Deans Dilemma: Selection of Students for the MBA Program
Madhurish Gupta
December 10, 2017
Importing Dataset.
dataset <- read.csv("Data - Deans Dilemma.csv") Viewing Dataset.
View(dataset)Summarizing the Dataset.
summary(dataset)## 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
## Calculating the median salary of all the students in the data sample.
median(dataset[,26])## [1] 240000Calculating the percentage of students who were placed, correct to 2 decimal places.
mytable <- with(dataset, table(Placement))
prop.table(mytable)*100 ## Placement
## Not Placed Placed
## 20.2046 79.7954Creating a dataframe called placed, that contains a subset of only those students who were successfully placed.
placed <- dataset[which(dataset$Placement == 'Placed'),]
placed## 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
## 28 59 55 Placed 1 120000
## 29 69 70 Placed 1 250000
## 30 61 59 Placed 1 180000
## 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
## 45 69 59 Placed 1 265000
## 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
## 51 69 82 Placed 1 360000
## 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
## 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
## 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
## 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
## 171 73 67 Placed 1 144000
## 172 77 96 Placed 1 300000
## 173 73 80 Placed 1 150000
## 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
## 229 78 62 Placed 1 200000
## 230 66 75 Placed 1 150000
## 232 76 62 Placed 1 300000
## 233 76 54 Placed 1 225000
## 234 71 59 Placed 1 120000
## 235 72 79 Placed 1 250000
## 237 70 54 Placed 1 220000
## 238 65 78 Placed 1 265000
## 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
## 255 67 73 Placed 1 350000
## 256 68 62 Placed 1 198000
## 257 76 84 Placed 1 250000
## 259 60 66 Placed 1 690000
## 260 74 68 Placed 1 270000
## 261 75 76 Placed 1 240000
## 262 74 73 Placed 1 300000
## 263 72 75 Placed 1 340000
## 264 62 53 Placed 1 250000
## 265 59 63 Placed 1 390000
## 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
## 274 58 50 Placed 1 240000
## 275 58 58 Placed 1 180000
## 276 74 55 Placed 1 285000
## 277 65 81 Placed 1 400000
## 278 61 65 Placed 1 500000
## 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 300000Finding the median salary of students who were placed.
median(placed[,26])## [1] 260000Creating a table showing the mean salary of males and females, who were placed.
mytable <- xtabs( ~ Gender + Salary , data = placed )
mytable## Salary
## Gender 120000 132000 144000 150000 156000 162000 168000 177600 180000
## F 1 0 1 4 0 1 0 1 8
## M 4 1 1 3 1 1 1 0 16
## Salary
## Gender 185000 190000 192000 198000 200000 204000 210000 216000 218000
## F 1 1 0 1 4 1 4 4 1
## M 0 0 1 1 3 3 1 3 1
## Salary
## Gender 220000 224000 225000 230000 231000 233000 235000 236000 240000
## F 3 0 0 2 0 0 0 1 10
## M 4 1 1 0 1 1 1 1 18
## Salary
## Gender 250000 252000 255000 260000 263000 264000 265000 267000 268000
## F 9 2 0 4 0 1 0 0 0
## M 20 2 1 6 1 1 8 1 1
## Salary
## Gender 270000 275000 276000 278000 280000 282000 285000 287000 290000
## F 0 1 1 1 1 0 0 1 1
## M 9 6 2 0 4 1 1 0 2
## Salary
## Gender 295000 300000 320000 325000 330000 336000 340000 350000 360000
## F 1 13 1 0 0 1 0 2 2
## M 1 30 1 2 1 2 2 5 7
## Salary
## Gender 366000 375000 380000 385000 390000 393000 400000 411000 420000
## F 1 1 0 0 0 1 1 0 0
## M 0 0 1 1 2 0 7 1 1
## Salary
## Gender 425000 426000 428000 450000 476000 480000 500000 530000 550000
## F 0 0 0 1 0 0 0 0 0
## M 1 1 1 3 1 1 3 1 1
## Salary
## Gender 650000 690000 940000
## F 1 0 0
## M 0 2 1Generating the following histogram showing a breakup of the MBA performance of the students who were placed.
hist( placed$Percent_MBA , main = "MBA Performance of placed students" , xlab = "MBA Percentage" , ylab = "count" , xlim = c(50,80) , breaks = 3 , col = "grey")
Creating a dataframe called notplaced, that contains a subset of only those students who were NOT placed after their MBA.
notplaced <- dataset[which(dataset$Placement == 'Not Placed'),]
notplaced## 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 0Drawing two histograms side-by-side, visually comparing the MBA performance of Placed and Not Placed students.
par(mfrow = c(1,2))
with(placed , hist( placed$Percent_MBA , main = "MBA Performance of placed students" , xlab = "MBA Percentage" , ylab = "count" , xlim = c(50,80) , breaks = 3 , col = "grey"))
with(notplaced , hist( notplaced$Percent_MBA , main = "MBA Performance of not placed students" , xlab = "MBA Percentage" , ylab = "count" , xlim = c(50,80) , breaks = 3 , col = "grey"))
Using R to draw two boxplots, one below the other, comparing the distribution of salaries of males and females who were placed.
boxplot( placed$Salary ~ placed$Gender , horizontal = TRUE , ylab = "Gender" , xlab = "Salary" , main = "Comparison of Salaries of Males and Females" )
axis( side = 2 , at = c(1,2) , labels = c("Females","Males"))
axis( side = 1 , at = c(1,2,3,4) , labels = c("200000","400000","600000","800000"))
Create a dataframe called placedET, representing students who were placed after the MBA and who also gave some MBA entrance test before admission into the MBA program.
placedET <- placed[ which ( placed$Entrance_Test != 'None' ) , ]
placedET## 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
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## 2 70 75 Placed 1 200000
## 4 66 62 Placed 1 250000
## 5 65 67 Placed 1 180000
## 8 72 50 Placed 1 235000
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## 12 78 54 Placed 1 250000
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## 35 74 81 Placed 1 200000
## 36 66 58 Placed 1 300000
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## 38 71 59 Placed 1 265000
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## 362 56 62 Placed 1 426000
## 363 60 62 Placed 1 270000
## 365 77 54 Placed 1 300000
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## 371 74 50 Placed 1 275000
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## 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 300000Drawing a Scatter Plot Matrix for 3 variables – {Salary, Percent_MBA, Percentile_ET} using the dataframe placedET.
library(car)## Warning: package 'car' was built under R version 3.4.3 scatterplotMatrix( formula = ~ Salary + Percent_MBA + Percentile_ET , cex = 0.6 , data = placedET)