Dean’s Dilemma Data
Sahil Garg
9 December 2017
Dean’s Dilemma
This is a case study of “Dean’s Dilemma: Selection of Students for the MBA Program” to understand the issues faced by the Dean. The job of the Admissions Committee was to admit the best candidates from among the available lot. The committee considered an applicant’s academic grades and discipline, entrance test score, and work experience (if any). It also judged candidates by their performance in the personal interview. Similar to most MBA admissions committees, the team had the mandate to build a diverse batch. Their objective was to put together a group of different yet similar candidates. The admissions team wanted to understand whether a student’s academic record would have any reflection on the placement status. What could be the possible criteria for assessing/selecting a student who could get placed in a good role, with a good pay packet?
TASK 2 (b) - Reading the dataset
Read the data set into RStudio
Hints:
Place the CSV data into a folder of your choice in your computer. Change the working directory to the folder in which your dataset is located. Use the read.csv() function in R to read the data and store it in a dataframe. Use the View() function in R to view the dataframe in R Confirm that the View() output in R matches the data that you saw in Excel.
setwd("D:/manipal-year2/internship/IIML_dataAnalytics/Datasets")
deandilemma.df <- read.csv(paste("DeansDilemmaData.csv",sep=""))
View(deandilemma.df)TASK 2 (c)
Summarize the dataset Create summary statistics (e.g. mean, standard deviation, median, mode) for the important variables in the dataset using summary() and describe().
summary(deandilemma.df)## SlNo Gender Gender.B Percent_SSC Board_SSC
## Min. : 1.0 F:127 Min. :0.0000 Min. :37.00 CBSE :113
## 1st Qu.: 98.5 M:264 1st Qu.:0.0000 1st Qu.:56.00 ICSE : 77
## Median :196.0 Median :0.0000 Median :64.50 Others:201
## Mean :196.0 Mean :0.3248 Mean :64.65
## 3rd Qu.:293.5 3rd Qu.:1.0000 3rd Qu.:74.00
## Max. :391.0 Max. :1.0000 Max. :87.20
##
## Board_CBSE Board_ICSE Percent_HSC Board_HSC
## Min. :0.000 Min. :0.0000 Min. :40.0 CBSE : 96
## 1st Qu.:0.000 1st Qu.:0.0000 1st Qu.:54.0 ISC : 48
## Median :0.000 Median :0.0000 Median :63.0 Others:247
## Mean :0.289 Mean :0.1969 Mean :63.8
## 3rd Qu.:1.000 3rd Qu.:0.0000 3rd Qu.:72.0
## Max. :1.000 Max. :1.0000 Max. :94.7
##
## Stream_HSC Percent_Degree Course_Degree
## Arts : 18 Min. :35.00 Arts : 13
## Commerce:222 1st Qu.:57.52 Commerce :117
## Science :151 Median :63.00 Computer Applications: 32
## Mean :62.98 Engineering : 37
## 3rd Qu.:69.00 Management :163
## Max. :89.00 Others : 5
## Science : 24
## Degree_Engg Experience_Yrs Entrance_Test S.TEST
## Min. :0.00000 Min. :0.0000 MAT :265 Min. :0.0000
## 1st Qu.:0.00000 1st Qu.:0.0000 None : 67 1st Qu.:1.0000
## Median :0.00000 Median :0.0000 K-MAT : 24 Median :1.0000
## Mean :0.09463 Mean :0.4783 CAT : 22 Mean :0.8286
## 3rd Qu.:0.00000 3rd Qu.:1.0000 PGCET : 8 3rd Qu.:1.0000
## Max. :1.00000 Max. :3.0000 GCET : 2 Max. :1.0000
## (Other): 3
## Percentile_ET S.TEST.SCORE Percent_MBA
## Min. : 0.00 Min. : 0.00 Min. :50.83
## 1st Qu.:41.19 1st Qu.:41.19 1st Qu.:57.20
## Median :62.00 Median :62.00 Median :61.01
## Mean :54.93 Mean :54.93 Mean :61.67
## 3rd Qu.:78.00 3rd Qu.:78.00 3rd Qu.:66.02
## Max. :98.69 Max. :98.69 Max. :77.89
##
## Specialization_MBA Marks_Communication Marks_Projectwork
## Marketing & Finance:222 Min. :50.00 Min. :50.00
## Marketing & HR :156 1st Qu.:53.00 1st Qu.:64.00
## Marketing & IB : 13 Median :58.00 Median :69.00
## Mean :60.54 Mean :68.36
## 3rd Qu.:67.00 3rd Qu.:74.00
## Max. :88.00 Max. :87.00
##
## Marks_BOCA Placement Placement_B Salary
## Min. :50.00 Not Placed: 79 Min. :0.000 Min. : 0
## 1st Qu.:57.00 Placed :312 1st Qu.:1.000 1st Qu.:172800
## Median :63.00 Median :1.000 Median :240000
## Mean :64.38 Mean :0.798 Mean :219078
## 3rd Qu.:72.50 3rd Qu.:1.000 3rd Qu.:300000
## Max. :96.00 Max. :1.000 Max. :940000
## library(psych)
describe(deandilemma.df)## vars n mean sd median trimmed
## SlNo 1 391 196.00 113.02 196.00 196.00
## Gender* 2 391 1.68 0.47 2.00 1.72
## Gender.B 3 391 0.32 0.47 0.00 0.28
## Percent_SSC 4 391 64.65 10.96 64.50 64.76
## Board_SSC* 5 391 2.23 0.87 3.00 2.28
## Board_CBSE 6 391 0.29 0.45 0.00 0.24
## Board_ICSE 7 391 0.20 0.40 0.00 0.12
## Percent_HSC 8 391 63.80 11.42 63.00 63.34
## Board_HSC* 9 391 2.39 0.85 3.00 2.48
## Stream_HSC* 10 391 2.34 0.56 2.00 2.36
## Percent_Degree 11 391 62.98 8.92 63.00 62.91
## Course_Degree* 12 391 3.85 1.61 4.00 3.81
## Degree_Engg 13 391 0.09 0.29 0.00 0.00
## Experience_Yrs 14 391 0.48 0.67 0.00 0.36
## Entrance_Test* 15 391 5.85 1.35 6.00 6.08
## S.TEST 16 391 0.83 0.38 1.00 0.91
## Percentile_ET 17 391 54.93 31.17 62.00 56.87
## S.TEST.SCORE 18 391 54.93 31.17 62.00 56.87
## Percent_MBA 19 391 61.67 5.85 61.01 61.45
## Specialization_MBA* 20 391 1.47 0.56 1.00 1.42
## Marks_Communication 21 391 60.54 8.82 58.00 59.68
## Marks_Projectwork 22 391 68.36 7.15 69.00 68.60
## Marks_BOCA 23 391 64.38 9.58 63.00 64.08
## Placement* 24 391 1.80 0.40 2.00 1.87
## Placement_B 25 391 0.80 0.40 1.00 0.87
## Salary 26 391 219078.26 138311.65 240000.00 217011.50
## mad min max range skew kurtosis
## SlNo 145.29 1.00 391.00 390.00 0.00 -1.21
## Gender* 0.00 1.00 2.00 1.00 -0.75 -1.45
## Gender.B 0.00 0.00 1.00 1.00 0.75 -1.45
## Percent_SSC 12.60 37.00 87.20 50.20 -0.06 -0.72
## Board_SSC* 0.00 1.00 3.00 2.00 -0.45 -1.53
## Board_CBSE 0.00 0.00 1.00 1.00 0.93 -1.14
## Board_ICSE 0.00 0.00 1.00 1.00 1.52 0.31
## Percent_HSC 13.34 40.00 94.70 54.70 0.29 -0.67
## Board_HSC* 0.00 1.00 3.00 2.00 -0.83 -1.13
## Stream_HSC* 0.00 1.00 3.00 2.00 -0.12 -0.72
## Percent_Degree 8.90 35.00 89.00 54.00 0.05 0.24
## Course_Degree* 1.48 1.00 7.00 6.00 0.00 -1.08
## Degree_Engg 0.00 0.00 1.00 1.00 2.76 5.63
## Experience_Yrs 0.00 0.00 3.00 3.00 1.27 1.17
## Entrance_Test* 0.00 1.00 9.00 8.00 -2.52 7.04
## S.TEST 0.00 0.00 1.00 1.00 -1.74 1.02
## Percentile_ET 25.20 0.00 98.69 98.69 -0.74 -0.69
## S.TEST.SCORE 25.20 0.00 98.69 98.69 -0.74 -0.69
## Percent_MBA 6.39 50.83 77.89 27.06 0.34 -0.52
## Specialization_MBA* 0.00 1.00 3.00 2.00 0.70 -0.56
## Marks_Communication 8.90 50.00 88.00 38.00 0.74 -0.25
## Marks_Projectwork 7.41 50.00 87.00 37.00 -0.26 -0.27
## Marks_BOCA 11.86 50.00 96.00 46.00 0.29 -0.85
## Placement* 0.00 1.00 2.00 1.00 -1.48 0.19
## Placement_B 0.00 0.00 1.00 1.00 -1.48 0.19
## Salary 88956.00 0.00 940000.00 940000.00 0.24 1.74
## se
## SlNo 5.72
## Gender* 0.02
## Gender.B 0.02
## Percent_SSC 0.55
## Board_SSC* 0.04
## Board_CBSE 0.02
## Board_ICSE 0.02
## Percent_HSC 0.58
## Board_HSC* 0.04
## Stream_HSC* 0.03
## Percent_Degree 0.45
## Course_Degree* 0.08
## Degree_Engg 0.01
## Experience_Yrs 0.03
## Entrance_Test* 0.07
## S.TEST 0.02
## Percentile_ET 1.58
## S.TEST.SCORE 1.58
## Percent_MBA 0.30
## Specialization_MBA* 0.03
## Marks_Communication 0.45
## Marks_Projectwork 0.36
## Marks_BOCA 0.48
## Placement* 0.02
## Placement_B 0.02
## Salary 6994.72TASK 3 (a)
Use R to calculate the median salary of all the students in the data sample.
median(deandilemma.df$Salary)## [1] 240000TASK 3 (b)
Use R to calculate the percentage of students who were placed, correct to 2 decimal places.
prop.table(table(deandilemma.df$Placement_B))*100##
## 0 1
## 20.2046 79.7954round(prop.table(table(deandilemma.df$Placement_B))[2]*100,2) ## 1
## 79.8TASK 3 (c)
Use R to create a dataframe called placed, that contains a subset of only those students who were successfully placed using the which() and/or the subset() functions.
placed.df <- deandilemma.df[which(deandilemma.df$Placement_B==1),]
placed.df## SlNo Gender Gender.B Percent_SSC Board_SSC Board_CBSE Board_ICSE
## 1 1 M 0 62.00 Others 0 0
## 2 2 M 0 76.33 ICSE 0 1
## 3 3 M 0 72.00 Others 0 0
## 4 4 M 0 60.00 CBSE 1 0
## 5 5 M 0 61.00 CBSE 1 0
## 6 6 M 0 55.00 ICSE 0 1
## 7 7 F 1 70.00 Others 0 0
## 8 8 M 0 68.00 ICSE 0 1
## 9 9 M 0 82.80 CBSE 1 0
## 10 10 F 1 59.00 CBSE 1 0
## 12 12 M 0 58.00 Others 0 0
## 13 13 M 0 60.00 Others 0 0
## 14 14 M 0 66.00 CBSE 1 0
## 15 15 M 0 83.00 Others 0 0
## 17 17 M 0 68.00 Others 0 0
## 18 18 M 0 37.33 Others 0 0
## 19 19 M 0 79.00 CBSE 1 0
## 21 21 M 0 68.40 ICSE 0 1
## 22 22 M 0 70.00 CBSE 1 0
## 23 23 M 0 59.00 CBSE 1 0
## 24 24 M 0 63.00 ICSE 0 1
## 25 25 M 0 50.00 ICSE 0 1
## 26 26 M 0 69.00 Others 0 0
## 27 27 M 0 52.00 Others 0 0
## 28 28 M 0 49.00 Others 0 0
## 29 29 M 0 64.60 CBSE 1 0
## 30 30 F 1 50.00 CBSE 1 0
## 31 31 F 1 74.00 ICSE 0 1
## 32 32 M 0 58.00 CBSE 1 0
## 33 33 M 0 67.00 CBSE 1 0
## 34 34 F 1 75.00 Others 0 0
## 35 35 F 1 60.00 CBSE 1 0
## 36 36 M 0 55.00 CBSE 1 0
## 37 37 M 0 78.00 Others 0 0
## 38 38 M 0 50.08 Others 0 0
## 39 39 M 0 56.00 Others 0 0
## 41 41 F 1 68.00 CBSE 1 0
## 44 44 M 0 52.00 Others 0 0
## 45 45 M 0 54.00 Others 0 0
## 46 46 M 0 52.00 CBSE 1 0
## 47 47 F 1 76.00 Others 0 0
## 48 48 F 1 64.80 Others 0 0
## 49 49 F 1 74.40 Others 0 0
## 50 50 M 0 74.50 CBSE 1 0
## 51 51 M 0 73.50 Others 0 0
## 52 52 F 1 57.58 Others 0 0
## 53 53 F 1 68.00 CBSE 1 0
## 54 54 M 0 69.00 Others 0 0
## 55 55 M 0 66.00 Others 0 0
## 56 56 M 0 60.80 Others 0 0
## 57 57 M 0 58.00 Others 0 0
## 58 58 M 0 73.76 Others 0 0
## 60 60 F 1 59.00 CBSE 1 0
## 61 61 F 1 75.00 CBSE 1 0
## 62 62 F 1 56.00 ICSE 0 1
## 63 63 M 0 52.00 CBSE 1 0
## 65 65 F 1 84.00 Others 0 0
## 66 66 M 0 67.00 Others 0 0
## 67 67 F 1 64.00 CBSE 1 0
## 69 69 M 0 82.60 CBSE 1 0
## 70 70 F 1 76.00 CBSE 1 0
## 71 71 F 1 70.00 Others 0 0
## 72 72 M 0 78.00 Others 0 0
## 73 73 F 1 75.00 ICSE 0 1
## 74 74 F 1 82.00 Others 0 0
## 76 76 M 0 84.00 Others 0 0
## 77 77 F 1 74.00 Others 0 0
## 78 78 F 1 84.00 CBSE 1 0
## 80 80 M 0 55.00 ICSE 0 1
## 81 81 M 0 58.00 Others 0 0
## 83 83 F 1 72.20 CBSE 1 0
## 84 84 M 0 56.40 Others 0 0
## 85 85 M 0 59.40 CBSE 1 0
## 86 86 F 1 46.00 CBSE 1 0
## 87 87 F 1 65.00 CBSE 1 0
## 90 90 M 0 77.00 Others 0 0
## 91 91 F 1 71.00 ICSE 0 1
## 92 92 M 0 55.40 CBSE 1 0
## 93 93 M 0 58.00 ICSE 0 1
## 95 95 M 0 68.00 Others 0 0
## 96 96 M 0 55.00 Others 0 0
## 97 97 M 0 63.00 ICSE 0 1
## 99 99 M 0 69.00 CBSE 1 0
## 101 101 M 0 44.60 CBSE 1 0
## 102 102 M 0 69.00 CBSE 1 0
## 103 103 M 0 77.44 Others 0 0
## 104 104 M 0 81.20 CBSE 1 0
## 105 105 F 1 83.50 Others 0 0
## 106 106 M 0 53.44 Others 0 0
## 107 107 M 0 79.00 CBSE 1 0
## 108 108 M 0 50.00 ICSE 0 1
## 110 110 M 0 47.50 Others 0 0
## 111 111 M 0 73.40 Others 0 0
## 113 113 F 1 82.30 Others 0 0
## 114 114 M 0 66.00 Others 0 0
## 115 115 F 1 68.00 Others 0 0
## 116 116 M 0 77.00 Others 0 0
## 117 117 M 0 59.00 Others 0 0
## 118 118 M 0 65.00 CBSE 1 0
## 119 119 M 0 80.00 Others 0 0
## 120 120 M 0 77.92 Others 0 0
## 121 121 F 1 77.70 CBSE 1 0
## 122 122 M 0 70.00 ICSE 0 1
## 123 123 M 0 73.00 Others 0 0
## 124 124 M 0 44.00 Others 0 0
## 125 125 M 0 70.08 Others 0 0
## 126 126 M 0 79.00 Others 0 0
## 127 127 M 0 56.00 CBSE 1 0
## 129 129 M 0 55.00 Others 0 0
## 130 130 M 0 53.43 Others 0 0
## 131 131 M 0 72.00 Others 0 0
## 132 132 M 0 81.86 Others 0 0
## 133 133 F 1 73.00 Others 0 0
## 134 134 M 0 59.60 CBSE 1 0
## 135 135 M 0 78.00 Others 0 0
## 136 136 M 0 48.60 CBSE 1 0
## 137 137 F 1 64.00 ICSE 0 1
## 138 138 F 1 61.50 Others 0 0
## 139 139 M 0 60.40 ICSE 0 1
## 140 140 M 0 59.00 Others 0 0
## 141 141 M 0 81.00 Others 0 0
## 142 142 F 1 77.00 CBSE 1 0
## 143 143 F 1 64.00 Others 0 0
## 145 145 F 1 52.00 Others 0 0
## 146 146 M 0 78.70 Others 0 0
## 147 147 M 0 68.00 CBSE 1 0
## 148 148 M 0 81.00 Others 0 0
## 150 150 M 0 59.00 Others 0 0
## 151 151 M 0 58.00 CBSE 1 0
## 152 152 M 0 65.00 CBSE 1 0
## 153 153 F 1 80.84 Others 0 0
## 154 154 M 0 54.00 Others 0 0
## 155 155 M 0 64.60 ICSE 0 1
## 156 156 M 0 46.00 Others 0 0
## 157 157 F 1 61.00 CBSE 1 0
## 158 158 F 1 81.00 Others 0 0
## 159 159 F 1 82.00 Others 0 0
## 160 160 F 1 78.70 Others 0 0
## 161 161 M 0 57.00 ICSE 0 1
## 163 163 F 1 55.23 CBSE 1 0
## 164 164 M 0 48.00 Others 0 0
## 165 165 M 0 59.00 Others 0 0
## 167 167 M 0 75.66 ICSE 0 1
## 168 168 M 0 50.00 CBSE 1 0
## 169 169 M 0 59.00 CBSE 1 0
## 170 170 M 0 68.00 CBSE 1 0
## 171 171 M 0 40.53 Others 0 0
## 172 172 F 1 73.00 CBSE 1 0
## 173 173 F 1 78.50 ICSE 0 1
## 174 174 F 1 64.00 CBSE 1 0
## 177 177 M 0 58.00 CBSE 1 0
## 178 178 M 0 52.00 CBSE 1 0
## 179 179 F 1 74.00 Others 0 0
## 180 180 F 1 65.00 Others 0 0
## 181 181 M 0 47.00 Others 0 0
## 182 182 M 0 70.00 CBSE 1 0
## 183 183 M 0 64.00 CBSE 1 0
## 185 185 M 0 66.08 Others 0 0
## 186 186 F 1 77.00 ICSE 0 1
## 187 187 M 0 79.00 Others 0 0
## 188 188 M 0 56.00 CBSE 1 0
## 189 189 M 0 59.00 ICSE 0 1
## 190 190 M 0 53.30 CBSE 1 0
## 192 192 M 0 70.00 Others 0 0
## 193 193 F 1 64.50 CBSE 1 0
## 195 195 M 0 50.00 Others 0 0
## 196 196 F 1 68.96 Others 0 0
## 197 197 M 0 60.00 CBSE 1 0
## 198 198 F 1 70.00 Others 0 0
## 199 199 M 0 48.00 Others 0 0
## 200 200 M 0 63.20 CBSE 1 0
## 201 201 M 0 74.00 Others 0 0
## 202 202 M 0 73.00 CBSE 1 0
## 203 203 M 0 52.80 CBSE 1 0
## 205 205 F 1 59.00 ICSE 0 1
## 206 206 M 0 71.00 ICSE 0 1
## 207 207 F 1 53.44 Others 0 0
## 208 208 F 1 61.50 ICSE 0 1
## 209 209 M 0 69.00 Others 0 0
## 210 210 M 0 62.00 ICSE 0 1
## 211 211 F 1 81.00 CBSE 1 0
## 212 212 M 0 56.50 Others 0 0
## 213 213 F 1 76.00 Others 0 0
## 214 214 F 1 67.00 Others 0 0
## 215 215 M 0 77.40 ICSE 0 1
## 216 216 M 0 84.20 CBSE 1 0
## 217 217 M 0 54.00 Others 0 0
## 218 218 M 0 73.70 ICSE 0 1
## 219 219 M 0 65.92 Others 0 0
## 221 221 M 0 73.00 CBSE 1 0
## 222 222 F 1 69.90 Others 0 0
## 223 223 M 0 62.00 Others 0 0
## 224 224 F 1 87.00 ICSE 0 1
## 225 225 M 0 68.00 CBSE 1 0
## 227 227 F 1 74.44 ICSE 0 1
## 228 228 F 1 56.00 ICSE 0 1
## 229 229 F 1 67.00 CBSE 1 0
## 230 230 F 1 50.00 CBSE 1 0
## 232 232 M 0 66.30 Others 0 0
## 233 233 M 0 62.00 Others 0 0
## 234 234 F 1 58.80 Others 0 0
## 235 235 F 1 79.00 Others 0 0
## 237 237 M 0 74.00 CBSE 1 0
## 238 238 M 0 60.00 ICSE 0 1
## 239 239 M 0 60.00 ICSE 0 1
## 242 242 M 0 82.00 ICSE 0 1
## 243 243 M 0 74.67 Others 0 0
## 244 244 M 0 54.00 Others 0 0
## 245 245 M 0 59.00 ICSE 0 1
## 246 246 M 0 57.00 CBSE 1 0
## 247 247 M 0 67.70 Others 0 0
## 249 249 M 0 86.40 Others 0 0
## 250 250 M 0 54.00 ICSE 0 1
## 251 251 M 0 65.00 ICSE 0 1
## 253 253 F 1 74.00 ICSE 0 1
## 254 254 M 0 47.00 CBSE 1 0
## 255 255 M 0 58.00 Others 0 0
## 256 256 M 0 62.00 Others 0 0
## 257 257 F 1 78.94 Others 0 0
## 259 259 M 0 66.00 ICSE 0 1
## 260 260 M 0 60.00 CBSE 1 0
## 261 261 F 1 72.40 Others 0 0
## 262 262 M 0 80.00 Others 0 0
## 263 263 M 0 41.00 Others 0 0
## 264 264 M 0 45.00 CBSE 1 0
## 265 265 M 0 62.00 CBSE 1 0
## 267 267 M 0 81.20 CBSE 1 0
## 268 268 M 0 61.50 ICSE 0 1
## 270 270 M 0 57.00 ICSE 0 1
## 271 271 M 0 84.00 CBSE 1 0
## 273 273 M 0 55.00 Others 0 0
## 274 274 F 1 72.00 ICSE 0 1
## 275 275 M 0 60.60 Others 0 0
## 276 276 M 0 69.20 CBSE 1 0
## 277 277 M 0 63.33 Others 0 0
## 278 278 M 0 58.00 Others 0 0
## 279 279 F 1 62.16 ICSE 0 1
## 280 280 M 0 46.00 Others 0 0
## 281 281 F 1 60.00 CBSE 1 0
## 282 282 M 0 59.00 ICSE 0 1
## 283 283 M 0 87.20 Others 0 0
## 286 286 M 0 54.00 Others 0 0
## 292 292 M 0 75.00 CBSE 1 0
## 293 293 M 0 77.00 Others 0 0
## 294 294 M 0 60.00 CBSE 1 0
## 295 295 M 0 68.00 Others 0 0
## 296 296 M 0 78.00 Others 0 0
## 297 297 F 1 55.00 Others 0 0
## 299 299 F 1 81.00 CBSE 1 0
## 300 300 M 0 70.24 Others 0 0
## 302 302 F 1 51.00 CBSE 1 0
## 303 303 M 0 60.60 CBSE 1 0
## 304 304 F 1 70.00 ICSE 0 1
## 305 305 M 0 63.00 Others 0 0
## 306 306 M 0 48.00 CBSE 1 0
## 308 308 M 0 60.00 CBSE 1 0
## 309 309 M 0 71.00 Others 0 0
## 311 311 F 1 67.00 ICSE 0 1
## 312 312 F 1 76.00 Others 0 0
## 313 313 F 1 69.00 Others 0 0
## 314 314 F 1 60.00 Others 0 0
## 316 316 M 0 52.00 CBSE 1 0
## 319 319 M 0 60.00 CBSE 1 0
## 320 320 M 0 78.00 Others 0 0
## 321 321 F 1 79.68 Others 0 0
## 323 323 F 1 85.00 ICSE 0 1
## 325 325 M 0 75.50 ICSE 0 1
## 327 327 F 1 77.00 Others 0 0
## 331 331 F 1 84.00 Others 0 0
## 333 333 M 0 62.00 Others 0 0
## 334 334 M 0 60.20 CBSE 1 0
## 335 335 F 1 52.00 CBSE 1 0
## 337 337 M 0 61.00 ICSE 0 1
## 339 339 M 0 75.00 Others 0 0
## 340 340 M 0 67.00 Others 0 0
## 341 341 F 1 80.96 Others 0 0
## 342 342 F 1 75.00 ICSE 0 1
## 343 343 F 1 61.00 ICSE 0 1
## 345 345 M 0 64.00 Others 0 0
## 346 346 M 0 64.00 Others 0 0
## 347 347 M 0 78.00 Others 0 0
## 348 348 M 0 74.81 ICSE 0 1
## 349 349 F 1 66.00 ICSE 0 1
## 351 351 M 0 65.00 CBSE 1 0
## 353 353 M 0 47.68 Others 0 0
## 354 354 F 1 63.00 CBSE 1 0
## 356 356 M 0 44.40 Others 0 0
## 357 357 F 1 66.50 ICSE 0 1
## 358 358 F 1 76.00 ICSE 0 1
## 359 359 F 1 71.00 Others 0 0
## 360 360 M 0 37.00 Others 0 0
## 361 361 M 0 56.00 Others 0 0
## 362 362 M 0 82.00 Others 0 0
## 363 363 M 0 72.00 Others 0 0
## 365 365 M 0 80.33 ICSE 0 1
## 366 366 M 0 49.30 Others 0 0
## 367 367 F 1 46.00 CBSE 1 0
## 368 368 M 0 60.00 ICSE 0 1
## 369 369 M 0 54.00 CBSE 1 0
## 370 370 M 0 77.60 Others 0 0
## 371 371 M 0 50.00 Others 0 0
## 372 372 M 0 62.00 Others 0 0
## 373 373 M 0 72.64 Others 0 0
## 374 374 F 1 69.00 Others 0 0
## 378 378 M 0 65.92 Others 0 0
## 380 380 F 1 85.80 CBSE 1 0
## 381 381 M 0 53.40 ICSE 0 1
## 385 385 M 0 67.20 Others 0 0
## 387 387 M 0 62.60 Others 0 0
## 388 388 M 0 77.00 Others 0 0
## 389 389 M 0 66.40 Others 0 0
## 390 390 F 1 70.00 ICSE 0 1
## Percent_HSC Board_HSC Stream_HSC Percent_Degree Course_Degree
## 1 88.00 Others Commerce 52.00 Science
## 2 75.33 Others Science 75.48 Computer Applications
## 3 78.00 Others Commerce 66.63 Engineering
## 4 63.00 CBSE Arts 58.00 Management
## 5 55.00 ISC Science 54.00 Engineering
## 6 64.00 CBSE Commerce 50.00 Commerce
## 7 54.00 Others Science 65.00 Others
## 8 77.00 ISC Commerce 72.50 Management
## 9 70.60 CBSE Commerce 69.30 Commerce
## 10 74.00 CBSE Arts 59.00 Management
## 12 59.00 Others Commerce 48.00 Commerce
## 13 52.80 Others Science 73.25 Computer Applications
## 14 66.33 CBSE Commerce 66.72 Commerce
## 15 51.00 Others Science 51.00 Engineering
## 17 80.00 Others Commerce 70.00 Commerce
## 18 47.40 Others Commerce 35.50 Commerce
## 19 59.00 CBSE Science 60.00 Science
## 21 85.60 ISC Commerce 72.00 Commerce
## 22 76.00 CBSE Commerce 68.00 Management
## 23 75.00 CBSE Commerce 65.00 Management
## 24 78.00 ISC Commerce 65.00 Management
## 25 53.00 CBSE Commerce 54.00 Management
## 26 75.00 CBSE Commerce 49.00 Commerce
## 27 54.00 Others Commerce 58.00 Management
## 28 55.00 Others Science 57.00 Science
## 29 63.40 CBSE Commerce 76.30 Commerce
## 30 60.00 Others Science 71.00 Management
## 31 84.00 ISC Commerce 53.00 Commerce
## 32 70.00 Others Science 67.75 Engineering
## 33 50.00 CBSE Commerce 52.00 Commerce
## 34 77.00 Others Commerce 73.00 Management
## 35 72.00 CBSE Commerce 65.00 Management
## 36 61.20 CBSE Commerce 59.60 Management
## 37 52.00 ISC Science 66.00 Management
## 38 48.50 Others Commerce 51.61 Commerce
## 39 54.00 Others Science 59.00 Management
## 41 74.00 CBSE Commerce 70.00 Management
## 44 62.00 Others Arts 66.00 Management
## 45 60.00 Others Commerce 60.00 Commerce
## 46 51.00 Others Science 62.00 Management
## 47 73.00 Others Commerce 83.00 Commerce
## 48 52.80 Others Science 68.23 Engineering
## 49 52.00 Others Science 58.74 Science
## 50 58.00 CBSE Science 58.00 Management
## 51 94.70 Others Science 76.86 Engineering
## 52 59.60 CBSE Commerce 50.20 Commerce
## 53 69.00 CBSE Commerce 40.00 Commerce
## 54 51.00 Others Science 59.00 Management
## 55 76.00 Others Commerce 60.00 Management
## 56 71.83 Others Commerce 62.41 Commerce
## 57 62.00 Others Commerce 62.00 Management
## 58 73.50 Others Commerce 63.50 Management
## 60 68.50 CBSE Commerce 69.00 Management
## 61 58.00 CBSE Science 69.00 Science
## 62 78.00 ISC Commerce 62.40 Management
## 63 57.00 CBSE Commerce 47.00 Management
## 65 60.00 Others Science 79.00 Management
## 66 54.00 Others Science 54.00 Arts
## 67 75.00 CBSE Commerce 70.00 Commerce
## 69 64.00 CBSE Science 56.00 Management
## 70 73.00 CBSE Science 59.60 Engineering
## 71 50.00 Others Science 60.00 Management
## 72 63.00 Others Science 58.00 Engineering
## 73 74.00 Others Commerce 78.00 Commerce
## 74 68.16 Others Commerce 71.00 Management
## 76 84.00 Others Commerce 64.00 Commerce
## 77 68.00 Others Commerce 79.00 Management
## 78 72.00 CBSE Science 78.00 Science
## 80 52.00 ISC Commerce 51.00 Management
## 81 54.00 Others Commerce 64.00 Management
## 83 70.20 CBSE Science 64.40 Management
## 84 66.83 Others Commerce 48.42 Commerce
## 85 66.12 CBSE Commerce 58.20 Management
## 86 62.00 CBSE Commerce 58.00 Management
## 87 78.00 Others Commerce 75.00 Commerce
## 90 65.00 Others Science 70.00 Science
## 91 52.00 Others Science 65.00 Management
## 92 61.60 Others Science 59.00 Management
## 93 59.00 ISC Commerce 56.00 Management
## 95 68.00 Others Science 70.00 Engineering
## 96 66.40 Others Commerce 55.40 Commerce
## 97 73.00 ISC Commerce 72.00 Commerce
## 99 54.00 Others Science 64.00 Management
## 101 60.58 Others Science 68.11 Computer Applications
## 102 65.00 CBSE Science 68.00 Management
## 103 77.83 Others Commerce 71.00 Management
## 104 70.40 CBSE Commerce 62.89 Commerce
## 105 59.20 Others Science 63.40 Science
## 106 51.66 Others Commerce 57.00 Commerce
## 107 65.00 CBSE Commerce 65.00 Management
## 108 64.00 Others Commerce 50.00 Commerce
## 110 59.00 Others Arts 54.50 Arts
## 111 75.00 Others Science 64.38 Management
## 113 73.00 Others Science 72.30 Science
## 114 78.00 Others Commerce 70.00 Management
## 115 79.00 Others Science 64.00 Engineering
## 116 68.00 Others Commerce 73.00 Commerce
## 117 50.00 Others Science 59.00 Management
## 118 57.00 CBSE Commerce 57.00 Commerce
## 119 69.00 Others Science 62.00 Management
## 120 75.50 Others Commerce 63.00 Commerce
## 121 50.00 CBSE Commerce 78.70 Computer Applications
## 122 68.00 ISC Science 62.00 Engineering
## 123 48.00 Others Science 56.00 Commerce
## 124 72.00 Others Commerce 59.00 Management
## 125 65.83 Others Commerce 74.53 Management
## 126 53.00 Others Science 56.00 Engineering
## 127 47.00 CBSE Science 61.17 Management
## 129 74.67 Others Arts 59.00 Computer Applications
## 130 64.93 Others Commerce 53.00 Management
## 131 65.29 Others Commerce 67.00 Management
## 132 62.00 Others Science 76.00 Management
## 133 74.00 Others Science 56.00 Management
## 134 80.83 Others Commerce 67.72 Commerce
## 135 78.00 Others Science 51.00 Science
## 136 59.80 CBSE Commerce 66.20 Management
## 137 70.00 Others Commerce 83.50 Commerce
## 138 65.40 CBSE Arts 67.93 Management
## 139 51.80 ISC Commerce 74.80 Commerce
## 140 77.00 Others Science 59.00 Engineering
## 141 87.90 Others Science 58.50 Engineering
## 142 70.00 CBSE Science 72.00 Computer Applications
## 143 57.00 Others Commerce 65.00 Management
## 145 59.00 Others Arts 38.00 Arts
## 146 55.00 Others Science 63.00 Management
## 147 75.00 CBSE Commerce 80.00 Management
## 148 76.00 Others Science 64.00 Computer Applications
## 150 58.00 Others Commerce 59.00 Management
## 151 75.00 Others Science 68.00 Engineering
## 152 58.00 Others Science 66.00 Science
## 153 86.83 Others Commerce 75.20 Management
## 154 55.00 Others Commerce 58.00 Management
## 155 54.00 CBSE Science 64.00 Others
## 156 41.00 Others Commerce 43.00 Commerce
## 157 54.00 CBSE Commerce 69.00 Management
## 158 72.00 Others Science 65.00 Computer Applications
## 159 87.00 Others Commerce 80.00 Commerce
## 160 71.00 Others Commerce 49.00 Commerce
## 161 62.00 ISC Commerce 52.80 Commerce
## 163 64.00 CBSE Science 60.00 Management
## 164 50.00 Others Commerce 53.00 Management
## 165 64.00 ISC Commerce 63.00 Management
## 167 71.50 Others Commerce 58.35 Commerce
## 168 57.00 CBSE Commerce 58.00 Commerce
## 169 62.00 CBSE Commerce 50.00 Commerce
## 170 75.00 Others Commerce 61.00 Commerce
## 171 64.75 Others Commerce 54.35 Commerce
## 172 65.00 CBSE Science 74.00 Management
## 173 70.50 Others Commerce 65.00 Commerce
## 174 70.00 CBSE Commerce 59.00 Commerce
## 177 67.00 CBSE Commerce 64.00 Commerce
## 178 55.00 CBSE Science 68.00 Others
## 179 53.00 Others Commerce 64.00 Management
## 180 68.00 Others Commerce 55.00 Commerce
## 181 52.00 Others Science 60.00 Management
## 182 75.00 CBSE Science 71.00 Science
## 183 55.00 Others Science 59.00 Management
## 185 53.00 Others Science 56.00 Engineering
## 186 79.00 ISC Commerce 86.70 Management
## 187 87.00 Others Commerce 81.00 Management
## 188 79.00 CBSE Commerce 65.00 Management
## 189 60.00 ISC Commerce 62.00 Management
## 190 57.50 ISC Commerce 59.70 Management
## 192 68.00 Others Commerce 68.00 Commerce
## 193 65.00 ISC Science 68.00 Computer Applications
## 195 53.00 Others Commerce 55.00 Management
## 196 76.00 Others Commerce 63.00 Management
## 197 63.00 Others Science 65.00 Management
## 198 55.00 Others Science 62.00 Management
## 199 54.00 Others Science 58.00 Management
## 200 67.80 CBSE Commerce 62.60 Commerce
## 201 72.00 Others Science 71.00 Science
## 202 77.00 CBSE Science 76.00 Science
## 203 63.40 CBSE Commerce 58.60 Management
## 205 62.00 Others Science 65.60 Engineering
## 206 51.00 Others Science 74.00 Computer Applications
## 207 70.00 Others Arts 70.00 Management
## 208 61.80 ISC Arts 65.30 Management
## 209 51.00 Others Commerce 69.00 Management
## 210 66.00 CBSE Science 60.33 Arts
## 211 68.00 CBSE Commerce 69.00 Management
## 212 61.00 Others Commerce 60.00 Management
## 213 56.00 Others Science 73.50 Engineering
## 214 52.00 Others Science 65.00 Management
## 215 68.40 ISC Science 75.72 Science
## 216 67.80 CBSE Science 55.00 Engineering
## 217 52.00 Others Science 62.00 Science
## 218 86.70 Others Commerce 60.00 Commerce
## 219 52.50 Others Science 63.26 Management
## 221 50.00 Others Science 68.00 Computer Applications
## 222 49.00 Others Science 56.00 Arts
## 223 63.00 Others Commerce 58.00 Commerce
## 224 87.00 Others Commerce 76.00 Management
## 225 59.00 Others Commerce 75.00 Management
## 227 89.00 Others Commerce 70.00 Commerce
## 228 72.00 ISC Commerce 72.00 Commerce
## 229 48.00 Others Science 65.00 Management
## 230 64.00 CBSE Arts 68.00 Management
## 232 83.50 Others Science 70.00 Science
## 233 55.00 CBSE Commerce 70.00 Commerce
## 234 45.00 Others Science 57.70 Management
## 235 59.00 Others Science 71.00 Engineering
## 237 65.00 CBSE Commerce 53.00 Management
## 238 59.50 ISC Commerce 65.50 Commerce
## 239 59.80 Others Commerce 65.50 Commerce
## 242 52.00 Others Science 71.43 Science
## 243 59.89 Others Commerce 66.67 Management
## 244 54.00 Others Science 59.00 Management
## 245 57.00 ISC Commerce 55.00 Commerce
## 246 62.40 CBSE Commerce 48.00 Commerce
## 247 54.00 Others Science 59.00 Management
## 249 60.66 Others Science 67.25 Computer Applications
## 250 58.00 Others Science 62.00 Management
## 251 71.00 ISC Commerce 61.00 Commerce
## 253 83.00 ISC Arts 50.00 Arts
## 254 63.00 CBSE Arts 57.00 Management
## 255 54.50 Others Commerce 49.85 Commerce
## 256 60.00 Others Science 62.00 Computer Applications
## 257 77.83 Others Commerce 77.00 Commerce
## 259 50.66 CBSE Science 52.00 Engineering
## 260 60.00 CBSE Commerce 73.00 Commerce
## 261 55.50 CBSE Science 82.00 Computer Applications
## 262 80.00 Others Commerce 64.00 Management
## 263 51.00 Others Science 61.00 Computer Applications
## 264 55.00 Others Science 54.00 Management
## 265 64.30 CBSE Commerce 66.00 Management
## 267 64.40 CBSE Science 59.00 Engineering
## 268 57.50 ISC Commerce 54.90 Management
## 270 52.00 Others Commerce 62.00 Management
## 271 69.00 CBSE Science 61.00 Engineering
## 273 50.00 Others Science 57.00 Management
## 274 57.80 Others Science 49.80 Management
## 275 54.00 Others Commerce 59.50 Management
## 276 84.60 Others Commerce 75.25 Commerce
## 277 51.00 Others Commerce 58.70 Commerce
## 278 62.00 Others Science 58.00 Engineering
## 279 67.50 ISC Commerce 57.35 Commerce
## 280 58.00 Others Commerce 49.00 Commerce
## 281 44.00 Others Science 67.00 Management
## 282 81.00 Others Commerce 70.00 Commerce
## 283 67.50 Others Science 60.31 Engineering
## 286 54.00 Others Commerce 54.00 Management
## 292 60.00 CBSE Science 69.00 Computer Applications
## 293 77.00 Others Commerce 70.00 Commerce
## 294 80.00 Others Commerce 84.00 Commerce
## 295 50.00 Others Commerce 50.00 Commerce
## 296 73.00 Others Commerce 68.00 Commerce
## 297 57.00 Others Science 57.00 Science
## 299 81.00 CBSE Commerce 82.20 Management
## 300 42.83 Others Science 60.27 Engineering
## 302 52.00 Others Commerce 50.00 Management
## 303 66.60 CBSE Commerce 55.70 Management
## 304 94.00 Others Commerce 77.00 Commerce
## 305 48.00 Others Science 64.00 Computer Applications
## 306 63.00 CBSE Commerce 59.70 Commerce
## 308 66.50 Others Commerce 56.80 Management
## 309 59.00 CBSE Commerce 63.00 Commerce
## 311 71.00 Others Commerce 65.00 Commerce
## 312 50.00 Others Science 75.00 Computer Applications
## 313 55.00 Others Commerce 61.00 Commerce
## 314 57.00 Others Science 60.00 Science
## 316 49.00 CBSE Commerce 66.00 Commerce
## 319 74.00 CBSE Commerce 65.00 Management
## 320 70.00 CBSE Science 57.00 Engineering
## 321 63.50 Others Science 60.00 Engineering
## 323 67.00 CBSE Science 76.00 Arts
## 325 60.50 ISC Science 63.00 Engineering
## 327 82.00 Others Commerce 75.00 Commerce
## 331 77.00 Others Commerce 80.00 Commerce
## 333 53.00 ISC Science 68.00 Management
## 334 56.40 CBSE Commerce 58.80 Management
## 335 58.00 CBSE Arts 50.00 Arts
## 337 73.00 ISC Commerce 68.00 Commerce
## 339 56.00 Others Commerce 53.00 Management
## 340 55.00 Others Science 75.50 Computer Applications
## 341 45.00 Others Science 89.00 Computer Applications
## 342 78.00 ISC Commerce 71.00 Others
## 343 76.00 ISC Arts 48.00 Arts
## 345 60.00 Others Commerce 51.00 Management
## 346 52.00 Others Commerce 61.00 Management
## 347 47.00 Others Science 53.00 Engineering
## 348 75.32 ISC Commerce 48.23 Commerce
## 349 80.00 ISC Commerce 64.00 Management
## 351 55.00 ISC Science 60.00 Science
## 353 53.33 Others Commerce 50.87 Management
## 354 58.00 CBSE Commerce 69.00 Commerce
## 356 60.60 Others Commerce 61.00 Management
## 357 58.80 Others Science 57.80 Management
## 358 82.00 ISC Commerce 70.80 Commerce
## 359 70.00 Others Commerce 69.00 Management
## 360 53.00 Others Commerce 60.00 Commerce
## 361 57.00 Others Commerce 59.00 Commerce
## 362 72.00 Others Commerce 66.00 Commerce
## 363 49.00 Others Commerce 47.00 Commerce
## 365 75.00 Others Commerce 55.00 Commerce
## 366 49.00 Others Science 54.00 Commerce
## 367 65.00 Others Science 71.00 Management
## 368 65.00 Others Science 67.00 Arts
## 369 67.00 CBSE Commerce 61.00 Management
## 370 79.00 Others Commerce 75.60 Commerce
## 371 52.00 Others Science 70.00 Computer Applications
## 372 62.00 Others Commerce 71.00 Commerce
## 373 47.34 Others Science 83.33 Computer Applications
## 374 61.00 Others Commerce 52.00 Commerce
## 378 86.00 Others Commerce 72.00 Commerce
## 380 85.00 CBSE Science 88.80 Management
## 381 54.20 CBSE Commerce 54.00 Computer Applications
## 385 69.29 Others Commerce 56.00 Computer Applications
## 387 50.60 Others Commerce 52.00 Management
## 388 49.50 Others Science 64.00 Management
## 389 72.00 Others Commerce 57.00 Management
## 390 77.00 ISC Commerce 53.00 Commerce
## Degree_Engg Experience_Yrs Entrance_Test S.TEST Percentile_ET
## 1 0 0 MAT 1 55.00
## 2 0 1 MAT 1 86.50
## 3 1 0 None 0 0.00
## 4 0 0 MAT 1 75.00
## 5 1 1 MAT 1 66.00
## 6 0 0 None 0 0.00
## 7 0 2 None 0 0.00
## 8 0 0 MAT 1 43.12
## 9 0 0 MAT 1 96.80
## 10 0 1 None 0 0.00
## 12 0 0 MAT 1 79.00
## 13 0 1 MAT 1 55.00
## 14 0 0 None 0 0.00
## 15 1 0 CAT 1 33.00
## 17 0 0 None 0 0.00
## 18 0 0 None 0 0.00
## 19 0 1 MAT 1 67.00
## 21 0 1 CAT 1 70.00
## 22 0 0 MAT 1 91.34
## 23 0 0 MAT 1 35.00
## 24 0 0 MAT 1 54.00
## 25 0 1 MAT 1 62.00
## 26 0 1 MAT 1 75.00
## 27 0 0 None 0 0.00
## 28 0 1 MAT 1 49.00
## 29 0 1 MAT 1 60.00
## 30 0 0 MAT 1 62.00
## 31 0 0 MAT 1 68.00
## 32 1 1 None 0 0.00
## 33 0 0 MAT 1 76.00
## 34 0 0 MAT 1 48.00
## 35 0 1 MAT 1 72.00
## 36 0 1 MAT 1 60.00
## 37 0 1 K-MAT 1 79.00
## 38 0 1 PGCET 1 0.00
## 39 0 0 CAT 1 70.00
## 41 0 2 MAT 1 68.00
## 44 0 1 MAT 1 50.48
## 45 0 0 MAT 1 50.00
## 46 0 1 None 0 0.00
## 47 0 0 MAT 1 95.00
## 48 1 0 MAT 1 55.53
## 49 0 1 MAT 1 92.00
## 50 0 0 None 0 0.00
## 51 1 0 MAT 1 97.40
## 52 0 1 MAT 1 76.00
## 53 0 0 MAT 1 74.00
## 54 0 1 None 0 0.00
## 55 0 1 MAT 1 94.00
## 56 0 0 CAT 1 41.38
## 57 0 0 MAT 1 68.00
## 58 0 2 MAT 1 73.35
## 60 0 0 MAT 1 52.00
## 61 0 0 MAT 1 64.00
## 62 0 0 MAT 1 50.89
## 63 0 1 MAT 1 83.00
## 65 0 1 MAT 1 88.00
## 66 0 1 MAT 1 68.44
## 67 0 0 MAT 1 71.00
## 69 0 1 PGCET 1 0.00
## 70 1 0 MAT 1 58.00
## 71 0 0 MAT 1 53.70
## 72 1 0 MAT 1 93.00
## 73 0 0 MAT 1 60.00
## 74 0 2 MAT 1 65.00
## 76 0 0 MAT 1 95.00
## 77 0 1 MAT 1 89.00
## 78 0 0 MAT 1 58.00
## 80 0 1 MAT 1 78.00
## 81 0 0 MAT 1 64.00
## 83 0 0 MAT 1 65.00
## 84 0 0 MAT 1 97.33
## 85 0 0 MAT 1 67.00
## 86 0 0 None 0 0.00
## 87 0 1 CAT 1 53.00
## 90 0 0 MAT 1 87.00
## 91 0 0 MAT 1 78.00
## 92 0 0 MAT 1 71.00
## 93 0 0 None 0 0.00
## 95 1 0 CAT 1 68.00
## 96 0 0 MAT 1 68.00
## 97 0 0 MAT 1 80.00
## 99 0 0 MAT 1 74.00
## 101 0 0 MAT 1 57.60
## 102 0 1 MAT 1 60.00
## 103 0 0 None 0 0.00
## 104 0 0 MAT 1 61.60
## 105 0 0 MAT 1 59.00
## 106 0 0 None 0 0.00
## 107 0 0 MAT 1 44.56
## 108 0 0 CAT 1 13.00
## 110 0 1 None 0 0.00
## 111 0 1 CAT 1 78.00
## 113 0 1 None 0 0.00
## 114 0 0 MAT 1 68.50
## 115 1 0 None 0 0.00
## 116 0 0 MAT 1 61.00
## 117 0 0 MAT 1 89.69
## 118 0 0 None 0 0.00
## 119 0 0 MAT 1 68.92
## 120 0 0 MAT 1 68.71
## 121 0 0 MAT 1 79.00
## 122 1 1 MAT 1 70.00
## 123 0 0 None 0 0.00
## 124 0 0 MAT 1 41.00
## 125 0 0 None 0 0.00
## 126 1 0 MAT 1 89.00
## 127 0 0 MAT 1 46.92
## 129 0 2 GCET 1 50.00
## 130 0 1 GCET 1 40.00
## 131 0 0 MAT 1 95.00
## 132 0 0 MAT 1 95.50
## 133 0 0 K-MAT 1 96.00
## 134 0 0 MAT 1 86.00
## 135 0 0 None 0 0.00
## 136 0 0 MAT 1 84.27
## 137 0 0 MAT 1 74.00
## 138 0 0 MAT 1 61.00
## 139 0 0 K-MAT 1 94.30
## 140 1 1 MAT 1 69.00
## 141 1 0 MAT 1 86.04
## 142 0 0 MAT 1 75.00
## 143 0 1 MAT 1 67.00
## 145 0 1 MAT 1 40.00
## 146 0 1 MAT 1 86.00
## 147 0 0 MAT 1 82.00
## 148 0 1 MAT 1 84.00
## 150 0 0 G-MAT 1 0.00
## 151 1 1 None 0 0.00
## 152 0 2 MAT 1 55.00
## 153 0 1 MAT 1 78.74
## 154 0 0 MAT 1 67.00
## 155 0 0 MAT 1 75.00
## 156 0 1 MAT 1 64.00
## 157 0 0 MAT 1 58.00
## 158 0 1 MAT 1 62.00
## 159 0 0 MAT 1 92.00
## 160 0 0 MAT 1 92.00
## 161 0 1 MAT 1 67.00
## 163 0 0 MAT 1 72.00
## 164 0 1 MAT 1 47.41
## 165 0 0 CAT 1 29.00
## 167 0 0 CAT 1 56.39
## 168 0 0 MAT 1 53.88
## 169 0 0 CAT 1 79.00
## 170 0 2 MAT 1 95.46
## 171 0 1 None 0 0.00
## 172 0 1 MAT 1 66.00
## 173 0 0 MAT 1 93.91
## 174 0 0 MAT 1 70.00
## 177 0 0 MAT 1 78.00
## 178 0 1 None 0 0.00
## 179 0 2 MAT 1 57.50
## 180 0 1 K-MAT 1 67.00
## 181 0 0 K-MAT 1 58.00
## 182 0 1 MAT 1 85.00
## 183 0 1 MAT 1 55.00
## 185 1 0 MAT 1 71.00
## 186 0 1 K-MAT 1 95.00
## 187 0 0 MAT 1 80.00
## 188 0 0 MAT 1 84.00
## 189 0 1 None 0 0.00
## 190 0 0 None 0 0.00
## 192 0 0 None 0 0.00
## 193 0 0 MAT 1 57.20
## 195 0 0 MAT 1 58.00
## 196 0 0 MAT 1 72.15
## 197 0 0 MAT 1 53.70
## 198 0 0 MAT 1 89.00
## 199 0 0 MAT 1 39.00
## 200 0 2 MAT 1 96.00
## 201 0 0 MAT 1 80.00
## 202 0 1 MAT 1 97.00
## 203 0 2 MAT 1 82.66
## 205 1 3 MAT 1 55.67
## 206 0 1 PGCET 1 85.00
## 207 0 0 K-MAT 1 14.99
## 208 0 2 MAT 1 80.40
## 209 0 1 MAT 1 60.00
## 210 0 1 MAT 1 64.00
## 211 0 0 MAT 1 75.00
## 212 0 1 None 0 0.00
## 213 1 1 MAT 1 70.00
## 214 0 0 MAT 1 55.50
## 215 0 1 MAT 1 81.20
## 216 1 1 K-MAT 1 84.00
## 217 0 2 K-MAT 1 86.00
## 218 0 1 MAT 1 90.00
## 219 0 0 K-MAT 1 89.95
## 221 0 1 CAT 1 65.00
## 222 0 1 MAT 1 80.00
## 223 0 1 MAT 1 74.40
## 224 0 1 None 0 0.00
## 225 0 1 MAT 1 65.00
## 227 0 1 MAT 1 94.00
## 228 0 0 MAT 1 43.00
## 229 0 0 MAT 1 55.60
## 230 0 1 MAT 1 78.00
## 232 0 0 CAT 1 65.00
## 233 0 0 MAT 1 56.00
## 234 0 1 None 0 0.00
## 235 1 1 MAT 1 96.00
## 237 0 1 MAT 1 58.00
## 238 0 1 None 0 0.00
## 239 0 1 MAT 1 56.00
## 242 0 1 MAT 1 60.00
## 243 0 0 MAT 1 89.00
## 244 0 0 MAT 1 39.00
## 245 0 3 K-MAT 1 65.00
## 246 0 1 MAT 1 66.60
## 247 0 0 MAT 1 40.00
## 249 0 0 MAT 1 72.00
## 250 0 0 MAT 1 85.00
## 251 0 0 MAT 1 83.00
## 253 0 0 MAT 1 57.00
## 254 0 2 MAT 1 64.25
## 255 0 0 None 0 0.00
## 256 0 1 MAT 1 40.00
## 257 0 3 None 0 0.00
## 259 1 1 MAT 1 56.00
## 260 0 0 MAT 1 83.00
## 261 0 0 MAT 1 98.00
## 262 0 1 None 0 0.00
## 263 0 1 MAT 1 86.00
## 264 0 1 MAT 1 70.00
## 265 0 0 None 0 0.00
## 267 1 1 MAT 1 80.00
## 268 0 0 MAT 1 93.40
## 270 0 0 MAT 1 62.00
## 271 1 2 MAT 1 75.00
## 273 0 0 MAT 1 49.70
## 274 0 1 None 0 0.00
## 275 0 0 MAT 1 57.63
## 276 0 1 MAT 1 75.20
## 277 0 2 None 0 0.00
## 278 1 0 MAT 1 75.00
## 279 0 0 MAT 1 53.04
## 280 0 1 None 0 0.00
## 281 0 0 None 0 0.00
## 282 0 0 None 0 0.00
## 283 1 1 K-MAT 1 88.00
## 286 0 1 MAT 1 63.00
## 292 0 1 CAT 1 80.00
## 293 0 1 MAT 1 63.79
## 294 0 0 K-MAT 1 95.50
## 295 0 0 MAT 1 84.00
## 296 0 0 MAT 1 49.00
## 297 0 1 MAT 1 67.00
## 299 0 0 None 0 0.00
## 300 1 2 MAT 1 64.00
## 302 0 0 MAT 1 55.00
## 303 0 0 K-MAT 1 76.20
## 304 0 2 MAT 1 89.00
## 305 0 0 MAT 1 73.00
## 306 0 0 MAT 1 44.20
## 308 0 1 MAT 1 57.00
## 309 0 1 MAT 1 35.00
## 311 0 0 K-MAT 1 62.00
## 312 0 1 None 0 0.00
## 313 0 1 XAT 1 74.00
## 314 0 0 None 0 0.00
## 316 0 0 PGCET 1 0.00
## 319 0 0 MAT 1 60.00
## 320 1 1 None 0 0.00
## 321 1 0 None 0 0.00
## 323 0 0 MAT 1 82.00
## 325 1 1 MAT 1 95.00
## 327 0 0 CAT 1 60.00
## 331 0 0 None 0 0.00
## 333 0 0 MAT 1 72.00
## 334 0 1 MAT 1 93.40
## 335 0 2 MAT 1 80.00
## 337 0 1 MAT 1 84.00
## 339 0 0 K-MAT 1 85.00
## 340 0 1 MAT 1 78.00
## 341 0 0 MAT 1 59.32
## 342 0 2 MAT 1 88.00
## 343 0 0 MAT 1 79.00
## 345 0 0 MAT 1 73.00
## 346 0 0 MAT 1 87.55
## 347 1 0 K-MAT 1 84.00
## 348 0 0 MAT 1 83.00
## 349 0 0 None 0 0.00
## 351 0 0 MAT 1 61.28
## 353 0 0 MAT 1 66.00
## 354 0 0 CAT 1 63.00
## 356 0 0 K-MAT 1 63.00
## 357 0 0 CAT 1 60.00
## 358 0 1 None 0 0.00
## 359 0 2 MAT 1 80.00
## 360 0 0 MAT 1 48.00
## 361 0 0 MAT 1 62.00
## 362 0 0 MAT 1 26.53
## 363 0 1 MAT 1 98.00
## 365 0 1 MAT 1 88.56
## 366 0 0 K-MAT 1 64.00
## 367 0 0 MAT 1 92.66
## 368 0 1 None 0 0.00
## 369 0 0 MAT 1 67.00
## 370 0 0 MAT 1 91.00
## 371 0 0 MAT 1 74.00
## 372 0 3 MAT 1 59.00
## 373 0 0 CAT 1 73.00
## 374 0 0 MAT 1 70.00
## 378 0 1 K-MAT 1 66.00
## 380 0 0 MAT 1 96.16
## 381 0 0 MAT 1 0.00
## 385 0 0 G-SAT 1 0.00
## 387 0 0 MAT 1 34.53
## 388 0 0 MAT 1 50.53
## 389 0 0 MAT 1 60.00
## 390 0 0 MAT 1 77.00
## S.TEST.SCORE Percent_MBA Specialization_MBA Marks_Communication
## 1 55.00 58.80 Marketing & HR 50
## 2 86.50 66.28 Marketing & Finance 69
## 3 0.00 52.91 Marketing & Finance 50
## 4 75.00 57.80 Marketing & Finance 54
## 5 66.00 59.43 Marketing & HR 52
## 6 0.00 56.81 Marketing & Finance 53
## 7 0.00 59.80 Marketing & HR 63
## 8 43.12 57.23 Marketing & Finance 74
## 9 96.80 55.50 Marketing & Finance 65
## 10 0.00 63.83 Marketing & HR 50
## 12 79.00 54.01 Marketing & Finance 54
## 13 55.00 51.58 Marketing & Finance 53
## 14 0.00 66.92 Marketing & Finance 70
## 15 33.00 58.21 Marketing & HR 50
## 17 0.00 58.94 Marketing & Finance 54
## 18 0.00 54.78 Marketing & HR 50
## 19 67.00 62.14 Marketing & Finance 54
## 21 70.00 63.26 Marketing & Finance 75
## 22 91.34 61.29 Marketing & Finance 63
## 23 35.00 62.51 Marketing & Finance 59
## 24 54.00 52.21 Marketing & Finance 53
## 25 62.00 60.85 Marketing & HR 57
## 26 75.00 60.77 Marketing & Finance 61
## 27 0.00 51.75 Marketing & HR 53
## 28 49.00 58.56 Marketing & Finance 50
## 29 60.00 63.70 Marketing & Finance 71
## 30 62.00 65.04 Marketing & HR 55
## 31 68.00 68.63 Marketing & Finance 71
## 32 0.00 57.68 Marketing & Finance 67
## 33 76.00 54.96 Marketing & HR 50
## 34 48.00 64.19 Marketing & HR 58
## 35 72.00 64.66 Marketing & Finance 57
## 36 60.00 62.54 Marketing & Finance 67
## 37 79.00 52.41 Marketing & IB 53
## 38 0.00 56.61 Marketing & HR 50
## 39 70.00 61.83 Marketing & HR 54
## 41 68.00 64.08 Marketing & HR 63
## 44 50.48 77.89 Marketing & Finance 82
## 45 50.00 56.70 Marketing & HR 55
## 46 0.00 57.74 Marketing & HR 58
## 47 95.00 69.06 Marketing & Finance 78
## 48 55.53 68.81 Marketing & IB 68
## 49 92.00 63.62 Marketing & Finance 62
## 50 0.00 53.42 Marketing & IB 56
## 51 97.40 74.01 Marketing & Finance 60
## 52 76.00 65.33 Marketing & Finance 65
## 53 74.00 62.80 Marketing & HR 55
## 54 0.00 58.53 Marketing & HR 53
## 55 94.00 57.55 Marketing & Finance 51
## 56 41.38 60.76 Marketing & Finance 53
## 57 68.00 57.69 Marketing & HR 54
## 58 73.35 64.15 Marketing & Finance 68
## 60 52.00 56.70 Marketing & HR 58
## 61 64.00 58.32 Marketing & HR 62
## 62 50.89 62.21 Marketing & HR 57
## 63 83.00 57.61 Marketing & Finance 50
## 65 88.00 72.78 Marketing & Finance 73
## 66 68.44 62.77 Marketing & HR 59
## 67 71.00 62.74 Marketing & HR 63
## 69 0.00 68.85 Marketing & Finance 71
## 70 58.00 55.47 Marketing & HR 58
## 71 53.70 56.86 Marketing & HR 53
## 72 93.00 62.56 Marketing & Finance 58
## 73 60.00 66.72 Marketing & Finance 71
## 74 65.00 69.76 Marketing & HR 67
## 76 95.00 62.90 Marketing & HR 68
## 77 89.00 69.70 Marketing & Finance 68
## 78 58.00 66.53 Marketing & HR 71
## 80 78.00 54.55 Marketing & Finance 50
## 81 64.00 62.46 Marketing & Finance 50
## 83 65.00 62.98 Marketing & HR 52
## 84 97.33 62.27 Marketing & Finance 72
## 85 67.00 62.65 Marketing & HR 54
## 86 0.00 57.83 Marketing & Finance 54
## 87 53.00 60.91 Marketing & Finance 56
## 90 87.00 71.04 Marketing & HR 70
## 91 78.00 65.56 Marketing & HR 66
## 92 71.00 52.71 Marketing & HR 56
## 93 0.00 55.10 Marketing & Finance 50
## 95 68.00 67.31 Marketing & Finance 53
## 96 68.00 66.88 Marketing & Finance 55
## 97 80.00 63.59 Marketing & Finance 60
## 99 74.00 57.99 Marketing & Finance 50
## 101 57.60 56.66 Marketing & Finance 54
## 102 60.00 57.24 Marketing & Finance 50
## 103 0.00 67.53 Marketing & Finance 60
## 104 61.60 62.48 Marketing & Finance 60
## 105 59.00 59.69 Marketing & Finance 62
## 106 0.00 52.82 Marketing & Finance 54
## 107 44.56 64.75 Marketing & Finance 64
## 108 13.00 57.76 Marketing & Finance 50
## 110 0.00 52.43 Marketing & Finance 54
## 111 78.00 76.72 Marketing & HR 87
## 113 0.00 69.35 Marketing & Finance 74
## 114 68.50 59.50 Marketing & HR 71
## 115 0.00 62.89 Marketing & HR 52
## 116 61.00 58.78 Marketing & Finance 52
## 117 89.69 57.10 Marketing & HR 55
## 118 0.00 59.10 Marketing & Finance 54
## 119 68.92 58.46 Marketing & HR 56
## 120 68.71 60.99 Marketing & Finance 67
## 121 79.00 59.24 Marketing & HR 58
## 122 70.00 68.07 Marketing & Finance 66
## 123 0.00 60.03 Marketing & HR 50
## 124 41.00 58.75 Marketing & IB 50
## 125 0.00 69.81 Marketing & Finance 56
## 126 89.00 65.45 Marketing & Finance 78
## 127 46.92 62.40 Marketing & Finance 60
## 129 50.00 60.43 Marketing & Finance 51
## 130 40.00 60.76 Marketing & Finance 51
## 131 95.00 66.94 Marketing & Finance 65
## 132 95.50 68.53 Marketing & Finance 54
## 133 96.00 61.41 Marketing & Finance 69
## 134 86.00 59.75 Marketing & Finance 54
## 135 0.00 55.02 Marketing & Finance 54
## 136 84.27 67.20 Marketing & Finance 52
## 137 74.00 67.00 Marketing & HR 66
## 138 61.00 64.27 Marketing & Finance 69
## 139 94.30 51.24 Marketing & Finance 53
## 140 69.00 57.65 Marketing & Finance 57
## 141 86.04 59.42 Marketing & Finance 50
## 142 75.00 67.99 Marketing & HR 76
## 143 67.00 62.35 Marketing & HR 56
## 145 40.00 62.01 Marketing & HR 52
## 146 86.00 70.20 Marketing & Finance 66
## 147 82.00 60.44 Marketing & Finance 65
## 148 84.00 66.69 Marketing & Finance 66
## 150 0.00 59.81 Marketing & HR 53
## 151 0.00 55.60 Marketing & Finance 53
## 152 55.00 62.00 Marketing & Finance 55
## 153 78.74 76.18 Marketing & Finance 69
## 154 67.00 57.03 Marketing & Finance 58
## 155 75.00 59.08 Marketing & HR 59
## 156 64.00 58.85 Marketing & Finance 52
## 157 58.00 64.36 Marketing & HR 60
## 158 62.00 62.36 Marketing & HR 68
## 159 92.00 68.03 Marketing & Finance 76
## 160 92.00 66.86 Marketing & Finance 60
## 161 67.00 62.79 Marketing & HR 63
## 163 72.00 59.47 Marketing & Finance 54
## 164 47.41 64.63 Marketing & HR 69
## 165 29.00 53.57 Marketing & HR 55
## 167 56.39 66.50 Marketing & Finance 74
## 168 53.88 54.97 Marketing & Finance 62
## 169 79.00 56.51 Marketing & Finance 58
## 170 95.46 62.16 Marketing & Finance 62
## 171 0.00 54.35 Marketing & Finance 52
## 172 66.00 64.44 Marketing & Finance 62
## 173 93.91 69.03 Marketing & Finance 70
## 174 70.00 57.31 Marketing & Finance 55
## 177 78.00 60.44 Marketing & HR 54
## 178 0.00 59.99 Marketing & HR 50
## 179 57.50 61.31 Marketing & Finance 62
## 180 67.00 55.42 Marketing & Finance 56
## 181 58.00 63.39 Marketing & HR 62
## 182 85.00 65.83 Marketing & HR 63
## 183 55.00 58.23 Marketing & HR 59
## 185 71.00 65.69 Marketing & Finance 58
## 186 95.00 67.83 Marketing & Finance 75
## 187 80.00 73.52 Marketing & HR 71
## 188 84.00 58.31 Marketing & Finance 50
## 189 0.00 53.37 Marketing & HR 52
## 190 0.00 56.11 Marketing & HR 57
## 192 0.00 63.36 Marketing & Finance 66
## 193 57.20 54.80 Marketing & HR 61
## 195 58.00 53.94 Marketing & HR 50
## 196 72.15 63.08 Marketing & Finance 79
## 197 53.70 55.01 Marketing & HR 50
## 198 89.00 60.50 Marketing & Finance 50
## 199 39.00 52.42 Marketing & HR 50
## 200 96.00 70.85 Marketing & Finance 53
## 201 80.00 67.05 Marketing & Finance 73
## 202 97.00 70.48 Marketing & HR 66
## 203 82.66 64.34 Marketing & Finance 58
## 205 55.67 71.49 Marketing & HR 80
## 206 85.00 59.99 Marketing & HR 65
## 207 14.99 57.98 Marketing & Finance 56
## 208 80.40 71.00 Marketing & Finance 83
## 209 60.00 56.70 Marketing & HR 52
## 210 64.00 61.26 Marketing & HR 53
## 211 75.00 73.33 Marketing & Finance 82
## 212 0.00 59.50 Marketing & HR 52
## 213 70.00 68.20 Marketing & Finance 55
## 214 55.50 58.40 Marketing & HR 57
## 215 81.20 76.26 Marketing & HR 83
## 216 84.00 70.71 Marketing & IB 72
## 217 86.00 61.79 Marketing & HR 67
## 218 90.00 68.55 Marketing & Finance 58
## 219 89.95 67.54 Marketing & HR 81
## 221 65.00 69.94 Marketing & HR 69
## 222 80.00 60.78 Marketing & Finance 62
## 223 74.40 53.49 Marketing & HR 60
## 224 0.00 73.87 Marketing & Finance 77
## 225 65.00 60.98 Marketing & HR 55
## 227 94.00 67.13 Marketing & Finance 70
## 228 43.00 58.73 Marketing & Finance 58
## 229 55.60 65.63 Marketing & HR 66
## 230 78.00 61.58 Marketing & Finance 54
## 232 65.00 60.95 Marketing & Finance 52
## 233 56.00 60.41 Marketing & HR 53
## 234 0.00 60.00 Marketing & HR 57
## 235 96.00 71.77 Marketing & Finance 68
## 237 58.00 54.43 Marketing & Finance 50
## 238 0.00 57.24 Marketing & Finance 50
## 239 56.00 56.94 Marketing & Finance 57
## 242 60.00 61.29 Marketing & Finance 66
## 243 89.00 60.39 Marketing & Finance 52
## 244 39.00 51.73 Marketing & HR 50
## 245 65.00 59.54 Marketing & Finance 55
## 246 66.60 56.75 Marketing & Finance 52
## 247 40.00 58.95 Marketing & HR 53
## 249 72.00 63.23 Marketing & HR 63
## 250 85.00 55.14 Marketing & HR 50
## 251 83.00 62.28 Marketing & Finance 52
## 253 57.00 64.08 Marketing & Finance 66
## 254 64.25 58.54 Marketing & HR 54
## 255 0.00 62.89 Marketing & Finance 55
## 256 40.00 55.67 Marketing & HR 53
## 257 0.00 68.55 Marketing & HR 69
## 259 56.00 61.30 Marketing & Finance 71
## 260 83.00 58.87 Marketing & Finance 55
## 261 98.00 65.25 Marketing & Finance 67
## 262 0.00 69.08 Marketing & Finance 70
## 263 86.00 62.48 Marketing & Finance 59
## 264 70.00 53.20 Marketing & Finance 53
## 265 0.00 59.84 Marketing & HR 55
## 267 80.00 52.72 Marketing & HR 62
## 268 93.40 55.03 Marketing & Finance 51
## 270 62.00 60.59 Marketing & HR 52
## 271 75.00 72.29 Marketing & HR 83
## 273 49.70 59.71 Marketing & HR 64
## 274 0.00 53.47 Marketing & HR 73
## 275 57.63 62.72 Marketing & HR 63
## 276 75.20 66.06 Marketing & Finance 66
## 277 0.00 69.67 Marketing & Finance 62
## 278 75.00 66.46 Marketing & Finance 63
## 279 53.04 65.52 Marketing & Finance 63
## 280 0.00 56.78 Marketing & HR 56
## 281 0.00 67.06 Marketing & HR 72
## 282 0.00 71.86 Marketing & Finance 79
## 283 88.00 70.10 Marketing & HR 69
## 286 63.00 52.38 Marketing & HR 53
## 292 80.00 66.39 Marketing & Finance 60
## 293 63.79 66.04 Marketing & Finance 64
## 294 95.50 72.97 Marketing & HR 83
## 295 84.00 52.64 Marketing & HR 50
## 296 49.00 64.79 Marketing & Finance 73
## 297 67.00 59.32 Marketing & HR 50
## 299 0.00 66.90 Marketing & Finance 68
## 300 64.00 66.23 Marketing & Finance 65
## 302 55.00 57.90 Marketing & HR 66
## 303 76.20 58.67 Marketing & HR 54
## 304 89.00 70.81 Marketing & Finance 73
## 305 73.00 68.07 Marketing & HR 66
## 306 44.20 62.00 Marketing & Finance 52
## 308 57.00 56.60 Marketing & Finance 50
## 309 35.00 54.04 Marketing & HR 56
## 311 62.00 64.28 Marketing & HR 56
## 312 0.00 66.00 Marketing & HR 60
## 313 74.00 68.68 Marketing & Finance 63
## 314 0.00 59.15 Marketing & Finance 50
## 316 0.00 54.12 Marketing & IB 51
## 319 60.00 61.82 Marketing & HR 57
## 320 0.00 66.28 Marketing & HR 75
## 321 0.00 67.96 Marketing & HR 64
## 323 82.00 71.43 Marketing & HR 68
## 325 95.00 64.86 Marketing & Finance 68
## 327 60.00 66.63 Marketing & Finance 64
## 331 0.00 66.61 Marketing & Finance 70
## 333 72.00 61.01 Marketing & Finance 53
## 334 93.40 57.34 Marketing & Finance 60
## 335 80.00 56.63 Marketing & HR 51
## 337 84.00 58.95 Marketing & HR 50
## 339 85.00 54.50 Marketing & Finance 52
## 340 78.00 54.48 Marketing & Finance 53
## 341 59.32 69.71 Marketing & HR 76
## 342 88.00 71.96 Marketing & HR 66
## 343 79.00 63.91 Marketing & HR 56
## 345 73.00 55.80 Marketing & IB 56
## 346 87.55 52.81 Marketing & Finance 54
## 347 84.00 56.12 Marketing & Finance 60
## 348 83.00 53.37 Marketing & Finance 54
## 349 0.00 62.95 Marketing & Finance 65
## 351 61.28 60.11 Marketing & HR 62
## 353 66.00 58.30 Marketing & HR 50
## 354 63.00 69.12 Marketing & Finance 57
## 356 63.00 56.98 Marketing & Finance 52
## 357 60.00 63.42 Marketing & HR 74
## 358 0.00 69.52 Marketing & Finance 69
## 359 80.00 67.69 Marketing & Finance 84
## 360 48.00 52.64 Marketing & IB 57
## 361 62.00 56.81 Marketing & Finance 50
## 362 26.53 60.39 Marketing & Finance 72
## 363 98.00 60.04 Marketing & Finance 50
## 365 88.56 71.55 Marketing & Finance 74
## 366 64.00 56.45 Marketing & HR 58
## 367 92.66 62.92 Marketing & HR 55
## 368 0.00 55.40 Marketing & HR 50
## 369 67.00 56.49 Marketing & Finance 53
## 370 91.00 74.49 Marketing & Finance 85
## 371 74.00 53.62 Marketing & Finance 50
## 372 59.00 69.72 Marketing & Finance 63
## 373 73.00 65.80 Marketing & HR 72
## 374 70.00 60.23 Marketing & HR 59
## 378 66.00 66.22 Marketing & Finance 80
## 380 96.16 77.30 Marketing & HR 88
## 381 0.00 53.19 Marketing & Finance 53
## 385 0.00 61.00 Marketing & Finance 58
## 387 34.53 58.63 Marketing & HR 62
## 388 50.53 59.50 Marketing & Finance 70
## 389 60.00 61.63 Marketing & IB 73
## 390 77.00 70.17 Marketing & Finance 67
## Marks_Projectwork Marks_BOCA Placement Placement_B Salary
## 1 65 74 Placed 1 270000
## 2 70 75 Placed 1 200000
## 3 61 59 Placed 1 240000
## 4 66 62 Placed 1 250000
## 5 65 67 Placed 1 180000
## 6 70 53 Placed 1 300000
## 7 56 50 Placed 1 260000
## 8 72 50 Placed 1 235000
## 9 76 70 Placed 1 425000
## 10 59 77 Placed 1 240000
## 12 78 54 Placed 1 250000
## 13 52 58 Placed 1 180000
## 14 73 64 Placed 1 428000
## 15 68 63 Placed 1 450000
## 17 56 50 Placed 1 300000
## 18 57 50 Placed 1 240000
## 19 78 62 Placed 1 252000
## 21 72 57 Placed 1 280000
## 22 63 75 Placed 1 231000
## 23 76 56 Placed 1 224000
## 24 74 50 Placed 1 120000
## 25 62 72 Placed 1 260000
## 26 73 62 Placed 1 300000
## 27 51 50 Placed 1 120000
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## 31 86 54 Placed 1 218000
## 32 74 53 Placed 1 360000
## 33 63 59 Placed 1 150000
## 34 57 80 Placed 1 250000
## 35 74 81 Placed 1 200000
## 36 66 58 Placed 1 300000
## 37 57 54 Placed 1 330000
## 38 71 59 Placed 1 265000
## 39 71 68 Placed 1 340000
## 41 79 77 Placed 1 177600
## 44 80 68 Placed 1 236000
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## 46 64 52 Placed 1 200000
## 47 73 80 Placed 1 393000
## 48 63 60 Placed 1 360000
## 49 87 73 Placed 1 300000
## 50 60 56 Placed 1 250000
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## 52 75 69 Placed 1 180000
## 53 59 82 Placed 1 180000
## 54 66 55 Placed 1 270000
## 55 60 71 Placed 1 240000
## 56 73 78 Placed 1 300000
## 57 70 58 Placed 1 265000
## 58 78 65 Placed 1 350000
## 60 63 50 Placed 1 250000
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## 63 74 74 Placed 1 150000
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## 66 68 60 Placed 1 180000
## 67 71 62 Placed 1 300000
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## 70 59 58 Placed 1 320000
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## 72 67 70 Placed 1 411000
## 73 69 67 Placed 1 287000
## 74 70 79 Placed 1 198000
## 76 59 72 Placed 1 300000
## 77 77 76 Placed 1 200000
## 78 58 50 Placed 1 180000
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## 83 58 75 Placed 1 200000
## 84 80 65 Placed 1 275000
## 85 65 53 Placed 1 192000
## 86 78 65 Placed 1 240000
## 87 73 69 Placed 1 300000
## 90 73 84 Placed 1 450000
## 91 84 77 Placed 1 216000
## 92 67 52 Placed 1 220000
## 93 57 50 Placed 1 216000
## 95 76 78 Placed 1 300000
## 96 70 62 Placed 1 240000
## 97 72 58 Placed 1 360000
## 99 66 60 Placed 1 268000
## 101 63 62 Placed 1 265000
## 102 67 51 Placed 1 260000
## 103 76 77 Placed 1 240000
## 104 77 62 Placed 1 300000
## 105 79 71 Placed 1 240000
## 106 53 50 Placed 1 180000
## 107 67 66 Placed 1 240000
## 108 76 50 Placed 1 400000
## 110 64 56 Placed 1 180000
## 111 79 65 Placed 1 250000
## 113 68 84 Placed 1 295000
## 114 64 59 Placed 1 180000
## 115 61 69 Placed 1 300000
## 116 68 74 Placed 1 240000
## 117 63 59 Placed 1 120000
## 118 59 61 Placed 1 250000
## 119 64 71 Placed 1 275000
## 120 77 60 Placed 1 275000
## 121 64 74 Placed 1 150000
## 122 64 73 Placed 1 275000
## 123 73 58 Placed 1 300000
## 124 58 57 Placed 1 240000
## 125 68 70 Placed 1 336000
## 126 73 68 Placed 1 360000
## 127 66 56 Placed 1 280000
## 129 69 80 Placed 1 325000
## 130 73 66 Placed 1 204000
## 131 73 81 Placed 1 240000
## 132 67 77 Placed 1 240000
## 133 68 70 Placed 1 336000
## 134 68 60 Placed 1 218000
## 135 56 50 Placed 1 216000
## 136 70 71 Placed 1 336000
## 137 64 64 Placed 1 190000
## 138 69 61 Placed 1 230000
## 139 50 50 Placed 1 390000
## 140 79 62 Placed 1 500000
## 141 67 58 Placed 1 270000
## 142 64 71 Placed 1 150000
## 143 67 52 Placed 1 240000
## 145 69 64 Placed 1 276000
## 146 64 75 Placed 1 300000
## 147 77 57 Placed 1 168000
## 148 69 58 Placed 1 300000
## 150 66 78 Placed 1 270000
## 151 75 52 Placed 1 360000
## 152 71 75 Placed 1 300000
## 153 84 82 Placed 1 400000
## 154 72 57 Placed 1 220000
## 155 67 62 Placed 1 180000
## 156 73 67 Placed 1 180000
## 157 63 71 Placed 1 210000
## 158 75 79 Placed 1 210000
## 159 69 74 Placed 1 300000
## 160 50 77 Placed 1 290000
## 161 66 74 Placed 1 180000
## 163 73 63 Placed 1 230000
## 164 75 51 Placed 1 282000
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## 167 69 56 Placed 1 180000
## 168 64 64 Placed 1 260000
## 169 61 50 Placed 1 400000
## 170 72 73 Placed 1 420000
## 171 73 67 Placed 1 144000
## 172 77 96 Placed 1 300000
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## 174 72 55 Placed 1 220000
## 177 70 60 Placed 1 380000
## 178 64 64 Placed 1 290000
## 179 73 54 Placed 1 300000
## 180 75 52 Placed 1 252000
## 181 64 57 Placed 1 280000
## 182 64 79 Placed 1 240000
## 183 72 68 Placed 1 360000
## 185 75 73 Placed 1 180000
## 186 79 75 Placed 1 450000
## 187 64 71 Placed 1 200000
## 188 64 72 Placed 1 300000
## 189 50 50 Placed 1 350000
## 190 70 71 Placed 1 550000
## 192 70 65 Placed 1 250000
## 193 75 50 Placed 1 250000
## 195 70 55 Placed 1 250000
## 196 66 54 Placed 1 280000
## 197 64 60 Placed 1 250000
## 198 79 70 Placed 1 216000
## 199 70 53 Placed 1 204000
## 200 76 72 Placed 1 300000
## 201 73 58 Placed 1 240000
## 202 62 78 Placed 1 276000
## 203 74 68 Placed 1 940000
## 205 77 58 Placed 1 250000
## 206 79 73 Placed 1 300000
## 207 77 61 Placed 1 180000
## 208 73 64 Placed 1 236000
## 209 60 72 Placed 1 240000
## 210 56 80 Placed 1 250000
## 211 67 61 Placed 1 350000
## 212 69 67 Placed 1 210000
## 213 76 61 Placed 1 210000
## 214 74 60 Placed 1 250000
## 215 75 79 Placed 1 400000
## 216 63 70 Placed 1 300000
## 217 79 68 Placed 1 480000
## 218 81 78 Placed 1 250000
## 219 71 62 Placed 1 320000
## 221 70 76 Placed 1 385000
## 222 76 51 Placed 1 360000
## 223 67 61 Placed 1 300000
## 224 74 69 Placed 1 375000
## 225 69 58 Placed 1 250000
## 227 69 63 Placed 1 250000
## 228 73 61 Placed 1 275000
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## 238 65 78 Placed 1 265000
## 239 65 50 Placed 1 265000
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## 243 65 60 Placed 1 300000
## 244 68 50 Placed 1 180000
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## 247 60 58 Placed 1 263000
## 249 69 69 Placed 1 400000
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## 262 74 73 Placed 1 300000
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## 264 62 53 Placed 1 250000
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## 268 50 77 Placed 1 300000
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## 271 62 66 Placed 1 300000
## 273 74 54 Placed 1 270000
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## 277 65 81 Placed 1 400000
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## 279 74 56 Placed 1 250000
## 280 75 70 Placed 1 300000
## 281 62 73 Placed 1 240000
## 282 73 66 Placed 1 300000
## 283 77 73 Placed 1 240000
## 286 58 56 Placed 1 240000
## 292 71 68 Placed 1 476000
## 293 72 59 Placed 1 290000
## 294 76 74 Placed 1 690000
## 295 62 56 Placed 1 300000
## 296 70 73 Placed 1 250000
## 297 67 59 Placed 1 162000
## 299 68 76 Placed 1 260000
## 300 82 79 Placed 1 500000
## 302 69 77 Placed 1 220000
## 303 66 57 Placed 1 270000
## 304 68 80 Placed 1 650000
## 305 70 75 Placed 1 350000
## 306 69 75 Placed 1 300000
## 308 72 65 Placed 1 265000
## 309 65 50 Placed 1 180000
## 311 77 83 Placed 1 300000
## 312 66 75 Placed 1 300000
## 313 79 74 Placed 1 300000
## 314 65 63 Placed 1 220000
## 316 72 63 Placed 1 240000
## 319 72 50 Placed 1 276000
## 320 70 59 Placed 1 250000
## 321 64 79 Placed 1 180000
## 323 75 80 Placed 1 252000
## 325 81 70 Placed 1 280000
## 327 77 62 Placed 1 350000
## 331 77 83 Placed 1 216000
## 333 72 63 Placed 1 264000
## 334 68 57 Placed 1 270000
## 335 70 67 Placed 1 300000
## 337 59 59 Placed 1 275000
## 339 50 50 Placed 1 300000
## 340 68 77 Placed 1 250000
## 341 77 66 Placed 1 260000
## 342 77 78 Placed 1 185000
## 343 61 60 Placed 1 216000
## 345 57 53 Placed 1 265000
## 346 60 67 Placed 1 300000
## 347 66 68 Placed 1 325000
## 348 60 53 Placed 1 267000
## 349 71 54 Placed 1 264000
## 351 72 65 Placed 1 240000
## 353 59 50 Placed 1 260000
## 354 77 78 Placed 1 240000
## 356 62 54 Placed 1 250000
## 357 69 51 Placed 1 180000
## 358 74 71 Placed 1 366000
## 359 70 73 Placed 1 210000
## 360 71 58 Placed 1 250000
## 361 73 50 Placed 1 250000
## 362 56 62 Placed 1 426000
## 363 60 62 Placed 1 270000
## 365 77 54 Placed 1 300000
## 366 66 69 Placed 1 132000
## 367 71 82 Placed 1 144000
## 368 67 50 Placed 1 220000
## 369 71 74 Placed 1 216000
## 370 85 83 Placed 1 400000
## 371 74 50 Placed 1 275000
## 372 71 61 Placed 1 295000
## 373 75 78 Placed 1 360000
## 374 61 60 Placed 1 204000
## 378 63 55 Placed 1 350000
## 380 80 63 Placed 1 300000
## 381 68 62 Placed 1 180000
## 385 63 67 Placed 1 252000
## 387 57 56 Placed 1 162000
## 388 59 56 Placed 1 450000
## 389 73 54 Placed 1 240000
## 390 77 57 Placed 1 300000TASK 3 (d)
Use R to find the median salary of students who were placed.
median(placed.df$Salary)## [1] 260000TASK 3 (e)
Use R to create a table showing the mean salary of males and females, who were placed.
aggregate(placed.df$Salary,by = list(Gender = placed.df$Gender),mean)## Gender x
## 1 F 253068.0
## 2 M 284241.9TASK 3 (f)
Use R to generate the following histogram showing a breakup of the MBA performance of the students who were placed.
library(lattice)
histogram(~ placed.df$Percent_MBA,type = "count",col="grey",
xlim = c(50,85),
ylim = c(0,200),
xlab = "MBA Percentage",
main = "MBA performance of placed students",
breaks = 3)
TASK 3 (g)
Create a dataframe called notplaced, that contains a subset of only those students who were NOT placed after their MBA.
notplaced.df <- deandilemma.df[which(deandilemma.df$Placement_B==0),]
notplaced.df## SlNo Gender Gender.B Percent_SSC Board_SSC Board_CBSE Board_ICSE
## 11 11 F 1 79.60 Others 0 0
## 16 16 F 1 49.00 Others 0 0
## 20 20 M 0 66.00 Others 0 0
## 40 40 F 1 60.00 CBSE 1 0
## 42 42 F 1 40.00 CBSE 1 0
## 43 43 M 0 77.12 Others 0 0
## 59 59 M 0 70.00 CBSE 1 0
## 64 64 M 0 53.00 Others 0 0
## 68 68 M 0 54.00 CBSE 1 0
## 75 75 M 0 52.00 Others 0 0
## 79 79 F 1 78.89 Others 0 0
## 82 82 F 1 53.00 Others 0 0
## 88 88 M 0 75.00 Others 0 0
## 89 89 F 1 43.89 Others 0 0
## 94 94 M 0 40.50 Others 0 0
## 98 98 M 0 58.00 ICSE 0 1
## 100 100 F 1 50.00 CBSE 1 0
## 109 109 M 0 52.50 Others 0 0
## 112 112 F 1 44.00 CBSE 1 0
## 128 128 F 1 80.32 Others 0 0
## 144 144 F 1 61.00 Others 0 0
## 149 149 M 0 55.00 Others 0 0
## 162 162 M 0 54.16 ICSE 0 1
## 166 166 M 0 55.00 CBSE 1 0
## 175 175 M 0 59.00 ICSE 0 1
## 176 176 F 1 48.00 Others 0 0
## 184 184 M 0 64.00 ICSE 0 1
## 191 191 M 0 55.00 ICSE 0 1
## 194 194 M 0 56.00 Others 0 0
## 204 204 M 0 63.00 Others 0 0
## 220 220 M 0 70.00 CBSE 1 0
## 226 226 F 1 80.32 Others 0 0
## 231 231 F 1 64.00 Others 0 0
## 236 236 F 1 49.80 CBSE 1 0
## 240 240 M 0 74.00 CBSE 1 0
## 241 241 M 0 61.00 ICSE 0 1
## 248 248 M 0 55.00 Others 0 0
## 252 252 M 0 54.00 CBSE 1 0
## 258 258 M 0 54.07 Others 0 0
## 266 266 M 0 56.57 Others 0 0
## 269 269 M 0 75.00 Others 0 0
## 272 272 M 0 61.00 CBSE 1 0
## 284 284 F 1 68.30 ICSE 0 1
## 285 285 M 0 55.84 ICSE 0 1
## 287 287 M 0 75.90 Others 0 0
## 288 288 M 0 77.00 CBSE 1 0
## 289 289 F 1 51.00 CBSE 1 0
## 290 290 M 0 64.96 Others 0 0
## 291 291 F 1 71.40 Others 0 0
## 298 298 F 1 67.67 ICSE 0 1
## 301 301 M 0 68.00 Others 0 0
## 307 307 F 1 85.80 CBSE 1 0
## 310 310 M 0 67.00 ICSE 0 1
## 315 315 F 1 68.00 Others 0 0
## 317 317 M 0 57.00 Others 0 0
## 318 318 F 1 37.30 Others 0 0
## 322 322 F 1 61.28 Others 0 0
## 324 324 F 1 55.00 ICSE 0 1
## 326 326 M 0 66.80 Others 0 0
## 328 328 F 1 59.00 ICSE 0 1
## 329 329 M 0 65.00 ICSE 0 1
## 330 330 F 1 69.00 Others 0 0
## 332 332 M 0 63.68 Others 0 0
## 336 336 M 0 57.00 Others 0 0
## 338 338 M 0 56.00 ICSE 0 1
## 344 344 F 1 56.00 ICSE 0 1
## 350 350 M 0 59.20 CBSE 1 0
## 352 352 F 1 84.00 ICSE 0 1
## 355 355 M 0 56.00 Others 0 0
## 364 364 M 0 44.00 CBSE 1 0
## 375 375 F 1 52.00 Others 0 0
## 376 376 M 0 67.00 ICSE 0 1
## 377 377 M 0 46.00 CBSE 1 0
## 379 379 M 0 53.80 Others 0 0
## 382 382 M 0 67.00 Others 0 0
## 383 383 F 1 58.29 Others 0 0
## 384 384 M 0 61.00 Others 0 0
## 386 386 M 0 70.00 CBSE 1 0
## 391 391 M 0 74.00 Others 0 0
## Percent_HSC Board_HSC Stream_HSC Percent_Degree Course_Degree
## 11 87.00 ISC Commerce 72.35 Management
## 16 52.20 Others Commerce 85.00 Commerce
## 20 46.00 Others Commerce 65.00 Management
## 40 75.00 CBSE Commerce 68.00 Commerce
## 42 40.00 Others Commerce 51.00 Management
## 43 85.00 Others Commerce 56.77 Management
## 59 75.00 CBSE Commerce 60.00 Commerce
## 64 55.00 Others Commerce 42.00 Commerce
## 68 47.00 CBSE Commerce 59.00 Management
## 75 42.00 CBSE Science 69.00 Others
## 79 79.98 Others Science 71.60 Management
## 82 40.00 Others Arts 54.00 Arts
## 88 65.00 Others Science 59.00 Computer Applications
## 89 48.83 Others Commerce 55.00 Commerce
## 94 60.14 Others Commerce 52.37 Commerce
## 98 78.00 ISC Commerce 63.00 Commerce
## 100 69.00 CBSE Commerce 42.00 Arts
## 109 53.40 Others Commerce 55.21 Management
## 112 51.00 CBSE Commerce 45.00 Commerce
## 128 76.83 Others Commerce 76.30 Management
## 144 49.00 Others Science 63.00 Computer Applications
## 149 52.00 Others Commerce 54.20 Management
## 162 57.40 ISC Commerce 54.52 Management
## 166 70.00 CBSE Commerce 56.00 Commerce
## 175 90.00 Others Commerce 67.00 Computer Applications
## 176 62.00 Others Commerce 62.00 Management
## 184 69.00 Others Science 60.00 Engineering
## 191 68.00 Others Science 71.00 Science
## 194 59.00 Others Science 65.00 Science
## 204 43.00 Others Science 63.00 Management
## 220 73.00 Others Commerce 64.00 Management
## 226 55.00 Others Science 50.00 Engineering
## 231 68.00 Others Science 61.00 Engineering
## 236 51.20 CBSE Commerce 46.22 Commerce
## 240 69.00 CBSE Science 64.00 Management
## 241 50.00 ISC Science 62.00 Science
## 248 53.00 Others Arts 65.00 Management
## 252 59.20 CBSE Commerce 49.20 Commerce
## 258 70.33 Others Commerce 59.00 Commerce
## 266 82.66 Others Commerce 63.90 Commerce
## 269 68.00 Others Science 68.00 Computer Applications
## 272 52.00 Others Science 50.00 Commerce
## 284 86.33 Others Commerce 80.00 Management
## 285 54.00 ISC Arts 57.00 Management
## 287 70.00 Others Science 73.00 Engineering
## 288 69.20 CBSE Commerce 61.00 Commerce
## 289 56.00 CBSE Commerce 62.00 Commerce
## 290 45.16 Others Science 65.26 Computer Applications
## 291 75.20 Others Commerce 64.00 Management
## 298 75.00 Others Commerce 67.80 Commerce
## 301 67.00 Others Science 69.00 Engineering
## 307 69.00 CBSE Science 68.20 Engineering
## 310 65.33 Others Science 68.21 Engineering
## 315 48.00 Others Science 72.00 Computer Applications
## 317 73.00 Others Arts 59.00 Arts
## 318 44.40 Others Commerce 35.00 Commerce
## 322 70.83 Others Commerce 63.79 Management
## 324 69.00 ISC Commerce 65.00 Commerce
## 326 50.00 Others Commerce 56.38 Commerce
## 328 85.60 Others Commerce 75.20 Management
## 329 65.00 ISC Science 75.00 Computer Applications
## 330 78.20 CBSE Commerce 65.00 Management
## 332 58.19 Others Commerce 72.24 Commerce
## 336 60.00 Others Commerce 60.30 Management
## 338 58.00 ISC Commerce 67.00 Management
## 344 74.60 ISC Commerce 60.20 Commerce
## 350 68.00 Others Science 60.00 Management
## 352 87.00 ISC Commerce 75.00 Management
## 355 42.00 ISC Science 59.00 Computer Applications
## 364 45.00 CBSE Science 64.00 Management
## 375 52.80 Others Commerce 59.52 Management
## 376 63.00 Others Science 55.00 Management
## 377 54.00 Others Commerce 65.00 Management
## 379 46.30 Others Science 66.10 Management
## 382 76.00 Others Commerce 60.00 Management
## 383 55.00 Others Science 61.00 Management
## 384 53.00 Others Commerce 65.00 Management
## 386 55.00 Others Science 72.00 Management
## 391 85.00 Others Commerce 60.00 Commerce
## Degree_Engg Experience_Yrs Entrance_Test S.TEST Percentile_ET
## 11 0 0 K-MAT 1 98.69
## 16 0 0 MAT 1 74.28
## 20 0 0 PGCET 1 0.00
## 40 0 1 MAT 1 60.00
## 42 0 0 PGCET 1 49.00
## 43 0 0 CAT 1 35.00
## 59 0 0 MAT 1 77.00
## 64 0 0 None 0 0.00
## 68 0 0 MAT 1 64.00
## 75 0 0 MAT 1 63.00
## 79 0 0 MAT 1 68.00
## 82 0 1 MAT 1 65.00
## 88 0 1 None 0 0.00
## 89 0 2 MAT 1 71.20
## 94 0 1 MAT 1 42.26
## 98 0 0 None 0 0.00
## 100 0 0 None 0 0.00
## 109 0 1 None 0 0.00
## 112 0 0 None 0 0.00
## 128 0 0 MAT 1 47.31
## 144 0 0 K-MAT 1 43.50
## 149 0 0 CAT 1 20.00
## 162 0 1 MAT 1 22.95
## 166 0 0 MAT 1 72.00
## 175 0 0 MAT 1 50.00
## 176 0 1 MAT 1 56.39
## 184 1 0 MAT 1 85.00
## 191 0 1 MAT 1 86.00
## 194 0 2 MAT 1 60.00
## 204 0 0 MAT 1 73.00
## 220 0 0 MAT 1 84.00
## 226 1 0 PGCET 1 0.00
## 231 1 0 MAT 1 24.38
## 236 0 2 None 0 0.00
## 240 0 1 MAT 1 60.00
## 241 0 2 None 0 0.00
## 248 0 0 MAT 1 60.00
## 252 0 0 None 0 0.00
## 258 0 1 MAT 1 48.38
## 266 0 1 MAT 1 56.15
## 269 0 0 MAT 1 60.00
## 272 0 1 None 0 0.00
## 284 0 0 MAT 1 80.00
## 285 0 1 PGCET 1 0.00
## 287 1 1 MAT 1 58.10
## 288 0 0 None 0 0.00
## 289 0 1 MAT 1 60.00
## 290 0 1 MAT 1 54.48
## 291 0 0 MAT 1 58.06
## 298 0 0 MAT 1 49.94
## 301 1 0 MAT 1 87.50
## 307 1 0 MAT 1 75.50
## 310 1 0 MAT 1 63.00
## 315 0 0 None 0 0.00
## 317 0 1 MAT 1 75.00
## 318 0 0 None 0 0.00
## 322 0 0 MAT 1 60.00
## 324 0 0 MAT 1 55.00
## 326 0 1 MAT 1 57.00
## 328 0 0 MAT 1 95.65
## 329 0 0 K-MAT 1 93.00
## 330 0 0 MAT 1 50.00
## 332 0 0 MAT 1 36.56
## 336 0 0 MAT 1 59.00
## 338 0 0 None 0 0.00
## 344 0 2 None 0 0.00
## 350 0 1 MAT 1 79.00
## 352 0 0 CAT 1 80.00
## 355 0 2 None 0 0.00
## 364 0 0 MAT 1 97.00
## 375 0 0 MAT 1 33.91
## 376 0 0 MAT 1 89.00
## 377 0 0 MAT 1 71.32
## 379 0 0 MAT 1 30.71
## 382 0 0 MAT 1 48.38
## 383 0 0 K-MAT 1 71.00
## 384 0 0 MAT 1 46.47
## 386 0 0 CAT 1 50.00
## 391 0 0 MAT 1 58.89
## S.TEST.SCORE Percent_MBA Specialization_MBA Marks_Communication
## 11 98.69 69.78 Marketing & HR 71
## 16 74.28 53.29 Marketing & Finance 50
## 20 0.00 54.65 Marketing & Finance 53
## 40 60.00 67.28 Marketing & Finance 58
## 42 49.00 51.75 Marketing & Finance 50
## 43 35.00 56.34 Marketing & IB 56
## 59 77.00 51.29 Marketing & Finance 60
## 64 0.00 52.56 Marketing & Finance 50
## 68 64.00 51.45 Marketing & Finance 64
## 75 63.00 51.21 Marketing & Finance 51
## 79 68.00 71.63 Marketing & HR 71
## 82 65.00 56.11 Marketing & HR 54
## 88 0.00 56.19 Marketing & Finance 57
## 89 71.20 65.49 Marketing & HR 66
## 94 42.26 61.31 Marketing & Finance 56
## 98 0.00 60.29 Marketing & Finance 54
## 100 0.00 56.45 Marketing & HR 50
## 109 0.00 72.00 Marketing & Finance 73
## 112 0.00 54.76 Marketing & Finance 50
## 128 47.31 71.15 Marketing & Finance 74
## 144 43.50 67.13 Marketing & HR 59
## 149 20.00 55.83 Marketing & Finance 54
## 162 22.95 58.00 Marketing & Finance 55
## 166 72.00 55.41 Marketing & HR 59
## 175 50.00 59.47 Marketing & Finance 63
## 176 56.39 64.95 Marketing & HR 72
## 184 85.00 55.30 Marketing & HR 54
## 191 86.00 56.09 Marketing & HR 58
## 194 60.00 60.64 Marketing & HR 54
## 204 73.00 58.81 Marketing & IB 59
## 220 84.00 64.15 Marketing & Finance 52
## 226 0.00 62.29 Marketing & IB 67
## 231 24.38 62.83 Marketing & HR 57
## 236 0.00 57.32 Marketing & Finance 50
## 240 60.00 61.90 Marketing & HR 59
## 241 0.00 61.22 Marketing & HR 52
## 248 60.00 58.52 Marketing & Finance 54
## 252 0.00 52.32 Marketing & Finance 52
## 258 48.38 55.87 Marketing & HR 58
## 266 56.15 65.99 Marketing & HR 69
## 269 60.00 61.87 Marketing & Finance 61
## 272 0.00 65.13 Marketing & Finance 65
## 284 80.00 74.56 Marketing & Finance 71
## 285 0.00 54.99 Marketing & HR 50
## 287 58.10 75.71 Marketing & Finance 70
## 288 0.00 57.16 Marketing & HR 58
## 289 60.00 58.79 Marketing & HR 61
## 290 54.48 65.48 Marketing & HR 69
## 291 58.06 69.28 Marketing & HR 61
## 298 49.94 67.44 Marketing & Finance 72
## 301 87.50 60.69 Marketing & IB 61
## 307 75.50 72.14 Marketing & HR 74
## 310 63.00 60.02 Marketing & HR 76
## 315 0.00 63.83 Marketing & HR 58
## 317 75.00 59.81 Marketing & Finance 53
## 318 0.00 61.66 Marketing & Finance 62
## 322 60.00 57.29 Marketing & HR 54
## 324 55.00 62.93 Marketing & Finance 50
## 326 57.00 56.13 Marketing & Finance 50
## 328 95.65 66.94 Marketing & Finance 73
## 329 93.00 63.94 Marketing & HR 73
## 330 50.00 62.50 Marketing & Finance 65
## 332 36.56 66.18 Marketing & Finance 71
## 336 59.00 64.74 Marketing & Finance 67
## 338 0.00 65.28 Marketing & Finance 62
## 344 0.00 63.53 Marketing & Finance 65
## 350 79.00 58.44 Marketing & HR 52
## 352 80.00 72.21 Marketing & Finance 79
## 355 0.00 51.48 Marketing & Finance 50
## 364 97.00 53.39 Marketing & Finance 60
## 375 33.91 62.42 Marketing & Finance 68
## 376 89.00 60.22 Marketing & HR 66
## 377 71.32 52.36 Marketing & Finance 50
## 379 30.71 56.00 Marketing & Finance 53
## 382 48.38 50.83 Marketing & HR 54
## 383 71.00 56.81 Marketing & Finance 64
## 384 46.47 59.14 Marketing & HR 54
## 386 50.00 67.94 Marketing & Finance 77
## 391 58.89 60.36 Marketing & Finance 64
## Marks_Projectwork Marks_BOCA Placement Placement_B Salary
## 11 67 60 Not Placed 0 0
## 16 65 74 Not Placed 0 0
## 20 60 65 Not Placed 0 0
## 40 71 65 Not Placed 0 0
## 42 59 53 Not Placed 0 0
## 43 66 58 Not Placed 0 0
## 59 56 52 Not Placed 0 0
## 64 73 50 Not Placed 0 0
## 68 63 56 Not Placed 0 0
## 75 50 50 Not Placed 0 0
## 79 76 64 Not Placed 0 0
## 82 66 75 Not Placed 0 0
## 88 50 71 Not Placed 0 0
## 89 74 53 Not Placed 0 0
## 94 64 61 Not Placed 0 0
## 98 62 53 Not Placed 0 0
## 100 72 57 Not Placed 0 0
## 109 79 55 Not Placed 0 0
## 112 76 66 Not Placed 0 0
## 128 79 66 Not Placed 0 0
## 144 68 63 Not Placed 0 0
## 149 63 68 Not Placed 0 0
## 162 62 65 Not Placed 0 0
## 166 64 63 Not Placed 0 0
## 175 77 66 Not Placed 0 0
## 176 66 64 Not Placed 0 0
## 184 64 57 Not Placed 0 0
## 191 65 58 Not Placed 0 0
## 194 62 74 Not Placed 0 0
## 204 60 55 Not Placed 0 0
## 220 62 53 Not Placed 0 0
## 226 70 76 Not Placed 0 0
## 231 75 54 Not Placed 0 0
## 236 79 79 Not Placed 0 0
## 240 75 79 Not Placed 0 0
## 241 61 80 Not Placed 0 0
## 248 75 50 Not Placed 0 0
## 252 64 50 Not Placed 0 0
## 258 56 54 Not Placed 0 0
## 266 58 64 Not Placed 0 0
## 269 67 65 Not Placed 0 0
## 272 70 66 Not Placed 0 0
## 284 74 77 Not Placed 0 0
## 285 61 50 Not Placed 0 0
## 287 74 71 Not Placed 0 0
## 288 56 63 Not Placed 0 0
## 289 65 82 Not Placed 0 0
## 290 75 61 Not Placed 0 0
## 291 78 64 Not Placed 0 0
## 298 66 69 Not Placed 0 0
## 301 71 57 Not Placed 0 0
## 307 78 69 Not Placed 0 0
## 310 62 77 Not Placed 0 0
## 315 64 81 Not Placed 0 0
## 317 67 62 Not Placed 0 0
## 318 66 69 Not Placed 0 0
## 322 67 69 Not Placed 0 0
## 324 75 66 Not Placed 0 0
## 326 69 69 Not Placed 0 0
## 328 66 63 Not Placed 0 0
## 329 73 56 Not Placed 0 0
## 330 63 59 Not Placed 0 0
## 332 73 63 Not Placed 0 0
## 336 66 59 Not Placed 0 0
## 338 77 77 Not Placed 0 0
## 344 76 80 Not Placed 0 0
## 350 64 63 Not Placed 0 0
## 352 67 64 Not Placed 0 0
## 355 53 55 Not Placed 0 0
## 364 58 58 Not Placed 0 0
## 375 68 66 Not Placed 0 0
## 376 63 61 Not Placed 0 0
## 377 72 58 Not Placed 0 0
## 379 55 55 Not Placed 0 0
## 382 57 51 Not Placed 0 0
## 383 66 57 Not Placed 0 0
## 384 69 57 Not Placed 0 0
## 386 70 54 Not Placed 0 0
## 391 67 63 Not Placed 0 0TASK 3 (h)
Draw two histograms side-by-side, visually comparing the MBA performance of Placed and Not Placed students.
library(lattice)
par(mfrow=c(1:2))
hist(placed.df$Percent_MBA,col="grey",
xlim = c(50,85),
ylim = c(0,200),
ylab = "count",
xlab = "MBA Percentage",
main = "MBA performance of placed students",
breaks = 3)
hist(notplaced.df$Percent_MBA,col="grey",
xlim = c(50,85),
ylim = c(0,40),
ylab = "count",
xlab = "MBA Percentage",
main = "MBA performance of not placed students",
breaks = 3)
TASK 3 (i)
Use R to draw two boxplots, one below the other, comparing the distribution of salaries of males and females who were placed.
par(mfrow=c(1,1))
boxplot(placed.df$Salary ~ placed.df$Gender,
horizontal = TRUE,
xlab = "Salary",
ylab= "Gender",
main = "Comparisons of Salaries of Males and Females",
yaxt = "n",
las=1
)
axis(side=2,at=c(1,2),labels=c("Females","Males"))
TASK 3 (j)
Create a dataframe called placedET, representing students who were placed after the MBA and who also gave some MBA entrance test before admission into the MBA program.
placedET.df <- deandilemma.df[which(deandilemma.df$Placement_B==1 & deandilemma.df$S.TEST == 1),]
placedET.df## SlNo Gender Gender.B Percent_SSC Board_SSC Board_CBSE Board_ICSE
## 1 1 M 0 62.00 Others 0 0
## 2 2 M 0 76.33 ICSE 0 1
## 4 4 M 0 60.00 CBSE 1 0
## 5 5 M 0 61.00 CBSE 1 0
## 8 8 M 0 68.00 ICSE 0 1
## 9 9 M 0 82.80 CBSE 1 0
## 12 12 M 0 58.00 Others 0 0
## 13 13 M 0 60.00 Others 0 0
## 15 15 M 0 83.00 Others 0 0
## 19 19 M 0 79.00 CBSE 1 0
## 21 21 M 0 68.40 ICSE 0 1
## 22 22 M 0 70.00 CBSE 1 0
## 23 23 M 0 59.00 CBSE 1 0
## 24 24 M 0 63.00 ICSE 0 1
## 25 25 M 0 50.00 ICSE 0 1
## 26 26 M 0 69.00 Others 0 0
## 28 28 M 0 49.00 Others 0 0
## 29 29 M 0 64.60 CBSE 1 0
## 30 30 F 1 50.00 CBSE 1 0
## 31 31 F 1 74.00 ICSE 0 1
## 33 33 M 0 67.00 CBSE 1 0
## 34 34 F 1 75.00 Others 0 0
## 35 35 F 1 60.00 CBSE 1 0
## 36 36 M 0 55.00 CBSE 1 0
## 37 37 M 0 78.00 Others 0 0
## 38 38 M 0 50.08 Others 0 0
## 39 39 M 0 56.00 Others 0 0
## 41 41 F 1 68.00 CBSE 1 0
## 44 44 M 0 52.00 Others 0 0
## 45 45 M 0 54.00 Others 0 0
## 47 47 F 1 76.00 Others 0 0
## 48 48 F 1 64.80 Others 0 0
## 49 49 F 1 74.40 Others 0 0
## 51 51 M 0 73.50 Others 0 0
## 52 52 F 1 57.58 Others 0 0
## 53 53 F 1 68.00 CBSE 1 0
## 55 55 M 0 66.00 Others 0 0
## 56 56 M 0 60.80 Others 0 0
## 57 57 M 0 58.00 Others 0 0
## 58 58 M 0 73.76 Others 0 0
## 60 60 F 1 59.00 CBSE 1 0
## 61 61 F 1 75.00 CBSE 1 0
## 62 62 F 1 56.00 ICSE 0 1
## 63 63 M 0 52.00 CBSE 1 0
## 65 65 F 1 84.00 Others 0 0
## 66 66 M 0 67.00 Others 0 0
## 67 67 F 1 64.00 CBSE 1 0
## 69 69 M 0 82.60 CBSE 1 0
## 70 70 F 1 76.00 CBSE 1 0
## 71 71 F 1 70.00 Others 0 0
## 72 72 M 0 78.00 Others 0 0
## 73 73 F 1 75.00 ICSE 0 1
## 74 74 F 1 82.00 Others 0 0
## 76 76 M 0 84.00 Others 0 0
## 77 77 F 1 74.00 Others 0 0
## 78 78 F 1 84.00 CBSE 1 0
## 80 80 M 0 55.00 ICSE 0 1
## 81 81 M 0 58.00 Others 0 0
## 83 83 F 1 72.20 CBSE 1 0
## 84 84 M 0 56.40 Others 0 0
## 85 85 M 0 59.40 CBSE 1 0
## 87 87 F 1 65.00 CBSE 1 0
## 90 90 M 0 77.00 Others 0 0
## 91 91 F 1 71.00 ICSE 0 1
## 92 92 M 0 55.40 CBSE 1 0
## 95 95 M 0 68.00 Others 0 0
## 96 96 M 0 55.00 Others 0 0
## 97 97 M 0 63.00 ICSE 0 1
## 99 99 M 0 69.00 CBSE 1 0
## 101 101 M 0 44.60 CBSE 1 0
## 102 102 M 0 69.00 CBSE 1 0
## 104 104 M 0 81.20 CBSE 1 0
## 105 105 F 1 83.50 Others 0 0
## 107 107 M 0 79.00 CBSE 1 0
## 108 108 M 0 50.00 ICSE 0 1
## 111 111 M 0 73.40 Others 0 0
## 114 114 M 0 66.00 Others 0 0
## 116 116 M 0 77.00 Others 0 0
## 117 117 M 0 59.00 Others 0 0
## 119 119 M 0 80.00 Others 0 0
## 120 120 M 0 77.92 Others 0 0
## 121 121 F 1 77.70 CBSE 1 0
## 122 122 M 0 70.00 ICSE 0 1
## 124 124 M 0 44.00 Others 0 0
## 126 126 M 0 79.00 Others 0 0
## 127 127 M 0 56.00 CBSE 1 0
## 129 129 M 0 55.00 Others 0 0
## 130 130 M 0 53.43 Others 0 0
## 131 131 M 0 72.00 Others 0 0
## 132 132 M 0 81.86 Others 0 0
## 133 133 F 1 73.00 Others 0 0
## 134 134 M 0 59.60 CBSE 1 0
## 136 136 M 0 48.60 CBSE 1 0
## 137 137 F 1 64.00 ICSE 0 1
## 138 138 F 1 61.50 Others 0 0
## 139 139 M 0 60.40 ICSE 0 1
## 140 140 M 0 59.00 Others 0 0
## 141 141 M 0 81.00 Others 0 0
## 142 142 F 1 77.00 CBSE 1 0
## 143 143 F 1 64.00 Others 0 0
## 145 145 F 1 52.00 Others 0 0
## 146 146 M 0 78.70 Others 0 0
## 147 147 M 0 68.00 CBSE 1 0
## 148 148 M 0 81.00 Others 0 0
## 150 150 M 0 59.00 Others 0 0
## 152 152 M 0 65.00 CBSE 1 0
## 153 153 F 1 80.84 Others 0 0
## 154 154 M 0 54.00 Others 0 0
## 155 155 M 0 64.60 ICSE 0 1
## 156 156 M 0 46.00 Others 0 0
## 157 157 F 1 61.00 CBSE 1 0
## 158 158 F 1 81.00 Others 0 0
## 159 159 F 1 82.00 Others 0 0
## 160 160 F 1 78.70 Others 0 0
## 161 161 M 0 57.00 ICSE 0 1
## 163 163 F 1 55.23 CBSE 1 0
## 164 164 M 0 48.00 Others 0 0
## 165 165 M 0 59.00 Others 0 0
## 167 167 M 0 75.66 ICSE 0 1
## 168 168 M 0 50.00 CBSE 1 0
## 169 169 M 0 59.00 CBSE 1 0
## 170 170 M 0 68.00 CBSE 1 0
## 172 172 F 1 73.00 CBSE 1 0
## 173 173 F 1 78.50 ICSE 0 1
## 174 174 F 1 64.00 CBSE 1 0
## 177 177 M 0 58.00 CBSE 1 0
## 179 179 F 1 74.00 Others 0 0
## 180 180 F 1 65.00 Others 0 0
## 181 181 M 0 47.00 Others 0 0
## 182 182 M 0 70.00 CBSE 1 0
## 183 183 M 0 64.00 CBSE 1 0
## 185 185 M 0 66.08 Others 0 0
## 186 186 F 1 77.00 ICSE 0 1
## 187 187 M 0 79.00 Others 0 0
## 188 188 M 0 56.00 CBSE 1 0
## 193 193 F 1 64.50 CBSE 1 0
## 195 195 M 0 50.00 Others 0 0
## 196 196 F 1 68.96 Others 0 0
## 197 197 M 0 60.00 CBSE 1 0
## 198 198 F 1 70.00 Others 0 0
## 199 199 M 0 48.00 Others 0 0
## 200 200 M 0 63.20 CBSE 1 0
## 201 201 M 0 74.00 Others 0 0
## 202 202 M 0 73.00 CBSE 1 0
## 203 203 M 0 52.80 CBSE 1 0
## 205 205 F 1 59.00 ICSE 0 1
## 206 206 M 0 71.00 ICSE 0 1
## 207 207 F 1 53.44 Others 0 0
## 208 208 F 1 61.50 ICSE 0 1
## 209 209 M 0 69.00 Others 0 0
## 210 210 M 0 62.00 ICSE 0 1
## 211 211 F 1 81.00 CBSE 1 0
## 213 213 F 1 76.00 Others 0 0
## 214 214 F 1 67.00 Others 0 0
## 215 215 M 0 77.40 ICSE 0 1
## 216 216 M 0 84.20 CBSE 1 0
## 217 217 M 0 54.00 Others 0 0
## 218 218 M 0 73.70 ICSE 0 1
## 219 219 M 0 65.92 Others 0 0
## 221 221 M 0 73.00 CBSE 1 0
## 222 222 F 1 69.90 Others 0 0
## 223 223 M 0 62.00 Others 0 0
## 225 225 M 0 68.00 CBSE 1 0
## 227 227 F 1 74.44 ICSE 0 1
## 228 228 F 1 56.00 ICSE 0 1
## 229 229 F 1 67.00 CBSE 1 0
## 230 230 F 1 50.00 CBSE 1 0
## 232 232 M 0 66.30 Others 0 0
## 233 233 M 0 62.00 Others 0 0
## 235 235 F 1 79.00 Others 0 0
## 237 237 M 0 74.00 CBSE 1 0
## 239 239 M 0 60.00 ICSE 0 1
## 242 242 M 0 82.00 ICSE 0 1
## 243 243 M 0 74.67 Others 0 0
## 244 244 M 0 54.00 Others 0 0
## 245 245 M 0 59.00 ICSE 0 1
## 246 246 M 0 57.00 CBSE 1 0
## 247 247 M 0 67.70 Others 0 0
## 249 249 M 0 86.40 Others 0 0
## 250 250 M 0 54.00 ICSE 0 1
## 251 251 M 0 65.00 ICSE 0 1
## 253 253 F 1 74.00 ICSE 0 1
## 254 254 M 0 47.00 CBSE 1 0
## 256 256 M 0 62.00 Others 0 0
## 259 259 M 0 66.00 ICSE 0 1
## 260 260 M 0 60.00 CBSE 1 0
## 261 261 F 1 72.40 Others 0 0
## 263 263 M 0 41.00 Others 0 0
## 264 264 M 0 45.00 CBSE 1 0
## 267 267 M 0 81.20 CBSE 1 0
## 268 268 M 0 61.50 ICSE 0 1
## 270 270 M 0 57.00 ICSE 0 1
## 271 271 M 0 84.00 CBSE 1 0
## 273 273 M 0 55.00 Others 0 0
## 275 275 M 0 60.60 Others 0 0
## 276 276 M 0 69.20 CBSE 1 0
## 278 278 M 0 58.00 Others 0 0
## 279 279 F 1 62.16 ICSE 0 1
## 283 283 M 0 87.20 Others 0 0
## 286 286 M 0 54.00 Others 0 0
## 292 292 M 0 75.00 CBSE 1 0
## 293 293 M 0 77.00 Others 0 0
## 294 294 M 0 60.00 CBSE 1 0
## 295 295 M 0 68.00 Others 0 0
## 296 296 M 0 78.00 Others 0 0
## 297 297 F 1 55.00 Others 0 0
## 300 300 M 0 70.24 Others 0 0
## 302 302 F 1 51.00 CBSE 1 0
## 303 303 M 0 60.60 CBSE 1 0
## 304 304 F 1 70.00 ICSE 0 1
## 305 305 M 0 63.00 Others 0 0
## 306 306 M 0 48.00 CBSE 1 0
## 308 308 M 0 60.00 CBSE 1 0
## 309 309 M 0 71.00 Others 0 0
## 311 311 F 1 67.00 ICSE 0 1
## 313 313 F 1 69.00 Others 0 0
## 316 316 M 0 52.00 CBSE 1 0
## 319 319 M 0 60.00 CBSE 1 0
## 323 323 F 1 85.00 ICSE 0 1
## 325 325 M 0 75.50 ICSE 0 1
## 327 327 F 1 77.00 Others 0 0
## 333 333 M 0 62.00 Others 0 0
## 334 334 M 0 60.20 CBSE 1 0
## 335 335 F 1 52.00 CBSE 1 0
## 337 337 M 0 61.00 ICSE 0 1
## 339 339 M 0 75.00 Others 0 0
## 340 340 M 0 67.00 Others 0 0
## 341 341 F 1 80.96 Others 0 0
## 342 342 F 1 75.00 ICSE 0 1
## 343 343 F 1 61.00 ICSE 0 1
## 345 345 M 0 64.00 Others 0 0
## 346 346 M 0 64.00 Others 0 0
## 347 347 M 0 78.00 Others 0 0
## 348 348 M 0 74.81 ICSE 0 1
## 351 351 M 0 65.00 CBSE 1 0
## 353 353 M 0 47.68 Others 0 0
## 354 354 F 1 63.00 CBSE 1 0
## 356 356 M 0 44.40 Others 0 0
## 357 357 F 1 66.50 ICSE 0 1
## 359 359 F 1 71.00 Others 0 0
## 360 360 M 0 37.00 Others 0 0
## 361 361 M 0 56.00 Others 0 0
## 362 362 M 0 82.00 Others 0 0
## 363 363 M 0 72.00 Others 0 0
## 365 365 M 0 80.33 ICSE 0 1
## 366 366 M 0 49.30 Others 0 0
## 367 367 F 1 46.00 CBSE 1 0
## 369 369 M 0 54.00 CBSE 1 0
## 370 370 M 0 77.60 Others 0 0
## 371 371 M 0 50.00 Others 0 0
## 372 372 M 0 62.00 Others 0 0
## 373 373 M 0 72.64 Others 0 0
## 374 374 F 1 69.00 Others 0 0
## 378 378 M 0 65.92 Others 0 0
## 380 380 F 1 85.80 CBSE 1 0
## 381 381 M 0 53.40 ICSE 0 1
## 385 385 M 0 67.20 Others 0 0
## 387 387 M 0 62.60 Others 0 0
## 388 388 M 0 77.00 Others 0 0
## 389 389 M 0 66.40 Others 0 0
## 390 390 F 1 70.00 ICSE 0 1
## Percent_HSC Board_HSC Stream_HSC Percent_Degree Course_Degree
## 1 88.00 Others Commerce 52.00 Science
## 2 75.33 Others Science 75.48 Computer Applications
## 4 63.00 CBSE Arts 58.00 Management
## 5 55.00 ISC Science 54.00 Engineering
## 8 77.00 ISC Commerce 72.50 Management
## 9 70.60 CBSE Commerce 69.30 Commerce
## 12 59.00 Others Commerce 48.00 Commerce
## 13 52.80 Others Science 73.25 Computer Applications
## 15 51.00 Others Science 51.00 Engineering
## 19 59.00 CBSE Science 60.00 Science
## 21 85.60 ISC Commerce 72.00 Commerce
## 22 76.00 CBSE Commerce 68.00 Management
## 23 75.00 CBSE Commerce 65.00 Management
## 24 78.00 ISC Commerce 65.00 Management
## 25 53.00 CBSE Commerce 54.00 Management
## 26 75.00 CBSE Commerce 49.00 Commerce
## 28 55.00 Others Science 57.00 Science
## 29 63.40 CBSE Commerce 76.30 Commerce
## 30 60.00 Others Science 71.00 Management
## 31 84.00 ISC Commerce 53.00 Commerce
## 33 50.00 CBSE Commerce 52.00 Commerce
## 34 77.00 Others Commerce 73.00 Management
## 35 72.00 CBSE Commerce 65.00 Management
## 36 61.20 CBSE Commerce 59.60 Management
## 37 52.00 ISC Science 66.00 Management
## 38 48.50 Others Commerce 51.61 Commerce
## 39 54.00 Others Science 59.00 Management
## 41 74.00 CBSE Commerce 70.00 Management
## 44 62.00 Others Arts 66.00 Management
## 45 60.00 Others Commerce 60.00 Commerce
## 47 73.00 Others Commerce 83.00 Commerce
## 48 52.80 Others Science 68.23 Engineering
## 49 52.00 Others Science 58.74 Science
## 51 94.70 Others Science 76.86 Engineering
## 52 59.60 CBSE Commerce 50.20 Commerce
## 53 69.00 CBSE Commerce 40.00 Commerce
## 55 76.00 Others Commerce 60.00 Management
## 56 71.83 Others Commerce 62.41 Commerce
## 57 62.00 Others Commerce 62.00 Management
## 58 73.50 Others Commerce 63.50 Management
## 60 68.50 CBSE Commerce 69.00 Management
## 61 58.00 CBSE Science 69.00 Science
## 62 78.00 ISC Commerce 62.40 Management
## 63 57.00 CBSE Commerce 47.00 Management
## 65 60.00 Others Science 79.00 Management
## 66 54.00 Others Science 54.00 Arts
## 67 75.00 CBSE Commerce 70.00 Commerce
## 69 64.00 CBSE Science 56.00 Management
## 70 73.00 CBSE Science 59.60 Engineering
## 71 50.00 Others Science 60.00 Management
## 72 63.00 Others Science 58.00 Engineering
## 73 74.00 Others Commerce 78.00 Commerce
## 74 68.16 Others Commerce 71.00 Management
## 76 84.00 Others Commerce 64.00 Commerce
## 77 68.00 Others Commerce 79.00 Management
## 78 72.00 CBSE Science 78.00 Science
## 80 52.00 ISC Commerce 51.00 Management
## 81 54.00 Others Commerce 64.00 Management
## 83 70.20 CBSE Science 64.40 Management
## 84 66.83 Others Commerce 48.42 Commerce
## 85 66.12 CBSE Commerce 58.20 Management
## 87 78.00 Others Commerce 75.00 Commerce
## 90 65.00 Others Science 70.00 Science
## 91 52.00 Others Science 65.00 Management
## 92 61.60 Others Science 59.00 Management
## 95 68.00 Others Science 70.00 Engineering
## 96 66.40 Others Commerce 55.40 Commerce
## 97 73.00 ISC Commerce 72.00 Commerce
## 99 54.00 Others Science 64.00 Management
## 101 60.58 Others Science 68.11 Computer Applications
## 102 65.00 CBSE Science 68.00 Management
## 104 70.40 CBSE Commerce 62.89 Commerce
## 105 59.20 Others Science 63.40 Science
## 107 65.00 CBSE Commerce 65.00 Management
## 108 64.00 Others Commerce 50.00 Commerce
## 111 75.00 Others Science 64.38 Management
## 114 78.00 Others Commerce 70.00 Management
## 116 68.00 Others Commerce 73.00 Commerce
## 117 50.00 Others Science 59.00 Management
## 119 69.00 Others Science 62.00 Management
## 120 75.50 Others Commerce 63.00 Commerce
## 121 50.00 CBSE Commerce 78.70 Computer Applications
## 122 68.00 ISC Science 62.00 Engineering
## 124 72.00 Others Commerce 59.00 Management
## 126 53.00 Others Science 56.00 Engineering
## 127 47.00 CBSE Science 61.17 Management
## 129 74.67 Others Arts 59.00 Computer Applications
## 130 64.93 Others Commerce 53.00 Management
## 131 65.29 Others Commerce 67.00 Management
## 132 62.00 Others Science 76.00 Management
## 133 74.00 Others Science 56.00 Management
## 134 80.83 Others Commerce 67.72 Commerce
## 136 59.80 CBSE Commerce 66.20 Management
## 137 70.00 Others Commerce 83.50 Commerce
## 138 65.40 CBSE Arts 67.93 Management
## 139 51.80 ISC Commerce 74.80 Commerce
## 140 77.00 Others Science 59.00 Engineering
## 141 87.90 Others Science 58.50 Engineering
## 142 70.00 CBSE Science 72.00 Computer Applications
## 143 57.00 Others Commerce 65.00 Management
## 145 59.00 Others Arts 38.00 Arts
## 146 55.00 Others Science 63.00 Management
## 147 75.00 CBSE Commerce 80.00 Management
## 148 76.00 Others Science 64.00 Computer Applications
## 150 58.00 Others Commerce 59.00 Management
## 152 58.00 Others Science 66.00 Science
## 153 86.83 Others Commerce 75.20 Management
## 154 55.00 Others Commerce 58.00 Management
## 155 54.00 CBSE Science 64.00 Others
## 156 41.00 Others Commerce 43.00 Commerce
## 157 54.00 CBSE Commerce 69.00 Management
## 158 72.00 Others Science 65.00 Computer Applications
## 159 87.00 Others Commerce 80.00 Commerce
## 160 71.00 Others Commerce 49.00 Commerce
## 161 62.00 ISC Commerce 52.80 Commerce
## 163 64.00 CBSE Science 60.00 Management
## 164 50.00 Others Commerce 53.00 Management
## 165 64.00 ISC Commerce 63.00 Management
## 167 71.50 Others Commerce 58.35 Commerce
## 168 57.00 CBSE Commerce 58.00 Commerce
## 169 62.00 CBSE Commerce 50.00 Commerce
## 170 75.00 Others Commerce 61.00 Commerce
## 172 65.00 CBSE Science 74.00 Management
## 173 70.50 Others Commerce 65.00 Commerce
## 174 70.00 CBSE Commerce 59.00 Commerce
## 177 67.00 CBSE Commerce 64.00 Commerce
## 179 53.00 Others Commerce 64.00 Management
## 180 68.00 Others Commerce 55.00 Commerce
## 181 52.00 Others Science 60.00 Management
## 182 75.00 CBSE Science 71.00 Science
## 183 55.00 Others Science 59.00 Management
## 185 53.00 Others Science 56.00 Engineering
## 186 79.00 ISC Commerce 86.70 Management
## 187 87.00 Others Commerce 81.00 Management
## 188 79.00 CBSE Commerce 65.00 Management
## 193 65.00 ISC Science 68.00 Computer Applications
## 195 53.00 Others Commerce 55.00 Management
## 196 76.00 Others Commerce 63.00 Management
## 197 63.00 Others Science 65.00 Management
## 198 55.00 Others Science 62.00 Management
## 199 54.00 Others Science 58.00 Management
## 200 67.80 CBSE Commerce 62.60 Commerce
## 201 72.00 Others Science 71.00 Science
## 202 77.00 CBSE Science 76.00 Science
## 203 63.40 CBSE Commerce 58.60 Management
## 205 62.00 Others Science 65.60 Engineering
## 206 51.00 Others Science 74.00 Computer Applications
## 207 70.00 Others Arts 70.00 Management
## 208 61.80 ISC Arts 65.30 Management
## 209 51.00 Others Commerce 69.00 Management
## 210 66.00 CBSE Science 60.33 Arts
## 211 68.00 CBSE Commerce 69.00 Management
## 213 56.00 Others Science 73.50 Engineering
## 214 52.00 Others Science 65.00 Management
## 215 68.40 ISC Science 75.72 Science
## 216 67.80 CBSE Science 55.00 Engineering
## 217 52.00 Others Science 62.00 Science
## 218 86.70 Others Commerce 60.00 Commerce
## 219 52.50 Others Science 63.26 Management
## 221 50.00 Others Science 68.00 Computer Applications
## 222 49.00 Others Science 56.00 Arts
## 223 63.00 Others Commerce 58.00 Commerce
## 225 59.00 Others Commerce 75.00 Management
## 227 89.00 Others Commerce 70.00 Commerce
## 228 72.00 ISC Commerce 72.00 Commerce
## 229 48.00 Others Science 65.00 Management
## 230 64.00 CBSE Arts 68.00 Management
## 232 83.50 Others Science 70.00 Science
## 233 55.00 CBSE Commerce 70.00 Commerce
## 235 59.00 Others Science 71.00 Engineering
## 237 65.00 CBSE Commerce 53.00 Management
## 239 59.80 Others Commerce 65.50 Commerce
## 242 52.00 Others Science 71.43 Science
## 243 59.89 Others Commerce 66.67 Management
## 244 54.00 Others Science 59.00 Management
## 245 57.00 ISC Commerce 55.00 Commerce
## 246 62.40 CBSE Commerce 48.00 Commerce
## 247 54.00 Others Science 59.00 Management
## 249 60.66 Others Science 67.25 Computer Applications
## 250 58.00 Others Science 62.00 Management
## 251 71.00 ISC Commerce 61.00 Commerce
## 253 83.00 ISC Arts 50.00 Arts
## 254 63.00 CBSE Arts 57.00 Management
## 256 60.00 Others Science 62.00 Computer Applications
## 259 50.66 CBSE Science 52.00 Engineering
## 260 60.00 CBSE Commerce 73.00 Commerce
## 261 55.50 CBSE Science 82.00 Computer Applications
## 263 51.00 Others Science 61.00 Computer Applications
## 264 55.00 Others Science 54.00 Management
## 267 64.40 CBSE Science 59.00 Engineering
## 268 57.50 ISC Commerce 54.90 Management
## 270 52.00 Others Commerce 62.00 Management
## 271 69.00 CBSE Science 61.00 Engineering
## 273 50.00 Others Science 57.00 Management
## 275 54.00 Others Commerce 59.50 Management
## 276 84.60 Others Commerce 75.25 Commerce
## 278 62.00 Others Science 58.00 Engineering
## 279 67.50 ISC Commerce 57.35 Commerce
## 283 67.50 Others Science 60.31 Engineering
## 286 54.00 Others Commerce 54.00 Management
## 292 60.00 CBSE Science 69.00 Computer Applications
## 293 77.00 Others Commerce 70.00 Commerce
## 294 80.00 Others Commerce 84.00 Commerce
## 295 50.00 Others Commerce 50.00 Commerce
## 296 73.00 Others Commerce 68.00 Commerce
## 297 57.00 Others Science 57.00 Science
## 300 42.83 Others Science 60.27 Engineering
## 302 52.00 Others Commerce 50.00 Management
## 303 66.60 CBSE Commerce 55.70 Management
## 304 94.00 Others Commerce 77.00 Commerce
## 305 48.00 Others Science 64.00 Computer Applications
## 306 63.00 CBSE Commerce 59.70 Commerce
## 308 66.50 Others Commerce 56.80 Management
## 309 59.00 CBSE Commerce 63.00 Commerce
## 311 71.00 Others Commerce 65.00 Commerce
## 313 55.00 Others Commerce 61.00 Commerce
## 316 49.00 CBSE Commerce 66.00 Commerce
## 319 74.00 CBSE Commerce 65.00 Management
## 323 67.00 CBSE Science 76.00 Arts
## 325 60.50 ISC Science 63.00 Engineering
## 327 82.00 Others Commerce 75.00 Commerce
## 333 53.00 ISC Science 68.00 Management
## 334 56.40 CBSE Commerce 58.80 Management
## 335 58.00 CBSE Arts 50.00 Arts
## 337 73.00 ISC Commerce 68.00 Commerce
## 339 56.00 Others Commerce 53.00 Management
## 340 55.00 Others Science 75.50 Computer Applications
## 341 45.00 Others Science 89.00 Computer Applications
## 342 78.00 ISC Commerce 71.00 Others
## 343 76.00 ISC Arts 48.00 Arts
## 345 60.00 Others Commerce 51.00 Management
## 346 52.00 Others Commerce 61.00 Management
## 347 47.00 Others Science 53.00 Engineering
## 348 75.32 ISC Commerce 48.23 Commerce
## 351 55.00 ISC Science 60.00 Science
## 353 53.33 Others Commerce 50.87 Management
## 354 58.00 CBSE Commerce 69.00 Commerce
## 356 60.60 Others Commerce 61.00 Management
## 357 58.80 Others Science 57.80 Management
## 359 70.00 Others Commerce 69.00 Management
## 360 53.00 Others Commerce 60.00 Commerce
## 361 57.00 Others Commerce 59.00 Commerce
## 362 72.00 Others Commerce 66.00 Commerce
## 363 49.00 Others Commerce 47.00 Commerce
## 365 75.00 Others Commerce 55.00 Commerce
## 366 49.00 Others Science 54.00 Commerce
## 367 65.00 Others Science 71.00 Management
## 369 67.00 CBSE Commerce 61.00 Management
## 370 79.00 Others Commerce 75.60 Commerce
## 371 52.00 Others Science 70.00 Computer Applications
## 372 62.00 Others Commerce 71.00 Commerce
## 373 47.34 Others Science 83.33 Computer Applications
## 374 61.00 Others Commerce 52.00 Commerce
## 378 86.00 Others Commerce 72.00 Commerce
## 380 85.00 CBSE Science 88.80 Management
## 381 54.20 CBSE Commerce 54.00 Computer Applications
## 385 69.29 Others Commerce 56.00 Computer Applications
## 387 50.60 Others Commerce 52.00 Management
## 388 49.50 Others Science 64.00 Management
## 389 72.00 Others Commerce 57.00 Management
## 390 77.00 ISC Commerce 53.00 Commerce
## Degree_Engg Experience_Yrs Entrance_Test S.TEST Percentile_ET
## 1 0 0 MAT 1 55.00
## 2 0 1 MAT 1 86.50
## 4 0 0 MAT 1 75.00
## 5 1 1 MAT 1 66.00
## 8 0 0 MAT 1 43.12
## 9 0 0 MAT 1 96.80
## 12 0 0 MAT 1 79.00
## 13 0 1 MAT 1 55.00
## 15 1 0 CAT 1 33.00
## 19 0 1 MAT 1 67.00
## 21 0 1 CAT 1 70.00
## 22 0 0 MAT 1 91.34
## 23 0 0 MAT 1 35.00
## 24 0 0 MAT 1 54.00
## 25 0 1 MAT 1 62.00
## 26 0 1 MAT 1 75.00
## 28 0 1 MAT 1 49.00
## 29 0 1 MAT 1 60.00
## 30 0 0 MAT 1 62.00
## 31 0 0 MAT 1 68.00
## 33 0 0 MAT 1 76.00
## 34 0 0 MAT 1 48.00
## 35 0 1 MAT 1 72.00
## 36 0 1 MAT 1 60.00
## 37 0 1 K-MAT 1 79.00
## 38 0 1 PGCET 1 0.00
## 39 0 0 CAT 1 70.00
## 41 0 2 MAT 1 68.00
## 44 0 1 MAT 1 50.48
## 45 0 0 MAT 1 50.00
## 47 0 0 MAT 1 95.00
## 48 1 0 MAT 1 55.53
## 49 0 1 MAT 1 92.00
## 51 1 0 MAT 1 97.40
## 52 0 1 MAT 1 76.00
## 53 0 0 MAT 1 74.00
## 55 0 1 MAT 1 94.00
## 56 0 0 CAT 1 41.38
## 57 0 0 MAT 1 68.00
## 58 0 2 MAT 1 73.35
## 60 0 0 MAT 1 52.00
## 61 0 0 MAT 1 64.00
## 62 0 0 MAT 1 50.89
## 63 0 1 MAT 1 83.00
## 65 0 1 MAT 1 88.00
## 66 0 1 MAT 1 68.44
## 67 0 0 MAT 1 71.00
## 69 0 1 PGCET 1 0.00
## 70 1 0 MAT 1 58.00
## 71 0 0 MAT 1 53.70
## 72 1 0 MAT 1 93.00
## 73 0 0 MAT 1 60.00
## 74 0 2 MAT 1 65.00
## 76 0 0 MAT 1 95.00
## 77 0 1 MAT 1 89.00
## 78 0 0 MAT 1 58.00
## 80 0 1 MAT 1 78.00
## 81 0 0 MAT 1 64.00
## 83 0 0 MAT 1 65.00
## 84 0 0 MAT 1 97.33
## 85 0 0 MAT 1 67.00
## 87 0 1 CAT 1 53.00
## 90 0 0 MAT 1 87.00
## 91 0 0 MAT 1 78.00
## 92 0 0 MAT 1 71.00
## 95 1 0 CAT 1 68.00
## 96 0 0 MAT 1 68.00
## 97 0 0 MAT 1 80.00
## 99 0 0 MAT 1 74.00
## 101 0 0 MAT 1 57.60
## 102 0 1 MAT 1 60.00
## 104 0 0 MAT 1 61.60
## 105 0 0 MAT 1 59.00
## 107 0 0 MAT 1 44.56
## 108 0 0 CAT 1 13.00
## 111 0 1 CAT 1 78.00
## 114 0 0 MAT 1 68.50
## 116 0 0 MAT 1 61.00
## 117 0 0 MAT 1 89.69
## 119 0 0 MAT 1 68.92
## 120 0 0 MAT 1 68.71
## 121 0 0 MAT 1 79.00
## 122 1 1 MAT 1 70.00
## 124 0 0 MAT 1 41.00
## 126 1 0 MAT 1 89.00
## 127 0 0 MAT 1 46.92
## 129 0 2 GCET 1 50.00
## 130 0 1 GCET 1 40.00
## 131 0 0 MAT 1 95.00
## 132 0 0 MAT 1 95.50
## 133 0 0 K-MAT 1 96.00
## 134 0 0 MAT 1 86.00
## 136 0 0 MAT 1 84.27
## 137 0 0 MAT 1 74.00
## 138 0 0 MAT 1 61.00
## 139 0 0 K-MAT 1 94.30
## 140 1 1 MAT 1 69.00
## 141 1 0 MAT 1 86.04
## 142 0 0 MAT 1 75.00
## 143 0 1 MAT 1 67.00
## 145 0 1 MAT 1 40.00
## 146 0 1 MAT 1 86.00
## 147 0 0 MAT 1 82.00
## 148 0 1 MAT 1 84.00
## 150 0 0 G-MAT 1 0.00
## 152 0 2 MAT 1 55.00
## 153 0 1 MAT 1 78.74
## 154 0 0 MAT 1 67.00
## 155 0 0 MAT 1 75.00
## 156 0 1 MAT 1 64.00
## 157 0 0 MAT 1 58.00
## 158 0 1 MAT 1 62.00
## 159 0 0 MAT 1 92.00
## 160 0 0 MAT 1 92.00
## 161 0 1 MAT 1 67.00
## 163 0 0 MAT 1 72.00
## 164 0 1 MAT 1 47.41
## 165 0 0 CAT 1 29.00
## 167 0 0 CAT 1 56.39
## 168 0 0 MAT 1 53.88
## 169 0 0 CAT 1 79.00
## 170 0 2 MAT 1 95.46
## 172 0 1 MAT 1 66.00
## 173 0 0 MAT 1 93.91
## 174 0 0 MAT 1 70.00
## 177 0 0 MAT 1 78.00
## 179 0 2 MAT 1 57.50
## 180 0 1 K-MAT 1 67.00
## 181 0 0 K-MAT 1 58.00
## 182 0 1 MAT 1 85.00
## 183 0 1 MAT 1 55.00
## 185 1 0 MAT 1 71.00
## 186 0 1 K-MAT 1 95.00
## 187 0 0 MAT 1 80.00
## 188 0 0 MAT 1 84.00
## 193 0 0 MAT 1 57.20
## 195 0 0 MAT 1 58.00
## 196 0 0 MAT 1 72.15
## 197 0 0 MAT 1 53.70
## 198 0 0 MAT 1 89.00
## 199 0 0 MAT 1 39.00
## 200 0 2 MAT 1 96.00
## 201 0 0 MAT 1 80.00
## 202 0 1 MAT 1 97.00
## 203 0 2 MAT 1 82.66
## 205 1 3 MAT 1 55.67
## 206 0 1 PGCET 1 85.00
## 207 0 0 K-MAT 1 14.99
## 208 0 2 MAT 1 80.40
## 209 0 1 MAT 1 60.00
## 210 0 1 MAT 1 64.00
## 211 0 0 MAT 1 75.00
## 213 1 1 MAT 1 70.00
## 214 0 0 MAT 1 55.50
## 215 0 1 MAT 1 81.20
## 216 1 1 K-MAT 1 84.00
## 217 0 2 K-MAT 1 86.00
## 218 0 1 MAT 1 90.00
## 219 0 0 K-MAT 1 89.95
## 221 0 1 CAT 1 65.00
## 222 0 1 MAT 1 80.00
## 223 0 1 MAT 1 74.40
## 225 0 1 MAT 1 65.00
## 227 0 1 MAT 1 94.00
## 228 0 0 MAT 1 43.00
## 229 0 0 MAT 1 55.60
## 230 0 1 MAT 1 78.00
## 232 0 0 CAT 1 65.00
## 233 0 0 MAT 1 56.00
## 235 1 1 MAT 1 96.00
## 237 0 1 MAT 1 58.00
## 239 0 1 MAT 1 56.00
## 242 0 1 MAT 1 60.00
## 243 0 0 MAT 1 89.00
## 244 0 0 MAT 1 39.00
## 245 0 3 K-MAT 1 65.00
## 246 0 1 MAT 1 66.60
## 247 0 0 MAT 1 40.00
## 249 0 0 MAT 1 72.00
## 250 0 0 MAT 1 85.00
## 251 0 0 MAT 1 83.00
## 253 0 0 MAT 1 57.00
## 254 0 2 MAT 1 64.25
## 256 0 1 MAT 1 40.00
## 259 1 1 MAT 1 56.00
## 260 0 0 MAT 1 83.00
## 261 0 0 MAT 1 98.00
## 263 0 1 MAT 1 86.00
## 264 0 1 MAT 1 70.00
## 267 1 1 MAT 1 80.00
## 268 0 0 MAT 1 93.40
## 270 0 0 MAT 1 62.00
## 271 1 2 MAT 1 75.00
## 273 0 0 MAT 1 49.70
## 275 0 0 MAT 1 57.63
## 276 0 1 MAT 1 75.20
## 278 1 0 MAT 1 75.00
## 279 0 0 MAT 1 53.04
## 283 1 1 K-MAT 1 88.00
## 286 0 1 MAT 1 63.00
## 292 0 1 CAT 1 80.00
## 293 0 1 MAT 1 63.79
## 294 0 0 K-MAT 1 95.50
## 295 0 0 MAT 1 84.00
## 296 0 0 MAT 1 49.00
## 297 0 1 MAT 1 67.00
## 300 1 2 MAT 1 64.00
## 302 0 0 MAT 1 55.00
## 303 0 0 K-MAT 1 76.20
## 304 0 2 MAT 1 89.00
## 305 0 0 MAT 1 73.00
## 306 0 0 MAT 1 44.20
## 308 0 1 MAT 1 57.00
## 309 0 1 MAT 1 35.00
## 311 0 0 K-MAT 1 62.00
## 313 0 1 XAT 1 74.00
## 316 0 0 PGCET 1 0.00
## 319 0 0 MAT 1 60.00
## 323 0 0 MAT 1 82.00
## 325 1 1 MAT 1 95.00
## 327 0 0 CAT 1 60.00
## 333 0 0 MAT 1 72.00
## 334 0 1 MAT 1 93.40
## 335 0 2 MAT 1 80.00
## 337 0 1 MAT 1 84.00
## 339 0 0 K-MAT 1 85.00
## 340 0 1 MAT 1 78.00
## 341 0 0 MAT 1 59.32
## 342 0 2 MAT 1 88.00
## 343 0 0 MAT 1 79.00
## 345 0 0 MAT 1 73.00
## 346 0 0 MAT 1 87.55
## 347 1 0 K-MAT 1 84.00
## 348 0 0 MAT 1 83.00
## 351 0 0 MAT 1 61.28
## 353 0 0 MAT 1 66.00
## 354 0 0 CAT 1 63.00
## 356 0 0 K-MAT 1 63.00
## 357 0 0 CAT 1 60.00
## 359 0 2 MAT 1 80.00
## 360 0 0 MAT 1 48.00
## 361 0 0 MAT 1 62.00
## 362 0 0 MAT 1 26.53
## 363 0 1 MAT 1 98.00
## 365 0 1 MAT 1 88.56
## 366 0 0 K-MAT 1 64.00
## 367 0 0 MAT 1 92.66
## 369 0 0 MAT 1 67.00
## 370 0 0 MAT 1 91.00
## 371 0 0 MAT 1 74.00
## 372 0 3 MAT 1 59.00
## 373 0 0 CAT 1 73.00
## 374 0 0 MAT 1 70.00
## 378 0 1 K-MAT 1 66.00
## 380 0 0 MAT 1 96.16
## 381 0 0 MAT 1 0.00
## 385 0 0 G-SAT 1 0.00
## 387 0 0 MAT 1 34.53
## 388 0 0 MAT 1 50.53
## 389 0 0 MAT 1 60.00
## 390 0 0 MAT 1 77.00
## S.TEST.SCORE Percent_MBA Specialization_MBA Marks_Communication
## 1 55.00 58.80 Marketing & HR 50
## 2 86.50 66.28 Marketing & Finance 69
## 4 75.00 57.80 Marketing & Finance 54
## 5 66.00 59.43 Marketing & HR 52
## 8 43.12 57.23 Marketing & Finance 74
## 9 96.80 55.50 Marketing & Finance 65
## 12 79.00 54.01 Marketing & Finance 54
## 13 55.00 51.58 Marketing & Finance 53
## 15 33.00 58.21 Marketing & HR 50
## 19 67.00 62.14 Marketing & Finance 54
## 21 70.00 63.26 Marketing & Finance 75
## 22 91.34 61.29 Marketing & Finance 63
## 23 35.00 62.51 Marketing & Finance 59
## 24 54.00 52.21 Marketing & Finance 53
## 25 62.00 60.85 Marketing & HR 57
## 26 75.00 60.77 Marketing & Finance 61
## 28 49.00 58.56 Marketing & Finance 50
## 29 60.00 63.70 Marketing & Finance 71
## 30 62.00 65.04 Marketing & HR 55
## 31 68.00 68.63 Marketing & Finance 71
## 33 76.00 54.96 Marketing & HR 50
## 34 48.00 64.19 Marketing & HR 58
## 35 72.00 64.66 Marketing & Finance 57
## 36 60.00 62.54 Marketing & Finance 67
## 37 79.00 52.41 Marketing & IB 53
## 38 0.00 56.61 Marketing & HR 50
## 39 70.00 61.83 Marketing & HR 54
## 41 68.00 64.08 Marketing & HR 63
## 44 50.48 77.89 Marketing & Finance 82
## 45 50.00 56.70 Marketing & HR 55
## 47 95.00 69.06 Marketing & Finance 78
## 48 55.53 68.81 Marketing & IB 68
## 49 92.00 63.62 Marketing & Finance 62
## 51 97.40 74.01 Marketing & Finance 60
## 52 76.00 65.33 Marketing & Finance 65
## 53 74.00 62.80 Marketing & HR 55
## 55 94.00 57.55 Marketing & Finance 51
## 56 41.38 60.76 Marketing & Finance 53
## 57 68.00 57.69 Marketing & HR 54
## 58 73.35 64.15 Marketing & Finance 68
## 60 52.00 56.70 Marketing & HR 58
## 61 64.00 58.32 Marketing & HR 62
## 62 50.89 62.21 Marketing & HR 57
## 63 83.00 57.61 Marketing & Finance 50
## 65 88.00 72.78 Marketing & Finance 73
## 66 68.44 62.77 Marketing & HR 59
## 67 71.00 62.74 Marketing & HR 63
## 69 0.00 68.85 Marketing & Finance 71
## 70 58.00 55.47 Marketing & HR 58
## 71 53.70 56.86 Marketing & HR 53
## 72 93.00 62.56 Marketing & Finance 58
## 73 60.00 66.72 Marketing & Finance 71
## 74 65.00 69.76 Marketing & HR 67
## 76 95.00 62.90 Marketing & HR 68
## 77 89.00 69.70 Marketing & Finance 68
## 78 58.00 66.53 Marketing & HR 71
## 80 78.00 54.55 Marketing & Finance 50
## 81 64.00 62.46 Marketing & Finance 50
## 83 65.00 62.98 Marketing & HR 52
## 84 97.33 62.27 Marketing & Finance 72
## 85 67.00 62.65 Marketing & HR 54
## 87 53.00 60.91 Marketing & Finance 56
## 90 87.00 71.04 Marketing & HR 70
## 91 78.00 65.56 Marketing & HR 66
## 92 71.00 52.71 Marketing & HR 56
## 95 68.00 67.31 Marketing & Finance 53
## 96 68.00 66.88 Marketing & Finance 55
## 97 80.00 63.59 Marketing & Finance 60
## 99 74.00 57.99 Marketing & Finance 50
## 101 57.60 56.66 Marketing & Finance 54
## 102 60.00 57.24 Marketing & Finance 50
## 104 61.60 62.48 Marketing & Finance 60
## 105 59.00 59.69 Marketing & Finance 62
## 107 44.56 64.75 Marketing & Finance 64
## 108 13.00 57.76 Marketing & Finance 50
## 111 78.00 76.72 Marketing & HR 87
## 114 68.50 59.50 Marketing & HR 71
## 116 61.00 58.78 Marketing & Finance 52
## 117 89.69 57.10 Marketing & HR 55
## 119 68.92 58.46 Marketing & HR 56
## 120 68.71 60.99 Marketing & Finance 67
## 121 79.00 59.24 Marketing & HR 58
## 122 70.00 68.07 Marketing & Finance 66
## 124 41.00 58.75 Marketing & IB 50
## 126 89.00 65.45 Marketing & Finance 78
## 127 46.92 62.40 Marketing & Finance 60
## 129 50.00 60.43 Marketing & Finance 51
## 130 40.00 60.76 Marketing & Finance 51
## 131 95.00 66.94 Marketing & Finance 65
## 132 95.50 68.53 Marketing & Finance 54
## 133 96.00 61.41 Marketing & Finance 69
## 134 86.00 59.75 Marketing & Finance 54
## 136 84.27 67.20 Marketing & Finance 52
## 137 74.00 67.00 Marketing & HR 66
## 138 61.00 64.27 Marketing & Finance 69
## 139 94.30 51.24 Marketing & Finance 53
## 140 69.00 57.65 Marketing & Finance 57
## 141 86.04 59.42 Marketing & Finance 50
## 142 75.00 67.99 Marketing & HR 76
## 143 67.00 62.35 Marketing & HR 56
## 145 40.00 62.01 Marketing & HR 52
## 146 86.00 70.20 Marketing & Finance 66
## 147 82.00 60.44 Marketing & Finance 65
## 148 84.00 66.69 Marketing & Finance 66
## 150 0.00 59.81 Marketing & HR 53
## 152 55.00 62.00 Marketing & Finance 55
## 153 78.74 76.18 Marketing & Finance 69
## 154 67.00 57.03 Marketing & Finance 58
## 155 75.00 59.08 Marketing & HR 59
## 156 64.00 58.85 Marketing & Finance 52
## 157 58.00 64.36 Marketing & HR 60
## 158 62.00 62.36 Marketing & HR 68
## 159 92.00 68.03 Marketing & Finance 76
## 160 92.00 66.86 Marketing & Finance 60
## 161 67.00 62.79 Marketing & HR 63
## 163 72.00 59.47 Marketing & Finance 54
## 164 47.41 64.63 Marketing & HR 69
## 165 29.00 53.57 Marketing & HR 55
## 167 56.39 66.50 Marketing & Finance 74
## 168 53.88 54.97 Marketing & Finance 62
## 169 79.00 56.51 Marketing & Finance 58
## 170 95.46 62.16 Marketing & Finance 62
## 172 66.00 64.44 Marketing & Finance 62
## 173 93.91 69.03 Marketing & Finance 70
## 174 70.00 57.31 Marketing & Finance 55
## 177 78.00 60.44 Marketing & HR 54
## 179 57.50 61.31 Marketing & Finance 62
## 180 67.00 55.42 Marketing & Finance 56
## 181 58.00 63.39 Marketing & HR 62
## 182 85.00 65.83 Marketing & HR 63
## 183 55.00 58.23 Marketing & HR 59
## 185 71.00 65.69 Marketing & Finance 58
## 186 95.00 67.83 Marketing & Finance 75
## 187 80.00 73.52 Marketing & HR 71
## 188 84.00 58.31 Marketing & Finance 50
## 193 57.20 54.80 Marketing & HR 61
## 195 58.00 53.94 Marketing & HR 50
## 196 72.15 63.08 Marketing & Finance 79
## 197 53.70 55.01 Marketing & HR 50
## 198 89.00 60.50 Marketing & Finance 50
## 199 39.00 52.42 Marketing & HR 50
## 200 96.00 70.85 Marketing & Finance 53
## 201 80.00 67.05 Marketing & Finance 73
## 202 97.00 70.48 Marketing & HR 66
## 203 82.66 64.34 Marketing & Finance 58
## 205 55.67 71.49 Marketing & HR 80
## 206 85.00 59.99 Marketing & HR 65
## 207 14.99 57.98 Marketing & Finance 56
## 208 80.40 71.00 Marketing & Finance 83
## 209 60.00 56.70 Marketing & HR 52
## 210 64.00 61.26 Marketing & HR 53
## 211 75.00 73.33 Marketing & Finance 82
## 213 70.00 68.20 Marketing & Finance 55
## 214 55.50 58.40 Marketing & HR 57
## 215 81.20 76.26 Marketing & HR 83
## 216 84.00 70.71 Marketing & IB 72
## 217 86.00 61.79 Marketing & HR 67
## 218 90.00 68.55 Marketing & Finance 58
## 219 89.95 67.54 Marketing & HR 81
## 221 65.00 69.94 Marketing & HR 69
## 222 80.00 60.78 Marketing & Finance 62
## 223 74.40 53.49 Marketing & HR 60
## 225 65.00 60.98 Marketing & HR 55
## 227 94.00 67.13 Marketing & Finance 70
## 228 43.00 58.73 Marketing & Finance 58
## 229 55.60 65.63 Marketing & HR 66
## 230 78.00 61.58 Marketing & Finance 54
## 232 65.00 60.95 Marketing & Finance 52
## 233 56.00 60.41 Marketing & HR 53
## 235 96.00 71.77 Marketing & Finance 68
## 237 58.00 54.43 Marketing & Finance 50
## 239 56.00 56.94 Marketing & Finance 57
## 242 60.00 61.29 Marketing & Finance 66
## 243 89.00 60.39 Marketing & Finance 52
## 244 39.00 51.73 Marketing & HR 50
## 245 65.00 59.54 Marketing & Finance 55
## 246 66.60 56.75 Marketing & Finance 52
## 247 40.00 58.95 Marketing & HR 53
## 249 72.00 63.23 Marketing & HR 63
## 250 85.00 55.14 Marketing & HR 50
## 251 83.00 62.28 Marketing & Finance 52
## 253 57.00 64.08 Marketing & Finance 66
## 254 64.25 58.54 Marketing & HR 54
## 256 40.00 55.67 Marketing & HR 53
## 259 56.00 61.30 Marketing & Finance 71
## 260 83.00 58.87 Marketing & Finance 55
## 261 98.00 65.25 Marketing & Finance 67
## 263 86.00 62.48 Marketing & Finance 59
## 264 70.00 53.20 Marketing & Finance 53
## 267 80.00 52.72 Marketing & HR 62
## 268 93.40 55.03 Marketing & Finance 51
## 270 62.00 60.59 Marketing & HR 52
## 271 75.00 72.29 Marketing & HR 83
## 273 49.70 59.71 Marketing & HR 64
## 275 57.63 62.72 Marketing & HR 63
## 276 75.20 66.06 Marketing & Finance 66
## 278 75.00 66.46 Marketing & Finance 63
## 279 53.04 65.52 Marketing & Finance 63
## 283 88.00 70.10 Marketing & HR 69
## 286 63.00 52.38 Marketing & HR 53
## 292 80.00 66.39 Marketing & Finance 60
## 293 63.79 66.04 Marketing & Finance 64
## 294 95.50 72.97 Marketing & HR 83
## 295 84.00 52.64 Marketing & HR 50
## 296 49.00 64.79 Marketing & Finance 73
## 297 67.00 59.32 Marketing & HR 50
## 300 64.00 66.23 Marketing & Finance 65
## 302 55.00 57.90 Marketing & HR 66
## 303 76.20 58.67 Marketing & HR 54
## 304 89.00 70.81 Marketing & Finance 73
## 305 73.00 68.07 Marketing & HR 66
## 306 44.20 62.00 Marketing & Finance 52
## 308 57.00 56.60 Marketing & Finance 50
## 309 35.00 54.04 Marketing & HR 56
## 311 62.00 64.28 Marketing & HR 56
## 313 74.00 68.68 Marketing & Finance 63
## 316 0.00 54.12 Marketing & IB 51
## 319 60.00 61.82 Marketing & HR 57
## 323 82.00 71.43 Marketing & HR 68
## 325 95.00 64.86 Marketing & Finance 68
## 327 60.00 66.63 Marketing & Finance 64
## 333 72.00 61.01 Marketing & Finance 53
## 334 93.40 57.34 Marketing & Finance 60
## 335 80.00 56.63 Marketing & HR 51
## 337 84.00 58.95 Marketing & HR 50
## 339 85.00 54.50 Marketing & Finance 52
## 340 78.00 54.48 Marketing & Finance 53
## 341 59.32 69.71 Marketing & HR 76
## 342 88.00 71.96 Marketing & HR 66
## 343 79.00 63.91 Marketing & HR 56
## 345 73.00 55.80 Marketing & IB 56
## 346 87.55 52.81 Marketing & Finance 54
## 347 84.00 56.12 Marketing & Finance 60
## 348 83.00 53.37 Marketing & Finance 54
## 351 61.28 60.11 Marketing & HR 62
## 353 66.00 58.30 Marketing & HR 50
## 354 63.00 69.12 Marketing & Finance 57
## 356 63.00 56.98 Marketing & Finance 52
## 357 60.00 63.42 Marketing & HR 74
## 359 80.00 67.69 Marketing & Finance 84
## 360 48.00 52.64 Marketing & IB 57
## 361 62.00 56.81 Marketing & Finance 50
## 362 26.53 60.39 Marketing & Finance 72
## 363 98.00 60.04 Marketing & Finance 50
## 365 88.56 71.55 Marketing & Finance 74
## 366 64.00 56.45 Marketing & HR 58
## 367 92.66 62.92 Marketing & HR 55
## 369 67.00 56.49 Marketing & Finance 53
## 370 91.00 74.49 Marketing & Finance 85
## 371 74.00 53.62 Marketing & Finance 50
## 372 59.00 69.72 Marketing & Finance 63
## 373 73.00 65.80 Marketing & HR 72
## 374 70.00 60.23 Marketing & HR 59
## 378 66.00 66.22 Marketing & Finance 80
## 380 96.16 77.30 Marketing & HR 88
## 381 0.00 53.19 Marketing & Finance 53
## 385 0.00 61.00 Marketing & Finance 58
## 387 34.53 58.63 Marketing & HR 62
## 388 50.53 59.50 Marketing & Finance 70
## 389 60.00 61.63 Marketing & IB 73
## 390 77.00 70.17 Marketing & Finance 67
## Marks_Projectwork Marks_BOCA Placement Placement_B Salary
## 1 65 74 Placed 1 270000
## 2 70 75 Placed 1 200000
## 4 66 62 Placed 1 250000
## 5 65 67 Placed 1 180000
## 8 72 50 Placed 1 235000
## 9 76 70 Placed 1 425000
## 12 78 54 Placed 1 250000
## 13 52 58 Placed 1 180000
## 15 68 63 Placed 1 450000
## 19 78 62 Placed 1 252000
## 21 72 57 Placed 1 280000
## 22 63 75 Placed 1 231000
## 23 76 56 Placed 1 224000
## 24 74 50 Placed 1 120000
## 25 62 72 Placed 1 260000
## 26 73 62 Placed 1 300000
## 28 59 55 Placed 1 120000
## 29 69 70 Placed 1 250000
## 30 61 59 Placed 1 180000
## 31 86 54 Placed 1 218000
## 33 63 59 Placed 1 150000
## 34 57 80 Placed 1 250000
## 35 74 81 Placed 1 200000
## 36 66 58 Placed 1 300000
## 37 57 54 Placed 1 330000
## 38 71 59 Placed 1 265000
## 39 71 68 Placed 1 340000
## 41 79 77 Placed 1 177600
## 44 80 68 Placed 1 236000
## 45 69 59 Placed 1 265000
## 47 73 80 Placed 1 393000
## 48 63 60 Placed 1 360000
## 49 87 73 Placed 1 300000
## 51 69 82 Placed 1 360000
## 52 75 69 Placed 1 180000
## 53 59 82 Placed 1 180000
## 55 60 71 Placed 1 240000
## 56 73 78 Placed 1 300000
## 57 70 58 Placed 1 265000
## 58 78 65 Placed 1 350000
## 60 63 50 Placed 1 250000
## 61 64 50 Placed 1 180000
## 62 70 60 Placed 1 278000
## 63 74 74 Placed 1 150000
## 65 83 77 Placed 1 260000
## 66 68 60 Placed 1 180000
## 67 71 62 Placed 1 300000
## 69 76 60 Placed 1 400000
## 70 59 58 Placed 1 320000
## 71 63 56 Placed 1 240000
## 72 67 70 Placed 1 411000
## 73 69 67 Placed 1 287000
## 74 70 79 Placed 1 198000
## 76 59 72 Placed 1 300000
## 77 77 76 Placed 1 200000
## 78 58 50 Placed 1 180000
## 80 75 51 Placed 1 204000
## 81 71 60 Placed 1 250000
## 83 58 75 Placed 1 200000
## 84 80 65 Placed 1 275000
## 85 65 53 Placed 1 192000
## 87 73 69 Placed 1 300000
## 90 73 84 Placed 1 450000
## 91 84 77 Placed 1 216000
## 92 67 52 Placed 1 220000
## 95 76 78 Placed 1 300000
## 96 70 62 Placed 1 240000
## 97 72 58 Placed 1 360000
## 99 66 60 Placed 1 268000
## 101 63 62 Placed 1 265000
## 102 67 51 Placed 1 260000
## 104 77 62 Placed 1 300000
## 105 79 71 Placed 1 240000
## 107 67 66 Placed 1 240000
## 108 76 50 Placed 1 400000
## 111 79 65 Placed 1 250000
## 114 64 59 Placed 1 180000
## 116 68 74 Placed 1 240000
## 117 63 59 Placed 1 120000
## 119 64 71 Placed 1 275000
## 120 77 60 Placed 1 275000
## 121 64 74 Placed 1 150000
## 122 64 73 Placed 1 275000
## 124 58 57 Placed 1 240000
## 126 73 68 Placed 1 360000
## 127 66 56 Placed 1 280000
## 129 69 80 Placed 1 325000
## 130 73 66 Placed 1 204000
## 131 73 81 Placed 1 240000
## 132 67 77 Placed 1 240000
## 133 68 70 Placed 1 336000
## 134 68 60 Placed 1 218000
## 136 70 71 Placed 1 336000
## 137 64 64 Placed 1 190000
## 138 69 61 Placed 1 230000
## 139 50 50 Placed 1 390000
## 140 79 62 Placed 1 500000
## 141 67 58 Placed 1 270000
## 142 64 71 Placed 1 150000
## 143 67 52 Placed 1 240000
## 145 69 64 Placed 1 276000
## 146 64 75 Placed 1 300000
## 147 77 57 Placed 1 168000
## 148 69 58 Placed 1 300000
## 150 66 78 Placed 1 270000
## 152 71 75 Placed 1 300000
## 153 84 82 Placed 1 400000
## 154 72 57 Placed 1 220000
## 155 67 62 Placed 1 180000
## 156 73 67 Placed 1 180000
## 157 63 71 Placed 1 210000
## 158 75 79 Placed 1 210000
## 159 69 74 Placed 1 300000
## 160 50 77 Placed 1 290000
## 161 66 74 Placed 1 180000
## 163 73 63 Placed 1 230000
## 164 75 51 Placed 1 282000
## 165 73 63 Placed 1 260000
## 167 69 56 Placed 1 180000
## 168 64 64 Placed 1 260000
## 169 61 50 Placed 1 400000
## 170 72 73 Placed 1 420000
## 172 77 96 Placed 1 300000
## 173 73 80 Placed 1 150000
## 174 72 55 Placed 1 220000
## 177 70 60 Placed 1 380000
## 179 73 54 Placed 1 300000
## 180 75 52 Placed 1 252000
## 181 64 57 Placed 1 280000
## 182 64 79 Placed 1 240000
## 183 72 68 Placed 1 360000
## 185 75 73 Placed 1 180000
## 186 79 75 Placed 1 450000
## 187 64 71 Placed 1 200000
## 188 64 72 Placed 1 300000
## 193 75 50 Placed 1 250000
## 195 70 55 Placed 1 250000
## 196 66 54 Placed 1 280000
## 197 64 60 Placed 1 250000
## 198 79 70 Placed 1 216000
## 199 70 53 Placed 1 204000
## 200 76 72 Placed 1 300000
## 201 73 58 Placed 1 240000
## 202 62 78 Placed 1 276000
## 203 74 68 Placed 1 940000
## 205 77 58 Placed 1 250000
## 206 79 73 Placed 1 300000
## 207 77 61 Placed 1 180000
## 208 73 64 Placed 1 236000
## 209 60 72 Placed 1 240000
## 210 56 80 Placed 1 250000
## 211 67 61 Placed 1 350000
## 213 76 61 Placed 1 210000
## 214 74 60 Placed 1 250000
## 215 75 79 Placed 1 400000
## 216 63 70 Placed 1 300000
## 217 79 68 Placed 1 480000
## 218 81 78 Placed 1 250000
## 219 71 62 Placed 1 320000
## 221 70 76 Placed 1 385000
## 222 76 51 Placed 1 360000
## 223 67 61 Placed 1 300000
## 225 69 58 Placed 1 250000
## 227 69 63 Placed 1 250000
## 228 73 61 Placed 1 275000
## 229 78 62 Placed 1 200000
## 230 66 75 Placed 1 150000
## 232 76 62 Placed 1 300000
## 233 76 54 Placed 1 225000
## 235 72 79 Placed 1 250000
## 237 70 54 Placed 1 220000
## 239 65 50 Placed 1 265000
## 242 56 57 Placed 1 260000
## 243 65 60 Placed 1 300000
## 244 68 50 Placed 1 180000
## 245 76 62 Placed 1 530000
## 246 71 69 Placed 1 156000
## 247 60 58 Placed 1 263000
## 249 69 69 Placed 1 400000
## 250 57 55 Placed 1 233000
## 251 70 79 Placed 1 300000
## 253 63 81 Placed 1 240000
## 254 62 52 Placed 1 180000
## 256 68 62 Placed 1 198000
## 259 60 66 Placed 1 690000
## 260 74 68 Placed 1 270000
## 261 75 76 Placed 1 240000
## 263 72 75 Placed 1 340000
## 264 62 53 Placed 1 250000
## 267 67 65 Placed 1 255000
## 268 50 77 Placed 1 300000
## 270 71 73 Placed 1 150000
## 271 62 66 Placed 1 300000
## 273 74 54 Placed 1 270000
## 275 58 58 Placed 1 180000
## 276 74 55 Placed 1 285000
## 278 61 65 Placed 1 500000
## 279 74 56 Placed 1 250000
## 283 77 73 Placed 1 240000
## 286 58 56 Placed 1 240000
## 292 71 68 Placed 1 476000
## 293 72 59 Placed 1 290000
## 294 76 74 Placed 1 690000
## 295 62 56 Placed 1 300000
## 296 70 73 Placed 1 250000
## 297 67 59 Placed 1 162000
## 300 82 79 Placed 1 500000
## 302 69 77 Placed 1 220000
## 303 66 57 Placed 1 270000
## 304 68 80 Placed 1 650000
## 305 70 75 Placed 1 350000
## 306 69 75 Placed 1 300000
## 308 72 65 Placed 1 265000
## 309 65 50 Placed 1 180000
## 311 77 83 Placed 1 300000
## 313 79 74 Placed 1 300000
## 316 72 63 Placed 1 240000
## 319 72 50 Placed 1 276000
## 323 75 80 Placed 1 252000
## 325 81 70 Placed 1 280000
## 327 77 62 Placed 1 350000
## 333 72 63 Placed 1 264000
## 334 68 57 Placed 1 270000
## 335 70 67 Placed 1 300000
## 337 59 59 Placed 1 275000
## 339 50 50 Placed 1 300000
## 340 68 77 Placed 1 250000
## 341 77 66 Placed 1 260000
## 342 77 78 Placed 1 185000
## 343 61 60 Placed 1 216000
## 345 57 53 Placed 1 265000
## 346 60 67 Placed 1 300000
## 347 66 68 Placed 1 325000
## 348 60 53 Placed 1 267000
## 351 72 65 Placed 1 240000
## 353 59 50 Placed 1 260000
## 354 77 78 Placed 1 240000
## 356 62 54 Placed 1 250000
## 357 69 51 Placed 1 180000
## 359 70 73 Placed 1 210000
## 360 71 58 Placed 1 250000
## 361 73 50 Placed 1 250000
## 362 56 62 Placed 1 426000
## 363 60 62 Placed 1 270000
## 365 77 54 Placed 1 300000
## 366 66 69 Placed 1 132000
## 367 71 82 Placed 1 144000
## 369 71 74 Placed 1 216000
## 370 85 83 Placed 1 400000
## 371 74 50 Placed 1 275000
## 372 71 61 Placed 1 295000
## 373 75 78 Placed 1 360000
## 374 61 60 Placed 1 204000
## 378 63 55 Placed 1 350000
## 380 80 63 Placed 1 300000
## 381 68 62 Placed 1 180000
## 385 63 67 Placed 1 252000
## 387 57 56 Placed 1 162000
## 388 59 56 Placed 1 450000
## 389 73 54 Placed 1 240000
## 390 77 57 Placed 1 300000TASK 3 (k)
Draw a Scatter Plot Matrix for 3 variables – {Salary, Percent_MBA, Percentile_ET} using the dataframe placedET.
library(car)
scatterplotMatrix(formula = ~Salary+Percent_MBA+Percentile_ET, data = placedET.df,cex = 0.6, main= "Scatter Plot Matrix")
This is the end of the analysis of the Dean’s Dilemma Data.