing data.\n", | |
"scaled_data=StandardScaler().fit_transform(X_test)\n", | |
"X_test_std= pd.DataFrame(scaled_data,columns=X_train.columns.values.tolist(),copy=True)\n", | |
"print(\"X_train :\"+str(X_train.shape))\n", | |
"print(\"X_test :\"+str(X_test.shape))\n", | |
"print(\"Y_train :\"+str(Y_train.shape))\n", | |
"print(\"Y_test :\"+str(Y_test.shape))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## K-MEANS CLUSTERING:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"serpl3d,xyzse=plot.subplots(figsize=(10,6))\n", | |
"distortions = []\n", | |
"for i in range(1, 11):\n", | |
" km = KMeans(\n", | |
" n_clusters=i, init='k-means++',\n", | |
" n_init=10, max_iter=600,\n", | |
" tol=1e-04\n", | |
")\n", | |
" km.fit(X_train_norm,Y_train)\n", | |
" distortions.append(km.inertia_)\n", | |
"\n", | |
"# plot\n", | |
"xyzse.plot(range(1, 11), distortions, marker='o',linestyle='-',color='slateblue',markerSize=5,\n", | |
"markerfacecolor='purple',mec='lime')\n", | |
"xyzse.set_title('Mean Square Error',fontsize=16)\n", | |
"xyzse.set_xlabel('Number of clusters',fontsize=12)\n", | |
"xyzse.set_ylabel('Distortion',fontsize=12)\n", | |
"xyzse.set_facecolor(\".95\")\n", | |
"xyzse.grid(True, color='w', linestyle='-', linewidth=1)\n", | |
"plot.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [], | |
"source": [ | |
"n_clusters=2\n", | |
"kMeans = KMeans(\n", | |
" n_clusters=n_clusters, init='k-means++',\n", | |
" n_init=10, max_iter=600,\n", | |
" tol=1e-04,random_state=40\n", | |
")\n", | |
"kMeans.fit(X_train_norm,Y_train)\n", | |
"train_label=kMeans.labels_\n", | |
"test_label=kMeans.predict(X_test_norm)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot.figure(1 , figsize = (10 , 4))\n", | |
"cplot=sns.countplot(y = 'clusters' , data = pd.DataFrame({\"clusters\":test_label},copy=True),palette='magma')\n", | |
"cplot.set_xlabel(\"count\",fontsize=12)\n", | |
"cplot.set_ylabel(\"clusters\",fontsize=12)\n", | |
"plot.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"x_new = PCA(n_components=2).fit_transform(X_train_norm)\n", | |
"bplot_data= pd.DataFrame({\n", | |
" 'pca_1':x_new[:,0].ravel(),\n", | |
" 'pca_2':x_new[:,1].ravel(),\n", | |
" 'labels': train_label\n", | |
"})\n", | |
"\n", | |
"with sns.axes_style('darkgrid'):\n", | |
" # plot the N clusters for 2D-plot\n", | |
" fig, bPlot =plot.subplots(figsize=(12,8))\n", | |
" \n", | |
" sns.scatterplot(x='pca_1',y='pca_2',data=bplot_data,hue='labels',linewidth=1,\n", | |
" ax=bPlot,palette=['seagreen','orangered'],size=\"labels\",sizes=(100,100),alpha=.8)\n", | |
"\n", | |
"bPlot.set_xlabel('pca_1',{'fontsize':13})\n", | |
"bPlot.set_ylabel('pca_2',{'fontsize':13})\n", | |
"bPlot.set_title(\"Biplot of k-means clusters\",{'fontsize':16})\n", | |
"\n", | |
"plot.show()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { |
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