Project 2- Data607
Saloua Daouki
Introduction:
The goal of this assignment is to give you practice in preparing different datasets for downstream analysis work. I picked the following three data sets from Kaggle:
Students Performance,
Airline Dataset,
Diabetes Data.
Students Performance:
The purpose of this data was to predict students’ end-of-term performance using ML techniques. The data was collected through a survey that includes 10 personal questions, 6 family questions and the rest is about their education habits. The data and its information could be found here . The data was given in the .csv format, so I just upload it in my github and load it here:
Loading Data1:
url <- 'https://raw.githubusercontent.com/SalouaDaouki/Data607/main/StudentsPerformance.csv'
dfSP <- read.csv(file = url)
head(dfSP)## STUDENT.ID X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19
## 1 STUDENT1 2 2 3 3 1 2 2 1 1 1 1 2 3 1 2 5 3 2 2
## 2 STUDENT2 2 2 3 3 1 2 2 1 1 1 2 3 2 1 2 1 2 2 2
## 3 STUDENT3 2 2 2 3 2 2 2 2 4 2 2 2 2 1 2 1 2 1 2
## 4 STUDENT4 1 1 1 3 1 2 1 2 1 2 1 2 5 1 2 1 3 1 2
## 5 STUDENT5 2 2 1 3 2 2 1 3 1 4 3 3 2 1 2 4 2 1 1
## 6 STUDENT6 2 2 2 3 2 2 2 2 1 1 3 3 2 1 2 3 1 1 2
## X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 COURSE.ID GRADE
## 1 1 1 1 1 1 3 2 1 2 1 1 1 1
## 2 1 1 1 1 1 3 2 3 2 2 3 1 1
## 3 1 1 1 1 1 2 2 1 1 2 2 1 1
## 4 1 1 1 1 2 3 2 2 1 3 2 1 1
## 5 1 1 1 2 1 2 2 2 1 2 2 1 1
## 6 1 1 1 1 1 1 2 1 2 4 4 1 2Looking at the data, there are only numbers which were explained in the website where I got the data, so I am going to change the names of the columns to reflect what they are exactly and to make sense for the reader.
Cleaning and Transforming Data:
new_col_names <- c("StudentID", "Student_Age","Sex", "Graduated_HS_type","Scholarship_Type","Additional_Work","Regular_Artistic_or_Sport_activity","Having_a_partner","Total_salary_ifAvalaible", "Transportaion_to_University","Accomodation Type", "Mothers_Education", "Fathers_Education", "Number_of_siblings", "Parental_status", "Mother_occupation","Father_occupation",
"Weekly_study_hours","Reading_frequency_non_scientific", "Reading_frequency_scientific", "Attending_department_conferences", "Impact_of_projectsAndActivities_on_success", "Attendance_to_classes", "Preparation_to_midterm_exams_with", "Preparation_to_midterm_exams_when", "Taking_notes_in_class", "Listening_in_class", "Discussion_improves_my_success", "Change_classroom", "My_last_semester_GPA", "Expected_Graduation_GPA", "CourseID", "output_grade")
colnames(dfSP) <- new_col_names
head(dfSP)## StudentID Student_Age Sex Graduated_HS_type Scholarship_Type Additional_Work
## 1 STUDENT1 2 2 3 3 1
## 2 STUDENT2 2 2 3 3 1
## 3 STUDENT3 2 2 2 3 2
## 4 STUDENT4 1 1 1 3 1
## 5 STUDENT5 2 2 1 3 2
## 6 STUDENT6 2 2 2 3 2
## Regular_Artistic_or_Sport_activity Having_a_partner Total_salary_ifAvalaible
## 1 2 2 1
## 2 2 2 1
## 3 2 2 2
## 4 2 1 2
## 5 2 1 3
## 6 2 2 2
## Transportaion_to_University Accomodation Type Mothers_Education
## 1 1 1 1
## 2 1 1 2
## 3 4 2 2
## 4 1 2 1
## 5 1 4 3
## 6 1 1 3
## Fathers_Education Number_of_siblings Parental_status Mother_occupation
## 1 2 3 1 2
## 2 3 2 1 2
## 3 2 2 1 2
## 4 2 5 1 2
## 5 3 2 1 2
## 6 3 2 1 2
## Father_occupation Weekly_study_hours Reading_frequency_non_scientific
## 1 5 3 2
## 2 1 2 2
## 3 1 2 1
## 4 1 3 1
## 5 4 2 1
## 6 3 1 1
## Reading_frequency_scientific Attending_department_conferences
## 1 2 1
## 2 2 1
## 3 2 1
## 4 2 1
## 5 1 1
## 6 2 1
## Impact_of_projectsAndActivities_on_success Attendance_to_classes
## 1 1 1
## 2 1 1
## 3 1 1
## 4 1 1
## 5 1 1
## 6 1 1
## Preparation_to_midterm_exams_with Preparation_to_midterm_exams_when
## 1 1 1
## 2 1 1
## 3 1 1
## 4 1 2
## 5 2 1
## 6 1 1
## Taking_notes_in_class Listening_in_class Discussion_improves_my_success
## 1 3 2 1
## 2 3 2 3
## 3 2 2 1
## 4 3 2 2
## 5 2 2 2
## 6 1 2 1
## Change_classroom My_last_semester_GPA Expected_Graduation_GPA CourseID
## 1 2 1 1 1
## 2 2 2 3 1
## 3 1 2 2 1
## 4 1 3 2 1
## 5 1 2 2 1
## 6 2 4 4 1
## output_grade
## 1 1
## 2 1
## 3 1
## 4 1
## 5 1
## 6 2dfSP$Student_Age [dfSP$Student_Age == 1] <- "18-21"
dfSP$Student_Age [dfSP$Student_Age == 2] <- "22-25"
dfSP$Student_Age [dfSP$Student_Age == 3] <- "above 26"
dfSP$Sex [dfSP$Sex == 1] <- "F"
dfSP$Sex [dfSP$Sex == 2] <- "M"
dfSP$Graduated_HS_type [dfSP$Graduated_HS_type == 1] <- "private"
dfSP$Graduated_HS_type [dfSP$Graduated_HS_type == 2] <- "state"
dfSP$Graduated_HS_type [dfSP$Graduated_HS_type == 3] <- "other"
dfSP$Scholarship_Type [dfSP$Scholarship_Type == 1] <- "None"
dfSP$Scholarship_Type [dfSP$Scholarship_Type == 2] <- "25%"
dfSP$Scholarship_Type [dfSP$Scholarship_Type == 3] <- "50%"
dfSP$Scholarship_Type [dfSP$Scholarship_Type == 4] <- "75"
dfSP$Scholarship_Type [dfSP$Scholarship_Type == 5] <- "Full"
dfSP$Additional_Work [dfSP$Additional_Work == 1] <- "Yes"
dfSP$Additional_Work [dfSP$Additional_Work == 2] <- "No"
dfSP$Regular_Artistic_or_Sport_activity [dfSP$Regular_Artistic_or_Sport_activity == 1] <- "Yes"
dfSP$Regular_Artistic_or_Sport_activity [dfSP$Regular_Artistic_or_Sport_activity == 2] <- "No"
dfSP$Having_a_partner [dfSP$Having_a_partner == 1] <- "Yes"
dfSP$Having_a_partner [dfSP$Having_a_partner == 2] <- "No"
dfSP$Total_salary_ifAvalaible [dfSP$Total_salary_ifAvalaible == 1] <- "$135-$200"
dfSP$Total_salary_ifAvalaible [dfSP$Total_salary_ifAvalaible == 2] <- "$201-$270"
dfSP$Total_salary_ifAvalaible [dfSP$Total_salary_ifAvalaible == 3] <- "$271-$340"
dfSP$Total_salary_ifAvalaible [dfSP$Total_salary_ifAvalaible == 4] <- "$341-$410"
dfSP$Total_salary_ifAvalaible [dfSP$Total_salary_ifAvalaible == 5] <- "above $410"
dfSP$Transportaion_to_University [dfSP$Transportaion_to_University == 1] <- "Bus"
dfSP$Transportaion_to_University [dfSP$Transportaion_to_University == 2] <- "Private car/taxi"
dfSP$Transportaion_to_University [dfSP$Transportaion_to_University == 3] <- "Bicycle"
dfSP$Transportaion_to_University [dfSP$Transportaion_to_University == 4] <- "Other"
dfSP$`Accomodation Type` [dfSP$`Accomodation Type` == 1] <- "Rental"
dfSP$`Accomodation Type` [dfSP$`Accomodation Type` == 2] <- "Dormitory"
dfSP$`Accomodation Type` [dfSP$`Accomodation Type` == 3] <- "With Family"
dfSP$`Accomodation Type` [dfSP$`Accomodation Type` == 4] <- "Other"
dfSP$Mothers_Education [dfSP$Mothers_Education == 1] <- "Primary School"
dfSP$Mothers_Education [dfSP$Mothers_Education == 2] <- "Secondary School"
dfSP$Mothers_Education [dfSP$Mothers_Education == 3] <- "High School"
dfSP$Mothers_Education [dfSP$Mothers_Education == 4] <- "college"
dfSP$Mothers_Education [dfSP$Mothers_Education == 5]<- "Masters"
dfSP$Mothers_Education [dfSP$Mothers_Education == 6] <- "Ph.D."
dfSP$Fathers_Education [dfSP$Fathers_Education == 1] <- "Primary School"
dfSP$Fathers_Education [dfSP$Fathers_Education == 2] <- "Secondary School"
dfSP$Fathers_Education [dfSP$Fathers_Education == 3] <- "High School"
dfSP$Fathers_Education [dfSP$Fathers_Education == 4] <- "college"
dfSP$Fathers_Education [dfSP$Fathers_Education == 5]<- "Masters"
dfSP$Fathers_Education [dfSP$Fathers_Education == 6] <- "Ph.D."
dfSP$Number_of_siblings [dfSP$Number_of_siblings == 5] <- "5 or above"
dfSP$Parental_status [dfSP$Parental_status == 1] <- "Married"
dfSP$Parental_status [dfSP$Parental_status == 2] <- "Divorced"
dfSP$Parental_status [dfSP$Parental_status == 3] <- "died_one or both"
dfSP$Mother_occupation [dfSP$Mother_occupation == 1] <- "retired"
dfSP$Mother_occupation [dfSP$Mother_occupation == 2] <- "government officer"
dfSP$Mother_occupation [dfSP$Mother_occupation == 3] <- "private sector employee"
dfSP$Mother_occupation [dfSP$Mother_occupation == 4] <- "self_employment"
dfSP$Mother_occupation [dfSP$Mother_occupation == 5] <- "other"
dfSP$Father_occupation [dfSP$Father_occupation == 1] <- "retired"
dfSP$Father_occupation [dfSP$Father_occupation == 2] <- "government officer"
dfSP$Father_occupation [dfSP$Father_occupation == 3] <- "private sector employee"
dfSP$Father_occupation [dfSP$Father_occupation == 4] <- "self_employment"
dfSP$Father_occupation [dfSP$Father_occupation == 5] <- "other"
dfSP$Weekly_study_hours [dfSP$Weekly_study_hours == 1] <- "0"
dfSP$Weekly_study_hours [dfSP$Weekly_study_hours == 2] <- "1-5"
dfSP$Weekly_study_hours [dfSP$Weekly_study_hours == 3] <- "6-10"
dfSP$Weekly_study_hours [dfSP$Weekly_study_hours == 4] <- "11-20"
dfSP$Weekly_study_hours [dfSP$Weekly_study_hours == 5] <- "20"
dfSP$Reading_frequency_non_scientific [dfSP$Reading_frequency_non_scientific == 1] <- "None"
dfSP$Reading_frequency_non_scientific [dfSP$Reading_frequency_non_scientific == 2] <- "sometimes"
dfSP$Reading_frequency_non_scientific [dfSP$Reading_frequency_non_scientific == 3] <- "often"
dfSP$Reading_frequency_scientific [dfSP$Reading_frequency_scientific == 1] <- "None"
dfSP$Reading_frequency_scientific [dfSP$Reading_frequency_scientific == 2] <- "sometimes"
dfSP$Reading_frequency_scientific [dfSP$Reading_frequency_scientific == 3] <- "often"
dfSP$Attending_department_conferences [dfSP$Attending_department_conferences == 1] <- "Yes"
dfSP$Attending_department_conferences [dfSP$Attending_department_conferences == 2] <- "No"
dfSP$Impact_of_projectsAndActivities_on_success [dfSP$Impact_of_projectsAndActivities_on_success == 1] <- "Positive"
dfSP$Impact_of_projectsAndActivities_on_success [dfSP$Impact_of_projectsAndActivities_on_success == 2] <- "Negative"
dfSP$Impact_of_projectsAndActivities_on_success [dfSP$Impact_of_projectsAndActivities_on_success == 3] <- "Neutral"
dfSP$Attendance_to_classes [dfSP$Attendance_to_classes == 1] <- "Always"
dfSP$Attendance_to_classes [dfSP$Attendance_to_classes == 2] <- "Sometimes"
dfSP$Attendance_to_classes [dfSP$Attendance_to_classes == 3] <- "Never"
dfSP$Preparation_to_midterm_exams_with [dfSP$Preparation_to_midterm_exams_with == 1] <- "alone"
dfSP$Preparation_to_midterm_exams_with [dfSP$Preparation_to_midterm_exams_with == 2] <- "with friends"
dfSP$Preparation_to_midterm_exams_with [dfSP$Preparation_to_midterm_exams_with == 3] <- "NA"
dfSP$Preparation_to_midterm_exams_when [dfSP$Preparation_to_midterm_exams_when == 1] <- "closest date to the exam"
dfSP$Preparation_to_midterm_exams_when [dfSP$Preparation_to_midterm_exams_when == 2] <- "regularly during the semester"
dfSP$Preparation_to_midterm_exams_when [dfSP$Preparation_to_midterm_exams_when == 3] <- "never"
dfSP$Taking_notes_in_class [dfSP$Taking_notes_in_class == 1] <- "never"
dfSP$Taking_notes_in_class [dfSP$Taking_notes_in_class == 2] <- "sometimes"
dfSP$Taking_notes_in_class [dfSP$Taking_notes_in_class == 3] <- "always"
dfSP$Listening_in_class [dfSP$Listening_in_class == 1] <- "never"
dfSP$Listening_in_class [dfSP$Listening_in_class == 2] <- "sometimes"
dfSP$Listening_in_class [dfSP$Listening_in_class == 3] <- "always"
dfSP$Discussion_improves_my_success [dfSP$Discussion_improves_my_success == 1] <- "never"
dfSP$Discussion_improves_my_success [dfSP$Discussion_improves_my_success == 2] <- "sometimes"
dfSP$Discussion_improves_my_success [dfSP$Discussion_improves_my_success == 3] <- "always"
dfSP$Change_classroom [dfSP$Change_classroom == 1] <- "not useful"
dfSP$Change_classroom [dfSP$Change_classroom == 2] <- "useful"
dfSP$Change_classroom [dfSP$Change_classroom == 3] <- "NA"
dfSP$My_last_semester_GPA [dfSP$My_last_semester_GPA == 1] <- "< 2.00"
dfSP$My_last_semester_GPA [dfSP$My_last_semester_GPA == 2] <- "2.00-2.49"
dfSP$My_last_semester_GPA [dfSP$My_last_semester_GPA == 3] <- "2.50-2.99"
dfSP$My_last_semester_GPA [dfSP$My_last_semester_GPA == 4] <- "3.00-3.49"
dfSP$My_last_semester_GPA [dfSP$My_last_semester_GPA == 5] <- "3.50"
dfSP$Expected_Graduation_GPA [dfSP$Expected_Graduation_GPA == 1] <- "<2.00"
dfSP$Expected_Graduation_GPA [dfSP$Expected_Graduation_GPA == 2] <- "2.00-2.49"
dfSP$Expected_Graduation_GPA [dfSP$Expected_Graduation_GPA == 3] <- "2.50-2.99"
dfSP$Expected_Graduation_GPA [dfSP$Expected_Graduation_GPA == 4] <- "3.00-3.49"
dfSP$Expected_Graduation_GPA [dfSP$Expected_Graduation_GPA == 5] <- ">3.49"
dfSP$output_grade [dfSP$output_grade == 0] <- "Fail"
dfSP$output_grade [dfSP$output_grade == 1] <- "DD"
dfSP$output_grade [dfSP$output_grade == 2] <- "DC"
dfSP$output_grade [dfSP$output_grade == 3] <- "CC"
dfSP$output_grade [dfSP$output_grade == 4] <- "CB"
dfSP$output_grade [dfSP$output_grade == 5] <- "BB"
dfSP$output_grade [dfSP$output_grade == 6] <- "BA"
dfSP$output_grade [dfSP$output_grade == 7] <- "AA"
head(dfSP)## StudentID Student_Age Sex Graduated_HS_type Scholarship_Type Additional_Work
## 1 STUDENT1 22-25 M other 50% Yes
## 2 STUDENT2 22-25 M other 50% Yes
## 3 STUDENT3 22-25 M state 50% No
## 4 STUDENT4 18-21 F private 50% Yes
## 5 STUDENT5 22-25 M private 50% No
## 6 STUDENT6 22-25 M state 50% No
## Regular_Artistic_or_Sport_activity Having_a_partner Total_salary_ifAvalaible
## 1 No No $135-$200
## 2 No No $135-$200
## 3 No No $201-$270
## 4 No Yes $201-$270
## 5 No Yes $271-$340
## 6 No No $201-$270
## Transportaion_to_University Accomodation Type Mothers_Education
## 1 Bus Rental Primary School
## 2 Bus Rental Secondary School
## 3 Other Dormitory Secondary School
## 4 Bus Dormitory Primary School
## 5 Bus Other High School
## 6 Bus Rental High School
## Fathers_Education Number_of_siblings Parental_status Mother_occupation
## 1 Secondary School 3 Married government officer
## 2 High School 2 Married government officer
## 3 Secondary School 2 Married government officer
## 4 Secondary School 5 or above Married government officer
## 5 High School 2 Married government officer
## 6 High School 2 Married government officer
## Father_occupation Weekly_study_hours Reading_frequency_non_scientific
## 1 other 6-10 sometimes
## 2 retired 1-5 sometimes
## 3 retired 1-5 None
## 4 retired 6-10 None
## 5 self_employment 1-5 None
## 6 private sector employee 0 None
## Reading_frequency_scientific Attending_department_conferences
## 1 sometimes Yes
## 2 sometimes Yes
## 3 sometimes Yes
## 4 sometimes Yes
## 5 None Yes
## 6 sometimes Yes
## Impact_of_projectsAndActivities_on_success Attendance_to_classes
## 1 Positive Always
## 2 Positive Always
## 3 Positive Always
## 4 Positive Always
## 5 Positive Always
## 6 Positive Always
## Preparation_to_midterm_exams_with Preparation_to_midterm_exams_when
## 1 alone closest date to the exam
## 2 alone closest date to the exam
## 3 alone closest date to the exam
## 4 alone regularly during the semester
## 5 with friends closest date to the exam
## 6 alone closest date to the exam
## Taking_notes_in_class Listening_in_class Discussion_improves_my_success
## 1 always sometimes never
## 2 always sometimes always
## 3 sometimes sometimes never
## 4 always sometimes sometimes
## 5 sometimes sometimes sometimes
## 6 never sometimes never
## Change_classroom My_last_semester_GPA Expected_Graduation_GPA CourseID
## 1 useful < 2.00 <2.00 1
## 2 useful 2.00-2.49 2.50-2.99 1
## 3 not useful 2.00-2.49 2.00-2.49 1
## 4 not useful 2.50-2.99 2.00-2.49 1
## 5 not useful 2.00-2.49 2.00-2.49 1
## 6 useful 3.00-3.49 3.00-3.49 1
## output_grade
## 1 DD
## 2 DD
## 3 DD
## 4 DD
## 5 DD
## 6 DCAnalysis:
Glimpse of the data:
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
## ✔ ggplot2 3.4.0 ✔ purrr 1.0.1
## ✔ tibble 3.1.8 ✔ dplyr 1.1.0
## ✔ tidyr 1.3.0 ✔ stringr 1.5.0
## ✔ readr 2.1.3 ✔ forcats 1.0.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()glimpse(dfSP)## Rows: 145
## Columns: 33
## $ StudentID <chr> "STUDENT1", "STUDENT2", "ST…
## $ Student_Age <chr> "22-25", "22-25", "22-25", …
## $ Sex <chr> "M", "M", "M", "F", "M", "M…
## $ Graduated_HS_type <chr> "other", "other", "state", …
## $ Scholarship_Type <chr> "50%", "50%", "50%", "50%",…
## $ Additional_Work <chr> "Yes", "Yes", "No", "Yes", …
## $ Regular_Artistic_or_Sport_activity <chr> "No", "No", "No", "No", "No…
## $ Having_a_partner <chr> "No", "No", "No", "Yes", "Y…
## $ Total_salary_ifAvalaible <chr> "$135-$200", "$135-$200", "…
## $ Transportaion_to_University <chr> "Bus", "Bus", "Other", "Bus…
## $ `Accomodation Type` <chr> "Rental", "Rental", "Dormit…
## $ Mothers_Education <chr> "Primary School", "Secondar…
## $ Fathers_Education <chr> "Secondary School", "High S…
## $ Number_of_siblings <chr> "3", "2", "2", "5 or above"…
## $ Parental_status <chr> "Married", "Married", "Marr…
## $ Mother_occupation <chr> "government officer", "gove…
## $ Father_occupation <chr> "other", "retired", "retire…
## $ Weekly_study_hours <chr> "6-10", "1-5", "1-5", "6-10…
## $ Reading_frequency_non_scientific <chr> "sometimes", "sometimes", "…
## $ Reading_frequency_scientific <chr> "sometimes", "sometimes", "…
## $ Attending_department_conferences <chr> "Yes", "Yes", "Yes", "Yes",…
## $ Impact_of_projectsAndActivities_on_success <chr> "Positive", "Positive", "Po…
## $ Attendance_to_classes <chr> "Always", "Always", "Always…
## $ Preparation_to_midterm_exams_with <chr> "alone", "alone", "alone", …
## $ Preparation_to_midterm_exams_when <chr> "closest date to the exam",…
## $ Taking_notes_in_class <chr> "always", "always", "someti…
## $ Listening_in_class <chr> "sometimes", "sometimes", "…
## $ Discussion_improves_my_success <chr> "never", "always", "never",…
## $ Change_classroom <chr> "useful", "useful", "not us…
## $ My_last_semester_GPA <chr> "< 2.00", "2.00-2.49", "2.0…
## $ Expected_Graduation_GPA <chr> "<2.00", "2.50-2.99", "2.00…
## $ CourseID <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, …
## $ output_grade <chr> "DD", "DD", "DD", "DD", "DD…Visualize the data:
I will be using geom-point to see if there is a correlation between last semester GPA, weekly hours spent studying, the number of hours spent studying in weekly basis and whether they attend class or not.
transform(dfSP, My_last_semester_GPA = as.numeric(My_last_semester_GPA))## Warning in eval(substitute(list(...)), `_data`, parent.frame()): NAs introduced
## by coercion## StudentID Student_Age Sex Graduated_HS_type Scholarship_Type
## 1 STUDENT1 22-25 M other 50%
## 2 STUDENT2 22-25 M other 50%
## 3 STUDENT3 22-25 M state 50%
## 4 STUDENT4 18-21 F private 50%
## 5 STUDENT5 22-25 M private 50%
## 6 STUDENT6 22-25 M state 50%
## 7 STUDENT7 18-21 M state 75
## 8 STUDENT8 18-21 F state 50%
## 9 STUDENT9 22-25 F other 50%
## 10 STUDENT10 22-25 F state 50%
## 11 STUDENT11 18-21 F private 50%
## 12 STUDENT12 18-21 F private 75
## 13 STUDENT13 18-21 F private 75
## 14 STUDENT14 22-25 F state Full
## 15 STUDENT15 above 26 M state 75
## 16 STUDENT16 22-25 M state 50%
## 17 STUDENT17 18-21 F state Full
## 18 STUDENT18 22-25 M state 50%
## 19 STUDENT19 18-21 F state 75
## 20 STUDENT20 18-21 M private 50%
## 21 STUDENT21 18-21 M state Full
## 22 STUDENT22 18-21 M state Full
## 23 STUDENT23 22-25 M state 50%
## 24 STUDENT24 above 26 M state 25%
## 25 STUDENT25 22-25 M state 50%
## 26 STUDENT26 22-25 M state 50%
## 27 STUDENT27 22-25 M state 50%
## 28 STUDENT28 18-21 M private 50%
## 29 STUDENT29 above 26 M state 50%
## 30 STUDENT30 22-25 M other 75
## 31 STUDENT31 22-25 M state Full
## 32 STUDENT32 above 26 M state 50%
## 33 STUDENT33 22-25 F state 50%
## 34 STUDENT34 22-25 F state 50%
## 35 STUDENT35 18-21 M private 50%
## 36 STUDENT36 18-21 M private 75
## 37 STUDENT37 22-25 M other 75
## 38 STUDENT38 22-25 M state 50%
## 39 STUDENT39 22-25 M state Full
## 40 STUDENT40 22-25 F state 50%
## 41 STUDENT41 18-21 M private 50%
## 42 STUDENT42 above 26 M state 50%
## 43 STUDENT43 22-25 M state 50%
## 44 STUDENT44 18-21 M state 50%
## 45 STUDENT45 22-25 M other 50%
## 46 STUDENT46 18-21 M state 50%
## 47 STUDENT47 22-25 M state 50%
## 48 STUDENT48 22-25 M state 50%
## 49 STUDENT49 18-21 M state 50%
## 50 STUDENT50 18-21 M private 75
## 51 STUDENT51 22-25 M state 50%
## 52 STUDENT52 22-25 F other 50%
## 53 STUDENT53 22-25 F state 50%
## 54 STUDENT54 22-25 F state 50%
## 55 STUDENT55 22-25 M state 50%
## 56 STUDENT56 above 26 M state 50%
## 57 STUDENT57 22-25 M state 50%
## 58 STUDENT58 22-25 M state 50%
## 59 STUDENT59 above 26 M state 50%
## 60 STUDENT60 22-25 M state 50%
## 61 STUDENT61 22-25 F state 50%
## 62 STUDENT62 18-21 M other 50%
## 63 STUDENT63 22-25 M state 50%
## 64 STUDENT64 22-25 M state 75
## 65 STUDENT65 22-25 M other Full
## 66 STUDENT66 18-21 M state 50%
## 67 STUDENT67 22-25 M state 50%
## 68 STUDENT68 22-25 M other 50%
## 69 STUDENT69 22-25 F state 75
## 70 STUDENT70 22-25 F state 75
## 71 STUDENT71 18-21 M state 75
## 72 STUDENT72 18-21 F other 75
## 73 STUDENT73 18-21 M state 50%
## 74 STUDENT74 22-25 M state 75
## 75 STUDENT75 18-21 M state 75
## 76 STUDENT76 18-21 M state 75
## 77 STUDENT77 22-25 M private 25%
## 78 STUDENT78 18-21 M private 25%
## 79 STUDENT79 22-25 F state 75
## 80 STUDENT80 22-25 M state 75
## 81 STUDENT81 22-25 F state 50%
## 82 STUDENT82 above 26 M state 50%
## 83 STUDENT83 22-25 M state 75
## 84 STUDENT84 22-25 M other 50%
## 85 STUDENT85 above 26 M other 50%
## 86 STUDENT86 18-21 M state Full
## 87 STUDENT87 22-25 M state 75
## 88 STUDENT88 22-25 M state 50%
## 89 STUDENT89 18-21 M state 75
## 90 STUDENT90 22-25 M state 50%
## 91 STUDENT91 22-25 F state 50%
## 92 STUDENT92 22-25 M state Full
## 93 STUDENT93 18-21 M state 50%
## 94 STUDENT94 18-21 M state None
## 95 STUDENT95 22-25 M state 50%
## 96 STUDENT96 18-21 M other Full
## 97 STUDENT97 18-21 M state 75
## 98 STUDENT98 18-21 M state 75
## 99 STUDENT99 18-21 M state 75
## 100 STUDENT100 22-25 M state 50%
## 101 STUDENT101 18-21 M state 75
## 102 STUDENT102 18-21 M state 75
## 103 STUDENT103 18-21 M state 50%
## 104 STUDENT104 18-21 M private 75
## 105 STUDENT105 18-21 F state 50%
## 106 STUDENT106 18-21 M state 75
## 107 STUDENT107 18-21 M state 75
## 108 STUDENT108 18-21 F state 75
## 109 STUDENT109 22-25 F private Full
## 110 STUDENT110 18-21 M private 50%
## 111 STUDENT111 22-25 M state 50%
## 112 STUDENT112 18-21 F private Full
## 113 STUDENT113 22-25 F other 50%
## 114 STUDENT114 22-25 F other 50%
## 115 STUDENT115 22-25 F state Full
## 116 STUDENT116 22-25 F state Full
## 117 STUDENT117 22-25 F state Full
## 118 STUDENT118 above 26 F private 50%
## 119 STUDENT119 18-21 M state Full
## 120 STUDENT120 22-25 F state 75
## 121 STUDENT121 22-25 F private 50%
## 122 STUDENT122 22-25 F state 50%
## 123 STUDENT123 18-21 M state Full
## 124 STUDENT124 22-25 F other 50%
## 125 STUDENT125 18-21 F state 75
## 126 STUDENT126 18-21 F state Full
## 127 STUDENT127 18-21 F private 75
## 128 STUDENT128 18-21 F state 75
## 129 STUDENT129 18-21 F state 75
## 130 STUDENT130 18-21 F state 50%
## 131 STUDENT131 18-21 F state 50%
## 132 STUDENT132 18-21 F private Full
## 133 STUDENT133 18-21 F private Full
## 134 STUDENT134 18-21 F state Full
## 135 STUDENT135 18-21 F state 75
## 136 STUDENT136 22-25 F state 50%
## 137 STUDENT137 18-21 F state 50%
## 138 STUDENT138 18-21 F private Full
## 139 STUDENT139 18-21 F state 75
## 140 STUDENT140 18-21 F state 75
## 141 STUDENT141 22-25 F state 50%
## 142 STUDENT142 18-21 F state 75
## 143 STUDENT143 18-21 F private 75
## 144 STUDENT144 22-25 F state 75
## 145 STUDENT145 18-21 F private Full
## Additional_Work Regular_Artistic_or_Sport_activity Having_a_partner
## 1 Yes No No
## 2 Yes No No
## 3 No No No
## 4 Yes No Yes
## 5 No No Yes
## 6 No No No
## 7 No No No
## 8 Yes Yes Yes
## 9 No Yes Yes
## 10 No No Yes
## 11 No No No
## 12 Yes Yes No
## 13 No No No
## 14 No No No
## 15 Yes Yes No
## 16 No No No
## 17 No Yes No
## 18 No No No
## 19 No No No
## 20 No No Yes
## 21 Yes No Yes
## 22 No No Yes
## 23 Yes No Yes
## 24 Yes Yes No
## 25 No No No
## 26 No No Yes
## 27 No Yes Yes
## 28 Yes No No
## 29 No No Yes
## 30 No No No
## 31 Yes Yes Yes
## 32 Yes No No
## 33 No No No
## 34 Yes No Yes
## 35 No No Yes
## 36 No No No
## 37 Yes No Yes
## 38 Yes Yes Yes
## 39 No No No
## 40 No No Yes
## 41 No No No
## 42 Yes No No
## 43 No Yes No
## 44 No No Yes
## 45 No No Yes
## 46 No No Yes
## 47 No No Yes
## 48 No No Yes
## 49 No Yes Yes
## 50 No No No
## 51 No No Yes
## 52 Yes Yes No
## 53 Yes No No
## 54 No Yes No
## 55 No No No
## 56 Yes No Yes
## 57 No Yes No
## 58 Yes Yes No
## 59 No No Yes
## 60 No Yes Yes
## 61 No No No
## 62 No Yes No
## 63 No No No
## 64 No No Yes
## 65 No No No
## 66 No No Yes
## 67 No No Yes
## 68 Yes Yes No
## 69 Yes No No
## 70 No No Yes
## 71 No Yes Yes
## 72 No No No
## 73 No Yes Yes
## 74 No No No
## 75 No No No
## 76 No Yes No
## 77 No Yes No
## 78 No No Yes
## 79 Yes Yes No
## 80 No No No
## 81 Yes No Yes
## 82 Yes No No
## 83 Yes No Yes
## 84 No No No
## 85 Yes No Yes
## 86 No No No
## 87 No No No
## 88 No Yes No
## 89 No Yes Yes
## 90 No No No
## 91 No Yes Yes
## 92 Yes Yes Yes
## 93 No No No
## 94 Yes No Yes
## 95 No No Yes
## 96 Yes Yes Yes
## 97 No Yes Yes
## 98 Yes No No
## 99 No Yes No
## 100 No No No
## 101 No No No
## 102 No No Yes
## 103 No No Yes
## 104 No No Yes
## 105 No No No
## 106 Yes Yes No
## 107 No Yes No
## 108 Yes Yes No
## 109 No Yes No
## 110 No Yes Yes
## 111 No No No
## 112 No Yes No
## 113 Yes No No
## 114 No No No
## 115 Yes Yes No
## 116 Yes No Yes
## 117 No No No
## 118 No Yes No
## 119 No Yes Yes
## 120 No Yes No
## 121 Yes Yes Yes
## 122 Yes Yes Yes
## 123 No Yes No
## 124 No No No
## 125 Yes Yes Yes
## 126 Yes Yes No
## 127 Yes Yes Yes
## 128 No No No
## 129 No Yes Yes
## 130 Yes Yes No
## 131 Yes Yes No
## 132 No Yes No
## 133 No Yes No
## 134 No No Yes
## 135 No Yes No
## 136 Yes Yes No
## 137 Yes Yes Yes
## 138 No Yes No
## 139 Yes Yes Yes
## 140 Yes No Yes
## 141 Yes Yes No
## 142 No No No
## 143 No No No
## 144 Yes Yes Yes
## 145 No No No
## Total_salary_ifAvalaible Transportaion_to_University Accomodation.Type
## 1 $135-$200 Bus Rental
## 2 $135-$200 Bus Rental
## 3 $201-$270 Other Dormitory
## 4 $201-$270 Bus Dormitory
## 5 $271-$340 Bus Other
## 6 $201-$270 Bus Rental
## 7 $135-$200 Bus With Family
## 8 $201-$270 Private car/taxi With Family
## 9 $135-$200 Bus With Family
## 10 $271-$340 Other Dormitory
## 11 $271-$340 Private car/taxi With Family
## 12 $341-$410 Private car/taxi With Family
## 13 $135-$200 Bus Rental
## 14 $135-$200 Bus Rental
## 15 $271-$340 Other Dormitory
## 16 $135-$200 Bus Dormitory
## 17 $135-$200 Bus Rental
## 18 $135-$200 Bus Rental
## 19 $271-$340 Bus Rental
## 20 $201-$270 Private car/taxi Dormitory
## 21 $135-$200 Other Dormitory
## 22 $135-$200 Other Dormitory
## 23 $135-$200 Bus Rental
## 24 above $410 Bus Rental
## 25 $201-$270 Bus Rental
## 26 $135-$200 Bus Dormitory
## 27 $135-$200 Bus Rental
## 28 $135-$200 Bus Rental
## 29 $135-$200 Other Dormitory
## 30 $135-$200 Other Dormitory
## 31 $135-$200 Bus Dormitory
## 32 $135-$200 Bus Dormitory
## 33 $201-$270 Bus Rental
## 34 $135-$200 Bus Rental
## 35 $201-$270 Bus Rental
## 36 $271-$340 Bus Rental
## 37 $271-$340 Bus Rental
## 38 $201-$270 Private car/taxi With Family
## 39 $135-$200 Bus Rental
## 40 $135-$200 Bus Dormitory
## 41 $201-$270 Bus Rental
## 42 $201-$270 Bus Dormitory
## 43 $135-$200 Other Dormitory
## 44 $135-$200 Bus Rental
## 45 $135-$200 Bus Rental
## 46 $341-$410 Bus Rental
## 47 $135-$200 Bus Rental
## 48 $135-$200 Bus Dormitory
## 49 $135-$200 Bus Dormitory
## 50 $201-$270 Other Rental
## 51 $201-$270 Private car/taxi Rental
## 52 $135-$200 Bus Rental
## 53 $201-$270 Bus Rental
## 54 $201-$270 Bus Rental
## 55 $271-$340 Other Dormitory
## 56 $341-$410 Bus Dormitory
## 57 $135-$200 Bus Rental
## 58 $135-$200 Bus Rental
## 59 $271-$340 Bus Rental
## 60 $135-$200 Bus Rental
## 61 above $410 Private car/taxi Rental
## 62 $201-$270 Bus Dormitory
## 63 $135-$200 Other Dormitory
## 64 $201-$270 Bus Rental
## 65 $135-$200 Bus Rental
## 66 $271-$340 Bus Rental
## 67 $135-$200 Bus Rental
## 68 $271-$340 Bus Dormitory
## 69 $135-$200 Bus Rental
## 70 $135-$200 Bus Rental
## 71 $135-$200 Bus Rental
## 72 $135-$200 Bus With Family
## 73 $135-$200 Bus Dormitory
## 74 $135-$200 Bus Dormitory
## 75 $135-$200 Bus Rental
## 76 $135-$200 Bus With Family
## 77 $201-$270 Bus Rental
## 78 $201-$270 Private car/taxi Dormitory
## 79 $135-$200 Bus Rental
## 80 $135-$200 Bus Rental
## 81 $135-$200 Private car/taxi Rental
## 82 $135-$200 Bus Dormitory
## 83 $201-$270 Bus Rental
## 84 $271-$340 Bus Rental
## 85 $271-$340 Bus Dormitory
## 86 $201-$270 Bus Rental
## 87 $135-$200 Other Dormitory
## 88 $201-$270 Bus Rental
## 89 $135-$200 Bus Rental
## 90 $135-$200 Bus Rental
## 91 $135-$200 Private car/taxi With Family
## 92 $135-$200 Bus Dormitory
## 93 $135-$200 Bus Rental
## 94 $135-$200 Bus Dormitory
## 95 $135-$200 Bus Rental
## 96 $135-$200 Private car/taxi With Family
## 97 $135-$200 Private car/taxi With Family
## 98 $135-$200 Bus With Family
## 99 $135-$200 Other Dormitory
## 100 $135-$200 Other Dormitory
## 101 $135-$200 Private car/taxi With Family
## 102 $201-$270 Bus With Family
## 103 $135-$200 Bus Dormitory
## 104 above $410 Bus Dormitory
## 105 $135-$200 Private car/taxi Dormitory
## 106 $135-$200 Bus Rental
## 107 $135-$200 Bus Dormitory
## 108 $135-$200 Bus With Family
## 109 $201-$270 Private car/taxi Rental
## 110 $135-$200 Private car/taxi Dormitory
## 111 $201-$270 Other Dormitory
## 112 $135-$200 Bus Dormitory
## 113 $135-$200 Bicycle With Family
## 114 $135-$200 Other Dormitory
## 115 $341-$410 Bus Rental
## 116 $135-$200 Bus Rental
## 117 $135-$200 Bus Rental
## 118 $135-$200 Bus Dormitory
## 119 $135-$200 Other Dormitory
## 120 $135-$200 Bus Dormitory
## 121 $201-$270 Private car/taxi With Family
## 122 $135-$200 Private car/taxi Rental
## 123 $135-$200 Bus Rental
## 124 $271-$340 Bus Rental
## 125 $135-$200 Bus With Family
## 126 $135-$200 Bus With Family
## 127 $271-$340 Private car/taxi With Family
## 128 $135-$200 Other With Family
## 129 $135-$200 Other With Family
## 130 $135-$200 Bus Rental
## 131 $135-$200 Bus Rental
## 132 $135-$200 Private car/taxi Dormitory
## 133 $135-$200 Bus Dormitory
## 134 $135-$200 Bus Rental
## 135 $135-$200 Private car/taxi With Family
## 136 $135-$200 Other Dormitory
## 137 $135-$200 Private car/taxi With Family
## 138 $135-$200 Bus Rental
## 139 above $410 Private car/taxi With Family
## 140 $201-$270 Private car/taxi With Family
## 141 $135-$200 Bus Dormitory
## 142 $135-$200 Other Dormitory
## 143 $135-$200 Bus Rental
## 144 above $410 Private car/taxi With Family
## 145 $271-$340 Bus Rental
## Mothers_Education Fathers_Education Number_of_siblings Parental_status
## 1 Primary School Secondary School 3 Married
## 2 Secondary School High School 2 Married
## 3 Secondary School Secondary School 2 Married
## 4 Primary School Secondary School 5 or above Married
## 5 High School High School 2 Married
## 6 High School High School 2 Married
## 7 Primary School High School 1 Married
## 8 college High School 1 Married
## 9 Secondary School college 2 Married
## 10 Primary School Secondary School 3 Married
## 11 High School college 2 Married
## 12 Masters Masters 1 Married
## 13 High School Masters 4 Divorced
## 14 Secondary School Secondary School 2 Married
## 15 High School Primary School 2 Married
## 16 college college 2 Married
## 17 Secondary School Secondary School 4 Married
## 18 Secondary School Secondary School 2 Married
## 19 Secondary School Secondary School 5 or above Married
## 20 High School High School 3 Married
## 21 High School High School 3 Divorced
## 22 Secondary School Secondary School 4 Married
## 23 Primary School Primary School 4 Divorced
## 24 Primary School college 3 Married
## 25 High School Primary School 3 Married
## 26 Primary School college 3 Married
## 27 college college 4 Married
## 28 Primary School Primary School 4 Married
## 29 Secondary School Secondary School 4 Married
## 30 High School High School 2 Married
## 31 Primary School Primary School 5 or above Married
## 32 Primary School Secondary School 4 Married
## 33 Secondary School Secondary School 2 Married
## 34 Primary School Secondary School 5 or above Married
## 35 High School High School 3 Married
## 36 Primary School Secondary School 5 or above Married
## 37 Primary School Primary School 2 Divorced
## 38 High School High School 1 Married
## 39 High School High School 1 Married
## 40 Primary School High School 1 Married
## 41 Secondary School High School 1 Married
## 42 Primary School college 2 Married
## 43 college college 2 Married
## 44 Secondary School High School 3 Married
## 45 Primary School High School 2 Married
## 46 Secondary School High School 5 or above Married
## 47 Primary School Secondary School 3 Married
## 48 college High School 1 Married
## 49 High School High School 3 Married
## 50 Secondary School High School 2 Married
## 51 Primary School Primary School 2 Married
## 52 Primary School Secondary School 5 or above Married
## 53 Primary School High School 4 Married
## 54 Primary School Primary School 5 or above Married
## 55 Primary School college 2 Married
## 56 Primary School Primary School 5 or above died_one or both
## 57 Primary School High School 5 or above Married
## 58 college Secondary School 3 Married
## 59 Primary School High School 5 or above Divorced
## 60 college college 3 Married
## 61 Ph.D. Primary School 3 Married
## 62 Primary School High School 4 Married
## 63 Secondary School High School 2 Married
## 64 Primary School High School 3 Married
## 65 Secondary School Secondary School 2 Married
## 66 Secondary School college 3 Married
## 67 High School Secondary School 5 or above Married
## 68 High School college 4 Divorced
## 69 Secondary School High School 5 or above died_one or both
## 70 Secondary School Secondary School 2 Married
## 71 college High School 1 Divorced
## 72 Primary School High School 5 or above Married
## 73 Primary School Primary School 2 Married
## 74 Primary School High School 4 Married
## 75 Secondary School Secondary School 3 Married
## 76 Primary School Masters 4 Married
## 77 Masters college 3 Married
## 78 Ph.D. Masters 2 Married
## 79 Primary School High School 4 Married
## 80 Primary School High School 4 Married
## 81 Primary School Primary School 2 Married
## 82 Primary School Secondary School 4 Married
## 83 High School Primary School 3 Married
## 84 college college 2 Married
## 85 college Secondary School 5 or above died_one or both
## 86 Primary School Primary School 5 or above Married
## 87 High School High School 2 Married
## 88 High School college 2 Married
## 89 college college 1 Married
## 90 High School Masters 3 Married
## 91 High School High School 1 Married
## 92 college Primary School 5 or above Married
## 93 High School college 4 Married
## 94 Primary School Secondary School 4 Married
## 95 High School Secondary School 5 or above Married
## 96 High School college 1 Married
## 97 Secondary School Secondary School 3 Married
## 98 High School High School 4 Married
## 99 Secondary School college 2 Married
## 100 High School college 2 Married
## 101 college Primary School 2 Married
## 102 Secondary School High School 1 Married
## 103 High School Primary School 1 Divorced
## 104 Primary School High School 4 Married
## 105 college college 1 Married
## 106 Secondary School Secondary School 4 Married
## 107 Secondary School Secondary School 1 Married
## 108 Primary School High School 5 or above Married
## 109 Primary School Secondary School 1 died_one or both
## 110 college college 2 died_one or both
## 111 college college 2 Divorced
## 112 High School High School 1 Married
## 113 Primary School Primary School 2 Married
## 114 college college 1 Married
## 115 Primary School Primary School 1 Married
## 116 Primary School Primary School 2 Married
## 117 Primary School Primary School 5 or above Married
## 118 college college 1 Married
## 119 Primary School Secondary School 3 Married
## 120 High School High School 2 died_one or both
## 121 High School High School 2 Married
## 122 Primary School Primary School 5 or above died_one or both
## 123 High School High School 2 Married
## 124 High School Secondary School 4 Married
## 125 Secondary School High School 2 Married
## 126 Primary School Primary School 5 or above Married
## 127 college Ph.D. 2 Married
## 128 High School Secondary School 2 Married
## 129 High School college 2 Married
## 130 Primary School Primary School 3 Married
## 131 Primary School Secondary School 3 Married
## 132 college High School 1 Married
## 133 Primary School Secondary School 3 Married
## 134 Primary School Primary School 1 Married
## 135 Primary School Primary School 2 Married
## 136 High School High School 1 Married
## 137 High School High School 3 Married
## 138 Secondary School Secondary School 2 Married
## 139 High School Primary School 1 Divorced
## 140 High School High School 1 Married
## 141 Primary School Secondary School 2 Divorced
## 142 Primary School Primary School 5 or above Married
## 143 High School college 4 Married
## 144 college college 1 Married
## 145 High School Primary School 5 or above Married
## Mother_occupation Father_occupation Weekly_study_hours
## 1 government officer other 6-10
## 2 government officer retired 1-5
## 3 government officer retired 1-5
## 4 government officer retired 6-10
## 5 government officer self_employment 1-5
## 6 government officer private sector employee 0
## 7 government officer self_employment 1-5
## 8 self_employment private sector employee 0
## 9 government officer self_employment 0
## 10 government officer private sector employee 1-5
## 11 private sector employee government officer 0
## 12 private sector employee government officer 6-10
## 13 government officer government officer 6-10
## 14 government officer private sector employee 0
## 15 self_employment retired 1-5
## 16 private sector employee retired 1-5
## 17 government officer private sector employee 1-5
## 18 government officer retired 1-5
## 19 government officer other 20
## 20 government officer self_employment 11-20
## 21 government officer private sector employee 11-20
## 22 government officer private sector employee 6-10
## 23 government officer self_employment 6-10
## 24 government officer retired 6-10
## 25 government officer self_employment 0
## 26 government officer self_employment 1-5
## 27 government officer self_employment 1-5
## 28 government officer private sector employee 6-10
## 29 government officer retired 1-5
## 30 self_employment retired 1-5
## 31 government officer self_employment 1-5
## 32 government officer private sector employee 1-5
## 33 government officer retired 1-5
## 34 government officer private sector employee 1-5
## 35 government officer self_employment 1-5
## 36 government officer private sector employee 1-5
## 37 self_employment private sector employee 0
## 38 government officer private sector employee 1-5
## 39 government officer self_employment 6-10
## 40 government officer self_employment 0
## 41 government officer other 0
## 42 government officer government officer 6-10
## 43 private sector employee retired 1-5
## 44 government officer retired 1-5
## 45 government officer other 1-5
## 46 government officer self_employment 6-10
## 47 government officer other 1-5
## 48 other self_employment 1-5
## 49 government officer government officer 0
## 50 government officer self_employment 1-5
## 51 government officer private sector employee 1-5
## 52 government officer retired 0
## 53 government officer retired 6-10
## 54 government officer retired 0
## 55 self_employment government officer 1-5
## 56 government officer retired 0
## 57 government officer self_employment 11-20
## 58 private sector employee private sector employee 1-5
## 59 government officer retired 6-10
## 60 government officer private sector employee 6-10
## 61 government officer private sector employee 0
## 62 government officer private sector employee 6-10
## 63 government officer self_employment 6-10
## 64 government officer retired 0
## 65 government officer retired 0
## 66 government officer self_employment 0
## 67 government officer other 1-5
## 68 government officer government officer 1-5
## 69 government officer other 0
## 70 government officer private sector employee 0
## 71 self_employment government officer 1-5
## 72 government officer self_employment 1-5
## 73 government officer private sector employee 1-5
## 74 government officer self_employment 6-10
## 75 government officer retired 1-5
## 76 government officer government officer 6-10
## 77 self_employment private sector employee 1-5
## 78 self_employment government officer 1-5
## 79 government officer self_employment 1-5
## 80 government officer self_employment 0
## 81 government officer private sector employee 0
## 82 government officer private sector employee 1-5
## 83 government officer private sector employee 1-5
## 84 retired government officer 0
## 85 government officer retired 0
## 86 government officer retired 0
## 87 self_employment retired 1-5
## 88 retired retired 1-5
## 89 private sector employee government officer 1-5
## 90 government officer government officer 1-5
## 91 self_employment government officer 1-5
## 92 government officer private sector employee 1-5
## 93 private sector employee government officer 6-10
## 94 government officer private sector employee 20
## 95 government officer other 1-5
## 96 government officer retired 1-5
## 97 self_employment government officer 1-5
## 98 government officer private sector employee 1-5
## 99 government officer other 1-5
## 100 government officer retired 6-10
## 101 private sector employee private sector employee 1-5
## 102 government officer self_employment 1-5
## 103 self_employment self_employment 1-5
## 104 government officer retired 1-5
## 105 private sector employee government officer 1-5
## 106 government officer self_employment 1-5
## 107 government officer retired 6-10
## 108 government officer self_employment 1-5
## 109 retired other 6-10
## 110 government officer other 6-10
## 111 retired other 1-5
## 112 private sector employee government officer 0
## 113 government officer retired 0
## 114 private sector employee government officer 1-5
## 115 government officer retired 1-5
## 116 government officer government officer 6-10
## 117 government officer self_employment 6-10
## 118 retired private sector employee 1-5
## 119 self_employment self_employment 0
## 120 government officer other 20
## 121 private sector employee self_employment 0
## 122 government officer self_employment 20
## 123 government officer retired 1-5
## 124 retired retired 1-5
## 125 self_employment private sector employee 11-20
## 126 government officer private sector employee 6-10
## 127 self_employment private sector employee 11-20
## 128 private sector employee self_employment 1-5
## 129 self_employment government officer 1-5
## 130 government officer self_employment 11-20
## 131 government officer self_employment 11-20
## 132 private sector employee government officer 11-20
## 133 government officer retired 1-5
## 134 government officer private sector employee 6-10
## 135 self_employment private sector employee 1-5
## 136 government officer retired 1-5
## 137 private sector employee self_employment 1-5
## 138 government officer retired 1-5
## 139 self_employment other 1-5
## 140 other self_employment 0
## 141 government officer self_employment 6-10
## 142 government officer retired 6-10
## 143 government officer self_employment 1-5
## 144 private sector employee private sector employee 1-5
## 145 government officer self_employment 6-10
## Reading_frequency_non_scientific Reading_frequency_scientific
## 1 sometimes sometimes
## 2 sometimes sometimes
## 3 None sometimes
## 4 None sometimes
## 5 None None
## 6 None sometimes
## 7 sometimes sometimes
## 8 sometimes sometimes
## 9 sometimes sometimes
## 10 sometimes sometimes
## 11 None None
## 12 often often
## 13 sometimes sometimes
## 14 sometimes None
## 15 sometimes sometimes
## 16 sometimes sometimes
## 17 sometimes sometimes
## 18 sometimes sometimes
## 19 often sometimes
## 20 sometimes sometimes
## 21 sometimes sometimes
## 22 sometimes sometimes
## 23 often often
## 24 sometimes often
## 25 sometimes sometimes
## 26 sometimes sometimes
## 27 often sometimes
## 28 sometimes sometimes
## 29 sometimes sometimes
## 30 sometimes sometimes
## 31 sometimes sometimes
## 32 sometimes often
## 33 sometimes sometimes
## 34 None sometimes
## 35 None None
## 36 sometimes sometimes
## 37 None often
## 38 sometimes sometimes
## 39 sometimes sometimes
## 40 sometimes None
## 41 sometimes sometimes
## 42 sometimes sometimes
## 43 sometimes None
## 44 sometimes sometimes
## 45 sometimes sometimes
## 46 sometimes sometimes
## 47 sometimes sometimes
## 48 sometimes sometimes
## 49 None sometimes
## 50 sometimes sometimes
## 51 sometimes sometimes
## 52 sometimes sometimes
## 53 None None
## 54 sometimes sometimes
## 55 None None
## 56 sometimes sometimes
## 57 sometimes often
## 58 often sometimes
## 59 sometimes sometimes
## 60 sometimes sometimes
## 61 sometimes sometimes
## 62 None sometimes
## 63 sometimes sometimes
## 64 None sometimes
## 65 sometimes sometimes
## 66 None sometimes
## 67 sometimes sometimes
## 68 sometimes sometimes
## 69 sometimes sometimes
## 70 None sometimes
## 71 sometimes sometimes
## 72 sometimes None
## 73 often often
## 74 None None
## 75 sometimes sometimes
## 76 often None
## 77 often sometimes
## 78 sometimes sometimes
## 79 often often
## 80 sometimes sometimes
## 81 None None
## 82 sometimes sometimes
## 83 sometimes often
## 84 sometimes sometimes
## 85 sometimes sometimes
## 86 None None
## 87 sometimes sometimes
## 88 sometimes sometimes
## 89 sometimes sometimes
## 90 sometimes sometimes
## 91 sometimes sometimes
## 92 sometimes sometimes
## 93 sometimes sometimes
## 94 sometimes None
## 95 sometimes often
## 96 sometimes often
## 97 often sometimes
## 98 sometimes sometimes
## 99 often sometimes
## 100 sometimes sometimes
## 101 sometimes sometimes
## 102 sometimes sometimes
## 103 sometimes sometimes
## 104 often sometimes
## 105 sometimes sometimes
## 106 often sometimes
## 107 sometimes sometimes
## 108 sometimes sometimes
## 109 often sometimes
## 110 sometimes sometimes
## 111 sometimes sometimes
## 112 sometimes sometimes
## 113 None None
## 114 sometimes often
## 115 sometimes sometimes
## 116 often sometimes
## 117 often often
## 118 sometimes often
## 119 sometimes sometimes
## 120 sometimes sometimes
## 121 None None
## 122 often often
## 123 None sometimes
## 124 sometimes often
## 125 sometimes sometimes
## 126 sometimes often
## 127 sometimes often
## 128 None None
## 129 None None
## 130 sometimes often
## 131 sometimes sometimes
## 132 None often
## 133 sometimes often
## 134 None sometimes
## 135 sometimes sometimes
## 136 often sometimes
## 137 sometimes sometimes
## 138 sometimes sometimes
## 139 sometimes often
## 140 None sometimes
## 141 often sometimes
## 142 sometimes sometimes
## 143 sometimes sometimes
## 144 sometimes None
## 145 None None
## Attending_department_conferences Impact_of_projectsAndActivities_on_success
## 1 Yes Positive
## 2 Yes Positive
## 3 Yes Positive
## 4 Yes Positive
## 5 Yes Positive
## 6 Yes Positive
## 7 No Positive
## 8 Yes Positive
## 9 Yes Positive
## 10 Yes Positive
## 11 Yes Positive
## 12 Yes Neutral
## 13 Yes Positive
## 14 Yes Positive
## 15 Yes Positive
## 16 No Neutral
## 17 Yes Positive
## 18 No Positive
## 19 No Positive
## 20 Yes Negative
## 21 No Positive
## 22 Yes Positive
## 23 Yes Positive
## 24 Yes Positive
## 25 Yes Positive
## 26 Yes Positive
## 27 Yes Positive
## 28 Yes Positive
## 29 Yes Positive
## 30 Yes Positive
## 31 Yes Positive
## 32 Yes Positive
## 33 Yes Positive
## 34 Yes Positive
## 35 Yes Positive
## 36 Yes Positive
## 37 Yes Positive
## 38 Yes Positive
## 39 Yes Positive
## 40 Yes Positive
## 41 Yes Positive
## 42 Yes Positive
## 43 Yes Positive
## 44 Yes Positive
## 45 Yes Positive
## 46 Yes Positive
## 47 Yes Positive
## 48 Yes Positive
## 49 Yes Positive
## 50 Yes Positive
## 51 Yes Positive
## 52 Yes Positive
## 53 Yes Positive
## 54 Yes Positive
## 55 Yes Positive
## 56 Yes Positive
## 57 Yes Positive
## 58 Yes Positive
## 59 Yes Positive
## 60 Yes Positive
## 61 Yes Positive
## 62 Yes Neutral
## 63 Yes Positive
## 64 Yes Positive
## 65 Yes Neutral
## 66 Yes Neutral
## 67 Yes Positive
## 68 Yes Positive
## 69 Yes Positive
## 70 Yes Positive
## 71 Yes Positive
## 72 Yes Positive
## 73 Yes Positive
## 74 No Positive
## 75 No Positive
## 76 Yes Positive
## 77 Yes Positive
## 78 No Positive
## 79 Yes Positive
## 80 Yes Neutral
## 81 Yes Neutral
## 82 Yes Positive
## 83 Yes Positive
## 84 Yes Positive
## 85 Yes Positive
## 86 Yes Positive
## 87 Yes Positive
## 88 Yes Positive
## 89 Yes Positive
## 90 Yes Positive
## 91 Yes Positive
## 92 Yes Positive
## 93 Yes Positive
## 94 Yes Positive
## 95 Yes Positive
## 96 Yes Positive
## 97 Yes Positive
## 98 Yes Positive
## 99 Yes Positive
## 100 Yes Positive
## 101 Yes Positive
## 102 Yes Positive
## 103 No Positive
## 104 Yes Positive
## 105 Yes Positive
## 106 Yes Positive
## 107 Yes Positive
## 108 Yes Positive
## 109 Yes Positive
## 110 Yes Positive
## 111 Yes Positive
## 112 No Negative
## 113 No Neutral
## 114 No Neutral
## 115 No Negative
## 116 No Neutral
## 117 No Positive
## 118 No Positive
## 119 Yes Positive
## 120 Yes Positive
## 121 Yes Positive
## 122 Yes Neutral
## 123 Yes Negative
## 124 No Positive
## 125 No Positive
## 126 No Positive
## 127 Yes Positive
## 128 No Positive
## 129 No Positive
## 130 No Positive
## 131 No Positive
## 132 No Positive
## 133 No Positive
## 134 No Positive
## 135 No Positive
## 136 Yes Neutral
## 137 No Positive
## 138 Yes Positive
## 139 No Neutral
## 140 No Positive
## 141 Yes Positive
## 142 No Positive
## 143 Yes Positive
## 144 Yes Positive
## 145 Yes Positive
## Attendance_to_classes Preparation_to_midterm_exams_with
## 1 Always alone
## 2 Always alone
## 3 Always alone
## 4 Always alone
## 5 Always with friends
## 6 Always alone
## 7 Sometimes alone
## 8 Always NA
## 9 Always alone
## 10 Sometimes alone
## 11 Sometimes alone
## 12 Always NA
## 13 Always alone
## 14 Sometimes alone
## 15 Always alone
## 16 Sometimes alone
## 17 Sometimes alone
## 18 Sometimes alone
## 19 Sometimes alone
## 20 Always alone
## 21 Always alone
## 22 Always alone
## 23 Always alone
## 24 Sometimes alone
## 25 Always alone
## 26 Always alone
## 27 Always alone
## 28 Sometimes alone
## 29 Always alone
## 30 Always alone
## 31 Always with friends
## 32 Always alone
## 33 Sometimes alone
## 34 Always alone
## 35 Sometimes alone
## 36 Sometimes alone
## 37 Sometimes with friends
## 38 Always alone
## 39 Always with friends
## 40 Always alone
## 41 Always alone
## 42 Sometimes alone
## 43 Always alone
## 44 Sometimes alone
## 45 Always with friends
## 46 Always alone
## 47 Always alone
## 48 Sometimes alone
## 49 Always alone
## 50 Always with friends
## 51 Sometimes alone
## 52 Sometimes alone
## 53 Always alone
## 54 Sometimes alone
## 55 Always alone
## 56 Always NA
## 57 Always alone
## 58 Always alone
## 59 Always alone
## 60 Always alone
## 61 Always alone
## 62 Sometimes alone
## 63 Always alone
## 64 Always NA
## 65 Always with friends
## 66 Sometimes with friends
## 67 Always alone
## 68 Sometimes alone
## 69 Sometimes alone
## 70 Always with friends
## 71 Always alone
## 72 Always alone
## 73 Always alone
## 74 Always alone
## 75 Always with friends
## 76 Always alone
## 77 Always NA
## 78 Sometimes NA
## 79 Sometimes alone
## 80 Always alone
## 81 Always alone
## 82 Always alone
## 83 Always alone
## 84 Always NA
## 85 Always NA
## 86 Always alone
## 87 Always alone
## 88 Always with friends
## 89 Always alone
## 90 Sometimes alone
## 91 Always alone
## 92 Always alone
## 93 Always alone
## 94 Always alone
## 95 Always alone
## 96 Always alone
## 97 Always alone
## 98 Always alone
## 99 Always alone
## 100 Always alone
## 101 Always alone
## 102 Always alone
## 103 Always alone
## 104 Always alone
## 105 Always alone
## 106 Sometimes alone
## 107 Always NA
## 108 Always with friends
## 109 Sometimes alone
## 110 Always with friends
## 111 Sometimes alone
## 112 Always alone
## 113 Always with friends
## 114 Sometimes with friends
## 115 Always alone
## 116 Always with friends
## 117 Always alone
## 118 Sometimes alone
## 119 Always NA
## 120 Always alone
## 121 Sometimes with friends
## 122 Always with friends
## 123 Always with friends
## 124 Always alone
## 125 Always with friends
## 126 Always alone
## 127 Always with friends
## 128 Always alone
## 129 Always alone
## 130 Always with friends
## 131 Always alone
## 132 Always alone
## 133 Always with friends
## 134 Always alone
## 135 Always alone
## 136 Always alone
## 137 Always NA
## 138 Always alone
## 139 Always with friends
## 140 Sometimes with friends
## 141 Always alone
## 142 Sometimes alone
## 143 Always alone
## 144 Always with friends
## 145 Always with friends
## Preparation_to_midterm_exams_when Taking_notes_in_class Listening_in_class
## 1 closest date to the exam always sometimes
## 2 closest date to the exam always sometimes
## 3 closest date to the exam sometimes sometimes
## 4 regularly during the semester always sometimes
## 5 closest date to the exam sometimes sometimes
## 6 closest date to the exam never sometimes
## 7 closest date to the exam always always
## 8 closest date to the exam always sometimes
## 9 closest date to the exam always sometimes
## 10 closest date to the exam sometimes sometimes
## 11 closest date to the exam sometimes sometimes
## 12 regularly during the semester always never
## 13 closest date to the exam sometimes sometimes
## 14 closest date to the exam always sometimes
## 15 closest date to the exam sometimes always
## 16 closest date to the exam always sometimes
## 17 closest date to the exam always sometimes
## 18 closest date to the exam sometimes sometimes
## 19 closest date to the exam always never
## 20 closest date to the exam always sometimes
## 21 regularly during the semester always never
## 22 closest date to the exam always never
## 23 regularly during the semester always never
## 24 closest date to the exam always sometimes
## 25 closest date to the exam sometimes never
## 26 closest date to the exam sometimes never
## 27 closest date to the exam always always
## 28 closest date to the exam always never
## 29 closest date to the exam always sometimes
## 30 closest date to the exam always sometimes
## 31 closest date to the exam sometimes always
## 32 closest date to the exam always always
## 33 closest date to the exam sometimes sometimes
## 34 closest date to the exam never always
## 35 closest date to the exam sometimes sometimes
## 36 closest date to the exam sometimes never
## 37 closest date to the exam sometimes never
## 38 closest date to the exam always sometimes
## 39 closest date to the exam sometimes sometimes
## 40 closest date to the exam sometimes sometimes
## 41 closest date to the exam always never
## 42 closest date to the exam always sometimes
## 43 closest date to the exam sometimes never
## 44 closest date to the exam always never
## 45 closest date to the exam always sometimes
## 46 closest date to the exam sometimes sometimes
## 47 closest date to the exam sometimes sometimes
## 48 closest date to the exam sometimes never
## 49 closest date to the exam always sometimes
## 50 closest date to the exam sometimes sometimes
## 51 closest date to the exam sometimes sometimes
## 52 closest date to the exam sometimes always
## 53 regularly during the semester sometimes sometimes
## 54 closest date to the exam sometimes sometimes
## 55 regularly during the semester always never
## 56 never never always
## 57 regularly during the semester always sometimes
## 58 closest date to the exam always sometimes
## 59 closest date to the exam always sometimes
## 60 closest date to the exam always always
## 61 closest date to the exam never always
## 62 closest date to the exam always sometimes
## 63 closest date to the exam sometimes always
## 64 closest date to the exam sometimes sometimes
## 65 closest date to the exam always sometimes
## 66 closest date to the exam sometimes never
## 67 closest date to the exam always sometimes
## 68 closest date to the exam sometimes sometimes
## 69 closest date to the exam sometimes sometimes
## 70 closest date to the exam always sometimes
## 71 closest date to the exam sometimes sometimes
## 72 closest date to the exam sometimes always
## 73 closest date to the exam sometimes sometimes
## 74 regularly during the semester always sometimes
## 75 closest date to the exam always sometimes
## 76 closest date to the exam sometimes sometimes
## 77 regularly during the semester sometimes never
## 78 closest date to the exam sometimes sometimes
## 79 closest date to the exam always always
## 80 closest date to the exam always always
## 81 closest date to the exam sometimes always
## 82 closest date to the exam always always
## 83 closest date to the exam always always
## 84 closest date to the exam always sometimes
## 85 never always always
## 86 closest date to the exam always sometimes
## 87 closest date to the exam always sometimes
## 88 closest date to the exam sometimes sometimes
## 89 regularly during the semester always never
## 90 closest date to the exam always never
## 91 closest date to the exam sometimes always
## 92 closest date to the exam sometimes always
## 93 closest date to the exam always sometimes
## 94 closest date to the exam always always
## 95 closest date to the exam always sometimes
## 96 closest date to the exam always sometimes
## 97 closest date to the exam always sometimes
## 98 closest date to the exam always sometimes
## 99 closest date to the exam always never
## 100 closest date to the exam always sometimes
## 101 closest date to the exam sometimes sometimes
## 102 closest date to the exam always always
## 103 closest date to the exam always never
## 104 closest date to the exam sometimes sometimes
## 105 closest date to the exam sometimes always
## 106 regularly during the semester sometimes never
## 107 regularly during the semester sometimes sometimes
## 108 closest date to the exam sometimes always
## 109 closest date to the exam sometimes always
## 110 regularly during the semester always sometimes
## 111 closest date to the exam sometimes sometimes
## 112 closest date to the exam always never
## 113 closest date to the exam always always
## 114 closest date to the exam sometimes sometimes
## 115 closest date to the exam sometimes sometimes
## 116 regularly during the semester always sometimes
## 117 closest date to the exam always always
## 118 closest date to the exam sometimes always
## 119 closest date to the exam always always
## 120 regularly during the semester sometimes sometimes
## 121 closest date to the exam always always
## 122 closest date to the exam never never
## 123 closest date to the exam always sometimes
## 124 closest date to the exam always always
## 125 regularly during the semester always always
## 126 regularly during the semester always sometimes
## 127 closest date to the exam always always
## 128 closest date to the exam always sometimes
## 129 closest date to the exam always sometimes
## 130 regularly during the semester always sometimes
## 131 regularly during the semester always never
## 132 regularly during the semester always sometimes
## 133 closest date to the exam always sometimes
## 134 closest date to the exam always always
## 135 closest date to the exam sometimes never
## 136 closest date to the exam always always
## 137 closest date to the exam always sometimes
## 138 closest date to the exam always never
## 139 closest date to the exam always sometimes
## 140 closest date to the exam sometimes always
## 141 closest date to the exam sometimes never
## 142 closest date to the exam always sometimes
## 143 closest date to the exam always always
## 144 closest date to the exam sometimes never
## 145 closest date to the exam always sometimes
## Discussion_improves_my_success Change_classroom My_last_semester_GPA
## 1 never useful NA
## 2 always useful NA
## 3 never not useful NA
## 4 sometimes not useful NA
## 5 sometimes not useful NA
## 6 never useful NA
## 7 always NA NA
## 8 sometimes not useful NA
## 9 sometimes useful NA
## 10 sometimes useful NA
## 11 sometimes useful NA
## 12 always NA NA
## 13 sometimes NA NA
## 14 always NA NA
## 15 sometimes not useful NA
## 16 sometimes NA NA
## 17 always NA NA
## 18 sometimes useful NA
## 19 always NA NA
## 20 sometimes NA NA
## 21 sometimes NA NA
## 22 always NA NA
## 23 sometimes NA NA
## 24 always NA NA
## 25 always useful NA
## 26 always useful NA
## 27 always useful NA
## 28 sometimes not useful NA
## 29 always NA 3.5
## 30 sometimes useful NA
## 31 always NA 3.5
## 32 sometimes NA NA
## 33 sometimes not useful NA
## 34 sometimes useful NA
## 35 always not useful NA
## 36 always not useful NA
## 37 sometimes not useful NA
## 38 always NA 3.5
## 39 sometimes useful NA
## 40 sometimes NA NA
## 41 sometimes not useful NA
## 42 sometimes NA NA
## 43 always not useful NA
## 44 always NA NA
## 45 sometimes not useful NA
## 46 sometimes not useful NA
## 47 always not useful NA
## 48 always useful 3.5
## 49 always useful NA
## 50 sometimes not useful NA
## 51 sometimes NA NA
## 52 always not useful NA
## 53 sometimes not useful NA
## 54 sometimes useful NA
## 55 always not useful 3.5
## 56 always NA 3.5
## 57 always NA 3.5
## 58 always not useful 3.5
## 59 sometimes useful 3.5
## 60 sometimes useful NA
## 61 always not useful NA
## 62 sometimes useful NA
## 63 always useful 3.5
## 64 sometimes not useful NA
## 65 always not useful NA
## 66 sometimes not useful NA
## 67 sometimes NA 3.5
## 68 never useful NA
## 69 always useful NA
## 70 always not useful NA
## 71 always not useful 3.5
## 72 always NA NA
## 73 always useful NA
## 74 always not useful 3.5
## 75 always useful NA
## 76 sometimes useful NA
## 77 sometimes NA NA
## 78 sometimes useful NA
## 79 sometimes useful NA
## 80 always useful NA
## 81 never useful NA
## 82 sometimes NA 3.5
## 83 sometimes NA NA
## 84 always NA NA
## 85 always NA 3.5
## 86 always NA NA
## 87 always useful 3.5
## 88 sometimes useful NA
## 89 sometimes NA 3.5
## 90 always NA NA
## 91 sometimes NA NA
## 92 always useful 3.5
## 93 always NA NA
## 94 always useful NA
## 95 sometimes NA 3.5
## 96 sometimes not useful NA
## 97 always useful NA
## 98 sometimes not useful NA
## 99 sometimes not useful NA
## 100 always useful NA
## 101 sometimes not useful NA
## 102 sometimes not useful NA
## 103 sometimes not useful NA
## 104 always useful NA
## 105 sometimes useful NA
## 106 always not useful NA
## 107 sometimes not useful NA
## 108 sometimes not useful NA
## 109 never useful NA
## 110 always not useful NA
## 111 sometimes not useful NA
## 112 always NA NA
## 113 always not useful NA
## 114 never not useful NA
## 115 never useful NA
## 116 always useful NA
## 117 always not useful NA
## 118 sometimes not useful NA
## 119 sometimes useful NA
## 120 always not useful NA
## 121 always useful NA
## 122 never not useful NA
## 123 sometimes not useful NA
## 124 sometimes not useful NA
## 125 sometimes not useful NA
## 126 always not useful NA
## 127 always not useful NA
## 128 sometimes not useful NA
## 129 sometimes not useful NA
## 130 always useful NA
## 131 always useful NA
## 132 always not useful 3.5
## 133 always not useful 3.5
## 134 always useful 3.5
## 135 sometimes not useful NA
## 136 sometimes not useful NA
## 137 sometimes not useful NA
## 138 always not useful NA
## 139 always not useful NA
## 140 sometimes not useful NA
## 141 sometimes not useful NA
## 142 sometimes not useful 3.5
## 143 sometimes not useful NA
## 144 sometimes not useful 3.5
## 145 always not useful 3.5
## Expected_Graduation_GPA CourseID output_grade
## 1 <2.00 1 DD
## 2 2.50-2.99 1 DD
## 3 2.00-2.49 1 DD
## 4 2.00-2.49 1 DD
## 5 2.00-2.49 1 DD
## 6 3.00-3.49 1 DC
## 7 3.00-3.49 1 BB
## 8 <2.00 1 DC
## 9 2.50-2.99 1 BB
## 10 2.00-2.49 1 Fail
## 11 <2.00 1 DC
## 12 2.50-2.99 1 Fail
## 13 2.00-2.49 1 Fail
## 14 2.00-2.49 1 DD
## 15 3.00-3.49 1 DC
## 16 2.00-2.49 1 DC
## 17 2.50-2.99 1 DD
## 18 2.00-2.49 1 DC
## 19 2.50-2.99 1 DC
## 20 2.50-2.99 1 CC
## 21 3.00-3.49 1 DD
## 22 2.50-2.99 1 DD
## 23 2.50-2.99 1 CC
## 24 2.50-2.99 1 DD
## 25 3.00-3.49 1 DC
## 26 2.00-2.49 1 CC
## 27 <2.00 1 DD
## 28 <2.00 1 DD
## 29 3.00-3.49 1 CC
## 30 2.50-2.99 1 BB
## 31 3.00-3.49 1 BB
## 32 2.50-2.99 1 CC
## 33 2.50-2.99 1 DD
## 34 2.50-2.99 1 DC
## 35 <2.00 1 DC
## 36 <2.00 1 DD
## 37 2.50-2.99 1 DC
## 38 3.00-3.49 1 DD
## 39 2.50-2.99 1 DC
## 40 <2.00 1 DD
## 41 2.50-2.99 1 DD
## 42 2.50-2.99 1 DD
## 43 2.50-2.99 1 DD
## 44 2.00-2.49 1 CB
## 45 2.50-2.99 1 DD
## 46 2.50-2.99 1 CC
## 47 2.00-2.49 1 BB
## 48 2.50-2.99 1 CC
## 49 2.00-2.49 1 DD
## 50 2.00-2.49 1 DC
## 51 2.50-2.99 1 DD
## 52 2.50-2.99 1 CB
## 53 2.00-2.49 1 DD
## 54 2.00-2.49 1 BB
## 55 2.50-2.99 1 CC
## 56 3.00-3.49 1 CC
## 57 3.00-3.49 1 BB
## 58 3.00-3.49 1 CB
## 59 3.00-3.49 1 CC
## 60 2.50-2.99 1 BB
## 61 <2.00 1 DC
## 62 3.00-3.49 1 BB
## 63 3.00-3.49 1 CC
## 64 2.50-2.99 1 BB
## 65 2.50-2.99 1 CC
## 66 2.00-2.49 1 DC
## 67 3.00-3.49 2 BB
## 68 2.50-2.99 2 DD
## 69 2.50-2.99 3 BB
## 70 2.00-2.49 3 BB
## 71 3.00-3.49 3 AA
## 72 2.00-2.49 3 BA
## 73 2.50-2.99 3 BA
## 74 2.50-2.99 3 BA
## 75 2.50-2.99 3 AA
## 76 <2.00 3 AA
## 77 2.00-2.49 4 CB
## 78 <2.00 4 AA
## 79 2.00-2.49 4 CB
## 80 3.00-3.49 4 CC
## 81 2.00-2.49 5 CB
## 82 3.00-3.49 5 CC
## 83 2.50-2.99 5 AA
## 84 2.00-2.49 5 AA
## 85 3.00-3.49 5 AA
## 86 2.50-2.99 5 CB
## 87 3.00-3.49 5 BB
## 88 <2.00 6 BA
## 89 2.50-2.99 6 BA
## 90 2.00-2.49 6 BA
## 91 2.00-2.49 6 BA
## 92 3.00-3.49 6 BA
## 93 2.00-2.49 6 AA
## 94 2.00-2.49 6 CB
## 95 3.00-3.49 6 BA
## 96 2.50-2.99 7 BB
## 97 2.50-2.99 7 AA
## 98 2.50-2.99 7 BA
## 99 3.00-3.49 7 AA
## 100 2.00-2.49 7 AA
## 101 2.50-2.99 7 BA
## 102 2.50-2.99 7 AA
## 103 3.00-3.49 7 AA
## 104 3.00-3.49 7 AA
## 105 <2.00 7 CC
## 106 2.50-2.99 7 AA
## 107 3.00-3.49 7 AA
## 108 2.00-2.49 7 BA
## 109 2.50-2.99 7 BA
## 110 3.00-3.49 7 AA
## 111 2.50-2.99 8 DC
## 112 2.50-2.99 8 DC
## 113 2.00-2.49 8 DC
## 114 2.00-2.49 8 DD
## 115 <2.00 8 DC
## 116 2.00-2.49 8 DD
## 117 2.50-2.99 8 DD
## 118 2.50-2.99 8 DD
## 119 2.50-2.99 8 DD
## 120 2.50-2.99 8 DC
## 121 2.00-2.49 8 DD
## 122 <2.00 8 Fail
## 123 2.50-2.99 8 DC
## 124 <2.00 8 DD
## 125 2.50-2.99 9 CC
## 126 2.50-2.99 9 DC
## 127 2.00-2.49 9 CC
## 128 2.00-2.49 9 DD
## 129 2.00-2.49 9 Fail
## 130 2.50-2.99 9 CC
## 131 2.50-2.99 9 DD
## 132 2.50-2.99 9 CB
## 133 3.00-3.49 9 CC
## 134 2.50-2.99 9 CC
## 135 2.50-2.99 9 DD
## 136 2.00-2.49 9 DC
## 137 2.00-2.49 9 Fail
## 138 3.00-3.49 9 DC
## 139 2.50-2.99 9 Fail
## 140 2.00-2.49 9 Fail
## 141 2.50-2.99 9 BB
## 142 2.50-2.99 9 BB
## 143 2.50-2.99 9 DD
## 144 2.50-2.99 9 CB
## 145 3.00-3.49 9 CCtransform(dfSP, Weekly_study_hours = as.numeric(Weekly_study_hours))## Warning in eval(substitute(list(...)), `_data`, parent.frame()): NAs introduced
## by coercion## StudentID Student_Age Sex Graduated_HS_type Scholarship_Type
## 1 STUDENT1 22-25 M other 50%
## 2 STUDENT2 22-25 M other 50%
## 3 STUDENT3 22-25 M state 50%
## 4 STUDENT4 18-21 F private 50%
## 5 STUDENT5 22-25 M private 50%
## 6 STUDENT6 22-25 M state 50%
## 7 STUDENT7 18-21 M state 75
## 8 STUDENT8 18-21 F state 50%
## 9 STUDENT9 22-25 F other 50%
## 10 STUDENT10 22-25 F state 50%
## 11 STUDENT11 18-21 F private 50%
## 12 STUDENT12 18-21 F private 75
## 13 STUDENT13 18-21 F private 75
## 14 STUDENT14 22-25 F state Full
## 15 STUDENT15 above 26 M state 75
## 16 STUDENT16 22-25 M state 50%
## 17 STUDENT17 18-21 F state Full
## 18 STUDENT18 22-25 M state 50%
## 19 STUDENT19 18-21 F state 75
## 20 STUDENT20 18-21 M private 50%
## 21 STUDENT21 18-21 M state Full
## 22 STUDENT22 18-21 M state Full
## 23 STUDENT23 22-25 M state 50%
## 24 STUDENT24 above 26 M state 25%
## 25 STUDENT25 22-25 M state 50%
## 26 STUDENT26 22-25 M state 50%
## 27 STUDENT27 22-25 M state 50%
## 28 STUDENT28 18-21 M private 50%
## 29 STUDENT29 above 26 M state 50%
## 30 STUDENT30 22-25 M other 75
## 31 STUDENT31 22-25 M state Full
## 32 STUDENT32 above 26 M state 50%
## 33 STUDENT33 22-25 F state 50%
## 34 STUDENT34 22-25 F state 50%
## 35 STUDENT35 18-21 M private 50%
## 36 STUDENT36 18-21 M private 75
## 37 STUDENT37 22-25 M other 75
## 38 STUDENT38 22-25 M state 50%
## 39 STUDENT39 22-25 M state Full
## 40 STUDENT40 22-25 F state 50%
## 41 STUDENT41 18-21 M private 50%
## 42 STUDENT42 above 26 M state 50%
## 43 STUDENT43 22-25 M state 50%
## 44 STUDENT44 18-21 M state 50%
## 45 STUDENT45 22-25 M other 50%
## 46 STUDENT46 18-21 M state 50%
## 47 STUDENT47 22-25 M state 50%
## 48 STUDENT48 22-25 M state 50%
## 49 STUDENT49 18-21 M state 50%
## 50 STUDENT50 18-21 M private 75
## 51 STUDENT51 22-25 M state 50%
## 52 STUDENT52 22-25 F other 50%
## 53 STUDENT53 22-25 F state 50%
## 54 STUDENT54 22-25 F state 50%
## 55 STUDENT55 22-25 M state 50%
## 56 STUDENT56 above 26 M state 50%
## 57 STUDENT57 22-25 M state 50%
## 58 STUDENT58 22-25 M state 50%
## 59 STUDENT59 above 26 M state 50%
## 60 STUDENT60 22-25 M state 50%
## 61 STUDENT61 22-25 F state 50%
## 62 STUDENT62 18-21 M other 50%
## 63 STUDENT63 22-25 M state 50%
## 64 STUDENT64 22-25 M state 75
## 65 STUDENT65 22-25 M other Full
## 66 STUDENT66 18-21 M state 50%
## 67 STUDENT67 22-25 M state 50%
## 68 STUDENT68 22-25 M other 50%
## 69 STUDENT69 22-25 F state 75
## 70 STUDENT70 22-25 F state 75
## 71 STUDENT71 18-21 M state 75
## 72 STUDENT72 18-21 F other 75
## 73 STUDENT73 18-21 M state 50%
## 74 STUDENT74 22-25 M state 75
## 75 STUDENT75 18-21 M state 75
## 76 STUDENT76 18-21 M state 75
## 77 STUDENT77 22-25 M private 25%
## 78 STUDENT78 18-21 M private 25%
## 79 STUDENT79 22-25 F state 75
## 80 STUDENT80 22-25 M state 75
## 81 STUDENT81 22-25 F state 50%
## 82 STUDENT82 above 26 M state 50%
## 83 STUDENT83 22-25 M state 75
## 84 STUDENT84 22-25 M other 50%
## 85 STUDENT85 above 26 M other 50%
## 86 STUDENT86 18-21 M state Full
## 87 STUDENT87 22-25 M state 75
## 88 STUDENT88 22-25 M state 50%
## 89 STUDENT89 18-21 M state 75
## 90 STUDENT90 22-25 M state 50%
## 91 STUDENT91 22-25 F state 50%
## 92 STUDENT92 22-25 M state Full
## 93 STUDENT93 18-21 M state 50%
## 94 STUDENT94 18-21 M state None
## 95 STUDENT95 22-25 M state 50%
## 96 STUDENT96 18-21 M other Full
## 97 STUDENT97 18-21 M state 75
## 98 STUDENT98 18-21 M state 75
## 99 STUDENT99 18-21 M state 75
## 100 STUDENT100 22-25 M state 50%
## 101 STUDENT101 18-21 M state 75
## 102 STUDENT102 18-21 M state 75
## 103 STUDENT103 18-21 M state 50%
## 104 STUDENT104 18-21 M private 75
## 105 STUDENT105 18-21 F state 50%
## 106 STUDENT106 18-21 M state 75
## 107 STUDENT107 18-21 M state 75
## 108 STUDENT108 18-21 F state 75
## 109 STUDENT109 22-25 F private Full
## 110 STUDENT110 18-21 M private 50%
## 111 STUDENT111 22-25 M state 50%
## 112 STUDENT112 18-21 F private Full
## 113 STUDENT113 22-25 F other 50%
## 114 STUDENT114 22-25 F other 50%
## 115 STUDENT115 22-25 F state Full
## 116 STUDENT116 22-25 F state Full
## 117 STUDENT117 22-25 F state Full
## 118 STUDENT118 above 26 F private 50%
## 119 STUDENT119 18-21 M state Full
## 120 STUDENT120 22-25 F state 75
## 121 STUDENT121 22-25 F private 50%
## 122 STUDENT122 22-25 F state 50%
## 123 STUDENT123 18-21 M state Full
## 124 STUDENT124 22-25 F other 50%
## 125 STUDENT125 18-21 F state 75
## 126 STUDENT126 18-21 F state Full
## 127 STUDENT127 18-21 F private 75
## 128 STUDENT128 18-21 F state 75
## 129 STUDENT129 18-21 F state 75
## 130 STUDENT130 18-21 F state 50%
## 131 STUDENT131 18-21 F state 50%
## 132 STUDENT132 18-21 F private Full
## 133 STUDENT133 18-21 F private Full
## 134 STUDENT134 18-21 F state Full
## 135 STUDENT135 18-21 F state 75
## 136 STUDENT136 22-25 F state 50%
## 137 STUDENT137 18-21 F state 50%
## 138 STUDENT138 18-21 F private Full
## 139 STUDENT139 18-21 F state 75
## 140 STUDENT140 18-21 F state 75
## 141 STUDENT141 22-25 F state 50%
## 142 STUDENT142 18-21 F state 75
## 143 STUDENT143 18-21 F private 75
## 144 STUDENT144 22-25 F state 75
## 145 STUDENT145 18-21 F private Full
## Additional_Work Regular_Artistic_or_Sport_activity Having_a_partner
## 1 Yes No No
## 2 Yes No No
## 3 No No No
## 4 Yes No Yes
## 5 No No Yes
## 6 No No No
## 7 No No No
## 8 Yes Yes Yes
## 9 No Yes Yes
## 10 No No Yes
## 11 No No No
## 12 Yes Yes No
## 13 No No No
## 14 No No No
## 15 Yes Yes No
## 16 No No No
## 17 No Yes No
## 18 No No No
## 19 No No No
## 20 No No Yes
## 21 Yes No Yes
## 22 No No Yes
## 23 Yes No Yes
## 24 Yes Yes No
## 25 No No No
## 26 No No Yes
## 27 No Yes Yes
## 28 Yes No No
## 29 No No Yes
## 30 No No No
## 31 Yes Yes Yes
## 32 Yes No No
## 33 No No No
## 34 Yes No Yes
## 35 No No Yes
## 36 No No No
## 37 Yes No Yes
## 38 Yes Yes Yes
## 39 No No No
## 40 No No Yes
## 41 No No No
## 42 Yes No No
## 43 No Yes No
## 44 No No Yes
## 45 No No Yes
## 46 No No Yes
## 47 No No Yes
## 48 No No Yes
## 49 No Yes Yes
## 50 No No No
## 51 No No Yes
## 52 Yes Yes No
## 53 Yes No No
## 54 No Yes No
## 55 No No No
## 56 Yes No Yes
## 57 No Yes No
## 58 Yes Yes No
## 59 No No Yes
## 60 No Yes Yes
## 61 No No No
## 62 No Yes No
## 63 No No No
## 64 No No Yes
## 65 No No No
## 66 No No Yes
## 67 No No Yes
## 68 Yes Yes No
## 69 Yes No No
## 70 No No Yes
## 71 No Yes Yes
## 72 No No No
## 73 No Yes Yes
## 74 No No No
## 75 No No No
## 76 No Yes No
## 77 No Yes No
## 78 No No Yes
## 79 Yes Yes No
## 80 No No No
## 81 Yes No Yes
## 82 Yes No No
## 83 Yes No Yes
## 84 No No No
## 85 Yes No Yes
## 86 No No No
## 87 No No No
## 88 No Yes No
## 89 No Yes Yes
## 90 No No No
## 91 No Yes Yes
## 92 Yes Yes Yes
## 93 No No No
## 94 Yes No Yes
## 95 No No Yes
## 96 Yes Yes Yes
## 97 No Yes Yes
## 98 Yes No No
## 99 No Yes No
## 100 No No No
## 101 No No No
## 102 No No Yes
## 103 No No Yes
## 104 No No Yes
## 105 No No No
## 106 Yes Yes No
## 107 No Yes No
## 108 Yes Yes No
## 109 No Yes No
## 110 No Yes Yes
## 111 No No No
## 112 No Yes No
## 113 Yes No No
## 114 No No No
## 115 Yes Yes No
## 116 Yes No Yes
## 117 No No No
## 118 No Yes No
## 119 No Yes Yes
## 120 No Yes No
## 121 Yes Yes Yes
## 122 Yes Yes Yes
## 123 No Yes No
## 124 No No No
## 125 Yes Yes Yes
## 126 Yes Yes No
## 127 Yes Yes Yes
## 128 No No No
## 129 No Yes Yes
## 130 Yes Yes No
## 131 Yes Yes No
## 132 No Yes No
## 133 No Yes No
## 134 No No Yes
## 135 No Yes No
## 136 Yes Yes No
## 137 Yes Yes Yes
## 138 No Yes No
## 139 Yes Yes Yes
## 140 Yes No Yes
## 141 Yes Yes No
## 142 No No No
## 143 No No No
## 144 Yes Yes Yes
## 145 No No No
## Total_salary_ifAvalaible Transportaion_to_University Accomodation.Type
## 1 $135-$200 Bus Rental
## 2 $135-$200 Bus Rental
## 3 $201-$270 Other Dormitory
## 4 $201-$270 Bus Dormitory
## 5 $271-$340 Bus Other
## 6 $201-$270 Bus Rental
## 7 $135-$200 Bus With Family
## 8 $201-$270 Private car/taxi With Family
## 9 $135-$200 Bus With Family
## 10 $271-$340 Other Dormitory
## 11 $271-$340 Private car/taxi With Family
## 12 $341-$410 Private car/taxi With Family
## 13 $135-$200 Bus Rental
## 14 $135-$200 Bus Rental
## 15 $271-$340 Other Dormitory
## 16 $135-$200 Bus Dormitory
## 17 $135-$200 Bus Rental
## 18 $135-$200 Bus Rental
## 19 $271-$340 Bus Rental
## 20 $201-$270 Private car/taxi Dormitory
## 21 $135-$200 Other Dormitory
## 22 $135-$200 Other Dormitory
## 23 $135-$200 Bus Rental
## 24 above $410 Bus Rental
## 25 $201-$270 Bus Rental
## 26 $135-$200 Bus Dormitory
## 27 $135-$200 Bus Rental
## 28 $135-$200 Bus Rental
## 29 $135-$200 Other Dormitory
## 30 $135-$200 Other Dormitory
## 31 $135-$200 Bus Dormitory
## 32 $135-$200 Bus Dormitory
## 33 $201-$270 Bus Rental
## 34 $135-$200 Bus Rental
## 35 $201-$270 Bus Rental
## 36 $271-$340 Bus Rental
## 37 $271-$340 Bus Rental
## 38 $201-$270 Private car/taxi With Family
## 39 $135-$200 Bus Rental
## 40 $135-$200 Bus Dormitory
## 41 $201-$270 Bus Rental
## 42 $201-$270 Bus Dormitory
## 43 $135-$200 Other Dormitory
## 44 $135-$200 Bus Rental
## 45 $135-$200 Bus Rental
## 46 $341-$410 Bus Rental
## 47 $135-$200 Bus Rental
## 48 $135-$200 Bus Dormitory
## 49 $135-$200 Bus Dormitory
## 50 $201-$270 Other Rental
## 51 $201-$270 Private car/taxi Rental
## 52 $135-$200 Bus Rental
## 53 $201-$270 Bus Rental
## 54 $201-$270 Bus Rental
## 55 $271-$340 Other Dormitory
## 56 $341-$410 Bus Dormitory
## 57 $135-$200 Bus Rental
## 58 $135-$200 Bus Rental
## 59 $271-$340 Bus Rental
## 60 $135-$200 Bus Rental
## 61 above $410 Private car/taxi Rental
## 62 $201-$270 Bus Dormitory
## 63 $135-$200 Other Dormitory
## 64 $201-$270 Bus Rental
## 65 $135-$200 Bus Rental
## 66 $271-$340 Bus Rental
## 67 $135-$200 Bus Rental
## 68 $271-$340 Bus Dormitory
## 69 $135-$200 Bus Rental
## 70 $135-$200 Bus Rental
## 71 $135-$200 Bus Rental
## 72 $135-$200 Bus With Family
## 73 $135-$200 Bus Dormitory
## 74 $135-$200 Bus Dormitory
## 75 $135-$200 Bus Rental
## 76 $135-$200 Bus With Family
## 77 $201-$270 Bus Rental
## 78 $201-$270 Private car/taxi Dormitory
## 79 $135-$200 Bus Rental
## 80 $135-$200 Bus Rental
## 81 $135-$200 Private car/taxi Rental
## 82 $135-$200 Bus Dormitory
## 83 $201-$270 Bus Rental
## 84 $271-$340 Bus Rental
## 85 $271-$340 Bus Dormitory
## 86 $201-$270 Bus Rental
## 87 $135-$200 Other Dormitory
## 88 $201-$270 Bus Rental
## 89 $135-$200 Bus Rental
## 90 $135-$200 Bus Rental
## 91 $135-$200 Private car/taxi With Family
## 92 $135-$200 Bus Dormitory
## 93 $135-$200 Bus Rental
## 94 $135-$200 Bus Dormitory
## 95 $135-$200 Bus Rental
## 96 $135-$200 Private car/taxi With Family
## 97 $135-$200 Private car/taxi With Family
## 98 $135-$200 Bus With Family
## 99 $135-$200 Other Dormitory
## 100 $135-$200 Other Dormitory
## 101 $135-$200 Private car/taxi With Family
## 102 $201-$270 Bus With Family
## 103 $135-$200 Bus Dormitory
## 104 above $410 Bus Dormitory
## 105 $135-$200 Private car/taxi Dormitory
## 106 $135-$200 Bus Rental
## 107 $135-$200 Bus Dormitory
## 108 $135-$200 Bus With Family
## 109 $201-$270 Private car/taxi Rental
## 110 $135-$200 Private car/taxi Dormitory
## 111 $201-$270 Other Dormitory
## 112 $135-$200 Bus Dormitory
## 113 $135-$200 Bicycle With Family
## 114 $135-$200 Other Dormitory
## 115 $341-$410 Bus Rental
## 116 $135-$200 Bus Rental
## 117 $135-$200 Bus Rental
## 118 $135-$200 Bus Dormitory
## 119 $135-$200 Other Dormitory
## 120 $135-$200 Bus Dormitory
## 121 $201-$270 Private car/taxi With Family
## 122 $135-$200 Private car/taxi Rental
## 123 $135-$200 Bus Rental
## 124 $271-$340 Bus Rental
## 125 $135-$200 Bus With Family
## 126 $135-$200 Bus With Family
## 127 $271-$340 Private car/taxi With Family
## 128 $135-$200 Other With Family
## 129 $135-$200 Other With Family
## 130 $135-$200 Bus Rental
## 131 $135-$200 Bus Rental
## 132 $135-$200 Private car/taxi Dormitory
## 133 $135-$200 Bus Dormitory
## 134 $135-$200 Bus Rental
## 135 $135-$200 Private car/taxi With Family
## 136 $135-$200 Other Dormitory
## 137 $135-$200 Private car/taxi With Family
## 138 $135-$200 Bus Rental
## 139 above $410 Private car/taxi With Family
## 140 $201-$270 Private car/taxi With Family
## 141 $135-$200 Bus Dormitory
## 142 $135-$200 Other Dormitory
## 143 $135-$200 Bus Rental
## 144 above $410 Private car/taxi With Family
## 145 $271-$340 Bus Rental
## Mothers_Education Fathers_Education Number_of_siblings Parental_status
## 1 Primary School Secondary School 3 Married
## 2 Secondary School High School 2 Married
## 3 Secondary School Secondary School 2 Married
## 4 Primary School Secondary School 5 or above Married
## 5 High School High School 2 Married
## 6 High School High School 2 Married
## 7 Primary School High School 1 Married
## 8 college High School 1 Married
## 9 Secondary School college 2 Married
## 10 Primary School Secondary School 3 Married
## 11 High School college 2 Married
## 12 Masters Masters 1 Married
## 13 High School Masters 4 Divorced
## 14 Secondary School Secondary School 2 Married
## 15 High School Primary School 2 Married
## 16 college college 2 Married
## 17 Secondary School Secondary School 4 Married
## 18 Secondary School Secondary School 2 Married
## 19 Secondary School Secondary School 5 or above Married
## 20 High School High School 3 Married
## 21 High School High School 3 Divorced
## 22 Secondary School Secondary School 4 Married
## 23 Primary School Primary School 4 Divorced
## 24 Primary School college 3 Married
## 25 High School Primary School 3 Married
## 26 Primary School college 3 Married
## 27 college college 4 Married
## 28 Primary School Primary School 4 Married
## 29 Secondary School Secondary School 4 Married
## 30 High School High School 2 Married
## 31 Primary School Primary School 5 or above Married
## 32 Primary School Secondary School 4 Married
## 33 Secondary School Secondary School 2 Married
## 34 Primary School Secondary School 5 or above Married
## 35 High School High School 3 Married
## 36 Primary School Secondary School 5 or above Married
## 37 Primary School Primary School 2 Divorced
## 38 High School High School 1 Married
## 39 High School High School 1 Married
## 40 Primary School High School 1 Married
## 41 Secondary School High School 1 Married
## 42 Primary School college 2 Married
## 43 college college 2 Married
## 44 Secondary School High School 3 Married
## 45 Primary School High School 2 Married
## 46 Secondary School High School 5 or above Married
## 47 Primary School Secondary School 3 Married
## 48 college High School 1 Married
## 49 High School High School 3 Married
## 50 Secondary School High School 2 Married
## 51 Primary School Primary School 2 Married
## 52 Primary School Secondary School 5 or above Married
## 53 Primary School High School 4 Married
## 54 Primary School Primary School 5 or above Married
## 55 Primary School college 2 Married
## 56 Primary School Primary School 5 or above died_one or both
## 57 Primary School High School 5 or above Married
## 58 college Secondary School 3 Married
## 59 Primary School High School 5 or above Divorced
## 60 college college 3 Married
## 61 Ph.D. Primary School 3 Married
## 62 Primary School High School 4 Married
## 63 Secondary School High School 2 Married
## 64 Primary School High School 3 Married
## 65 Secondary School Secondary School 2 Married
## 66 Secondary School college 3 Married
## 67 High School Secondary School 5 or above Married
## 68 High School college 4 Divorced
## 69 Secondary School High School 5 or above died_one or both
## 70 Secondary School Secondary School 2 Married
## 71 college High School 1 Divorced
## 72 Primary School High School 5 or above Married
## 73 Primary School Primary School 2 Married
## 74 Primary School High School 4 Married
## 75 Secondary School Secondary School 3 Married
## 76 Primary School Masters 4 Married
## 77 Masters college 3 Married
## 78 Ph.D. Masters 2 Married
## 79 Primary School High School 4 Married
## 80 Primary School High School 4 Married
## 81 Primary School Primary School 2 Married
## 82 Primary School Secondary School 4 Married
## 83 High School Primary School 3 Married
## 84 college college 2 Married
## 85 college Secondary School 5 or above died_one or both
## 86 Primary School Primary School 5 or above Married
## 87 High School High School 2 Married
## 88 High School college 2 Married
## 89 college college 1 Married
## 90 High School Masters 3 Married
## 91 High School High School 1 Married
## 92 college Primary School 5 or above Married
## 93 High School college 4 Married
## 94 Primary School Secondary School 4 Married
## 95 High School Secondary School 5 or above Married
## 96 High School college 1 Married
## 97 Secondary School Secondary School 3 Married
## 98 High School High School 4 Married
## 99 Secondary School college 2 Married
## 100 High School college 2 Married
## 101 college Primary School 2 Married
## 102 Secondary School High School 1 Married
## 103 High School Primary School 1 Divorced
## 104 Primary School High School 4 Married
## 105 college college 1 Married
## 106 Secondary School Secondary School 4 Married
## 107 Secondary School Secondary School 1 Married
## 108 Primary School High School 5 or above Married
## 109 Primary School Secondary School 1 died_one or both
## 110 college college 2 died_one or both
## 111 college college 2 Divorced
## 112 High School High School 1 Married
## 113 Primary School Primary School 2 Married
## 114 college college 1 Married
## 115 Primary School Primary School 1 Married
## 116 Primary School Primary School 2 Married
## 117 Primary School Primary School 5 or above Married
## 118 college college 1 Married
## 119 Primary School Secondary School 3 Married
## 120 High School High School 2 died_one or both
## 121 High School High School 2 Married
## 122 Primary School Primary School 5 or above died_one or both
## 123 High School High School 2 Married
## 124 High School Secondary School 4 Married
## 125 Secondary School High School 2 Married
## 126 Primary School Primary School 5 or above Married
## 127 college Ph.D. 2 Married
## 128 High School Secondary School 2 Married
## 129 High School college 2 Married
## 130 Primary School Primary School 3 Married
## 131 Primary School Secondary School 3 Married
## 132 college High School 1 Married
## 133 Primary School Secondary School 3 Married
## 134 Primary School Primary School 1 Married
## 135 Primary School Primary School 2 Married
## 136 High School High School 1 Married
## 137 High School High School 3 Married
## 138 Secondary School Secondary School 2 Married
## 139 High School Primary School 1 Divorced
## 140 High School High School 1 Married
## 141 Primary School Secondary School 2 Divorced
## 142 Primary School Primary School 5 or above Married
## 143 High School college 4 Married
## 144 college college 1 Married
## 145 High School Primary School 5 or above Married
## Mother_occupation Father_occupation Weekly_study_hours
## 1 government officer other NA
## 2 government officer retired NA
## 3 government officer retired NA
## 4 government officer retired NA
## 5 government officer self_employment NA
## 6 government officer private sector employee 0
## 7 government officer self_employment NA
## 8 self_employment private sector employee 0
## 9 government officer self_employment 0
## 10 government officer private sector employee NA
## 11 private sector employee government officer 0
## 12 private sector employee government officer NA
## 13 government officer government officer NA
## 14 government officer private sector employee 0
## 15 self_employment retired NA
## 16 private sector employee retired NA
## 17 government officer private sector employee NA
## 18 government officer retired NA
## 19 government officer other 20
## 20 government officer self_employment NA
## 21 government officer private sector employee NA
## 22 government officer private sector employee NA
## 23 government officer self_employment NA
## 24 government officer retired NA
## 25 government officer self_employment 0
## 26 government officer self_employment NA
## 27 government officer self_employment NA
## 28 government officer private sector employee NA
## 29 government officer retired NA
## 30 self_employment retired NA
## 31 government officer self_employment NA
## 32 government officer private sector employee NA
## 33 government officer retired NA
## 34 government officer private sector employee NA
## 35 government officer self_employment NA
## 36 government officer private sector employee NA
## 37 self_employment private sector employee 0
## 38 government officer private sector employee NA
## 39 government officer self_employment NA
## 40 government officer self_employment 0
## 41 government officer other 0
## 42 government officer government officer NA
## 43 private sector employee retired NA
## 44 government officer retired NA
## 45 government officer other NA
## 46 government officer self_employment NA
## 47 government officer other NA
## 48 other self_employment NA
## 49 government officer government officer 0
## 50 government officer self_employment NA
## 51 government officer private sector employee NA
## 52 government officer retired 0
## 53 government officer retired NA
## 54 government officer retired 0
## 55 self_employment government officer NA
## 56 government officer retired 0
## 57 government officer self_employment NA
## 58 private sector employee private sector employee NA
## 59 government officer retired NA
## 60 government officer private sector employee NA
## 61 government officer private sector employee 0
## 62 government officer private sector employee NA
## 63 government officer self_employment NA
## 64 government officer retired 0
## 65 government officer retired 0
## 66 government officer self_employment 0
## 67 government officer other NA
## 68 government officer government officer NA
## 69 government officer other 0
## 70 government officer private sector employee 0
## 71 self_employment government officer NA
## 72 government officer self_employment NA
## 73 government officer private sector employee NA
## 74 government officer self_employment NA
## 75 government officer retired NA
## 76 government officer government officer NA
## 77 self_employment private sector employee NA
## 78 self_employment government officer NA
## 79 government officer self_employment NA
## 80 government officer self_employment 0
## 81 government officer private sector employee 0
## 82 government officer private sector employee NA
## 83 government officer private sector employee NA
## 84 retired government officer 0
## 85 government officer retired 0
## 86 government officer retired 0
## 87 self_employment retired NA
## 88 retired retired NA
## 89 private sector employee government officer NA
## 90 government officer government officer NA
## 91 self_employment government officer NA
## 92 government officer private sector employee NA
## 93 private sector employee government officer NA
## 94 government officer private sector employee 20
## 95 government officer other NA
## 96 government officer retired NA
## 97 self_employment government officer NA
## 98 government officer private sector employee NA
## 99 government officer other NA
## 100 government officer retired NA
## 101 private sector employee private sector employee NA
## 102 government officer self_employment NA
## 103 self_employment self_employment NA
## 104 government officer retired NA
## 105 private sector employee government officer NA
## 106 government officer self_employment NA
## 107 government officer retired NA
## 108 government officer self_employment NA
## 109 retired other NA
## 110 government officer other NA
## 111 retired other NA
## 112 private sector employee government officer 0
## 113 government officer retired 0
## 114 private sector employee government officer NA
## 115 government officer retired NA
## 116 government officer government officer NA
## 117 government officer self_employment NA
## 118 retired private sector employee NA
## 119 self_employment self_employment 0
## 120 government officer other 20
## 121 private sector employee self_employment 0
## 122 government officer self_employment 20
## 123 government officer retired NA
## 124 retired retired NA
## 125 self_employment private sector employee NA
## 126 government officer private sector employee NA
## 127 self_employment private sector employee NA
## 128 private sector employee self_employment NA
## 129 self_employment government officer NA
## 130 government officer self_employment NA
## 131 government officer self_employment NA
## 132 private sector employee government officer NA
## 133 government officer retired NA
## 134 government officer private sector employee NA
## 135 self_employment private sector employee NA
## 136 government officer retired NA
## 137 private sector employee self_employment NA
## 138 government officer retired NA
## 139 self_employment other NA
## 140 other self_employment 0
## 141 government officer self_employment NA
## 142 government officer retired NA
## 143 government officer self_employment NA
## 144 private sector employee private sector employee NA
## 145 government officer self_employment NA
## Reading_frequency_non_scientific Reading_frequency_scientific
## 1 sometimes sometimes
## 2 sometimes sometimes
## 3 None sometimes
## 4 None sometimes
## 5 None None
## 6 None sometimes
## 7 sometimes sometimes
## 8 sometimes sometimes
## 9 sometimes sometimes
## 10 sometimes sometimes
## 11 None None
## 12 often often
## 13 sometimes sometimes
## 14 sometimes None
## 15 sometimes sometimes
## 16 sometimes sometimes
## 17 sometimes sometimes
## 18 sometimes sometimes
## 19 often sometimes
## 20 sometimes sometimes
## 21 sometimes sometimes
## 22 sometimes sometimes
## 23 often often
## 24 sometimes often
## 25 sometimes sometimes
## 26 sometimes sometimes
## 27 often sometimes
## 28 sometimes sometimes
## 29 sometimes sometimes
## 30 sometimes sometimes
## 31 sometimes sometimes
## 32 sometimes often
## 33 sometimes sometimes
## 34 None sometimes
## 35 None None
## 36 sometimes sometimes
## 37 None often
## 38 sometimes sometimes
## 39 sometimes sometimes
## 40 sometimes None
## 41 sometimes sometimes
## 42 sometimes sometimes
## 43 sometimes None
## 44 sometimes sometimes
## 45 sometimes sometimes
## 46 sometimes sometimes
## 47 sometimes sometimes
## 48 sometimes sometimes
## 49 None sometimes
## 50 sometimes sometimes
## 51 sometimes sometimes
## 52 sometimes sometimes
## 53 None None
## 54 sometimes sometimes
## 55 None None
## 56 sometimes sometimes
## 57 sometimes often
## 58 often sometimes
## 59 sometimes sometimes
## 60 sometimes sometimes
## 61 sometimes sometimes
## 62 None sometimes
## 63 sometimes sometimes
## 64 None sometimes
## 65 sometimes sometimes
## 66 None sometimes
## 67 sometimes sometimes
## 68 sometimes sometimes
## 69 sometimes sometimes
## 70 None sometimes
## 71 sometimes sometimes
## 72 sometimes None
## 73 often often
## 74 None None
## 75 sometimes sometimes
## 76 often None
## 77 often sometimes
## 78 sometimes sometimes
## 79 often often
## 80 sometimes sometimes
## 81 None None
## 82 sometimes sometimes
## 83 sometimes often
## 84 sometimes sometimes
## 85 sometimes sometimes
## 86 None None
## 87 sometimes sometimes
## 88 sometimes sometimes
## 89 sometimes sometimes
## 90 sometimes sometimes
## 91 sometimes sometimes
## 92 sometimes sometimes
## 93 sometimes sometimes
## 94 sometimes None
## 95 sometimes often
## 96 sometimes often
## 97 often sometimes
## 98 sometimes sometimes
## 99 often sometimes
## 100 sometimes sometimes
## 101 sometimes sometimes
## 102 sometimes sometimes
## 103 sometimes sometimes
## 104 often sometimes
## 105 sometimes sometimes
## 106 often sometimes
## 107 sometimes sometimes
## 108 sometimes sometimes
## 109 often sometimes
## 110 sometimes sometimes
## 111 sometimes sometimes
## 112 sometimes sometimes
## 113 None None
## 114 sometimes often
## 115 sometimes sometimes
## 116 often sometimes
## 117 often often
## 118 sometimes often
## 119 sometimes sometimes
## 120 sometimes sometimes
## 121 None None
## 122 often often
## 123 None sometimes
## 124 sometimes often
## 125 sometimes sometimes
## 126 sometimes often
## 127 sometimes often
## 128 None None
## 129 None None
## 130 sometimes often
## 131 sometimes sometimes
## 132 None often
## 133 sometimes often
## 134 None sometimes
## 135 sometimes sometimes
## 136 often sometimes
## 137 sometimes sometimes
## 138 sometimes sometimes
## 139 sometimes often
## 140 None sometimes
## 141 often sometimes
## 142 sometimes sometimes
## 143 sometimes sometimes
## 144 sometimes None
## 145 None None
## Attending_department_conferences Impact_of_projectsAndActivities_on_success
## 1 Yes Positive
## 2 Yes Positive
## 3 Yes Positive
## 4 Yes Positive
## 5 Yes Positive
## 6 Yes Positive
## 7 No Positive
## 8 Yes Positive
## 9 Yes Positive
## 10 Yes Positive
## 11 Yes Positive
## 12 Yes Neutral
## 13 Yes Positive
## 14 Yes Positive
## 15 Yes Positive
## 16 No Neutral
## 17 Yes Positive
## 18 No Positive
## 19 No Positive
## 20 Yes Negative
## 21 No Positive
## 22 Yes Positive
## 23 Yes Positive
## 24 Yes Positive
## 25 Yes Positive
## 26 Yes Positive
## 27 Yes Positive
## 28 Yes Positive
## 29 Yes Positive
## 30 Yes Positive
## 31 Yes Positive
## 32 Yes Positive
## 33 Yes Positive
## 34 Yes Positive
## 35 Yes Positive
## 36 Yes Positive
## 37 Yes Positive
## 38 Yes Positive
## 39 Yes Positive
## 40 Yes Positive
## 41 Yes Positive
## 42 Yes Positive
## 43 Yes Positive
## 44 Yes Positive
## 45 Yes Positive
## 46 Yes Positive
## 47 Yes Positive
## 48 Yes Positive
## 49 Yes Positive
## 50 Yes Positive
## 51 Yes Positive
## 52 Yes Positive
## 53 Yes Positive
## 54 Yes Positive
## 55 Yes Positive
## 56 Yes Positive
## 57 Yes Positive
## 58 Yes Positive
## 59 Yes Positive
## 60 Yes Positive
## 61 Yes Positive
## 62 Yes Neutral
## 63 Yes Positive
## 64 Yes Positive
## 65 Yes Neutral
## 66 Yes Neutral
## 67 Yes Positive
## 68 Yes Positive
## 69 Yes Positive
## 70 Yes Positive
## 71 Yes Positive
## 72 Yes Positive
## 73 Yes Positive
## 74 No Positive
## 75 No Positive
## 76 Yes Positive
## 77 Yes Positive
## 78 No Positive
## 79 Yes Positive
## 80 Yes Neutral
## 81 Yes Neutral
## 82 Yes Positive
## 83 Yes Positive
## 84 Yes Positive
## 85 Yes Positive
## 86 Yes Positive
## 87 Yes Positive
## 88 Yes Positive
## 89 Yes Positive
## 90 Yes Positive
## 91 Yes Positive
## 92 Yes Positive
## 93 Yes Positive
## 94 Yes Positive
## 95 Yes Positive
## 96 Yes Positive
## 97 Yes Positive
## 98 Yes Positive
## 99 Yes Positive
## 100 Yes Positive
## 101 Yes Positive
## 102 Yes Positive
## 103 No Positive
## 104 Yes Positive
## 105 Yes Positive
## 106 Yes Positive
## 107 Yes Positive
## 108 Yes Positive
## 109 Yes Positive
## 110 Yes Positive
## 111 Yes Positive
## 112 No Negative
## 113 No Neutral
## 114 No Neutral
## 115 No Negative
## 116 No Neutral
## 117 No Positive
## 118 No Positive
## 119 Yes Positive
## 120 Yes Positive
## 121 Yes Positive
## 122 Yes Neutral
## 123 Yes Negative
## 124 No Positive
## 125 No Positive
## 126 No Positive
## 127 Yes Positive
## 128 No Positive
## 129 No Positive
## 130 No Positive
## 131 No Positive
## 132 No Positive
## 133 No Positive
## 134 No Positive
## 135 No Positive
## 136 Yes Neutral
## 137 No Positive
## 138 Yes Positive
## 139 No Neutral
## 140 No Positive
## 141 Yes Positive
## 142 No Positive
## 143 Yes Positive
## 144 Yes Positive
## 145 Yes Positive
## Attendance_to_classes Preparation_to_midterm_exams_with
## 1 Always alone
## 2 Always alone
## 3 Always alone
## 4 Always alone
## 5 Always with friends
## 6 Always alone
## 7 Sometimes alone
## 8 Always NA
## 9 Always alone
## 10 Sometimes alone
## 11 Sometimes alone
## 12 Always NA
## 13 Always alone
## 14 Sometimes alone
## 15 Always alone
## 16 Sometimes alone
## 17 Sometimes alone
## 18 Sometimes alone
## 19 Sometimes alone
## 20 Always alone
## 21 Always alone
## 22 Always alone
## 23 Always alone
## 24 Sometimes alone
## 25 Always alone
## 26 Always alone
## 27 Always alone
## 28 Sometimes alone
## 29 Always alone
## 30 Always alone
## 31 Always with friends
## 32 Always alone
## 33 Sometimes alone
## 34 Always alone
## 35 Sometimes alone
## 36 Sometimes alone
## 37 Sometimes with friends
## 38 Always alone
## 39 Always with friends
## 40 Always alone
## 41 Always alone
## 42 Sometimes alone
## 43 Always alone
## 44 Sometimes alone
## 45 Always with friends
## 46 Always alone
## 47 Always alone
## 48 Sometimes alone
## 49 Always alone
## 50 Always with friends
## 51 Sometimes alone
## 52 Sometimes alone
## 53 Always alone
## 54 Sometimes alone
## 55 Always alone
## 56 Always NA
## 57 Always alone
## 58 Always alone
## 59 Always alone
## 60 Always alone
## 61 Always alone
## 62 Sometimes alone
## 63 Always alone
## 64 Always NA
## 65 Always with friends
## 66 Sometimes with friends
## 67 Always alone
## 68 Sometimes alone
## 69 Sometimes alone
## 70 Always with friends
## 71 Always alone
## 72 Always alone
## 73 Always alone
## 74 Always alone
## 75 Always with friends
## 76 Always alone
## 77 Always NA
## 78 Sometimes NA
## 79 Sometimes alone
## 80 Always alone
## 81 Always alone
## 82 Always alone
## 83 Always alone
## 84 Always NA
## 85 Always NA
## 86 Always alone
## 87 Always alone
## 88 Always with friends
## 89 Always alone
## 90 Sometimes alone
## 91 Always alone
## 92 Always alone
## 93 Always alone
## 94 Always alone
## 95 Always alone
## 96 Always alone
## 97 Always alone
## 98 Always alone
## 99 Always alone
## 100 Always alone
## 101 Always alone
## 102 Always alone
## 103 Always alone
## 104 Always alone
## 105 Always alone
## 106 Sometimes alone
## 107 Always NA
## 108 Always with friends
## 109 Sometimes alone
## 110 Always with friends
## 111 Sometimes alone
## 112 Always alone
## 113 Always with friends
## 114 Sometimes with friends
## 115 Always alone
## 116 Always with friends
## 117 Always alone
## 118 Sometimes alone
## 119 Always NA
## 120 Always alone
## 121 Sometimes with friends
## 122 Always with friends
## 123 Always with friends
## 124 Always alone
## 125 Always with friends
## 126 Always alone
## 127 Always with friends
## 128 Always alone
## 129 Always alone
## 130 Always with friends
## 131 Always alone
## 132 Always alone
## 133 Always with friends
## 134 Always alone
## 135 Always alone
## 136 Always alone
## 137 Always NA
## 138 Always alone
## 139 Always with friends
## 140 Sometimes with friends
## 141 Always alone
## 142 Sometimes alone
## 143 Always alone
## 144 Always with friends
## 145 Always with friends
## Preparation_to_midterm_exams_when Taking_notes_in_class Listening_in_class
## 1 closest date to the exam always sometimes
## 2 closest date to the exam always sometimes
## 3 closest date to the exam sometimes sometimes
## 4 regularly during the semester always sometimes
## 5 closest date to the exam sometimes sometimes
## 6 closest date to the exam never sometimes
## 7 closest date to the exam always always
## 8 closest date to the exam always sometimes
## 9 closest date to the exam always sometimes
## 10 closest date to the exam sometimes sometimes
## 11 closest date to the exam sometimes sometimes
## 12 regularly during the semester always never
## 13 closest date to the exam sometimes sometimes
## 14 closest date to the exam always sometimes
## 15 closest date to the exam sometimes always
## 16 closest date to the exam always sometimes
## 17 closest date to the exam always sometimes
## 18 closest date to the exam sometimes sometimes
## 19 closest date to the exam always never
## 20 closest date to the exam always sometimes
## 21 regularly during the semester always never
## 22 closest date to the exam always never
## 23 regularly during the semester always never
## 24 closest date to the exam always sometimes
## 25 closest date to the exam sometimes never
## 26 closest date to the exam sometimes never
## 27 closest date to the exam always always
## 28 closest date to the exam always never
## 29 closest date to the exam always sometimes
## 30 closest date to the exam always sometimes
## 31 closest date to the exam sometimes always
## 32 closest date to the exam always always
## 33 closest date to the exam sometimes sometimes
## 34 closest date to the exam never always
## 35 closest date to the exam sometimes sometimes
## 36 closest date to the exam sometimes never
## 37 closest date to the exam sometimes never
## 38 closest date to the exam always sometimes
## 39 closest date to the exam sometimes sometimes
## 40 closest date to the exam sometimes sometimes
## 41 closest date to the exam always never
## 42 closest date to the exam always sometimes
## 43 closest date to the exam sometimes never
## 44 closest date to the exam always never
## 45 closest date to the exam always sometimes
## 46 closest date to the exam sometimes sometimes
## 47 closest date to the exam sometimes sometimes
## 48 closest date to the exam sometimes never
## 49 closest date to the exam always sometimes
## 50 closest date to the exam sometimes sometimes
## 51 closest date to the exam sometimes sometimes
## 52 closest date to the exam sometimes always
## 53 regularly during the semester sometimes sometimes
## 54 closest date to the exam sometimes sometimes
## 55 regularly during the semester always never
## 56 never never always
## 57 regularly during the semester always sometimes
## 58 closest date to the exam always sometimes
## 59 closest date to the exam always sometimes
## 60 closest date to the exam always always
## 61 closest date to the exam never always
## 62 closest date to the exam always sometimes
## 63 closest date to the exam sometimes always
## 64 closest date to the exam sometimes sometimes
## 65 closest date to the exam always sometimes
## 66 closest date to the exam sometimes never
## 67 closest date to the exam always sometimes
## 68 closest date to the exam sometimes sometimes
## 69 closest date to the exam sometimes sometimes
## 70 closest date to the exam always sometimes
## 71 closest date to the exam sometimes sometimes
## 72 closest date to the exam sometimes always
## 73 closest date to the exam sometimes sometimes
## 74 regularly during the semester always sometimes
## 75 closest date to the exam always sometimes
## 76 closest date to the exam sometimes sometimes
## 77 regularly during the semester sometimes never
## 78 closest date to the exam sometimes sometimes
## 79 closest date to the exam always always
## 80 closest date to the exam always always
## 81 closest date to the exam sometimes always
## 82 closest date to the exam always always
## 83 closest date to the exam always always
## 84 closest date to the exam always sometimes
## 85 never always always
## 86 closest date to the exam always sometimes
## 87 closest date to the exam always sometimes
## 88 closest date to the exam sometimes sometimes
## 89 regularly during the semester always never
## 90 closest date to the exam always never
## 91 closest date to the exam sometimes always
## 92 closest date to the exam sometimes always
## 93 closest date to the exam always sometimes
## 94 closest date to the exam always always
## 95 closest date to the exam always sometimes
## 96 closest date to the exam always sometimes
## 97 closest date to the exam always sometimes
## 98 closest date to the exam always sometimes
## 99 closest date to the exam always never
## 100 closest date to the exam always sometimes
## 101 closest date to the exam sometimes sometimes
## 102 closest date to the exam always always
## 103 closest date to the exam always never
## 104 closest date to the exam sometimes sometimes
## 105 closest date to the exam sometimes always
## 106 regularly during the semester sometimes never
## 107 regularly during the semester sometimes sometimes
## 108 closest date to the exam sometimes always
## 109 closest date to the exam sometimes always
## 110 regularly during the semester always sometimes
## 111 closest date to the exam sometimes sometimes
## 112 closest date to the exam always never
## 113 closest date to the exam always always
## 114 closest date to the exam sometimes sometimes
## 115 closest date to the exam sometimes sometimes
## 116 regularly during the semester always sometimes
## 117 closest date to the exam always always
## 118 closest date to the exam sometimes always
## 119 closest date to the exam always always
## 120 regularly during the semester sometimes sometimes
## 121 closest date to the exam always always
## 122 closest date to the exam never never
## 123 closest date to the exam always sometimes
## 124 closest date to the exam always always
## 125 regularly during the semester always always
## 126 regularly during the semester always sometimes
## 127 closest date to the exam always always
## 128 closest date to the exam always sometimes
## 129 closest date to the exam always sometimes
## 130 regularly during the semester always sometimes
## 131 regularly during the semester always never
## 132 regularly during the semester always sometimes
## 133 closest date to the exam always sometimes
## 134 closest date to the exam always always
## 135 closest date to the exam sometimes never
## 136 closest date to the exam always always
## 137 closest date to the exam always sometimes
## 138 closest date to the exam always never
## 139 closest date to the exam always sometimes
## 140 closest date to the exam sometimes always
## 141 closest date to the exam sometimes never
## 142 closest date to the exam always sometimes
## 143 closest date to the exam always always
## 144 closest date to the exam sometimes never
## 145 closest date to the exam always sometimes
## Discussion_improves_my_success Change_classroom My_last_semester_GPA
## 1 never useful < 2.00
## 2 always useful 2.00-2.49
## 3 never not useful 2.00-2.49
## 4 sometimes not useful 2.50-2.99
## 5 sometimes not useful 2.00-2.49
## 6 never useful 3.00-3.49
## 7 always NA 3.00-3.49
## 8 sometimes not useful < 2.00
## 9 sometimes useful 3.00-3.49
## 10 sometimes useful < 2.00
## 11 sometimes useful < 2.00
## 12 always NA 3.00-3.49
## 13 sometimes NA 3.00-3.49
## 14 always NA 3.00-3.49
## 15 sometimes not useful 3.00-3.49
## 16 sometimes NA 2.00-2.49
## 17 always NA 3.00-3.49
## 18 sometimes useful 2.00-2.49
## 19 always NA 2.50-2.99
## 20 sometimes NA 2.00-2.49
## 21 sometimes NA 3.00-3.49
## 22 always NA 2.50-2.99
## 23 sometimes NA 2.50-2.99
## 24 always NA 2.50-2.99
## 25 always useful 3.00-3.49
## 26 always useful < 2.00
## 27 always useful 2.00-2.49
## 28 sometimes not useful 2.00-2.49
## 29 always NA 3.50
## 30 sometimes useful 3.00-3.49
## 31 always NA 3.50
## 32 sometimes NA 3.00-3.49
## 33 sometimes not useful 2.00-2.49
## 34 sometimes useful 2.00-2.49
## 35 always not useful 3.00-3.49
## 36 always not useful < 2.00
## 37 sometimes not useful 3.00-3.49
## 38 always NA 3.50
## 39 sometimes useful 3.00-3.49
## 40 sometimes NA 2.00-2.49
## 41 sometimes not useful 2.00-2.49
## 42 sometimes NA 3.00-3.49
## 43 always not useful 2.00-2.49
## 44 always NA 2.50-2.99
## 45 sometimes not useful 3.00-3.49
## 46 sometimes not useful 3.00-3.49
## 47 always not useful 3.00-3.49
## 48 always useful 3.50
## 49 always useful 2.00-2.49
## 50 sometimes not useful 2.50-2.99
## 51 sometimes NA 2.50-2.99
## 52 always not useful 2.50-2.99
## 53 sometimes not useful 3.00-3.49
## 54 sometimes useful 2.50-2.99
## 55 always not useful 3.50
## 56 always NA 3.50
## 57 always NA 3.50
## 58 always not useful 3.50
## 59 sometimes useful 3.50
## 60 sometimes useful 3.00-3.49
## 61 always not useful 2.00-2.49
## 62 sometimes useful 3.00-3.49
## 63 always useful 3.50
## 64 sometimes not useful 2.50-2.99
## 65 always not useful 3.00-3.49
## 66 sometimes not useful 2.00-2.49
## 67 sometimes NA 3.50
## 68 never useful 2.00-2.49
## 69 always useful 3.00-3.49
## 70 always not useful 2.50-2.99
## 71 always not useful 3.50
## 72 always NA 2.00-2.49
## 73 always useful 2.50-2.99
## 74 always not useful 3.50
## 75 always useful 2.50-2.99
## 76 sometimes useful 3.00-3.49
## 77 sometimes NA 2.00-2.49
## 78 sometimes useful < 2.00
## 79 sometimes useful 2.00-2.49
## 80 always useful 3.00-3.49
## 81 never useful 3.00-3.49
## 82 sometimes NA 3.50
## 83 sometimes NA 3.00-3.49
## 84 always NA < 2.00
## 85 always NA 3.50
## 86 always NA 3.00-3.49
## 87 always useful 3.50
## 88 sometimes useful < 2.00
## 89 sometimes NA 3.50
## 90 always NA 2.50-2.99
## 91 sometimes NA 3.00-3.49
## 92 always useful 3.50
## 93 always NA 2.00-2.49
## 94 always useful 2.00-2.49
## 95 sometimes NA 3.50
## 96 sometimes not useful 3.00-3.49
## 97 always useful 2.00-2.49
## 98 sometimes not useful 2.50-2.99
## 99 sometimes not useful 3.00-3.49
## 100 always useful 2.00-2.49
## 101 sometimes not useful 2.50-2.99
## 102 sometimes not useful 2.00-2.49
## 103 sometimes not useful 2.50-2.99
## 104 always useful 3.00-3.49
## 105 sometimes useful < 2.00
## 106 always not useful 2.50-2.99
## 107 sometimes not useful 3.00-3.49
## 108 sometimes not useful 3.00-3.49
## 109 never useful 2.50-2.99
## 110 always not useful 3.00-3.49
## 111 sometimes not useful 2.00-2.49
## 112 always NA 3.00-3.49
## 113 always not useful 3.00-3.49
## 114 never not useful < 2.00
## 115 never useful < 2.00
## 116 always useful 2.00-2.49
## 117 always not useful 2.00-2.49
## 118 sometimes not useful 2.00-2.49
## 119 sometimes useful 2.50-2.99
## 120 always not useful 2.50-2.99
## 121 always useful 2.00-2.49
## 122 never not useful < 2.00
## 123 sometimes not useful 3.00-3.49
## 124 sometimes not useful < 2.00
## 125 sometimes not useful 2.50-2.99
## 126 always not useful < 2.00
## 127 always not useful 2.00-2.49
## 128 sometimes not useful 2.00-2.49
## 129 sometimes not useful 2.00-2.49
## 130 always useful 2.00-2.49
## 131 always useful 2.00-2.49
## 132 always not useful 3.50
## 133 always not useful 3.50
## 134 always useful 3.50
## 135 sometimes not useful 2.00-2.49
## 136 sometimes not useful 2.50-2.99
## 137 sometimes not useful 2.00-2.49
## 138 always not useful 2.00-2.49
## 139 always not useful < 2.00
## 140 sometimes not useful < 2.00
## 141 sometimes not useful 2.50-2.99
## 142 sometimes not useful 3.50
## 143 sometimes not useful 3.00-3.49
## 144 sometimes not useful 3.50
## 145 always not useful 3.50
## Expected_Graduation_GPA CourseID output_grade
## 1 <2.00 1 DD
## 2 2.50-2.99 1 DD
## 3 2.00-2.49 1 DD
## 4 2.00-2.49 1 DD
## 5 2.00-2.49 1 DD
## 6 3.00-3.49 1 DC
## 7 3.00-3.49 1 BB
## 8 <2.00 1 DC
## 9 2.50-2.99 1 BB
## 10 2.00-2.49 1 Fail
## 11 <2.00 1 DC
## 12 2.50-2.99 1 Fail
## 13 2.00-2.49 1 Fail
## 14 2.00-2.49 1 DD
## 15 3.00-3.49 1 DC
## 16 2.00-2.49 1 DC
## 17 2.50-2.99 1 DD
## 18 2.00-2.49 1 DC
## 19 2.50-2.99 1 DC
## 20 2.50-2.99 1 CC
## 21 3.00-3.49 1 DD
## 22 2.50-2.99 1 DD
## 23 2.50-2.99 1 CC
## 24 2.50-2.99 1 DD
## 25 3.00-3.49 1 DC
## 26 2.00-2.49 1 CC
## 27 <2.00 1 DD
## 28 <2.00 1 DD
## 29 3.00-3.49 1 CC
## 30 2.50-2.99 1 BB
## 31 3.00-3.49 1 BB
## 32 2.50-2.99 1 CC
## 33 2.50-2.99 1 DD
## 34 2.50-2.99 1 DC
## 35 <2.00 1 DC
## 36 <2.00 1 DD
## 37 2.50-2.99 1 DC
## 38 3.00-3.49 1 DD
## 39 2.50-2.99 1 DC
## 40 <2.00 1 DD
## 41 2.50-2.99 1 DD
## 42 2.50-2.99 1 DD
## 43 2.50-2.99 1 DD
## 44 2.00-2.49 1 CB
## 45 2.50-2.99 1 DD
## 46 2.50-2.99 1 CC
## 47 2.00-2.49 1 BB
## 48 2.50-2.99 1 CC
## 49 2.00-2.49 1 DD
## 50 2.00-2.49 1 DC
## 51 2.50-2.99 1 DD
## 52 2.50-2.99 1 CB
## 53 2.00-2.49 1 DD
## 54 2.00-2.49 1 BB
## 55 2.50-2.99 1 CC
## 56 3.00-3.49 1 CC
## 57 3.00-3.49 1 BB
## 58 3.00-3.49 1 CB
## 59 3.00-3.49 1 CC
## 60 2.50-2.99 1 BB
## 61 <2.00 1 DC
## 62 3.00-3.49 1 BB
## 63 3.00-3.49 1 CC
## 64 2.50-2.99 1 BB
## 65 2.50-2.99 1 CC
## 66 2.00-2.49 1 DC
## 67 3.00-3.49 2 BB
## 68 2.50-2.99 2 DD
## 69 2.50-2.99 3 BB
## 70 2.00-2.49 3 BB
## 71 3.00-3.49 3 AA
## 72 2.00-2.49 3 BA
## 73 2.50-2.99 3 BA
## 74 2.50-2.99 3 BA
## 75 2.50-2.99 3 AA
## 76 <2.00 3 AA
## 77 2.00-2.49 4 CB
## 78 <2.00 4 AA
## 79 2.00-2.49 4 CB
## 80 3.00-3.49 4 CC
## 81 2.00-2.49 5 CB
## 82 3.00-3.49 5 CC
## 83 2.50-2.99 5 AA
## 84 2.00-2.49 5 AA
## 85 3.00-3.49 5 AA
## 86 2.50-2.99 5 CB
## 87 3.00-3.49 5 BB
## 88 <2.00 6 BA
## 89 2.50-2.99 6 BA
## 90 2.00-2.49 6 BA
## 91 2.00-2.49 6 BA
## 92 3.00-3.49 6 BA
## 93 2.00-2.49 6 AA
## 94 2.00-2.49 6 CB
## 95 3.00-3.49 6 BA
## 96 2.50-2.99 7 BB
## 97 2.50-2.99 7 AA
## 98 2.50-2.99 7 BA
## 99 3.00-3.49 7 AA
## 100 2.00-2.49 7 AA
## 101 2.50-2.99 7 BA
## 102 2.50-2.99 7 AA
## 103 3.00-3.49 7 AA
## 104 3.00-3.49 7 AA
## 105 <2.00 7 CC
## 106 2.50-2.99 7 AA
## 107 3.00-3.49 7 AA
## 108 2.00-2.49 7 BA
## 109 2.50-2.99 7 BA
## 110 3.00-3.49 7 AA
## 111 2.50-2.99 8 DC
## 112 2.50-2.99 8 DC
## 113 2.00-2.49 8 DC
## 114 2.00-2.49 8 DD
## 115 <2.00 8 DC
## 116 2.00-2.49 8 DD
## 117 2.50-2.99 8 DD
## 118 2.50-2.99 8 DD
## 119 2.50-2.99 8 DD
## 120 2.50-2.99 8 DC
## 121 2.00-2.49 8 DD
## 122 <2.00 8 Fail
## 123 2.50-2.99 8 DC
## 124 <2.00 8 DD
## 125 2.50-2.99 9 CC
## 126 2.50-2.99 9 DC
## 127 2.00-2.49 9 CC
## 128 2.00-2.49 9 DD
## 129 2.00-2.49 9 Fail
## 130 2.50-2.99 9 CC
## 131 2.50-2.99 9 DD
## 132 2.50-2.99 9 CB
## 133 3.00-3.49 9 CC
## 134 2.50-2.99 9 CC
## 135 2.50-2.99 9 DD
## 136 2.00-2.49 9 DC
## 137 2.00-2.49 9 Fail
## 138 3.00-3.49 9 DC
## 139 2.50-2.99 9 Fail
## 140 2.00-2.49 9 Fail
## 141 2.50-2.99 9 BB
## 142 2.50-2.99 9 BB
## 143 2.50-2.99 9 DD
## 144 2.50-2.99 9 CB
## 145 3.00-3.49 9 CClibrary(ggplot2)
ggplot(dfSP, aes(x = My_last_semester_GPA, fill = Weekly_study_hours)) +
geom_bar() +
labs(title = substitute(paste(italic("Is there a relationship between GPA and # of hours spent studying?"))))
The majority of students tend to spend between 1 to 5 hours studying in weekly basis including the students who have higher GPA than 3.50.
ggplot(dfSP, aes(x = My_last_semester_GPA, fill = Preparation_to_midterm_exams_when )) +
geom_bar()+
labs(title = substitute(paste(italic("Is there a relationship between GPA and when students start preparing for their midterm exams?"))))
All students tend to study for their midterm exams close to the date of the exams, however, the number of students who study regularly during the semester increases as the GPA increases.
ggplot(dfSP, aes(x = My_last_semester_GPA, y = Expected_Graduation_GPA)) +
geom_point(aes(color = Taking_notes_in_class, shape = Listening_in_class)) +
labs(title = substitute(paste(italic("Is there a relationship between GPA and expected GPA and whether students pay attention in class or not?"))))
I looked for a red circle (a student who always takes notes and listens in class), but It is not there. In other words, There is no student who is always taking notes and listening in class at the same time.
Conclusion:
It was not as expected; the number of hours spent studying every week, studying regularly during the semester and always paying attention in class don’t have much effect on getting higher GPA.
Airline Data set:
This data is important as it provides an overview insights of the functioning and efficiency of the airplanes industry. By analyzing these data, policymakers can implement strategies to ensure safety and to improve the overall of the aviation sector.
Loading Data2:
url1 <- 'https://raw.githubusercontent.com/SalouaDaouki/Data607/main/Airline%20Dataset%20Updated%20-%20v2.csv'
dfAirline <- read.csv(file = url1)
head(dfAirline)## Passenger.ID First.Name Last.Name Gender Age Nationality
## 1 ABVWIg Edithe Leggis Female 62 Japan
## 2 jkXXAX Elwood Catt Male 62 Nicaragua
## 3 CdUz2g Darby Felgate Male 67 Russia
## 4 BRS38V Dominica Pyle Female 71 China
## 5 9kvTLo Bay Pencost Male 21 China
## 6 nMJKVh Lora Durbann Female 55 Brazil
## Airport.Name Airport.Country.Code Country.Name
## 1 Coldfoot Airport US United States
## 2 Kugluktuk Airport CA Canada
## 3 Grenoble-Isère Airport FR France
## 4 Ottawa / Gatineau Airport CA Canada
## 5 Gillespie Field US United States
## 6 Coronel Horácio de Mattos Airport BR Brazil
## Airport.Continent Continents Departure.Date Arrival.Airport
## 1 NAM North America 6/28/2022 CXF
## 2 NAM North America 12/26/2022 YCO
## 3 EU Europe 1/18/2022 GNB
## 4 NAM North America 9/16/2022 YND
## 5 NAM North America 2/25/2022 SEE
## 6 SAM South America 06-10-2022 LEC
## Pilot.Name Flight.Status
## 1 Fransisco Hazeldine On Time
## 2 Marla Parsonage On Time
## 3 Rhonda Amber On Time
## 4 Kacie Commucci Delayed
## 5 Ebonee Tree On Time
## 6 Inglis Dolley On TimeTransforming and Cleaning Data2
I am selecting only three column that I am going to see if there is any relationship between them; the name of the country of the airport where the airplane departed from, the destination airport and the status of the flight; whether is on time, delayed or canceled.
Data_US <- subset(dfAirline, Nationality == 'United States',
select = Gender : Flight.Status)
head(Data_US)## Gender Age Nationality Airport.Name
## 46 Male 54 United States Susanville Municipal Airport
## 170 Female 66 United States Wanuma Airport
## 279 Male 35 United States Bella Union Airport
## 335 Female 17 United States Nelson Ribeiro Guimarães Airport
## 440 Male 46 United States Nambucca Heads Airport
## 521 Female 7 United States Belmonte Airport
## Airport.Country.Code Country.Name Airport.Continent Continents
## 46 US United States NAM North America
## 170 PG Papua New Guinea OC Oceania
## 279 UY Uruguay SAM South America
## 335 BR Brazil SAM South America
## 440 AU Australia OC Oceania
## 521 BR Brazil SAM South America
## Departure.Date Arrival.Airport Pilot.Name Flight.Status
## 46 3/21/2022 SVE Xerxes Arkcoll On Time
## 170 09-01-2022 WNU Brnaba Lilburne Cancelled
## 279 4/24/2022 BUV Lenore Gillies Cancelled
## 335 3/17/2022 CLV Collin Taffs Cancelled
## 440 4/13/2022 NBH Hendrick Hexham On Time
## 521 8/29/2022 BVM Yancey Petrina On TimeAnalysis:
library(ggplot2)
ggplot(dfAirline, aes(x = Flight.Status)) +
geom_bar() +
labs(title = substitute(paste(italic("Is there a relationship between flight status and the destination airport in US?"))))
ggplot (dfAirline, aes(x = Age, fill = Gender)) +
geom_bar()
ggplot (dfAirline, aes(x = Nationality)) +
geom_bar()+
facet_wrap(~Airport.Continent)
Conclusion:
Diabetes:
This data was collected from a constraint range of diabetes patients who are female aged 21 year old and up with Pima Indian heritage (North American Indians who traditionally lived along the Gila and Salt rivers in Arizona, U.S., in what was the core area of the prehistoric Hohokam culture). The reference of the data can be found here.
Loading Data3:
url2 <- 'https://raw.githubusercontent.com/SalouaDaouki/Data607/main/diabetes.csv'
dfD <- read.csv(file = url2)
head(dfD)## Pregnancies Glucose BloodPressure SkinThickness Insulin BMI
## 1 6 148 72 35 0 33.6
## 2 1 85 66 29 0 26.6
## 3 8 183 64 0 0 23.3
## 4 1 89 66 23 94 28.1
## 5 0 137 40 35 168 43.1
## 6 5 116 74 0 0 25.6
## DiabetesPedigreeFunction Age Outcome
## 1 0.627 50 1
## 2 0.351 31 0
## 3 0.672 32 1
## 4 0.167 21 0
## 5 2.288 33 1
## 6 0.201 30 0Transforming and Cleaning Data3:
Diabetes_3preg <- subset(dfD, Pregnancies >=3,
select = Pregnancies : Outcome)
head(Diabetes_3preg)## Pregnancies Glucose BloodPressure SkinThickness Insulin BMI
## 1 6 148 72 35 0 33.6
## 3 8 183 64 0 0 23.3
## 6 5 116 74 0 0 25.6
## 7 3 78 50 32 88 31.0
## 8 10 115 0 0 0 35.3
## 10 8 125 96 0 0 0.0
## DiabetesPedigreeFunction Age Outcome
## 1 0.627 50 1
## 3 0.672 32 1
## 6 0.201 30 0
## 7 0.248 26 1
## 8 0.134 29 0
## 10 0.232 54 1Analysis:
ggplot(Diabetes_3preg, aes(x = Age, y = Glucose )) +
geom_point(aes(color=Pregnancies)) 
ggplot(Diabetes_3preg, aes(x = Glucose, y = Insulin )) +
geom_point(aes(color=Pregnancies)) 
Conclusion:
It seems that with less pregnancies (4-8), females tend to have more Glucose level, while the light blue dots (pregnancies of more than 12) are spread int he middle which is little less glucose level than the dark blue dots.
In addition, as the glucose level increases the insulin level increases as well.