model

app.py

@@ -0,0 +1,56 @@
+import gradio as gr
+import pandas as pd
+from sklearn.preprocessing import LabelEncoder
+from sklearn.feature_selection import mutual_info_classif
+from sklearn.feature_selection import chi2
+
+def data_description(action_type):
+    df = pd.read_csv('emp_experience_data.csv')
+    pd.options.display.max_columns = 25
+    pd.options.display.max_rows = 10
+    data_encoded = df.copy(deep=True)
+    categorical_column = ['Attrition', 'Gender', 'BusinessTravel', 'Education', 'EmployeeExperience', 'EmployeeFeedbackSentiments', 'Designation',
+                            'SalarySatisfaction', 'HealthBenefitsSatisfaction', 'UHGDiscountProgramUsage', 'HealthConscious', 'CareerPathSatisfaction', 'Region']
+    label_encoding = LabelEncoder()
+    for col in categorical_column:
+        data_encoded[col] = label_encoding.fit_transform(data_encoded[col])
+
+    if action_type == "Input Data":
+        input_data = data_encoded.drop(['Attrition'], axis=1)
+        return input_data.head()
+    if action_type == "input_data":
+        target_data = data_encoded[['Attrition']]
+        return target_data.head()
+    if action_type == "Feature Selection By Mutual Information":
+        input_data = data_encoded.drop(['Attrition'], axis=1)
+        col_values = list(input_data.columns.values)
+        feature_scores = mutual_info_classif(input_data, target_data)
+        data = [["Feature", "Mutual Information (0: independent, 1: dependent)"]]
+        for score, fname in sorted(zip(feature_scores, col_values), reverse=True)[:10]:
+            data.append([fname, score])
+        return data
+    if action_type == "Feature Selection By Chi Square":
+        input_data = data_encoded.drop(['Attrition'], axis=1)
+        col_values = list(input_data.columns.values)
+        feature_scores = chi2(input_data, target_data)[0]
+        data = [["Feature", "Mutual Information (0: independent, 1: dependent)"]]
+        for score, fname in sorted(zip(feature_scores, col_values), reverse=True)[:10]:
+            data.append([fname, score])
+        return data
+
+inputs = [
+        gr.Dropdown(["Input Data", "c", "Feature Selection By Mutual Information", "Feature Selection By Chi Square"], label="Develop Data Models")
+    ]
+
+outputs = [gr.DataFrame()]
+
+demo = gr.Interface(
+    fn = data_description,
+    inputs = inputs,
+    outputs = outputs,
+    title="Employee-Experience: Model Development",
+    allow_flagging=False
+)
+
+if __name__ == "__main__":
+    demo.launch()

emp_experience_data.csv

@@ -0,0 +1,299 @@
+Attrition,Age,Gender,BusinessTravel,Education,EmployeeExperience,EmployeeFeedbackSentiments,Designation,SalaryGrade,SalarySatisfaction,PerformanceRating,YearsSinceLastPromotion,InternalJobMovement,ManagerChangeFrequencyInThreeYears,NumOfCompaniesWorked,DistanceFromHome,HealthBenefitsSatisfaction,UHGDiscountProgramUsage,HealthConscious,HoursOfTrainingAttendedLastYear,CareerPathSatisfaction,Region
+Yes,41,Female,Travel_Rarely,College,Neutral,Negative,Admin,27,Positive,4,3,3,1,4,1,Negative,Yes,Yes,10,Negative,India
+No,49,Male,Travel_Frequently,College,Positive,Positive,Engineer,28,Positive,3,2,1,1,1,8,Positive,No,No,8,Positive,India
+Yes,37,Male,Travel_Rarely,Highschool,Negative,Negative,Admin,27,Negative,4,3,0,2,2,2,Negative,No,No,20,Negative,US
+No,33,Female,Travel_Frequently,College,Neutral,Positive,Engineer,30,Positive,4,0,0,3,1,3,Neutral,No,Yes,10,Positive,India
+No,27,Male,Travel_Rarely,Masters,Positive,Negative,EngineerTLCP,27,Positive,2,2,1,4,2,2,Positive,Yes,No,20,Neutral,US
+No,32,Male,Travel_Frequently,College,Positive,Positive,Admin,28,Positive,4,4,0,2,1,2,Positive,No,No,7,Negative,India
+No,59,Female,Travel_Rarely,Masters,Neutral,Positive,Manager,27,Negative,5,1,0,3,1,3,Negative,No,Yes,20,Negative,US
+No,30,Male,Travel_Rarely,Masters,Neutral,Positive,Director,30,Positive,5,3,0,1,2,24,Positive,Yes,Yes,20,Positive,India
+No,38,Male,Travel_Frequently,Doctorate,Positive,Positive,Director,28,Negative,3,3,1,3,1,23,Positive,Yes,No,8,Negative,India
+No,36,Male,Travel_Rarely,Highschool,Positive,Positive,Admin,27,Positive,3,2,2,2,1,27,Neutral,No,No,6,Positive,India
+No,35,Male,Travel_Rarely,College,Negative,Negative,Engineer,27,Negative,4,4,0,1,1,16,Negative,No,Yes,10,Positive,US
+No,29,Female,Travel_Rarely,Masters,Neutral,Negative,EngineerTLCP,27,Positive,5,3,1,1,2,15,Negative,Yes,No,25,Positive,India
+No,31,Male,Travel_Rarely,Doctorate,Neutral,Positive,EngineerTLCP,28,Positive,3,2,3,4,1,26,Positive,Yes,No,30,Positive,US
+No,34,Male,Travel_Rarely,Highschool,Neutral,Positive,Analyst,28,Neutral,3,1,2,3,1,19,Positive,No,Yes,10,Negative,India
+Yes,28,Male,Travel_Rarely,College,Negative,Positive,Engineer,29,Positive,5,4,2,1,3,24,Negative,No,Yes,0,Negative,India
+No,29,Female,Travel_Rarely,College,Positive,Negative,Engineer,27,Positive,3,4,1,2,3,21,Negative,Yes,No,0,Neutral,US
+No,32,Male,Travel_Rarely,Masters,Neutral,Negative,Director,27,Neutral,3,1,0,2,1,5,Positive,No,Yes,6,Negative,India
+No,22,Male,Non-Travel,Doctorate,Positive,Positive,EngineerTLCP,27,Positive,4,2,3,3,1,16,Positive,Yes,No,5,Neutral,India
+No,53,Female,Travel_Rarely,College,Positive,Negative,Admin,27,Positive,3,4,0,4,2,2,Positive,No,Yes,9,Positive,US
+No,38,Male,Travel_Rarely,Highschool,Positive,Positive,Admin,27,Positive,3,1,1,2,1,2,Positive,No,Yes,4,Negative,India
+No,24,Female,Non-Travel,College,Negative,Negative,Analyst,27,Negative,3,1,1,3,2,11,Negative,Yes,No,0,Negative,India
+Yes,36,Male,Travel_Rarely,Masters,Negative,Negative,Director,28,Negative,3,2,2,1,3,9,Positive,No,No,0,Positive,India
+No,34,Female,Travel_Rarely,Doctorate,Positive,Positive,Director,30,Neutral,4,2,2,4,2,7,Positive,No,Yes,3,Positive,India
+No,21,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Neutral,4,4,2,2,1,15,Negative,Yes,Yes,0,Positive,US
+Yes,34,Male,Travel_Rarely,College,Negative,Positive,Admin,27,Positive,3,5,2,2,1,6,Negative,No,No,10,Positive,US
+No,53,Female,Travel_Rarely,Highschool,Positive,Positive,Admin,27,Positive,4,4,3,1,2,5,Positive,No,No,12,Neutral,India
+Yes,32,Female,Travel_Frequently,College,Positive,Negative,Director,30,Negative,3,4,0,3,1,16,Positive,Yes,Yes,0,Negative,India
+No,42,Male,Travel_Rarely,Masters,Positive,Negative,Manager,27,Positive,3,2,0,3,2,8,Neutral,No,Yes,10,Positive,US
+No,44,Female,Travel_Rarely,Doctorate,Neutral,Negative,EngineerTLCP,28,Negative,4,2,1,1,2,7,Negative,No,No,12,Negative,India
+No,46,Female,Travel_Rarely,College,Positive,Negative,Engineer,27,Positive,2,2,2,1,3,2,Positive,Yes,No,17,Negative,India
+No,33,Male,Travel_Rarely,College,Positive,Negative,Analyst,27,Positive,2,3,2,2,1,2,Neutral,Yes,Yes,15,Positive,India
+No,44,Male,Travel_Rarely,College,Positive,Positive,Analyst,27,Positive,5,4,1,3,4,10,Positive,No,No,0,Positive,US
+No,30,Male,Travel_Rarely,College,Positive,Positive,Manager,27,Positive,3,6,0,2,3,9,Positive,No,No,0,Positive,India
+Yes,39,Male,Travel_Rarely,College,Positive,Negative,Manager,27,Negative,3,3,2,2,3,5,Negative,No,No,15,Negative,India
+Yes,24,Male,Travel_Rarely,Doctorate,Negative,Neutral,EngineerTLCP,29,Negative,4,7,0,3,4,1,Negative,Yes,Yes,10,Negative,US
+No,43,Female,Travel_Rarely,College,Negative,Negative,Engineer,27,Negative,3,2,1,1,3,2,Positive,Yes,No,7,Negative,India
+Yes,50,Male,Travel_Rarely,Masters,Negative,Negative,Manager,30,Negative,4,7,0,2,2,3,Negative,No,No,19,Neutral,US
+No,35,Female,Travel_Rarely,Doctorate,Neutral,Neutral,Manager,28,Neutral,3,2,1,1,3,2,Negative,No,Yes,0,Positive,India
+No,36,Female,Travel_Rarely,Highschool,Neutral,Positive,Analyst,27,Positive,5,3,0,2,2,5,Positive,Yes,Yes,20,Neutral,US
+No,33,Female,Travel_Frequently,College,Positive,Positive,Engineer,27,Positive,3,2,1,1,1,1,Positive,No,No,10,Neutral,India
+No,35,Male,Travel_Rarely,College,Neutral,Neutral,Engineer,27,Neutral,3,4,3,2,1,4,Positive,Yes,No,15,Positive,India
+No,27,Female,Travel_Rarely,College,Negative,Positive,Engineer,28,Negative,3,3,1,3,2,2,Positive,Yes,No,0,Negative,India
+Yes,26,Male,Travel_Rarely,Masters,Positive,Negative,Manager,28,Positive,2,4,1,1,2,25,Negative,Yes,Yes,27,Negative,US
+No,27,Male,Travel_Frequently,Doctorate,Neutral,Negative,Manager,28,Positive,4,2,1,1,1,8,Negative,Yes,No,10,Positive,India
+No,30,Female,Travel_Frequently,College,Neutral,Positive,Director,28,Neutral,3,2,2,2,1,1,Positive,Yes,Yes,18,Positive,US
+Yes,41,Female,Travel_Rarely,College,Negative,Neutral,Director,28,Negative,3,2,0,3,1,12,Negative,No,No,10,Negative,US
+No,34,Male,Non-Travel,College,Neutral,Positive,Manager,27,Neutral,4,2,1,2,4,23,Neutral,No,Yes,12,Positive,India
+No,37,Male,Travel_Rarely,College,Positive,Neutral,Engineer,28,Positive,4,3,0,2,4,19,Positive,No,No,6,Neutral,US
+No,46,Male,Travel_Frequently,College,Negative,Neutral,Manager,27,Negative,3,5,0,3,1,5,Negative,No,Yes,10,Negative,India
+No,35,Male,Travel_Rarely,Masters,Positive,Negative,Manager,27,Positive,3,3,0,1,4,8,Positive,No,No,10,Positive,India
+Yes,48,Male,Travel_Rarely,Masters,Negative,Positive,Manager,27,Negative,4,3,3,2,2,1,Negative,Yes,Yes,19,Negative,US
+Yes,28,Male,Travel_Rarely,College,Positive,Negative,Engineer,28,Positive,3,2,1,1,3,5,Negative,Yes,No,18,Negative,US
+No,44,Female,Travel_Rarely,College,Positive,Neutral,Engineer,28,Positive,3,3,1,1,2,1,Positive,No,Yes,18,Positive,India
+No,35,Male,Non-Travel,College,Neutral,Positive,Manager,29,Positive,4,3,2,1,2,11,Positive,No,Yes,10,Positive,India
+No,26,Female,Travel_Rarely,Masters,Negative,Negative,EngineerTLCP,29,Neutral,3,3,2,2,2,23,Negative,No,No,22,Positive,US
+No,33,Female,Travel_Frequently,Doctorate,Neutral,Positive,Manager,29,Positive,3,4,0,3,5,1,Neutral,Yes,No,20,Positive,US
+No,35,Male,Travel_Frequently,Masters,Neutral,Negative,Analyst,30,Positive,3,5,1,1,2,18,Positive,No,Yes,10,Negative,US
+No,35,Female,Travel_Rarely,Doctorate,Positive,Positive,Manager,28,Positive,3,4,0,1,5,23,Negative,No,No,25,Positive,US
+No,31,Male,Travel_Rarely,College,Neutral,Positive,Manager,28,Positive,2,5,2,2,3,7,Neutral,Yes,Yes,24,Neutral,US
+No,37,Male,Travel_Rarely,College,Negative,Negative,Manager,28,Negative,4,3,0,3,6,1,Neutral,Yes,Yes,10,Positive,India
+No,32,Male,Travel_Rarely,College,Positive,Positive,Manager,28,Neutral,4,3,1,3,2,1,Neutral,No,No,28,Neutral,India
+No,38,Female,Travel_Frequently,College,Positive,Negative,Analyst,29,Positive,3,2,1,2,5,29,Positive,No,No,10,Positive,US
+No,50,Female,Travel_Rarely,Highschool,Neutral,Positive,Admin,27,Positive,3,2,0,2,1,7,Neutral,No,Yes,12,Negative,US
+No,59,Female,Travel_Rarely,Masters,Neutral,Positive,Engineer,28,Positive,3,2,2,1,4,25,Positive,Yes,No,10,Positive,India
+No,36,Female,Travel_Rarely,Doctorate,Negative,Negative,Manager,29,Positive,3,2,0,2,4,8,Negative,No,Yes,11,Positive,India
+No,55,Female,Travel_Rarely,College,Neutral,Positive,Analyst,27,Positive,2,4,2,1,1,8,Positive,Yes,Yes,15,Positive,India
+No,36,Male,Travel_Frequently,College,Positive,Positive,Engineer,27,Negative,4,4,1,1,2,11,Positive,No,No,20,Neutral,India
+No,45,Male,Travel_Rarely,College,Negative,Negative,Engineer,27,Negative,2,2,1,1,4,7,Neutral,Yes,Yes,18,Negative,US
+No,35,Male,Travel_Frequently,College,Negative,Negative,Analyst,27,Negative,3,2,2,2,3,1,Negative,No,Yes,17,Negative,US
+Yes,36,Male,Travel_Rarely,Highschool,Negative,Positive,Analyst,27,Negative,4,2,0,2,4,9,Neutral,Yes,No,16,Positive,India
+No,59,Female,Travel_Frequently,Highschool,Neutral,Negative,Admin,28,Negative,4,2,0,1,1,1,Negative,No,No,20,Negative,India
+No,29,Male,Travel_Rarely,Masters,Neutral,Neutral,Engineer,27,Neutral,5,3,1,2,3,2,Positive,Yes,Yes,25,Negative,India
+No,31,Male,Travel_Rarely,Masters,Negative,Negative,Engineer,27,Positive,2,2,1,2,4,1,Neutral,No,No,14,Negative,India
+No,32,Male,Travel_Rarely,College,Negative,Negative,Analyst,27,Negative,4,3,1,2,1,1,Negative,Yes,Yes,12,Positive,US
+No,36,Female,Travel_Rarely,College,Negative,Neutral,Manager,28,Neutral,4,3,0,4,3,6,Negative,No,No,11,Negative,India
+No,31,Female,Travel_Rarely,Highschool,Positive,Negative,Analyst,27,Positive,4,2,1,2,3,8,Positive,Yes,No,12,Negative,India
+No,35,Male,Travel_Rarely,Doctorate,Neutral,Positive,Manager,29,Positive,3,1,1,3,4,1,Positive,No,Yes,30,Positive,US
+No,45,Male,Travel_Rarely,College,Neutral,Positive,Analyst,27,Positive,4,2,0,1,4,6,Positive,No,No,16,Neutral,India
+No,37,Male,Travel_Rarely,Masters,Neutral,Positive,Analyst,27,Neutral,3,2,0,2,1,7,Negative,Yes,Yes,40,Negative,India
+No,46,Male,Travel_Rarely,Masters,Neutral,Neutral,EngineerTLCP,29,Negative,2,1,1,1,4,5,Negative,Yes,Yes,20,Neutral,US
+No,30,Male,Travel_Rarely,Highschool,Neutral,Negative,Admin,29,Neutral,4,3,2,2,2,1,Negative,Yes,No,15,Negative,India
+No,35,Male,Travel_Rarely,College,Positive,Positive,Analyst,27,Neutral,2,2,1,1,2,1,Negative,Yes,Yes,16,Negative,India
+No,55,Male,Travel_Rarely,Highschool,Neutral,Positive,Analyst,30,Positive,3,6,0,1,2,1,Neutral,Yes,No,12,Positive,India
+No,38,Female,Non-Travel,College,Neutral,Negative,Analyst,28,Positive,3,3,3,2,2,6,Neutral,Yes,Yes,13,Positive,US
+No,34,Male,Travel_Rarely,College,Positive,Positive,Engineer,29,Positive,3,4,2,1,1,1,Positive,No,Yes,6,Positive,US
+No,56,Male,Travel_Rarely,College,Neutral,Neutral,Analyst,27,Positive,5,3,1,2,2,7,Neutral,Yes,No,19,Neutral,India
+No,23,Male,Travel_Rarely,Masters,Positive,Positive,Analyst,28,Negative,4,4,1,2,1,2,Positive,Yes,Yes,10,Negative,US
+No,51,Male,Travel_Rarely,Masters,Positive,Negative,EngineerTLCP,28,Positive,3,2,0,3,2,9,Positive,Yes,No,15,Positive,India
+No,30,Male,Travel_Rarely,Masters,Neutral,Positive,Engineer,28,Positive,3,2,2,1,2,2,Neutral,No,No,12,Positive,India
+Yes,46,Male,Travel_Rarely,Masters,Negative,Negative,EngineerTLCP,29,Positive,5,5,0,2,3,9,Negative,Yes,No,0,Negative,US
+No,40,Male,Travel_Frequently,Highschool,Neutral,Positive,Admin,27,Positive,4,4,0,3,2,1,Positive,Yes,Yes,8,Positive,US
+No,51,Male,Travel_Rarely,College,Neutral,Positive,Analyst,29,Neutral,2,2,2,1,5,21,Positive,No,No,16,Positive,US
+No,30,Female,Travel_Rarely,College,Neutral,Negative,Engineer,30,Positive,3,3,0,1,2,4,Neutral,Yes,No,10,Positive,India
+No,46,Male,Travel_Frequently,Masters,Positive,Positive,Engineer,27,Positive,5,2,0,3,4,1,Neutral,Yes,Yes,11,Positive,India
+No,32,Male,Travel_Rarely,College,Neutral,Positive,Engineer,27,Neutral,5,2,0,3,2,6,Positive,Yes,Yes,12,Negative,India
+No,54,Female,Travel_Rarely,Masters,Neutral,Positive,Manager,28,Neutral,2,2,1,1,4,2,Positive,No,No,10,Positive,India
+No,24,Female,Travel_Rarely,Doctorate,Positive,Positive,Director,30,Positive,3,2,1,4,1,3,Neutral,No,No,18,Neutral,India
+No,28,Male,Non-Travel,College,Neutral,Positive,Analyst,27,Positive,4,3,1,3,3,4,Neutral,Yes,No,10,Positive,India
+No,58,Male,Travel_Rarely,College,Positive,Positive,Manager,29,Neutral,4,1,0,1,2,10,Negative,Yes,Yes,8,Positive,US
+No,44,Male,Non-Travel,College,Neutral,Negative,Engineer/TLCP,28,Positive,3,2,1,2,1,23,Neutral,No,Yes,0,Positive,US
+Yes,37,Male,Travel_Rarely,Masters,Negative,Negative,Engineer/TLCP,26,Neutral,5,3,0,2,1,6,Negative,No,Yes,10,Positive,India
+No,32,Male,Travel_Rarely,College,Neutral,Positive,Analyst,27,Positive,3,5,2,3,1,1,Neutral,Yes,No,0,Neutral,India
+Yes,20,Female,Travel_Frequently,High School,Positive,Positive,Admin,25,Positive,3,0,0,1,1,6,Positive,No,Yes,0,Negative,Ireland
+No,34,Female,Travel_Rarely,Masters,Neutral,Negative,Engineer,28,Positive,4,1,2,2,3,6,Positive,Yes,No,20,Positive,US
+No,37,Male,Non-Travel,College,Positive,Positive,Analyst,28,Positive,4,1,0,2,2,2,Positive,No,No,6,Positive,Ireland
+No,59,Female,Non-Travel,Doctorate,Positive,Positive,Director,31,Positive,5,2,6,7,4,2,Positive,Yes,Yes,30,Negative,US
+No,50,Female,Travel_Frequently,Masters,Neutral,Positive,Manager,29,Positive,4,2,1,3,2,1,Neutral,Yes,Yes,26,Positive,India
+Yes,25,Male,Travel_Rarely,College,Negative,Negative,Engineer,27,Positive,3,0,0,2,1,5,Negative,No,Yes,8,Positive,US
+No,25,Male,Travel_Rarely,College,Neutral,Neutral,Engineer,27,Positive,3,1,1,2,1,7,Neutral,Yes,Yes,10,Positive,Ireland
+No,22,Female,Travel_Rarely,College,Neutral,Negative,Engineer,27,Positive,3,1,0,1,2,15,Neutral,Yes,Yes,16,Positive,Ireland
+No,51,Female,Travel_Frequently,College,Neutral,Neutral,Engineer/TLCP,28,Negative,3,2,1,2,1,1,Positive,No,Yes,14,Negative,Ireland
+Yes,34,Male,Travel_Frequently,Masters,Negative,Negative,Engineer/TLCP,29,Positive,3,2,0,2,1,7,Positive,No,Yes,24,Positive,Ireland
+No,54,Female,Non-Travel,College,Neutral,Positive,Engineer,28,Positive,2,2,2,3,1,26,Positive,Yes,Yes,40,Neutral,Ireland
+No,24,Male,Travel_Rarely,College,Positive,Positive,Engineer,26,Neutral,2,0,0,1,1,18,Neutral,Yes,No,22,Positive,Ireland
+No,34,Female,Travel_Rarely,Masters,Positive,Positive,Engineer/TLCP,29,Positive,4,2,2,2,3,6,Neutral,Yes,No,15,Neutral,US
+No,37,Male,Travel_Rarely,College,Positive,Negative,Engineer,28,Positive,4,4,0,2,2,3,Negative,Yes,No,10,Neutral,India
+No,34,Female,Travel_Rarely,College,Positive,Negative,Engineer,28,Neutral,4,2,2,3,1,5,Positive,No,No,12,Positive,US
+No,36,Female,Travel_Frequently,College,Neutral,Positive,Engineer,28,Positive,4,3,0,1,1,11,Positive,No,No,4,Positive,India
+No,36,Female,Travel_Rarely,Masters,Neutral,Positive,Manager,29,Positive,3,4,2,2,3,3,Negative,No,No,10,Positive,US
+No,43,Male,Travel_Frequently,College,Neutral,Positive,Engineer,28,Positive,3,5,0,2,2,26,Neutral,Yes,No,8,Positive,US
+No,30,Male,Travel_Frequently,Doctorate,Neutral,Neutral,Director,30,Neutral,3,1,6,7,4,23,Positive,Yes,Yes,32,Neutral,India
+No,33,Male,Non-Travel,College,Neutral,Positive,Engineer,29,Positive,3,5,1,3,2,22,Positive,Yes,Yes,10,Negative,US
+Yes,56,Female,Travel_Rarely,Masters,Positive,Positive,Manager,28,Neutral,4,4,0,2,1,14,Negative,Yes,Yes,8,Positive,India
+No,51,Male,Travel_Rarely,College,Positive,Negative,Engineer,29,Neutral,4,4,2,3,1,6,Neutral,Yes,Yes,8,Positive,US
+Yes,31,Male,Travel_Rarely,College,Negative,Negative,Engineer,28,Positive,5,1,0,1,1,6,Negative,Yes,Yes,8,Negative,India
+No,26,Female,Travel_Rarely,College,Positive,Positive,Engineer,27,Neutral,4,2,2,2,3,6,Positive,No,No,24,Positive,US
+Yes,58,Female,Travel_Rarely,College,Negative,Positive,Engineer,28,Negative,3,2,0,2,2,23,Negative,No,Yes,16,Positive,US
+Yes,19,Male,Travel_Rarely,High School,Negative,Positive,Admin,26,Positive,3,0,2,3,1,22,Positive,No,No,0,Positive,India
+No,22,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Neutral,2,1,0,1,1,2,Neutral,No,Yes,8,Positive,US
+No,49,Female,Travel_Rarely,College,Positive,Negative,Engineer,28,Positive,3,3,2,2,3,20,Positive,No,No,24,Positive,India
+No,43,Female,Travel_Frequently,College,Neutral,Positive,Engineer,28,Positive,3,4,0,2,1,28,Negative,No,Yes,16,Positive,US
+No,50,Female,Travel_Frequently,College,Positive,Positive,Engineer/TLCP,29,Positive,3,4,2,3,1,12,Positive,No,No,32,Positive,India
+Yes,31,Female,Travel_Rarely,College,Negative,Negative,Engineer,28,Negative,2,1,0,1,1,20,Negative,No,No,10,Neutral,US
+No,41,Male,Travel_Rarely,Masters,Neutral,Positive,Engineer,29,Positive,3,2,2,2,3,9,Neutral,No,No,16,Negative,India
+No,26,Female,Travel_Rarely,College,Neutral,Positive,Analyst,28,Negative,4,1,0,2,2,25,Neutral,Yes,Yes,24,Positive,US
+No,36,Male,Travel_Rarely,College,Positive,Positive,Analyst,28,Negative,4,2,2,3,1,6,Positive,Yes,Yes,8,Positive,India
+Yes,51,Male,Travel_Frequently,College,Negative,Positive,Engineer/TLCP,29,Negative,4,3,0,1,1,8,Negative,Yes,No,24,Negative,US
+No,39,Female,Travel_Rarely,College,Positive,Neutral,Engineer/TLCP,29,Positive,3,3,2,3,1,4,Positive,Yes,Yes,16,Positive,India
+No,25,Male,Travel_Rarely,College,Positive,Positive,Engineer/TLCP,28,Neutral,3,3,0,1,1,28,Positive,Yes,Yes,32,Positive,US
+No,30,Male,Travel_Rarely,College,Positive,Positive,Engineer,29,Positive,3,2,2,2,3,9,Positive,Yes,Yes,8,Positive,India
+Yes,32,Female,Travel_Rarely,College,Neutral,Negative,Analyst,28,Negative,3,2,0,2,1,9,Neutral,No,Yes,4,Positive,US
+No,45,Male,Travel_Rarely,Doctorate,Neutral,Positive,Director,31,Neutral,4,6,2,3,1,29,Positive,No,Yes,16,Positive,Ireland
+No,38,Female,Travel_Rarely,College,Neutral,Positive,Engineer,28,Positive,4,1,0,1,1,3,Neutral,No,No,20,Neutral,India
+No,30,Female,Travel_Rarely,College,Positive,Positive,Engineer,28,Positive,2,3,2,3,1,18,Positive,No,No,24,Negative,US
+No,32,Male,Travel_Frequently,College,Positive,Neutral,Engineer/TLCP,29,Positive,3,1,0,1,1,9,Neutral,No,No,8,Positive,India
+No,30,Female,Travel_Rarely,College,Neutral,Neutral,Engineer/TLCP,28,Neutral,3,1,2,3,1,5,Negative,No,No,8,Positive,US
+No,30,Male,Travel_Rarely,College,Positive,Negative,Engineer,28,Positive,3,2,0,1,1,2,Positive,No,No,4,Negative,India
+No,41,Male,Travel_Frequently,College,Positive,Positive,Engineer,27,Neutral,3,2,2,2,3,10,Positive,No,Yes,16,Positive,US
+No,41,Male,Travel_Rarely,College,Neutral,Positive,Engineer,29,Neutral,3,2,0,2,1,9,Neutral,No,Yes,24,Positive,India
+No,19,Female,Travel_Rarely,High School,Positive,Positive,Admin,27,Positive,4,0,0,1,1,3,Positive,No,Yes,8,Positive,US
+No,40,Female,Travel_Frequently,College,Positive,Positive,Manager,29,Negative,4,2,2,3,1,26,Positive,No,No,32,Positive,India
+No,35,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Positive,4,2,0,1,1,1,Positive,Yes,No,40,Negative,US
+No,53,Male,Travel_Rarely,Masters,Neutral,Positive,Manager,29,Positive,4,2,2,2,3,6,Neutral,Yes,No,22,Positive,India
+No,45,Male,Travel_Rarely,College,Positive,Neutral,Engineer,27,Positive,3,2,0,2,1,9,Negative,Yes,Yes,15,Positive,US
+No,32,Female,Travel_Frequently,College,Positive,Positive,Engineer,28,Positive,3,1,2,2,3,8,Positive,Yes,Yes,10,Positive,India
+No,29,Male,Non-Travel,College,Positive,Positive,Engineer/TLCP,29,Neutral,3,1,0,2,1,1,Negative,Yes,Yes,12,Positive,US
+No,51,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Negative,3,1,0,1,1,7,Neutral,Yes,Yes,4,Neutral,India
+No,58,Female,Travel_Rarely,College,Neutral,Positive,Engineer,29,Positive,2,3,2,3,1,9,Neutral,Yes,Yes,10,Negative,US
+No,40,Male,Travel_Rarely,College,Positive,Positive,Analyst,28,Positive,2,5,0,1,1,4,Neutral,Yes,Yes,8,Positive,India
+No,34,Female,Travel_Frequently,College,Positive,Negative,Engineer,28,Positive,3,2,2,2,3,2,Positive,Yes,No,32,Positive,US
+No,22,Male,Travel_Rarely,College,Positive,Negative,Engineer,27,Neutral,3,1,2,3,1,19,Neutral,No,No,10,Negative,India
+No,27,Male,Non-Travel,College,Neutral,Positive,Engineer,27,Positive,3,2,0,1,1,9,Positive,No,No,8,Positive,US
+No,28,Male,Travel_Rarely,College,Positive,Positive,Engineer/TLCP,28,Positive,3,2,2,3,1,21,Neutral,No,No,8,Positive,India
+No,57,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Neutral,3,7,0,1,1,24,Positive,No,No,8,Positive,US
+No,27,Male,Non-Travel,College,Positive,Positive,Engineer,28,Negative,2,1,2,3,1,3,Positive,No,Yes,10,Positive,India
+No,50,Female,Travel_Rarely,College,Positive,Positive,Engineer,28,Positive,2,9,0,1,1,11,Neutral,No,Yes,8,Negative,US
+No,41,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Positive,2,2,2,2,3,14,Positive,No,Yes,32,Positive,India
+No,30,Female,Travel_Rarely,College,Positive,Negative,Engineer,27,Neutral,3,1,0,2,1,5,Neutral,Yes,Yes,10,Neutral,US
+No,38,Female,Travel_Rarely,College,Positive,Neutral,Engineer,29,Positive,3,1,0,1,1,1,Neutral,Yes,No,8,Positive,India
+No,32,Male,Travel_Rarely,College,Positive,Negative,Engineer/TLCP,28,Neutral,2,2,2,2,3,6,Positive,Yes,No,8,Positive,US
+No,27,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,2,1,0,2,1,17,Neutral,Yes,No,8,Positive,India
+Yes,19,Female,Travel_Frequently,High School,Positive,Negative,Admin,25,Negative,3,5,0,1,1,1,Positive,No,No,8,Neutral,US
+No,36,Male,Travel_Frequently,College,Positive,Negative,Engineer,28,Positive,3,4,2,3,1,3,Positive,Yes,No,8,Negative,India
+No,30,Male,Non-Travel,College,Positive,Positive,Engineer,28,Positive,3,2,0,1,1,9,Neutral,No,No,8,Positive,US
+No,45,Female,Travel_Rarely,College,Positive,Positive,Manager,28,Neutral,3,3,2,2,3,4,Positive,Yes,Yes,10,Positive,India
+No,56,Female,Travel_Rarely,College,Neutral,Positive,Engineer,29,Positive,4,3,2,3,1,8,Neutral,No,Yes,8,Negative,US
+No,33,Male,Travel_Rarely,College,Positive,Negative,Engineer,29,Positive,4,2,0,1,1,2,Positive,No,Yes,32,Positive,India
+Yes,19,Male,Travel_Rarely,High School,Negative,Negative,Admin,27,Positive,3,1,2,3,1,2,Neutral,Yes,Yes,10,Negative,US
+No,46,Female,Travel_Rarely,College,Positive,Neutral,Engineer/TLCP,28,Positive,3,2,0,1,1,1,Neutral,Yes,Yes,8,Positive,India
+No,38,Female,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,4,3,2,3,1,9,Positive,Yes,No,8,Positive,US
+No,31,Female,Travel_Rarely,College,Positive,Positive,Engineer,28,Negative,3,2,0,1,1,12,Positive,No,No,8,Negative,India
+No,34,Female,Travel_Rarely,College,Neutral,Positive,Engineer,28,Positive,3,2,2,2,3,27,Positive,No,No,8,Positive,US
+Yes,41,Female,Travel_Rarely,Masters,Neutral,Positive,Engineer/TLCP,30,Negative,5,3,0,2,1,20,Positive,No,No,8,Neutral,India
+No,50,Male,Travel_Rarely,College,Neutral,Positive,Engineer,29,Positive,3,1,0,1,1,1,Positive,No,No,10,Positive,US
+No,53,Female,Travel_Rarely,High School,Neutral,Positive,Engineer,28,Positive,3,4,2,2,3,13,Positive,No,No,8,Positive,India
+No,33,Female,Travel_Rarely,College,Neutral,Negative,Engineer/TLCP,29,Neutral,4,3,1,3,2,14,Positive,No,No,32,Positive,US
+No,40,Female,Travel_Rarely,College,Neutral,Neutral,Engineer,27,Positive,3,3,0,2,1,4,Positive,No,No,8,Neutral,India
+No,55,Male,Travel_Rarely,High School,Positive,Neutral,Engineer,28,Positive,4,4,1,2,1,14,Positive,No,No,8,Negative,US
+No,34,Male,Travel_Frequently,College,Positive,Neutral,Engineer,28,Neutral,4,1,0,1,2,2,Positive,No,No,8,Positive,India
+No,51,Female,Travel_Rarely,College,Positive,Neutral,Engineer,28,Neutral,4,8,1,2,1,3,Positive,Yes,No,8,Positive,US
+No,52,Male,Travel_Rarely,College,Positive,Neutral,Engineer/TLCP,28,Positive,3,10,0,2,1,1,Neutral,Yes,No,8,Negative,India
+No,27,Female,Travel_Rarely,College,Positive,Negative,Engineer,27,Positive,3,2,0,1,1,9,Neutral,Yes,No,10,Positive,US
+Yes,35,Male,Travel_Rarely,Masters,Negative,Negative,Manager,29,Neutral,3,3,2,2,3,23,Negative,Yes,No,8,Negative,India
+No,43,Male,Non-Travel,College,Positive,Positive,Engineer,28,Negative,4,4,1,3,2,7,Positive,No,No,32,Positive,US
+No,45,Male,Non-Travel,College,Positive,Positive,Engineer/TLCP,28,Neutral,4,2,1,2,1,2,Neutral,No,No,8,Positive,India
+No,37,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Neutral,3,5,0,2,1,21,Neutral,No,No,8,Negative,US
+No,35,Female,Travel_Frequently,College,Neutral,Positive,Engineer,29,Positive,2,1,0,1,1,2,Positive,No,Yes,8,Positive,India
+No,42,Female,Non-Travel,College,Positive,Positive,Engineer/TLCP,28,Positive,4,2,1,3,2,21,Positive,Yes,Yes,8,Neutral,US
+No,38,Male,Travel_Rarely,College,Neutral,Negative,Manager,27,Positive,3,2,5,3,1,2,Positive,Yes,No,5,Positive,US
+No,38,Male,Travel_Rarely,College,Positive,Positive,Director,30,Neutral,3,0,0,1,1,29,Neutral,No,Yes,9,Positive,US
+No,27,Male,Travel_Frequently,College,Neutral,Negative,Director,28,Negative,3,3,0,2,3,1,Neutral,No,No,2,Positive,India
+No,49,Male,Non-Travel,College,Positive,Positive,Admin,27,Positive,3,1,0,2,1,18,Positive,Yes,Yes,15,Neutral,US
+No,34,Male,Travel_Frequently,College,Positive,Negative,Engineer,27,Positive,2,1,0,3,1,10,Neutral,Yes,Yes,8,Negative,India
+No,40,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,27,Positive,4,0,1,1,1,19,Neutral,Yes,Yes,5,Positive,India
+Yes,38,Male,Travel_Rarely,College,Neutral,Negative,EngineerTLCP,28,Negative,2,2,5,2,3,29,Negative,Yes,No,5,Positive,India
+Yes,29,Female,Travel_Rarely,College,Neutral,Negative,Analyst,28,Negative,3,2,2,2,2,27,Neutral,Yes,Yes,8,Negative,India
+No,22,Male,Travel_Rarely,College,Positive,Positive,Engineer,29,Positive,4,0,0,3,1,5,Positive,Yes,Yes,8,Positive,India
+No,36,Female,Travel_Frequently,College,Positive,Positive,Engineer,27,Positive,4,1,1,1,1,18,Positive,Yes,Yes,8,Positive,US
+No,40,Male,Non-Travel,College,Positive,Positive,Director,27,Positive,5,4,2,3,1,9,Positive,No,No,6,Positive,US
+No,46,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,27,Positive,2,2,0,1,1,1,Positive,No,Yes,12,Positive,India
+Yes,32,Male,Travel_Rarely,College,Negative,Neutral,Admin,27,Neutral,4,3,1,2,3,4,Negative,Yes,No,9,Negative,India
+No,30,Male,Non-Travel,College,Neutral,Positive,Admin,27,Positive,4,3,2,2,1,1,Positive,Yes,No,2,Positive,India
+No,27,Female,Travel_Frequently,College,Neutral,Negative,Analyst,27,Positive,4,3,2,3,1,20,Neutral,Yes,Yes,4,Positive,India
+No,51,Male,Travel_Rarely,College,Neutral,Positive,Director,28,Neutral,3,2,1,1,1,8,Neutral,Yes,Yes,8,Positive,India
+Yes,30,Female,Travel_Rarely,College,Negative,Negative,Director,30,Negative,4,4,0,3,1,3,Negative,Yes,Yes,6,Neutral,India
+No,41,Female,Travel_Rarely,College,Neutral,Positive,Engineer,27,Positive,3,1,2,1,1,6,Positive,Yes,Yes,12,Negative,India
+Yes,30,Female,Travel_Frequently,College,Negative,Neutral,Admin,27,Positive,2,1,3,3,1,26,Positive,No,Yes,8,Positive,India
+Yes,29,Male,Travel_Rarely,College,Positive,Neutral,Admin,27,Neutral,4,1,1,1,1,1,Negative,Yes,Yes,11,Negative,India
+No,45,Female,Non-Travel,College,Positive,Positive,Director,30,Negative,2,4,1,2,3,6,Positive,No,Yes,12,Negative,US
+No,54,Female,Travel_Rarely,Highschool,Positive,Positive,Manager,27,Neutral,3,1,0,2,1,3,Positive,Yes,No,5,Positive,US
+No,36,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,28,Negative,3,3,0,1,1,5,Positive,No,Yes,8,Positive,India
+No,33,Female,Travel_Rarely,College,Positive,Negative,Engineer,27,Positive,3,4,1,3,1,4,Neutral,Yes,Yes,4,Positive,US
+No,37,Male,Travel_Frequently,College,Positive,Positive,Analyst,27,Positive,5,2,2,1,1,11,Positive,No,Yes,10,Positive,US
+No,38,Male,Travel_Rarely,College,Positive,Positive,Analyst,27,Positive,4,2,0,2,3,3,Positive,Yes,Yes,6,Negative,India
+No,31,Male,Non-Travel,College,Neutral,Positive,Manager,27,Positive,3,1,3,2,1,1,Positive,Yes,No,7,Positive,India
+No,59,Male,Travel_Rarely,Highschool,Positive,Positive,Manager,27,Positive,3,3,0,2,3,3,Neutral,No,Yes,12,Neutral,US
+No,37,Male,Travel_Frequently,College,Positive,Positive,EngineerTLCP,29,Positive,5,4,0,2,1,4,Neutral,No,Yes,10,Positive,India
+No,29,Female,Travel_Frequently,College,Neutral,Negative,Engineer,27,Positive,4,2,2,1,1,1,Positive,Yes,Yes,8,Neutral,India
+No,35,Female,Travel_Frequently,College,Positive,Positive,Manager,30,Negative,2,2,0,3,1,1,Positive,Yes,No,7,Positive,US
+Yes,29,Male,Travel_Rarely,College,Neutral,Negative,Manager,28,Negative,3,3,2,1,1,18,Neutral,Yes,No,2,Positive,India
+No,52,Female,Travel_Rarely,Masters,Positive,Positive,Analyst,27,Negative,5,6,1,2,3,2,Neutral,No,No,4,Positive,India
+No,42,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,5,0,0,3,1,4,Neutral,Yes,Yes,9,Neutral,US
+No,59,Male,Travel_Rarely,Masters,Positive,Positive,Engineer,27,Positive,2,5,2,1,1,6,Neutral,No,Yes,10,Negative,US
+No,50,Female,Travel_Rarely,College,Positive,Positive,Engineer,28,Neutral,3,2,0,3,1,1,Neutral,No,Yes,11,Positive,US
+Yes,33,Male,Travel_Rarely,College,Neutral,Negative,Manager,28,Positive,4,1,0,1,1,14,Negative,Yes,Yes,8,Negative,US
+No,43,Female,Travel_Rarely,College,Positive,Neutral,Manager,28,Positive,4,4,2,3,1,16,Positive,Yes,Yes,8,Negative,India
+Yes,33,Female,Travel_Rarely,College,Negative,Negative,Director,28,Negative,3,4,1,1,1,2,Negative,Yes,Yes,4,Negative,India
+No,52,Male,Non-Travel,College,Positive,Positive,Manager,27,Positive,5,4,0,2,3,2,Positive,Yes,Yes,10,Positive,US
+No,32,Female,Travel_Rarely,College,Positive,Positive,Director,30,Positive,3,0,0,2,1,4,Positive,Yes,Yes,8,Positive,India
+Yes,32,Male,Travel_Rarely,College,Negative,Neutral,Director,28,Positive,3,1,3,1,1,1,Neutral,Yes,No,7,Positive,India
+No,39,Female,Travel_Rarely,College,Positive,Neutral,Admin,27,Positive,4,6,1,2,3,1,Neutral,No,Yes,12,Negative,India
+No,32,Male,Non-Travel,College,Neutral,Positive,Engineer,27,Positive,4,3,1,2,1,26,Neutral,Yes,No,9,Positive,US
+No,41,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,27,Positive,5,0,0,1,1,19,Neutral,No,Yes,12,Neutral,US
+No,40,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,28,Positive,4,1,0,3,1,24,Positive,Yes,Yes,15,Positive,US
+No,45,Male,Travel_Rarely,College,Neutral,Neutral,Analyst,28,Positive,3,1,0,1,1,1,Positive,Yes,Yes,6,Neutral,India
+No,31,Male,Travel_Frequently,College,Neutral,Positive,Engineer,29,Negative,3,3,1,2,3,3,Positive,No,Yes,15,Negative,India
+No,33,Female,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,3,0,0,3,1,5,Neutral,Yes,Yes,9,Positive,India
+No,34,Male,Travel_Rarely,College,Positive,Positive,Director,27,Positive,3,0,0,1,1,2,Neutral,No,Yes,12,Positive,India
+No,37,Female,Travel_Rarely,College,Positive,Positive,EngineerTLCP,27,Positive,3,4,1,3,1,1,Neutral,Yes,Yes,5,Positive,US
+No,45,Male,Travel_Frequently,College,Positive,Positive,Admin,27,Positive,2,5,0,1,1,7,Positive,No,Yes,14,Positive,US
+Yes,37,Male,Travel_Frequently,College,Positive,Neutral,Admin,27,Negative,2,2,1,3,1,10,Negative,No,Yes,12,Negative,India
+No,39,Female,Travel_Frequently,College,Positive,Positive,Analyst,27,Positive,3,0,0,1,1,2,Positive,Yes,Yes,5,Negative,India
+No,29,Male,Travel_Rarely,College,Positive,Positive,Director,28,Positive,3,1,1,2,3,15,Neutral,Yes,Yes,11,Positive,India
+No,42,Female,Travel_Rarely,College,Positive,Positive,Director,30,Neutral,3,2,0,2,1,17,Neutral,No,Yes,15,Positive,India
+No,29,Male,Travel_Rarely,College,Neutral,Negative,Engineer,27,Positive,3,1,0,1,1,20,Positive,Yes,No,8,Negative,India
+No,25,Female,Travel_Rarely,College,Positive,Positive,Admin,27,Positive,2,0,0,2,3,1,Negative,Yes,No,9,Positive,India
+No,42,Female,Travel_Rarely,College,Positive,Positive,Admin,27,Positive,4,3,0,3,2,2,Positive,Yes,No,10,Positive,US
+No,40,Male,Travel_Rarely,College,Positive,Positive,Director,30,Positive,2,2,0,2,1,2,Positive,Yes,Yes,5,Positive,US
+No,51,Male,Travel_Rarely,College,Positive,Positive,Manager,27,Positive,3,6,0,2,1,1,Neutral,Yes,Yes,2,Positive,India
+Yes,31,Male,Travel_Frequently,College,Neutral,Negative,EngineerTLCP,28,Negative,4,1,0,1,2,29,Positive,Yes,No,8,Negative,India
+No,32,Male,Travel_Frequently,College,Positive,Positive,Engineer,27,Positive,4,0,0,2,1,7,Positive,No,No,9,Positive,India
+No,38,Male,Non-Travel,College,Positive,Positive,Analyst,27,Positive,5,4,1,2,1,2,Neutral,Yes,Yes,5,Neutral,India
+No,32,Male,Travel_Rarely,College,Positive,Positive,Analyst,27,Positive,2,1,0,1,1,2,Positive,Yes,Yes,9,Positive,India
+No,46,Female,Travel_Rarely,College,Positive,Positive,Manager,27,Positive,4,3,0,2,3,2,Negative,No,Yes,12,Neutral,US
+Yes,28,Male,Travel_Rarely,College,Neutral,Negative,Manager,27,Negative,4,3,0,3,2,2,Negative,No,No,2,Negative,India
+No,29,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,29,Positive,4,1,0,2,1,2,Positive,Yes,Yes,4,Positive,India
+No,31,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,3,0,1,2,1,23,Neutral,No,Yes,20,Positive,US
+No,25,Male,Non-Travel,College,Positive,Positive,Manager,30,Positive,4,1,0,1,1,5,Neutral,Yes,No,4,Positive,India
+No,45,Male,Travel_Rarely,Masters,Neutral,Positive,Manager,28,Positive,3,0,4,3,2,20,Positive,Yes,No,5,Neutral,US
+No,36,Male,Travel_Rarely,College,Positive,Positive,Analyst,27,Positive,2,2,1,3,1,6,Neutral,No,Yes,12,Negative,US
+No,55,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,4,4,0,1,1,1,Negative,No,No,13,Positive,US
+Yes,47,Male,Non-Travel,Masters,Negative,Neutral,Engineer,27,Negative,2,0,4,2,3,29,Negative,Yes,No,5,Positive,US
+No,28,Male,Travel_Rarely,College,Positive,Positive,Engineer,28,Positive,3,0,0,2,1,9,Positive,Yes,Yes,9,Negative,India
+No,37,Male,Travel_Rarely,College,Positive,Positive,Manager,28,Negative,3,3,0,3,1,6,Neutral,Yes,Yes,8,Positive,India
+No,21,Male,Travel_Rarely,College,Positive,Positive,Manager,28,Positive,3,0,0,1,1,3,Positive,No,Yes,20,Positive,India
+No,37,Female,Non-Travel,College,Neutral,Positive,Director,28,Positive,5,3,0,2,3,1,Negative,No,Yes,18,Positive,India
+No,35,Female,Travel_Rarely,College,Positive,Positive,Manager,27,Positive,4,1,0,2,2,22,Positive,Yes,Yes,5,Positive,US
+No,38,Female,Travel_Rarely,College,Neutral,Positive,Director,30,Positive,3,2,0,3,1,7,Neutral,No,Yes,14,Positive,US
+No,26,Female,Travel_Frequently,College,Neutral,Negative,Director,28,Positive,3,3,0,1,1,1,Positive,No,No,2,Positive,India
+No,50,Male,Travel_Rarely,College,Neutral,Positive,Admin,27,Positive,5,0,1,3,1,4,Positive,Yes,No,5,Positive,US
+No,53,Male,Travel_Rarely,College,Positive,Positive,Engineer,27,Positive,4,5,0,1,1,3,Negative,No,Yes,13,Neutral,US
+No,42,Male,Travel_Rarely,College,Neutral,Positive,EngineerTLCP,27,Positive,2,2,0,2,3,1,Neutral,No,Yes,8,Negative,US
+No,29,Male,Travel_Frequently,College,Positive,Positive,EngineerTLCP,28,Positive,3,1,0,2,1,2,Positive,Yes,No,9,Positive,India
+No,55,Male,Travel_Rarely,College,Positive,Positive,Analyst,28,Positive,5,8,0,3,1,20,Positive,Yes,No,9,Positive,India
+No,26,Male,Travel_Frequently,College,Positive,Positive,Engineer,29,Positive,5,1,0,1,1,11,Positive,Yes,Yes,12,Negative,US
+No,37,Female,Travel_Rarely,College,Neutral,Positive,Engineer,27,Positive,2,6,0,3,1,1,Neutral,No,Yes,15,Positive,India
+Yes,44,Male,Travel_Frequently,College,Neutral,Negative,Director,27,Neutral,3,2,1,1,1,24,Negative,No,Yes,8,Negative,US
+No,38,Male,Travel_Rarely,College,Positive,Positive,EngineerTLCP,27,Neutral,4,4,0,3,1,23,Positive,Yes,Yes,9,Positive,US
+Yes,26,Male,Travel_Rarely,College,Negative,Neutral,Admin,27,Negative,4,3,0,1,1,16,Negative,Yes,Yes,14,Negative,India
+No,28,Female,Travel_Rarely,College,Neutral,Positive,Admin,27,Positive,3,1,3,2,3,8,Neutral,Yes,Yes,8,Negative,India
+No,49,Female,Travel_Frequently,College,Positive,Positive,Analyst,27,Neutral,5,1,0,2,1,10,Neutral,No,Yes,11,Positive,US
+No,36,Male,Travel_Rarely,College,Positive,Positive,Director,28,Positive,3,3,0,1,1,3,Neutral,No,Yes,20,Neutral,US
+No,31,Female,Travel_Frequently,College,Neutral,Negative,Director,30,Positive,3,4,0,3,1,5,Positive,Yes,Yes,6,Positive,US
+Yes,26,Male,Travel_Rarely,College,Neutral,Negative,Engineer,27,Negative,4,2,1,1,1,4,Neutral,Yes,No,10,Neutral,US
+No,37,Male,Travel_Frequently,College,Positive,Positive,Admin,27,Positive,4,1,0,2,3,9,Positive,Yes,Yes,5,Positive,US
+No,42,Female,Travel_Frequently,Engineer,Positive,Positive,Admin,27,Positive,5,1,0,2,1,26,Positive,Yes,No,7,Neutral,US
+Yes,18,Male,Travel_Rarely,Highschool,Negative,Negative,Director,30,Positive,4,0,0,2,3,3,Negative,Yes,Yes,4,Negative,US
+No,35,Male,Travel_Rarely,College,Positive,Positive,Manager,27,Negative,3,1,0,2,1,16,Negative,Yes,Yes,10,Positive,India

requirements.txt

@@ -0,0 +1,2 @@
+cufflinks
+sklearn