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2 classes
na_values
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4 values
Obesity
null
false
[]
null
null
null
int
Smoking
null
false
[]
null
null
null
int
Passive Smoker
null
false
[]
null
null
null
int
Chest Pain
null
false
[]
null
null
null
int
Coughing of Blood
null
false
[]
null
null
null
int
Fatigue
null
false
[]
null
null
null
int
Weight Loss
null
false
[]
null
null
null
int
Shortness of Breath
null
false
[]
null
null
null
int
Wheezing
null
false
[]
null
null
null
int
Swallowing Difficulty
null
false
[]
null
null
null
int
Clubbing of Finger Nails
null
false
[]
null
null
null
int
Frequent Cold
null
false
[]
null
null
null
int
Dry Cough
null
false
[]
null
null
null
int
Snoring
null
false
[]
null
null
null
int
Level
null
false
[]
null
null
null
category
Age
null
false
[]
null
null
null
int
Attrition
null
true
[]
null
null
null
category
BusinessTravel
null
false
[]
null
null
null
category
DailyRate
null
false
[]
null
null
null
int
Department
null
false
[]
null
null
null
category
DistanceFromHome
null
false
[]
null
null
null
int
Education
null
false
[]
null
null
null
int
EducationField
null
false
[]
null
null
null
category
EmployeeCount
null
false
[]
null
null
null
int
EmployeeNumber
null
false
[]
null
null
null
int
EnvironmentSatisfaction
null
false
[]
null
null
null
int
Gender
null
false
[]
null
null
null
category
HourlyRate
null
false
[]
null
null
null
int
JobInvolvement
null
false
[]
null
null
null
int
JobLevel
null
false
[]
null
null
null
int
JobRole
null
false
[]
null
null
null
category
JobSatisfaction
null
false
[]
null
null
null
int
MaritalStatus
null
false
[]
null
null
null
category
MonthlyIncome
null
false
[]
null
null
null
int
MonthlyRate
null
false
[]
null
null
null
int
NumCompaniesWorked
null
false
[]
null
null
null
int
Over18
null
false
[]
null
null
null
category
OverTime
null
false
[]
null
null
null
category
PercentSalaryHike
null
false
[]
null
null
null
int
PerformanceRating
null
false
[]
null
null
null
int
RelationshipSatisfaction
null
false
[]
null
null
null
int
StandardHours
null
false
[]
null
null
null
int
StockOptionLevel
null
false
[]
null
null
null
int
TotalWorkingYears
null
false
[]
null
null
null
int
TrainingTimesLastYear
null
false
[]
null
null
null
int
WorkLifeBalance
null
false
[]
null
null
null
int
YearsAtCompany
null
false
[]
null
null
null
int
YearsInCurrentRole
null
false
[]
null
null
null
int
YearsSinceLastPromotion
null
false
[]
null
null
null
int
YearsWithCurrManager
null
false
[]
null
null
null
int
Marital status
null
false
[]
null
null
null
int
Application mode
null
false
[]
null
null
null
int
Application order
null
false
[]
null
null
null
int
Course
null
false
[]
null
null
null
int
Daytime/evening attendance
null
false
[]
null
null
null
int
Previous qualification
null
false
[]
null
null
null
int
Nacionality
null
false
[]
null
null
null
int
Mother's qualification
null
false
[]
null
null
null
int
Father's qualification
null
false
[]
null
null
null
int
Mother's occupation
null
false
[]
null
null
null
int
Father's occupation
null
false
[]
null
null
null
int
Displaced
null
false
[]
null
null
null
int
Educational special needs
null
false
[]
null
null
null
int
Debtor
null
false
[]
null
null
null
int
Tuition fees up to date
null
true
[]
null
null
null
int
Gender
null
false
[]
null
null
null
int
Scholarship holder
null
false
[]
null
null
null
int
Age at enrollment
null
false
[]
null
null
null
int
International
null
false
[]
null
null
null
int
Curricular units 1st sem (credited)
null
false
[]
null
null
null
int
Curricular units 1st sem (enrolled)
null
false
[]
null
null
null
int
Curricular units 1st sem (evaluations)
null
false
[]
null
null
null
int
Curricular units 1st sem (approved)
null
false
[]
null
null
null
int
Curricular units 1st sem (grade)
null
false
[]
null
null
null
float
Curricular units 1st sem (without evaluations)
null
false
[]
null
null
null
int
Curricular units 2nd sem (credited)
null
false
[]
null
null
null
int
Curricular units 2nd sem (enrolled)
null
false
[]
null
null
null
int
Curricular units 2nd sem (evaluations)
null
false
[]
null
null
null
int
Curricular units 2nd sem (approved)
null
false
[]
null
null
null
int
Curricular units 2nd sem (grade)
null
false
[]
null
null
null
float
Curricular units 2nd sem (without evaluations)
null
false
[]
null
null
null
int
Unemployment rate
null
false
[]
null
null
null
float
Inflation rate
null
false
[]
null
null
null
float
GDP
null
false
[]
null
null
null
float
Target
null
false
[]
null
null
null
category
Rank
null
false
[]
null
null
null
float
Title
null
false
[]
null
null
null
category
Genre
null
false
[]
null
null
null
category
Description
null
false
[]
null
null
null
category
Director
null
false
[]
null
null
null
category
Actors
null
false
[]
null
null
null
category
Year
null
false
[]
null
null
null
float
Runtime (Minutes)
null
false
[]
null
null
null
float
Rating
null
false
[]
null
null
null
float
Votes
null
false
[]
null
null
null
float
Revenue (Millions)
null
false
[]
null
null
null
float
Metascore
null
false
[]
null
null
null
float
Action
null
false
[]
null
null
null
float
Adventure
null
false
[]
null
null
null
float
Aniimation
null
false
[]
null
null
null
float