Smart Campus Efficiency and Resource Allocation System: A Data-Driven Analysis of Classroom Utilization and Energy
Rubina & Nasiba Sanim
2026-04-08
library(dplyr)## Warning: package 'dplyr' was built under R version 4.5.3##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)## Warning: package 'ggplot2' was built under R version 4.5.3campus<-read.csv("advanced_smart_campus_7500_rows.csv")
campus## Room_ID Capacity Students_Used Electricity Time_Slot Date
## 1 R1 139 139 11 Afternoon 2024-01-01 00:00:00
## 2 R2 96 23 30 Morning 2024-01-01 01:00:00
## 3 R3 122 39 12 Afternoon 2024-01-01 02:00:00
## 4 R4 128 13 16 Evening 2024-01-01 03:00:00
## 5 R5 132 132 18 Morning 2024-01-01 04:00:00
## 6 R6 47 47 12 Afternoon 2024-01-01 05:00:00
## 7 R7 113 28 47 Evening 2024-01-01 06:00:00
## 8 R8 136 90 54 Morning 2024-01-01 07:00:00
## 9 R9 87 87 61 Afternoon 2024-01-01 08:00:00
## 10 R10 116 110 51 Evening 2024-01-01 09:00:00
## 11 R11 127 127 12 Afternoon 2024-01-01 10:00:00
## 12 R12 126 26 76 Morning 2024-01-01 11:00:00
## 13 R13 143 135 30 Afternoon 2024-01-01 12:00:00
## 14 R14 77 41 37 Evening 2024-01-01 13:00:00
## 15 R15 103 62 62 Afternoon 2024-01-01 14:00:00
## 16 R16 62 14 54 Afternoon 2024-01-01 15:00:00
## 17 R17 76 76 55 Morning 2024-01-01 16:00:00
## 18 R18 126 89 22 Evening 2024-01-01 17:00:00
## 19 R19 141 65 35 Morning 2024-01-01 18:00:00
## 20 R20 55 17 46 Evening 2024-01-01 19:00:00
## 21 R21 113 113 45 Evening 2024-01-01 20:00:00
## 22 R22 108 36 41 Morning 2024-01-01 21:00:00
## 23 R23 66 30 43 Afternoon 2024-01-01 22:00:00
## 24 R24 126 97 70 Evening 2024-01-01 23:00:00
## 25 R25 110 91 6 Evening 2024-01-02 00:00:00
## 26 R26 98 98 78 Evening 2024-01-02 01:00:00
## 27 R27 79 79 65 Morning 2024-01-02 02:00:00
## 28 R28 85 85 49 Morning 2024-01-02 03:00:00
## 29 R29 97 52 71 Morning 2024-01-02 04:00:00
## 30 R30 32 32 71 Morning 2024-01-02 05:00:00
## 31 R31 114 17 37 Afternoon 2024-01-02 06:00:00
## 32 R32 69 69 70 Evening 2024-01-02 07:00:00
## 33 R33 96 20 42 Afternoon 2024-01-02 08:00:00
## 34 R34 114 35 47 Evening 2024-01-02 09:00:00
## 35 R35 77 33 66 Afternoon 2024-01-02 10:00:00
## 36 R36 91 70 48 Morning 2024-01-02 11:00:00
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## 38 R38 37 37 27 Evening 2024-01-02 13:00:00
## 39 R39 135 33 40 Evening 2024-01-02 14:00:00
## 40 R40 129 12 34 Morning 2024-01-02 15:00:00
## 41 R41 122 121 18 Morning 2024-01-02 16:00:00
## 42 R42 82 82 68 Afternoon 2024-01-02 17:00:00
## 43 R43 132 24 21 Afternoon 2024-01-02 18:00:00
## 44 R44 127 80 38 Morning 2024-01-02 19:00:00
## 45 R45 115 52 73 Afternoon 2024-01-02 20:00:00
## 46 R46 148 24 23 Evening 2024-01-02 21:00:00
## 47 R47 124 20 43 Morning 2024-01-02 22:00:00
## 48 R48 57 57 39 Morning 2024-01-02 23:00:00
## 49 R49 64 64 73 Afternoon 2024-01-03 00:00:00
## 50 R50 127 20 64 Morning 2024-01-03 01:00:00
## 51 R51 106 106 41 Evening 2024-01-03 02:00:00
## 52 R52 70 24 14 Evening 2024-01-03 03:00:00
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## 54 R54 136 39 45 Afternoon 2024-01-03 05:00:00
## 55 R55 99 74 6 Evening 2024-01-03 06:00:00
## 56 R56 94 64 77 Evening 2024-01-03 07:00:00
## 57 R57 105 62 12 Evening 2024-01-03 08:00:00
## 58 R58 64 20 26 Morning 2024-01-03 09:00:00
## 59 R59 88 88 61 Morning 2024-01-03 10:00:00
## 60 R60 40 40 18 Morning 2024-01-03 11:00:00
## 61 R61 52 52 45 Morning 2024-01-03 12:00:00
## 62 R62 107 105 34 Evening 2024-01-03 13:00:00
## 63 R63 48 48 74 Evening 2024-01-03 14:00:00
## 64 R64 130 58 71 Evening 2024-01-03 15:00:00
## 65 R65 45 45 9 Evening 2024-01-03 16:00:00
## 66 R66 137 88 64 Evening 2024-01-03 17:00:00
## 67 R67 57 12 7 Evening 2024-01-03 18:00:00
## 68 R68 138 138 59 Evening 2024-01-03 19:00:00
## 69 R69 60 13 57 Evening 2024-01-03 20:00:00
## 70 R70 82 82 59 Evening 2024-01-03 21:00:00
## 71 R71 100 100 68 Afternoon 2024-01-03 22:00:00
## 72 R72 139 139 57 Morning 2024-01-03 23:00:00
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## 82 R82 101 83 53 Morning 2024-01-04 09:00:00
## 83 R83 31 23 53 Evening 2024-01-04 10:00:00
## 84 R84 73 20 36 Morning 2024-01-04 11:00:00
## 85 R85 88 27 48 Morning 2024-01-04 12:00:00
## 86 R86 131 16 68 Afternoon 2024-01-04 13:00:00
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## 90 R90 114 114 50 Evening 2024-01-04 17:00:00
## 91 R91 86 60 11 Evening 2024-01-04 18:00:00
## 92 R92 79 79 46 Morning 2024-01-04 19:00:00
## 93 R93 42 42 55 Evening 2024-01-04 20:00:00
## 94 R94 48 31 78 Afternoon 2024-01-04 21:00:00
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## 97 R97 81 81 59 Evening 2024-01-05 00:00:00
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## 117 R117 145 141 5 Evening 2024-01-05 20:00:00
## 118 R118 124 120 6 Evening 2024-01-05 21:00:00
## 119 R119 36 18 55 Evening 2024-01-05 22:00:00
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## 122 R122 44 44 31 Morning 2024-01-06 01:00:00
## 123 R123 132 64 71 Evening 2024-01-06 02:00:00
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## 127 R127 84 84 13 Morning 2024-01-06 06:00:00
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## 129 R129 68 20 63 Morning 2024-01-06 08:00:00
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## 131 R131 91 75 10 Morning 2024-01-06 10:00:00
## 132 R132 140 138 70 Evening 2024-01-06 11:00:00
## 133 R133 104 54 68 Morning 2024-01-06 12:00:00
## 134 R134 129 111 73 Morning 2024-01-06 13:00:00
## 135 R135 146 127 63 Evening 2024-01-06 14:00:00
## 136 R136 129 129 39 Morning 2024-01-06 15:00:00
## 137 R137 95 33 26 Afternoon 2024-01-06 16:00:00
## 138 R138 77 77 57 Morning 2024-01-06 17:00:00
## 139 R139 139 123 62 Afternoon 2024-01-06 18:00:00
## 140 R140 46 33 19 Afternoon 2024-01-06 19:00:00
## 141 R141 35 35 77 Morning 2024-01-06 20:00:00
## 142 R142 134 51 42 Evening 2024-01-06 21:00:00
## 143 R143 139 139 78 Afternoon 2024-01-06 22:00:00
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## 177 R177 114 50 60 Evening 2024-01-08 08:00:00
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## 7054 R7054 33 33 21 Morning 2024-10-20 21:00:00
## 7055 R7055 75 21 8 Afternoon 2024-10-20 22:00:00
## 7056 R7056 31 31 25 Morning 2024-10-20 23:00:00
## 7057 R7057 135 68 69 Evening 2024-10-21 00:00:00
## 7058 R7058 137 118 7 Evening 2024-10-21 01:00:00
## 7059 R7059 30 30 62 Evening 2024-10-21 02:00:00
## 7060 R7060 148 23 16 Evening 2024-10-21 03:00:00
## 7061 R7061 115 115 72 Morning 2024-10-21 04:00:00
## 7062 R7062 76 42 68 Evening 2024-10-21 05:00:00
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## 7066 R7066 49 49 5 Evening 2024-10-21 09:00:00
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## 7081 R7081 91 91 20 Evening 2024-10-22 00:00:00
## 7082 R7082 40 40 37 Morning 2024-10-22 01:00:00
## 7083 R7083 66 66 50 Afternoon 2024-10-22 02:00:00
## 7084 R7084 57 53 41 Morning 2024-10-22 03:00:00
## 7085 R7085 132 82 7 Morning 2024-10-22 04:00:00
## 7086 R7086 32 32 33 Afternoon 2024-10-22 05:00:00
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## 7092 R7092 63 59 44 Morning 2024-10-22 11:00:00
## 7093 R7093 148 10 74 Morning 2024-10-22 12:00:00
## 7094 R7094 76 38 25 Morning 2024-10-22 13:00:00
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## 7096 R7096 128 71 59 Evening 2024-10-22 15:00:00
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## 7117 R7117 147 133 9 Evening 2024-10-23 12:00:00
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## 7134 R7134 82 82 65 Evening 2024-10-24 05:00:00
## 7135 R7135 147 97 75 Afternoon 2024-10-24 06:00:00
## 7136 R7136 90 90 23 Afternoon 2024-10-24 07:00:00
## 7137 R7137 119 19 30 Afternoon 2024-10-24 08:00:00
## 7138 R7138 86 86 28 Morning 2024-10-24 09:00:00
## 7139 R7139 134 13 7 Morning 2024-10-24 10:00:00
## 7140 R7140 105 33 17 Evening 2024-10-24 11:00:00
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## 7142 R7142 52 51 40 Morning 2024-10-24 13:00:00
## Department Floor Utilization Efficiency Day Hour Is_Weekend
## 1 CE 1 100.000000 12.6363636 2024-01-01 0 False
## 2 CS 1 23.958333 0.7666667 2024-01-01 1 False
## 3 CS 5 31.967213 3.2500000 2024-01-01 2 False
## 4 ME 4 10.156250 0.8125000 2024-01-01 3 False
## 5 CE 3 100.000000 7.3333333 2024-01-01 4 False
## 6 ECE 3 100.000000 3.9166667 2024-01-01 5 False
## 7 CS 2 24.778761 0.5957447 2024-01-01 6 False
## 8 ECE 7 66.176471 1.6666667 2024-01-01 7 False
## 9 BBA 7 100.000000 1.4262295 2024-01-01 8 False
## 10 ECE 6 94.827586 2.1568627 2024-01-01 9 False
## 11 ME 5 100.000000 10.5833333 2024-01-01 10 False
## 12 ME 4 20.634921 0.3421053 2024-01-01 11 False
## 13 IT 6 94.405594 4.5000000 2024-01-01 12 False
## 14 IT 3 53.246753 1.1081081 2024-01-01 13 False
## 15 CE 3 60.194175 1.0000000 2024-01-01 14 False
## 16 ME 5 22.580645 0.2592593 2024-01-01 15 False
## 17 CE 1 100.000000 1.3818182 2024-01-01 16 False
## 18 CE 2 70.634921 4.0454545 2024-01-01 17 False
## 19 CE 7 46.099291 1.8571429 2024-01-01 18 False
## 20 IT 5 30.909091 0.3695652 2024-01-01 19 False
## 21 IT 7 100.000000 2.5111111 2024-01-01 20 False
## 22 ME 3 33.333333 0.8780488 2024-01-01 21 False
## 23 IT 3 45.454545 0.6976744 2024-01-01 22 False
## 24 CS 3 76.984127 1.3857143 2024-01-01 23 False
## 25 ME 2 82.727273 15.1666667 2024-01-02 0 False
## 26 BBA 5 100.000000 1.2564103 2024-01-02 1 False
## 27 IT 5 100.000000 1.2153846 2024-01-02 2 False
## 28 CS 6 100.000000 1.7346939 2024-01-02 3 False
## 29 BBA 1 53.608247 0.7323944 2024-01-02 4 False
## 30 ME 4 100.000000 0.4507042 2024-01-02 5 False
## 31 IT 5 14.912281 0.4594595 2024-01-02 6 False
## 32 ECE 7 100.000000 0.9857143 2024-01-02 7 False
## 33 BBA 2 20.833333 0.4761905 2024-01-02 8 False
## 34 ME 5 30.701754 0.7446809 2024-01-02 9 False
## 35 IT 4 42.857143 0.5000000 2024-01-02 10 False
## 36 IT 6 76.923077 1.4583333 2024-01-02 11 False
## 37 BBA 2 100.000000 2.5161290 2024-01-02 12 False
## 38 IT 5 100.000000 1.3703704 2024-01-02 13 False
## 39 ME 5 24.444444 0.8250000 2024-01-02 14 False
## 40 BBA 5 9.302326 0.3529412 2024-01-02 15 False
## 41 IT 4 99.180328 6.7222222 2024-01-02 16 False
## 42 CE 5 100.000000 1.2058824 2024-01-02 17 False
## 43 BBA 2 18.181818 1.1428571 2024-01-02 18 False
## 44 BBA 2 62.992126 2.1052632 2024-01-02 19 False
## 45 CS 6 45.217391 0.7123288 2024-01-02 20 False
## 46 IT 7 16.216216 1.0434783 2024-01-02 21 False
## 47 IT 5 16.129032 0.4651163 2024-01-02 22 False
## 48 ME 3 100.000000 1.4615385 2024-01-02 23 False
## 49 ME 1 100.000000 0.8767123 2024-01-03 0 False
## 50 CS 2 15.748031 0.3125000 2024-01-03 1 False
## 51 IT 3 100.000000 2.5853659 2024-01-03 2 False
## 52 IT 2 34.285714 1.7142857 2024-01-03 3 False
## 53 ME 7 100.000000 0.8684211 2024-01-03 4 False
## 54 ECE 5 28.676471 0.8666667 2024-01-03 5 False
## 55 CE 2 74.747475 12.3333333 2024-01-03 6 False
## 56 CS 4 68.085106 0.8311688 2024-01-03 7 False
## 57 CE 4 59.047619 5.1666667 2024-01-03 8 False
## 58 CE 4 31.250000 0.7692308 2024-01-03 9 False
## 59 IT 7 100.000000 1.4426230 2024-01-03 10 False
## 60 ECE 1 100.000000 2.2222222 2024-01-03 11 False
## 61 CS 7 100.000000 1.1555556 2024-01-03 12 False
## 62 ECE 5 98.130841 3.0882353 2024-01-03 13 False
## 63 CS 3 100.000000 0.6486486 2024-01-03 14 False
## 64 IT 2 44.615385 0.8169014 2024-01-03 15 False
## 65 ME 2 100.000000 5.0000000 2024-01-03 16 False
## 66 ECE 5 64.233577 1.3750000 2024-01-03 17 False
## 67 ECE 1 21.052632 1.7142857 2024-01-03 18 False
## 68 ECE 2 100.000000 2.3389831 2024-01-03 19 False
## 69 ME 2 21.666667 0.2280702 2024-01-03 20 False
## 70 ECE 4 100.000000 1.3898305 2024-01-03 21 False
## 71 CE 4 100.000000 1.4705882 2024-01-03 22 False
## 72 ME 3 100.000000 2.4385965 2024-01-03 23 False
## 73 BBA 4 88.965517 3.2250000 2024-01-04 0 False
## 74 CS 4 39.285714 0.3333333 2024-01-04 1 False
## 75 BBA 5 13.636364 0.3947368 2024-01-04 2 False
## 76 BBA 6 100.000000 2.2500000 2024-01-04 3 False
## 77 ME 2 100.000000 1.0731707 2024-01-04 4 False
## 78 ME 7 29.452055 1.3870968 2024-01-04 5 False
## 79 CE 6 26.315789 2.0588235 2024-01-04 6 False
## 80 ECE 5 57.142857 1.5789474 2024-01-04 7 False
## 81 ME 3 100.000000 1.1200000 2024-01-04 8 False
## 82 CS 7 82.178218 1.5660377 2024-01-04 9 False
## 83 CE 3 74.193548 0.4339623 2024-01-04 10 False
## 84 IT 6 27.397260 0.5555556 2024-01-04 11 False
## 85 CE 6 30.681818 0.5625000 2024-01-04 12 False
## 86 ECE 3 12.213740 0.2352941 2024-01-04 13 False
## 87 BBA 1 88.235294 7.5000000 2024-01-04 14 False
## 88 IT 6 100.000000 0.7971014 2024-01-04 15 False
## 89 ECE 4 100.000000 1.3333333 2024-01-04 16 False
## 90 CE 7 100.000000 2.2800000 2024-01-04 17 False
## 91 ECE 5 69.767442 5.4545455 2024-01-04 18 False
## 92 BBA 3 100.000000 1.7173913 2024-01-04 19 False
## 93 BBA 4 100.000000 0.7636364 2024-01-04 20 False
## 94 CS 7 64.583333 0.3974359 2024-01-04 21 False
## 95 BBA 3 100.000000 1.9821429 2024-01-04 22 False
## 96 IT 4 100.000000 6.2000000 2024-01-04 23 False
## 97 ECE 5 100.000000 1.3728814 2024-01-05 0 False
## 98 IT 5 100.000000 1.1746032 2024-01-05 1 False
## 99 ECE 5 38.775510 1.3902439 2024-01-05 2 False
## 100 ECE 5 52.592593 2.1515152 2024-01-05 3 False
## 101 ECE 7 100.000000 7.8000000 2024-01-05 4 False
## 102 ME 1 90.697674 0.9873418 2024-01-05 5 False
## 103 ME 2 100.000000 1.6133333 2024-01-05 6 False
## 104 CE 4 37.974684 0.6976744 2024-01-05 7 False
## 105 ECE 6 17.241379 2.8571429 2024-01-05 8 False
## 106 ECE 7 100.000000 1.5714286 2024-01-05 9 False
## 107 BBA 5 100.000000 2.3658537 2024-01-05 10 False
## 108 ME 5 29.268293 0.4444444 2024-01-05 11 False
## 109 CS 6 100.000000 0.7611940 2024-01-05 12 False
## 110 CE 3 49.579832 0.8550725 2024-01-05 13 False
## 111 CS 2 84.210526 4.8695652 2024-01-05 14 False
## 112 ME 1 74.074074 1.3333333 2024-01-05 15 False
## 113 CE 6 75.000000 16.0000000 2024-01-05 16 False
## 114 BBA 7 100.000000 1.3200000 2024-01-05 17 False
## 115 ECE 7 100.000000 2.4117647 2024-01-05 18 False
## 116 ECE 4 54.545455 0.3050847 2024-01-05 19 False
## 117 IT 3 97.241379 28.2000000 2024-01-05 20 False
## 118 ECE 2 96.774194 20.0000000 2024-01-05 21 False
## 119 ME 6 50.000000 0.3272727 2024-01-05 22 False
## 120 ME 7 100.000000 0.9069767 2024-01-05 23 False
## 121 ME 1 47.008547 0.9166667 2024-01-06 0 True
## 122 ECE 6 100.000000 1.4193548 2024-01-06 1 True
## 123 ME 6 48.484848 0.9014085 2024-01-06 2 True
## 124 IT 5 100.000000 9.4166667 2024-01-06 3 True
## 125 IT 4 11.000000 0.1549296 2024-01-06 4 True
## 126 CE 2 100.000000 3.0000000 2024-01-06 5 True
## 127 CE 6 100.000000 6.4615385 2024-01-06 6 True
## 128 CE 6 100.000000 1.1632653 2024-01-06 7 True
## 129 BBA 2 29.411765 0.3174603 2024-01-06 8 True
## 130 ME 2 100.000000 1.8800000 2024-01-06 9 True
## 131 IT 3 82.417582 7.5000000 2024-01-06 10 True
## 132 CS 3 98.571429 1.9714286 2024-01-06 11 True
## 133 BBA 4 51.923077 0.7941176 2024-01-06 12 True
## 134 CE 3 86.046512 1.5205479 2024-01-06 13 True
## 135 CS 4 86.986301 2.0158730 2024-01-06 14 True
## 136 BBA 3 100.000000 3.3076923 2024-01-06 15 True
## 137 ECE 4 34.736842 1.2692308 2024-01-06 16 True
## 138 CE 3 100.000000 1.3508772 2024-01-06 17 True
## 139 BBA 4 88.489209 1.9838710 2024-01-06 18 True
## 140 IT 3 71.739130 1.7368421 2024-01-06 19 True
## 141 IT 1 100.000000 0.4545455 2024-01-06 20 True
## 142 IT 1 38.059701 1.2142857 2024-01-06 21 True
## 143 IT 3 100.000000 1.7820513 2024-01-06 22 True
## 144 IT 6 100.000000 16.5714286 2024-01-06 23 True
## 145 CS 7 100.000000 2.0540541 2024-01-07 0 True
## 146 ECE 2 100.000000 0.9183673 2024-01-07 1 True
## 147 ECE 2 19.101124 0.2151899 2024-01-07 2 True
## 148 CE 7 14.285714 0.3125000 2024-01-07 3 True
## 149 CS 2 100.000000 0.7236842 2024-01-07 4 True
## 150 ME 1 13.333333 0.8333333 2024-01-07 5 True
## 151 ECE 2 100.000000 1.7173913 2024-01-07 6 True
## 152 ECE 6 100.000000 1.0000000 2024-01-07 7 True
## 153 ECE 2 100.000000 1.4444444 2024-01-07 8 True
## 154 ME 1 100.000000 0.9365079 2024-01-07 9 True
## 155 ECE 4 100.000000 0.5535714 2024-01-07 10 True
## 156 ECE 6 100.000000 1.4487179 2024-01-07 11 True
## 157 IT 7 100.000000 14.0000000 2024-01-07 12 True
## 158 IT 2 100.000000 10.0000000 2024-01-07 13 True
## 159 ECE 1 100.000000 1.2333333 2024-01-07 14 True
## 160 CE 3 95.934959 2.3600000 2024-01-07 15 True
## 161 ME 7 100.000000 3.8823529 2024-01-07 16 True
## 162 IT 3 100.000000 5.6250000 2024-01-07 17 True
## 163 IT 1 27.368421 0.5098039 2024-01-07 18 True
## 164 ME 3 40.410959 0.9833333 2024-01-07 19 True
## 165 CE 4 33.962264 0.8000000 2024-01-07 20 True
## 166 ME 4 40.206186 0.6724138 2024-01-07 21 True
## 167 CE 5 28.378378 0.2658228 2024-01-07 22 True
## 168 BBA 7 100.000000 2.0769231 2024-01-07 23 True
## 169 IT 5 59.459459 1.5714286 2024-01-08 0 False
## 170 IT 6 88.636364 19.5000000 2024-01-08 1 False
## 171 IT 2 100.000000 1.7352941 2024-01-08 2 False
## 172 IT 3 70.000000 1.0000000 2024-01-08 3 False
## 173 ME 6 100.000000 0.5810811 2024-01-08 4 False
## 174 CE 3 53.448276 0.4492754 2024-01-08 5 False
## 175 ME 2 88.405797 2.5416667 2024-01-08 6 False
## 176 ECE 5 19.354839 0.2769231 2024-01-08 7 False
## 177 ME 5 43.859649 0.8333333 2024-01-08 8 False
## 178 BBA 4 100.000000 0.9705882 2024-01-08 9 False
## 179 BBA 2 57.718121 1.9111111 2024-01-08 10 False
## 180 IT 7 58.450704 1.2575758 2024-01-08 11 False
## 181 CS 2 92.857143 7.8000000 2024-01-08 12 False
## 182 ME 2 100.000000 2.3333333 2024-01-08 13 False
## 183 IT 7 100.000000 1.6164384 2024-01-08 14 False
## 184 CS 3 34.246575 0.6578947 2024-01-08 15 False
## 185 ECE 3 100.000000 3.0000000 2024-01-08 16 False
## 186 CE 6 78.409091 2.0909091 2024-01-08 17 False
## 187 BBA 5 90.647482 6.3000000 2024-01-08 18 False
## 188 ECE 1 100.000000 11.8888889 2024-01-08 19 False
## 189 ME 2 100.000000 0.9047619 2024-01-08 20 False
## 190 CS 3 100.000000 1.8305085 2024-01-08 21 False
## 191 ME 3 100.000000 3.0000000 2024-01-08 22 False
## 192 BBA 5 57.894737 1.4864865 2024-01-08 23 False
## 193 ME 4 53.225806 0.8354430 2024-01-09 0 False
## 194 CE 1 68.000000 0.9714286 2024-01-09 1 False
## 195 CE 6 30.000000 1.1052632 2024-01-09 2 False
## 196 CS 4 48.322148 1.0000000 2024-01-09 3 False
## 197 CS 6 100.000000 1.3684211 2024-01-09 4 False
## 198 BBA 6 19.811321 2.1000000 2024-01-09 5 False
## 199 CE 1 55.660377 1.4750000 2024-01-09 6 False
## 200 ME 7 74.545455 0.5189873 2024-01-09 7 False
## 201 CE 1 27.941176 0.7450980 2024-01-09 8 False
## 202 ECE 6 72.727273 4.3333333 2024-01-09 9 False
## 203 ME 6 100.000000 0.8604651 2024-01-09 10 False
## 204 ECE 4 37.209302 0.2051282 2024-01-09 11 False
## 205 ECE 2 95.945946 1.0000000 2024-01-09 12 False
## 206 CE 1 100.000000 0.4366197 2024-01-09 13 False
## 207 CS 7 53.020134 2.0256410 2024-01-09 14 False
## 208 BBA 4 100.000000 3.9444444 2024-01-09 15 False
## 209 BBA 7 52.777778 1.2391304 2024-01-09 16 False
## 210 IT 6 67.441860 1.8709677 2024-01-09 17 False
## 211 CS 1 20.512821 1.6000000 2024-01-09 18 False
## 212 ECE 2 16.129032 0.1973684 2024-01-09 19 False
## 213 ME 5 69.291339 1.3968254 2024-01-09 20 False
## 214 ECE 3 100.000000 0.6226415 2024-01-09 21 False
## 215 ECE 7 100.000000 1.0930233 2024-01-09 22 False
## 216 ME 3 44.067797 1.1818182 2024-01-09 23 False
## 217 ME 1 89.285714 2.5510204 2024-01-10 0 False
## 218 CS 6 42.735043 4.1666667 2024-01-10 1 False
## 219 ME 4 41.414141 1.7826087 2024-01-10 2 False
## 220 CS 1 16.535433 0.4772727 2024-01-10 3 False
## 221 BBA 5 42.500000 0.5862069 2024-01-10 4 False
## 222 ME 4 19.083969 0.4237288 2024-01-10 5 False
## 223 BBA 4 78.125000 1.7857143 2024-01-10 6 False
## 224 CS 1 91.666667 0.9361702 2024-01-10 7 False
## 225 CE 1 92.105263 1.3207547 2024-01-10 8 False
## 226 ME 3 100.000000 1.3888889 2024-01-10 9 False
## 227 CS 3 73.563218 1.4222222 2024-01-10 10 False
## 228 ME 3 100.000000 2.4074074 2024-01-10 11 False
## 229 CS 4 66.666667 0.4848485 2024-01-10 12 False
## 230 CE 5 100.000000 12.1000000 2024-01-10 13 False
## 231 CE 6 100.000000 1.0410959 2024-01-10 14 False
## 232 ME 6 100.000000 6.0000000 2024-01-10 15 False
## 233 CE 3 55.704698 1.7659574 2024-01-10 16 False
## 234 BBA 5 100.000000 20.6000000 2024-01-10 17 False
## 235 CS 1 34.234234 0.5428571 2024-01-10 18 False
## 236 CE 6 100.000000 3.1724138 2024-01-10 19 False
## 237 BBA 6 100.000000 16.1666667 2024-01-10 20 False
## 238 ME 6 34.146341 1.5555556 2024-01-10 21 False
## 239 ECE 7 100.000000 0.9491525 2024-01-10 22 False
## 240 ME 4 95.901639 2.4893617 2024-01-10 23 False
## 241 CE 5 10.476190 0.2340426 2024-01-11 0 False
## 242 IT 3 100.000000 0.6451613 2024-01-11 1 False
## 243 ECE 3 45.454545 0.2380952 2024-01-11 2 False
## 244 ME 2 42.666667 2.2857143 2024-01-11 3 False
## 245 IT 1 20.454545 0.6000000 2024-01-11 4 False
## 246 ME 7 100.000000 1.2027027 2024-01-11 5 False
## 247 ECE 1 60.377358 0.9696970 2024-01-11 6 False
## 248 IT 6 21.818182 0.3870968 2024-01-11 7 False
## 249 ME 5 100.000000 1.7812500 2024-01-11 8 False
## 250 IT 7 39.080460 0.5483871 2024-01-11 9 False
## 251 ME 2 41.428571 1.9333333 2024-01-11 10 False
## 252 IT 3 100.000000 0.4230769 2024-01-11 11 False
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## 963 ME 5 70.289855 1.3108108 2024-02-10 2 True
## 964 IT 3 86.666667 0.7761194 2024-02-10 3 True
## 965 ME 7 88.000000 0.8301887 2024-02-10 4 True
## 966 ME 1 14.606742 0.3714286 2024-02-10 5 True
## 967 CS 1 48.076923 1.6666667 2024-02-10 6 True
## 968 ECE 4 33.944954 3.0833333 2024-02-10 7 True
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## 971 ME 6 100.000000 0.7962963 2024-02-10 10 True
## 972 CE 3 90.076336 2.0000000 2024-02-10 11 True
## 973 ECE 2 65.765766 1.1967213 2024-02-10 12 True
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## 975 IT 3 54.716981 0.6304348 2024-02-10 14 True
## 976 CS 1 13.888889 0.4347826 2024-02-10 15 True
## 977 CE 3 45.544554 1.5862069 2024-02-10 16 True
## 978 CE 5 60.144928 1.1690141 2024-02-10 17 True
## 979 ME 4 24.074074 0.3939394 2024-02-10 18 True
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## 981 CE 3 7.971014 0.4230769 2024-02-10 20 True
## 982 CS 3 72.262774 9.9000000 2024-02-10 21 True
## 983 IT 1 56.140351 0.7272727 2024-02-10 22 True
## 984 CE 1 75.213675 8.8000000 2024-02-10 23 True
## 985 ECE 5 100.000000 1.0930233 2024-02-11 0 True
## 986 IT 5 30.232558 1.1304348 2024-02-11 1 True
## 987 CS 6 100.000000 1.6075949 2024-02-11 2 True
## 988 ECE 1 77.464789 2.0370370 2024-02-11 3 True
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## 990 ME 4 100.000000 0.6507937 2024-02-11 5 True
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## 993 BBA 1 79.464286 4.6842105 2024-02-11 8 True
## 994 CE 1 9.523810 0.1818182 2024-02-11 9 True
## 995 ME 2 100.000000 9.2307692 2024-02-11 10 True
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## 999 ME 6 37.681159 0.4561404 2024-02-11 14 True
## 1000 ME 3 100.000000 1.7586207 2024-02-11 15 True
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## 1004 ME 7 100.000000 0.6250000 2024-02-11 19 True
## 1005 CE 6 58.695652 3.3750000 2024-02-11 20 True
## 1006 CE 1 57.142857 2.4000000 2024-02-11 21 True
## 1007 ME 4 82.608696 4.0000000 2024-02-11 22 True
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## 1010 ME 1 68.695652 1.2539683 2024-02-12 1 False
## 1011 CE 2 78.481013 1.1698113 2024-02-12 2 False
## 1012 ME 7 100.000000 13.6250000 2024-02-12 3 False
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## 1022 ME 7 31.325301 0.6666667 2024-02-12 13 False
## 1023 ME 4 26.573427 1.1176471 2024-02-12 14 False
## 1024 IT 7 27.678571 6.2000000 2024-02-12 15 False
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## 1031 ME 4 100.000000 1.6363636 2024-02-12 22 False
## 1032 IT 6 38.709677 1.4400000 2024-02-12 23 False
## 1033 ME 2 100.000000 7.9090909 2024-02-13 0 False
## 1034 IT 5 100.000000 0.9298246 2024-02-13 1 False
## 1035 BBA 1 100.000000 1.6730769 2024-02-13 2 False
## 1036 BBA 1 95.384615 8.2666667 2024-02-13 3 False
## 1037 IT 5 100.000000 1.1772152 2024-02-13 4 False
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## 1040 ME 2 80.800000 1.4027778 2024-02-13 7 False
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## 1042 ECE 4 100.000000 2.0731707 2024-02-13 9 False
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## 1052 IT 6 100.000000 2.6444444 2024-02-13 19 False
## 1053 CS 3 100.000000 0.5797101 2024-02-13 20 False
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## 1055 ECE 2 100.000000 1.9677419 2024-02-13 22 False
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## 1057 CE 7 100.000000 6.5000000 2024-02-14 0 False
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## 1063 ME 1 30.681818 2.2500000 2024-02-14 6 False
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## 1068 ME 1 24.324324 0.4655172 2024-02-14 11 False
## 1069 CE 2 100.000000 1.2894737 2024-02-14 12 False
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## 1071 CS 2 8.270677 0.5238095 2024-02-14 14 False
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## 1074 ME 1 100.000000 3.0909091 2024-02-14 17 False
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## 1080 ME 6 29.655172 5.3750000 2024-02-14 23 False
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## 1083 BBA 1 35.064935 3.0000000 2024-02-15 2 False
## 1084 ME 5 100.000000 12.0000000 2024-02-15 3 False
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## 1087 BBA 4 97.701149 4.2500000 2024-02-15 6 False
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## 1095 CE 4 89.682540 2.2600000 2024-02-15 14 False
## 1096 ME 5 27.131783 0.8536585 2024-02-15 15 False
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## 1100 CE 3 100.000000 0.6266667 2024-02-15 19 False
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## 1105 ECE 6 62.698413 7.1818182 2024-02-16 0 False
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## 1107 ME 5 100.000000 3.5714286 2024-02-16 2 False
## 1108 ME 3 100.000000 1.3589744 2024-02-16 3 False
## 1109 ECE 5 36.363636 1.2941176 2024-02-16 4 False
## 1110 CE 5 100.000000 1.5454545 2024-02-16 5 False
## 1111 ME 3 100.000000 3.6875000 2024-02-16 6 False
## 1112 ME 7 54.166667 0.8478261 2024-02-16 7 False
## 1113 IT 1 80.487805 1.1000000 2024-02-16 8 False
## 1114 ECE 6 100.000000 0.8153846 2024-02-16 9 False
## 1115 IT 2 100.000000 10.1538462 2024-02-16 10 False
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## 1117 CS 7 55.813953 2.8800000 2024-02-16 12 False
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## 1129 ME 4 100.000000 1.0909091 2024-02-17 0 True
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## 1131 BBA 5 100.000000 1.4181818 2024-02-17 2 True
## 1132 CE 3 40.789474 0.4366197 2024-02-17 3 True
## 1133 CE 2 82.517483 1.6388889 2024-02-17 4 True
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## 1140 ME 6 16.058394 0.5641026 2024-02-17 11 True
## 1141 ME 7 100.000000 7.2500000 2024-02-17 12 True
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## 1145 ME 5 99.173554 10.9090909 2024-02-17 16 True
## 1146 CS 5 68.595041 10.3750000 2024-02-17 17 True
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## 1148 ECE 6 97.692308 3.0975610 2024-02-17 19 True
## 1149 ECE 3 81.666667 2.8823529 2024-02-17 20 True
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## 1152 BBA 7 65.909091 2.8064516 2024-02-17 23 True
## 1153 ECE 5 100.000000 1.7037037 2024-02-18 0 True
## 1154 CS 6 97.520661 1.7611940 2024-02-18 1 True
## 1155 ME 2 55.670103 0.7105263 2024-02-18 2 True
## 1156 ECE 3 100.000000 0.8139535 2024-02-18 3 True
## 1157 ECE 5 34.831461 1.7222222 2024-02-18 4 True
## 1158 BBA 2 100.000000 4.8000000 2024-02-18 5 True
## 1159 IT 5 100.000000 1.4032258 2024-02-18 6 True
## 1160 CS 7 91.379310 2.3555556 2024-02-18 7 True
## 1161 CS 2 17.391304 0.1600000 2024-02-18 8 True
## 1162 ECE 1 17.567568 0.2166667 2024-02-18 9 True
## 1163 CE 7 100.000000 1.0289855 2024-02-18 10 True
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## 1168 ME 7 21.929825 0.4310345 2024-02-18 15 True
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## 1173 ME 6 77.083333 15.8571429 2024-02-18 20 True
## 1174 IT 4 53.956835 7.5000000 2024-02-18 21 True
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## 1176 CE 1 34.545455 0.7169811 2024-02-18 23 True
## 1177 CS 2 85.882353 3.4761905 2024-02-19 0 False
## 1178 CE 3 52.631579 0.4477612 2024-02-19 1 False
## 1179 ECE 7 84.210526 2.5000000 2024-02-19 2 False
## 1180 CE 6 20.634921 0.2708333 2024-02-19 3 False
## 1181 IT 3 52.127660 5.4444444 2024-02-19 4 False
## 1182 ME 7 94.285714 26.4000000 2024-02-19 5 False
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## 1184 ME 7 48.863636 0.5733333 2024-02-19 7 False
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## 1188 ECE 5 66.666667 0.3188406 2024-02-19 11 False
## 1189 ME 4 60.185185 1.8571429 2024-02-19 12 False
## 1190 CE 5 76.744186 14.1428571 2024-02-19 13 False
## 1191 ME 6 61.363636 1.1739130 2024-02-19 14 False
## 1192 BBA 4 62.585034 5.7500000 2024-02-19 15 False
## 1193 ME 7 100.000000 1.0512821 2024-02-19 16 False
## 1194 IT 4 100.000000 1.9411765 2024-02-19 17 False
## 1195 BBA 1 66.666667 1.3623188 2024-02-19 18 False
## 1196 ECE 2 22.857143 0.9411765 2024-02-19 19 False
## 1197 CE 4 100.000000 1.9333333 2024-02-19 20 False
## 1198 CS 6 100.000000 1.7358491 2024-02-19 21 False
## 1199 CE 7 77.000000 0.9746835 2024-02-19 22 False
## 1200 BBA 7 62.096774 1.9250000 2024-02-19 23 False
## 1201 IT 5 100.000000 1.5454545 2024-02-20 0 False
## 1202 IT 2 51.666667 2.6956522 2024-02-20 1 False
## 1203 BBA 4 100.000000 1.6388889 2024-02-20 2 False
## 1204 ME 3 26.086957 0.1666667 2024-02-20 3 False
## 1205 BBA 4 100.000000 3.1666667 2024-02-20 4 False
## 1206 ME 3 25.675676 0.6031746 2024-02-20 5 False
## 1207 CS 7 100.000000 0.8615385 2024-02-20 6 False
## 1208 CE 2 13.414634 0.2391304 2024-02-20 7 False
## 1209 CS 2 100.000000 0.6962025 2024-02-20 8 False
## 1210 IT 1 41.025641 1.4545455 2024-02-20 9 False
## 1211 IT 4 95.901639 9.7500000 2024-02-20 10 False
## 1212 IT 7 100.000000 4.2380952 2024-02-20 11 False
## 1213 CE 6 100.000000 0.7887324 2024-02-20 12 False
## 1214 ME 4 25.454545 0.7000000 2024-02-20 13 False
## 1215 CE 6 100.000000 0.9436620 2024-02-20 14 False
## 1216 ME 7 19.266055 0.2763158 2024-02-20 15 False
## 1217 IT 3 100.000000 2.7142857 2024-02-20 16 False
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## 1219 CS 7 100.000000 0.6000000 2024-02-20 18 False
## 1220 ME 1 100.000000 4.2222222 2024-02-20 19 False
## 1221 IT 4 69.620253 1.2790698 2024-02-20 20 False
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## 1223 ECE 2 60.583942 16.6000000 2024-02-20 22 False
## 1224 ME 4 100.000000 1.0000000 2024-02-20 23 False
## 1225 CS 5 75.187970 1.3333333 2024-02-21 0 False
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## 1227 IT 6 32.608696 0.5769231 2024-02-21 2 False
## 1228 CS 5 100.000000 0.4545455 2024-02-21 3 False
## 1229 BBA 6 43.939394 1.7058824 2024-02-21 4 False
## 1230 BBA 7 100.000000 1.7894737 2024-02-21 5 False
## 1231 CE 6 100.000000 1.1785714 2024-02-21 6 False
## 1232 IT 3 26.923077 1.4000000 2024-02-21 7 False
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## 1235 IT 7 100.000000 0.5342466 2024-02-21 10 False
## 1236 IT 1 73.239437 1.3866667 2024-02-21 11 False
## 1237 CS 1 27.343750 1.4000000 2024-02-21 12 False
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## 1239 ME 3 100.000000 0.8387097 2024-02-21 14 False
## 1240 CS 5 23.239437 0.8684211 2024-02-21 15 False
## 1241 BBA 4 80.000000 1.5064935 2024-02-21 16 False
## 1242 BBA 2 10.000000 0.4166667 2024-02-21 17 False
## 1243 ME 2 31.506849 1.0952381 2024-02-21 18 False
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## 1245 ME 6 100.000000 2.2093023 2024-02-21 20 False
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## 1249 CS 5 100.000000 0.9672131 2024-02-22 0 False
## 1250 ME 6 100.000000 1.6739130 2024-02-22 1 False
## 1251 CE 4 91.525424 1.8000000 2024-02-22 2 False
## 1252 ME 1 100.000000 1.2187500 2024-02-22 3 False
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## 1254 ME 2 100.000000 4.2307692 2024-02-22 5 False
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## 1264 IT 5 90.410959 6.9473684 2024-02-22 15 False
## 1265 CE 1 64.705882 1.3134328 2024-02-22 16 False
## 1266 ECE 6 71.052632 9.0000000 2024-02-22 17 False
## 1267 ECE 7 38.129496 0.7260274 2024-02-22 18 False
## 1268 IT 2 100.000000 0.8846154 2024-02-22 19 False
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## 1273 CS 2 100.000000 7.4615385 2024-02-23 0 False
## 1274 CS 5 100.000000 0.4931507 2024-02-23 1 False
## 1275 IT 1 100.000000 1.4117647 2024-02-23 2 False
## 1276 CE 4 41.428571 1.2608696 2024-02-23 3 False
## 1277 CE 5 100.000000 1.1632653 2024-02-23 4 False
## 1278 BBA 1 64.179104 6.6153846 2024-02-23 5 False
## 1279 CE 3 95.652174 12.2222222 2024-02-23 6 False
## 1280 CE 2 100.000000 1.4705882 2024-02-23 7 False
## 1281 CS 1 100.000000 1.1724138 2024-02-23 8 False
## 1282 CS 1 12.318841 0.7083333 2024-02-23 9 False
## 1283 CE 2 42.307692 1.1379310 2024-02-23 10 False
## 1284 CE 6 18.400000 0.6052632 2024-02-23 11 False
## 1285 IT 7 100.000000 1.5789474 2024-02-23 12 False
## 1286 ME 6 100.000000 3.3214286 2024-02-23 13 False
## 1287 IT 2 65.486726 2.1142857 2024-02-23 14 False
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## 1290 ECE 3 54.421769 1.8181818 2024-02-23 17 False
## 1291 IT 4 100.000000 1.5098039 2024-02-23 18 False
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## 1294 CE 2 100.000000 1.0930233 2024-02-23 21 False
## 1295 ME 2 20.547945 0.7894737 2024-02-23 22 False
## 1296 IT 7 100.000000 1.2542373 2024-02-23 23 False
## 1297 ECE 3 93.750000 1.3636364 2024-02-24 0 True
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## 1299 ME 1 100.000000 0.4657534 2024-02-24 2 True
## 1300 ME 4 100.000000 4.6153846 2024-02-24 3 True
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## 1304 CS 5 100.000000 2.3181818 2024-02-24 7 True
## 1305 ME 5 100.000000 5.1666667 2024-02-24 8 True
## 1306 CS 4 89.189189 6.6000000 2024-02-24 9 True
## 1307 CE 6 100.000000 2.5000000 2024-02-24 10 True
## 1308 ECE 6 23.437500 0.4838710 2024-02-24 11 True
## 1309 BBA 4 13.698630 0.2857143 2024-02-24 12 True
## 1310 CS 7 100.000000 0.7105263 2024-02-24 13 True
## 1311 ME 5 62.222222 0.7777778 2024-02-24 14 True
## 1312 BBA 2 21.839080 0.3454545 2024-02-24 15 True
## 1313 ECE 1 100.000000 1.1111111 2024-02-24 16 True
## 1314 ECE 7 100.000000 2.0857143 2024-02-24 17 True
## 1315 CS 1 27.338129 0.7169811 2024-02-24 18 True
## 1316 IT 6 100.000000 1.6896552 2024-02-24 19 True
## 1317 ECE 7 32.954545 0.3670886 2024-02-24 20 True
## 1318 BBA 2 38.144330 3.0833333 2024-02-24 21 True
## 1319 ME 4 65.068493 1.5079365 2024-02-24 22 True
## 1320 BBA 2 100.000000 0.7721519 2024-02-24 23 True
## 1321 ECE 4 25.517241 6.1666667 2024-02-25 0 True
## 1322 CS 6 37.168142 0.7118644 2024-02-25 1 True
## 1323 BBA 1 53.763441 0.6578947 2024-02-25 2 True
## 1324 CS 4 100.000000 2.4285714 2024-02-25 3 True
## 1325 ECE 7 65.909091 1.4500000 2024-02-25 4 True
## 1326 IT 3 53.191489 0.7812500 2024-02-25 5 True
## 1327 CS 6 100.000000 2.0000000 2024-02-25 6 True
## 1328 CS 2 100.000000 1.2972973 2024-02-25 7 True
## 1329 ECE 7 32.673267 0.5689655 2024-02-25 8 True
## 1330 CE 2 67.241379 1.2187500 2024-02-25 9 True
## 1331 ECE 3 100.000000 5.9411765 2024-02-25 10 True
## 1332 ECE 7 100.000000 0.4054054 2024-02-25 11 True
## 1333 CE 5 79.411765 3.8571429 2024-02-25 12 True
## 1334 CE 7 100.000000 4.3235294 2024-02-25 13 True
## 1335 BBA 2 64.912281 1.2542373 2024-02-25 14 True
## 1336 CE 7 18.939394 0.3787879 2024-02-25 15 True
## 1337 CE 5 100.000000 3.3636364 2024-02-25 16 True
## 1338 CE 5 100.000000 2.7941176 2024-02-25 17 True
## 1339 IT 6 19.047619 0.1935484 2024-02-25 18 True
## 1340 CE 1 100.000000 1.6129032 2024-02-25 19 True
## 1341 CS 1 100.000000 5.5000000 2024-02-25 20 True
## 1342 IT 2 69.354839 1.1944444 2024-02-25 21 True
## 1343 CE 5 24.832215 1.6818182 2024-02-25 22 True
## 1344 IT 6 63.636364 2.1000000 2024-02-25 23 True
## 1345 CS 3 100.000000 1.5636364 2024-02-26 0 False
## 1346 ME 1 100.000000 5.7500000 2024-02-26 1 False
## 1347 ME 1 98.000000 1.3424658 2024-02-26 2 False
## 1348 IT 3 100.000000 1.1282051 2024-02-26 3 False
## 1349 ME 3 26.470588 0.3750000 2024-02-26 4 False
## 1350 CS 4 79.661017 1.0217391 2024-02-26 5 False
## 1351 ECE 5 75.342466 1.6176471 2024-02-26 6 False
## 1352 CE 1 47.222222 3.4000000 2024-02-26 7 False
## 1353 ECE 1 100.000000 4.4210526 2024-02-26 8 False
## 1354 BBA 7 100.000000 1.8717949 2024-02-26 9 False
## 1355 IT 1 100.000000 1.2777778 2024-02-26 10 False
## 1356 CS 2 53.435115 0.9210526 2024-02-26 11 False
## 1357 CS 3 47.014925 1.0327869 2024-02-26 12 False
## 1358 ME 6 100.000000 5.2307692 2024-02-26 13 False
## 1359 IT 3 14.285714 0.2037037 2024-02-26 14 False
## 1360 CE 2 62.280702 1.0597015 2024-02-26 15 False
## 1361 IT 2 100.000000 2.1333333 2024-02-26 16 False
## 1362 BBA 5 21.212121 0.1971831 2024-02-26 17 False
## 1363 IT 7 100.000000 4.6000000 2024-02-26 18 False
## 1364 CS 5 93.636364 12.8750000 2024-02-26 19 False
## 1365 CS 4 95.918367 2.7647059 2024-02-26 20 False
## 1366 ME 3 67.307692 0.9090909 2024-02-26 21 False
## 1367 BBA 1 97.087379 2.6315789 2024-02-26 22 False
## 1368 ECE 7 55.319149 5.2000000 2024-02-26 23 False
## 1369 BBA 6 31.067961 0.5161290 2024-02-27 0 False
## 1370 BBA 4 38.888889 0.4666667 2024-02-27 1 False
## 1371 IT 6 95.555556 1.3870968 2024-02-27 2 False
## 1372 CS 6 100.000000 4.0000000 2024-02-27 3 False
## 1373 IT 1 26.136364 2.3000000 2024-02-27 4 False
## 1374 IT 2 87.022901 1.4615385 2024-02-27 5 False
## 1375 ECE 3 60.544218 6.3571429 2024-02-27 6 False
## 1376 CS 5 100.000000 2.2592593 2024-02-27 7 False
## 1377 IT 4 13.043478 0.2307692 2024-02-27 8 False
## 1378 CS 2 100.000000 1.5283019 2024-02-27 9 False
## 1379 IT 1 100.000000 1.1020408 2024-02-27 10 False
## 1380 ECE 4 100.000000 0.7636364 2024-02-27 11 False
## 1381 ME 5 100.000000 7.5555556 2024-02-27 12 False
## 1382 BBA 3 100.000000 1.9464286 2024-02-27 13 False
## 1383 IT 2 56.643357 1.2461538 2024-02-27 14 False
## 1384 ECE 2 100.000000 6.0909091 2024-02-27 15 False
## 1385 CS 5 100.000000 7.5333333 2024-02-27 16 False
## 1386 CE 4 100.000000 2.7142857 2024-02-27 17 False
## 1387 ME 7 100.000000 2.2820513 2024-02-27 18 False
## 1388 CE 1 100.000000 4.1111111 2024-02-27 19 False
## 1389 ME 6 30.000000 0.2278481 2024-02-27 20 False
## 1390 CE 1 68.707483 7.2142857 2024-02-27 21 False
## 1391 BBA 3 13.223140 0.7272727 2024-02-27 22 False
## 1392 ME 1 40.163934 1.0425532 2024-02-27 23 False
## 1393 CE 3 100.000000 1.9285714 2024-02-28 0 False
## 1394 ECE 3 100.000000 3.7916667 2024-02-28 1 False
## 1395 ECE 3 82.539683 0.7878788 2024-02-28 2 False
## 1396 BBA 1 20.769231 0.4153846 2024-02-28 3 False
## 1397 ME 7 100.000000 1.7750000 2024-02-28 4 False
## 1398 IT 4 42.477876 5.3333333 2024-02-28 5 False
## 1399 ME 1 100.000000 1.8490566 2024-02-28 6 False
## 1400 ME 4 32.500000 0.5735294 2024-02-28 7 False
## 1401 CS 1 22.307692 0.7837838 2024-02-28 8 False
## 1402 CE 6 100.000000 1.7837838 2024-02-28 9 False
## 1403 ME 6 100.000000 1.5000000 2024-02-28 10 False
## 1404 IT 6 100.000000 1.7714286 2024-02-28 11 False
## 1405 BBA 1 39.716312 2.0740741 2024-02-28 12 False
## 1406 IT 7 60.800000 3.4545455 2024-02-28 13 False
## 1407 IT 4 20.909091 0.5000000 2024-02-28 14 False
## 1408 CS 2 94.444444 0.8831169 2024-02-28 15 False
## 1409 CS 2 48.076923 0.6250000 2024-02-28 16 False
## 1410 BBA 5 100.000000 3.2045455 2024-02-28 17 False
## 1411 CS 2 100.000000 2.1142857 2024-02-28 18 False
## 1412 ECE 1 100.000000 2.9166667 2024-02-28 19 False
## 1413 ME 3 78.461538 3.2903226 2024-02-28 20 False
## 1414 BBA 7 80.000000 1.4915254 2024-02-28 21 False
## 1415 CS 5 46.099291 2.4074074 2024-02-28 22 False
## 1416 IT 1 100.000000 2.1363636 2024-02-28 23 False
## 1417 IT 5 100.000000 0.9772727 2024-02-29 0 False
## 1418 BBA 7 100.000000 1.2857143 2024-02-29 1 False
## 1419 CE 3 100.000000 0.8153846 2024-02-29 2 False
## 1420 ME 7 50.000000 13.2000000 2024-02-29 3 False
## 1421 ECE 5 100.000000 1.8461538 2024-02-29 4 False
## 1422 IT 1 42.857143 0.3913043 2024-02-29 5 False
## 1423 ME 7 72.058824 1.6333333 2024-02-29 6 False
## 1424 ECE 1 100.000000 0.6329114 2024-02-29 7 False
## 1425 CS 6 66.666667 1.2500000 2024-02-29 8 False
## 1426 ECE 3 100.000000 2.8235294 2024-02-29 9 False
## 1427 CE 1 59.633028 1.3829787 2024-02-29 10 False
## 1428 ME 6 100.000000 2.1111111 2024-02-29 11 False
## 1429 ME 3 75.510204 14.8000000 2024-02-29 12 False
## 1430 CS 2 100.000000 0.9736842 2024-02-29 13 False
## 1431 CE 6 90.909091 0.6060606 2024-02-29 14 False
## 1432 ECE 7 82.993197 1.6052632 2024-02-29 15 False
## 1433 CS 1 71.568627 2.7037037 2024-02-29 16 False
## 1434 CS 5 100.000000 0.6266667 2024-02-29 17 False
## 1435 IT 4 100.000000 1.1951220 2024-02-29 18 False
## 1436 IT 1 100.000000 3.1463415 2024-02-29 19 False
## 1437 ME 4 100.000000 1.0422535 2024-02-29 20 False
## 1438 CE 4 100.000000 1.4193548 2024-02-29 21 False
## 1439 ME 6 62.773723 5.0588235 2024-02-29 22 False
## 1440 IT 1 100.000000 0.8208955 2024-02-29 23 False
## 1441 CE 2 94.736842 1.2857143 2024-03-01 0 False
## 1442 ECE 4 17.910448 0.2448980 2024-03-01 1 False
## 1443 IT 1 100.000000 2.0588235 2024-03-01 2 False
## 1444 ECE 1 100.000000 1.4545455 2024-03-01 3 False
## 1445 IT 6 100.000000 1.3157895 2024-03-01 4 False
## 1446 BBA 2 36.206897 0.6268657 2024-03-01 5 False
## 1447 ME 6 56.302521 1.3137255 2024-03-01 6 False
## 1448 ECE 4 100.000000 1.7333333 2024-03-01 7 False
## 1449 CE 5 19.607843 0.3225806 2024-03-01 8 False
## 1450 ECE 3 69.911504 5.2666667 2024-03-01 9 False
## 1451 ME 6 100.000000 1.5744681 2024-03-01 10 False
## 1452 CE 4 100.000000 1.1346154 2024-03-01 11 False
## 1453 BBA 6 83.606557 1.5000000 2024-03-01 12 False
## 1454 BBA 5 100.000000 2.0434783 2024-03-01 13 False
## 1455 ECE 1 100.000000 0.6458333 2024-03-01 14 False
## 1456 CS 1 100.000000 2.0263158 2024-03-01 15 False
## 1457 ECE 2 30.075188 5.0000000 2024-03-01 16 False
## 1458 ECE 5 69.117647 3.3571429 2024-03-01 17 False
## 1459 BBA 7 38.167939 1.7857143 2024-03-01 18 False
## 1460 IT 6 27.118644 0.8421053 2024-03-01 19 False
## 1461 CS 1 100.000000 1.3260870 2024-03-01 20 False
## 1462 ECE 4 44.642857 0.6410256 2024-03-01 21 False
## 1463 CE 2 68.292683 0.6222222 2024-03-01 22 False
## 1464 BBA 1 90.666667 1.4468085 2024-03-01 23 False
## 1465 ME 5 80.172414 3.2068966 2024-03-02 0 True
## 1466 CS 3 93.518519 8.4166667 2024-03-02 1 True
## 1467 ME 7 100.000000 11.1250000 2024-03-02 2 True
## 1468 IT 5 100.000000 1.6623377 2024-03-02 3 True
## 1469 CS 6 91.044776 10.1666667 2024-03-02 4 True
## 1470 ME 6 100.000000 1.1285714 2024-03-02 5 True
## 1471 CE 7 69.852941 1.4843750 2024-03-02 6 True
## 1472 IT 5 17.708333 0.2698413 2024-03-02 7 True
## 1473 ECE 6 100.000000 1.3670886 2024-03-02 8 True
## 1474 CE 5 13.265306 0.1688312 2024-03-02 9 True
## 1475 BBA 2 80.165289 2.4871795 2024-03-02 10 True
## 1476 IT 2 100.000000 8.6250000 2024-03-02 11 True
## 1477 BBA 4 100.000000 0.5342466 2024-03-02 12 True
## 1478 ECE 5 82.666667 1.3191489 2024-03-02 13 True
## 1479 ECE 6 16.521739 0.7037037 2024-03-02 14 True
## 1480 CS 7 100.000000 1.0666667 2024-03-02 15 True
## 1481 IT 7 35.443038 0.3589744 2024-03-02 16 True
## 1482 CS 7 100.000000 1.9428571 2024-03-02 17 True
## 1483 ECE 5 30.534351 0.6451613 2024-03-02 18 True
## 1484 CE 7 48.062016 0.9841270 2024-03-02 19 True
## 1485 ECE 1 15.068493 0.1641791 2024-03-02 20 True
## 1486 ECE 6 97.894737 1.4761905 2024-03-02 21 True
## 1487 BBA 7 100.000000 1.2205882 2024-03-02 22 True
## 1488 BBA 3 100.000000 2.3888889 2024-03-02 23 True
## 1489 ME 5 100.000000 2.0000000 2024-03-03 0 True
## 1490 ME 1 52.238806 0.5384615 2024-03-03 1 True
## 1491 ME 3 16.949153 0.4761905 2024-03-03 2 True
## 1492 ME 7 100.000000 3.3000000 2024-03-03 3 True
## 1493 BBA 5 37.037037 1.6000000 2024-03-03 4 True
## 1494 IT 3 100.000000 6.2500000 2024-03-03 5 True
## 1495 ME 5 100.000000 1.5818182 2024-03-03 6 True
## 1496 CE 7 61.061947 1.6428571 2024-03-03 7 True
## 1497 ME 3 100.000000 1.2352941 2024-03-03 8 True
## 1498 ECE 3 50.000000 1.4054054 2024-03-03 9 True
## 1499 ECE 1 25.773196 0.9259259 2024-03-03 10 True
## 1500 ME 6 100.000000 8.2000000 2024-03-03 11 True
## 1501 ME 2 100.000000 1.5000000 2024-03-03 12 True
## 1502 BBA 1 100.000000 2.4883721 2024-03-03 13 True
## 1503 CS 7 100.000000 1.2222222 2024-03-03 14 True
## 1504 CE 4 100.000000 6.6923077 2024-03-03 15 True
## 1505 IT 3 40.298507 2.0769231 2024-03-03 16 True
## 1506 ECE 6 100.000000 2.1578947 2024-03-03 17 True
## 1507 CE 6 100.000000 1.5970149 2024-03-03 18 True
## 1508 ME 5 45.882353 0.5735294 2024-03-03 19 True
## 1509 CS 7 100.000000 0.8431373 2024-03-03 20 True
## 1510 CE 4 46.610169 0.7746479 2024-03-03 21 True
## 1511 CE 5 100.000000 1.6000000 2024-03-03 22 True
## 1512 ME 3 21.621622 4.8000000 2024-03-03 23 True
## 1513 IT 5 25.000000 0.5000000 2024-03-04 0 False
## 1514 ECE 1 76.760563 2.9459459 2024-03-04 1 False
## 1515 ECE 4 62.857143 1.4666667 2024-03-04 2 False
## 1516 CE 2 100.000000 3.0000000 2024-03-04 3 False
## 1517 CE 2 100.000000 2.2807018 2024-03-04 4 False
## 1518 CS 1 28.915663 0.4285714 2024-03-04 5 False
## 1519 ME 4 100.000000 6.3750000 2024-03-04 6 False
## 1520 ME 5 83.606557 20.4000000 2024-03-04 7 False
## 1521 BBA 7 100.000000 2.1111111 2024-03-04 8 False
## 1522 ECE 4 22.602740 1.5714286 2024-03-04 9 False
## 1523 ECE 6 46.956522 2.0000000 2024-03-04 10 False
## 1524 ECE 1 100.000000 0.6818182 2024-03-04 11 False
## 1525 IT 2 100.000000 1.1081081 2024-03-04 12 False
## 1526 ECE 3 100.000000 1.7017544 2024-03-04 13 False
## 1527 CS 3 100.000000 2.1272727 2024-03-04 14 False
## 1528 IT 3 50.000000 0.7419355 2024-03-04 15 False
## 1529 BBA 4 100.000000 1.6071429 2024-03-04 16 False
## 1530 BBA 7 43.750000 0.3414634 2024-03-04 17 False
## 1531 ECE 3 100.000000 0.5737705 2024-03-04 18 False
## 1532 CE 7 100.000000 1.2000000 2024-03-04 19 False
## 1533 ME 5 50.000000 0.7857143 2024-03-04 20 False
## 1534 ECE 1 100.000000 0.5818182 2024-03-04 21 False
## 1535 CS 7 62.500000 1.1111111 2024-03-04 22 False
## 1536 IT 4 100.000000 0.5161290 2024-03-04 23 False
## 1537 IT 3 17.449664 1.8571429 2024-03-05 0 False
## 1538 IT 6 100.000000 1.0857143 2024-03-05 1 False
## 1539 IT 6 91.489362 1.4827586 2024-03-05 2 False
## 1540 CS 7 65.079365 2.9285714 2024-03-05 3 False
## 1541 CE 2 81.617647 1.5000000 2024-03-05 4 False
## 1542 CE 6 100.000000 0.9821429 2024-03-05 5 False
## 1543 BBA 2 92.617450 6.0000000 2024-03-05 6 False
## 1544 CS 2 86.274510 1.1578947 2024-03-05 7 False
## 1545 CS 6 18.085106 2.1250000 2024-03-05 8 False
## 1546 CS 7 11.607143 0.1940299 2024-03-05 9 False
## 1547 CS 4 48.484848 3.6923077 2024-03-05 10 False
## 1548 ECE 4 100.000000 0.7971014 2024-03-05 11 False
## 1549 BBA 4 100.000000 1.9655172 2024-03-05 12 False
## 1550 BBA 1 100.000000 1.7500000 2024-03-05 13 False
## 1551 ECE 6 68.367347 1.1754386 2024-03-05 14 False
## 1552 CE 4 100.000000 1.5416667 2024-03-05 15 False
## 1553 CS 3 27.536232 0.7307692 2024-03-05 16 False
## 1554 BBA 1 100.000000 2.9333333 2024-03-05 17 False
## 1555 CE 1 97.959184 2.5263158 2024-03-05 18 False
## 1556 ME 3 100.000000 2.4838710 2024-03-05 19 False
## 1557 BBA 3 14.285714 0.3134328 2024-03-05 20 False
## 1558 IT 3 100.000000 1.9655172 2024-03-05 21 False
## 1559 IT 6 27.906977 0.3380282 2024-03-05 22 False
## 1560 IT 2 59.090909 0.5652174 2024-03-05 23 False
## 1561 ECE 4 100.000000 1.4285714 2024-03-06 0 False
## 1562 CS 4 55.882353 4.7500000 2024-03-06 1 False
## 1563 CE 1 62.184874 1.3214286 2024-03-06 2 False
## 1564 ME 6 100.000000 1.7500000 2024-03-06 3 False
## 1565 IT 1 31.617647 0.6615385 2024-03-06 4 False
## 1566 CS 6 100.000000 0.5806452 2024-03-06 5 False
## 1567 ME 7 93.750000 1.1194030 2024-03-06 6 False
## 1568 IT 6 33.333333 1.2608696 2024-03-06 7 False
## 1569 ME 6 100.000000 6.3333333 2024-03-06 8 False
## 1570 ME 3 67.741935 8.4000000 2024-03-06 9 False
## 1571 BBA 5 61.739130 0.9220779 2024-03-06 10 False
## 1572 CE 6 59.574468 1.0181818 2024-03-06 11 False
## 1573 ECE 5 100.000000 0.6166667 2024-03-06 12 False
## 1574 ME 6 100.000000 1.0533333 2024-03-06 13 False
## 1575 ECE 7 100.000000 3.6097561 2024-03-06 14 False
## 1576 CS 3 71.653543 1.8571429 2024-03-06 15 False
## 1577 ECE 1 46.753247 0.5142857 2024-03-06 16 False
## 1578 BBA 4 100.000000 4.3809524 2024-03-06 17 False
## 1579 CE 2 100.000000 8.2500000 2024-03-06 18 False
## 1580 IT 7 77.118644 1.7500000 2024-03-06 19 False
## 1581 IT 1 32.539683 0.5942029 2024-03-06 20 False
## 1582 IT 6 75.490196 1.4000000 2024-03-06 21 False
## 1583 IT 1 20.134228 0.4838710 2024-03-06 22 False
## 1584 ME 2 100.000000 2.7400000 2024-03-06 23 False
## 1585 CS 5 95.620438 3.8529412 2024-03-07 0 False
## 1586 BBA 2 16.901408 0.3380282 2024-03-07 1 False
## 1587 ECE 5 94.545455 1.7931034 2024-03-07 2 False
## 1588 IT 7 95.192308 1.3026316 2024-03-07 3 False
## 1589 ME 1 66.964286 1.7857143 2024-03-07 4 False
## 1590 IT 4 81.739130 1.5161290 2024-03-07 5 False
## 1591 IT 7 100.000000 1.1515152 2024-03-07 6 False
## 1592 BBA 3 100.000000 1.3000000 2024-03-07 7 False
## 1593 ECE 3 33.050847 0.9285714 2024-03-07 8 False
## 1594 CS 5 32.000000 0.2666667 2024-03-07 9 False
## 1595 CE 2 100.000000 1.6250000 2024-03-07 10 False
## 1596 BBA 2 100.000000 1.3243243 2024-03-07 11 False
## 1597 CS 1 100.000000 0.6612903 2024-03-07 12 False
## 1598 CE 5 50.000000 1.3469388 2024-03-07 13 False
## 1599 IT 3 91.139241 3.2727273 2024-03-07 14 False
## 1600 IT 4 87.037037 1.5409836 2024-03-07 15 False
## 1601 IT 6 100.000000 1.7500000 2024-03-07 16 False
## 1602 CE 6 100.000000 0.7076923 2024-03-07 17 False
## 1603 ECE 3 100.000000 1.5925926 2024-03-07 18 False
## 1604 ECE 4 100.000000 2.8823529 2024-03-07 19 False
## 1605 CE 6 81.481481 1.2222222 2024-03-07 20 False
## 1606 BBA 2 31.200000 2.7857143 2024-03-07 21 False
## 1607 IT 7 56.737589 1.9512195 2024-03-07 22 False
## 1608 BBA 1 35.000000 0.6222222 2024-03-07 23 False
## 1609 IT 7 79.166667 1.0270270 2024-03-08 0 False
## 1610 ME 3 100.000000 0.6808511 2024-03-08 1 False
## 1611 ECE 5 52.777778 5.1818182 2024-03-08 2 False
## 1612 BBA 1 100.000000 2.3333333 2024-03-08 3 False
## 1613 CS 1 83.200000 9.4545455 2024-03-08 4 False
## 1614 CS 5 30.693069 0.4189189 2024-03-08 5 False
## 1615 CE 5 100.000000 0.5833333 2024-03-08 6 False
## 1616 IT 4 88.235294 0.6666667 2024-03-08 7 False
## 1617 CE 1 13.571429 0.8636364 2024-03-08 8 False
## 1618 ECE 2 100.000000 0.6521739 2024-03-08 9 False
## 1619 ECE 5 74.820144 2.3636364 2024-03-08 10 False
## 1620 BBA 1 100.000000 1.9523810 2024-03-08 11 False
## 1621 IT 4 100.000000 2.0909091 2024-03-08 12 False
## 1622 IT 7 100.000000 1.7894737 2024-03-08 13 False
## 1623 ECE 2 100.000000 4.8571429 2024-03-08 14 False
## 1624 ME 7 100.000000 1.6478873 2024-03-08 15 False
## 1625 ME 4 47.500000 1.6285714 2024-03-08 16 False
## 1626 IT 6 100.000000 0.7500000 2024-03-08 17 False
## 1627 IT 3 100.000000 2.1739130 2024-03-08 18 False
## 1628 IT 5 15.827338 0.4489796 2024-03-08 19 False
## 1629 CE 3 40.540541 0.3260870 2024-03-08 20 False
## 1630 ECE 4 100.000000 1.3636364 2024-03-08 21 False
## 1631 IT 7 73.015873 2.0909091 2024-03-08 22 False
## 1632 ME 1 82.407407 2.1707317 2024-03-08 23 False
## 1633 BBA 7 100.000000 2.2857143 2024-03-09 0 True
## 1634 IT 6 50.909091 0.4307692 2024-03-09 1 True
## 1635 IT 2 44.961240 0.8923077 2024-03-09 2 True
## 1636 ECE 7 100.000000 1.6282051 2024-03-09 3 True
## 1637 CS 6 95.312500 0.7721519 2024-03-09 4 True
## 1638 IT 6 93.243243 6.0000000 2024-03-09 5 True
## 1639 IT 7 91.463415 1.2295082 2024-03-09 6 True
## 1640 ME 7 22.727273 0.1449275 2024-03-09 7 True
## 1641 ECE 5 31.250000 0.4166667 2024-03-09 8 True
## 1642 ECE 4 42.857143 1.1538462 2024-03-09 9 True
## 1643 ME 3 100.000000 7.6000000 2024-03-09 10 True
## 1644 ECE 3 46.153846 1.1111111 2024-03-09 11 True
## 1645 CS 6 100.000000 1.8409091 2024-03-09 12 True
## 1646 IT 6 63.235294 6.6153846 2024-03-09 13 True
## 1647 IT 2 42.281879 0.8400000 2024-03-09 14 True
## 1648 CS 1 100.000000 1.2985075 2024-03-09 15 True
## 1649 BBA 5 67.226891 1.0958904 2024-03-09 16 True
## 1650 ME 1 100.000000 1.3928571 2024-03-09 17 True
## 1651 CE 2 100.000000 1.3111111 2024-03-09 18 True
## 1652 ME 6 64.444444 2.0714286 2024-03-09 19 True
## 1653 BBA 2 97.674419 2.4230769 2024-03-09 20 True
## 1654 CS 4 25.287356 0.2933333 2024-03-09 21 True
## 1655 BBA 6 68.181818 3.4090909 2024-03-09 22 True
## 1656 BBA 7 91.525424 10.8000000 2024-03-09 23 True
## 1657 CE 1 100.000000 4.0000000 2024-03-10 0 True
## 1658 BBA 4 73.863636 5.9090909 2024-03-10 1 True
## 1659 BBA 7 36.912752 1.4864865 2024-03-10 2 True
## 1660 CS 7 66.428571 2.5135135 2024-03-10 3 True
## 1661 CS 1 100.000000 12.0000000 2024-03-10 4 True
## 1662 BBA 2 49.523810 1.7931034 2024-03-10 5 True
## 1663 IT 2 100.000000 1.1739130 2024-03-10 6 True
## 1664 CS 7 51.260504 5.5454545 2024-03-10 7 True
## 1665 BBA 4 29.411765 0.5882353 2024-03-10 8 True
## 1666 ME 5 92.941176 1.0533333 2024-03-10 9 True
## 1667 CE 1 100.000000 3.3125000 2024-03-10 10 True
## 1668 BBA 6 25.423729 1.3636364 2024-03-10 11 True
## 1669 ME 2 100.000000 0.4444444 2024-03-10 12 True
## 1670 IT 6 28.571429 0.6885246 2024-03-10 13 True
## 1671 BBA 2 61.666667 1.6086957 2024-03-10 14 True
## 1672 CS 3 92.982456 5.5789474 2024-03-10 15 True
## 1673 BBA 7 100.000000 3.4090909 2024-03-10 16 True
## 1674 BBA 5 100.000000 3.3684211 2024-03-10 17 True
## 1675 IT 1 25.503356 2.9230769 2024-03-10 18 True
## 1676 IT 6 72.950820 1.5892857 2024-03-10 19 True
## 1677 ECE 2 100.000000 0.8750000 2024-03-10 20 True
## 1678 CS 2 100.000000 1.5128205 2024-03-10 21 True
## 1679 CS 7 84.848485 1.7872340 2024-03-10 22 True
## 1680 ECE 5 100.000000 1.5384615 2024-03-10 23 True
## 1681 ECE 5 100.000000 5.7142857 2024-03-11 0 False
## 1682 ECE 3 100.000000 7.4615385 2024-03-11 1 False
## 1683 ECE 7 79.020979 1.5066667 2024-03-11 2 False
## 1684 CS 5 100.000000 3.9230769 2024-03-11 3 False
## 1685 ECE 6 42.519685 1.0588235 2024-03-11 4 False
## 1686 CE 6 100.000000 3.7272727 2024-03-11 5 False
## 1687 ME 4 25.510204 0.3676471 2024-03-11 6 False
## 1688 ECE 6 98.333333 1.4390244 2024-03-11 7 False
## 1689 CS 2 50.413223 2.2592593 2024-03-11 8 False
## 1690 ME 3 100.000000 1.8750000 2024-03-11 9 False
## 1691 CE 7 94.827586 1.8965517 2024-03-11 10 False
## 1692 BBA 4 78.125000 0.5319149 2024-03-11 11 False
## 1693 ECE 6 45.312500 0.8529412 2024-03-11 12 False
## 1694 BBA 4 65.789474 2.2058824 2024-03-11 13 False
## 1695 ME 1 24.719101 1.1578947 2024-03-11 14 False
## 1696 ME 2 81.578947 2.6571429 2024-03-11 15 False
## 1697 IT 3 100.000000 1.1818182 2024-03-11 16 False
## 1698 IT 3 73.333333 1.3050847 2024-03-11 17 False
## 1699 ME 5 76.785714 0.5584416 2024-03-11 18 False
## 1700 CS 2 71.538462 4.4285714 2024-03-11 19 False
## 1701 IT 6 100.000000 4.5555556 2024-03-11 20 False
## 1702 ECE 6 63.793103 14.8000000 2024-03-11 21 False
## 1703 IT 4 60.000000 4.6000000 2024-03-11 22 False
## 1704 ME 6 10.344828 0.2222222 2024-03-11 23 False
## 1705 ME 2 20.689655 0.6666667 2024-03-12 0 False
## 1706 IT 5 100.000000 0.6027397 2024-03-12 1 False
## 1707 ECE 5 100.000000 0.9166667 2024-03-12 2 False
## 1708 BBA 2 6.802721 0.1369863 2024-03-12 3 False
## 1709 ECE 7 40.350877 0.7419355 2024-03-12 4 False
## 1710 ECE 2 90.476190 0.5846154 2024-03-12 5 False
## 1711 ME 5 73.437500 3.1333333 2024-03-12 6 False
## 1712 BBA 6 53.076923 1.0615385 2024-03-12 7 False
## 1713 BBA 4 90.410959 0.8800000 2024-03-12 8 False
## 1714 ME 5 100.000000 1.4565217 2024-03-12 9 False
## 1715 ME 2 84.848485 1.3333333 2024-03-12 10 False
## 1716 BBA 2 26.168224 0.5283019 2024-03-12 11 False
## 1717 IT 1 100.000000 4.0000000 2024-03-12 12 False
## 1718 CS 1 97.692308 1.8405797 2024-03-12 13 False
## 1719 CE 3 100.000000 7.4000000 2024-03-12 14 False
## 1720 CE 2 63.779528 1.0800000 2024-03-12 15 False
## 1721 ECE 3 100.000000 1.9000000 2024-03-12 16 False
## 1722 CS 7 100.000000 0.5068493 2024-03-12 17 False
## 1723 BBA 6 8.474576 0.1315789 2024-03-12 18 False
## 1724 CE 4 98.333333 8.4285714 2024-03-12 19 False
## 1725 ECE 2 100.000000 4.3333333 2024-03-12 20 False
## 1726 ME 6 86.363636 1.4339623 2024-03-12 21 False
## 1727 ME 7 100.000000 1.6603774 2024-03-12 22 False
## 1728 ME 4 100.000000 0.6133333 2024-03-12 23 False
## 1729 ME 2 61.016949 0.9729730 2024-03-13 0 False
## 1730 CS 1 42.500000 0.8717949 2024-03-13 1 False
## 1731 ME 4 87.022901 14.2500000 2024-03-13 2 False
## 1732 ECE 2 100.000000 1.5636364 2024-03-13 3 False
## 1733 CS 7 52.348993 1.1818182 2024-03-13 4 False
## 1734 ECE 2 40.939597 0.9242424 2024-03-13 5 False
## 1735 ME 4 100.000000 1.0000000 2024-03-13 6 False
## 1736 CS 4 100.000000 2.3333333 2024-03-13 7 False
## 1737 BBA 1 38.636364 0.2297297 2024-03-13 8 False
## 1738 CE 2 79.054054 2.7209302 2024-03-13 9 False
## 1739 IT 7 41.739130 1.5000000 2024-03-13 10 False
## 1740 CS 7 38.888889 0.7241379 2024-03-13 11 False
## 1741 CS 7 100.000000 3.0714286 2024-03-13 12 False
## 1742 IT 3 38.888889 0.3500000 2024-03-13 13 False
## 1743 CE 7 36.231884 2.0833333 2024-03-13 14 False
## 1744 ECE 5 42.682927 3.8888889 2024-03-13 15 False
## 1745 CS 5 100.000000 1.9166667 2024-03-13 16 False
## 1746 CS 6 75.000000 6.3750000 2024-03-13 17 False
## 1747 CE 5 100.000000 7.3076923 2024-03-13 18 False
## 1748 BBA 1 50.819672 1.1923077 2024-03-13 19 False
## 1749 CE 1 53.508772 0.9682540 2024-03-13 20 False
## 1750 ECE 7 44.155844 0.7083333 2024-03-13 21 False
## 1751 CE 2 100.000000 0.5961538 2024-03-13 22 False
## 1752 ECE 2 67.391304 2.2962963 2024-03-13 23 False
## 1753 ME 7 32.098765 4.3333333 2024-03-14 0 False
## 1754 IT 1 21.600000 0.3970588 2024-03-14 1 False
## 1755 IT 5 37.623762 0.7600000 2024-03-14 2 False
## 1756 ECE 1 55.813953 1.5319149 2024-03-14 3 False
## 1757 BBA 5 100.000000 2.9285714 2024-03-14 4 False
## 1758 ME 1 100.000000 3.0000000 2024-03-14 5 False
## 1759 IT 5 57.142857 3.2000000 2024-03-14 6 False
## 1760 IT 3 100.000000 1.3870968 2024-03-14 7 False
## 1761 IT 5 97.777778 1.9130435 2024-03-14 8 False
## 1762 CS 3 32.692308 0.5483871 2024-03-14 9 False
## 1763 ECE 3 100.000000 2.0930233 2024-03-14 10 False
## 1764 CE 7 53.658537 0.4000000 2024-03-14 11 False
## 1765 CS 3 28.282828 0.4745763 2024-03-14 12 False
## 1766 ECE 3 100.000000 1.6744186 2024-03-14 13 False
## 1767 IT 1 62.264151 1.3200000 2024-03-14 14 False
## 1768 CS 3 23.846154 3.8750000 2024-03-14 15 False
## 1769 IT 5 100.000000 1.1168831 2024-03-14 16 False
## 1770 ME 4 100.000000 0.7012987 2024-03-14 17 False
## 1771 IT 1 100.000000 0.8032787 2024-03-14 18 False
## 1772 CS 2 88.157895 1.6750000 2024-03-14 19 False
## 1773 CE 7 100.000000 1.9473684 2024-03-14 20 False
## 1774 ME 1 100.000000 2.0000000 2024-03-14 21 False
## 1775 ECE 1 100.000000 4.3750000 2024-03-14 22 False
## 1776 ECE 4 83.783784 4.4285714 2024-03-14 23 False
## 1777 IT 6 38.596491 0.6666667 2024-03-15 0 False
## 1778 BBA 3 100.000000 3.0000000 2024-03-15 1 False
## 1779 ECE 3 62.698413 1.0821918 2024-03-15 2 False
## 1780 CS 5 70.921986 20.0000000 2024-03-15 3 False
## 1781 IT 3 51.818182 2.4782609 2024-03-15 4 False
## 1782 ECE 4 100.000000 3.6470588 2024-03-15 5 False
## 1783 ECE 3 71.830986 2.4878049 2024-03-15 6 False
## 1784 BBA 5 98.947368 1.7407407 2024-03-15 7 False
## 1785 CE 4 17.123288 0.4716981 2024-03-15 8 False
## 1786 ECE 4 45.864662 1.0892857 2024-03-15 9 False
## 1787 ECE 3 51.587302 2.1666667 2024-03-15 10 False
## 1788 BBA 1 100.000000 0.5740741 2024-03-15 11 False
## 1789 ME 2 100.000000 14.8000000 2024-03-15 12 False
## 1790 ME 1 100.000000 1.1315789 2024-03-15 13 False
## 1791 BBA 6 100.000000 0.8000000 2024-03-15 14 False
## 1792 IT 5 63.025210 10.7142857 2024-03-15 15 False
## 1793 CE 4 86.324786 3.8846154 2024-03-15 16 False
## 1794 IT 1 85.365854 1.0000000 2024-03-15 17 False
## 1795 ME 7 100.000000 1.1267606 2024-03-15 18 False
## 1796 ME 4 100.000000 3.4000000 2024-03-15 19 False
## 1797 CE 6 100.000000 3.3000000 2024-03-15 20 False
## 1798 CE 1 100.000000 0.4788732 2024-03-15 21 False
## 1799 CE 4 100.000000 2.4848485 2024-03-15 22 False
## 1800 CE 2 48.979592 0.9411765 2024-03-15 23 False
## 1801 ECE 1 26.666667 1.1666667 2024-03-16 0 True
## 1802 IT 1 25.675676 0.3166667 2024-03-16 1 True
## 1803 ECE 6 100.000000 0.7407407 2024-03-16 2 True
## 1804 ME 7 100.000000 1.5316456 2024-03-16 3 True
## 1805 CE 4 92.857143 1.0400000 2024-03-16 4 True
## 1806 ECE 3 53.061224 2.4375000 2024-03-16 5 True
## 1807 BBA 6 62.608696 12.0000000 2024-03-16 6 True
## 1808 CE 6 65.625000 0.7500000 2024-03-16 7 True
## 1809 BBA 7 100.000000 1.6666667 2024-03-16 8 True
## 1810 BBA 1 30.000000 2.4000000 2024-03-16 9 True
## 1811 CE 2 100.000000 0.7808219 2024-03-16 10 True
## 1812 ECE 4 100.000000 0.7532468 2024-03-16 11 True
## 1813 BBA 4 26.363636 0.5800000 2024-03-16 12 True
## 1814 BBA 3 17.475728 0.2647059 2024-03-16 13 True
## 1815 ME 4 39.814815 1.0750000 2024-03-16 14 True
## 1816 CE 4 97.887324 2.7254902 2024-03-16 15 True
## 1817 BBA 7 100.000000 5.6153846 2024-03-16 16 True
## 1818 ECE 6 37.931034 0.3235294 2024-03-16 17 True
## 1819 IT 4 25.773196 3.5714286 2024-03-16 18 True
## 1820 BBA 5 46.969697 1.8235294 2024-03-16 19 True
## 1821 CE 3 45.283019 0.3380282 2024-03-16 20 True
## 1822 IT 6 36.231884 1.0204082 2024-03-16 21 True
## 1823 CE 6 100.000000 1.3947368 2024-03-16 22 True
## 1824 IT 6 100.000000 0.5512821 2024-03-16 23 True
## 1825 IT 4 75.167785 1.4358974 2024-03-17 0 True
## 1826 CS 4 100.000000 1.7741935 2024-03-17 1 True
## 1827 CS 4 100.000000 5.4736842 2024-03-17 2 True
## 1828 CE 7 100.000000 2.2857143 2024-03-17 3 True
## 1829 ECE 5 100.000000 1.0526316 2024-03-17 4 True
## 1830 CS 3 50.000000 2.0000000 2024-03-17 5 True
## 1831 CE 6 61.151079 1.2318841 2024-03-17 6 True
## 1832 BBA 5 100.000000 2.6333333 2024-03-17 7 True
## 1833 CS 1 100.000000 2.6923077 2024-03-17 8 True
## 1834 IT 6 100.000000 2.2500000 2024-03-17 9 True
## 1835 ME 6 100.000000 1.5500000 2024-03-17 10 True
## 1836 BBA 2 99.295775 3.7105263 2024-03-17 11 True
## 1837 ECE 4 100.000000 0.9583333 2024-03-17 12 True
## 1838 CE 7 81.159420 2.1538462 2024-03-17 13 True
## 1839 IT 6 38.297872 0.3050847 2024-03-17 14 True
## 1840 ECE 4 52.054795 0.7307692 2024-03-17 15 True
## 1841 BBA 3 14.285714 0.4347826 2024-03-17 16 True
## 1842 BBA 7 100.000000 1.5000000 2024-03-17 17 True
## 1843 ME 3 100.000000 1.6329114 2024-03-17 18 True
## 1844 CE 7 28.368794 0.6060606 2024-03-17 19 True
## 1845 CS 7 81.060606 1.3544304 2024-03-17 20 True
## 1846 CS 6 22.535211 0.5925926 2024-03-17 21 True
## 1847 IT 6 40.697674 4.3750000 2024-03-17 22 True
## 1848 ECE 5 100.000000 3.0857143 2024-03-17 23 True
## 1849 ME 3 85.897436 2.3103448 2024-03-18 0 False
## 1850 BBA 4 100.000000 2.9166667 2024-03-18 1 False
## 1851 CE 7 15.966387 0.4222222 2024-03-18 2 False
## 1852 CS 6 35.483871 0.4489796 2024-03-18 3 False
## 1853 ME 6 18.279570 0.5483871 2024-03-18 4 False
## 1854 ME 2 24.561404 0.1818182 2024-03-18 5 False
## 1855 CS 3 65.853659 3.0000000 2024-03-18 6 False
## 1856 IT 7 100.000000 2.7000000 2024-03-18 7 False
## 1857 BBA 1 57.333333 1.0750000 2024-03-18 8 False
## 1858 CE 3 100.000000 17.2857143 2024-03-18 9 False
## 1859 ECE 2 75.362319 2.6666667 2024-03-18 10 False
## 1860 ME 3 100.000000 3.5600000 2024-03-18 11 False
## 1861 IT 1 100.000000 3.6315789 2024-03-18 12 False
## 1862 BBA 2 11.811024 0.7142857 2024-03-18 13 False
## 1863 ME 6 100.000000 0.6610169 2024-03-18 14 False
## 1864 ME 2 92.771084 3.3478261 2024-03-18 15 False
## 1865 ECE 5 28.787879 0.4935065 2024-03-18 16 False
## 1866 ECE 2 100.000000 2.8888889 2024-03-18 17 False
## 1867 ECE 6 62.037037 1.8108108 2024-03-18 18 False
## 1868 ME 5 100.000000 4.5625000 2024-03-18 19 False
## 1869 CE 1 85.517241 1.6533333 2024-03-18 20 False
## 1870 BBA 7 100.000000 1.9218750 2024-03-18 21 False
## 1871 ME 5 100.000000 8.1428571 2024-03-18 22 False
## 1872 IT 5 100.000000 1.7000000 2024-03-18 23 False
## 1873 BBA 7 69.747899 2.4411765 2024-03-19 0 False
## 1874 BBA 3 100.000000 0.6962025 2024-03-19 1 False
## 1875 BBA 3 40.875912 1.6000000 2024-03-19 2 False
## 1876 ME 6 100.000000 0.7317073 2024-03-19 3 False
## 1877 CE 7 84.347826 1.3661972 2024-03-19 4 False
## 1878 ME 7 74.137931 1.3437500 2024-03-19 5 False
## 1879 CS 7 47.457627 2.6666667 2024-03-19 6 False
## 1880 ECE 5 100.000000 2.6428571 2024-03-19 7 False
## 1881 CE 6 100.000000 1.9090909 2024-03-19 8 False
## 1882 BBA 6 48.965517 3.3809524 2024-03-19 9 False
## 1883 ME 5 100.000000 1.5714286 2024-03-19 10 False
## 1884 CS 3 100.000000 1.6964286 2024-03-19 11 False
## 1885 IT 4 82.926829 3.7777778 2024-03-19 12 False
## 1886 IT 6 100.000000 1.7058824 2024-03-19 13 False
## 1887 CE 6 100.000000 1.7407407 2024-03-19 14 False
## 1888 CS 1 100.000000 3.0344828 2024-03-19 15 False
## 1889 CS 2 100.000000 4.0909091 2024-03-19 16 False
## 1890 CE 5 100.000000 0.9729730 2024-03-19 17 False
## 1891 BBA 2 100.000000 2.4482759 2024-03-19 18 False
## 1892 CE 7 70.833333 4.2500000 2024-03-19 19 False
## 1893 BBA 2 100.000000 2.9687500 2024-03-19 20 False
## 1894 BBA 6 44.531250 1.2127660 2024-03-19 21 False
## 1895 ECE 6 25.333333 0.2923077 2024-03-19 22 False
## 1896 BBA 5 100.000000 2.5142857 2024-03-19 23 False
## 1897 CE 5 71.428571 0.9649123 2024-03-20 0 False
## 1898 IT 7 17.567568 2.0000000 2024-03-20 1 False
## 1899 BBA 4 15.094340 0.2758621 2024-03-20 2 False
## 1900 ECE 2 39.175258 0.5066667 2024-03-20 3 False
## 1901 ECE 6 28.925620 1.6666667 2024-03-20 4 False
## 1902 CS 1 38.461538 0.8695652 2024-03-20 5 False
## 1903 CS 7 8.333333 0.1643836 2024-03-20 6 False
## 1904 ECE 1 100.000000 1.1190476 2024-03-20 7 False
## 1905 CS 4 72.000000 2.0000000 2024-03-20 8 False
## 1906 ECE 2 100.000000 22.0000000 2024-03-20 9 False
## 1907 CS 5 100.000000 0.5810811 2024-03-20 10 False
## 1908 IT 7 46.226415 1.9600000 2024-03-20 11 False
## 1909 ECE 5 68.085106 1.8461538 2024-03-20 12 False
## 1910 ECE 6 100.000000 2.0789474 2024-03-20 13 False
## 1911 IT 5 38.053097 3.5833333 2024-03-20 14 False
## 1912 CE 1 100.000000 4.2400000 2024-03-20 15 False
## 1913 BBA 7 83.783784 1.3478261 2024-03-20 16 False
## 1914 ECE 3 100.000000 2.5384615 2024-03-20 17 False
## 1915 ECE 2 84.848485 1.1830986 2024-03-20 18 False
## 1916 CE 4 100.000000 10.6000000 2024-03-20 19 False
## 1917 BBA 7 73.426573 1.9090909 2024-03-20 20 False
## 1918 IT 7 43.396226 0.4693878 2024-03-20 21 False
## 1919 ME 7 73.076923 2.3750000 2024-03-20 22 False
## 1920 CS 5 100.000000 1.3611111 2024-03-20 23 False
## 1921 ME 4 100.000000 0.8235294 2024-03-21 0 False
## 1922 CE 3 78.911565 4.0000000 2024-03-21 1 False
## 1923 CE 2 66.929134 4.7222222 2024-03-21 2 False
## 1924 CE 1 16.831683 0.2361111 2024-03-21 3 False
## 1925 ECE 7 67.816092 1.9666667 2024-03-21 4 False
## 1926 CE 6 100.000000 1.0862069 2024-03-21 5 False
## 1927 IT 6 71.052632 3.8571429 2024-03-21 6 False
## 1928 CE 2 100.000000 1.0625000 2024-03-21 7 False
## 1929 ME 5 100.000000 0.5844156 2024-03-21 8 False
## 1930 IT 1 100.000000 1.4342105 2024-03-21 9 False
## 1931 CE 3 62.616822 2.9130435 2024-03-21 10 False
## 1932 IT 7 62.500000 0.7777778 2024-03-21 11 False
## 1933 ECE 7 100.000000 1.9722222 2024-03-21 12 False
## 1934 ME 3 100.000000 1.1866667 2024-03-21 13 False
## 1935 BBA 3 100.000000 2.5961538 2024-03-21 14 False
## 1936 BBA 3 70.000000 1.5000000 2024-03-21 15 False
## 1937 BBA 7 95.348837 3.1538462 2024-03-21 16 False
## 1938 ECE 5 8.870968 0.2037037 2024-03-21 17 False
## 1939 IT 5 79.729730 5.9000000 2024-03-21 18 False
## 1940 IT 6 86.915888 5.1666667 2024-03-21 19 False
## 1941 ECE 1 35.897436 0.6000000 2024-03-21 20 False
## 1942 BBA 2 41.406250 0.7464789 2024-03-21 21 False
## 1943 CE 3 46.896552 1.1724138 2024-03-21 22 False
## 1944 ME 3 100.000000 1.2222222 2024-03-21 23 False
## 1945 CE 6 100.000000 2.5789474 2024-03-22 0 False
## 1946 ME 3 12.587413 1.0000000 2024-03-22 1 False
## 1947 ME 7 62.068966 0.6835443 2024-03-22 2 False
## 1948 IT 5 100.000000 1.0363636 2024-03-22 3 False
## 1949 IT 1 70.229008 3.4074074 2024-03-22 4 False
## 1950 IT 4 92.857143 1.8571429 2024-03-22 5 False
## 1951 CE 4 100.000000 0.7142857 2024-03-22 6 False
## 1952 ME 4 29.268293 0.1643836 2024-03-22 7 False
## 1953 CS 3 75.000000 2.0000000 2024-03-22 8 False
## 1954 CE 6 31.060606 1.7826087 2024-03-22 9 False
## 1955 IT 1 20.833333 0.4807692 2024-03-22 10 False
## 1956 CE 6 21.705426 1.5555556 2024-03-22 11 False
## 1957 BBA 1 50.000000 0.8266667 2024-03-22 12 False
## 1958 ME 3 83.018868 1.1000000 2024-03-22 13 False
## 1959 ECE 7 40.000000 0.6578947 2024-03-22 14 False
## 1960 ECE 6 91.150442 1.6612903 2024-03-22 15 False
## 1961 ME 5 30.769231 0.2666667 2024-03-22 16 False
## 1962 ECE 5 10.563380 0.2727273 2024-03-22 17 False
## 1963 ECE 2 100.000000 2.1333333 2024-03-22 18 False
## 1964 ECE 1 100.000000 1.1538462 2024-03-22 19 False
## 1965 ME 6 100.000000 1.8095238 2024-03-22 20 False
## 1966 CE 1 94.736842 1.5517241 2024-03-22 21 False
## 1967 IT 3 30.303030 0.4761905 2024-03-22 22 False
## 1968 ME 1 100.000000 2.7142857 2024-03-22 23 False
## 1969 ECE 2 100.000000 2.6666667 2024-03-23 0 True
## 1970 CE 2 100.000000 6.4285714 2024-03-23 1 True
## 1971 IT 4 100.000000 3.7272727 2024-03-23 2 True
## 1972 BBA 6 55.371901 4.1875000 2024-03-23 3 True
## 1973 ME 5 29.661017 1.8421053 2024-03-23 4 True
## 1974 CE 7 11.111111 0.1754386 2024-03-23 5 True
## 1975 BBA 3 31.192661 0.4533333 2024-03-23 6 True
## 1976 BBA 4 100.000000 5.8571429 2024-03-23 7 True
## 1977 IT 1 82.456140 1.2876712 2024-03-23 8 True
## 1978 BBA 3 63.768116 2.9333333 2024-03-23 9 True
## 1979 BBA 7 100.000000 0.9272727 2024-03-23 10 True
## 1980 ME 5 100.000000 4.3636364 2024-03-23 11 True
## 1981 ECE 6 100.000000 0.9534884 2024-03-23 12 True
## 1982 ECE 4 100.000000 1.8421053 2024-03-23 13 True
## 1983 ECE 3 87.234043 3.4166667 2024-03-23 14 True
## 1984 CS 4 64.556962 10.2000000 2024-03-23 15 True
## 1985 CS 6 100.000000 5.7777778 2024-03-23 16 True
## 1986 IT 1 91.851852 5.1666667 2024-03-23 17 True
## 1987 CS 3 77.343750 2.0204082 2024-03-23 18 True
## 1988 ME 4 100.000000 0.6666667 2024-03-23 19 True
## 1989 ECE 2 52.631579 1.3636364 2024-03-23 20 True
## 1990 IT 7 100.000000 1.0000000 2024-03-23 21 True
## 1991 ME 4 100.000000 3.4444444 2024-03-23 22 True
## 1992 IT 6 98.484848 1.3829787 2024-03-23 23 True
## 1993 BBA 3 100.000000 1.1688312 2024-03-24 0 True
## 1994 ME 3 48.076923 3.5714286 2024-03-24 1 True
## 1995 CS 1 77.192982 5.1764706 2024-03-24 2 True
## 1996 ECE 4 66.326531 5.4166667 2024-03-24 3 True
## 1997 IT 2 100.000000 0.8289474 2024-03-24 4 True
## 1998 CE 5 60.839161 3.3461538 2024-03-24 5 True
## 1999 CE 3 20.000000 0.9285714 2024-03-24 6 True
## 2000 IT 5 96.000000 2.4489796 2024-03-24 7 True
## 2001 CE 5 100.000000 0.5571429 2024-03-24 8 True
## 2002 IT 7 100.000000 2.5882353 2024-03-24 9 True
## 2003 ECE 4 100.000000 2.4090909 2024-03-24 10 True
## 2004 IT 2 100.000000 0.5740741 2024-03-24 11 True
## 2005 ECE 5 100.000000 1.2682927 2024-03-24 12 True
## 2006 CS 6 12.781955 0.3695652 2024-03-24 13 True
## 2007 CS 3 100.000000 2.1333333 2024-03-24 14 True
## 2008 ECE 3 14.912281 0.3695652 2024-03-24 15 True
## 2009 ME 2 73.786408 1.1875000 2024-03-24 16 True
## 2010 CE 3 100.000000 1.3913043 2024-03-24 17 True
## 2011 ECE 3 100.000000 1.7704918 2024-03-24 18 True
## 2012 IT 6 67.391304 2.5833333 2024-03-24 19 True
## 2013 ECE 3 70.873786 1.3518519 2024-03-24 20 True
## 2014 ME 6 100.000000 5.0666667 2024-03-24 21 True
## 2015 IT 2 34.313725 0.7777778 2024-03-24 22 True
## 2016 BBA 6 100.000000 1.8636364 2024-03-24 23 True
## 2017 CE 7 100.000000 0.6818182 2024-03-25 0 False
## 2018 ME 1 88.034188 1.6885246 2024-03-25 1 False
## 2019 CS 4 91.150442 11.4444444 2024-03-25 2 False
## 2020 BBA 1 100.000000 1.3720930 2024-03-25 3 False
## 2021 IT 6 97.619048 1.0512821 2024-03-25 4 False
## 2022 ECE 3 39.361702 0.7708333 2024-03-25 5 False
## 2023 ECE 4 22.680412 0.6875000 2024-03-25 6 False
## 2024 ME 1 80.898876 6.5454545 2024-03-25 7 False
## 2025 CS 4 100.000000 1.1612903 2024-03-25 8 False
## 2026 ECE 3 75.294118 4.2666667 2024-03-25 9 False
## 2027 ECE 3 65.822785 0.7536232 2024-03-25 10 False
## 2028 BBA 6 48.062016 1.2916667 2024-03-25 11 False
## 2029 CE 2 61.403509 3.0434783 2024-03-25 12 False
## 2030 ECE 5 100.000000 0.8805970 2024-03-25 13 False
## 2031 CS 4 97.058824 1.6923077 2024-03-25 14 False
## 2032 ECE 3 100.000000 4.3809524 2024-03-25 15 False
## 2033 IT 4 26.785714 0.8333333 2024-03-25 16 False
## 2034 CE 6 26.056338 0.7551020 2024-03-25 17 False
## 2035 ME 2 68.907563 4.1000000 2024-03-25 18 False
## 2036 IT 1 100.000000 3.3939394 2024-03-25 19 False
## 2037 ME 5 100.000000 0.9772727 2024-03-25 20 False
## 2038 ME 7 17.857143 0.3846154 2024-03-25 21 False
## 2039 IT 7 57.241379 1.4067797 2024-03-25 22 False
## 2040 CE 7 88.405797 2.2592593 2024-03-25 23 False
## 2041 IT 6 25.925926 1.2500000 2024-03-26 0 False
## 2042 ME 2 11.494253 0.1265823 2024-03-26 1 False
## 2043 CS 3 100.000000 1.0344828 2024-03-26 2 False
## 2044 CE 4 100.000000 1.5652174 2024-03-26 3 False
## 2045 IT 5 28.571429 0.5806452 2024-03-26 4 False
## 2046 BBA 1 97.058824 9.0000000 2024-03-26 5 False
## 2047 IT 1 22.105263 0.3888889 2024-03-26 6 False
## 2048 CS 1 57.471264 4.5454545 2024-03-26 7 False
## 2049 IT 3 94.573643 3.0500000 2024-03-26 8 False
## 2050 ME 3 100.000000 1.7857143 2024-03-26 9 False
## 2051 IT 5 100.000000 14.0000000 2024-03-26 10 False
## 2052 CE 3 100.000000 2.2115385 2024-03-26 11 False
## 2053 CE 5 58.267717 2.1764706 2024-03-26 12 False
## 2054 IT 1 50.458716 0.7971014 2024-03-26 13 False
## 2055 IT 7 38.317757 0.7068966 2024-03-26 14 False
## 2056 CE 2 26.966292 2.1818182 2024-03-26 15 False
## 2057 IT 6 41.176471 1.5000000 2024-03-26 16 False
## 2058 IT 7 100.000000 0.4605263 2024-03-26 17 False
## 2059 ME 2 83.783784 3.6470588 2024-03-26 18 False
## 2060 ECE 1 100.000000 2.4838710 2024-03-26 19 False
## 2061 CS 4 33.108108 3.5000000 2024-03-26 20 False
## 2062 IT 1 68.055556 1.3066667 2024-03-26 21 False
## 2063 CS 3 59.230769 5.5000000 2024-03-26 22 False
## 2064 BBA 7 70.270270 1.6507937 2024-03-26 23 False
## 2065 BBA 7 100.000000 2.9166667 2024-03-27 0 False
## 2066 ME 6 16.304348 0.2205882 2024-03-27 1 False
## 2067 ECE 6 100.000000 0.4696970 2024-03-27 2 False
## 2068 ECE 1 63.087248 1.2207792 2024-03-27 3 False
## 2069 IT 4 30.681818 0.3913043 2024-03-27 4 False
## 2070 CE 1 100.000000 0.8571429 2024-03-27 5 False
## 2071 CS 1 98.630137 6.0000000 2024-03-27 6 False
## 2072 BBA 5 100.000000 2.8400000 2024-03-27 7 False
## 2073 BBA 4 13.333333 0.8571429 2024-03-27 8 False
## 2074 CE 2 70.535714 1.9268293 2024-03-27 9 False
## 2075 IT 2 75.000000 3.5172414 2024-03-27 10 False
## 2076 IT 6 100.000000 1.5531915 2024-03-27 11 False
## 2077 CE 7 100.000000 2.5000000 2024-03-27 12 False
## 2078 ECE 3 67.021277 9.0000000 2024-03-27 13 False
## 2079 BBA 7 16.129032 0.6000000 2024-03-27 14 False
## 2080 ECE 5 100.000000 0.4342105 2024-03-27 15 False
## 2081 BBA 1 16.666667 1.8333333 2024-03-27 16 False
## 2082 ECE 5 100.000000 1.0535714 2024-03-27 17 False
## 2083 ECE 6 100.000000 1.9736842 2024-03-27 18 False
## 2084 BBA 5 88.135593 0.7428571 2024-03-27 19 False
## 2085 CE 7 100.000000 1.7058824 2024-03-27 20 False
## 2086 CS 5 100.000000 0.9354839 2024-03-27 21 False
## 2087 CS 7 20.143885 0.5833333 2024-03-27 22 False
## 2088 ECE 4 100.000000 4.0714286 2024-03-27 23 False
## 2089 IT 2 10.416667 0.2325581 2024-03-28 0 False
## 2090 ECE 2 17.721519 0.3111111 2024-03-28 1 False
## 2091 BBA 6 100.000000 3.8064516 2024-03-28 2 False
## 2092 ECE 5 100.000000 0.4923077 2024-03-28 3 False
## 2093 CS 4 69.230769 1.0588235 2024-03-28 4 False
## 2094 BBA 2 21.969697 0.5800000 2024-03-28 5 False
## 2095 BBA 1 82.014388 3.5625000 2024-03-28 6 False
## 2096 ECE 1 24.822695 0.8139535 2024-03-28 7 False
## 2097 ME 2 84.848485 2.4347826 2024-03-28 8 False
## 2098 BBA 4 100.000000 3.4545455 2024-03-28 9 False
## 2099 BBA 4 71.739130 1.5230769 2024-03-28 10 False
## 2100 CS 2 28.368794 0.5128205 2024-03-28 11 False
## 2101 BBA 7 70.093458 0.9615385 2024-03-28 12 False
## 2102 BBA 1 89.393939 2.0000000 2024-03-28 13 False
## 2103 CS 4 42.222222 1.3571429 2024-03-28 14 False
## 2104 CE 4 74.193548 1.8775510 2024-03-28 15 False
## 2105 ME 4 100.000000 7.6666667 2024-03-28 16 False
## 2106 ECE 4 100.000000 0.8000000 2024-03-28 17 False
## 2107 CS 1 50.909091 1.8064516 2024-03-28 18 False
## 2108 IT 7 59.829060 1.8421053 2024-03-28 19 False
## 2109 CE 5 42.187500 0.5192308 2024-03-28 20 False
## 2110 IT 6 100.000000 1.1139241 2024-03-28 21 False
## 2111 IT 6 16.891892 0.5208333 2024-03-28 22 False
## 2112 ECE 7 100.000000 0.8421053 2024-03-28 23 False
## 2113 CE 3 46.456693 8.4285714 2024-03-29 0 False
## 2114 ECE 3 100.000000 0.5925926 2024-03-29 1 False
## 2115 ECE 5 53.378378 9.8750000 2024-03-29 2 False
## 2116 BBA 5 100.000000 0.6025641 2024-03-29 3 False
## 2117 CE 5 63.709677 2.0256410 2024-03-29 4 False
## 2118 ME 3 61.363636 3.0000000 2024-03-29 5 False
## 2119 CE 6 19.736842 0.5555556 2024-03-29 6 False
## 2120 BBA 6 100.000000 2.0370370 2024-03-29 7 False
## 2121 CS 2 100.000000 2.1212121 2024-03-29 8 False
## 2122 CS 4 54.347826 0.9615385 2024-03-29 9 False
## 2123 CE 7 93.636364 7.3571429 2024-03-29 10 False
## 2124 ECE 2 45.238095 0.5588235 2024-03-29 11 False
## 2125 CS 5 100.000000 0.8867925 2024-03-29 12 False
## 2126 IT 4 73.333333 3.3478261 2024-03-29 13 False
## 2127 ME 2 61.739130 1.5434783 2024-03-29 14 False
## 2128 ECE 3 75.757576 3.5714286 2024-03-29 15 False
## 2129 IT 3 22.972973 0.5312500 2024-03-29 16 False
## 2130 IT 5 35.000000 0.1842105 2024-03-29 17 False
## 2131 CS 5 29.787234 2.4705882 2024-03-29 18 False
## 2132 CS 5 100.000000 1.1351351 2024-03-29 19 False
## 2133 CE 6 30.952381 0.5909091 2024-03-29 20 False
## 2134 BBA 5 60.465116 4.3333333 2024-03-29 21 False
## 2135 BBA 3 51.694915 7.6250000 2024-03-29 22 False
## 2136 ECE 3 100.000000 1.3076923 2024-03-29 23 False
## 2137 ECE 2 100.000000 0.8275862 2024-03-30 0 True
## 2138 CE 3 100.000000 1.3636364 2024-03-30 1 True
## 2139 IT 5 100.000000 4.6521739 2024-03-30 2 True
## 2140 ECE 3 100.000000 3.4444444 2024-03-30 3 True
## 2141 ECE 1 100.000000 1.0967742 2024-03-30 4 True
## 2142 BBA 1 86.619718 2.5102041 2024-03-30 5 True
## 2143 CS 6 75.000000 1.4210526 2024-03-30 6 True
## 2144 ME 3 100.000000 4.6666667 2024-03-30 7 True
## 2145 ECE 1 88.333333 0.8281250 2024-03-30 8 True
## 2146 ME 1 60.447761 5.7857143 2024-03-30 9 True
## 2147 ECE 4 88.073394 1.4769231 2024-03-30 10 True
## 2148 CE 6 100.000000 2.1500000 2024-03-30 11 True
## 2149 BBA 4 25.641026 0.5454545 2024-03-30 12 True
## 2150 ME 7 42.446043 1.6857143 2024-03-30 13 True
## 2151 IT 2 46.031746 2.4166667 2024-03-30 14 True
## 2152 BBA 4 73.015873 4.1818182 2024-03-30 15 True
## 2153 IT 2 100.000000 0.4929577 2024-03-30 16 True
## 2154 ME 4 20.481928 0.3469388 2024-03-30 17 True
## 2155 CE 7 100.000000 0.7272727 2024-03-30 18 True
## 2156 CE 3 65.354331 11.8571429 2024-03-30 19 True
## 2157 BBA 1 100.000000 0.5882353 2024-03-30 20 True
## 2158 CE 6 98.000000 2.1304348 2024-03-30 21 True
## 2159 ECE 7 17.424242 0.3538462 2024-03-30 22 True
## 2160 ECE 3 100.000000 1.1265823 2024-03-30 23 True
## 2161 ME 2 100.000000 12.2727273 2024-03-31 0 True
## 2162 IT 5 32.967033 0.6521739 2024-03-31 1 True
## 2163 BBA 2 100.000000 1.1777778 2024-03-31 2 True
## 2164 CE 5 100.000000 1.0410959 2024-03-31 3 True
## 2165 CS 4 29.473684 0.5384615 2024-03-31 4 True
## 2166 IT 5 38.095238 0.8888889 2024-03-31 5 True
## 2167 BBA 4 100.000000 0.8783784 2024-03-31 6 True
## 2168 CE 5 100.000000 0.9365079 2024-03-31 7 True
## 2169 BBA 5 20.224719 0.2400000 2024-03-31 8 True
## 2170 IT 6 100.000000 3.0344828 2024-03-31 9 True
## 2171 CS 4 100.000000 0.7179487 2024-03-31 10 True
## 2172 ME 6 100.000000 1.0588235 2024-03-31 11 True
## 2173 BBA 5 100.000000 0.5357143 2024-03-31 12 True
## 2174 ECE 3 49.275362 0.6415094 2024-03-31 13 True
## 2175 BBA 5 71.551724 5.5333333 2024-03-31 14 True
## 2176 CE 7 87.000000 1.8510638 2024-03-31 15 True
## 2177 BBA 1 91.304348 3.2307692 2024-03-31 16 True
## 2178 CS 3 14.876033 0.4285714 2024-03-31 17 True
## 2179 CE 7 100.000000 1.1395349 2024-03-31 18 True
## 2180 ME 6 100.000000 7.5000000 2024-03-31 19 True
## 2181 IT 1 100.000000 1.4186047 2024-03-31 20 True
## 2182 CS 4 80.152672 1.4788732 2024-03-31 21 True
## 2183 ME 5 100.000000 3.2000000 2024-03-31 22 True
## 2184 ECE 5 100.000000 0.7931034 2024-03-31 23 True
## 2185 ECE 5 100.000000 1.1250000 2024-04-01 0 False
## 2186 ECE 5 18.584071 0.3620690 2024-04-01 1 False
## 2187 ECE 6 53.333333 0.4776119 2024-04-01 2 False
## 2188 CS 2 100.000000 0.5205479 2024-04-01 3 False
## 2189 ECE 7 98.888889 12.7142857 2024-04-01 4 False
## 2190 CE 2 76.724138 17.8000000 2024-04-01 5 False
## 2191 CE 5 100.000000 0.8026316 2024-04-01 6 False
## 2192 CE 2 100.000000 4.6800000 2024-04-01 7 False
## 2193 IT 4 100.000000 0.7755102 2024-04-01 8 False
## 2194 ECE 1 27.642276 0.6296296 2024-04-01 9 False
## 2195 BBA 5 100.000000 10.0000000 2024-04-01 10 False
## 2196 ME 5 21.379310 0.7045455 2024-04-01 11 False
## 2197 ECE 3 100.000000 0.6666667 2024-04-01 12 False
## 2198 ME 1 100.000000 1.0754717 2024-04-01 13 False
## 2199 BBA 6 33.093525 0.7931034 2024-04-01 14 False
## 2200 CE 4 77.777778 1.6041667 2024-04-01 15 False
## 2201 IT 7 62.222222 1.8064516 2024-04-01 16 False
## 2202 IT 7 100.000000 1.0000000 2024-04-01 17 False
## 2203 ECE 3 100.000000 0.7333333 2024-04-01 18 False
## 2204 ECE 3 100.000000 1.2950820 2024-04-01 19 False
## 2205 ME 7 39.534884 0.7555556 2024-04-01 20 False
## 2206 IT 6 100.000000 10.3571429 2024-04-01 21 False
## 2207 CE 3 18.243243 0.7105263 2024-04-01 22 False
## 2208 BBA 1 15.833333 0.2500000 2024-04-01 23 False
## 2209 IT 1 100.000000 0.8421053 2024-04-02 0 False
## 2210 IT 7 100.000000 1.6666667 2024-04-02 1 False
## 2211 IT 1 100.000000 2.5142857 2024-04-02 2 False
## 2212 ME 2 100.000000 1.7051282 2024-04-02 3 False
## 2213 IT 6 100.000000 2.4545455 2024-04-02 4 False
## 2214 IT 7 48.780488 0.7407407 2024-04-02 5 False
## 2215 CE 2 49.565217 1.3255814 2024-04-02 6 False
## 2216 ECE 2 100.000000 3.1612903 2024-04-02 7 False
## 2217 IT 7 29.787234 0.6666667 2024-04-02 8 False
## 2218 BBA 1 100.000000 0.9090909 2024-04-02 9 False
## 2219 ECE 1 100.000000 2.2941176 2024-04-02 10 False
## 2220 CS 1 54.385965 0.6200000 2024-04-02 11 False
## 2221 ECE 1 100.000000 1.2307692 2024-04-02 12 False
## 2222 CS 1 21.600000 2.2500000 2024-04-02 13 False
## 2223 IT 7 42.222222 2.7142857 2024-04-02 14 False
## 2224 CS 2 100.000000 4.2058824 2024-04-02 15 False
## 2225 CE 2 90.839695 2.0169492 2024-04-02 16 False
## 2226 BBA 2 100.000000 0.6212121 2024-04-02 17 False
## 2227 CS 2 100.000000 1.7659574 2024-04-02 18 False
## 2228 ECE 5 100.000000 0.8333333 2024-04-02 19 False
## 2229 IT 1 100.000000 1.5853659 2024-04-02 20 False
## 2230 ME 4 53.061224 1.0263158 2024-04-02 21 False
## 2231 CE 5 9.649123 0.1666667 2024-04-02 22 False
## 2232 BBA 5 21.250000 0.2833333 2024-04-02 23 False
## 2233 BBA 6 53.781513 3.3684211 2024-04-03 0 False
## 2234 ECE 1 100.000000 0.5614035 2024-04-03 1 False
## 2235 BBA 3 100.000000 1.7441860 2024-04-03 2 False
## 2236 BBA 2 26.506024 0.3548387 2024-04-03 3 False
## 2237 CE 4 78.947368 1.3392857 2024-04-03 4 False
## 2238 BBA 4 53.676471 1.9210526 2024-04-03 5 False
## 2239 ECE 5 100.000000 0.6229508 2024-04-03 6 False
## 2240 IT 5 100.000000 0.8701299 2024-04-03 7 False
## 2241 ECE 7 100.000000 5.3846154 2024-04-03 8 False
## 2242 ME 6 9.090909 1.0833333 2024-04-03 9 False
## 2243 ME 4 39.506173 0.5517241 2024-04-03 10 False
## 2244 CE 1 96.363636 17.6666667 2024-04-03 11 False
## 2245 CS 7 100.000000 3.2571429 2024-04-03 12 False
## 2246 CE 3 45.614035 1.9259259 2024-04-03 13 False
## 2247 CE 7 69.117647 2.0888889 2024-04-03 14 False
## 2248 IT 7 30.000000 0.2876712 2024-04-03 15 False
## 2249 CS 6 84.269663 1.2931034 2024-04-03 16 False
## 2250 CE 7 100.000000 1.9047619 2024-04-03 17 False
## 2251 ECE 7 14.634146 0.6666667 2024-04-03 18 False
## 2252 CS 3 31.250000 0.5194805 2024-04-03 19 False
## 2253 ME 1 17.322835 0.8461538 2024-04-03 20 False
## 2254 BBA 2 92.617450 2.4642857 2024-04-03 21 False
## 2255 IT 1 100.000000 1.2307692 2024-04-03 22 False
## 2256 CS 5 87.755102 3.0714286 2024-04-03 23 False
## 2257 CE 3 71.126761 3.6071429 2024-04-04 0 False
## 2258 ME 6 84.246575 2.3653846 2024-04-04 1 False
## 2259 CE 1 100.000000 1.0200000 2024-04-04 2 False
## 2260 ME 1 20.512821 2.0000000 2024-04-04 3 False
## 2261 ME 3 100.000000 1.2857143 2024-04-04 4 False
## 2262 CE 2 100.000000 4.1052632 2024-04-04 5 False
## 2263 CE 6 100.000000 1.4500000 2024-04-04 6 False
## 2264 ME 6 100.000000 6.1764706 2024-04-04 7 False
## 2265 CS 6 50.000000 4.0000000 2024-04-04 8 False
## 2266 BBA 1 100.000000 1.5675676 2024-04-04 9 False
## 2267 CE 4 37.383178 0.5128205 2024-04-04 10 False
## 2268 CS 7 91.860465 1.4905660 2024-04-04 11 False
## 2269 CE 5 100.000000 0.8108108 2024-04-04 12 False
## 2270 IT 1 39.597315 0.8939394 2024-04-04 13 False
## 2271 CE 1 100.000000 4.1500000 2024-04-04 14 False
## 2272 IT 6 100.000000 1.5454545 2024-04-04 15 False
## 2273 ME 2 94.871795 6.9375000 2024-04-04 16 False
## 2274 ECE 3 100.000000 6.2727273 2024-04-04 17 False
## 2275 BBA 3 75.694444 3.8928571 2024-04-04 18 False
## 2276 CS 7 90.551181 1.9491525 2024-04-04 19 False
## 2277 CE 1 94.696970 1.8382353 2024-04-04 20 False
## 2278 BBA 2 52.293578 1.3902439 2024-04-04 21 False
## 2279 ME 7 79.787234 1.3392857 2024-04-04 22 False
## 2280 IT 1 98.039216 2.6315789 2024-04-04 23 False
## 2281 BBA 3 100.000000 0.9555556 2024-04-05 0 False
## 2282 ECE 4 24.218750 0.5636364 2024-04-05 1 False
## 2283 CE 4 100.000000 0.6056338 2024-04-05 2 False
## 2284 IT 5 29.729730 0.7586207 2024-04-05 3 False
## 2285 IT 7 79.720280 9.5000000 2024-04-05 4 False
## 2286 ME 6 82.993197 1.9677419 2024-04-05 5 False
## 2287 CE 5 39.772727 2.5000000 2024-04-05 6 False
## 2288 BBA 7 100.000000 2.5945946 2024-04-05 7 False
## 2289 ME 1 100.000000 1.5000000 2024-04-05 8 False
## 2290 CS 4 18.918919 0.8750000 2024-04-05 9 False
## 2291 BBA 7 18.243243 0.5869565 2024-04-05 10 False
## 2292 CS 7 59.615385 1.6756757 2024-04-05 11 False
## 2293 IT 4 100.000000 3.3333333 2024-04-05 12 False
## 2294 BBA 7 55.000000 3.4736842 2024-04-05 13 False
## 2295 BBA 5 87.704918 13.3750000 2024-04-05 14 False
## 2296 IT 1 80.000000 1.5238095 2024-04-05 15 False
## 2297 IT 5 18.947368 1.0000000 2024-04-05 16 False
## 2298 ME 7 100.000000 12.7142857 2024-04-05 17 False
## 2299 CE 3 19.047619 0.7142857 2024-04-05 18 False
## 2300 IT 6 88.372093 1.0555556 2024-04-05 19 False
## 2301 IT 4 16.129032 0.6250000 2024-04-05 20 False
## 2302 BBA 2 100.000000 1.6250000 2024-04-05 21 False
## 2303 ME 1 100.000000 0.9464286 2024-04-05 22 False
## 2304 BBA 7 52.380952 4.1250000 2024-04-05 23 False
## 2305 BBA 3 100.000000 0.6811594 2024-04-06 0 True
## 2306 CE 1 77.443609 1.7457627 2024-04-06 1 True
## 2307 CS 4 100.000000 0.7936508 2024-04-06 2 True
## 2308 CS 2 100.000000 2.0175439 2024-04-06 3 True
## 2309 CE 2 33.928571 1.6521739 2024-04-06 4 True
## 2310 CS 3 56.842105 0.7397260 2024-04-06 5 True
## 2311 CE 5 100.000000 12.2222222 2024-04-06 6 True
## 2312 BBA 4 100.000000 5.5416667 2024-04-06 7 True
## 2313 IT 7 41.666667 0.8108108 2024-04-06 8 True
## 2314 ME 5 51.190476 0.6515152 2024-04-06 9 True
## 2315 CE 4 81.521739 1.3392857 2024-04-06 10 True
## 2316 ECE 2 91.752577 4.2380952 2024-04-06 11 True
## 2317 BBA 5 48.543689 0.7812500 2024-04-06 12 True
## 2318 CS 1 100.000000 2.3225806 2024-04-06 13 True
## 2319 ECE 4 100.000000 0.8113208 2024-04-06 14 True
## 2320 ECE 6 100.000000 2.0576923 2024-04-06 15 True
## 2321 BBA 4 100.000000 2.0370370 2024-04-06 16 True
## 2322 ME 3 52.500000 0.8076923 2024-04-06 17 True
## 2323 ME 5 70.338983 3.1923077 2024-04-06 18 True
## 2324 ECE 6 82.258065 2.1250000 2024-04-06 19 True
## 2325 ME 1 100.000000 0.9090909 2024-04-06 20 True
## 2326 ECE 6 100.000000 1.0714286 2024-04-06 21 True
## 2327 BBA 4 77.777778 1.4358974 2024-04-06 22 True
## 2328 BBA 5 77.519380 2.7777778 2024-04-06 23 True
## 2329 CS 2 100.000000 2.6222222 2024-04-07 0 True
## 2330 ECE 7 100.000000 2.0000000 2024-04-07 1 True
## 2331 CS 5 63.793103 6.1666667 2024-04-07 2 True
## 2332 CS 2 100.000000 1.3396226 2024-04-07 3 True
## 2333 ME 4 100.000000 2.2631579 2024-04-07 4 True
## 2334 CS 4 65.822785 2.7368421 2024-04-07 5 True
## 2335 CS 5 71.739130 0.5789474 2024-04-07 6 True
## 2336 CS 6 100.000000 3.5357143 2024-04-07 7 True
## 2337 BBA 3 100.000000 3.7777778 2024-04-07 8 True
## 2338 ECE 3 91.071429 5.3684211 2024-04-07 9 True
## 2339 ECE 2 23.664122 0.4920635 2024-04-07 10 True
## 2340 CE 2 100.000000 1.0000000 2024-04-07 11 True
## 2341 ME 7 52.380952 1.1458333 2024-04-07 12 True
## 2342 ME 4 100.000000 2.5833333 2024-04-07 13 True
## 2343 ECE 7 100.000000 2.2857143 2024-04-07 14 True
## 2344 CS 2 100.000000 0.8627451 2024-04-07 15 True
## 2345 IT 1 71.764706 3.3888889 2024-04-07 16 True
## 2346 ECE 1 20.155039 1.2380952 2024-04-07 17 True
## 2347 CE 6 48.695652 1.6470588 2024-04-07 18 True
## 2348 BBA 6 93.396226 3.1935484 2024-04-07 19 True
## 2349 BBA 4 59.712230 1.0921053 2024-04-07 20 True
## 2350 BBA 6 86.915888 1.7547170 2024-04-07 21 True
## 2351 IT 7 100.000000 12.3750000 2024-04-07 22 True
## 2352 CS 4 100.000000 0.7272727 2024-04-07 23 True
## 2353 ECE 5 100.000000 9.8333333 2024-04-08 0 False
## 2354 BBA 5 39.864865 0.8309859 2024-04-08 1 False
## 2355 ME 3 98.958333 2.5000000 2024-04-08 2 False
## 2356 ME 2 100.000000 1.1176471 2024-04-08 3 False
## 2357 ME 1 100.000000 1.4193548 2024-04-08 4 False
## 2358 IT 6 100.000000 0.9729730 2024-04-08 5 False
## 2359 IT 6 100.000000 2.3571429 2024-04-08 6 False
## 2360 BBA 3 85.245902 0.9454545 2024-04-08 7 False
## 2361 ME 2 100.000000 0.5189873 2024-04-08 8 False
## 2362 ME 3 87.288136 1.3918919 2024-04-08 9 False
## 2363 CS 6 39.200000 1.3611111 2024-04-08 10 False
## 2364 IT 6 60.185185 1.2745098 2024-04-08 11 False
## 2365 CE 7 100.000000 3.6875000 2024-04-08 12 False
## 2366 ME 2 100.000000 5.6000000 2024-04-08 13 False
## 2367 IT 6 70.629371 3.1562500 2024-04-08 14 False
## 2368 BBA 6 100.000000 1.3703704 2024-04-08 15 False
## 2369 BBA 6 21.428571 0.5217391 2024-04-08 16 False
## 2370 BBA 5 57.407407 2.3846154 2024-04-08 17 False
## 2371 IT 4 34.343434 1.3600000 2024-04-08 18 False
## 2372 CE 1 100.000000 1.2187500 2024-04-08 19 False
## 2373 CS 7 100.000000 1.1267606 2024-04-08 20 False
## 2374 CS 3 100.000000 8.8571429 2024-04-08 21 False
## 2375 CE 5 85.087719 5.3888889 2024-04-08 22 False
## 2376 CE 4 91.780822 1.9705882 2024-04-08 23 False
## 2377 CE 7 37.735849 0.8695652 2024-04-09 0 False
## 2378 BBA 2 100.000000 0.9285714 2024-04-09 1 False
## 2379 BBA 6 38.345865 1.3783784 2024-04-09 2 False
## 2380 BBA 3 100.000000 3.4516129 2024-04-09 3 False
## 2381 IT 1 100.000000 2.0000000 2024-04-09 4 False
## 2382 CE 1 100.000000 1.3589744 2024-04-09 5 False
## 2383 CS 6 100.000000 1.2816901 2024-04-09 6 False
## 2384 ME 3 100.000000 5.3846154 2024-04-09 7 False
## 2385 BBA 1 100.000000 1.3333333 2024-04-09 8 False
## 2386 BBA 3 51.470588 0.9333333 2024-04-09 9 False
## 2387 IT 6 100.000000 0.6808511 2024-04-09 10 False
## 2388 BBA 6 25.000000 0.5147059 2024-04-09 11 False
## 2389 CS 3 57.017544 1.7567568 2024-04-09 12 False
## 2390 CE 6 69.387755 0.6938776 2024-04-09 13 False
## 2391 IT 7 100.000000 6.3333333 2024-04-09 14 False
## 2392 BBA 1 42.424242 1.7500000 2024-04-09 15 False
## 2393 ECE 3 100.000000 1.0625000 2024-04-09 16 False
## 2394 CS 7 100.000000 0.5696203 2024-04-09 17 False
## 2395 BBA 5 94.166667 1.7384615 2024-04-09 18 False
## 2396 ECE 5 100.000000 2.3636364 2024-04-09 19 False
## 2397 ME 1 36.000000 2.8125000 2024-04-09 20 False
## 2398 BBA 3 100.000000 1.7083333 2024-04-09 21 False
## 2399 ECE 4 100.000000 1.0294118 2024-04-09 22 False
## 2400 CS 3 100.000000 4.1363636 2024-04-09 23 False
## 2401 IT 2 94.444444 0.6538462 2024-04-10 0 False
## 2402 BBA 3 95.370370 1.9074074 2024-04-10 1 False
## 2403 CE 7 93.406593 1.1643836 2024-04-10 2 False
## 2404 CS 2 57.142857 9.3333333 2024-04-10 3 False
## 2405 IT 4 100.000000 0.6714286 2024-04-10 4 False
## 2406 ECE 7 100.000000 1.7073171 2024-04-10 5 False
## 2407 IT 7 94.666667 1.5777778 2024-04-10 6 False
## 2408 IT 2 85.185185 2.1395349 2024-04-10 7 False
## 2409 ECE 2 100.000000 1.1034483 2024-04-10 8 False
## 2410 BBA 2 93.197279 3.6052632 2024-04-10 9 False
## 2411 BBA 4 100.000000 1.3114754 2024-04-10 10 False
## 2412 CS 5 100.000000 0.9230769 2024-04-10 11 False
## 2413 CE 1 14.705882 0.6666667 2024-04-10 12 False
## 2414 IT 7 55.118110 3.6842105 2024-04-10 13 False
## 2415 IT 2 48.387097 1.3953488 2024-04-10 14 False
## 2416 BBA 6 100.000000 0.7142857 2024-04-10 15 False
## 2417 IT 4 69.696970 0.9583333 2024-04-10 16 False
## 2418 ME 6 98.924731 11.5000000 2024-04-10 17 False
## 2419 CS 4 91.525424 1.2272727 2024-04-10 18 False
## 2420 ECE 6 100.000000 3.6923077 2024-04-10 19 False
## 2421 BBA 1 97.196262 3.1515152 2024-04-10 20 False
## 2422 CE 1 47.500000 0.5588235 2024-04-10 21 False
## 2423 ME 7 100.000000 1.2142857 2024-04-10 22 False
## 2424 CE 2 99.315068 2.2656250 2024-04-10 23 False
## 2425 CE 5 43.055556 1.6315789 2024-04-11 0 False
## 2426 ME 5 61.744966 2.3589744 2024-04-11 1 False
## 2427 CE 6 100.000000 0.7027027 2024-04-11 2 False
## 2428 CE 5 100.000000 2.4285714 2024-04-11 3 False
## 2429 IT 5 25.000000 0.3589744 2024-04-11 4 False
## 2430 ME 2 100.000000 1.1379310 2024-04-11 5 False
## 2431 BBA 5 100.000000 1.6896552 2024-04-11 6 False
## 2432 CE 2 31.428571 0.5789474 2024-04-11 7 False
## 2433 CS 5 45.370370 2.4500000 2024-04-11 8 False
## 2434 ECE 7 72.580645 0.9574468 2024-04-11 9 False
## 2435 CE 2 94.117647 1.6716418 2024-04-11 10 False
## 2436 BBA 2 50.000000 1.9230769 2024-04-11 11 False
## 2437 BBA 1 100.000000 2.1272727 2024-04-11 12 False
## 2438 CS 7 100.000000 1.5479452 2024-04-11 13 False
## 2439 CE 7 95.522388 1.6623377 2024-04-11 14 False
## 2440 CE 6 35.593220 1.0000000 2024-04-11 15 False
## 2441 BBA 3 44.897959 0.4888889 2024-04-11 16 False
## 2442 BBA 5 64.545455 1.0597015 2024-04-11 17 False
## 2443 BBA 3 41.666667 1.0869565 2024-04-11 18 False
## 2444 ME 1 82.170543 13.2500000 2024-04-11 19 False
## 2445 BBA 6 100.000000 0.9142857 2024-04-11 20 False
## 2446 CS 1 100.000000 1.1000000 2024-04-11 21 False
## 2447 BBA 4 100.000000 4.0800000 2024-04-11 22 False
## 2448 ECE 3 83.606557 3.0000000 2024-04-11 23 False
## 2449 CS 3 43.478261 0.5714286 2024-04-12 0 False
## 2450 CE 4 29.931973 1.0476190 2024-04-12 1 False
## 2451 ME 1 100.000000 6.0000000 2024-04-12 2 False
## 2452 IT 4 97.402597 4.1666667 2024-04-12 3 False
## 2453 CS 1 100.000000 7.5714286 2024-04-12 4 False
## 2454 ECE 3 74.774775 5.5333333 2024-04-12 5 False
## 2455 IT 1 100.000000 3.8333333 2024-04-12 6 False
## 2456 IT 7 79.365079 0.7246377 2024-04-12 7 False
## 2457 ME 6 100.000000 4.4444444 2024-04-12 8 False
## 2458 IT 4 74.766355 1.7391304 2024-04-12 9 False
## 2459 CS 2 75.862069 2.8947368 2024-04-12 10 False
## 2460 IT 5 100.000000 0.9183673 2024-04-12 11 False
## 2461 BBA 1 25.735294 0.6140351 2024-04-12 12 False
## 2462 IT 6 50.000000 0.3243243 2024-04-12 13 False
## 2463 CS 6 100.000000 0.5000000 2024-04-12 14 False
## 2464 BBA 4 100.000000 0.9666667 2024-04-12 15 False
## 2465 IT 1 84.313725 1.5636364 2024-04-12 16 False
## 2466 ME 5 100.000000 0.5081967 2024-04-12 17 False
## 2467 ECE 3 100.000000 4.0588235 2024-04-12 18 False
## 2468 CS 2 100.000000 2.0731707 2024-04-12 19 False
## 2469 IT 4 100.000000 0.4675325 2024-04-12 20 False
## 2470 BBA 2 87.209302 3.1250000 2024-04-12 21 False
## 2471 CS 4 69.230769 0.8035714 2024-04-12 22 False
## 2472 IT 4 100.000000 6.7058824 2024-04-12 23 False
## 2473 ECE 6 100.000000 0.7428571 2024-04-13 0 True
## 2474 CE 1 100.000000 4.7777778 2024-04-13 1 True
## 2475 BBA 2 89.516129 2.3617021 2024-04-13 2 True
## 2476 CE 1 100.000000 0.7600000 2024-04-13 3 True
## 2477 BBA 6 30.275229 0.5892857 2024-04-13 4 True
## 2478 ME 5 78.813559 11.6250000 2024-04-13 5 True
## 2479 BBA 4 100.000000 1.6666667 2024-04-13 6 True
## 2480 BBA 6 39.473684 0.2027027 2024-04-13 7 True
## 2481 IT 5 97.916667 5.8750000 2024-04-13 8 True
## 2482 ECE 6 100.000000 1.4126984 2024-04-13 9 True
## 2483 CS 3 84.523810 1.6511628 2024-04-13 10 True
## 2484 ECE 5 100.000000 1.1818182 2024-04-13 11 True
## 2485 ME 6 100.000000 0.9558824 2024-04-13 12 True
## 2486 CE 5 100.000000 1.3076923 2024-04-13 13 True
## 2487 ECE 1 100.000000 0.8823529 2024-04-13 14 True
## 2488 ECE 7 100.000000 2.2926829 2024-04-13 15 True
## 2489 BBA 4 72.549020 1.0724638 2024-04-13 16 True
## 2490 ECE 6 66.071429 0.6379310 2024-04-13 17 True
## 2491 BBA 6 100.000000 0.9523810 2024-04-13 18 True
## 2492 CS 2 100.000000 3.0967742 2024-04-13 19 True
## 2493 ECE 2 100.000000 1.2857143 2024-04-13 20 True
## 2494 IT 1 100.000000 6.5882353 2024-04-13 21 True
## 2495 ME 3 100.000000 12.4000000 2024-04-13 22 True
## 2496 IT 4 100.000000 0.9459459 2024-04-13 23 True
## 2497 ME 5 89.090909 3.5000000 2024-04-14 0 True
## 2498 ECE 2 98.561151 1.9571429 2024-04-14 1 True
## 2499 CS 2 64.335664 1.8400000 2024-04-14 2 True
## 2500 BBA 3 100.000000 1.2413793 2024-04-14 3 True
## 2501 CE 2 100.000000 1.0800000 2024-04-14 4 True
## 2502 CS 4 67.132867 3.5555556 2024-04-14 5 True
## 2503 CE 7 100.000000 1.1777778 2024-04-14 6 True
## 2504 ECE 7 100.000000 2.4500000 2024-04-14 7 True
## 2505 IT 4 100.000000 1.1739130 2024-04-14 8 True
## 2506 ECE 2 87.654321 11.8333333 2024-04-14 9 True
## 2507 ME 2 87.323944 2.2962963 2024-04-14 10 True
## 2508 CE 4 31.325301 1.7333333 2024-04-14 11 True
## 2509 CE 4 83.018868 1.1282051 2024-04-14 12 True
## 2510 ECE 7 56.989247 1.0192308 2024-04-14 13 True
## 2511 IT 6 51.351351 1.4615385 2024-04-14 14 True
## 2512 CS 7 32.758621 0.3958333 2024-04-14 15 True
## 2513 ECE 4 100.000000 1.0545455 2024-04-14 16 True
## 2514 BBA 3 90.000000 7.8750000 2024-04-14 17 True
## 2515 ECE 1 55.421687 0.7419355 2024-04-14 18 True
## 2516 ME 3 100.000000 4.4705882 2024-04-14 19 True
## 2517 IT 7 100.000000 0.6250000 2024-04-14 20 True
## 2518 CE 3 100.000000 1.5396825 2024-04-14 21 True
## 2519 ECE 1 93.975904 1.0000000 2024-04-14 22 True
## 2520 ECE 2 26.027397 0.2533333 2024-04-14 23 True
## 2521 ECE 1 81.720430 1.4901961 2024-04-15 0 False
## 2522 ME 2 78.571429 1.5942029 2024-04-15 1 False
## 2523 IT 6 100.000000 1.5660377 2024-04-15 2 False
## 2524 BBA 2 82.113821 1.5781250 2024-04-15 3 False
## 2525 CS 2 52.500000 0.5250000 2024-04-15 4 False
## 2526 ME 6 40.000000 2.0000000 2024-04-15 5 False
## 2527 IT 2 97.945205 11.9166667 2024-04-15 6 False
## 2528 IT 4 100.000000 4.4705882 2024-04-15 7 False
## 2529 CE 3 28.925620 0.5223881 2024-04-15 8 False
## 2530 IT 1 100.000000 2.6578947 2024-04-15 9 False
## 2531 ECE 4 100.000000 1.3918919 2024-04-15 10 False
## 2532 CS 2 100.000000 0.4605263 2024-04-15 11 False
## 2533 ECE 4 18.939394 0.4310345 2024-04-15 12 False
## 2534 CE 7 54.545455 1.7368421 2024-04-15 13 False
## 2535 BBA 3 100.000000 3.7272727 2024-04-15 14 False
## 2536 CE 4 83.206107 15.5714286 2024-04-15 15 False
## 2537 ECE 7 100.000000 0.6567164 2024-04-15 16 False
## 2538 IT 1 94.160584 2.3454545 2024-04-15 17 False
## 2539 ECE 3 95.798319 5.7000000 2024-04-15 18 False
## 2540 ECE 5 100.000000 2.7200000 2024-04-15 19 False
## 2541 ECE 6 25.925926 0.4285714 2024-04-15 20 False
## 2542 CS 3 100.000000 1.5833333 2024-04-15 21 False
## 2543 CE 4 100.000000 1.4000000 2024-04-15 22 False
## 2544 CE 1 100.000000 6.0000000 2024-04-15 23 False
## 2545 CE 2 100.000000 1.3529412 2024-04-16 0 False
## 2546 BBA 4 100.000000 15.1428571 2024-04-16 1 False
## 2547 IT 1 59.550562 0.7464789 2024-04-16 2 False
## 2548 CE 7 52.272727 1.3529412 2024-04-16 3 False
## 2549 ECE 3 45.555556 0.5256410 2024-04-16 4 False
## 2550 CE 4 100.000000 1.5000000 2024-04-16 5 False
## 2551 IT 7 30.379747 0.3692308 2024-04-16 6 False
## 2552 ECE 3 100.000000 1.0000000 2024-04-16 7 False
## 2553 ME 6 60.377358 4.5714286 2024-04-16 8 False
## 2554 CE 4 22.522523 0.4716981 2024-04-16 9 False
## 2555 CE 7 57.500000 3.5384615 2024-04-16 10 False
## 2556 IT 2 69.090909 1.2063492 2024-04-16 11 False
## 2557 CE 3 57.894737 2.6551724 2024-04-16 12 False
## 2558 CS 2 100.000000 0.9242424 2024-04-16 13 False
## 2559 CE 3 100.000000 2.3428571 2024-04-16 14 False
## 2560 BBA 2 9.302326 0.1791045 2024-04-16 15 False
## 2561 CS 7 52.525253 1.0196078 2024-04-16 16 False
## 2562 ME 7 100.000000 0.7391304 2024-04-16 17 False
## 2563 IT 1 100.000000 1.0000000 2024-04-16 18 False
## 2564 CE 2 100.000000 3.1707317 2024-04-16 19 False
## 2565 CE 6 100.000000 1.4714286 2024-04-16 20 False
## 2566 BBA 7 60.563380 0.6323529 2024-04-16 21 False
## 2567 CE 6 100.000000 4.0714286 2024-04-16 22 False
## 2568 BBA 1 76.470588 1.5294118 2024-04-16 23 False
## 2569 IT 1 13.861386 0.2592593 2024-04-17 0 False
## 2570 BBA 7 98.333333 3.3714286 2024-04-17 1 False
## 2571 CE 5 46.153846 2.1428571 2024-04-17 2 False
## 2572 ME 2 92.592593 10.4166667 2024-04-17 3 False
## 2573 IT 1 100.000000 1.3333333 2024-04-17 4 False
## 2574 CE 6 50.847458 0.7692308 2024-04-17 5 False
## 2575 IT 6 19.259259 1.3000000 2024-04-17 6 False
## 2576 CE 7 25.000000 0.7500000 2024-04-17 7 False
## 2577 CE 1 100.000000 0.6025641 2024-04-17 8 False
## 2578 CE 6 94.791667 4.3333333 2024-04-17 9 False
## 2579 IT 5 63.779528 1.5882353 2024-04-17 10 False
## 2580 ME 2 100.000000 0.6176471 2024-04-17 11 False
## 2581 BBA 3 88.333333 1.4324324 2024-04-17 12 False
## 2582 IT 7 100.000000 1.5507246 2024-04-17 13 False
## 2583 CE 2 62.500000 1.0810811 2024-04-17 14 False
## 2584 BBA 3 69.444444 2.2222222 2024-04-17 15 False
## 2585 CE 5 100.000000 4.4062500 2024-04-17 16 False
## 2586 CS 7 41.258741 1.0172414 2024-04-17 17 False
## 2587 CE 3 100.000000 1.2083333 2024-04-17 18 False
## 2588 CE 3 100.000000 8.8000000 2024-04-17 19 False
## 2589 ECE 5 100.000000 1.0172414 2024-04-17 20 False
## 2590 CS 1 100.000000 1.0243902 2024-04-17 21 False
## 2591 CE 5 26.027397 0.3800000 2024-04-17 22 False
## 2592 BBA 7 100.000000 0.5540541 2024-04-17 23 False
## 2593 ECE 4 46.956522 2.2500000 2024-04-18 0 False
## 2594 ME 1 100.000000 0.4861111 2024-04-18 1 False
## 2595 CS 3 69.444444 0.4032258 2024-04-18 2 False
## 2596 CE 3 57.627119 1.8888889 2024-04-18 3 False
## 2597 IT 6 100.000000 3.0500000 2024-04-18 4 False
## 2598 CE 1 74.045802 5.1052632 2024-04-18 5 False
## 2599 IT 2 100.000000 0.4411765 2024-04-18 6 False
## 2600 BBA 7 98.449612 1.9843750 2024-04-18 7 False
## 2601 IT 7 44.166667 6.6250000 2024-04-18 8 False
## 2602 ME 3 100.000000 4.7666667 2024-04-18 9 False
## 2603 ECE 4 90.151515 2.7674419 2024-04-18 10 False
## 2604 CS 4 15.384615 0.2068966 2024-04-18 11 False
## 2605 BBA 5 100.000000 1.1774194 2024-04-18 12 False
## 2606 ECE 3 100.000000 0.8200000 2024-04-18 13 False
## 2607 BBA 1 100.000000 2.0975610 2024-04-18 14 False
## 2608 ECE 7 100.000000 4.0000000 2024-04-18 15 False
## 2609 CS 4 42.424242 7.0000000 2024-04-18 16 False
## 2610 ECE 3 54.347826 7.1428571 2024-04-18 17 False
## 2611 ECE 4 100.000000 1.7435897 2024-04-18 18 False
## 2612 ECE 7 100.000000 0.8281250 2024-04-18 19 False
## 2613 BBA 7 9.395973 0.7368421 2024-04-18 20 False
## 2614 CE 5 100.000000 0.5789474 2024-04-18 21 False
## 2615 BBA 5 64.948454 0.8181818 2024-04-18 22 False
## 2616 CE 4 100.000000 0.8846154 2024-04-18 23 False
## 2617 BBA 5 100.000000 2.5384615 2024-04-19 0 False
## 2618 BBA 2 31.818182 0.5000000 2024-04-19 1 False
## 2619 ECE 6 60.000000 2.5555556 2024-04-19 2 False
## 2620 CE 4 64.166667 3.3478261 2024-04-19 3 False
## 2621 ME 2 100.000000 2.6153846 2024-04-19 4 False
## 2622 BBA 4 100.000000 2.4545455 2024-04-19 5 False
## 2623 IT 7 100.000000 1.0833333 2024-04-19 6 False
## 2624 ECE 3 100.000000 1.5434783 2024-04-19 7 False
## 2625 BBA 7 68.131868 1.3777778 2024-04-19 8 False
## 2626 CE 1 7.633588 0.4347826 2024-04-19 9 False
## 2627 IT 3 100.000000 1.6750000 2024-04-19 10 False
## 2628 BBA 6 52.459016 1.0000000 2024-04-19 11 False
## 2629 ECE 4 65.517241 0.8382353 2024-04-19 12 False
## 2630 BBA 1 100.000000 1.6500000 2024-04-19 13 False
## 2631 CS 2 66.666667 2.2424242 2024-04-19 14 False
## 2632 BBA 4 100.000000 0.7457627 2024-04-19 15 False
## 2633 ME 6 29.166667 1.8421053 2024-04-19 16 False
## 2634 ECE 5 67.968750 1.7755102 2024-04-19 17 False
## 2635 ECE 6 42.758621 3.8750000 2024-04-19 18 False
## 2636 BBA 4 11.538462 0.1935484 2024-04-19 19 False
## 2637 CS 5 100.000000 0.8552632 2024-04-19 20 False
## 2638 CE 4 100.000000 3.4827586 2024-04-19 21 False
## 2639 ME 1 49.586777 1.2765957 2024-04-19 22 False
## 2640 CE 4 100.000000 3.7391304 2024-04-19 23 False
## 2641 CS 2 40.458015 10.6000000 2024-04-20 0 True
## 2642 CS 3 100.000000 1.9066667 2024-04-20 1 True
## 2643 IT 6 60.638298 0.8260870 2024-04-20 2 True
## 2644 ECE 4 91.735537 3.1714286 2024-04-20 3 True
## 2645 ECE 6 100.000000 1.7894737 2024-04-20 4 True
## 2646 CE 6 26.190476 0.1447368 2024-04-20 5 True
## 2647 ECE 4 82.481752 1.8833333 2024-04-20 6 True
## 2648 IT 2 45.918367 1.6071429 2024-04-20 7 True
## 2649 CS 2 100.000000 0.6351351 2024-04-20 8 True
## 2650 CS 2 100.000000 1.2653061 2024-04-20 9 True
## 2651 BBA 6 95.789474 2.3333333 2024-04-20 10 True
## 2652 BBA 5 78.846154 2.0500000 2024-04-20 11 True
## 2653 ME 4 50.000000 0.5333333 2024-04-20 12 True
## 2654 ECE 1 28.181818 0.5961538 2024-04-20 13 True
## 2655 BBA 4 100.000000 1.2291667 2024-04-20 14 True
## 2656 ECE 4 100.000000 2.4210526 2024-04-20 15 True
## 2657 ECE 1 37.096774 0.8363636 2024-04-20 16 True
## 2658 IT 2 100.000000 1.7894737 2024-04-20 17 True
## 2659 CE 2 22.330097 0.2911392 2024-04-20 18 True
## 2660 CE 3 52.941176 1.0000000 2024-04-20 19 True
## 2661 ME 5 20.338983 2.0000000 2024-04-20 20 True
## 2662 IT 3 63.716814 1.0285714 2024-04-20 21 True
## 2663 ME 5 79.591837 2.3400000 2024-04-20 22 True
## 2664 ME 7 34.265734 3.2666667 2024-04-20 23 True
## 2665 IT 2 94.244604 2.5686275 2024-04-21 0 True
## 2666 ME 7 43.150685 12.6000000 2024-04-21 1 True
## 2667 ME 2 13.924051 0.6470588 2024-04-21 2 True
## 2668 CE 2 39.393939 0.5492958 2024-04-21 3 True
## 2669 IT 1 100.000000 3.5263158 2024-04-21 4 True
## 2670 CS 4 100.000000 1.0892857 2024-04-21 5 True
## 2671 CS 6 92.982456 2.0784314 2024-04-21 6 True
## 2672 ME 2 32.727273 1.0000000 2024-04-21 7 True
## 2673 IT 1 100.000000 1.8846154 2024-04-21 8 True
## 2674 ECE 4 100.000000 3.5555556 2024-04-21 9 True
## 2675 CS 7 100.000000 3.0000000 2024-04-21 10 True
## 2676 CE 1 74.285714 1.0129870 2024-04-21 11 True
## 2677 BBA 1 62.790698 1.3064516 2024-04-21 12 True
## 2678 IT 7 58.273381 1.7234043 2024-04-21 13 True
## 2679 ME 2 68.548387 2.0238095 2024-04-21 14 True
## 2680 ME 7 100.000000 1.0666667 2024-04-21 15 True
## 2681 IT 4 100.000000 6.7333333 2024-04-21 16 True
## 2682 ME 4 7.246377 0.4347826 2024-04-21 17 True
## 2683 IT 1 87.610619 1.3943662 2024-04-21 18 True
## 2684 CE 7 66.071429 1.2333333 2024-04-21 19 True
## 2685 CE 1 100.000000 2.0204082 2024-04-21 20 True
## 2686 BBA 1 81.250000 1.5000000 2024-04-21 21 True
## 2687 IT 7 27.972028 0.5633803 2024-04-21 22 True
## 2688 CS 3 79.838710 3.4137931 2024-04-21 23 True
## 2689 CE 6 100.000000 3.9677419 2024-04-22 0 False
## 2690 IT 5 63.432836 1.1805556 2024-04-22 1 False
## 2691 IT 4 100.000000 3.0384615 2024-04-22 2 False
## 2692 ME 7 61.073826 3.0333333 2024-04-22 3 False
## 2693 CE 5 100.000000 1.3783784 2024-04-22 4 False
## 2694 CE 2 100.000000 8.4285714 2024-04-22 5 False
## 2695 ECE 5 35.051546 0.4594595 2024-04-22 6 False
## 2696 ECE 4 27.927928 0.7750000 2024-04-22 7 False
## 2697 CS 6 39.325843 2.5000000 2024-04-22 8 False
## 2698 ECE 5 100.000000 14.0000000 2024-04-22 9 False
## 2699 IT 7 100.000000 1.3030303 2024-04-22 10 False
## 2700 IT 7 22.900763 0.4687500 2024-04-22 11 False
## 2701 ECE 4 100.000000 1.8627451 2024-04-22 12 False
## 2702 IT 3 34.782609 2.1818182 2024-04-22 13 False
## 2703 CE 3 100.000000 2.8888889 2024-04-22 14 False
## 2704 CS 4 100.000000 20.3333333 2024-04-22 15 False
## 2705 ECE 5 78.461538 4.0800000 2024-04-22 16 False
## 2706 BBA 7 17.605634 0.5555556 2024-04-22 17 False
## 2707 ECE 7 90.647482 4.2000000 2024-04-22 18 False
## 2708 ME 1 59.740260 6.5714286 2024-04-22 19 False
## 2709 IT 2 28.888889 0.5131579 2024-04-22 20 False
## 2710 BBA 4 100.000000 5.5000000 2024-04-22 21 False
## 2711 BBA 2 100.000000 1.1627907 2024-04-22 22 False
## 2712 CS 5 71.186441 4.2000000 2024-04-22 23 False
## 2713 IT 3 63.207547 3.1904762 2024-04-23 0 False
## 2714 IT 4 59.292035 1.9142857 2024-04-23 1 False
## 2715 IT 1 100.000000 5.2307692 2024-04-23 2 False
## 2716 CS 2 91.304348 4.2000000 2024-04-23 3 False
## 2717 CS 5 25.196850 2.6666667 2024-04-23 4 False
## 2718 CS 6 100.000000 1.3600000 2024-04-23 5 False
## 2719 ECE 4 100.000000 1.4230769 2024-04-23 6 False
## 2720 ME 1 100.000000 0.7872340 2024-04-23 7 False
## 2721 ME 5 100.000000 3.3939394 2024-04-23 8 False
## 2722 CE 6 60.674157 1.8620690 2024-04-23 9 False
## 2723 IT 3 57.142857 2.6666667 2024-04-23 10 False
## 2724 CS 2 100.000000 3.0000000 2024-04-23 11 False
## 2725 BBA 7 11.486486 0.7083333 2024-04-23 12 False
## 2726 CS 4 86.792453 1.4375000 2024-04-23 13 False
## 2727 ECE 5 77.419355 1.2467532 2024-04-23 14 False
## 2728 ME 7 100.000000 2.0400000 2024-04-23 15 False
## 2729 IT 3 62.878788 1.6938776 2024-04-23 16 False
## 2730 CS 4 73.626374 9.5714286 2024-04-23 17 False
## 2731 CS 4 77.519380 4.0000000 2024-04-23 18 False
## 2732 ECE 5 100.000000 1.7234043 2024-04-23 19 False
## 2733 ME 7 100.000000 2.4500000 2024-04-23 20 False
## 2734 ECE 6 47.445255 0.9285714 2024-04-23 21 False
## 2735 IT 4 86.567164 2.0714286 2024-04-23 22 False
## 2736 BBA 6 100.000000 1.4666667 2024-04-23 23 False
## 2737 ECE 2 100.000000 0.4615385 2024-04-24 0 False
## 2738 BBA 4 60.465116 1.3333333 2024-04-24 1 False
## 2739 ME 7 100.000000 2.7272727 2024-04-24 2 False
## 2740 ME 3 42.424242 0.1866667 2024-04-24 3 False
## 2741 IT 6 30.405405 2.3684211 2024-04-24 4 False
## 2742 CS 2 100.000000 9.8750000 2024-04-24 5 False
## 2743 BBA 6 27.083333 0.6964286 2024-04-24 6 False
## 2744 ECE 2 100.000000 0.8805970 2024-04-24 7 False
## 2745 ME 4 100.000000 0.9583333 2024-04-24 8 False
## 2746 CS 4 100.000000 1.0285714 2024-04-24 9 False
## 2747 BBA 7 8.759124 0.2500000 2024-04-24 10 False
## 2748 IT 1 100.000000 0.9824561 2024-04-24 11 False
## 2749 CE 4 100.000000 5.0000000 2024-04-24 12 False
## 2750 CE 2 76.923077 2.3529412 2024-04-24 13 False
## 2751 BBA 7 100.000000 1.4000000 2024-04-24 14 False
## 2752 CE 2 32.203390 0.4634146 2024-04-24 15 False
## 2753 BBA 4 100.000000 1.3000000 2024-04-24 16 False
## 2754 CE 2 100.000000 1.7735849 2024-04-24 17 False
## 2755 ECE 4 100.000000 1.3414634 2024-04-24 18 False
## 2756 CS 5 50.364964 2.3793103 2024-04-24 19 False
## 2757 ME 6 100.000000 1.1343284 2024-04-24 20 False
## 2758 CS 2 15.315315 0.5151515 2024-04-24 21 False
## 2759 BBA 2 67.213115 3.0370370 2024-04-24 22 False
## 2760 CS 3 16.666667 0.2459016 2024-04-24 23 False
## 2761 ECE 2 94.520548 3.7297297 2024-04-25 0 False
## 2762 ECE 6 32.142857 1.3333333 2024-04-25 1 False
## 2763 ME 6 59.803922 0.8591549 2024-04-25 2 False
## 2764 IT 3 100.000000 0.5135135 2024-04-25 3 False
## 2765 CS 4 100.000000 0.9800000 2024-04-25 4 False
## 2766 BBA 3 100.000000 14.7142857 2024-04-25 5 False
## 2767 CS 5 100.000000 1.0000000 2024-04-25 6 False
## 2768 ME 7 100.000000 1.0555556 2024-04-25 7 False
## 2769 CS 1 58.823529 0.8771930 2024-04-25 8 False
## 2770 IT 2 26.724138 0.4025974 2024-04-25 9 False
## 2771 ECE 5 100.000000 0.8703704 2024-04-25 10 False
## 2772 ECE 5 25.490196 2.0000000 2024-04-25 11 False
## 2773 IT 5 100.000000 1.6716418 2024-04-25 12 False
## 2774 IT 6 100.000000 0.9649123 2024-04-25 13 False
## 2775 ECE 2 100.000000 1.0000000 2024-04-25 14 False
## 2776 CE 4 100.000000 1.9148936 2024-04-25 15 False
## 2777 BBA 2 52.688172 1.4000000 2024-04-25 16 False
## 2778 BBA 5 63.235294 2.9655172 2024-04-25 17 False
## 2779 CS 6 100.000000 1.8222222 2024-04-25 18 False
## 2780 CE 4 64.179104 1.2835821 2024-04-25 19 False
## 2781 CE 1 100.000000 5.4444444 2024-04-25 20 False
## 2782 ECE 6 53.535354 1.0192308 2024-04-25 21 False
## 2783 ECE 7 21.649485 0.6562500 2024-04-25 22 False
## 2784 CS 2 100.000000 1.4594595 2024-04-25 23 False
## 2785 CS 7 100.000000 1.7966102 2024-04-26 0 False
## 2786 ECE 4 100.000000 0.7808219 2024-04-26 1 False
## 2787 ECE 3 30.000000 0.6250000 2024-04-26 2 False
## 2788 ECE 2 92.941176 1.2950820 2024-04-26 3 False
## 2789 IT 4 72.164948 14.0000000 2024-04-26 4 False
## 2790 CE 7 58.823529 0.3636364 2024-04-26 5 False
## 2791 ECE 1 100.000000 8.2222222 2024-04-26 6 False
## 2792 ME 7 100.000000 1.5185185 2024-04-26 7 False
## 2793 ECE 6 100.000000 0.6052632 2024-04-26 8 False
## 2794 ME 7 63.909774 1.1184211 2024-04-26 9 False
## 2795 CS 7 60.256410 1.2051282 2024-04-26 10 False
## 2796 CS 1 91.044776 0.9104478 2024-04-26 11 False
## 2797 IT 5 100.000000 1.0649351 2024-04-26 12 False
## 2798 ME 4 100.000000 2.9473684 2024-04-26 13 False
## 2799 CS 6 100.000000 2.3235294 2024-04-26 14 False
## 2800 BBA 6 100.000000 3.3428571 2024-04-26 15 False
## 2801 ECE 3 93.846154 2.8372093 2024-04-26 16 False
## 2802 IT 4 100.000000 15.0000000 2024-04-26 17 False
## 2803 CE 7 69.642857 1.0000000 2024-04-26 18 False
## 2804 IT 6 77.777778 1.5909091 2024-04-26 19 False
## 2805 ECE 2 40.000000 2.9090909 2024-04-26 20 False
## 2806 BBA 6 100.000000 1.3137255 2024-04-26 21 False
## 2807 ME 6 85.344828 1.6779661 2024-04-26 22 False
## 2808 ME 5 77.952756 2.2500000 2024-04-26 23 False
## 2809 CE 3 55.405405 1.4909091 2024-04-27 0 True
## 2810 ME 5 67.716535 1.6862745 2024-04-27 1 True
## 2811 BBA 2 100.000000 3.3333333 2024-04-27 2 True
## 2812 ECE 6 30.232558 0.9285714 2024-04-27 3 True
## 2813 IT 5 100.000000 1.2558140 2024-04-27 4 True
## 2814 IT 1 80.952381 3.6060606 2024-04-27 5 True
## 2815 CS 4 100.000000 0.7021277 2024-04-27 6 True
## 2816 IT 1 100.000000 1.5348837 2024-04-27 7 True
## 2817 CE 6 100.000000 1.0597015 2024-04-27 8 True
## 2818 ME 1 100.000000 1.0930233 2024-04-27 9 True
## 2819 ECE 3 100.000000 1.1111111 2024-04-27 10 True
## 2820 IT 5 83.606557 7.2857143 2024-04-27 11 True
## 2821 CS 7 27.380952 0.4509804 2024-04-27 12 True
## 2822 BBA 4 25.242718 4.3333333 2024-04-27 13 True
## 2823 IT 5 100.000000 4.1818182 2024-04-27 14 True
## 2824 ME 5 100.000000 5.3750000 2024-04-27 15 True
## 2825 ECE 6 14.545455 1.4545455 2024-04-27 16 True
## 2826 CS 2 93.939394 2.6571429 2024-04-27 17 True
## 2827 ME 7 74.226804 1.0140845 2024-04-27 18 True
## 2828 ECE 5 100.000000 1.4482759 2024-04-27 19 True
## 2829 IT 4 44.680851 0.8400000 2024-04-27 20 True
## 2830 CE 6 100.000000 1.2368421 2024-04-27 21 True
## 2831 IT 2 100.000000 2.0000000 2024-04-27 22 True
## 2832 CE 2 95.862069 3.0888889 2024-04-27 23 True
## 2833 CE 2 29.333333 1.3750000 2024-04-28 0 True
## 2834 BBA 5 69.767442 5.6250000 2024-04-28 1 True
## 2835 IT 2 61.029412 1.4561404 2024-04-28 2 True
## 2836 ECE 7 44.827586 0.6500000 2024-04-28 3 True
## 2837 IT 6 100.000000 1.0789474 2024-04-28 4 True
## 2838 ECE 7 51.282051 3.3333333 2024-04-28 5 True
## 2839 CS 1 100.000000 2.9032258 2024-04-28 6 True
## 2840 ME 3 100.000000 2.0967742 2024-04-28 7 True
## 2841 CE 6 37.903226 1.3428571 2024-04-28 8 True
## 2842 BBA 6 100.000000 2.2682927 2024-04-28 9 True
## 2843 ME 5 26.136364 0.3432836 2024-04-28 10 True
## 2844 ME 3 100.000000 1.3518519 2024-04-28 11 True
## 2845 ME 3 31.578947 0.2666667 2024-04-28 12 True
## 2846 ECE 5 100.000000 0.9726027 2024-04-28 13 True
## 2847 BBA 6 12.230216 0.2615385 2024-04-28 14 True
## 2848 ME 5 100.000000 2.3913043 2024-04-28 15 True
## 2849 CE 4 17.431193 0.3958333 2024-04-28 16 True
## 2850 BBA 5 9.774436 0.2063492 2024-04-28 17 True
## 2851 ECE 3 100.000000 1.3043478 2024-04-28 18 True
## 2852 ME 4 100.000000 3.5294118 2024-04-28 19 True
## 2853 CS 2 100.000000 2.5769231 2024-04-28 20 True
## 2854 BBA 3 100.000000 1.3225806 2024-04-28 21 True
## 2855 CS 3 34.146341 0.3733333 2024-04-28 22 True
## 2856 ME 5 100.000000 7.2857143 2024-04-28 23 True
## 2857 ECE 7 13.043478 1.2000000 2024-04-29 0 False
## 2858 BBA 1 13.592233 0.9333333 2024-04-29 1 False
## 2859 IT 4 33.620690 0.7090909 2024-04-29 2 False
## 2860 CS 1 100.000000 9.8000000 2024-04-29 3 False
## 2861 ECE 3 74.358974 2.0000000 2024-04-29 4 False
## 2862 ME 7 48.461538 1.6578947 2024-04-29 5 False
## 2863 CS 4 100.000000 0.7647059 2024-04-29 6 False
## 2864 IT 7 29.245283 1.4761905 2024-04-29 7 False
## 2865 ECE 3 30.232558 0.9629630 2024-04-29 8 False
## 2866 IT 4 25.301205 0.2658228 2024-04-29 9 False
## 2867 ME 5 100.000000 3.8181818 2024-04-29 10 False
## 2868 CE 5 94.615385 9.4615385 2024-04-29 11 False
## 2869 ME 7 100.000000 19.8000000 2024-04-29 12 False
## 2870 BBA 3 35.616438 0.3466667 2024-04-29 13 False
## 2871 BBA 5 68.750000 1.4426230 2024-04-29 14 False
## 2872 CE 7 100.000000 2.2941176 2024-04-29 15 False
## 2873 CE 7 74.803150 6.7857143 2024-04-29 16 False
## 2874 IT 6 100.000000 1.9600000 2024-04-29 17 False
## 2875 CS 3 100.000000 0.9117647 2024-04-29 18 False
## 2876 ECE 4 22.641509 0.2926829 2024-04-29 19 False
## 2877 ECE 4 84.684685 2.8484848 2024-04-29 20 False
## 2878 BBA 7 100.000000 2.0526316 2024-04-29 21 False
## 2879 CS 1 18.032787 0.1428571 2024-04-29 22 False
## 2880 CE 2 90.476190 1.5079365 2024-04-29 23 False
## 2881 ME 2 21.052632 1.8181818 2024-04-30 0 False
## 2882 ME 1 100.000000 1.4166667 2024-04-30 1 False
## 2883 CS 1 52.000000 5.9090909 2024-04-30 2 False
## 2884 CS 2 20.000000 1.2631579 2024-04-30 3 False
## 2885 ECE 3 29.906542 1.4545455 2024-04-30 4 False
## 2886 ECE 4 57.692308 1.8750000 2024-04-30 5 False
## 2887 ME 5 45.454545 4.5833333 2024-04-30 6 False
## 2888 ME 3 100.000000 8.0909091 2024-04-30 7 False
## 2889 ECE 4 49.600000 0.9841270 2024-04-30 8 False
## 2890 CS 3 42.857143 1.1162791 2024-04-30 9 False
## 2891 BBA 7 88.095238 0.5362319 2024-04-30 10 False
## 2892 CS 5 70.000000 15.4000000 2024-04-30 11 False
## 2893 CE 4 70.491803 1.1315789 2024-04-30 12 False
## 2894 ME 7 100.000000 2.9333333 2024-04-30 13 False
## 2895 CE 7 25.333333 0.9047619 2024-04-30 14 False
## 2896 CS 1 59.821429 6.7000000 2024-04-30 15 False
## 2897 CS 1 100.000000 6.7500000 2024-04-30 16 False
## 2898 ECE 6 62.411348 1.5172414 2024-04-30 17 False
## 2899 IT 6 100.000000 1.2686567 2024-04-30 18 False
## 2900 CS 4 64.545455 1.0142857 2024-04-30 19 False
## 2901 ME 7 100.000000 4.9642857 2024-04-30 20 False
## 2902 ME 6 36.551724 1.3250000 2024-04-30 21 False
## 2903 CS 7 92.523364 4.3043478 2024-04-30 22 False
## 2904 BBA 2 42.857143 0.5675676 2024-04-30 23 False
## 2905 IT 2 90.909091 8.5714286 2024-05-01 0 False
## 2906 ECE 7 100.000000 1.0169492 2024-05-01 1 False
## 2907 ME 4 100.000000 4.3750000 2024-05-01 2 False
## 2908 CS 5 75.238095 1.2539683 2024-05-01 3 False
## 2909 ME 7 74.789916 1.7115385 2024-05-01 4 False
## 2910 CS 2 100.000000 8.0000000 2024-05-01 5 False
## 2911 CE 4 100.000000 2.2000000 2024-05-01 6 False
## 2912 CE 3 100.000000 2.3636364 2024-05-01 7 False
## 2913 IT 2 100.000000 9.1538462 2024-05-01 8 False
## 2914 BBA 7 100.000000 1.9230769 2024-05-01 9 False
## 2915 CS 4 64.179104 1.4827586 2024-05-01 10 False
## 2916 CS 7 100.000000 2.2500000 2024-05-01 11 False
## 2917 ME 4 100.000000 3.1578947 2024-05-01 12 False
## 2918 ECE 5 39.655172 0.7931034 2024-05-01 13 False
## 2919 BBA 1 100.000000 0.7272727 2024-05-01 14 False
## 2920 CE 4 100.000000 1.8536585 2024-05-01 15 False
## 2921 CE 4 100.000000 0.7833333 2024-05-01 16 False
## 2922 CS 7 29.268293 0.5000000 2024-05-01 17 False
## 2923 CE 7 37.179487 0.7435897 2024-05-01 18 False
## 2924 IT 3 100.000000 0.5322581 2024-05-01 19 False
## 2925 ECE 3 51.063830 0.4615385 2024-05-01 20 False
## 2926 CS 2 100.000000 1.0638298 2024-05-01 21 False
## 2927 IT 1 67.241379 1.5000000 2024-05-01 22 False
## 2928 CS 2 63.888889 0.8734177 2024-05-01 23 False
## 2929 ECE 2 59.482759 1.2321429 2024-05-02 0 False
## 2930 ECE 6 86.440678 2.6842105 2024-05-02 1 False
## 2931 ME 1 100.000000 0.5890411 2024-05-02 2 False
## 2932 CE 6 43.902439 0.5217391 2024-05-02 3 False
## 2933 ME 1 73.958333 1.5434783 2024-05-02 4 False
## 2934 IT 4 21.153846 0.6875000 2024-05-02 5 False
## 2935 IT 4 100.000000 0.8627451 2024-05-02 6 False
## 2936 ME 7 25.757576 0.3541667 2024-05-02 7 False
## 2937 ECE 5 17.171717 0.3207547 2024-05-02 8 False
## 2938 BBA 3 100.000000 0.9577465 2024-05-02 9 False
## 2939 BBA 5 73.972603 1.5652174 2024-05-02 10 False
## 2940 ECE 6 100.000000 1.5254237 2024-05-02 11 False
## 2941 IT 6 100.000000 1.7619048 2024-05-02 12 False
## 2942 CE 5 69.230769 1.2857143 2024-05-02 13 False
## 2943 ME 2 75.862069 5.8666667 2024-05-02 14 False
## 2944 BBA 5 82.608696 0.6129032 2024-05-02 15 False
## 2945 ECE 6 24.561404 0.1944444 2024-05-02 16 False
## 2946 IT 6 13.970588 0.8260870 2024-05-02 17 False
## 2947 ECE 6 100.000000 1.2957746 2024-05-02 18 False
## 2948 CE 4 56.034483 1.9696970 2024-05-02 19 False
## 2949 BBA 4 100.000000 0.7076923 2024-05-02 20 False
## 2950 CS 5 89.795918 1.7600000 2024-05-02 21 False
## 2951 ME 1 33.009709 0.4358974 2024-05-02 22 False
## 2952 ME 7 100.000000 4.2727273 2024-05-02 23 False
## 2953 ECE 2 60.227273 1.3250000 2024-05-03 0 False
## 2954 CS 6 70.370370 3.5625000 2024-05-03 1 False
## 2955 BBA 5 62.068966 1.5652174 2024-05-03 2 False
## 2956 IT 1 100.000000 1.8906250 2024-05-03 3 False
## 2957 CS 4 47.887324 1.0793651 2024-05-03 4 False
## 2958 ECE 2 45.185185 1.3555556 2024-05-03 5 False
## 2959 ECE 5 100.000000 1.5625000 2024-05-03 6 False
## 2960 ECE 5 33.576642 0.9019608 2024-05-03 7 False
## 2961 CS 5 85.714286 1.6071429 2024-05-03 8 False
## 2962 CS 6 100.000000 1.3013699 2024-05-03 9 False
## 2963 IT 4 100.000000 1.3666667 2024-05-03 10 False
## 2964 CE 7 61.764706 0.6774194 2024-05-03 11 False
## 2965 ECE 7 84.905660 1.0227273 2024-05-03 12 False
## 2966 ECE 1 100.000000 0.4810127 2024-05-03 13 False
## 2967 ECE 6 24.096386 1.0000000 2024-05-03 14 False
## 2968 IT 4 100.000000 1.3170732 2024-05-03 15 False
## 2969 ME 3 100.000000 1.3076923 2024-05-03 16 False
## 2970 ECE 7 100.000000 2.3043478 2024-05-03 17 False
## 2971 CS 5 100.000000 4.0000000 2024-05-03 18 False
## 2972 CS 2 100.000000 1.0400000 2024-05-03 19 False
## 2973 BBA 7 100.000000 5.2222222 2024-05-03 20 False
## 2974 CS 4 100.000000 5.1250000 2024-05-03 21 False
## 2975 IT 4 65.789474 0.7812500 2024-05-03 22 False
## 2976 ME 2 26.351351 0.5200000 2024-05-03 23 False
## 2977 ME 7 91.735537 1.9473684 2024-05-04 0 True
## 2978 CE 2 21.848739 2.3636364 2024-05-04 1 True
## 2979 BBA 7 87.500000 0.5555556 2024-05-04 2 True
## 2980 IT 1 23.684211 0.6000000 2024-05-04 3 True
## 2981 ECE 7 36.666667 0.6111111 2024-05-04 4 True
## 2982 ME 7 100.000000 0.9111111 2024-05-04 5 True
## 2983 BBA 3 98.275862 2.2800000 2024-05-04 6 True
## 2984 ECE 2 28.915663 0.6153846 2024-05-04 7 True
## 2985 CE 1 79.411765 5.6842105 2024-05-04 8 True
## 2986 CS 3 100.000000 1.2592593 2024-05-04 9 True
## 2987 ECE 3 100.000000 1.3000000 2024-05-04 10 True
## 2988 ECE 6 93.893130 6.1500000 2024-05-04 11 True
## 2989 IT 1 28.682171 1.6818182 2024-05-04 12 True
## 2990 BBA 5 100.000000 8.7692308 2024-05-04 13 True
## 2991 ECE 1 97.058824 3.6666667 2024-05-04 14 True
## 2992 ECE 7 100.000000 1.1666667 2024-05-04 15 True
## 2993 ME 5 90.350877 1.3918919 2024-05-04 16 True
## 2994 ECE 4 94.871795 12.3333333 2024-05-04 17 True
## 2995 CE 1 73.134328 1.6610169 2024-05-04 18 True
## 2996 CS 1 92.857143 7.3125000 2024-05-04 19 True
## 2997 IT 7 100.000000 0.5555556 2024-05-04 20 True
## 2998 CS 3 100.000000 2.0625000 2024-05-04 21 True
## 2999 CS 5 100.000000 5.2000000 2024-05-04 22 True
## 3000 BBA 6 19.512195 0.9600000 2024-05-04 23 True
## 3001 IT 7 57.142857 1.0322581 2024-05-05 0 True
## 3002 ECE 2 70.408163 0.8734177 2024-05-05 1 True
## 3003 CS 1 42.657343 2.4400000 2024-05-05 2 True
## 3004 CS 3 100.000000 8.8000000 2024-05-05 3 True
## 3005 IT 5 49.579832 0.7564103 2024-05-05 4 True
## 3006 IT 3 71.093750 1.9361702 2024-05-05 5 True
## 3007 ME 1 84.946237 9.8750000 2024-05-05 6 True
## 3008 ECE 4 100.000000 1.7755102 2024-05-05 7 True
## 3009 BBA 7 100.000000 1.4800000 2024-05-05 8 True
## 3010 CS 7 79.194631 2.5106383 2024-05-05 9 True
## 3011 CS 5 22.834646 0.5178571 2024-05-05 10 True
## 3012 CE 7 76.712329 3.0270270 2024-05-05 11 True
## 3013 CE 1 100.000000 1.0975610 2024-05-05 12 True
## 3014 IT 3 39.759036 0.5500000 2024-05-05 13 True
## 3015 ME 7 96.330275 2.3333333 2024-05-05 14 True
## 3016 CS 2 11.428571 1.0666667 2024-05-05 15 True
## 3017 IT 1 40.625000 0.4561404 2024-05-05 16 True
## 3018 ECE 4 100.000000 0.6323529 2024-05-05 17 True
## 3019 CS 4 74.698795 2.5833333 2024-05-05 18 True
## 3020 CE 4 47.107438 1.2954545 2024-05-05 19 True
## 3021 ME 5 91.338583 2.9743590 2024-05-05 20 True
## 3022 ME 1 55.223881 1.3703704 2024-05-05 21 True
## 3023 ME 7 100.000000 5.6153846 2024-05-05 22 True
## 3024 ECE 5 63.636364 1.6666667 2024-05-05 23 True
## 3025 ECE 4 42.574257 4.3000000 2024-05-06 0 False
## 3026 CE 6 37.815126 0.7377049 2024-05-06 1 False
## 3027 CS 7 100.000000 14.4000000 2024-05-06 2 False
## 3028 BBA 7 100.000000 1.2380952 2024-05-06 3 False
## 3029 CS 7 100.000000 2.4047619 2024-05-06 4 False
## 3030 BBA 3 100.000000 1.4285714 2024-05-06 5 False
## 3031 ECE 3 74.107143 2.3714286 2024-05-06 6 False
## 3032 ECE 2 39.175258 1.3571429 2024-05-06 7 False
## 3033 CS 3 100.000000 2.2500000 2024-05-06 8 False
## 3034 BBA 7 86.842105 0.8354430 2024-05-06 9 False
## 3035 BBA 4 51.666667 2.9523810 2024-05-06 10 False
## 3036 IT 1 45.283019 1.2307692 2024-05-06 11 False
## 3037 ME 1 100.000000 0.6184211 2024-05-06 12 False
## 3038 IT 7 100.000000 1.4000000 2024-05-06 13 False
## 3039 ECE 1 100.000000 9.1250000 2024-05-06 14 False
## 3040 IT 5 100.000000 1.0694444 2024-05-06 15 False
## 3041 CE 3 100.000000 0.7833333 2024-05-06 16 False
## 3042 CS 4 100.000000 1.2500000 2024-05-06 17 False
## 3043 CS 6 100.000000 6.2666667 2024-05-06 18 False
## 3044 CE 7 100.000000 1.0000000 2024-05-06 19 False
## 3045 ME 3 100.000000 1.6000000 2024-05-06 20 False
## 3046 CE 3 100.000000 1.0892857 2024-05-06 21 False
## 3047 IT 5 50.000000 0.9866667 2024-05-06 22 False
## 3048 CE 4 100.000000 1.5806452 2024-05-06 23 False
## 3049 ME 3 36.000000 1.0800000 2024-05-07 0 False
## 3050 CS 7 100.000000 1.5161290 2024-05-07 1 False
## 3051 ECE 3 100.000000 7.0000000 2024-05-07 2 False
## 3052 CE 6 100.000000 1.5526316 2024-05-07 3 False
## 3053 CE 2 65.979381 2.1333333 2024-05-07 4 False
## 3054 CE 5 21.276596 0.5000000 2024-05-07 5 False
## 3055 BBA 3 25.000000 0.6944444 2024-05-07 6 False
## 3056 IT 1 35.555556 0.4705882 2024-05-07 7 False
## 3057 CS 4 100.000000 9.2500000 2024-05-07 8 False
## 3058 ECE 6 100.000000 3.2631579 2024-05-07 9 False
## 3059 IT 1 20.661157 0.9615385 2024-05-07 10 False
## 3060 CE 4 99.328859 2.2769231 2024-05-07 11 False
## 3061 ECE 3 100.000000 1.3829787 2024-05-07 12 False
## 3062 CS 1 100.000000 6.7142857 2024-05-07 13 False
## 3063 CE 3 100.000000 4.0000000 2024-05-07 14 False
## 3064 CE 1 92.241379 3.1470588 2024-05-07 15 False
## 3065 ME 3 50.393701 1.1428571 2024-05-07 16 False
## 3066 ECE 6 100.000000 1.5384615 2024-05-07 17 False
## 3067 ME 5 24.242424 3.2000000 2024-05-07 18 False
## 3068 ECE 1 16.666667 0.1714286 2024-05-07 19 False
## 3069 CS 5 15.151515 0.5357143 2024-05-07 20 False
## 3070 BBA 5 100.000000 0.7183099 2024-05-07 21 False
## 3071 CS 3 47.244094 0.7894737 2024-05-07 22 False
## 3072 IT 4 35.483871 0.4400000 2024-05-07 23 False
## 3073 ECE 6 72.992701 2.5000000 2024-05-08 0 False
## 3074 IT 5 68.548387 1.0759494 2024-05-08 1 False
## 3075 ECE 6 68.503937 2.7187500 2024-05-08 2 False
## 3076 BBA 2 82.835821 1.6567164 2024-05-08 3 False
## 3077 BBA 2 85.000000 0.7391304 2024-05-08 4 False
## 3078 CE 5 100.000000 1.9677419 2024-05-08 5 False
## 3079 BBA 5 88.349515 1.5166667 2024-05-08 6 False
## 3080 CS 2 100.000000 1.6666667 2024-05-08 7 False
## 3081 CE 1 30.088496 0.6071429 2024-05-08 8 False
## 3082 ECE 7 26.785714 0.2380952 2024-05-08 9 False
## 3083 CE 4 100.000000 0.6000000 2024-05-08 10 False
## 3084 CE 1 61.224490 2.5000000 2024-05-08 11 False
## 3085 ME 3 48.611111 2.9166667 2024-05-08 12 False
## 3086 ME 5 100.000000 0.4428571 2024-05-08 13 False
## 3087 CE 2 71.666667 3.5833333 2024-05-08 14 False
## 3088 CS 4 25.000000 0.5593220 2024-05-08 15 False
## 3089 BBA 6 80.000000 3.5555556 2024-05-08 16 False
## 3090 IT 6 69.064748 1.5000000 2024-05-08 17 False
## 3091 IT 7 100.000000 1.3013699 2024-05-08 18 False
## 3092 ECE 7 100.000000 1.4285714 2024-05-08 19 False
## 3093 CE 3 90.517241 13.1250000 2024-05-08 20 False
## 3094 IT 7 100.000000 17.3333333 2024-05-08 21 False
## 3095 ECE 4 86.746988 6.0000000 2024-05-08 22 False
## 3096 ME 6 98.437500 3.8181818 2024-05-08 23 False
## 3097 BBA 7 100.000000 2.0172414 2024-05-09 0 False
## 3098 CE 5 100.000000 10.7142857 2024-05-09 1 False
## 3099 ECE 6 31.192661 0.6666667 2024-05-09 2 False
## 3100 BBA 2 64.000000 1.0000000 2024-05-09 3 False
## 3101 BBA 1 100.000000 0.8163265 2024-05-09 4 False
## 3102 ECE 4 74.157303 2.2758621 2024-05-09 5 False
## 3103 ECE 2 100.000000 1.1607143 2024-05-09 6 False
## 3104 CS 2 16.891892 0.6250000 2024-05-09 7 False
## 3105 ECE 1 100.000000 0.7872340 2024-05-09 8 False
## 3106 CS 2 100.000000 0.9180328 2024-05-09 9 False
## 3107 ECE 6 100.000000 1.2372881 2024-05-09 10 False
## 3108 ME 2 100.000000 1.0181818 2024-05-09 11 False
## 3109 CE 2 20.000000 0.3488372 2024-05-09 12 False
## 3110 ME 4 42.000000 0.8750000 2024-05-09 13 False
## 3111 ME 6 14.473684 0.1549296 2024-05-09 14 False
## 3112 ME 5 24.475524 0.5737705 2024-05-09 15 False
## 3113 CE 1 100.000000 0.4705882 2024-05-09 16 False
## 3114 ME 5 100.000000 6.8181818 2024-05-09 17 False
## 3115 IT 5 100.000000 0.4729730 2024-05-09 18 False
## 3116 ME 6 100.000000 1.2222222 2024-05-09 19 False
## 3117 CE 7 100.000000 1.8800000 2024-05-09 20 False
## 3118 ECE 1 42.553191 1.7391304 2024-05-09 21 False
## 3119 CE 2 100.000000 4.0000000 2024-05-09 22 False
## 3120 BBA 3 98.958333 4.1304348 2024-05-09 23 False
## 3121 CE 3 94.000000 4.7000000 2024-05-10 0 False
## 3122 BBA 5 100.000000 1.7222222 2024-05-10 1 False
## 3123 BBA 4 100.000000 1.9130435 2024-05-10 2 False
## 3124 IT 4 19.607843 0.2777778 2024-05-10 3 False
## 3125 CS 7 100.000000 1.4814815 2024-05-10 4 False
## 3126 IT 6 100.000000 9.8571429 2024-05-10 5 False
## 3127 IT 4 100.000000 0.5479452 2024-05-10 6 False
## 3128 BBA 6 48.837209 1.1666667 2024-05-10 7 False
## 3129 ECE 3 41.481481 1.1914894 2024-05-10 8 False
## 3130 ME 3 41.129032 0.6455696 2024-05-10 9 False
## 3131 IT 5 100.000000 0.4054054 2024-05-10 10 False
## 3132 CE 5 100.000000 1.5909091 2024-05-10 11 False
## 3133 BBA 6 100.000000 1.5151515 2024-05-10 12 False
## 3134 CS 1 59.459459 1.1000000 2024-05-10 13 False
## 3135 BBA 5 31.250000 0.3571429 2024-05-10 14 False
## 3136 ME 3 30.496454 3.5833333 2024-05-10 15 False
## 3137 CE 2 100.000000 12.1428571 2024-05-10 16 False
## 3138 ECE 2 100.000000 5.6153846 2024-05-10 17 False
## 3139 CS 3 97.037037 2.1475410 2024-05-10 18 False
## 3140 BBA 4 100.000000 11.2222222 2024-05-10 19 False
## 3141 CS 4 100.000000 0.6800000 2024-05-10 20 False
## 3142 CS 7 87.209302 10.7142857 2024-05-10 21 False
## 3143 CS 6 80.645161 1.4423077 2024-05-10 22 False
## 3144 ECE 5 100.000000 1.5744681 2024-05-10 23 False
## 3145 IT 2 100.000000 1.8571429 2024-05-11 0 True
## 3146 IT 2 10.714286 0.2000000 2024-05-11 1 True
## 3147 ME 6 100.000000 6.0000000 2024-05-11 2 True
## 3148 CE 3 100.000000 1.2500000 2024-05-11 3 True
## 3149 ME 3 100.000000 0.6857143 2024-05-11 4 True
## 3150 ECE 3 100.000000 3.7916667 2024-05-11 5 True
## 3151 ME 2 20.952381 0.3728814 2024-05-11 6 True
## 3152 IT 7 15.873016 0.3846154 2024-05-11 7 True
## 3153 ECE 2 100.000000 0.7534247 2024-05-11 8 True
## 3154 CS 7 17.293233 0.3593750 2024-05-11 9 True
## 3155 ME 2 100.000000 0.6000000 2024-05-11 10 True
## 3156 ME 7 42.982456 0.6202532 2024-05-11 11 True
## 3157 CE 5 100.000000 1.2794118 2024-05-11 12 True
## 3158 ECE 3 100.000000 4.7000000 2024-05-11 13 True
## 3159 CS 3 70.000000 1.5000000 2024-05-11 14 True
## 3160 CS 1 53.246753 2.0500000 2024-05-11 15 True
## 3161 BBA 1 98.095238 2.1458333 2024-05-11 16 True
## 3162 CE 6 100.000000 1.6122449 2024-05-11 17 True
## 3163 IT 3 29.600000 0.5211268 2024-05-11 18 True
## 3164 CE 6 28.676471 0.7090909 2024-05-11 19 True
## 3165 BBA 1 91.304348 0.6885246 2024-05-11 20 True
## 3166 CE 5 95.744681 2.9347826 2024-05-11 21 True
## 3167 CS 5 100.000000 2.0344828 2024-05-11 22 True
## 3168 BBA 6 25.000000 2.8333333 2024-05-11 23 True
## 3169 ECE 2 53.125000 3.5789474 2024-05-12 0 True
## 3170 ME 7 96.428571 12.2727273 2024-05-12 1 True
## 3171 CE 6 36.805556 1.4324324 2024-05-12 2 True
## 3172 BBA 7 100.000000 1.2000000 2024-05-12 3 True
## 3173 BBA 7 32.727273 0.7826087 2024-05-12 4 True
## 3174 BBA 2 100.000000 1.7213115 2024-05-12 5 True
## 3175 BBA 5 100.000000 2.0909091 2024-05-12 6 True
## 3176 ME 7 100.000000 0.5526316 2024-05-12 7 True
## 3177 CS 1 84.070796 4.7500000 2024-05-12 8 True
## 3178 CE 4 100.000000 3.8000000 2024-05-12 9 True
## 3179 CE 7 100.000000 1.5217391 2024-05-12 10 True
## 3180 BBA 5 100.000000 2.2777778 2024-05-12 11 True
## 3181 CE 7 100.000000 1.1641791 2024-05-12 12 True
## 3182 CE 6 53.237410 1.7209302 2024-05-12 13 True
## 3183 ECE 7 100.000000 1.1153846 2024-05-12 14 True
## 3184 ME 3 61.956522 0.7808219 2024-05-12 15 True
## 3185 CE 1 100.000000 1.3863636 2024-05-12 16 True
## 3186 BBA 1 100.000000 10.3333333 2024-05-12 17 True
## 3187 IT 3 100.000000 1.0294118 2024-05-12 18 True
## 3188 CE 7 71.034483 2.1020408 2024-05-12 19 True
## 3189 ME 1 38.888889 2.0000000 2024-05-12 20 True
## 3190 ME 1 100.000000 1.9411765 2024-05-12 21 True
## 3191 IT 1 65.322581 1.5882353 2024-05-12 22 True
## 3192 CE 7 87.500000 4.6666667 2024-05-12 23 True
## 3193 IT 7 22.727273 0.1282051 2024-05-13 0 False
## 3194 CS 4 45.238095 1.3902439 2024-05-13 1 False
## 3195 IT 5 17.105263 0.1805556 2024-05-13 2 False
## 3196 ME 3 100.000000 1.9152542 2024-05-13 3 False
## 3197 IT 1 100.000000 1.8529412 2024-05-13 4 False
## 3198 CS 7 100.000000 0.8103448 2024-05-13 5 False
## 3199 BBA 4 100.000000 1.7000000 2024-05-13 6 False
## 3200 CE 6 100.000000 1.9074074 2024-05-13 7 False
## 3201 BBA 6 100.000000 2.0000000 2024-05-13 8 False
## 3202 BBA 1 41.732283 0.7361111 2024-05-13 9 False
## 3203 CS 1 100.000000 0.7714286 2024-05-13 10 False
## 3204 BBA 7 87.603306 1.7096774 2024-05-13 11 False
## 3205 ECE 6 100.000000 6.8333333 2024-05-13 12 False
## 3206 ECE 2 100.000000 1.3750000 2024-05-13 13 False
## 3207 CS 2 70.175439 1.1940299 2024-05-13 14 False
## 3208 CS 2 68.181818 0.6818182 2024-05-13 15 False
## 3209 IT 7 100.000000 2.5384615 2024-05-13 16 False
## 3210 CS 7 100.000000 11.2000000 2024-05-13 17 False
## 3211 ECE 7 84.496124 2.0566038 2024-05-13 18 False
## 3212 ME 6 56.910569 1.2962963 2024-05-13 19 False
## 3213 CS 4 100.000000 0.6250000 2024-05-13 20 False
## 3214 CS 2 43.795620 5.0000000 2024-05-13 21 False
## 3215 CE 1 100.000000 1.0800000 2024-05-13 22 False
## 3216 CE 5 18.055556 2.0000000 2024-05-13 23 False
## 3217 BBA 4 100.000000 1.7400000 2024-05-14 0 False
## 3218 CE 5 100.000000 3.6875000 2024-05-14 1 False
## 3219 IT 5 100.000000 7.1111111 2024-05-14 2 False
## 3220 CE 2 70.247934 1.8478261 2024-05-14 3 False
## 3221 ME 7 36.585366 2.8125000 2024-05-14 4 False
## 3222 BBA 2 100.000000 1.9090909 2024-05-14 5 False
## 3223 ECE 4 93.150685 1.7894737 2024-05-14 6 False
## 3224 CE 1 84.931507 0.8611111 2024-05-14 7 False
## 3225 CE 2 24.074074 0.4333333 2024-05-14 8 False
## 3226 IT 7 100.000000 0.4430380 2024-05-14 9 False
## 3227 BBA 2 77.600000 1.3287671 2024-05-14 10 False
## 3228 BBA 4 100.000000 2.7837838 2024-05-14 11 False
## 3229 BBA 5 100.000000 5.1200000 2024-05-14 12 False
## 3230 ME 3 87.878788 2.1886792 2024-05-14 13 False
## 3231 CS 5 100.000000 5.0000000 2024-05-14 14 False
## 3232 ME 6 100.000000 1.2564103 2024-05-14 15 False
## 3233 IT 7 86.666667 1.1470588 2024-05-14 16 False
## 3234 ME 5 100.000000 2.1250000 2024-05-14 17 False
## 3235 IT 7 41.000000 3.1538462 2024-05-14 18 False
## 3236 CS 1 21.621622 0.4324324 2024-05-14 19 False
## 3237 IT 7 100.000000 4.3636364 2024-05-14 20 False
## 3238 CE 3 49.275362 0.5573770 2024-05-14 21 False
## 3239 CS 7 65.060241 6.0000000 2024-05-14 22 False
## 3240 CS 4 59.504132 1.6000000 2024-05-14 23 False
## 3241 CS 7 100.000000 12.2000000 2024-05-15 0 False
## 3242 CS 6 23.741007 3.3000000 2024-05-15 1 False
## 3243 IT 1 27.536232 0.5757576 2024-05-15 2 False
## 3244 CS 7 100.000000 0.4459459 2024-05-15 3 False
## 3245 IT 1 7.575758 0.5263158 2024-05-15 4 False
## 3246 CE 2 84.090909 0.5873016 2024-05-15 5 False
## 3247 ME 2 100.000000 1.4800000 2024-05-15 6 False
## 3248 ME 4 34.821429 1.9500000 2024-05-15 7 False
## 3249 BBA 5 22.448980 0.6111111 2024-05-15 8 False
## 3250 BBA 4 100.000000 2.1578947 2024-05-15 9 False
## 3251 IT 3 88.571429 4.1333333 2024-05-15 10 False
## 3252 IT 1 95.620438 14.5555556 2024-05-15 11 False
## 3253 ECE 1 100.000000 0.5593220 2024-05-15 12 False
## 3254 BBA 4 100.000000 0.9870130 2024-05-15 13 False
## 3255 ME 5 46.666667 0.3783784 2024-05-15 14 False
## 3256 CS 7 41.322314 1.2820513 2024-05-15 15 False
## 3257 BBA 6 100.000000 13.3333333 2024-05-15 16 False
## 3258 ECE 6 100.000000 1.3000000 2024-05-15 17 False
## 3259 ME 2 77.142857 3.3750000 2024-05-15 18 False
## 3260 ECE 4 100.000000 1.7058824 2024-05-15 19 False
## 3261 CS 6 66.666667 5.1250000 2024-05-15 20 False
## 3262 BBA 3 100.000000 1.3333333 2024-05-15 21 False
## 3263 ME 6 100.000000 1.0000000 2024-05-15 22 False
## 3264 BBA 7 100.000000 4.1578947 2024-05-15 23 False
## 3265 CE 6 20.754717 0.1666667 2024-05-16 0 False
## 3266 ME 6 100.000000 0.5652174 2024-05-16 1 False
## 3267 ECE 6 90.070922 1.7638889 2024-05-16 2 False
## 3268 ME 5 40.714286 1.2666667 2024-05-16 3 False
## 3269 BBA 5 100.000000 3.6875000 2024-05-16 4 False
## 3270 BBA 7 56.034483 7.2222222 2024-05-16 5 False
## 3271 ME 6 100.000000 0.9066667 2024-05-16 6 False
## 3272 ECE 3 100.000000 4.9444444 2024-05-16 7 False
## 3273 IT 1 23.684211 0.5869565 2024-05-16 8 False
## 3274 CS 5 100.000000 1.1025641 2024-05-16 9 False
## 3275 CE 6 100.000000 2.7272727 2024-05-16 10 False
## 3276 ME 4 84.210526 2.1538462 2024-05-16 11 False
## 3277 ME 1 100.000000 1.5606061 2024-05-16 12 False
## 3278 CS 5 25.862069 0.6250000 2024-05-16 13 False
## 3279 CE 2 51.666667 0.6078431 2024-05-16 14 False
## 3280 ME 5 37.398374 1.0000000 2024-05-16 15 False
## 3281 IT 2 91.666667 5.0416667 2024-05-16 16 False
## 3282 ME 4 47.115385 0.6533333 2024-05-16 17 False
## 3283 CS 7 27.777778 0.2739726 2024-05-16 18 False
## 3284 ME 5 100.000000 1.1126761 2024-05-16 19 False
## 3285 IT 7 100.000000 0.9807692 2024-05-16 20 False
## 3286 ME 2 45.454545 1.7105263 2024-05-16 21 False
## 3287 ME 7 62.962963 1.7894737 2024-05-16 22 False
## 3288 BBA 1 100.000000 1.2857143 2024-05-16 23 False
## 3289 ME 5 44.086022 0.6029412 2024-05-17 0 False
## 3290 ECE 2 20.689655 0.3896104 2024-05-17 1 False
## 3291 ME 7 100.000000 0.8307692 2024-05-17 2 False
## 3292 BBA 7 100.000000 4.2666667 2024-05-17 3 False
## 3293 ME 5 100.000000 1.5490196 2024-05-17 4 False
## 3294 ME 2 40.625000 1.3333333 2024-05-17 5 False
## 3295 IT 4 42.446043 0.7972973 2024-05-17 6 False
## 3296 ME 3 40.625000 0.5416667 2024-05-17 7 False
## 3297 ECE 2 100.000000 1.9487179 2024-05-17 8 False
## 3298 CS 6 100.000000 4.2941176 2024-05-17 9 False
## 3299 CE 4 32.727273 0.5901639 2024-05-17 10 False
## 3300 IT 5 61.445783 0.7727273 2024-05-17 11 False
## 3301 CE 2 65.686275 0.9178082 2024-05-17 12 False
## 3302 BBA 3 100.000000 0.5479452 2024-05-17 13 False
## 3303 CE 3 62.878788 1.5090909 2024-05-17 14 False
## 3304 ME 4 100.000000 0.6406250 2024-05-17 15 False
## 3305 CS 6 100.000000 2.5238095 2024-05-17 16 False
## 3306 ECE 4 100.000000 0.9180328 2024-05-17 17 False
## 3307 ME 6 100.000000 1.7000000 2024-05-17 18 False
## 3308 ME 5 100.000000 0.7446809 2024-05-17 19 False
## 3309 CE 6 97.959184 3.2000000 2024-05-17 20 False
## 3310 ECE 2 55.200000 1.5333333 2024-05-17 21 False
## 3311 ECE 5 100.000000 1.3636364 2024-05-17 22 False
## 3312 IT 3 11.627907 0.6666667 2024-05-17 23 False
## 3313 ME 5 83.750000 2.7916667 2024-05-18 0 True
## 3314 ME 2 34.210526 0.2321429 2024-05-18 1 True
## 3315 CS 5 48.333333 0.6590909 2024-05-18 2 True
## 3316 ECE 6 33.027523 1.1250000 2024-05-18 3 True
## 3317 BBA 7 77.272727 2.6842105 2024-05-18 4 True
## 3318 ME 1 92.857143 1.7931034 2024-05-18 5 True
## 3319 IT 6 100.000000 1.1041667 2024-05-18 6 True
## 3320 CS 4 100.000000 2.1578947 2024-05-18 7 True
## 3321 ECE 4 41.044776 1.0784314 2024-05-18 8 True
## 3322 ECE 6 100.000000 1.4814815 2024-05-18 9 True
## 3323 BBA 3 86.231884 1.7000000 2024-05-18 10 True
## 3324 ME 2 66.949153 15.8000000 2024-05-18 11 True
## 3325 CS 7 100.000000 1.0400000 2024-05-18 12 True
## 3326 CE 4 40.540541 2.1428571 2024-05-18 13 True
## 3327 IT 1 38.848921 0.8437500 2024-05-18 14 True
## 3328 CS 4 28.571429 0.6562500 2024-05-18 15 True
## 3329 CS 4 60.317460 0.4871795 2024-05-18 16 True
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## 3331 CS 3 70.930233 1.0000000 2024-05-18 18 True
## 3332 IT 1 20.000000 4.8333333 2024-05-18 19 True
## 3333 CS 2 26.388889 0.4418605 2024-05-18 20 True
## 3334 ME 3 17.021277 0.3333333 2024-05-18 21 True
## 3335 CE 5 100.000000 0.8205128 2024-05-18 22 True
## 3336 ME 3 73.831776 6.5833333 2024-05-18 23 True
## 3337 IT 4 89.795918 0.9166667 2024-05-19 0 True
## 3338 CS 5 25.531915 3.2727273 2024-05-19 1 True
## 3339 CE 6 41.860465 0.4675325 2024-05-19 2 True
## 3340 IT 4 100.000000 1.1304348 2024-05-19 3 True
## 3341 CS 7 47.272727 1.0400000 2024-05-19 4 True
## 3342 CS 4 98.630137 0.9230769 2024-05-19 5 True
## 3343 BBA 1 87.878788 3.8666667 2024-05-19 6 True
## 3344 BBA 6 75.257732 3.0416667 2024-05-19 7 True
## 3345 IT 5 75.187970 5.0000000 2024-05-19 8 True
## 3346 IT 2 20.454545 0.3214286 2024-05-19 9 True
## 3347 ME 7 100.000000 1.8783784 2024-05-19 10 True
## 3348 IT 3 70.370370 0.8769231 2024-05-19 11 True
## 3349 ME 4 16.250000 0.7647059 2024-05-19 12 True
## 3350 IT 7 100.000000 1.9857143 2024-05-19 13 True
## 3351 CS 2 100.000000 1.9302326 2024-05-19 14 True
## 3352 ECE 7 100.000000 2.6666667 2024-05-19 15 True
## 3353 ME 6 69.178082 2.4634146 2024-05-19 16 True
## 3354 BBA 3 36.046512 0.4025974 2024-05-19 17 True
## 3355 IT 7 80.769231 0.8400000 2024-05-19 18 True
## 3356 CS 6 100.000000 1.4074074 2024-05-19 19 True
## 3357 ME 1 87.288136 3.3225806 2024-05-19 20 True
## 3358 CE 3 100.000000 2.4074074 2024-05-19 21 True
## 3359 ECE 2 19.811321 0.3818182 2024-05-19 22 True
## 3360 ECE 3 22.500000 0.4186047 2024-05-19 23 True
## 3361 ME 1 50.413223 1.1509434 2024-05-20 0 False
## 3362 ME 5 17.948718 0.7000000 2024-05-20 1 False
## 3363 CS 3 22.330097 2.0909091 2024-05-20 2 False
## 3364 CS 7 100.000000 1.4285714 2024-05-20 3 False
## 3365 IT 3 55.660377 1.1346154 2024-05-20 4 False
## 3366 CS 4 46.715328 1.2800000 2024-05-20 5 False
## 3367 ME 6 100.000000 1.3150685 2024-05-20 6 False
## 3368 BBA 3 100.000000 0.6857143 2024-05-20 7 False
## 3369 ECE 6 78.313253 1.1016949 2024-05-20 8 False
## 3370 ECE 2 43.243243 8.0000000 2024-05-20 9 False
## 3371 CS 5 25.000000 2.8333333 2024-05-20 10 False
## 3372 BBA 3 94.405594 11.2500000 2024-05-20 11 False
## 3373 BBA 4 14.925373 0.1818182 2024-05-20 12 False
## 3374 BBA 4 64.748201 7.5000000 2024-05-20 13 False
## 3375 ME 4 84.090909 1.2131148 2024-05-20 14 False
## 3376 CE 1 100.000000 0.7777778 2024-05-20 15 False
## 3377 CE 1 100.000000 0.5600000 2024-05-20 16 False
## 3378 ME 7 100.000000 0.3924051 2024-05-20 17 False
## 3379 CE 4 100.000000 0.6119403 2024-05-20 18 False
## 3380 CE 5 100.000000 3.8181818 2024-05-20 19 False
## 3381 IT 1 34.000000 0.9189189 2024-05-20 20 False
## 3382 IT 2 15.189873 1.2000000 2024-05-20 21 False
## 3383 ME 3 100.000000 1.3478261 2024-05-20 22 False
## 3384 IT 3 16.666667 0.3015873 2024-05-20 23 False
## 3385 ECE 5 86.046512 4.6250000 2024-05-21 0 False
## 3386 IT 6 70.149254 1.1190476 2024-05-21 1 False
## 3387 ME 7 64.516129 1.5789474 2024-05-21 2 False
## 3388 IT 2 30.612245 1.5517241 2024-05-21 3 False
## 3389 CE 5 25.735294 1.1666667 2024-05-21 4 False
## 3390 ME 2 52.631579 1.5384615 2024-05-21 5 False
## 3391 CE 6 31.205674 0.7333333 2024-05-21 6 False
## 3392 ME 3 45.833333 1.5714286 2024-05-21 7 False
## 3393 CE 3 82.692308 2.1500000 2024-05-21 8 False
## 3394 IT 3 22.033898 0.4193548 2024-05-21 9 False
## 3395 CS 3 100.000000 2.4347826 2024-05-21 10 False
## 3396 ME 7 26.666667 2.9090909 2024-05-21 11 False
## 3397 CS 3 100.000000 4.2500000 2024-05-21 12 False
## 3398 CE 1 70.000000 2.5666667 2024-05-21 13 False
## 3399 CE 1 100.000000 1.3250000 2024-05-21 14 False
## 3400 ECE 6 100.000000 0.6326531 2024-05-21 15 False
## 3401 CS 5 100.000000 2.0606061 2024-05-21 16 False
## 3402 BBA 3 58.333333 1.6279070 2024-05-21 17 False
## 3403 IT 6 24.107143 0.6136364 2024-05-21 18 False
## 3404 IT 6 26.428571 0.9736842 2024-05-21 19 False
## 3405 CE 1 100.000000 3.6774194 2024-05-21 20 False
## 3406 CE 5 23.750000 0.2923077 2024-05-21 21 False
## 3407 ECE 4 100.000000 0.7200000 2024-05-21 22 False
## 3408 CE 6 100.000000 0.5657895 2024-05-21 23 False
## 3409 CS 3 100.000000 9.7333333 2024-05-22 0 False
## 3410 CE 3 50.943396 2.7000000 2024-05-22 1 False
## 3411 BBA 4 100.000000 1.6666667 2024-05-22 2 False
## 3412 CS 4 93.181818 1.5769231 2024-05-22 3 False
## 3413 CE 5 91.216216 2.4107143 2024-05-22 4 False
## 3414 BBA 6 100.000000 1.1800000 2024-05-22 5 False
## 3415 ECE 6 83.206107 1.8793103 2024-05-22 6 False
## 3416 CE 5 93.518519 2.0200000 2024-05-22 7 False
## 3417 ME 6 92.307692 6.3529412 2024-05-22 8 False
## 3418 BBA 1 91.346154 4.1304348 2024-05-22 9 False
## 3419 ECE 7 30.000000 3.2727273 2024-05-22 10 False
## 3420 CE 4 48.000000 1.0169492 2024-05-22 11 False
## 3421 CS 6 46.825397 1.6857143 2024-05-22 12 False
## 3422 IT 2 100.000000 2.1785714 2024-05-22 13 False
## 3423 IT 3 42.068966 0.8970588 2024-05-22 14 False
## 3424 ME 2 100.000000 0.6612903 2024-05-22 15 False
## 3425 ME 4 100.000000 1.0625000 2024-05-22 16 False
## 3426 ECE 1 100.000000 0.7246377 2024-05-22 17 False
## 3427 ECE 4 100.000000 1.4210526 2024-05-22 18 False
## 3428 BBA 6 51.677852 1.3750000 2024-05-22 19 False
## 3429 BBA 4 93.965517 4.3600000 2024-05-22 20 False
## 3430 CE 1 100.000000 2.8604651 2024-05-22 21 False
## 3431 BBA 5 76.595745 1.6363636 2024-05-22 22 False
## 3432 ME 3 71.428571 3.7500000 2024-05-22 23 False
## 3433 ECE 7 31.092437 1.0000000 2024-05-23 0 False
## 3434 ME 2 100.000000 2.8250000 2024-05-23 1 False
## 3435 CS 5 100.000000 0.9090909 2024-05-23 2 False
## 3436 CE 2 53.125000 0.8947368 2024-05-23 3 False
## 3437 ME 1 46.052632 0.4929577 2024-05-23 4 False
## 3438 BBA 1 100.000000 1.6153846 2024-05-23 5 False
## 3439 BBA 2 70.422535 0.7246377 2024-05-23 6 False
## 3440 BBA 6 100.000000 0.4444444 2024-05-23 7 False
## 3441 CE 6 55.405405 3.5652174 2024-05-23 8 False
## 3442 ME 7 54.109589 4.3888889 2024-05-23 9 False
## 3443 BBA 1 100.000000 2.2962963 2024-05-23 10 False
## 3444 IT 1 38.518519 0.6933333 2024-05-23 11 False
## 3445 BBA 2 37.777778 0.8644068 2024-05-23 12 False
## 3446 ME 6 68.493151 2.9411765 2024-05-23 13 False
## 3447 IT 7 100.000000 0.6458333 2024-05-23 14 False
## 3448 CS 5 100.000000 2.3181818 2024-05-23 15 False
## 3449 IT 5 98.507463 2.5882353 2024-05-23 16 False
## 3450 CS 2 100.000000 9.7000000 2024-05-23 17 False
## 3451 BBA 4 85.507246 1.8437500 2024-05-23 18 False
## 3452 ME 1 100.000000 2.0000000 2024-05-23 19 False
## 3453 ME 4 100.000000 2.0000000 2024-05-23 20 False
## 3454 IT 2 95.270270 3.7105263 2024-05-23 21 False
## 3455 BBA 5 17.886179 1.8333333 2024-05-23 22 False
## 3456 CS 5 100.000000 4.0000000 2024-05-23 23 False
## 3457 IT 7 100.000000 0.7166667 2024-05-24 0 False
## 3458 ECE 4 54.736842 1.2682927 2024-05-24 1 False
## 3459 CE 1 91.111111 3.7272727 2024-05-24 2 False
## 3460 CE 6 48.571429 4.6363636 2024-05-24 3 False
## 3461 CE 6 91.860465 1.9750000 2024-05-24 4 False
## 3462 CE 4 61.940299 1.2968750 2024-05-24 5 False
## 3463 ME 6 75.000000 1.7000000 2024-05-24 6 False
## 3464 BBA 1 38.970588 1.4324324 2024-05-24 7 False
## 3465 ECE 3 100.000000 1.6750000 2024-05-24 8 False
## 3466 CE 3 16.546763 0.3898305 2024-05-24 9 False
## 3467 CE 4 100.000000 3.5294118 2024-05-24 10 False
## 3468 CS 4 100.000000 1.7922078 2024-05-24 11 False
## 3469 IT 6 83.582090 3.6129032 2024-05-24 12 False
## 3470 IT 2 76.000000 2.2619048 2024-05-24 13 False
## 3471 IT 5 13.605442 2.8571429 2024-05-24 14 False
## 3472 CE 3 66.129032 2.9285714 2024-05-24 15 False
## 3473 ECE 4 81.944444 19.6666667 2024-05-24 16 False
## 3474 ECE 7 70.093458 2.7777778 2024-05-24 17 False
## 3475 ME 1 100.000000 0.7068966 2024-05-24 18 False
## 3476 IT 2 65.942029 15.1666667 2024-05-24 19 False
## 3477 ECE 1 100.000000 3.8275862 2024-05-24 20 False
## 3478 BBA 2 100.000000 1.1428571 2024-05-24 21 False
## 3479 ME 2 100.000000 2.9230769 2024-05-24 22 False
## 3480 CS 3 100.000000 2.7500000 2024-05-24 23 False
## 3481 BBA 3 100.000000 0.8723404 2024-05-25 0 True
## 3482 CS 7 64.423077 5.5833333 2024-05-25 1 True
## 3483 ME 6 62.244898 1.1730769 2024-05-25 2 True
## 3484 CS 5 100.000000 1.0277778 2024-05-25 3 True
## 3485 BBA 5 42.857143 2.5714286 2024-05-25 4 True
## 3486 BBA 6 80.597015 2.0769231 2024-05-25 5 True
## 3487 CS 6 59.433962 0.7974684 2024-05-25 6 True
## 3488 BBA 7 41.176471 0.5753425 2024-05-25 7 True
## 3489 ME 6 100.000000 1.4200000 2024-05-25 8 True
## 3490 IT 2 100.000000 2.8260870 2024-05-25 9 True
## 3491 CS 1 75.838926 1.4868421 2024-05-25 10 True
## 3492 ME 5 78.431373 1.5384615 2024-05-25 11 True
## 3493 IT 5 100.000000 4.6315789 2024-05-25 12 True
## 3494 CE 2 97.122302 2.0454545 2024-05-25 13 True
## 3495 IT 5 100.000000 7.8571429 2024-05-25 14 True
## 3496 ME 1 100.000000 1.3050847 2024-05-25 15 True
## 3497 CE 7 100.000000 14.4000000 2024-05-25 16 True
## 3498 ECE 7 52.027027 1.3750000 2024-05-25 17 True
## 3499 ME 6 100.000000 1.2777778 2024-05-25 18 True
## 3500 CS 2 88.495575 3.0303030 2024-05-25 19 True
## 3501 IT 2 69.421488 1.9090909 2024-05-25 20 True
## 3502 CS 1 82.051282 5.6470588 2024-05-25 21 True
## 3503 ECE 6 100.000000 0.8108108 2024-05-25 22 True
## 3504 IT 4 100.000000 1.4821429 2024-05-25 23 True
## 3505 CE 5 56.779661 8.3750000 2024-05-26 0 True
## 3506 ME 3 100.000000 2.1219512 2024-05-26 1 True
## 3507 IT 6 43.884892 1.6052632 2024-05-26 2 True
## 3508 BBA 5 90.000000 1.8000000 2024-05-26 3 True
## 3509 CE 3 100.000000 7.0000000 2024-05-26 4 True
## 3510 CE 2 100.000000 1.5970149 2024-05-26 5 True
## 3511 ECE 6 78.378378 1.7755102 2024-05-26 6 True
## 3512 CE 2 95.614035 1.5571429 2024-05-26 7 True
## 3513 BBA 4 42.168675 0.5147059 2024-05-26 8 True
## 3514 CE 7 25.555556 0.4107143 2024-05-26 9 True
## 3515 ECE 3 93.076923 2.7500000 2024-05-26 10 True
## 3516 IT 7 45.390071 0.9846154 2024-05-26 11 True
## 3517 CE 4 30.935252 0.9148936 2024-05-26 12 True
## 3518 ME 7 85.897436 1.3958333 2024-05-26 13 True
## 3519 CE 2 15.476190 0.3939394 2024-05-26 14 True
## 3520 ECE 5 100.000000 15.3333333 2024-05-26 15 True
## 3521 ME 7 79.591837 1.6595745 2024-05-26 16 True
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## 3523 ECE 2 35.937500 0.3898305 2024-05-26 18 True
## 3524 CS 3 100.000000 17.0000000 2024-05-26 19 True
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## 3528 CE 3 100.000000 2.6666667 2024-05-26 23 True
## 3529 ME 2 24.615385 0.9696970 2024-05-27 0 False
## 3530 CE 4 100.000000 1.5762712 2024-05-27 1 False
## 3531 ME 3 63.636364 7.7000000 2024-05-27 2 False
## 3532 IT 3 96.598639 3.1555556 2024-05-27 3 False
## 3533 IT 4 93.457944 1.3513514 2024-05-27 4 False
## 3534 CE 6 27.027027 0.5714286 2024-05-27 5 False
## 3535 BBA 5 100.000000 1.2500000 2024-05-27 6 False
## 3536 CE 1 100.000000 1.9333333 2024-05-27 7 False
## 3537 BBA 4 67.256637 1.2881356 2024-05-27 8 False
## 3538 BBA 5 32.061069 1.6153846 2024-05-27 9 False
## 3539 ECE 5 95.652174 3.8823529 2024-05-27 10 False
## 3540 CS 3 60.000000 0.4038462 2024-05-27 11 False
## 3541 ME 4 100.000000 0.8367347 2024-05-27 12 False
## 3542 BBA 3 21.428571 0.4615385 2024-05-27 13 False
## 3543 ECE 6 53.333333 3.0000000 2024-05-27 14 False
## 3544 BBA 7 76.000000 2.0357143 2024-05-27 15 False
## 3545 CE 1 100.000000 0.4492754 2024-05-27 16 False
## 3546 BBA 4 43.478261 0.9677419 2024-05-27 17 False
## 3547 BBA 7 100.000000 1.1333333 2024-05-27 18 False
## 3548 CE 2 69.736842 1.3947368 2024-05-27 19 False
## 3549 CS 2 100.000000 0.9607843 2024-05-27 20 False
## 3550 CS 2 84.782609 3.0000000 2024-05-27 21 False
## 3551 ME 4 100.000000 0.8200000 2024-05-27 22 False
## 3552 CS 3 67.375887 2.6388889 2024-05-27 23 False
## 3553 BBA 4 100.000000 1.4062500 2024-05-28 0 False
## 3554 CE 1 100.000000 1.4047619 2024-05-28 1 False
## 3555 ME 4 100.000000 0.7424242 2024-05-28 2 False
## 3556 ECE 7 90.350877 2.2888889 2024-05-28 3 False
## 3557 ECE 1 31.313131 1.6315789 2024-05-28 4 False
## 3558 CS 7 100.000000 5.4285714 2024-05-28 5 False
## 3559 CE 2 100.000000 0.4776119 2024-05-28 6 False
## 3560 CE 2 100.000000 1.2564103 2024-05-28 7 False
## 3561 CS 3 29.078014 1.4642857 2024-05-28 8 False
## 3562 IT 6 67.032967 0.9531250 2024-05-28 9 False
## 3563 CS 1 41.269841 0.8387097 2024-05-28 10 False
## 3564 CS 1 100.000000 2.7500000 2024-05-28 11 False
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## 3571 CE 5 100.000000 2.0000000 2024-05-28 18 False
## 3572 ME 6 100.000000 1.7966102 2024-05-28 19 False
## 3573 IT 1 59.493671 0.8703704 2024-05-28 20 False
## 3574 ECE 2 100.000000 2.0000000 2024-05-28 21 False
## 3575 IT 2 51.094891 3.6842105 2024-05-28 22 False
## 3576 ME 6 54.700855 1.6842105 2024-05-28 23 False
## 3577 CS 4 77.358491 6.8333333 2024-05-29 0 False
## 3578 ECE 6 100.000000 0.7368421 2024-05-29 1 False
## 3579 BBA 4 100.000000 2.7368421 2024-05-29 2 False
## 3580 ME 3 100.000000 5.8333333 2024-05-29 3 False
## 3581 ECE 6 100.000000 0.7142857 2024-05-29 4 False
## 3582 ME 7 97.029703 14.0000000 2024-05-29 5 False
## 3583 ME 4 100.000000 1.0392157 2024-05-29 6 False
## 3584 CS 4 21.641791 0.3766234 2024-05-29 7 False
## 3585 IT 1 100.000000 3.0000000 2024-05-29 8 False
## 3586 ECE 2 56.410256 2.3571429 2024-05-29 9 False
## 3587 ECE 4 100.000000 10.4000000 2024-05-29 10 False
## 3588 CS 5 30.645161 2.1111111 2024-05-29 11 False
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## 3590 CS 2 54.545455 1.0129870 2024-05-29 13 False
## 3591 BBA 7 100.000000 0.7118644 2024-05-29 14 False
## 3592 ECE 7 78.947368 5.0000000 2024-05-29 15 False
## 3593 ECE 5 100.000000 1.2405063 2024-05-29 16 False
## 3594 ME 3 100.000000 2.8750000 2024-05-29 17 False
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## 3597 ME 4 94.845361 2.4864865 2024-05-29 20 False
## 3598 ME 1 100.000000 2.8500000 2024-05-29 21 False
## 3599 ME 3 65.986395 2.4250000 2024-05-29 22 False
## 3600 CS 7 100.000000 7.5454545 2024-05-29 23 False
## 3601 CE 5 100.000000 1.5166667 2024-05-30 0 False
## 3602 ECE 3 100.000000 0.5844156 2024-05-30 1 False
## 3603 CS 7 100.000000 1.3666667 2024-05-30 2 False
## 3604 ECE 1 100.000000 4.5517241 2024-05-30 3 False
## 3605 ECE 4 72.357724 1.9777778 2024-05-30 4 False
## 3606 CS 3 89.830508 1.8928571 2024-05-30 5 False
## 3607 ME 6 22.123894 0.3906250 2024-05-30 6 False
## 3608 CS 2 100.000000 1.9677419 2024-05-30 7 False
## 3609 IT 2 100.000000 8.3333333 2024-05-30 8 False
## 3610 IT 2 81.818182 0.5844156 2024-05-30 9 False
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## 3612 ME 2 81.102362 1.7166667 2024-05-30 11 False
## 3613 IT 4 100.000000 4.8750000 2024-05-30 12 False
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## 3616 ME 7 30.136986 0.7857143 2024-05-30 15 False
## 3617 ME 6 34.146341 0.8076923 2024-05-30 16 False
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## 3619 ME 4 19.827586 1.0454545 2024-05-30 18 False
## 3620 ME 5 100.000000 0.7241379 2024-05-30 19 False
## 3621 CS 6 9.322034 0.1506849 2024-05-30 20 False
## 3622 CS 6 71.323529 3.7307692 2024-05-30 21 False
## 3623 ECE 1 100.000000 0.5949367 2024-05-30 22 False
## 3624 CE 1 28.925620 0.7608696 2024-05-30 23 False
## 3625 CE 2 49.218750 0.9545455 2024-05-31 0 False
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## 3627 CS 2 14.285714 1.4000000 2024-05-31 2 False
## 3628 CE 5 28.571429 0.8148148 2024-05-31 3 False
## 3629 BBA 5 87.234043 1.8636364 2024-05-31 4 False
## 3630 ECE 6 78.014184 5.7894737 2024-05-31 5 False
## 3631 ECE 6 100.000000 4.2941176 2024-05-31 6 False
## 3632 CE 3 36.363636 0.4363636 2024-05-31 7 False
## 3633 BBA 4 100.000000 3.3846154 2024-05-31 8 False
## 3634 CS 7 19.708029 0.3648649 2024-05-31 9 False
## 3635 ECE 6 70.945946 21.0000000 2024-05-31 10 False
## 3636 ECE 1 20.945946 1.1071429 2024-05-31 11 False
## 3637 CS 2 41.025641 1.4545455 2024-05-31 12 False
## 3638 ECE 1 42.528736 1.3214286 2024-05-31 13 False
## 3639 IT 1 12.598425 0.2622951 2024-05-31 14 False
## 3640 BBA 7 100.000000 0.5479452 2024-05-31 15 False
## 3641 ME 6 100.000000 0.9275362 2024-05-31 16 False
## 3642 CE 4 98.305085 3.4117647 2024-05-31 17 False
## 3643 ME 6 100.000000 11.6000000 2024-05-31 18 False
## 3644 ME 2 68.456376 9.2727273 2024-05-31 19 False
## 3645 CS 2 18.705036 0.7027027 2024-05-31 20 False
## 3646 BBA 6 79.569892 9.2500000 2024-05-31 21 False
## 3647 CE 5 62.765957 2.1851852 2024-05-31 22 False
## 3648 CS 7 100.000000 1.4754098 2024-05-31 23 False
## 3649 ME 2 72.307692 1.5666667 2024-06-01 0 True
## 3650 CS 6 100.000000 2.8378378 2024-06-01 1 True
## 3651 ME 2 100.000000 3.5217391 2024-06-01 2 True
## 3652 BBA 2 28.985507 0.8333333 2024-06-01 3 True
## 3653 CS 3 100.000000 6.5500000 2024-06-01 4 True
## 3654 CS 3 17.346939 1.8888889 2024-06-01 5 True
## 3655 ME 4 85.000000 3.9666667 2024-06-01 6 True
## 3656 IT 7 77.777778 1.3188406 2024-06-01 7 True
## 3657 CS 2 100.000000 1.0869565 2024-06-01 8 True
## 3658 ME 7 93.617021 5.5000000 2024-06-01 9 True
## 3659 ECE 1 49.056604 0.4727273 2024-06-01 10 True
## 3660 IT 3 86.725664 5.7647059 2024-06-01 11 True
## 3661 IT 6 87.096774 2.0769231 2024-06-01 12 True
## 3662 CE 3 100.000000 1.3870968 2024-06-01 13 True
## 3663 BBA 1 62.385321 0.8717949 2024-06-01 14 True
## 3664 ME 7 43.809524 0.7076923 2024-06-01 15 True
## 3665 ECE 3 100.000000 2.2037037 2024-06-01 16 True
## 3666 IT 4 100.000000 0.6140351 2024-06-01 17 True
## 3667 BBA 1 52.083333 0.3676471 2024-06-01 18 True
## 3668 ME 4 100.000000 5.1052632 2024-06-01 19 True
## 3669 IT 6 47.586207 0.8734177 2024-06-01 20 True
## 3670 CS 7 61.764706 0.5675676 2024-06-01 21 True
## 3671 CE 5 100.000000 17.0000000 2024-06-01 22 True
## 3672 ECE 1 45.454545 0.4464286 2024-06-01 23 True
## 3673 BBA 2 40.601504 2.4545455 2024-06-02 0 True
## 3674 BBA 1 14.516129 0.2950820 2024-06-02 1 True
## 3675 CE 6 27.659574 0.2321429 2024-06-02 2 True
## 3676 CS 4 42.105263 0.2285714 2024-06-02 3 True
## 3677 IT 3 33.333333 0.2692308 2024-06-02 4 True
## 3678 ECE 2 68.333333 0.5857143 2024-06-02 5 True
## 3679 BBA 1 100.000000 1.0000000 2024-06-02 6 True
## 3680 BBA 6 100.000000 2.3000000 2024-06-02 7 True
## 3681 CS 2 55.128205 2.0476190 2024-06-02 8 True
## 3682 BBA 6 55.263158 0.6363636 2024-06-02 9 True
## 3683 BBA 1 100.000000 3.0000000 2024-06-02 10 True
## 3684 ECE 5 16.107383 0.6666667 2024-06-02 11 True
## 3685 CE 6 100.000000 1.7567568 2024-06-02 12 True
## 3686 IT 2 76.923077 4.7619048 2024-06-02 13 True
## 3687 ME 6 88.356164 7.5882353 2024-06-02 14 True
## 3688 CE 5 100.000000 1.3571429 2024-06-02 15 True
## 3689 ME 2 100.000000 2.2413793 2024-06-02 16 True
## 3690 CS 2 100.000000 2.4285714 2024-06-02 17 True
## 3691 IT 3 100.000000 1.3157895 2024-06-02 18 True
## 3692 IT 2 27.368421 0.6500000 2024-06-02 19 True
## 3693 CE 4 36.842105 2.0588235 2024-06-02 20 True
## 3694 ECE 2 33.783784 3.3333333 2024-06-02 21 True
## 3695 CE 1 80.701754 2.3589744 2024-06-02 22 True
## 3696 BBA 7 55.970149 1.6304348 2024-06-02 23 True
## 3697 ECE 6 100.000000 2.6250000 2024-06-03 0 False
## 3698 BBA 7 100.000000 0.7321429 2024-06-03 1 False
## 3699 ECE 6 100.000000 2.6296296 2024-06-03 2 False
## 3700 ME 1 100.000000 0.5076923 2024-06-03 3 False
## 3701 ME 4 100.000000 13.0000000 2024-06-03 4 False
## 3702 IT 3 6.896552 0.8333333 2024-06-03 5 False
## 3703 CE 4 100.000000 1.3548387 2024-06-03 6 False
## 3704 ME 7 100.000000 9.7142857 2024-06-03 7 False
## 3705 ME 3 100.000000 3.4000000 2024-06-03 8 False
## 3706 ME 3 100.000000 7.0000000 2024-06-03 9 False
## 3707 ME 5 58.181818 2.2857143 2024-06-03 10 False
## 3708 CE 5 32.941176 0.5714286 2024-06-03 11 False
## 3709 BBA 1 66.400000 3.6086957 2024-06-03 12 False
## 3710 CS 4 90.697674 1.7333333 2024-06-03 13 False
## 3711 CS 3 100.000000 3.0000000 2024-06-03 14 False
## 3712 ME 5 60.465116 1.1304348 2024-06-03 15 False
## 3713 BBA 7 100.000000 1.1351351 2024-06-03 16 False
## 3714 ME 3 79.245283 1.6800000 2024-06-03 17 False
## 3715 IT 6 100.000000 6.9375000 2024-06-03 18 False
## 3716 BBA 7 100.000000 0.6885246 2024-06-03 19 False
## 3717 BBA 3 42.142857 0.9365079 2024-06-03 20 False
## 3718 CS 7 61.224490 2.4324324 2024-06-03 21 False
## 3719 CS 7 100.000000 1.8095238 2024-06-03 22 False
## 3720 ME 3 72.941176 2.0000000 2024-06-03 23 False
## 3721 IT 5 26.229508 0.6956522 2024-06-04 0 False
## 3722 ECE 4 36.231884 1.7857143 2024-06-04 1 False
## 3723 ME 7 100.000000 3.3125000 2024-06-04 2 False
## 3724 IT 5 86.619718 5.1250000 2024-06-04 3 False
## 3725 BBA 6 72.340426 0.5151515 2024-06-04 4 False
## 3726 ME 7 100.000000 1.3030303 2024-06-04 5 False
## 3727 ME 1 100.000000 1.3260870 2024-06-04 6 False
## 3728 CS 6 41.176471 0.8032787 2024-06-04 7 False
## 3729 BBA 5 28.571429 0.5833333 2024-06-04 8 False
## 3730 CE 7 100.000000 1.3013699 2024-06-04 9 False
## 3731 CE 6 100.000000 11.3636364 2024-06-04 10 False
## 3732 CE 6 100.000000 0.4558824 2024-06-04 11 False
## 3733 ECE 7 36.956522 0.9444444 2024-06-04 12 False
## 3734 ME 5 94.382022 5.2500000 2024-06-04 13 False
## 3735 CS 6 87.313433 3.3428571 2024-06-04 14 False
## 3736 CE 6 100.000000 1.4400000 2024-06-04 15 False
## 3737 IT 2 100.000000 0.6984127 2024-06-04 16 False
## 3738 IT 2 100.000000 1.2622951 2024-06-04 17 False
## 3739 ECE 4 53.030303 4.1176471 2024-06-04 18 False
## 3740 ME 5 100.000000 2.0461538 2024-06-04 19 False
## 3741 IT 2 57.723577 1.7317073 2024-06-04 20 False
## 3742 ECE 1 31.896552 0.5000000 2024-06-04 21 False
## 3743 BBA 1 100.000000 2.0689655 2024-06-04 22 False
## 3744 BBA 2 82.075472 3.9545455 2024-06-04 23 False
## 3745 CS 2 21.487603 0.8666667 2024-06-05 0 False
## 3746 BBA 6 62.500000 2.2058824 2024-06-05 1 False
## 3747 BBA 7 100.000000 1.3409091 2024-06-05 2 False
## 3748 IT 3 100.000000 0.5636364 2024-06-05 3 False
## 3749 ME 2 91.869919 2.3541667 2024-06-05 4 False
## 3750 IT 7 37.500000 0.5294118 2024-06-05 5 False
## 3751 BBA 3 100.000000 1.4736842 2024-06-05 6 False
## 3752 CS 4 100.000000 3.6428571 2024-06-05 7 False
## 3753 BBA 3 91.803279 2.3829787 2024-06-05 8 False
## 3754 IT 6 100.000000 1.7200000 2024-06-05 9 False
## 3755 CE 4 42.753623 3.6875000 2024-06-05 10 False
## 3756 BBA 4 100.000000 2.2000000 2024-06-05 11 False
## 3757 IT 5 100.000000 2.6333333 2024-06-05 12 False
## 3758 ME 7 37.209302 0.2285714 2024-06-05 13 False
## 3759 CE 5 55.633803 1.6458333 2024-06-05 14 False
## 3760 ME 1 23.809524 0.5555556 2024-06-05 15 False
## 3761 BBA 2 72.340426 1.4782609 2024-06-05 16 False
## 3762 CE 3 100.000000 0.5614035 2024-06-05 17 False
## 3763 ME 3 100.000000 1.9210526 2024-06-05 18 False
## 3764 CS 7 100.000000 0.9200000 2024-06-05 19 False
## 3765 ME 2 100.000000 1.4259259 2024-06-05 20 False
## 3766 CS 7 100.000000 2.5600000 2024-06-05 21 False
## 3767 ECE 7 100.000000 2.1846154 2024-06-05 22 False
## 3768 CE 4 100.000000 1.9375000 2024-06-05 23 False
## 3769 ME 7 23.076923 0.6818182 2024-06-06 0 False
## 3770 ME 6 82.417582 1.0135135 2024-06-06 1 False
## 3771 CS 2 7.936508 0.1351351 2024-06-06 2 False
## 3772 IT 2 77.304965 2.2244898 2024-06-06 3 False
## 3773 ECE 4 100.000000 2.3684211 2024-06-06 4 False
## 3774 IT 5 13.793103 0.9411765 2024-06-06 5 False
## 3775 CE 3 100.000000 7.0000000 2024-06-06 6 False
## 3776 ECE 5 82.644628 1.3333333 2024-06-06 7 False
## 3777 ME 5 100.000000 0.7931034 2024-06-06 8 False
## 3778 ECE 5 27.619048 2.2307692 2024-06-06 9 False
## 3779 CE 3 100.000000 1.7755102 2024-06-06 10 False
## 3780 IT 4 100.000000 1.3076923 2024-06-06 11 False
## 3781 IT 3 100.000000 0.8837209 2024-06-06 12 False
## 3782 CS 7 100.000000 1.3684211 2024-06-06 13 False
## 3783 ME 5 100.000000 1.7352941 2024-06-06 14 False
## 3784 IT 7 100.000000 0.7580645 2024-06-06 15 False
## 3785 IT 6 100.000000 5.9230769 2024-06-06 16 False
## 3786 CS 2 29.090909 0.5161290 2024-06-06 17 False
## 3787 IT 2 11.711712 0.2600000 2024-06-06 18 False
## 3788 BBA 3 91.428571 2.4615385 2024-06-06 19 False
## 3789 CS 2 40.769231 0.9137931 2024-06-06 20 False
## 3790 ECE 2 62.790698 1.0000000 2024-06-06 21 False
## 3791 CE 4 52.777778 1.3571429 2024-06-06 22 False
## 3792 CE 4 26.595745 0.5813953 2024-06-06 23 False
## 3793 BBA 5 100.000000 1.0571429 2024-06-07 0 False
## 3794 ME 2 100.000000 0.8163265 2024-06-07 1 False
## 3795 ECE 3 39.473684 0.5084746 2024-06-07 2 False
## 3796 BBA 3 93.388430 1.5066667 2024-06-07 3 False
## 3797 CS 2 62.903226 1.0540541 2024-06-07 4 False
## 3798 IT 3 24.242424 0.2051282 2024-06-07 5 False
## 3799 IT 5 10.679612 0.4230769 2024-06-07 6 False
## 3800 CS 1 6.756757 0.4166667 2024-06-07 7 False
## 3801 ME 5 99.295775 8.8125000 2024-06-07 8 False
## 3802 CE 4 95.000000 12.6666667 2024-06-07 9 False
## 3803 CE 2 93.814433 1.8200000 2024-06-07 10 False
## 3804 ME 4 100.000000 1.7857143 2024-06-07 11 False
## 3805 CE 3 13.084112 0.2745098 2024-06-07 12 False
## 3806 IT 3 14.678899 0.8421053 2024-06-07 13 False
## 3807 ECE 5 67.948718 1.9629630 2024-06-07 14 False
## 3808 CS 5 100.000000 0.6129032 2024-06-07 15 False
## 3809 IT 2 100.000000 0.9459459 2024-06-07 16 False
## 3810 CS 3 100.000000 2.1875000 2024-06-07 17 False
## 3811 ME 6 13.571429 1.4615385 2024-06-07 18 False
## 3812 BBA 7 100.000000 1.9791667 2024-06-07 19 False
## 3813 ECE 4 98.333333 0.7468354 2024-06-07 20 False
## 3814 ME 3 29.365079 0.8604651 2024-06-07 21 False
## 3815 CE 1 63.636364 0.7313433 2024-06-07 22 False
## 3816 CE 2 56.521739 1.0000000 2024-06-07 23 False
## 3817 ECE 3 89.156627 1.0277778 2024-06-08 0 True
## 3818 CE 4 100.000000 2.7241379 2024-06-08 1 True
## 3819 CS 2 45.384615 1.1132075 2024-06-08 2 True
## 3820 ME 1 75.471698 2.7586207 2024-06-08 3 True
## 3821 ME 3 100.000000 0.7397260 2024-06-08 4 True
## 3822 ECE 2 17.894737 0.2207792 2024-06-08 5 True
## 3823 CE 7 100.000000 8.4666667 2024-06-08 6 True
## 3824 IT 1 85.483871 3.6551724 2024-06-08 7 True
## 3825 CE 3 100.000000 3.4500000 2024-06-08 8 True
## 3826 BBA 6 91.549296 2.7083333 2024-06-08 9 True
## 3827 ECE 6 75.609756 1.4090909 2024-06-08 10 True
## 3828 CE 1 71.621622 4.4166667 2024-06-08 11 True
## 3829 ECE 3 13.223140 0.2758621 2024-06-08 12 True
## 3830 CE 4 100.000000 2.4864865 2024-06-08 13 True
## 3831 ME 2 53.278689 4.3333333 2024-06-08 14 True
## 3832 ME 4 51.079137 8.8750000 2024-06-08 15 True
## 3833 IT 3 100.000000 6.5555556 2024-06-08 16 True
## 3834 CS 6 95.070423 2.2881356 2024-06-08 17 True
## 3835 ME 4 100.000000 0.8985507 2024-06-08 18 True
## 3836 CE 4 14.444444 0.6190476 2024-06-08 19 True
## 3837 IT 1 100.000000 4.4400000 2024-06-08 20 True
## 3838 BBA 4 56.862745 1.7575758 2024-06-08 21 True
## 3839 ME 6 52.000000 2.0526316 2024-06-08 22 True
## 3840 BBA 6 23.333333 0.3620690 2024-06-08 23 True
## 3841 ME 3 100.000000 1.5370370 2024-06-09 0 True
## 3842 BBA 3 100.000000 4.0625000 2024-06-09 1 True
## 3843 CS 2 81.250000 5.5714286 2024-06-09 2 True
## 3844 CE 5 100.000000 1.0625000 2024-06-09 3 True
## 3845 ME 1 12.500000 3.2000000 2024-06-09 4 True
## 3846 ME 2 76.859504 1.2739726 2024-06-09 5 True
## 3847 BBA 6 86.577181 3.4864865 2024-06-09 6 True
## 3848 CE 6 27.586207 0.2622951 2024-06-09 7 True
## 3849 IT 1 79.411765 2.3142857 2024-06-09 8 True
## 3850 IT 7 26.190476 0.1410256 2024-06-09 9 True
## 3851 CS 6 100.000000 0.8076923 2024-06-09 10 True
## 3852 IT 1 31.343284 1.6153846 2024-06-09 11 True
## 3853 BBA 2 60.937500 0.6724138 2024-06-09 12 True
## 3854 IT 2 100.000000 1.0945946 2024-06-09 13 True
## 3855 IT 2 100.000000 1.8064516 2024-06-09 14 True
## 3856 CE 6 45.967742 1.4250000 2024-06-09 15 True
## 3857 CS 7 100.000000 1.9375000 2024-06-09 16 True
## 3858 BBA 3 14.942529 0.2363636 2024-06-09 17 True
## 3859 IT 7 100.000000 1.4666667 2024-06-09 18 True
## 3860 ME 3 54.729730 3.1153846 2024-06-09 19 True
## 3861 ME 4 100.000000 1.4722222 2024-06-09 20 True
## 3862 ECE 3 82.300885 2.2142857 2024-06-09 21 True
## 3863 ECE 2 100.000000 0.9710145 2024-06-09 22 True
## 3864 ME 3 100.000000 0.8769231 2024-06-09 23 True
## 3865 ME 4 48.507463 13.0000000 2024-06-10 0 False
## 3866 ECE 2 40.909091 2.0769231 2024-06-10 1 False
## 3867 BBA 1 45.977011 2.0000000 2024-06-10 2 False
## 3868 CE 3 100.000000 0.9594595 2024-06-10 3 False
## 3869 IT 1 100.000000 1.9714286 2024-06-10 4 False
## 3870 CE 6 52.427184 1.6875000 2024-06-10 5 False
## 3871 IT 5 100.000000 2.8260870 2024-06-10 6 False
## 3872 IT 3 31.914894 0.6976744 2024-06-10 7 False
## 3873 BBA 4 44.210526 8.4000000 2024-06-10 8 False
## 3874 BBA 2 97.872340 3.4074074 2024-06-10 9 False
## 3875 CS 3 79.194631 3.3714286 2024-06-10 10 False
## 3876 CE 6 100.000000 11.2000000 2024-06-10 11 False
## 3877 ME 5 100.000000 6.6842105 2024-06-10 12 False
## 3878 ME 2 87.962963 1.2179487 2024-06-10 13 False
## 3879 BBA 2 99.152542 4.8750000 2024-06-10 14 False
## 3880 CS 4 45.679012 1.0000000 2024-06-10 15 False
## 3881 CE 6 100.000000 6.5000000 2024-06-10 16 False
## 3882 BBA 6 100.000000 2.6875000 2024-06-10 17 False
## 3883 IT 2 58.536585 10.2857143 2024-06-10 18 False
## 3884 CS 7 100.000000 0.4923077 2024-06-10 19 False
## 3885 ECE 4 14.634146 0.3157895 2024-06-10 20 False
## 3886 ECE 7 100.000000 6.0625000 2024-06-10 21 False
## 3887 BBA 4 52.000000 0.6093750 2024-06-10 22 False
## 3888 ECE 5 92.857143 2.2750000 2024-06-10 23 False
## 3889 CS 6 100.000000 2.7083333 2024-06-11 0 False
## 3890 CS 3 47.115385 1.0425532 2024-06-11 1 False
## 3891 CS 3 60.683761 1.3653846 2024-06-11 2 False
## 3892 IT 6 81.250000 15.6000000 2024-06-11 3 False
## 3893 CS 4 100.000000 9.0000000 2024-06-11 4 False
## 3894 ME 1 73.049645 4.9047619 2024-06-11 5 False
## 3895 CS 2 56.000000 8.0000000 2024-06-11 6 False
## 3896 IT 5 15.384615 0.8000000 2024-06-11 7 False
## 3897 BBA 2 45.833333 2.1290323 2024-06-11 8 False
## 3898 BBA 7 100.000000 3.4347826 2024-06-11 9 False
## 3899 IT 4 100.000000 0.9318182 2024-06-11 10 False
## 3900 IT 2 73.584906 0.8297872 2024-06-11 11 False
## 3901 IT 2 100.000000 1.5483871 2024-06-11 12 False
## 3902 ECE 2 100.000000 1.7619048 2024-06-11 13 False
## 3903 CS 3 26.530612 0.5416667 2024-06-11 14 False
## 3904 CE 6 100.000000 1.2000000 2024-06-11 15 False
## 3905 ME 2 100.000000 1.9130435 2024-06-11 16 False
## 3906 CS 7 100.000000 1.8750000 2024-06-11 17 False
## 3907 ME 3 97.872340 2.7878788 2024-06-11 18 False
## 3908 CE 3 100.000000 0.6805556 2024-06-11 19 False
## 3909 CE 5 48.993289 1.6222222 2024-06-11 20 False
## 3910 CE 4 100.000000 2.2452830 2024-06-11 21 False
## 3911 IT 3 100.000000 0.8909091 2024-06-11 22 False
## 3912 CE 2 100.000000 7.4545455 2024-06-11 23 False
## 3913 ECE 7 100.000000 1.7777778 2024-06-12 0 False
## 3914 ME 5 100.000000 3.8125000 2024-06-12 1 False
## 3915 CE 5 44.943820 1.9047619 2024-06-12 2 False
## 3916 IT 4 68.000000 1.0000000 2024-06-12 3 False
## 3917 IT 3 56.779661 1.0634921 2024-06-12 4 False
## 3918 IT 3 100.000000 1.3103448 2024-06-12 5 False
## 3919 IT 1 74.468085 2.6923077 2024-06-12 6 False
## 3920 CS 4 65.853659 1.6200000 2024-06-12 7 False
## 3921 CE 3 12.359551 0.2340426 2024-06-12 8 False
## 3922 IT 7 45.299145 0.9464286 2024-06-12 9 False
## 3923 CE 4 45.555556 0.6307692 2024-06-12 10 False
## 3924 CE 6 100.000000 0.8421053 2024-06-12 11 False
## 3925 ECE 4 100.000000 1.8983051 2024-06-12 12 False
## 3926 ECE 6 14.782609 0.2394366 2024-06-12 13 False
## 3927 BBA 3 54.310345 1.6578947 2024-06-12 14 False
## 3928 IT 1 100.000000 0.8196721 2024-06-12 15 False
## 3929 ECE 6 35.000000 1.1136364 2024-06-12 16 False
## 3930 CS 5 100.000000 2.0000000 2024-06-12 17 False
## 3931 ME 7 70.491803 3.9090909 2024-06-12 18 False
## 3932 CE 4 100.000000 1.5974026 2024-06-12 19 False
## 3933 CE 4 45.652174 0.6774194 2024-06-12 20 False
## 3934 ECE 3 100.000000 7.4444444 2024-06-12 21 False
## 3935 CS 3 55.681818 0.9074074 2024-06-12 22 False
## 3936 CE 2 14.925373 1.0000000 2024-06-12 23 False
## 3937 CE 1 40.000000 0.3428571 2024-06-13 0 False
## 3938 BBA 3 100.000000 2.6842105 2024-06-13 1 False
## 3939 ME 7 100.000000 1.0000000 2024-06-13 2 False
## 3940 BBA 3 8.403361 0.1333333 2024-06-13 3 False
## 3941 ME 1 100.000000 4.6551724 2024-06-13 4 False
## 3942 IT 1 88.888889 1.0746269 2024-06-13 5 False
## 3943 ECE 6 100.000000 1.3750000 2024-06-13 6 False
## 3944 IT 1 42.857143 0.4000000 2024-06-13 7 False
## 3945 ME 2 50.485437 0.6933333 2024-06-13 8 False
## 3946 ECE 2 100.000000 2.5000000 2024-06-13 9 False
## 3947 CE 1 35.955056 0.6274510 2024-06-13 10 False
## 3948 ME 6 68.243243 3.1562500 2024-06-13 11 False
## 3949 ME 5 100.000000 7.4285714 2024-06-13 12 False
## 3950 ECE 6 58.695652 3.6000000 2024-06-13 13 False
## 3951 CS 2 100.000000 2.1212121 2024-06-13 14 False
## 3952 CE 7 100.000000 1.1311475 2024-06-13 15 False
## 3953 BBA 5 100.000000 2.3750000 2024-06-13 16 False
## 3954 IT 3 58.139535 2.2727273 2024-06-13 17 False
## 3955 CE 4 68.309859 2.3658537 2024-06-13 18 False
## 3956 ME 7 100.000000 0.5753425 2024-06-13 19 False
## 3957 BBA 3 100.000000 2.3125000 2024-06-13 20 False
## 3958 BBA 7 100.000000 0.7619048 2024-06-13 21 False
## 3959 BBA 5 49.152542 0.4328358 2024-06-13 22 False
## 3960 ECE 6 85.517241 12.4000000 2024-06-13 23 False
## 3961 CE 1 100.000000 4.4814815 2024-06-14 0 False
## 3962 CE 6 100.000000 1.7910448 2024-06-14 1 False
## 3963 CE 7 100.000000 0.6792453 2024-06-14 2 False
## 3964 IT 6 100.000000 1.2166667 2024-06-14 3 False
## 3965 BBA 3 73.239437 1.6250000 2024-06-14 4 False
## 3966 ECE 3 100.000000 0.9864865 2024-06-14 5 False
## 3967 ME 3 9.243697 0.3235294 2024-06-14 6 False
## 3968 ME 2 100.000000 2.0000000 2024-06-14 7 False
## 3969 CE 4 100.000000 1.8148148 2024-06-14 8 False
## 3970 IT 2 100.000000 1.0394737 2024-06-14 9 False
## 3971 ECE 4 100.000000 1.0384615 2024-06-14 10 False
## 3972 CE 4 30.069930 0.6417910 2024-06-14 11 False
## 3973 ME 6 8.849558 1.4285714 2024-06-14 12 False
## 3974 ECE 2 90.983607 1.6086957 2024-06-14 13 False
## 3975 CS 2 60.869565 8.4000000 2024-06-14 14 False
## 3976 IT 5 89.285714 1.2987013 2024-06-14 15 False
## 3977 IT 2 100.000000 1.6875000 2024-06-14 16 False
## 3978 BBA 2 100.000000 2.1632653 2024-06-14 17 False
## 3979 CE 6 100.000000 1.5428571 2024-06-14 18 False
## 3980 BBA 1 100.000000 0.7464789 2024-06-14 19 False
## 3981 BBA 7 100.000000 8.7500000 2024-06-14 20 False
## 3982 CS 6 51.898734 2.1578947 2024-06-14 21 False
## 3983 CE 5 100.000000 3.1851852 2024-06-14 22 False
## 3984 BBA 7 91.025641 1.1833333 2024-06-14 23 False
## 3985 BBA 5 70.588235 9.0000000 2024-06-15 0 True
## 3986 IT 4 81.578947 1.6034483 2024-06-15 1 True
## 3987 IT 4 100.000000 2.2631579 2024-06-15 2 True
## 3988 BBA 1 100.000000 4.5000000 2024-06-15 3 True
## 3989 BBA 2 100.000000 0.6338028 2024-06-15 4 True
## 3990 CS 6 33.628319 0.5066667 2024-06-15 5 True
## 3991 IT 6 29.323308 0.5571429 2024-06-15 6 True
## 3992 BBA 4 90.579710 3.9062500 2024-06-15 7 True
## 3993 CS 2 100.000000 2.9512195 2024-06-15 8 True
## 3994 BBA 5 34.328358 0.7187500 2024-06-15 9 True
## 3995 CE 6 96.226415 1.8214286 2024-06-15 10 True
## 3996 ECE 2 62.595420 2.8275862 2024-06-15 11 True
## 3997 CE 2 49.462366 6.5714286 2024-06-15 12 True
## 3998 ECE 2 12.745098 0.1780822 2024-06-15 13 True
## 3999 IT 2 100.000000 6.3571429 2024-06-15 14 True
## 4000 ME 1 100.000000 1.6111111 2024-06-15 15 True
## 4001 BBA 2 29.824561 1.1333333 2024-06-15 16 True
## 4002 CS 4 100.000000 2.1363636 2024-06-15 17 True
## 4003 ECE 5 8.759124 0.1714286 2024-06-15 18 True
## 4004 BBA 3 80.681818 1.6904762 2024-06-15 19 True
## 4005 ECE 1 100.000000 0.6233766 2024-06-15 20 True
## 4006 ECE 3 100.000000 1.0571429 2024-06-15 21 True
## 4007 CS 5 84.027778 2.1228070 2024-06-15 22 True
## 4008 IT 5 100.000000 9.5000000 2024-06-15 23 True
## 4009 ECE 7 68.965517 2.7586207 2024-06-16 0 True
## 4010 IT 5 99.122807 3.2285714 2024-06-16 1 True
## 4011 BBA 1 77.419355 1.7142857 2024-06-16 2 True
## 4012 CE 4 70.085470 1.2615385 2024-06-16 3 True
## 4013 ECE 6 88.235294 4.2857143 2024-06-16 4 True
## 4014 ECE 5 20.930233 0.3417722 2024-06-16 5 True
## 4015 CE 5 100.000000 1.3000000 2024-06-16 6 True
## 4016 ECE 3 40.000000 1.2820513 2024-06-16 7 True
## 4017 CS 2 67.256637 1.5833333 2024-06-16 8 True
## 4018 ECE 2 52.755906 0.9852941 2024-06-16 9 True
## 4019 ECE 1 100.000000 3.6666667 2024-06-16 10 True
## 4020 ECE 6 52.884615 1.1224490 2024-06-16 11 True
## 4021 BBA 2 100.000000 3.3200000 2024-06-16 12 True
## 4022 ECE 7 89.583333 1.1944444 2024-06-16 13 True
## 4023 BBA 7 100.000000 2.1714286 2024-06-16 14 True
## 4024 ECE 2 81.428571 0.7916667 2024-06-16 15 True
## 4025 IT 3 84.615385 0.6962025 2024-06-16 16 True
## 4026 CE 1 100.000000 8.2222222 2024-06-16 17 True
## 4027 ECE 5 32.000000 0.3333333 2024-06-16 18 True
## 4028 BBA 2 100.000000 3.1777778 2024-06-16 19 True
## 4029 CE 2 100.000000 0.7205882 2024-06-16 20 True
## 4030 IT 7 50.617284 1.5185185 2024-06-16 21 True
## 4031 CS 2 55.797101 1.1666667 2024-06-16 22 True
## 4032 ECE 5 100.000000 3.0322581 2024-06-16 23 True
## 4033 IT 4 21.698113 0.4693878 2024-06-17 0 False
## 4034 ECE 3 55.238095 9.6666667 2024-06-17 1 False
## 4035 CS 4 59.398496 1.3389831 2024-06-17 2 False
## 4036 CS 2 24.742268 1.6000000 2024-06-17 3 False
## 4037 CS 1 66.666667 1.4583333 2024-06-17 4 False
## 4038 CE 4 100.000000 24.4000000 2024-06-17 5 False
## 4039 ME 5 48.905109 2.5769231 2024-06-17 6 False
## 4040 ECE 6 16.049383 0.2363636 2024-06-17 7 False
## 4041 CE 7 100.000000 9.0000000 2024-06-17 8 False
## 4042 CS 6 100.000000 2.4038462 2024-06-17 9 False
## 4043 ME 6 100.000000 1.0131579 2024-06-17 10 False
## 4044 IT 6 100.000000 1.0400000 2024-06-17 11 False
## 4045 ECE 1 100.000000 0.4246575 2024-06-17 12 False
## 4046 CS 5 41.414141 0.6833333 2024-06-17 13 False
## 4047 ME 1 100.000000 0.7391304 2024-06-17 14 False
## 4048 CS 6 57.723577 5.0714286 2024-06-17 15 False
## 4049 IT 5 100.000000 1.4375000 2024-06-17 16 False
## 4050 CS 2 45.945946 1.9428571 2024-06-17 17 False
## 4051 CE 2 32.167832 1.1500000 2024-06-17 18 False
## 4052 ME 2 31.578947 0.2903226 2024-06-17 19 False
## 4053 ECE 6 100.000000 6.5000000 2024-06-17 20 False
## 4054 CS 5 100.000000 0.5166667 2024-06-17 21 False
## 4055 IT 5 100.000000 0.8750000 2024-06-17 22 False
## 4056 CE 4 40.909091 3.7500000 2024-06-17 23 False
## 4057 IT 5 17.796610 0.3088235 2024-06-18 0 False
## 4058 ECE 5 100.000000 1.6666667 2024-06-18 1 False
## 4059 IT 5 100.000000 1.5000000 2024-06-18 2 False
## 4060 CS 5 100.000000 1.1232877 2024-06-18 3 False
## 4061 CE 6 100.000000 1.2432432 2024-06-18 4 False
## 4062 CS 7 71.212121 7.2307692 2024-06-18 5 False
## 4063 ME 6 19.780220 2.2500000 2024-06-18 6 False
## 4064 CS 5 100.000000 0.9315068 2024-06-18 7 False
## 4065 IT 7 39.583333 0.4871795 2024-06-18 8 False
## 4066 IT 6 100.000000 4.4285714 2024-06-18 9 False
## 4067 CE 7 100.000000 1.3090909 2024-06-18 10 False
## 4068 IT 5 94.482759 1.7564103 2024-06-18 11 False
## 4069 ME 6 89.932886 2.7916667 2024-06-18 12 False
## 4070 BBA 4 100.000000 0.8108108 2024-06-18 13 False
## 4071 CS 7 46.808511 1.0476190 2024-06-18 14 False
## 4072 ECE 3 92.045455 1.1739130 2024-06-18 15 False
## 4073 CS 4 100.000000 1.5000000 2024-06-18 16 False
## 4074 IT 6 31.182796 0.3766234 2024-06-18 17 False
## 4075 ECE 1 89.510490 2.3703704 2024-06-18 18 False
## 4076 CE 2 100.000000 3.6363636 2024-06-18 19 False
## 4077 IT 4 26.050420 0.4246575 2024-06-18 20 False
## 4078 CE 3 100.000000 0.7368421 2024-06-18 21 False
## 4079 IT 4 100.000000 20.3333333 2024-06-18 22 False
## 4080 CE 5 29.787234 0.7000000 2024-06-18 23 False
## 4081 BBA 7 100.000000 4.1818182 2024-06-19 0 False
## 4082 BBA 5 100.000000 1.7096774 2024-06-19 1 False
## 4083 CE 3 100.000000 2.4561404 2024-06-19 2 False
## 4084 ECE 2 100.000000 1.2539683 2024-06-19 3 False
## 4085 ME 4 100.000000 4.1250000 2024-06-19 4 False
## 4086 ECE 1 100.000000 2.0000000 2024-06-19 5 False
## 4087 CS 6 94.642857 2.3043478 2024-06-19 6 False
## 4088 CE 2 100.000000 0.9672131 2024-06-19 7 False
## 4089 ME 6 51.063830 1.8000000 2024-06-19 8 False
## 4090 CS 2 100.000000 1.2575758 2024-06-19 9 False
## 4091 ECE 3 66.216216 3.3793103 2024-06-19 10 False
## 4092 ECE 1 16.793893 1.2941176 2024-06-19 11 False
## 4093 ECE 6 100.000000 1.0000000 2024-06-19 12 False
## 4094 CS 5 96.296296 6.5000000 2024-06-19 13 False
## 4095 CE 7 76.562500 5.4444444 2024-06-19 14 False
## 4096 ME 7 100.000000 3.1250000 2024-06-19 15 False
## 4097 CE 3 29.761905 0.6410256 2024-06-19 16 False
## 4098 IT 1 76.576577 1.6037736 2024-06-19 17 False
## 4099 IT 1 100.000000 0.7301587 2024-06-19 18 False
## 4100 ECE 1 48.913043 7.5000000 2024-06-19 19 False
## 4101 ECE 5 55.147059 1.1904762 2024-06-19 20 False
## 4102 ECE 4 10.144928 0.1891892 2024-06-19 21 False
## 4103 CE 6 100.000000 0.8600000 2024-06-19 22 False
## 4104 CE 1 100.000000 8.8000000 2024-06-19 23 False
## 4105 ECE 4 91.509434 2.4250000 2024-06-20 0 False
## 4106 ECE 1 65.925926 1.7450980 2024-06-20 1 False
## 4107 CE 3 100.000000 0.4230769 2024-06-20 2 False
## 4108 CS 7 31.250000 0.1754386 2024-06-20 3 False
## 4109 CS 7 100.000000 4.1111111 2024-06-20 4 False
## 4110 CE 2 34.693878 0.2428571 2024-06-20 5 False
## 4111 IT 6 68.750000 1.5000000 2024-06-20 6 False
## 4112 CE 2 100.000000 2.0526316 2024-06-20 7 False
## 4113 ECE 4 55.555556 0.9090909 2024-06-20 8 False
## 4114 ME 1 100.000000 0.5238095 2024-06-20 9 False
## 4115 CS 3 51.327434 1.5263158 2024-06-20 10 False
## 4116 CE 4 68.965517 2.7586207 2024-06-20 11 False
## 4117 CS 6 100.000000 0.7021277 2024-06-20 12 False
## 4118 ME 3 100.000000 0.6785714 2024-06-20 13 False
## 4119 IT 1 66.279070 7.1250000 2024-06-20 14 False
## 4120 BBA 5 50.746269 0.9855072 2024-06-20 15 False
## 4121 CS 5 100.000000 1.2031250 2024-06-20 16 False
## 4122 ECE 2 95.419847 7.8125000 2024-06-20 17 False
## 4123 IT 4 62.068966 0.8372093 2024-06-20 18 False
## 4124 CE 4 74.712644 13.0000000 2024-06-20 19 False
## 4125 CS 3 46.610169 3.0555556 2024-06-20 20 False
## 4126 ECE 5 40.625000 0.5306122 2024-06-20 21 False
## 4127 IT 1 100.000000 0.5972222 2024-06-20 22 False
## 4128 CS 3 65.079365 1.0789474 2024-06-20 23 False
## 4129 CS 6 45.333333 2.1250000 2024-06-21 0 False
## 4130 CE 2 100.000000 2.1562500 2024-06-21 1 False
## 4131 ECE 2 100.000000 0.6212121 2024-06-21 2 False
## 4132 CE 6 49.462366 1.0222222 2024-06-21 3 False
## 4133 IT 6 35.064935 0.5744681 2024-06-21 4 False
## 4134 CS 7 87.394958 1.6774194 2024-06-21 5 False
## 4135 ME 6 45.370370 1.6896552 2024-06-21 6 False
## 4136 ECE 3 100.000000 1.8269231 2024-06-21 7 False
## 4137 CS 7 100.000000 0.5901639 2024-06-21 8 False
## 4138 IT 1 100.000000 2.0169492 2024-06-21 9 False
## 4139 IT 5 100.000000 5.0000000 2024-06-21 10 False
## 4140 ECE 1 100.000000 1.5645161 2024-06-21 11 False
## 4141 CS 1 100.000000 1.8936170 2024-06-21 12 False
## 4142 BBA 3 26.573427 0.9047619 2024-06-21 13 False
## 4143 ECE 1 17.543860 0.1886792 2024-06-21 14 False
## 4144 CE 2 96.666667 1.7755102 2024-06-21 15 False
## 4145 IT 7 100.000000 1.2037037 2024-06-21 16 False
## 4146 BBA 5 59.663866 3.5500000 2024-06-21 17 False
## 4147 BBA 4 100.000000 7.2500000 2024-06-21 18 False
## 4148 CS 5 49.019608 0.3164557 2024-06-21 19 False
## 4149 CS 7 74.074074 1.0256410 2024-06-21 20 False
## 4150 CE 2 100.000000 0.9622642 2024-06-21 21 False
## 4151 IT 1 100.000000 3.1363636 2024-06-21 22 False
## 4152 BBA 1 22.900763 0.8823529 2024-06-21 23 False
## 4153 ME 2 32.456140 7.4000000 2024-06-22 0 True
## 4154 ECE 1 18.333333 0.1506849 2024-06-22 1 True
## 4155 ME 3 100.000000 0.9000000 2024-06-22 2 True
## 4156 IT 1 100.000000 1.7922078 2024-06-22 3 True
## 4157 IT 5 78.125000 2.7777778 2024-06-22 4 True
## 4158 IT 4 73.600000 1.6727273 2024-06-22 5 True
## 4159 ME 5 25.773196 0.3968254 2024-06-22 6 True
## 4160 CE 7 100.000000 1.1857143 2024-06-22 7 True
## 4161 ME 7 100.000000 1.5000000 2024-06-22 8 True
## 4162 IT 6 11.764706 0.3000000 2024-06-22 9 True
## 4163 BBA 5 100.000000 1.3378378 2024-06-22 10 True
## 4164 CS 6 100.000000 0.7857143 2024-06-22 11 True
## 4165 CS 1 100.000000 2.4181818 2024-06-22 12 True
## 4166 BBA 6 100.000000 2.9600000 2024-06-22 13 True
## 4167 ECE 5 100.000000 1.1800000 2024-06-22 14 True
## 4168 ECE 2 100.000000 0.7246377 2024-06-22 15 True
## 4169 ECE 3 100.000000 1.8636364 2024-06-22 16 True
## 4170 IT 2 87.218045 1.7575758 2024-06-22 17 True
## 4171 BBA 5 36.690647 2.0400000 2024-06-22 18 True
## 4172 BBA 5 100.000000 13.4000000 2024-06-22 19 True
## 4173 IT 6 66.206897 2.0000000 2024-06-22 20 True
## 4174 BBA 4 29.870130 0.6969697 2024-06-22 21 True
## 4175 ECE 2 86.486486 0.6530612 2024-06-22 22 True
## 4176 CE 5 60.000000 10.7142857 2024-06-22 23 True
## 4177 ME 1 100.000000 0.7543860 2024-06-23 0 True
## 4178 BBA 3 55.445545 4.6666667 2024-06-23 1 True
## 4179 IT 3 100.000000 3.3684211 2024-06-23 2 True
## 4180 CS 4 77.876106 12.5714286 2024-06-23 3 True
## 4181 ME 4 100.000000 3.8750000 2024-06-23 4 True
## 4182 IT 1 34.693878 1.6190476 2024-06-23 5 True
## 4183 ECE 7 100.000000 14.8333333 2024-06-23 6 True
## 4184 CE 5 61.467890 2.7916667 2024-06-23 7 True
## 4185 CS 4 38.961039 1.2500000 2024-06-23 8 True
## 4186 BBA 2 100.000000 1.5217391 2024-06-23 9 True
## 4187 ME 3 100.000000 13.1250000 2024-06-23 10 True
## 4188 CS 1 100.000000 3.1875000 2024-06-23 11 True
## 4189 ME 4 100.000000 0.7818182 2024-06-23 12 True
## 4190 CE 2 64.285714 4.2857143 2024-06-23 13 True
## 4191 CE 5 100.000000 0.6212121 2024-06-23 14 True
## 4192 IT 3 55.789474 0.6708861 2024-06-23 15 True
## 4193 ECE 3 91.034483 1.8591549 2024-06-23 16 True
## 4194 IT 4 12.230216 0.4146341 2024-06-23 17 True
## 4195 ECE 4 100.000000 5.0454545 2024-06-23 18 True
## 4196 CS 5 100.000000 1.0784314 2024-06-23 19 True
## 4197 CE 5 100.000000 1.3409091 2024-06-23 20 True
## 4198 IT 2 100.000000 0.9565217 2024-06-23 21 True
## 4199 ME 4 100.000000 1.7333333 2024-06-23 22 True
## 4200 BBA 5 100.000000 1.3448276 2024-06-23 23 True
## 4201 BBA 3 100.000000 5.5000000 2024-06-24 0 False
## 4202 CS 3 100.000000 4.5416667 2024-06-24 1 False
## 4203 ECE 5 66.906475 1.6909091 2024-06-24 2 False
## 4204 ECE 2 96.062992 1.7428571 2024-06-24 3 False
## 4205 ECE 7 100.000000 0.8059701 2024-06-24 4 False
## 4206 CS 2 40.776699 1.7500000 2024-06-24 5 False
## 4207 ME 3 100.000000 2.2285714 2024-06-24 6 False
## 4208 ECE 5 85.365854 0.4545455 2024-06-24 7 False
## 4209 CS 6 82.608696 1.5079365 2024-06-24 8 False
## 4210 ECE 4 7.462687 0.1754386 2024-06-24 9 False
## 4211 CE 3 96.527778 1.7820513 2024-06-24 10 False
## 4212 IT 7 25.000000 0.2978723 2024-06-24 11 False
## 4213 IT 7 91.549296 2.0312500 2024-06-24 12 False
## 4214 ME 5 85.294118 1.7400000 2024-06-24 13 False
## 4215 ME 1 69.841270 0.9777778 2024-06-24 14 False
## 4216 BBA 3 96.774194 0.4054054 2024-06-24 15 False
## 4217 CS 4 84.444444 3.0000000 2024-06-24 16 False
## 4218 CE 1 56.521739 4.0000000 2024-06-24 17 False
## 4219 ME 2 75.949367 1.0526316 2024-06-24 18 False
## 4220 IT 1 71.093750 5.0555556 2024-06-24 19 False
## 4221 BBA 1 55.555556 2.5000000 2024-06-24 20 False
## 4222 BBA 4 100.000000 11.1818182 2024-06-24 21 False
## 4223 ME 2 40.625000 0.2407407 2024-06-24 22 False
## 4224 ME 4 100.000000 1.0779221 2024-06-24 23 False
## 4225 IT 6 86.868687 1.5357143 2024-06-25 0 False
## 4226 ME 1 9.558824 0.2765957 2024-06-25 1 False
## 4227 ECE 7 100.000000 1.1764706 2024-06-25 2 False
## 4228 CS 3 65.068493 8.6363636 2024-06-25 3 False
## 4229 CE 7 100.000000 1.4687500 2024-06-25 4 False
## 4230 CE 6 100.000000 2.7837838 2024-06-25 5 False
## 4231 CE 1 45.081967 1.7187500 2024-06-25 6 False
## 4232 ECE 7 100.000000 0.9423077 2024-06-25 7 False
## 4233 ECE 3 100.000000 1.2000000 2024-06-25 8 False
## 4234 IT 3 60.683761 0.9861111 2024-06-25 9 False
## 4235 IT 3 56.818182 0.9803922 2024-06-25 10 False
## 4236 ME 4 100.000000 6.1428571 2024-06-25 11 False
## 4237 CS 6 100.000000 1.8333333 2024-06-25 12 False
## 4238 CE 7 62.962963 1.1724138 2024-06-25 13 False
## 4239 ME 2 100.000000 0.6153846 2024-06-25 14 False
## 4240 CE 1 100.000000 0.7031250 2024-06-25 15 False
## 4241 CS 6 22.580645 0.3281250 2024-06-25 16 False
## 4242 ECE 7 29.411765 0.4081633 2024-06-25 17 False
## 4243 CS 2 76.190476 1.1228070 2024-06-25 18 False
## 4244 BBA 5 100.000000 2.3076923 2024-06-25 19 False
## 4245 ME 5 49.514563 0.9444444 2024-06-25 20 False
## 4246 ECE 1 100.000000 1.5652174 2024-06-25 21 False
## 4247 IT 1 58.974359 0.4509804 2024-06-25 22 False
## 4248 CE 3 100.000000 0.5797101 2024-06-25 23 False
## 4249 IT 1 86.486486 0.5423729 2024-06-26 0 False
## 4250 CE 5 100.000000 2.5454545 2024-06-26 1 False
## 4251 CS 7 71.532847 8.9090909 2024-06-26 2 False
## 4252 ECE 6 100.000000 0.6153846 2024-06-26 3 False
## 4253 BBA 6 81.967213 1.3513514 2024-06-26 4 False
## 4254 ECE 7 100.000000 9.0000000 2024-06-26 5 False
## 4255 ME 4 9.615385 0.2500000 2024-06-26 6 False
## 4256 BBA 3 100.000000 5.0000000 2024-06-26 7 False
## 4257 ME 5 51.937984 1.9142857 2024-06-26 8 False
## 4258 CE 3 41.732283 6.6250000 2024-06-26 9 False
## 4259 ME 5 43.750000 0.4666667 2024-06-26 10 False
## 4260 BBA 1 100.000000 1.2894737 2024-06-26 11 False
## 4261 CE 4 55.045872 1.3043478 2024-06-26 12 False
## 4262 BBA 4 72.916667 3.1818182 2024-06-26 13 False
## 4263 CS 5 66.438356 1.2763158 2024-06-26 14 False
## 4264 BBA 5 100.000000 1.5000000 2024-06-26 15 False
## 4265 ECE 6 55.645161 1.0000000 2024-06-26 16 False
## 4266 ECE 6 100.000000 1.4680851 2024-06-26 17 False
## 4267 CS 2 10.416667 0.1408451 2024-06-26 18 False
## 4268 ME 5 100.000000 6.3076923 2024-06-26 19 False
## 4269 BBA 2 83.802817 1.6081081 2024-06-26 20 False
## 4270 ECE 1 19.230769 0.3333333 2024-06-26 21 False
## 4271 CE 2 100.000000 6.4000000 2024-06-26 22 False
## 4272 ME 3 44.166667 1.2045455 2024-06-26 23 False
## 4273 CE 6 56.081081 2.3714286 2024-06-27 0 False
## 4274 IT 6 80.327869 2.2790698 2024-06-27 1 False
## 4275 BBA 3 100.000000 1.8208955 2024-06-27 2 False
## 4276 ECE 6 32.673267 0.5593220 2024-06-27 3 False
## 4277 ECE 5 100.000000 0.6290323 2024-06-27 4 False
## 4278 BBA 4 73.648649 4.7391304 2024-06-27 5 False
## 4279 IT 1 100.000000 2.5000000 2024-06-27 6 False
## 4280 CS 3 46.428571 2.8260870 2024-06-27 7 False
## 4281 CS 1 84.112150 2.0000000 2024-06-27 8 False
## 4282 CE 7 100.000000 9.0000000 2024-06-27 9 False
## 4283 ECE 2 48.936170 0.8070175 2024-06-27 10 False
## 4284 CS 2 100.000000 2.3571429 2024-06-27 11 False
## 4285 CE 2 46.564885 1.4186047 2024-06-27 12 False
## 4286 IT 4 45.270270 2.2333333 2024-06-27 13 False
## 4287 ME 2 100.000000 0.8181818 2024-06-27 14 False
## 4288 ME 7 98.165138 2.0188679 2024-06-27 15 False
## 4289 IT 1 35.443038 0.5384615 2024-06-27 16 False
## 4290 CS 5 66.386555 1.0394737 2024-06-27 17 False
## 4291 ECE 6 100.000000 0.8571429 2024-06-27 18 False
## 4292 BBA 1 85.074627 0.8028169 2024-06-27 19 False
## 4293 BBA 1 17.482517 0.4807692 2024-06-27 20 False
## 4294 BBA 1 74.418605 12.8000000 2024-06-27 21 False
## 4295 CS 6 100.000000 0.8793103 2024-06-27 22 False
## 4296 ECE 2 21.232877 1.3478261 2024-06-27 23 False
## 4297 CE 7 100.000000 0.7115385 2024-06-28 0 False
## 4298 ECE 7 100.000000 1.2105263 2024-06-28 1 False
## 4299 CE 4 97.560976 8.0000000 2024-06-28 2 False
## 4300 CE 5 100.000000 1.6285714 2024-06-28 3 False
## 4301 ME 1 97.674419 2.3333333 2024-06-28 4 False
## 4302 IT 1 32.051282 1.7857143 2024-06-28 5 False
## 4303 BBA 6 86.021505 1.6666667 2024-06-28 6 False
## 4304 BBA 7 100.000000 8.6666667 2024-06-28 7 False
## 4305 IT 6 100.000000 5.8235294 2024-06-28 8 False
## 4306 IT 7 65.625000 1.3404255 2024-06-28 9 False
## 4307 ECE 7 89.361702 1.6800000 2024-06-28 10 False
## 4308 CS 5 23.776224 1.1724138 2024-06-28 11 False
## 4309 BBA 7 60.655738 3.2173913 2024-06-28 12 False
## 4310 ME 2 71.739130 2.5384615 2024-06-28 13 False
## 4311 IT 3 61.250000 1.0000000 2024-06-28 14 False
## 4312 BBA 5 100.000000 1.1538462 2024-06-28 15 False
## 4313 BBA 2 100.000000 0.9710145 2024-06-28 16 False
## 4314 CE 5 100.000000 11.5000000 2024-06-28 17 False
## 4315 IT 7 46.031746 0.7837838 2024-06-28 18 False
## 4316 ME 3 22.222222 0.3384615 2024-06-28 19 False
## 4317 BBA 3 100.000000 2.6666667 2024-06-28 20 False
## 4318 ME 1 52.941176 1.4062500 2024-06-28 21 False
## 4319 CS 1 95.833333 0.6571429 2024-06-28 22 False
## 4320 ME 2 61.458333 1.0350877 2024-06-28 23 False
## 4321 ME 7 80.769231 12.6000000 2024-06-29 0 True
## 4322 CE 5 32.500000 0.4642857 2024-06-29 1 True
## 4323 IT 4 35.810811 0.7162162 2024-06-29 2 True
## 4324 ME 5 100.000000 9.5714286 2024-06-29 3 True
## 4325 CS 2 100.000000 0.5316456 2024-06-29 4 True
## 4326 CS 6 7.382550 0.6111111 2024-06-29 5 True
## 4327 ME 6 65.441176 4.0454545 2024-06-29 6 True
## 4328 IT 5 89.583333 1.4333333 2024-06-29 7 True
## 4329 CS 6 60.000000 1.0263158 2024-06-29 8 True
## 4330 ECE 7 19.230769 0.3658537 2024-06-29 9 True
## 4331 IT 2 70.634921 4.2380952 2024-06-29 10 True
## 4332 ME 7 100.000000 1.4615385 2024-06-29 11 True
## 4333 CE 3 100.000000 4.7391304 2024-06-29 12 True
## 4334 CE 2 96.590909 1.4655172 2024-06-29 13 True
## 4335 ME 1 100.000000 1.1269841 2024-06-29 14 True
## 4336 ME 4 45.528455 4.0000000 2024-06-29 15 True
## 4337 ME 7 100.000000 5.8571429 2024-06-29 16 True
## 4338 CE 1 100.000000 1.7931034 2024-06-29 17 True
## 4339 IT 5 75.384615 1.1951220 2024-06-29 18 True
## 4340 BBA 5 100.000000 2.5000000 2024-06-29 19 True
## 4341 IT 1 100.000000 5.3333333 2024-06-29 20 True
## 4342 ECE 6 65.753425 2.2325581 2024-06-29 21 True
## 4343 ME 6 78.217822 2.0256410 2024-06-29 22 True
## 4344 IT 5 37.500000 0.4285714 2024-06-29 23 True
## 4345 CS 3 100.000000 1.6197183 2024-06-30 0 True
## 4346 CS 5 96.551724 2.3333333 2024-06-30 1 True
## 4347 CS 7 100.000000 2.6122449 2024-06-30 2 True
## 4348 ECE 5 96.363636 2.7179487 2024-06-30 3 True
## 4349 ME 5 28.301887 5.0000000 2024-06-30 4 True
## 4350 CE 7 97.849462 15.1666667 2024-06-30 5 True
## 4351 ME 4 57.647059 1.1136364 2024-06-30 6 True
## 4352 CS 1 100.000000 0.9375000 2024-06-30 7 True
## 4353 CE 2 100.000000 3.8461538 2024-06-30 8 True
## 4354 CE 6 24.528302 1.1818182 2024-06-30 9 True
## 4355 IT 4 100.000000 0.9473684 2024-06-30 10 True
## 4356 CS 3 10.526316 0.2000000 2024-06-30 11 True
## 4357 IT 6 100.000000 2.2307692 2024-06-30 12 True
## 4358 CE 7 21.495327 0.4035088 2024-06-30 13 True
## 4359 ECE 7 85.593220 4.2083333 2024-06-30 14 True
## 4360 BBA 7 100.000000 1.7580645 2024-06-30 15 True
## 4361 ECE 4 100.000000 3.0000000 2024-06-30 16 True
## 4362 BBA 3 96.052632 2.5172414 2024-06-30 17 True
## 4363 CS 6 28.888889 0.8478261 2024-06-30 18 True
## 4364 ME 3 17.500000 0.4827586 2024-06-30 19 True
## 4365 ME 3 29.921260 2.1111111 2024-06-30 20 True
## 4366 BBA 5 100.000000 0.8148148 2024-06-30 21 True
## 4367 ECE 5 15.384615 0.1492537 2024-06-30 22 True
## 4368 CS 7 76.288660 1.3703704 2024-06-30 23 True
## 4369 ME 7 100.000000 0.7500000 2024-07-01 0 False
## 4370 CS 1 19.565217 0.6206897 2024-07-01 1 False
## 4371 ME 5 52.136752 1.2978723 2024-07-01 2 False
## 4372 CS 6 56.470588 2.0869565 2024-07-01 3 False
## 4373 ME 6 45.454545 0.9375000 2024-07-01 4 False
## 4374 ME 6 42.465753 3.6470588 2024-07-01 5 False
## 4375 BBA 5 99.290780 2.1212121 2024-07-01 6 False
## 4376 ME 5 100.000000 0.6666667 2024-07-01 7 False
## 4377 BBA 3 100.000000 0.8225806 2024-07-01 8 False
## 4378 CS 2 50.000000 0.1973684 2024-07-01 9 False
## 4379 BBA 7 25.396825 0.2424242 2024-07-01 10 False
## 4380 ECE 2 43.925234 1.0930233 2024-07-01 11 False
## 4381 IT 2 100.000000 0.6603774 2024-07-01 12 False
## 4382 CS 5 94.444444 10.8181818 2024-07-01 13 False
## 4383 BBA 5 65.853659 1.8837209 2024-07-01 14 False
## 4384 CE 5 100.000000 5.1000000 2024-07-01 15 False
## 4385 CE 6 100.000000 1.2542373 2024-07-01 16 False
## 4386 IT 3 100.000000 0.6229508 2024-07-01 17 False
## 4387 IT 3 85.542169 2.2187500 2024-07-01 18 False
## 4388 IT 7 90.000000 1.0800000 2024-07-01 19 False
## 4389 BBA 4 72.413793 1.5000000 2024-07-01 20 False
## 4390 CS 4 100.000000 2.9677419 2024-07-01 21 False
## 4391 BBA 2 100.000000 0.6909091 2024-07-01 22 False
## 4392 BBA 3 56.034483 3.6111111 2024-07-01 23 False
## 4393 ME 5 85.964912 1.5076923 2024-07-02 0 False
## 4394 BBA 6 100.000000 2.2745098 2024-07-02 1 False
## 4395 IT 3 100.000000 0.6481481 2024-07-02 2 False
## 4396 IT 4 99.082569 2.2040816 2024-07-02 3 False
## 4397 BBA 5 21.804511 4.8333333 2024-07-02 4 False
## 4398 CS 6 100.000000 1.5000000 2024-07-02 5 False
## 4399 BBA 1 84.615385 1.0694444 2024-07-02 6 False
## 4400 CE 2 71.223022 2.0625000 2024-07-02 7 False
## 4401 ME 7 100.000000 1.0000000 2024-07-02 8 False
## 4402 IT 7 10.576923 0.3548387 2024-07-02 9 False
## 4403 CE 3 57.142857 1.5000000 2024-07-02 10 False
## 4404 IT 4 100.000000 1.3269231 2024-07-02 11 False
## 4405 IT 3 46.666667 0.4375000 2024-07-02 12 False
## 4406 BBA 7 100.000000 4.5000000 2024-07-02 13 False
## 4407 IT 4 84.090909 2.8461538 2024-07-02 14 False
## 4408 BBA 7 85.714286 0.7500000 2024-07-02 15 False
## 4409 ME 1 100.000000 1.9032258 2024-07-02 16 False
## 4410 IT 3 64.864865 1.0909091 2024-07-02 17 False
## 4411 IT 1 100.000000 2.1081081 2024-07-02 18 False
## 4412 ECE 4 100.000000 1.9166667 2024-07-02 19 False
## 4413 ME 7 76.190476 2.6666667 2024-07-02 20 False
## 4414 IT 3 33.653846 1.1666667 2024-07-02 21 False
## 4415 ME 5 100.000000 1.2222222 2024-07-02 22 False
## 4416 CS 3 28.571429 1.6666667 2024-07-02 23 False
## 4417 CS 2 92.307692 2.4444444 2024-07-03 0 False
## 4418 IT 3 51.136364 0.5844156 2024-07-03 1 False
## 4419 BBA 5 8.108108 0.1621622 2024-07-03 2 False
## 4420 ECE 2 100.000000 2.6000000 2024-07-03 3 False
## 4421 CS 2 94.736842 7.5000000 2024-07-03 4 False
## 4422 IT 6 100.000000 1.5813953 2024-07-03 5 False
## 4423 CE 3 100.000000 4.4285714 2024-07-03 6 False
## 4424 IT 6 45.588235 1.0000000 2024-07-03 7 False
## 4425 IT 4 100.000000 16.6000000 2024-07-03 8 False
## 4426 CE 7 48.514851 0.9074074 2024-07-03 9 False
## 4427 ME 6 71.034483 2.4523810 2024-07-03 10 False
## 4428 CE 4 100.000000 2.4666667 2024-07-03 11 False
## 4429 IT 1 87.301587 5.5000000 2024-07-03 12 False
## 4430 ME 1 64.814815 1.5909091 2024-07-03 13 False
## 4431 ECE 6 11.194030 0.4838710 2024-07-03 14 False
## 4432 ME 6 100.000000 4.6153846 2024-07-03 15 False
## 4433 CS 6 100.000000 2.0750000 2024-07-03 16 False
## 4434 ME 2 52.380952 1.8965517 2024-07-03 17 False
## 4435 CE 7 67.716535 2.5294118 2024-07-03 18 False
## 4436 BBA 4 100.000000 3.4000000 2024-07-03 19 False
## 4437 CE 4 85.294118 10.5454545 2024-07-03 20 False
## 4438 ME 3 41.558442 1.5238095 2024-07-03 21 False
## 4439 BBA 4 49.166667 1.7878788 2024-07-03 22 False
## 4440 ECE 7 68.181818 1.3636364 2024-07-03 23 False
## 4441 IT 7 61.458333 1.1568627 2024-07-04 0 False
## 4442 CE 3 21.818182 0.3200000 2024-07-04 1 False
## 4443 ECE 1 100.000000 1.5818182 2024-07-04 2 False
## 4444 ME 6 100.000000 0.6849315 2024-07-04 3 False
## 4445 ECE 4 100.000000 0.9444444 2024-07-04 4 False
## 4446 ECE 3 100.000000 4.4500000 2024-07-04 5 False
## 4447 ECE 6 82.000000 1.1081081 2024-07-04 6 False
## 4448 CE 4 100.000000 3.8888889 2024-07-04 7 False
## 4449 CS 2 33.098592 4.2727273 2024-07-04 8 False
## 4450 IT 6 87.179487 1.7894737 2024-07-04 9 False
## 4451 ME 3 26.277372 3.0000000 2024-07-04 10 False
## 4452 ECE 4 43.333333 2.0000000 2024-07-04 11 False
## 4453 IT 1 100.000000 0.8831169 2024-07-04 12 False
## 4454 ME 3 25.225225 0.6829268 2024-07-04 13 False
## 4455 IT 1 100.000000 1.7884615 2024-07-04 14 False
## 4456 ECE 4 100.000000 0.9642857 2024-07-04 15 False
## 4457 CE 4 96.511628 3.4583333 2024-07-04 16 False
## 4458 ME 1 100.000000 12.5555556 2024-07-04 17 False
## 4459 IT 6 71.093750 1.4918033 2024-07-04 18 False
## 4460 CE 5 100.000000 1.4814815 2024-07-04 19 False
## 4461 CE 5 100.000000 2.6206897 2024-07-04 20 False
## 4462 ME 6 90.604027 2.1428571 2024-07-04 21 False
## 4463 ME 6 100.000000 1.7234043 2024-07-04 22 False
## 4464 IT 4 100.000000 3.2000000 2024-07-04 23 False
## 4465 IT 7 100.000000 8.8888889 2024-07-05 0 False
## 4466 CS 1 100.000000 3.9473684 2024-07-05 1 False
## 4467 CE 7 57.142857 1.2075472 2024-07-05 2 False
## 4468 ME 2 100.000000 0.4687500 2024-07-05 3 False
## 4469 BBA 2 100.000000 2.2727273 2024-07-05 4 False
## 4470 BBA 4 73.417722 0.9508197 2024-07-05 5 False
## 4471 ME 2 96.551724 1.7500000 2024-07-05 6 False
## 4472 ECE 5 84.496124 1.7868852 2024-07-05 7 False
## 4473 ECE 4 43.243243 1.1428571 2024-07-05 8 False
## 4474 CE 1 24.060150 2.6666667 2024-07-05 9 False
## 4475 IT 4 100.000000 3.0606061 2024-07-05 10 False
## 4476 IT 3 52.127660 0.7000000 2024-07-05 11 False
## 4477 CE 5 100.000000 0.8695652 2024-07-05 12 False
## 4478 ECE 3 80.769231 1.4383562 2024-07-05 13 False
## 4479 ECE 4 100.000000 8.5384615 2024-07-05 14 False
## 4480 CE 5 22.549020 1.3529412 2024-07-05 15 False
## 4481 IT 6 96.062992 1.6052632 2024-07-05 16 False
## 4482 ECE 3 100.000000 1.2592593 2024-07-05 17 False
## 4483 CS 4 18.181818 0.8666667 2024-07-05 18 False
## 4484 IT 4 100.000000 1.5750000 2024-07-05 19 False
## 4485 CE 2 47.619048 0.8695652 2024-07-05 20 False
## 4486 ME 1 60.000000 0.9600000 2024-07-05 21 False
## 4487 ME 7 64.150943 1.4468085 2024-07-05 22 False
## 4488 CE 5 31.914894 0.5660377 2024-07-05 23 False
## 4489 CE 7 69.402985 4.0434783 2024-07-06 0 True
## 4490 ME 2 71.171171 1.0259740 2024-07-06 1 True
## 4491 IT 2 19.444444 0.5600000 2024-07-06 2 True
## 4492 IT 4 100.000000 3.6666667 2024-07-06 3 True
## 4493 BBA 5 100.000000 3.2105263 2024-07-06 4 True
## 4494 ECE 5 40.909091 0.4864865 2024-07-06 5 True
## 4495 CS 6 89.552239 2.1818182 2024-07-06 6 True
## 4496 ECE 7 60.000000 1.9090909 2024-07-06 7 True
## 4497 CE 4 62.585034 1.8039216 2024-07-06 8 True
## 4498 ME 2 79.661017 1.4029851 2024-07-06 9 True
## 4499 ECE 2 74.137931 1.5925926 2024-07-06 10 True
## 4500 BBA 2 71.093750 1.5964912 2024-07-06 11 True
## 4501 BBA 4 56.976744 0.8448276 2024-07-06 12 True
## 4502 BBA 3 100.000000 2.2363636 2024-07-06 13 True
## 4503 ME 2 100.000000 6.2777778 2024-07-06 14 True
## 4504 ME 5 87.323944 1.1071429 2024-07-06 15 True
## 4505 ME 4 33.750000 3.8571429 2024-07-06 16 True
## 4506 CS 7 100.000000 7.2857143 2024-07-06 17 True
## 4507 CE 4 11.607143 0.2280702 2024-07-06 18 True
## 4508 ME 7 39.130435 5.1428571 2024-07-06 19 True
## 4509 ECE 1 100.000000 1.9166667 2024-07-06 20 True
## 4510 CE 4 100.000000 0.5316456 2024-07-06 21 True
## 4511 ECE 5 100.000000 1.3750000 2024-07-06 22 True
## 4512 ECE 7 100.000000 1.2222222 2024-07-06 23 True
## 4513 CE 2 28.750000 0.4693878 2024-07-07 0 True
## 4514 IT 1 100.000000 4.0000000 2024-07-07 1 True
## 4515 CE 4 13.636364 0.3529412 2024-07-07 2 True
## 4516 CE 2 86.842105 3.0937500 2024-07-07 3 True
## 4517 ME 5 100.000000 1.7586207 2024-07-07 4 True
## 4518 ME 1 100.000000 1.9473684 2024-07-07 5 True
## 4519 IT 3 91.406250 14.6250000 2024-07-07 6 True
## 4520 BBA 5 100.000000 2.1904762 2024-07-07 7 True
## 4521 ECE 7 78.832117 1.6119403 2024-07-07 8 True
## 4522 CS 5 39.062500 1.0416667 2024-07-07 9 True
## 4523 ECE 5 100.000000 0.9800000 2024-07-07 10 True
## 4524 BBA 7 100.000000 0.8571429 2024-07-07 11 True
## 4525 ME 4 31.578947 0.4137931 2024-07-07 12 True
## 4526 CE 7 100.000000 2.0208333 2024-07-07 13 True
## 4527 CE 3 100.000000 2.6923077 2024-07-07 14 True
## 4528 IT 2 100.000000 2.5000000 2024-07-07 15 True
## 4529 IT 2 100.000000 1.7846154 2024-07-07 16 True
## 4530 ME 7 21.359223 0.6875000 2024-07-07 17 True
## 4531 BBA 5 70.000000 1.2564103 2024-07-07 18 True
## 4532 CS 5 34.246575 3.1250000 2024-07-07 19 True
## 4533 ECE 3 38.461538 1.6666667 2024-07-07 20 True
## 4534 IT 3 79.569892 0.9866667 2024-07-07 21 True
## 4535 ME 2 100.000000 2.2608696 2024-07-07 22 True
## 4536 CE 4 97.752809 3.1071429 2024-07-07 23 True
## 4537 ME 2 85.245902 0.9811321 2024-07-08 0 False
## 4538 IT 4 59.016393 0.6101695 2024-07-08 1 False
## 4539 CE 1 48.800000 2.9047619 2024-07-08 2 False
## 4540 ME 1 6.993007 0.1515152 2024-07-08 3 False
## 4541 CE 7 70.000000 2.1162791 2024-07-08 4 False
## 4542 IT 7 100.000000 4.9230769 2024-07-08 5 False
## 4543 ME 5 68.750000 3.5357143 2024-07-08 6 False
## 4544 BBA 5 28.735632 0.3378378 2024-07-08 7 False
## 4545 BBA 4 52.380952 0.8627451 2024-07-08 8 False
## 4546 IT 6 100.000000 1.7213115 2024-07-08 9 False
## 4547 CS 7 100.000000 5.0000000 2024-07-08 10 False
## 4548 BBA 3 30.275229 0.6000000 2024-07-08 11 False
## 4549 ECE 4 64.583333 0.5344828 2024-07-08 12 False
## 4550 CE 7 39.552239 0.7681159 2024-07-08 13 False
## 4551 ECE 6 100.000000 7.5555556 2024-07-08 14 False
## 4552 CS 6 100.000000 9.8571429 2024-07-08 15 False
## 4553 ECE 4 100.000000 1.5853659 2024-07-08 16 False
## 4554 BBA 4 70.270270 17.3333333 2024-07-08 17 False
## 4555 ECE 5 100.000000 0.4810127 2024-07-08 18 False
## 4556 CS 4 100.000000 1.4081633 2024-07-08 19 False
## 4557 IT 4 100.000000 0.7878788 2024-07-08 20 False
## 4558 ME 7 24.242424 0.2909091 2024-07-08 21 False
## 4559 CE 1 100.000000 6.8181818 2024-07-08 22 False
## 4560 BBA 4 71.428571 12.5000000 2024-07-08 23 False
## 4561 CE 6 100.000000 2.6500000 2024-07-09 0 False
## 4562 CS 6 56.896552 1.9411765 2024-07-09 1 False
## 4563 BBA 5 87.058824 2.8461538 2024-07-09 2 False
## 4564 ME 2 83.185841 6.7142857 2024-07-09 3 False
## 4565 ECE 3 100.000000 1.2166667 2024-07-09 4 False
## 4566 ECE 2 76.470588 2.1081081 2024-07-09 5 False
## 4567 CS 4 9.090909 0.1449275 2024-07-09 6 False
## 4568 CS 3 23.076923 1.6153846 2024-07-09 7 False
## 4569 BBA 5 48.591549 1.1896552 2024-07-09 8 False
## 4570 IT 6 36.585366 2.2500000 2024-07-09 9 False
## 4571 CE 4 100.000000 2.5909091 2024-07-09 10 False
## 4572 IT 5 74.285714 0.7647059 2024-07-09 11 False
## 4573 ECE 2 100.000000 0.6610169 2024-07-09 12 False
## 4574 IT 6 100.000000 0.7118644 2024-07-09 13 False
## 4575 CS 5 100.000000 3.2307692 2024-07-09 14 False
## 4576 BBA 4 12.222222 0.1833333 2024-07-09 15 False
## 4577 ME 7 100.000000 2.6400000 2024-07-09 16 False
## 4578 BBA 3 64.150943 2.2666667 2024-07-09 17 False
## 4579 BBA 7 77.241379 2.3829787 2024-07-09 18 False
## 4580 CS 2 33.561644 1.8148148 2024-07-09 19 False
## 4581 CS 4 14.423077 1.0000000 2024-07-09 20 False
## 4582 ME 4 100.000000 1.2424242 2024-07-09 21 False
## 4583 ECE 7 11.904762 0.1428571 2024-07-09 22 False
## 4584 ECE 5 100.000000 1.0281690 2024-07-09 23 False
## 4585 CS 4 49.056604 4.0000000 2024-07-10 0 False
## 4586 IT 7 27.027027 0.4687500 2024-07-10 1 False
## 4587 BBA 6 86.363636 0.9743590 2024-07-10 2 False
## 4588 ME 5 38.000000 0.7600000 2024-07-10 3 False
## 4589 CS 2 100.000000 0.7924528 2024-07-10 4 False
## 4590 CE 2 16.666667 0.3142857 2024-07-10 5 False
## 4591 BBA 7 17.054264 0.4888889 2024-07-10 6 False
## 4592 BBA 5 100.000000 1.2333333 2024-07-10 7 False
## 4593 CE 2 75.824176 3.0000000 2024-07-10 8 False
## 4594 CS 4 100.000000 0.5735294 2024-07-10 9 False
## 4595 ME 7 100.000000 0.4868421 2024-07-10 10 False
## 4596 IT 2 100.000000 3.0454545 2024-07-10 11 False
## 4597 BBA 6 100.000000 1.2380952 2024-07-10 12 False
## 4598 CS 1 100.000000 0.5507246 2024-07-10 13 False
## 4599 CE 7 38.983051 0.9387755 2024-07-10 14 False
## 4600 ME 2 100.000000 1.7714286 2024-07-10 15 False
## 4601 CE 2 52.325581 0.5844156 2024-07-10 16 False
## 4602 ME 6 67.391304 1.0508475 2024-07-10 17 False
## 4603 ECE 7 80.769231 7.8750000 2024-07-10 18 False
## 4604 BBA 4 100.000000 0.9534884 2024-07-10 19 False
## 4605 ME 2 82.978723 0.6190476 2024-07-10 20 False
## 4606 ME 1 18.260870 0.5121951 2024-07-10 21 False
## 4607 BBA 7 73.809524 1.4761905 2024-07-10 22 False
## 4608 IT 7 40.909091 0.8709677 2024-07-10 23 False
## 4609 CS 5 100.000000 2.2000000 2024-07-11 0 False
## 4610 BBA 2 21.374046 4.0000000 2024-07-11 1 False
## 4611 CS 7 39.603960 0.8510638 2024-07-11 2 False
## 4612 ME 4 92.617450 1.8157895 2024-07-11 3 False
## 4613 IT 5 100.000000 0.4615385 2024-07-11 4 False
## 4614 CE 2 54.901961 1.8666667 2024-07-11 5 False
## 4615 ME 7 100.000000 0.6000000 2024-07-11 6 False
## 4616 BBA 3 100.000000 1.3243243 2024-07-11 7 False
## 4617 ME 6 28.358209 1.4615385 2024-07-11 8 False
## 4618 BBA 6 85.106383 3.1578947 2024-07-11 9 False
## 4619 CS 6 100.000000 1.9807692 2024-07-11 10 False
## 4620 IT 6 18.095238 0.8260870 2024-07-11 11 False
## 4621 CE 7 62.937063 1.6666667 2024-07-11 12 False
## 4622 ECE 6 100.000000 1.5405405 2024-07-11 13 False
## 4623 IT 5 100.000000 20.0000000 2024-07-11 14 False
## 4624 ME 3 100.000000 2.3469388 2024-07-11 15 False
## 4625 CE 3 73.015873 0.8518519 2024-07-11 16 False
## 4626 IT 7 19.402985 1.4444444 2024-07-11 17 False
## 4627 IT 2 100.000000 2.2830189 2024-07-11 18 False
## 4628 ECE 4 100.000000 1.5652174 2024-07-11 19 False
## 4629 CE 2 100.000000 0.9534884 2024-07-11 20 False
## 4630 IT 1 35.869565 4.1250000 2024-07-11 21 False
## 4631 CS 2 100.000000 3.9259259 2024-07-11 22 False
## 4632 IT 5 74.400000 2.5833333 2024-07-11 23 False
## 4633 IT 1 90.277778 4.0625000 2024-07-12 0 False
## 4634 IT 5 56.910569 1.3461538 2024-07-12 1 False
## 4635 IT 7 100.000000 0.8309859 2024-07-12 2 False
## 4636 CS 6 33.823529 5.7500000 2024-07-12 3 False
## 4637 IT 3 100.000000 0.9272727 2024-07-12 4 False
## 4638 IT 2 83.593750 2.7435897 2024-07-12 5 False
## 4639 BBA 7 100.000000 0.8571429 2024-07-12 6 False
## 4640 IT 5 100.000000 1.6410256 2024-07-12 7 False
## 4641 IT 5 98.630137 0.9600000 2024-07-12 8 False
## 4642 ME 1 19.565217 1.2272727 2024-07-12 9 False
## 4643 ECE 2 99.248120 4.8888889 2024-07-12 10 False
## 4644 CS 7 100.000000 3.3750000 2024-07-12 11 False
## 4645 BBA 2 100.000000 2.1951220 2024-07-12 12 False
## 4646 IT 7 100.000000 2.8717949 2024-07-12 13 False
## 4647 CE 6 100.000000 6.2352941 2024-07-12 14 False
## 4648 CE 7 36.241611 0.9642857 2024-07-12 15 False
## 4649 IT 1 36.486486 0.9310345 2024-07-12 16 False
## 4650 BBA 7 100.000000 1.7187500 2024-07-12 17 False
## 4651 ME 6 81.250000 2.3636364 2024-07-12 18 False
## 4652 CS 2 24.305556 1.6666667 2024-07-12 19 False
## 4653 CS 1 100.000000 3.2666667 2024-07-12 20 False
## 4654 BBA 4 25.531915 0.4897959 2024-07-12 21 False
## 4655 CS 7 72.661871 1.7413793 2024-07-12 22 False
## 4656 ME 6 41.176471 2.5789474 2024-07-12 23 False
## 4657 ECE 4 100.000000 2.4347826 2024-07-13 0 True
## 4658 IT 5 100.000000 2.1212121 2024-07-13 1 True
## 4659 CS 1 78.947368 1.3888889 2024-07-13 2 True
## 4660 IT 4 45.689655 2.7894737 2024-07-13 3 True
## 4661 ECE 2 56.756757 2.8636364 2024-07-13 4 True
## 4662 IT 4 100.000000 1.2957746 2024-07-13 5 True
## 4663 BBA 7 41.353383 0.9821429 2024-07-13 6 True
## 4664 ECE 5 100.000000 1.3333333 2024-07-13 7 True
## 4665 ME 1 100.000000 1.9615385 2024-07-13 8 True
## 4666 ECE 1 30.000000 0.8437500 2024-07-13 9 True
## 4667 CE 2 19.463087 0.5686275 2024-07-13 10 True
## 4668 CS 4 92.857143 1.6883117 2024-07-13 11 True
## 4669 ECE 1 100.000000 1.2405063 2024-07-13 12 True
## 4670 IT 7 100.000000 3.2500000 2024-07-13 13 True
## 4671 BBA 3 42.465753 0.7380952 2024-07-13 14 True
## 4672 CE 6 25.000000 1.0333333 2024-07-13 15 True
## 4673 CE 6 100.000000 2.1176471 2024-07-13 16 True
## 4674 ECE 3 36.842105 0.4038462 2024-07-13 17 True
## 4675 CE 4 100.000000 1.3846154 2024-07-13 18 True
## 4676 CE 3 100.000000 2.7954545 2024-07-13 19 True
## 4677 ECE 6 100.000000 15.4000000 2024-07-13 20 True
## 4678 CS 4 17.346939 0.2328767 2024-07-13 21 True
## 4679 ME 7 100.000000 0.7192982 2024-07-13 22 True
## 4680 ME 3 36.764706 1.5625000 2024-07-13 23 True
## 4681 CS 4 97.857143 4.0294118 2024-07-14 0 True
## 4682 BBA 7 100.000000 1.0377358 2024-07-14 1 True
## 4683 BBA 6 100.000000 1.7142857 2024-07-14 2 True
## 4684 ME 6 100.000000 3.4500000 2024-07-14 3 True
## 4685 ECE 7 16.911765 0.5111111 2024-07-14 4 True
## 4686 ME 3 18.181818 0.3571429 2024-07-14 5 True
## 4687 IT 6 53.488372 1.0000000 2024-07-14 6 True
## 4688 ECE 7 65.346535 1.9411765 2024-07-14 7 True
## 4689 ME 1 95.726496 1.7500000 2024-07-14 8 True
## 4690 CE 5 100.000000 1.8400000 2024-07-14 9 True
## 4691 ECE 1 62.837838 1.3478261 2024-07-14 10 True
## 4692 ECE 4 25.170068 0.6727273 2024-07-14 11 True
## 4693 ECE 2 87.209302 2.1428571 2024-07-14 12 True
## 4694 CS 4 100.000000 1.0923077 2024-07-14 13 True
## 4695 CE 7 94.202899 2.6000000 2024-07-14 14 True
## 4696 ME 4 20.930233 0.6428571 2024-07-14 15 True
## 4697 ECE 1 87.341772 1.1500000 2024-07-14 16 True
## 4698 IT 7 100.000000 1.5238095 2024-07-14 17 True
## 4699 ECE 2 100.000000 4.0000000 2024-07-14 18 True
## 4700 CS 7 83.333333 1.0975610 2024-07-14 19 True
## 4701 CE 6 100.000000 1.4642857 2024-07-14 20 True
## 4702 IT 2 76.041667 1.7380952 2024-07-14 21 True
## 4703 CE 2 39.705882 0.4090909 2024-07-14 22 True
## 4704 ECE 6 100.000000 0.7959184 2024-07-14 23 True
## 4705 ECE 7 74.603175 3.7600000 2024-07-15 0 False
## 4706 CE 7 88.135593 1.6774194 2024-07-15 1 False
## 4707 CE 2 100.000000 11.4000000 2024-07-15 2 False
## 4708 ECE 1 47.656250 1.7941176 2024-07-15 3 False
## 4709 BBA 3 100.000000 0.6025641 2024-07-15 4 False
## 4710 CE 5 25.170068 0.9736842 2024-07-15 5 False
## 4711 CE 6 100.000000 0.4810127 2024-07-15 6 False
## 4712 CE 5 100.000000 7.0000000 2024-07-15 7 False
## 4713 BBA 4 29.166667 0.8235294 2024-07-15 8 False
## 4714 BBA 2 64.485981 1.1500000 2024-07-15 9 False
## 4715 BBA 4 100.000000 8.2857143 2024-07-15 10 False
## 4716 IT 5 92.000000 2.3958333 2024-07-15 11 False
## 4717 ECE 6 14.093960 0.3888889 2024-07-15 12 False
## 4718 CS 4 100.000000 2.1714286 2024-07-15 13 False
## 4719 ME 7 51.694915 1.1960784 2024-07-15 14 False
## 4720 CS 1 100.000000 7.3125000 2024-07-15 15 False
## 4721 ECE 2 100.000000 10.3076923 2024-07-15 16 False
## 4722 CS 5 28.358209 0.8636364 2024-07-15 17 False
## 4723 CE 1 85.156250 4.7391304 2024-07-15 18 False
## 4724 ECE 4 47.457627 1.0566038 2024-07-15 19 False
## 4725 ME 4 32.876712 0.3582090 2024-07-15 20 False
## 4726 CE 3 100.000000 2.4444444 2024-07-15 21 False
## 4727 CS 2 100.000000 2.9393939 2024-07-15 22 False
## 4728 ECE 7 97.777778 1.1428571 2024-07-15 23 False
## 4729 ECE 2 51.428571 2.0769231 2024-07-16 0 False
## 4730 ECE 2 98.591549 1.3461538 2024-07-16 1 False
## 4731 BBA 4 30.952381 0.5652174 2024-07-16 2 False
## 4732 CE 2 41.958042 2.5000000 2024-07-16 3 False
## 4733 ME 6 60.176991 1.0149254 2024-07-16 4 False
## 4734 CE 1 72.000000 2.5714286 2024-07-16 5 False
## 4735 CE 2 100.000000 1.4852941 2024-07-16 6 False
## 4736 CS 6 91.596639 4.3600000 2024-07-16 7 False
## 4737 ECE 5 100.000000 1.3076923 2024-07-16 8 False
## 4738 ECE 3 100.000000 13.6000000 2024-07-16 9 False
## 4739 BBA 7 100.000000 1.5476190 2024-07-16 10 False
## 4740 ME 2 100.000000 1.3278689 2024-07-16 11 False
## 4741 CS 2 31.304348 1.8000000 2024-07-16 12 False
## 4742 CE 3 100.000000 1.2368421 2024-07-16 13 False
## 4743 CS 1 100.000000 3.1250000 2024-07-16 14 False
## 4744 ME 4 46.913580 1.9000000 2024-07-16 15 False
## 4745 CS 4 55.033557 1.1714286 2024-07-16 16 False
## 4746 ECE 7 98.591549 1.3461538 2024-07-16 17 False
## 4747 CE 1 72.142857 1.9423077 2024-07-16 18 False
## 4748 CS 3 66.292135 3.6875000 2024-07-16 19 False
## 4749 ECE 5 100.000000 0.7500000 2024-07-16 20 False
## 4750 BBA 6 27.368421 1.7333333 2024-07-16 21 False
## 4751 CE 4 100.000000 10.5000000 2024-07-16 22 False
## 4752 CE 7 62.921348 0.7887324 2024-07-16 23 False
## 4753 BBA 1 45.112782 0.9677419 2024-07-17 0 False
## 4754 IT 5 32.061069 0.7118644 2024-07-17 1 False
## 4755 BBA 2 100.000000 0.7702703 2024-07-17 2 False
## 4756 BBA 6 33.333333 0.8666667 2024-07-17 3 False
## 4757 IT 6 100.000000 1.9000000 2024-07-17 4 False
## 4758 ECE 2 78.571429 1.4776119 2024-07-17 5 False
## 4759 ECE 3 13.541667 0.3611111 2024-07-17 6 False
## 4760 ME 5 94.308943 2.9000000 2024-07-17 7 False
## 4761 BBA 5 100.000000 5.1428571 2024-07-17 8 False
## 4762 BBA 2 43.181818 1.5405405 2024-07-17 9 False
## 4763 ME 3 96.341463 8.7777778 2024-07-17 10 False
## 4764 ECE 5 86.231884 2.1636364 2024-07-17 11 False
## 4765 ME 5 100.000000 0.7045455 2024-07-17 12 False
## 4766 CS 7 100.000000 1.1142857 2024-07-17 13 False
## 4767 BBA 6 44.531250 4.3846154 2024-07-17 14 False
## 4768 CE 4 100.000000 1.7361111 2024-07-17 15 False
## 4769 ECE 6 100.000000 1.1063830 2024-07-17 16 False
## 4770 IT 3 69.230769 1.6530612 2024-07-17 17 False
## 4771 CS 1 10.256410 0.1846154 2024-07-17 18 False
## 4772 CE 5 9.489051 0.3170732 2024-07-17 19 False
## 4773 IT 5 46.808511 0.3384615 2024-07-17 20 False
## 4774 CE 1 100.000000 0.8750000 2024-07-17 21 False
## 4775 ME 5 100.000000 10.8333333 2024-07-17 22 False
## 4776 CS 1 47.619048 0.5769231 2024-07-17 23 False
## 4777 ME 6 97.037037 7.2777778 2024-07-18 0 False
## 4778 IT 6 19.014085 0.4736842 2024-07-18 1 False
## 4779 CE 7 15.384615 0.1886792 2024-07-18 2 False
## 4780 IT 1 29.251701 1.1944444 2024-07-18 3 False
## 4781 ECE 5 100.000000 0.5205479 2024-07-18 4 False
## 4782 ECE 5 100.000000 2.5744681 2024-07-18 5 False
## 4783 ME 3 100.000000 2.5500000 2024-07-18 6 False
## 4784 ME 6 100.000000 10.5000000 2024-07-18 7 False
## 4785 BBA 6 100.000000 2.8571429 2024-07-18 8 False
## 4786 IT 3 100.000000 10.2000000 2024-07-18 9 False
## 4787 ECE 4 50.364964 3.1363636 2024-07-18 10 False
## 4788 BBA 1 100.000000 2.1612903 2024-07-18 11 False
## 4789 CS 4 100.000000 2.0454545 2024-07-18 12 False
## 4790 ME 7 63.758389 3.0645161 2024-07-18 13 False
## 4791 BBA 4 50.943396 0.6923077 2024-07-18 14 False
## 4792 ECE 5 7.801418 0.2037037 2024-07-18 15 False
## 4793 ECE 1 100.000000 8.5333333 2024-07-18 16 False
## 4794 ECE 2 100.000000 1.8461538 2024-07-18 17 False
## 4795 CE 4 98.333333 1.4750000 2024-07-18 18 False
## 4796 BBA 4 100.000000 7.7777778 2024-07-18 19 False
## 4797 IT 4 100.000000 0.9411765 2024-07-18 20 False
## 4798 CS 1 100.000000 0.4459459 2024-07-18 21 False
## 4799 ME 1 47.368421 0.7826087 2024-07-18 22 False
## 4800 CE 4 34.523810 0.4202899 2024-07-18 23 False
## 4801 ECE 5 100.000000 2.7567568 2024-07-19 0 False
## 4802 ME 6 88.764045 1.5490196 2024-07-19 1 False
## 4803 ECE 2 55.357143 3.8750000 2024-07-19 2 False
## 4804 ME 1 87.301587 4.4000000 2024-07-19 3 False
## 4805 IT 3 76.576577 4.7222222 2024-07-19 4 False
## 4806 BBA 4 36.363636 1.0526316 2024-07-19 5 False
## 4807 CS 2 42.857143 0.6000000 2024-07-19 6 False
## 4808 ECE 6 86.896552 2.2909091 2024-07-19 7 False
## 4809 ME 3 100.000000 1.1724138 2024-07-19 8 False
## 4810 CE 2 27.419355 0.2394366 2024-07-19 9 False
## 4811 BBA 7 95.327103 7.8461538 2024-07-19 10 False
## 4812 IT 1 60.493827 0.7903226 2024-07-19 11 False
## 4813 CE 5 100.000000 0.8513514 2024-07-19 12 False
## 4814 CE 2 100.000000 1.0000000 2024-07-19 13 False
## 4815 ECE 3 100.000000 3.8125000 2024-07-19 14 False
## 4816 ME 5 85.000000 1.1805556 2024-07-19 15 False
## 4817 BBA 7 100.000000 6.1818182 2024-07-19 16 False
## 4818 BBA 6 27.619048 0.5178571 2024-07-19 17 False
## 4819 ECE 4 39.393939 0.9069767 2024-07-19 18 False
## 4820 IT 6 100.000000 1.4782609 2024-07-19 19 False
## 4821 IT 6 100.000000 0.4705882 2024-07-19 20 False
## 4822 CE 5 48.648649 0.9000000 2024-07-19 21 False
## 4823 ECE 1 100.000000 1.3076923 2024-07-19 22 False
## 4824 ME 2 100.000000 0.4025974 2024-07-19 23 False
## 4825 CE 5 61.538462 1.4035088 2024-07-20 0 True
## 4826 BBA 4 69.369369 5.5000000 2024-07-20 1 True
## 4827 ME 6 100.000000 1.0810811 2024-07-20 2 True
## 4828 CS 7 100.000000 0.4931507 2024-07-20 3 True
## 4829 IT 7 100.000000 0.9218750 2024-07-20 4 True
## 4830 IT 3 8.888889 0.7500000 2024-07-20 5 True
## 4831 CS 1 59.200000 1.0882353 2024-07-20 6 True
## 4832 CE 3 63.157895 2.1428571 2024-07-20 7 True
## 4833 CS 1 100.000000 0.3896104 2024-07-20 8 True
## 4834 ME 1 40.909091 0.5000000 2024-07-20 9 True
## 4835 BBA 4 83.478261 1.3521127 2024-07-20 10 True
## 4836 CS 2 36.585366 3.3333333 2024-07-20 11 True
## 4837 ME 6 56.060606 2.4666667 2024-07-20 12 True
## 4838 BBA 5 100.000000 5.4000000 2024-07-20 13 True
## 4839 ECE 5 100.000000 1.8780488 2024-07-20 14 True
## 4840 IT 7 47.619048 0.4687500 2024-07-20 15 True
## 4841 ECE 6 41.666667 0.8474576 2024-07-20 16 True
## 4842 CS 7 52.702703 1.6595745 2024-07-20 17 True
## 4843 ECE 1 95.804196 1.7792208 2024-07-20 18 True
## 4844 ME 5 62.500000 1.3432836 2024-07-20 19 True
## 4845 CE 4 100.000000 0.8620690 2024-07-20 20 True
## 4846 ECE 5 61.061947 2.6538462 2024-07-20 21 True
## 4847 ECE 3 100.000000 1.1600000 2024-07-20 22 True
## 4848 BBA 4 100.000000 3.1785714 2024-07-20 23 True
## 4849 CE 4 24.742268 0.3076923 2024-07-21 0 True
## 4850 IT 5 100.000000 2.3157895 2024-07-21 1 True
## 4851 CS 2 100.000000 2.0181818 2024-07-21 2 True
## 4852 ME 7 39.682540 0.3164557 2024-07-21 3 True
## 4853 ME 1 26.470588 0.5400000 2024-07-21 4 True
## 4854 IT 5 100.000000 1.2068966 2024-07-21 5 True
## 4855 ME 5 19.230769 0.3623188 2024-07-21 6 True
## 4856 ECE 7 100.000000 3.0930233 2024-07-21 7 True
## 4857 BBA 7 100.000000 11.0000000 2024-07-21 8 True
## 4858 BBA 6 100.000000 0.9333333 2024-07-21 9 True
## 4859 CS 1 85.496183 2.6046512 2024-07-21 10 True
## 4860 ECE 7 12.080537 0.4090909 2024-07-21 11 True
## 4861 CE 1 42.718447 2.2000000 2024-07-21 12 True
## 4862 ECE 1 100.000000 1.9428571 2024-07-21 13 True
## 4863 CS 5 100.000000 16.4000000 2024-07-21 14 True
## 4864 BBA 5 70.714286 3.4137931 2024-07-21 15 True
## 4865 ECE 5 82.075472 1.7058824 2024-07-21 16 True
## 4866 IT 2 72.727273 0.8888889 2024-07-21 17 True
## 4867 BBA 4 74.000000 1.4800000 2024-07-21 18 True
## 4868 CS 4 100.000000 3.1935484 2024-07-21 19 True
## 4869 BBA 1 100.000000 2.4000000 2024-07-21 20 True
## 4870 CE 7 36.428571 2.2173913 2024-07-21 21 True
## 4871 ECE 1 100.000000 2.0000000 2024-07-21 22 True
## 4872 ME 5 100.000000 6.4375000 2024-07-21 23 True
## 4873 CE 2 88.695652 1.4166667 2024-07-22 0 False
## 4874 IT 6 75.268817 2.1875000 2024-07-22 1 False
## 4875 CE 2 35.606061 1.8800000 2024-07-22 2 False
## 4876 IT 4 100.000000 2.4864865 2024-07-22 3 False
## 4877 BBA 6 38.333333 1.0222222 2024-07-22 4 False
## 4878 ME 5 98.275862 3.4545455 2024-07-22 5 False
## 4879 IT 4 100.000000 0.7460317 2024-07-22 6 False
## 4880 ECE 2 100.000000 3.1600000 2024-07-22 7 False
## 4881 CS 3 62.666667 3.3571429 2024-07-22 8 False
## 4882 BBA 5 100.000000 9.5000000 2024-07-22 9 False
## 4883 CS 3 34.426230 0.4117647 2024-07-22 10 False
## 4884 ECE 7 100.000000 3.3225806 2024-07-22 11 False
## 4885 CE 6 100.000000 0.9016393 2024-07-22 12 False
## 4886 IT 1 59.459459 2.8387097 2024-07-22 13 False
## 4887 IT 5 57.317073 9.4000000 2024-07-22 14 False
## 4888 ECE 7 78.400000 1.2894737 2024-07-22 15 False
## 4889 CS 3 100.000000 1.6103896 2024-07-22 16 False
## 4890 IT 3 100.000000 4.6818182 2024-07-22 17 False
## 4891 CE 5 33.566434 3.2000000 2024-07-22 18 False
## 4892 BBA 4 52.380952 0.8918919 2024-07-22 19 False
## 4893 IT 2 18.461538 0.3750000 2024-07-22 20 False
## 4894 BBA 1 53.146853 1.3818182 2024-07-22 21 False
## 4895 ECE 6 75.000000 3.0000000 2024-07-22 22 False
## 4896 ECE 2 64.285714 1.8000000 2024-07-22 23 False
## 4897 BBA 4 42.975207 2.2608696 2024-07-23 0 False
## 4898 BBA 5 58.139535 1.5625000 2024-07-23 1 False
## 4899 BBA 1 79.591837 0.6190476 2024-07-23 2 False
## 4900 CE 4 46.376812 0.9411765 2024-07-23 3 False
## 4901 IT 7 100.000000 0.6029412 2024-07-23 4 False
## 4902 IT 5 100.000000 1.2400000 2024-07-23 5 False
## 4903 CE 1 100.000000 0.5538462 2024-07-23 6 False
## 4904 ME 7 13.043478 0.3191489 2024-07-23 7 False
## 4905 CE 6 20.183486 1.5714286 2024-07-23 8 False
## 4906 CE 6 100.000000 0.7076923 2024-07-23 9 False
## 4907 CS 7 26.612903 0.4177215 2024-07-23 10 False
## 4908 IT 7 26.373626 1.5000000 2024-07-23 11 False
## 4909 ECE 2 88.541667 1.4406780 2024-07-23 12 False
## 4910 CS 7 100.000000 1.5087719 2024-07-23 13 False
## 4911 CS 7 96.551724 1.6716418 2024-07-23 14 False
## 4912 IT 1 73.958333 1.3148148 2024-07-23 15 False
## 4913 CS 5 55.056180 1.4000000 2024-07-23 16 False
## 4914 ME 1 100.000000 6.8421053 2024-07-23 17 False
## 4915 ME 3 100.000000 1.2361111 2024-07-23 18 False
## 4916 ME 4 100.000000 0.5277778 2024-07-23 19 False
## 4917 CS 1 100.000000 4.4705882 2024-07-23 20 False
## 4918 ME 4 100.000000 6.6111111 2024-07-23 21 False
## 4919 ME 1 50.847458 2.4000000 2024-07-23 22 False
## 4920 CE 6 100.000000 1.6551724 2024-07-23 23 False
## 4921 CE 5 100.000000 2.1290323 2024-07-24 0 False
## 4922 CS 4 84.732824 2.5227273 2024-07-24 1 False
## 4923 IT 6 100.000000 1.2187500 2024-07-24 2 False
## 4924 CS 7 100.000000 0.5217391 2024-07-24 3 False
## 4925 ME 5 100.000000 0.6338028 2024-07-24 4 False
## 4926 BBA 7 95.744681 2.4545455 2024-07-24 5 False
## 4927 IT 1 89.534884 2.0810811 2024-07-24 6 False
## 4928 ME 6 76.190476 3.2941176 2024-07-24 7 False
## 4929 ME 3 100.000000 3.4137931 2024-07-24 8 False
## 4930 ECE 6 100.000000 0.9718310 2024-07-24 9 False
## 4931 ME 7 100.000000 1.9583333 2024-07-24 10 False
## 4932 IT 6 28.571429 0.2962963 2024-07-24 11 False
## 4933 CS 1 100.000000 1.7500000 2024-07-24 12 False
## 4934 CE 2 23.076923 3.0000000 2024-07-24 13 False
## 4935 IT 3 27.737226 3.1666667 2024-07-24 14 False
## 4936 BBA 5 100.000000 0.7666667 2024-07-24 15 False
## 4937 IT 6 100.000000 0.6296296 2024-07-24 16 False
## 4938 CE 3 63.768116 0.8461538 2024-07-24 17 False
## 4939 IT 1 50.000000 0.9358974 2024-07-24 18 False
## 4940 ECE 7 100.000000 1.3103448 2024-07-24 19 False
## 4941 CE 1 31.818182 1.0769231 2024-07-24 20 False
## 4942 CS 7 20.408163 0.6382979 2024-07-24 21 False
## 4943 ECE 7 100.000000 0.7820513 2024-07-24 22 False
## 4944 CS 6 79.347826 1.5208333 2024-07-24 23 False
## 4945 IT 1 89.516129 1.6323529 2024-07-25 0 False
## 4946 ME 5 23.728814 0.3414634 2024-07-25 1 False
## 4947 IT 6 80.851064 0.6666667 2024-07-25 2 False
## 4948 CE 2 100.000000 6.8947368 2024-07-25 3 False
## 4949 CE 1 100.000000 1.8823529 2024-07-25 4 False
## 4950 BBA 3 100.000000 1.0833333 2024-07-25 5 False
## 4951 IT 5 88.811189 1.9242424 2024-07-25 6 False
## 4952 IT 7 100.000000 1.2784810 2024-07-25 7 False
## 4953 ME 1 100.000000 9.3333333 2024-07-25 8 False
## 4954 BBA 1 100.000000 2.9500000 2024-07-25 9 False
## 4955 ME 3 100.000000 1.0000000 2024-07-25 10 False
## 4956 CE 6 100.000000 2.2500000 2024-07-25 11 False
## 4957 BBA 1 42.281879 1.5000000 2024-07-25 12 False
## 4958 CS 6 100.000000 0.9423077 2024-07-25 13 False
## 4959 ME 4 100.000000 0.7391304 2024-07-25 14 False
## 4960 CS 5 47.572816 1.0000000 2024-07-25 15 False
## 4961 IT 2 100.000000 0.7611940 2024-07-25 16 False
## 4962 CS 1 100.000000 2.3103448 2024-07-25 17 False
## 4963 IT 6 53.030303 0.6603774 2024-07-25 18 False
## 4964 IT 4 45.614035 0.8253968 2024-07-25 19 False
## 4965 ME 4 33.663366 0.8500000 2024-07-25 20 False
## 4966 ME 4 100.000000 1.8823529 2024-07-25 21 False
## 4967 CE 2 9.917355 0.7500000 2024-07-25 22 False
## 4968 CS 2 38.888889 2.0000000 2024-07-25 23 False
## 4969 CS 5 100.000000 0.7638889 2024-07-26 0 False
## 4970 IT 4 100.000000 1.2631579 2024-07-26 1 False
## 4971 ME 2 57.954545 1.7000000 2024-07-26 2 False
## 4972 CE 4 55.102041 0.6923077 2024-07-26 3 False
## 4973 BBA 5 100.000000 4.2758621 2024-07-26 4 False
## 4974 CE 7 44.247788 3.5714286 2024-07-26 5 False
## 4975 BBA 2 43.971631 1.1698113 2024-07-26 6 False
## 4976 ECE 4 100.000000 0.8409091 2024-07-26 7 False
## 4977 IT 5 45.637584 6.8000000 2024-07-26 8 False
## 4978 CE 6 39.130435 0.6000000 2024-07-26 9 False
## 4979 CS 3 20.930233 0.4615385 2024-07-26 10 False
## 4980 CS 2 100.000000 2.3000000 2024-07-26 11 False
## 4981 ECE 1 32.727273 0.3272727 2024-07-26 12 False
## 4982 ME 6 95.061728 0.9871795 2024-07-26 13 False
## 4983 CE 7 100.000000 1.3896104 2024-07-26 14 False
## 4984 ME 4 15.972222 0.4259259 2024-07-26 15 False
## 4985 IT 4 100.000000 1.3125000 2024-07-26 16 False
## 4986 IT 3 100.000000 2.2127660 2024-07-26 17 False
## 4987 BBA 1 100.000000 3.2941176 2024-07-26 18 False
## 4988 BBA 1 100.000000 1.8928571 2024-07-26 19 False
## 4989 IT 7 31.250000 1.2500000 2024-07-26 20 False
## 4990 CS 4 19.565217 0.2465753 2024-07-26 21 False
## 4991 IT 7 100.000000 2.5294118 2024-07-26 22 False
## 4992 IT 4 91.588785 1.3424658 2024-07-26 23 False
## 4993 ECE 2 55.555556 0.4000000 2024-07-27 0 True
## 4994 CS 7 79.194631 1.7352941 2024-07-27 1 True
## 4995 IT 4 100.000000 7.5000000 2024-07-27 2 True
## 4996 CE 3 13.043478 0.1935484 2024-07-27 3 True
## 4997 BBA 4 58.333333 1.3125000 2024-07-27 4 True
## 4998 ME 7 100.000000 0.9672131 2024-07-27 5 True
## 4999 ECE 1 61.818182 1.8378378 2024-07-27 6 True
## 5000 IT 6 66.666667 1.9473684 2024-07-27 7 True
## 5001 CE 3 100.000000 1.2708333 2024-07-27 8 True
## 5002 ECE 5 45.833333 0.5365854 2024-07-27 9 True
## 5003 CS 7 100.000000 6.2142857 2024-07-27 10 True
## 5004 BBA 3 100.000000 3.3055556 2024-07-27 11 True
## 5005 ECE 2 100.000000 3.5483871 2024-07-27 12 True
## 5006 BBA 2 8.391608 0.1967213 2024-07-27 13 True
## 5007 ME 4 18.181818 3.1428571 2024-07-27 14 True
## 5008 BBA 2 58.955224 3.5909091 2024-07-27 15 True
## 5009 CE 5 94.736842 4.1538462 2024-07-27 16 True
## 5010 ME 1 100.000000 0.9166667 2024-07-27 17 True
## 5011 BBA 3 16.176471 0.2933333 2024-07-27 18 True
## 5012 IT 1 100.000000 0.8695652 2024-07-27 19 True
## 5013 CS 3 76.000000 0.9743590 2024-07-27 20 True
## 5014 ECE 4 100.000000 5.1818182 2024-07-27 21 True
## 5015 CE 4 47.142857 6.6000000 2024-07-27 22 True
## 5016 ECE 4 100.000000 1.1500000 2024-07-27 23 True
## 5017 IT 5 54.285714 1.2127660 2024-07-28 0 True
## 5018 IT 4 51.515152 1.1860465 2024-07-28 1 True
## 5019 ECE 3 81.914894 3.5000000 2024-07-28 2 True
## 5020 CE 3 100.000000 10.5714286 2024-07-28 3 True
## 5021 ECE 1 100.000000 1.0263158 2024-07-28 4 True
## 5022 ECE 7 100.000000 1.4383562 2024-07-28 5 True
## 5023 CS 4 23.214286 0.7222222 2024-07-28 6 True
## 5024 ECE 6 51.546392 0.8620690 2024-07-28 7 True
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## 5026 ECE 3 100.000000 0.7346939 2024-07-28 9 True
## 5027 IT 5 100.000000 0.4871795 2024-07-28 10 True
## 5028 CE 3 84.403670 1.5081967 2024-07-28 11 True
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## 5030 ME 1 64.634146 2.1200000 2024-07-28 13 True
## 5031 CS 5 75.539568 1.4000000 2024-07-28 14 True
## 5032 CE 1 100.000000 0.9491525 2024-07-28 15 True
## 5033 ECE 3 49.038462 0.6986301 2024-07-28 16 True
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## 5035 ECE 3 100.000000 3.5625000 2024-07-28 18 True
## 5036 BBA 6 18.699187 1.0454545 2024-07-28 19 True
## 5037 CE 3 6.896552 0.3846154 2024-07-28 20 True
## 5038 CE 2 59.829060 0.8860759 2024-07-28 21 True
## 5039 BBA 1 27.142857 2.7142857 2024-07-28 22 True
## 5040 CE 3 49.579832 1.0925926 2024-07-28 23 True
## 5041 ECE 3 83.333333 0.7407407 2024-07-29 0 False
## 5042 ME 2 41.176471 1.9310345 2024-07-29 1 False
## 5043 CE 7 42.962963 1.4871795 2024-07-29 2 False
## 5044 IT 3 61.594203 1.0759494 2024-07-29 3 False
## 5045 ME 3 72.727273 0.7272727 2024-07-29 4 False
## 5046 ME 3 100.000000 0.8039216 2024-07-29 5 False
## 5047 CS 6 37.500000 3.0000000 2024-07-29 6 False
## 5048 ME 2 64.748201 4.7368421 2024-07-29 7 False
## 5049 CE 5 37.288136 1.6923077 2024-07-29 8 False
## 5050 ME 2 100.000000 0.5205479 2024-07-29 9 False
## 5051 ECE 4 58.461538 1.1176471 2024-07-29 10 False
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## 5053 BBA 6 96.296296 2.2033898 2024-07-29 12 False
## 5054 ME 6 100.000000 1.2926829 2024-07-29 13 False
## 5055 ECE 3 14.782609 0.3541667 2024-07-29 14 False
## 5056 CE 4 78.231293 10.4545455 2024-07-29 15 False
## 5057 IT 2 10.989011 0.4545455 2024-07-29 16 False
## 5058 BBA 6 21.818182 0.3076923 2024-07-29 17 False
## 5059 BBA 3 50.000000 0.9342105 2024-07-29 18 False
## 5060 CS 5 100.000000 0.5409836 2024-07-29 19 False
## 5061 ECE 5 27.343750 1.0606061 2024-07-29 20 False
## 5062 ECE 6 83.333333 2.2727273 2024-07-29 21 False
## 5063 CE 4 100.000000 1.6363636 2024-07-29 22 False
## 5064 BBA 5 93.700787 1.8593750 2024-07-29 23 False
## 5065 CE 6 100.000000 1.1803279 2024-07-30 0 False
## 5066 BBA 6 68.376068 4.0000000 2024-07-30 1 False
## 5067 ECE 6 72.592593 2.5789474 2024-07-30 2 False
## 5068 CS 7 69.014085 0.8305085 2024-07-30 3 False
## 5069 ME 7 56.818182 1.3157895 2024-07-30 4 False
## 5070 BBA 6 38.983051 0.3650794 2024-07-30 5 False
## 5071 CS 4 100.000000 1.4054054 2024-07-30 6 False
## 5072 CS 1 100.000000 1.0263158 2024-07-30 7 False
## 5073 BBA 6 72.972973 2.1600000 2024-07-30 8 False
## 5074 ME 2 16.470588 0.1842105 2024-07-30 9 False
## 5075 ECE 2 70.247934 1.8085106 2024-07-30 10 False
## 5076 ECE 6 93.000000 2.1627907 2024-07-30 11 False
## 5077 BBA 6 100.000000 0.7272727 2024-07-30 12 False
## 5078 ME 3 100.000000 2.8717949 2024-07-30 13 False
## 5079 CE 2 42.857143 0.7692308 2024-07-30 14 False
## 5080 BBA 2 100.000000 2.2500000 2024-07-30 15 False
## 5081 ME 5 23.584906 0.3333333 2024-07-30 16 False
## 5082 CE 5 100.000000 13.8888889 2024-07-30 17 False
## 5083 ECE 1 100.000000 2.5806452 2024-07-30 18 False
## 5084 ECE 2 100.000000 1.4000000 2024-07-30 19 False
## 5085 ME 6 100.000000 1.8750000 2024-07-30 20 False
## 5086 CE 7 37.837838 2.8000000 2024-07-30 21 False
## 5087 CE 1 100.000000 0.7826087 2024-07-30 22 False
## 5088 BBA 6 81.060606 10.7000000 2024-07-30 23 False
## 5089 CE 7 100.000000 0.5522388 2024-07-31 0 False
## 5090 IT 7 61.333333 0.6133333 2024-07-31 1 False
## 5091 ECE 6 100.000000 0.6122449 2024-07-31 2 False
## 5092 CS 4 51.578947 2.2272727 2024-07-31 3 False
## 5093 BBA 1 20.325203 0.4716981 2024-07-31 4 False
## 5094 IT 7 52.083333 0.9259259 2024-07-31 5 False
## 5095 CS 2 68.181818 2.6086957 2024-07-31 6 False
## 5096 CE 1 100.000000 1.7083333 2024-07-31 7 False
## 5097 CE 2 60.000000 1.3333333 2024-07-31 8 False
## 5098 IT 2 45.736434 0.8676471 2024-07-31 9 False
## 5099 ECE 5 100.000000 1.1940299 2024-07-31 10 False
## 5100 ME 1 65.306122 1.2307692 2024-07-31 11 False
## 5101 CE 7 100.000000 3.9166667 2024-07-31 12 False
## 5102 IT 5 64.655172 12.5000000 2024-07-31 13 False
## 5103 ECE 2 100.000000 0.7500000 2024-07-31 14 False
## 5104 IT 5 100.000000 12.5000000 2024-07-31 15 False
## 5105 ECE 1 100.000000 2.9333333 2024-07-31 16 False
## 5106 CE 6 100.000000 1.4871795 2024-07-31 17 False
## 5107 ME 4 100.000000 4.0769231 2024-07-31 18 False
## 5108 BBA 7 100.000000 2.6956522 2024-07-31 19 False
## 5109 CE 3 59.740260 0.6764706 2024-07-31 20 False
## 5110 CE 6 85.365854 2.6250000 2024-07-31 21 False
## 5111 ECE 2 84.671533 14.5000000 2024-07-31 22 False
## 5112 ECE 3 41.891892 1.0163934 2024-07-31 23 False
## 5113 BBA 3 28.346457 3.6000000 2024-08-01 0 False
## 5114 CE 1 100.000000 0.9047619 2024-08-01 1 False
## 5115 IT 2 100.000000 2.5357143 2024-08-01 2 False
## 5116 ME 2 55.000000 6.6000000 2024-08-01 3 False
## 5117 CS 4 16.129032 0.2083333 2024-08-01 4 False
## 5118 ME 2 100.000000 1.1645570 2024-08-01 5 False
## 5119 IT 3 8.053691 0.5714286 2024-08-01 6 False
## 5120 IT 5 22.727273 0.4225352 2024-08-01 7 False
## 5121 ME 7 100.000000 0.6250000 2024-08-01 8 False
## 5122 CE 1 24.603175 5.1666667 2024-08-01 9 False
## 5123 IT 1 100.000000 0.8985507 2024-08-01 10 False
## 5124 IT 4 100.000000 9.1428571 2024-08-01 11 False
## 5125 IT 4 64.393939 1.2878788 2024-08-01 12 False
## 5126 CE 7 33.333333 1.9047619 2024-08-01 13 False
## 5127 ECE 3 100.000000 0.5352113 2024-08-01 14 False
## 5128 BBA 5 100.000000 3.4000000 2024-08-01 15 False
## 5129 BBA 6 90.344828 1.8714286 2024-08-01 16 False
## 5130 ECE 6 100.000000 1.2968750 2024-08-01 17 False
## 5131 CE 1 57.462687 1.3508772 2024-08-01 18 False
## 5132 ECE 5 95.270270 2.4736842 2024-08-01 19 False
## 5133 BBA 6 100.000000 0.6779661 2024-08-01 20 False
## 5134 CS 2 100.000000 1.2794118 2024-08-01 21 False
## 5135 IT 2 73.333333 2.0000000 2024-08-01 22 False
## 5136 BBA 4 64.028777 3.0689655 2024-08-01 23 False
## 5137 ECE 2 37.500000 0.4153846 2024-08-02 0 False
## 5138 ECE 2 100.000000 2.0666667 2024-08-02 1 False
## 5139 ME 7 100.000000 1.3809524 2024-08-02 2 False
## 5140 IT 5 100.000000 0.6666667 2024-08-02 3 False
## 5141 ME 2 87.058824 1.5102041 2024-08-02 4 False
## 5142 IT 1 81.707317 11.1666667 2024-08-02 5 False
## 5143 IT 5 37.815126 1.4516129 2024-08-02 6 False
## 5144 CE 6 90.425532 1.1038961 2024-08-02 7 False
## 5145 IT 6 82.550336 4.5555556 2024-08-02 8 False
## 5146 CE 4 100.000000 0.6111111 2024-08-02 9 False
## 5147 CS 3 100.000000 0.5409836 2024-08-02 10 False
## 5148 CE 7 17.142857 0.2950820 2024-08-02 11 False
## 5149 IT 5 97.391304 1.7777778 2024-08-02 12 False
## 5150 CE 5 58.974359 2.6538462 2024-08-02 13 False
## 5151 CS 5 100.000000 3.4444444 2024-08-02 14 False
## 5152 ECE 6 21.818182 0.5106383 2024-08-02 15 False
## 5153 CS 1 50.000000 0.4482759 2024-08-02 16 False
## 5154 CS 7 20.833333 1.5625000 2024-08-02 17 False
## 5155 ECE 5 40.163934 0.6621622 2024-08-02 18 False
## 5156 BBA 5 97.222222 2.1428571 2024-08-02 19 False
## 5157 ME 7 38.805970 0.7647059 2024-08-02 20 False
## 5158 CE 4 49.122807 0.9491525 2024-08-02 21 False
## 5159 ECE 6 56.578947 1.1944444 2024-08-02 22 False
## 5160 IT 3 72.527473 1.5348837 2024-08-02 23 False
## 5161 ME 1 98.901099 1.2162162 2024-08-03 0 True
## 5162 CS 7 41.605839 0.7808219 2024-08-03 1 True
## 5163 IT 4 16.101695 0.3015873 2024-08-03 2 True
## 5164 IT 3 100.000000 2.0370370 2024-08-03 3 True
## 5165 ME 4 68.888889 1.2739726 2024-08-03 4 True
## 5166 CE 2 100.000000 0.6176471 2024-08-03 5 True
## 5167 ME 1 27.941176 0.7307692 2024-08-03 6 True
## 5168 BBA 7 56.435644 1.4615385 2024-08-03 7 True
## 5169 ECE 7 21.582734 0.4477612 2024-08-03 8 True
## 5170 ME 1 100.000000 0.9078947 2024-08-03 9 True
## 5171 BBA 4 29.166667 0.7000000 2024-08-03 10 True
## 5172 ECE 5 32.812500 0.4285714 2024-08-03 11 True
## 5173 CE 5 28.472222 0.6721311 2024-08-03 12 True
## 5174 ME 4 22.500000 0.3698630 2024-08-03 13 True
## 5175 ECE 3 100.000000 3.2352941 2024-08-03 14 True
## 5176 ECE 7 84.172662 1.7727273 2024-08-03 15 True
## 5177 ME 5 100.000000 1.0526316 2024-08-03 16 True
## 5178 IT 5 100.000000 2.0625000 2024-08-03 17 True
## 5179 IT 6 100.000000 2.0277778 2024-08-03 18 True
## 5180 ECE 3 70.689655 1.1714286 2024-08-03 19 True
## 5181 CE 3 100.000000 0.9459459 2024-08-03 20 True
## 5182 ECE 7 48.888889 3.3846154 2024-08-03 21 True
## 5183 ECE 7 63.095238 4.4166667 2024-08-03 22 True
## 5184 ME 3 100.000000 0.6739130 2024-08-03 23 True
## 5185 IT 7 43.956044 2.2222222 2024-08-04 0 True
## 5186 ECE 4 100.000000 1.8571429 2024-08-04 1 True
## 5187 ECE 6 69.629630 2.4102564 2024-08-04 2 True
## 5188 BBA 7 100.000000 2.6410256 2024-08-04 3 True
## 5189 IT 3 72.340426 0.8831169 2024-08-04 4 True
## 5190 CE 6 19.298246 0.2340426 2024-08-04 5 True
## 5191 BBA 2 33.333333 0.7454545 2024-08-04 6 True
## 5192 ME 2 64.935065 0.8474576 2024-08-04 7 True
## 5193 BBA 6 100.000000 1.5000000 2024-08-04 8 True
## 5194 CS 7 100.000000 1.0000000 2024-08-04 9 True
## 5195 CS 1 83.750000 5.1538462 2024-08-04 10 True
## 5196 ME 2 74.074074 1.1267606 2024-08-04 11 True
## 5197 BBA 1 32.967033 3.0000000 2024-08-04 12 True
## 5198 ME 1 100.000000 3.5333333 2024-08-04 13 True
## 5199 IT 4 100.000000 1.3488372 2024-08-04 14 True
## 5200 BBA 4 96.124031 3.5428571 2024-08-04 15 True
## 5201 IT 1 60.629921 1.0000000 2024-08-04 16 True
## 5202 ME 6 14.432990 0.8750000 2024-08-04 17 True
## 5203 ME 2 58.677686 1.4489796 2024-08-04 18 True
## 5204 CE 1 54.237288 1.0322581 2024-08-04 19 True
## 5205 CS 1 100.000000 2.3265306 2024-08-04 20 True
## 5206 BBA 5 100.000000 1.8181818 2024-08-04 21 True
## 5207 IT 6 100.000000 17.8000000 2024-08-04 22 True
## 5208 CE 4 65.822785 2.2608696 2024-08-04 23 True
## 5209 ME 4 80.882353 1.6666667 2024-08-05 0 False
## 5210 ECE 4 25.000000 3.3333333 2024-08-05 1 False
## 5211 CE 6 47.580645 1.9666667 2024-08-05 2 False
## 5212 BBA 4 100.000000 0.6923077 2024-08-05 3 False
## 5213 ECE 3 20.491803 1.5625000 2024-08-05 4 False
## 5214 IT 2 52.800000 1.0312500 2024-08-05 5 False
## 5215 CS 7 100.000000 7.1666667 2024-08-05 6 False
## 5216 ME 1 100.000000 6.1428571 2024-08-05 7 False
## 5217 ME 6 100.000000 1.5070423 2024-08-05 8 False
## 5218 CS 7 100.000000 1.6956522 2024-08-05 9 False
## 5219 CE 6 93.333333 7.0000000 2024-08-05 10 False
## 5220 ECE 6 17.293233 0.3709677 2024-08-05 11 False
## 5221 ECE 4 50.515464 0.8166667 2024-08-05 12 False
## 5222 IT 7 100.000000 3.8888889 2024-08-05 13 False
## 5223 CS 3 100.000000 2.8076923 2024-08-05 14 False
## 5224 ECE 4 100.000000 1.4074074 2024-08-05 15 False
## 5225 ME 2 72.972973 1.4210526 2024-08-05 16 False
## 5226 BBA 2 24.691358 0.2777778 2024-08-05 17 False
## 5227 CS 1 100.000000 1.9375000 2024-08-05 18 False
## 5228 ECE 4 100.000000 4.0294118 2024-08-05 19 False
## 5229 CS 7 100.000000 2.3500000 2024-08-05 20 False
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## 5233 CE 3 100.000000 1.0506329 2024-08-06 0 False
## 5234 CS 3 74.657534 1.4931507 2024-08-06 1 False
## 5235 CE 1 100.000000 5.0000000 2024-08-06 2 False
## 5236 ME 2 100.000000 0.8163265 2024-08-06 3 False
## 5237 ME 5 49.382716 0.7272727 2024-08-06 4 False
## 5238 CS 6 81.944444 1.1132075 2024-08-06 5 False
## 5239 BBA 7 79.591837 2.4375000 2024-08-06 6 False
## 5240 CE 4 100.000000 1.8823529 2024-08-06 7 False
## 5241 BBA 5 58.904110 1.3230769 2024-08-06 8 False
## 5242 ME 7 31.746032 0.6666667 2024-08-06 9 False
## 5243 ECE 2 100.000000 2.7058824 2024-08-06 10 False
## 5244 IT 4 67.816092 5.9000000 2024-08-06 11 False
## 5245 CE 2 52.238806 1.7500000 2024-08-06 12 False
## 5246 ECE 2 100.000000 1.0465116 2024-08-06 13 False
## 5247 CS 5 76.562500 2.5789474 2024-08-06 14 False
## 5248 ME 1 55.319149 2.3636364 2024-08-06 15 False
## 5249 IT 3 17.441860 0.2054795 2024-08-06 16 False
## 5250 ECE 1 83.168317 5.2500000 2024-08-06 17 False
## 5251 ECE 7 96.774194 1.2328767 2024-08-06 18 False
## 5252 ECE 5 100.000000 8.0000000 2024-08-06 19 False
## 5253 IT 3 11.678832 2.0000000 2024-08-06 20 False
## 5254 CS 5 71.014493 1.6896552 2024-08-06 21 False
## 5255 IT 5 37.142857 1.0833333 2024-08-06 22 False
## 5256 ME 5 52.747253 1.0666667 2024-08-06 23 False
## 5257 CS 5 100.000000 0.5769231 2024-08-07 0 False
## 5258 ECE 6 92.045455 11.5714286 2024-08-07 1 False
## 5259 ME 5 100.000000 1.0338983 2024-08-07 2 False
## 5260 IT 6 100.000000 1.3076923 2024-08-07 3 False
## 5261 IT 1 100.000000 6.2142857 2024-08-07 4 False
## 5262 ECE 3 100.000000 1.2692308 2024-08-07 5 False
## 5263 CE 3 100.000000 1.5483871 2024-08-07 6 False
## 5264 CS 3 100.000000 1.5967742 2024-08-07 7 False
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## 5267 ME 4 88.235294 0.6666667 2024-08-07 10 False
## 5268 CE 7 35.772358 0.6027397 2024-08-07 11 False
## 5269 CE 3 100.000000 0.4400000 2024-08-07 12 False
## 5270 ME 3 14.285714 0.1351351 2024-08-07 13 False
## 5271 CS 3 100.000000 3.1891892 2024-08-07 14 False
## 5272 BBA 5 6.993007 0.2000000 2024-08-07 15 False
## 5273 CS 3 100.000000 2.4102564 2024-08-07 16 False
## 5274 ME 3 39.534884 0.2931034 2024-08-07 17 False
## 5275 ME 4 100.000000 5.1428571 2024-08-07 18 False
## 5276 IT 1 64.705882 2.0000000 2024-08-07 19 False
## 5277 CE 7 91.860465 1.3389831 2024-08-07 20 False
## 5278 CS 3 95.454545 1.9090909 2024-08-07 21 False
## 5279 CE 6 39.097744 1.4054054 2024-08-07 22 False
## 5280 ECE 6 87.412587 5.6818182 2024-08-07 23 False
## 5281 IT 5 100.000000 1.6486486 2024-08-08 0 False
## 5282 ME 3 15.596330 3.4000000 2024-08-08 1 False
## 5283 IT 6 46.428571 1.2682927 2024-08-08 2 False
## 5284 ME 6 43.859649 1.0638298 2024-08-08 3 False
## 5285 BBA 6 100.000000 1.0357143 2024-08-08 4 False
## 5286 ECE 2 100.000000 1.0588235 2024-08-08 5 False
## 5287 IT 4 18.620690 2.0769231 2024-08-08 6 False
## 5288 ECE 1 100.000000 0.4761905 2024-08-08 7 False
## 5289 BBA 6 73.793103 2.4318182 2024-08-08 8 False
## 5290 CS 2 75.423729 2.6969697 2024-08-08 9 False
## 5291 BBA 4 20.689655 0.7272727 2024-08-08 10 False
## 5292 BBA 3 61.157025 1.2758621 2024-08-08 11 False
## 5293 IT 6 9.615385 0.3571429 2024-08-08 12 False
## 5294 CE 4 100.000000 1.4629630 2024-08-08 13 False
## 5295 ECE 6 100.000000 0.8593750 2024-08-08 14 False
## 5296 CE 7 31.132075 2.5384615 2024-08-08 15 False
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## 5299 CS 7 27.450980 0.4000000 2024-08-08 18 False
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## 5302 CE 2 62.962963 7.2857143 2024-08-08 21 False
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## 5304 ECE 5 62.711864 2.4666667 2024-08-08 23 False
## 5305 IT 6 36.734694 0.4615385 2024-08-09 0 False
## 5306 ECE 7 100.000000 0.5000000 2024-08-09 1 False
## 5307 IT 7 25.000000 0.6888889 2024-08-09 2 False
## 5308 CS 1 100.000000 1.4047619 2024-08-09 3 False
## 5309 CE 6 100.000000 2.6521739 2024-08-09 4 False
## 5310 ME 3 29.545455 0.3421053 2024-08-09 5 False
## 5311 CS 1 18.181818 0.1690141 2024-08-09 6 False
## 5312 ME 3 47.252747 1.0000000 2024-08-09 7 False
## 5313 ME 3 100.000000 2.8500000 2024-08-09 8 False
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## 5315 CE 1 14.444444 0.2363636 2024-08-09 10 False
## 5316 ME 6 89.795918 0.6769231 2024-08-09 11 False
## 5317 IT 5 41.818182 0.5897436 2024-08-09 12 False
## 5318 CS 3 100.000000 1.3695652 2024-08-09 13 False
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## 5320 ME 3 20.338983 2.0000000 2024-08-09 15 False
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## 5325 ECE 6 100.000000 1.0000000 2024-08-09 20 False
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## 5328 IT 7 26.373626 1.7142857 2024-08-09 23 False
## 5329 ECE 7 80.165289 1.6440678 2024-08-10 0 True
## 5330 CS 2 31.707317 0.4406780 2024-08-10 1 True
## 5331 ME 6 40.178571 1.1842105 2024-08-10 2 True
## 5332 CE 2 100.000000 2.2881356 2024-08-10 3 True
## 5333 ME 3 42.857143 0.1898734 2024-08-10 4 True
## 5334 CE 3 34.375000 0.5076923 2024-08-10 5 True
## 5335 ECE 1 100.000000 4.2068966 2024-08-10 6 True
## 5336 IT 5 46.268657 0.9253731 2024-08-10 7 True
## 5337 IT 1 76.530612 1.1718750 2024-08-10 8 True
## 5338 CE 2 32.075472 0.4927536 2024-08-10 9 True
## 5339 ME 2 100.000000 1.0428571 2024-08-10 10 True
## 5340 CE 5 54.838710 6.3750000 2024-08-10 11 True
## 5341 BBA 1 100.000000 13.1250000 2024-08-10 12 True
## 5342 CE 2 65.185185 1.8333333 2024-08-10 13 True
## 5343 ME 3 100.000000 1.6875000 2024-08-10 14 True
## 5344 CE 7 100.000000 1.8000000 2024-08-10 15 True
## 5345 IT 2 31.914894 0.7500000 2024-08-10 16 True
## 5346 CS 4 100.000000 3.0714286 2024-08-10 17 True
## 5347 ME 7 10.084034 1.3333333 2024-08-10 18 True
## 5348 ECE 5 71.328671 2.0000000 2024-08-10 19 True
## 5349 BBA 1 100.000000 6.7222222 2024-08-10 20 True
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## 5351 CS 2 100.000000 3.2272727 2024-08-10 22 True
## 5352 CE 1 100.000000 0.4936709 2024-08-10 23 True
## 5353 CE 1 77.697842 1.7142857 2024-08-11 0 True
## 5354 IT 4 85.950413 1.5072464 2024-08-11 1 True
## 5355 CS 7 100.000000 3.0000000 2024-08-11 2 True
## 5356 ECE 1 100.000000 1.6190476 2024-08-11 3 True
## 5357 IT 1 100.000000 2.5384615 2024-08-11 4 True
## 5358 CS 1 13.461538 0.4000000 2024-08-11 5 True
## 5359 IT 4 78.523490 1.6478873 2024-08-11 6 True
## 5360 ECE 7 88.000000 0.6666667 2024-08-11 7 True
## 5361 IT 5 43.362832 1.2894737 2024-08-11 8 True
## 5362 ECE 7 100.000000 1.9200000 2024-08-11 9 True
## 5363 BBA 4 74.015748 3.2413793 2024-08-11 10 True
## 5364 IT 1 95.121951 2.5434783 2024-08-11 11 True
## 5365 BBA 2 19.200000 0.3200000 2024-08-11 12 True
## 5366 CE 7 18.487395 0.6111111 2024-08-11 13 True
## 5367 ME 7 100.000000 0.8039216 2024-08-11 14 True
## 5368 CE 4 100.000000 0.9347826 2024-08-11 15 True
## 5369 ME 7 70.714286 1.8333333 2024-08-11 16 True
## 5370 BBA 3 65.789474 1.3157895 2024-08-11 17 True
## 5371 BBA 2 100.000000 11.2857143 2024-08-11 18 True
## 5372 ECE 1 15.447154 0.7307692 2024-08-11 19 True
## 5373 IT 7 81.756757 6.0500000 2024-08-11 20 True
## 5374 BBA 4 17.272727 0.3333333 2024-08-11 21 True
## 5375 ME 5 29.197080 0.9523810 2024-08-11 22 True
## 5376 ECE 6 80.575540 16.0000000 2024-08-11 23 True
## 5377 ECE 3 40.517241 1.2368421 2024-08-12 0 False
## 5378 CS 6 98.684211 1.0000000 2024-08-12 1 False
## 5379 BBA 6 100.000000 1.0930233 2024-08-12 2 False
## 5380 ME 1 100.000000 4.8571429 2024-08-12 3 False
## 5381 ME 1 100.000000 1.9523810 2024-08-12 4 False
## 5382 CS 2 100.000000 0.9538462 2024-08-12 5 False
## 5383 ME 7 72.649573 1.2318841 2024-08-12 6 False
## 5384 IT 1 19.847328 0.4062500 2024-08-12 7 False
## 5385 BBA 1 100.000000 1.1458333 2024-08-12 8 False
## 5386 ECE 4 19.277108 0.2500000 2024-08-12 9 False
## 5387 CE 3 52.941176 2.5714286 2024-08-12 10 False
## 5388 ECE 6 100.000000 0.6666667 2024-08-12 11 False
## 5389 ME 3 33.628319 0.5937500 2024-08-12 12 False
## 5390 ECE 6 11.627907 0.5357143 2024-08-12 13 False
## 5391 CE 6 25.000000 0.8139535 2024-08-12 14 False
## 5392 BBA 3 100.000000 1.1408451 2024-08-12 15 False
## 5393 ECE 4 84.782609 2.7857143 2024-08-12 16 False
## 5394 ME 1 47.945205 0.8536585 2024-08-12 17 False
## 5395 CE 1 48.780488 12.0000000 2024-08-12 18 False
## 5396 BBA 1 98.113208 1.3164557 2024-08-12 19 False
## 5397 ME 4 61.538462 0.7887324 2024-08-12 20 False
## 5398 ME 1 70.370370 1.0961538 2024-08-12 21 False
## 5399 BBA 6 83.928571 2.0434783 2024-08-12 22 False
## 5400 IT 7 100.000000 5.4210526 2024-08-12 23 False
## 5401 BBA 7 55.434783 1.5937500 2024-08-13 0 False
## 5402 BBA 3 58.503401 1.3230769 2024-08-13 1 False
## 5403 CE 3 23.239437 0.4177215 2024-08-13 2 False
## 5404 IT 7 100.000000 13.8000000 2024-08-13 3 False
## 5405 ECE 1 93.258427 2.0243902 2024-08-13 4 False
## 5406 ME 1 100.000000 0.6388889 2024-08-13 5 False
## 5407 CE 1 22.556391 0.4761905 2024-08-13 6 False
## 5408 CE 3 21.582734 0.5084746 2024-08-13 7 False
## 5409 BBA 5 13.513514 0.3508772 2024-08-13 8 False
## 5410 ME 4 68.518519 1.1212121 2024-08-13 9 False
## 5411 CE 1 15.384615 0.3750000 2024-08-13 10 False
## 5412 ME 7 100.000000 3.7272727 2024-08-13 11 False
## 5413 ECE 1 54.545455 0.5625000 2024-08-13 12 False
## 5414 CE 3 100.000000 0.4411765 2024-08-13 13 False
## 5415 BBA 5 100.000000 1.5675676 2024-08-13 14 False
## 5416 BBA 3 100.000000 1.7540984 2024-08-13 15 False
## 5417 ECE 3 67.346939 2.9117647 2024-08-13 16 False
## 5418 ME 2 19.444444 0.2692308 2024-08-13 17 False
## 5419 BBA 7 36.170213 0.8644068 2024-08-13 18 False
## 5420 BBA 3 42.253521 0.4000000 2024-08-13 19 False
## 5421 BBA 1 59.090909 1.0612245 2024-08-13 20 False
## 5422 CS 5 100.000000 1.0933333 2024-08-13 21 False
## 5423 CE 4 100.000000 0.9636364 2024-08-13 22 False
## 5424 ME 3 79.807692 1.2028986 2024-08-13 23 False
## 5425 CS 4 100.000000 2.4210526 2024-08-14 0 False
## 5426 CE 7 100.000000 0.9076923 2024-08-14 1 False
## 5427 BBA 7 40.909091 7.5000000 2024-08-14 2 False
## 5428 ME 2 92.957746 2.2758621 2024-08-14 3 False
## 5429 CS 1 100.000000 0.6379310 2024-08-14 4 False
## 5430 ECE 4 68.571429 1.7777778 2024-08-14 5 False
## 5431 ECE 3 100.000000 1.2222222 2024-08-14 6 False
## 5432 CE 5 100.000000 12.6666667 2024-08-14 7 False
## 5433 ECE 6 94.791667 1.3582090 2024-08-14 8 False
## 5434 ECE 4 100.000000 1.6585366 2024-08-14 9 False
## 5435 CE 7 77.397260 1.9482759 2024-08-14 10 False
## 5436 CS 4 100.000000 0.9555556 2024-08-14 11 False
## 5437 CE 7 50.000000 1.7837838 2024-08-14 12 False
## 5438 CE 3 22.627737 0.4428571 2024-08-14 13 False
## 5439 CE 2 100.000000 0.5535714 2024-08-14 14 False
## 5440 IT 6 100.000000 13.2000000 2024-08-14 15 False
## 5441 ME 7 90.163934 0.8208955 2024-08-14 16 False
## 5442 ME 2 95.200000 2.1636364 2024-08-14 17 False
## 5443 BBA 3 100.000000 6.2000000 2024-08-14 18 False
## 5444 BBA 1 100.000000 2.2553191 2024-08-14 19 False
## 5445 IT 2 56.462585 3.1923077 2024-08-14 20 False
## 5446 BBA 7 100.000000 3.2068966 2024-08-14 21 False
## 5447 ECE 7 100.000000 1.3636364 2024-08-14 22 False
## 5448 CS 6 69.000000 0.9200000 2024-08-14 23 False
## 5449 IT 7 100.000000 0.6400000 2024-08-15 0 False
## 5450 CE 2 100.000000 2.7560976 2024-08-15 1 False
## 5451 IT 5 100.000000 3.7083333 2024-08-15 2 False
## 5452 CS 3 100.000000 1.2600000 2024-08-15 3 False
## 5453 BBA 7 67.391304 2.6956522 2024-08-15 4 False
## 5454 ME 5 88.721805 2.1851852 2024-08-15 5 False
## 5455 ECE 1 22.666667 0.2881356 2024-08-15 6 False
## 5456 ME 3 73.437500 2.6111111 2024-08-15 7 False
## 5457 BBA 7 100.000000 1.8837209 2024-08-15 8 False
## 5458 CE 7 100.000000 2.0178571 2024-08-15 9 False
## 5459 ECE 1 100.000000 2.0212766 2024-08-15 10 False
## 5460 ECE 4 65.734266 1.8800000 2024-08-15 11 False
## 5461 ECE 7 100.000000 1.0638298 2024-08-15 12 False
## 5462 ECE 4 78.512397 1.3768116 2024-08-15 13 False
## 5463 ECE 6 71.590909 1.1250000 2024-08-15 14 False
## 5464 CE 2 19.298246 0.2972973 2024-08-15 15 False
## 5465 CE 4 67.796610 10.0000000 2024-08-15 16 False
## 5466 CS 4 86.486486 0.8767123 2024-08-15 17 False
## 5467 ECE 6 38.167939 1.1904762 2024-08-15 18 False
## 5468 BBA 4 100.000000 2.6176471 2024-08-15 19 False
## 5469 CS 4 88.111888 25.2000000 2024-08-15 20 False
## 5470 ECE 4 56.617647 7.0000000 2024-08-15 21 False
## 5471 IT 4 29.787234 1.0769231 2024-08-15 22 False
## 5472 IT 5 20.792079 0.2837838 2024-08-15 23 False
## 5473 ECE 4 100.000000 0.6393443 2024-08-16 0 False
## 5474 CE 3 100.000000 9.0769231 2024-08-16 1 False
## 5475 IT 4 60.869565 1.4000000 2024-08-16 2 False
## 5476 CE 6 88.135593 2.3111111 2024-08-16 3 False
## 5477 IT 4 89.705882 1.6712329 2024-08-16 4 False
## 5478 CS 3 58.241758 0.7910448 2024-08-16 5 False
## 5479 ME 6 20.547945 0.3191489 2024-08-16 6 False
## 5480 CE 1 40.816327 1.0000000 2024-08-16 7 False
## 5481 IT 7 50.442478 1.0363636 2024-08-16 8 False
## 5482 CE 4 66.666667 0.6315789 2024-08-16 9 False
## 5483 CE 1 92.452830 1.5806452 2024-08-16 10 False
## 5484 CS 6 31.578947 0.7142857 2024-08-16 11 False
## 5485 CS 7 82.795699 1.0000000 2024-08-16 12 False
## 5486 BBA 6 100.000000 1.7638889 2024-08-16 13 False
## 5487 IT 3 100.000000 1.3600000 2024-08-16 14 False
## 5488 ME 2 100.000000 9.3333333 2024-08-16 15 False
## 5489 IT 1 48.387097 0.2542373 2024-08-16 16 False
## 5490 IT 6 100.000000 2.0434783 2024-08-16 17 False
## 5491 ECE 1 82.926829 11.3333333 2024-08-16 18 False
## 5492 BBA 4 62.037037 1.7631579 2024-08-16 19 False
## 5493 IT 1 100.000000 1.1666667 2024-08-16 20 False
## 5494 CE 1 46.153846 1.4117647 2024-08-16 21 False
## 5495 CE 4 100.000000 6.5000000 2024-08-16 22 False
## 5496 CE 2 85.714286 2.1000000 2024-08-16 23 False
## 5497 CS 1 100.000000 1.0923077 2024-08-17 0 True
## 5498 ECE 1 94.845361 1.8775510 2024-08-17 1 True
## 5499 BBA 7 62.650602 2.3636364 2024-08-17 2 True
## 5500 CE 1 100.000000 0.5423729 2024-08-17 3 True
## 5501 CS 7 100.000000 0.6600000 2024-08-17 4 True
## 5502 CS 7 42.016807 1.5151515 2024-08-17 5 True
## 5503 BBA 7 100.000000 1.8846154 2024-08-17 6 True
## 5504 BBA 7 100.000000 3.7000000 2024-08-17 7 True
## 5505 ME 2 100.000000 3.1500000 2024-08-17 8 True
## 5506 ECE 5 82.352941 1.7872340 2024-08-17 9 True
## 5507 CE 5 100.000000 0.6938776 2024-08-17 10 True
## 5508 CS 4 100.000000 1.8181818 2024-08-17 11 True
## 5509 ME 6 100.000000 2.1111111 2024-08-17 12 True
## 5510 ECE 1 32.031250 2.1578947 2024-08-17 13 True
## 5511 ECE 3 12.403101 0.5333333 2024-08-17 14 True
## 5512 ME 7 84.563758 2.3333333 2024-08-17 15 True
## 5513 BBA 4 73.469388 2.0769231 2024-08-17 16 True
## 5514 IT 6 95.890411 3.1818182 2024-08-17 17 True
## 5515 CS 4 100.000000 1.6250000 2024-08-17 18 True
## 5516 ME 6 100.000000 3.6296296 2024-08-17 19 True
## 5517 ME 4 96.153846 1.5873016 2024-08-17 20 True
## 5518 ECE 4 100.000000 1.7931034 2024-08-17 21 True
## 5519 BBA 5 11.678832 2.6666667 2024-08-17 22 True
## 5520 IT 5 100.000000 2.6603774 2024-08-17 23 True
## 5521 CE 1 79.761905 3.1904762 2024-08-18 0 True
## 5522 BBA 5 66.086957 1.0555556 2024-08-18 1 True
## 5523 ECE 2 32.258065 1.4285714 2024-08-18 2 True
## 5524 CE 6 11.363636 0.1724138 2024-08-18 3 True
## 5525 BBA 1 91.525424 1.2857143 2024-08-18 4 True
## 5526 IT 1 47.183099 3.0454545 2024-08-18 5 True
## 5527 CE 7 100.000000 7.1000000 2024-08-18 6 True
## 5528 BBA 7 33.793103 2.3333333 2024-08-18 7 True
## 5529 CS 1 15.151515 0.4761905 2024-08-18 8 True
## 5530 CS 5 25.735294 0.5000000 2024-08-18 9 True
## 5531 IT 5 95.145631 1.6610169 2024-08-18 10 True
## 5532 IT 2 45.454545 0.3797468 2024-08-18 11 True
## 5533 IT 5 100.000000 1.0862069 2024-08-18 12 True
## 5534 BBA 5 100.000000 2.6764706 2024-08-18 13 True
## 5535 ECE 5 100.000000 6.5000000 2024-08-18 14 True
## 5536 ECE 2 100.000000 0.7605634 2024-08-18 15 True
## 5537 BBA 2 100.000000 1.3421053 2024-08-18 16 True
## 5538 BBA 4 95.180723 1.3389831 2024-08-18 17 True
## 5539 IT 6 100.000000 1.5151515 2024-08-18 18 True
## 5540 ECE 3 56.097561 0.8363636 2024-08-18 19 True
## 5541 BBA 2 66.666667 1.3666667 2024-08-18 20 True
## 5542 CE 3 100.000000 1.0256410 2024-08-18 21 True
## 5543 CS 1 99.029126 3.5172414 2024-08-18 22 True
## 5544 IT 5 100.000000 0.6808511 2024-08-18 23 True
## 5545 IT 4 13.636364 0.3061224 2024-08-19 0 False
## 5546 ECE 2 100.000000 0.8904110 2024-08-19 1 False
## 5547 IT 6 63.106796 4.6428571 2024-08-19 2 False
## 5548 ECE 7 45.098039 0.6052632 2024-08-19 3 False
## 5549 CE 6 100.000000 0.4925373 2024-08-19 4 False
## 5550 IT 6 64.285714 0.6818182 2024-08-19 5 False
## 5551 CE 7 100.000000 0.5230769 2024-08-19 6 False
## 5552 ECE 7 96.153846 0.6493506 2024-08-19 7 False
## 5553 BBA 3 100.000000 1.6363636 2024-08-19 8 False
## 5554 IT 6 100.000000 10.5555556 2024-08-19 9 False
## 5555 BBA 2 100.000000 21.4000000 2024-08-19 10 False
## 5556 BBA 3 99.319728 2.6071429 2024-08-19 11 False
## 5557 ECE 6 100.000000 2.6388889 2024-08-19 12 False
## 5558 IT 3 100.000000 1.4000000 2024-08-19 13 False
## 5559 CS 2 100.000000 1.2321429 2024-08-19 14 False
## 5560 IT 2 100.000000 1.2888889 2024-08-19 15 False
## 5561 IT 4 100.000000 5.6666667 2024-08-19 16 False
## 5562 CS 1 27.027027 0.1886792 2024-08-19 17 False
## 5563 ECE 6 75.229358 1.5185185 2024-08-19 18 False
## 5564 IT 4 85.964912 2.4500000 2024-08-19 19 False
## 5565 CE 3 100.000000 5.1818182 2024-08-19 20 False
## 5566 ECE 7 100.000000 0.9696970 2024-08-19 21 False
## 5567 CE 1 84.375000 1.8947368 2024-08-19 22 False
## 5568 ME 7 100.000000 1.6764706 2024-08-19 23 False
## 5569 CS 1 40.000000 0.3684211 2024-08-20 0 False
## 5570 BBA 4 60.992908 4.7777778 2024-08-20 1 False
## 5571 CS 6 100.000000 0.8730159 2024-08-20 2 False
## 5572 IT 6 100.000000 1.2222222 2024-08-20 3 False
## 5573 IT 6 47.368421 0.7941176 2024-08-20 4 False
## 5574 ME 5 100.000000 0.7692308 2024-08-20 5 False
## 5575 BBA 3 97.857143 1.8767123 2024-08-20 6 False
## 5576 IT 7 23.255814 0.2898551 2024-08-20 7 False
## 5577 CS 4 60.740741 1.1081081 2024-08-20 8 False
## 5578 IT 7 100.000000 1.6078431 2024-08-20 9 False
## 5579 BBA 7 100.000000 8.2222222 2024-08-20 10 False
## 5580 IT 2 48.305085 1.2954545 2024-08-20 11 False
## 5581 ECE 7 88.888889 4.0000000 2024-08-20 12 False
## 5582 ME 3 47.407407 1.3333333 2024-08-20 13 False
## 5583 IT 6 77.227723 11.1428571 2024-08-20 14 False
## 5584 ECE 3 38.888889 0.6447368 2024-08-20 15 False
## 5585 ME 2 44.827586 3.9000000 2024-08-20 16 False
## 5586 ECE 1 32.773109 1.9500000 2024-08-20 17 False
## 5587 CE 4 38.235294 0.4642857 2024-08-20 18 False
## 5588 ECE 3 17.948718 0.3442623 2024-08-20 19 False
## 5589 ECE 6 21.686747 0.8181818 2024-08-20 20 False
## 5590 CS 3 100.000000 2.0000000 2024-08-20 21 False
## 5591 IT 2 100.000000 7.4545455 2024-08-20 22 False
## 5592 ECE 2 100.000000 0.4776119 2024-08-20 23 False
## 5593 BBA 2 100.000000 2.7857143 2024-08-21 0 False
## 5594 ECE 4 39.655172 0.7931034 2024-08-21 1 False
## 5595 CS 1 100.000000 6.6363636 2024-08-21 2 False
## 5596 IT 4 63.970588 2.3513514 2024-08-21 3 False
## 5597 CS 5 100.000000 10.0000000 2024-08-21 4 False
## 5598 ME 4 38.983051 0.4181818 2024-08-21 5 False
## 5599 ECE 7 100.000000 2.1458333 2024-08-21 6 False
## 5600 CS 1 100.000000 1.3424658 2024-08-21 7 False
## 5601 CE 4 100.000000 0.6129032 2024-08-21 8 False
## 5602 BBA 5 62.406015 1.4067797 2024-08-21 9 False
## 5603 CS 5 100.000000 2.8695652 2024-08-21 10 False
## 5604 ME 5 85.925926 2.5217391 2024-08-21 11 False
## 5605 IT 6 27.777778 0.3333333 2024-08-21 12 False
## 5606 ECE 4 100.000000 1.1818182 2024-08-21 13 False
## 5607 BBA 5 90.740741 0.7000000 2024-08-21 14 False
## 5608 CS 5 100.000000 1.1746032 2024-08-21 15 False
## 5609 ECE 3 100.000000 2.8000000 2024-08-21 16 False
## 5610 CE 2 100.000000 0.8085106 2024-08-21 17 False
## 5611 CS 2 84.137931 4.5185185 2024-08-21 18 False
## 5612 IT 1 46.715328 1.2800000 2024-08-21 19 False
## 5613 BBA 1 19.298246 0.2894737 2024-08-21 20 False
## 5614 BBA 5 11.194030 0.2142857 2024-08-21 21 False
## 5615 ME 2 29.850746 0.8695652 2024-08-21 22 False
## 5616 BBA 6 37.681159 0.8965517 2024-08-21 23 False
## 5617 CS 6 100.000000 1.0937500 2024-08-22 0 False
## 5618 ME 2 100.000000 1.7209302 2024-08-22 1 False
## 5619 BBA 7 81.208054 5.7619048 2024-08-22 2 False
## 5620 CS 7 26.388889 2.2352941 2024-08-22 3 False
## 5621 IT 3 100.000000 1.6428571 2024-08-22 4 False
## 5622 CE 3 76.315789 4.8333333 2024-08-22 5 False
## 5623 ECE 5 24.675325 0.6333333 2024-08-22 6 False
## 5624 CE 6 100.000000 2.5000000 2024-08-22 7 False
## 5625 IT 2 100.000000 3.5714286 2024-08-22 8 False
## 5626 BBA 2 100.000000 1.0571429 2024-08-22 9 False
## 5627 CE 3 90.000000 1.5652174 2024-08-22 10 False
## 5628 ECE 3 10.317460 0.6190476 2024-08-22 11 False
## 5629 CS 4 74.285714 0.4905660 2024-08-22 12 False
## 5630 BBA 1 90.151515 7.4375000 2024-08-22 13 False
## 5631 ECE 6 100.000000 4.0000000 2024-08-22 14 False
## 5632 IT 7 25.609756 0.9545455 2024-08-22 15 False
## 5633 BBA 4 100.000000 1.0238095 2024-08-22 16 False
## 5634 ECE 7 100.000000 0.7924528 2024-08-22 17 False
## 5635 CS 1 94.186047 3.5217391 2024-08-22 18 False
## 5636 ME 4 100.000000 1.6065574 2024-08-22 19 False
## 5637 CE 4 54.929577 0.8297872 2024-08-22 20 False
## 5638 ME 2 100.000000 1.5714286 2024-08-22 21 False
## 5639 ME 5 100.000000 1.1875000 2024-08-22 22 False
## 5640 ECE 5 100.000000 2.6000000 2024-08-22 23 False
## 5641 IT 3 100.000000 2.4761905 2024-08-23 0 False
## 5642 ME 2 100.000000 3.6363636 2024-08-23 1 False
## 5643 BBA 4 91.935484 0.7808219 2024-08-23 2 False
## 5644 ME 4 100.000000 2.0606061 2024-08-23 3 False
## 5645 IT 4 57.303371 0.8947368 2024-08-23 4 False
## 5646 IT 5 100.000000 1.4827586 2024-08-23 5 False
## 5647 CE 3 64.285714 1.0945946 2024-08-23 6 False
## 5648 CS 5 29.870130 0.8518519 2024-08-23 7 False
## 5649 ME 5 20.289855 0.1794872 2024-08-23 8 False
## 5650 BBA 4 96.774194 1.4754098 2024-08-23 9 False
## 5651 CS 3 43.902439 0.5142857 2024-08-23 10 False
## 5652 BBA 3 47.945205 2.6923077 2024-08-23 11 False
## 5653 CE 3 51.351351 0.7450980 2024-08-23 12 False
## 5654 ECE 6 18.461538 0.3380282 2024-08-23 13 False
## 5655 ECE 5 31.818182 4.2000000 2024-08-23 14 False
## 5656 BBA 5 100.000000 0.6000000 2024-08-23 15 False
## 5657 BBA 7 100.000000 1.5333333 2024-08-23 16 False
## 5658 CE 4 13.888889 0.3225806 2024-08-23 17 False
## 5659 ME 5 60.402685 1.3432836 2024-08-23 18 False
## 5660 ECE 3 50.393701 1.3333333 2024-08-23 19 False
## 5661 BBA 1 100.000000 0.7446809 2024-08-23 20 False
## 5662 BBA 2 42.758621 0.8732394 2024-08-23 21 False
## 5663 ECE 3 15.306122 0.3658537 2024-08-23 22 False
## 5664 IT 5 100.000000 1.9677419 2024-08-23 23 False
## 5665 ME 5 100.000000 0.9000000 2024-08-24 0 True
## 5666 CS 2 35.555556 1.3913043 2024-08-24 1 True
## 5667 ME 2 54.621849 1.3829787 2024-08-24 2 True
## 5668 BBA 6 72.602740 1.0192308 2024-08-24 3 True
## 5669 CS 7 100.000000 6.1904762 2024-08-24 4 True
## 5670 BBA 6 70.588235 0.7594937 2024-08-24 5 True
## 5671 CS 2 76.470588 2.0526316 2024-08-24 6 True
## 5672 CS 6 100.000000 0.6607143 2024-08-24 7 True
## 5673 ECE 6 100.000000 0.9178082 2024-08-24 8 True
## 5674 ME 6 73.043478 1.3125000 2024-08-24 9 True
## 5675 BBA 7 54.651163 2.4736842 2024-08-24 10 True
## 5676 ECE 2 73.118280 1.6190476 2024-08-24 11 True
## 5677 ME 2 100.000000 2.6538462 2024-08-24 12 True
## 5678 CS 1 37.500000 0.8000000 2024-08-24 13 True
## 5679 CS 4 80.952381 2.0731707 2024-08-24 14 True
## 5680 BBA 1 100.000000 2.4444444 2024-08-24 15 True
## 5681 CE 6 60.544218 2.0227273 2024-08-24 16 True
## 5682 BBA 6 92.452830 1.2564103 2024-08-24 17 True
## 5683 CE 2 100.000000 0.6756757 2024-08-24 18 True
## 5684 BBA 1 11.678832 0.5925926 2024-08-24 19 True
## 5685 BBA 5 51.000000 2.0400000 2024-08-24 20 True
## 5686 CS 3 72.180451 1.3150685 2024-08-24 21 True
## 5687 BBA 6 100.000000 1.8035714 2024-08-24 22 True
## 5688 ECE 5 75.510204 7.9285714 2024-08-24 23 True
## 5689 CE 3 100.000000 0.3974359 2024-08-25 0 True
## 5690 BBA 5 100.000000 6.2777778 2024-08-25 1 True
## 5691 CS 4 31.304348 1.3846154 2024-08-25 2 True
## 5692 CE 1 61.290323 2.3030303 2024-08-25 3 True
## 5693 IT 1 100.000000 7.3125000 2024-08-25 4 True
## 5694 CS 6 56.250000 1.0588235 2024-08-25 5 True
## 5695 CS 1 100.000000 0.8000000 2024-08-25 6 True
## 5696 IT 5 79.411765 8.3076923 2024-08-25 7 True
## 5697 ME 7 36.170213 5.6666667 2024-08-25 8 True
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## 5699 CE 4 46.969697 0.5081967 2024-08-25 10 True
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## 5784 BBA 1 15.151515 1.3636364 2024-08-28 23 False
## 5785 CS 5 24.637681 1.7000000 2024-08-29 0 False
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## 5788 BBA 3 100.000000 0.6578947 2024-08-29 3 False
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## 5836 ME 2 100.000000 0.4776119 2024-08-31 3 True
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## 5859 ME 6 75.555556 14.5714286 2024-09-01 2 True
## 5860 IT 5 30.952381 2.6000000 2024-09-01 3 True
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## 5872 ME 1 100.000000 4.0000000 2024-09-01 15 True
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## 5908 CS 3 100.000000 1.0508475 2024-09-03 3 False
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## 5941 IT 4 67.307692 7.0000000 2024-09-04 12 False
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## 6004 ECE 7 84.848485 0.7466667 2024-09-07 3 True
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## 6016 ME 7 96.992481 1.9253731 2024-09-07 15 True
## 6017 ME 4 51.162791 6.2857143 2024-09-07 16 True
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## 6028 CS 6 71.014493 2.3333333 2024-09-08 3 True
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## 6035 ME 1 54.901961 0.7179487 2024-09-08 10 True
## 6036 CE 1 25.510204 1.1363636 2024-09-08 11 True
## 6037 ME 6 100.000000 1.0666667 2024-09-08 12 True
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## 6375 IT 1 52.517986 1.9210526 2024-09-22 14 True
## 6376 IT 3 100.000000 1.5094340 2024-09-22 15 True
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## 6730 CE 7 100.000000 10.2000000 2024-10-07 9 False
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## 6744 ECE 4 100.000000 10.7500000 2024-10-07 23 False
## 6745 IT 6 100.000000 1.3333333 2024-10-08 0 False
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## 6748 CE 1 58.095238 2.3461538 2024-10-08 3 False
## 6749 ECE 6 100.000000 2.6428571 2024-10-08 4 False
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## 6753 IT 4 91.803279 0.7272727 2024-10-08 8 False
## 6754 IT 4 82.417582 1.7441860 2024-10-08 9 False
## 6755 ECE 7 100.000000 1.2816901 2024-10-08 10 False
## 6756 CS 3 66.666667 3.2142857 2024-10-08 11 False
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## 6764 CS 1 19.354839 0.3000000 2024-10-08 19 False
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## 6768 IT 1 84.397163 3.9666667 2024-10-08 23 False
## 6769 ECE 4 100.000000 1.9523810 2024-10-09 0 False
## 6770 CS 5 100.000000 1.5714286 2024-10-09 1 False
## 6771 BBA 3 68.888889 1.5000000 2024-10-09 2 False
## 6772 CE 1 35.937500 0.5348837 2024-10-09 3 False
## 6773 ECE 3 38.400000 1.0434783 2024-10-09 4 False
## 6774 ECE 4 100.000000 4.2500000 2024-10-09 5 False
## 6775 CS 3 100.000000 2.2666667 2024-10-09 6 False
## 6776 IT 7 61.111111 3.0000000 2024-10-09 7 False
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## 6779 CE 2 100.000000 7.9166667 2024-10-09 10 False
## 6780 CE 4 44.262295 5.4000000 2024-10-09 11 False
## 6781 ECE 3 100.000000 0.7460317 2024-10-09 12 False
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## 6784 BBA 7 86.896552 1.8805970 2024-10-09 15 False
## 6785 ME 1 83.870968 9.4545455 2024-10-09 16 False
## 6786 BBA 2 92.857143 1.1206897 2024-10-09 17 False
## 6787 ECE 1 100.000000 14.2000000 2024-10-09 18 False
## 6788 CS 5 83.221477 1.9076923 2024-10-09 19 False
## 6789 ME 3 23.711340 1.4375000 2024-10-09 20 False
## 6790 CE 7 71.851852 13.8571429 2024-10-09 21 False
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## 6792 CE 6 100.000000 19.1428571 2024-10-09 23 False
## 6793 ME 5 100.000000 0.8750000 2024-10-10 0 False
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## 6795 IT 3 100.000000 1.8000000 2024-10-10 2 False
## 6796 ECE 2 100.000000 1.2765957 2024-10-10 3 False
## 6797 CE 4 70.967742 0.5238095 2024-10-10 4 False
## 6798 ME 2 100.000000 0.5636364 2024-10-10 5 False
## 6799 CE 3 94.392523 4.3913043 2024-10-10 6 False
## 6800 ECE 1 100.000000 1.4166667 2024-10-10 7 False
## 6801 CE 4 100.000000 1.9622642 2024-10-10 8 False
## 6802 CE 1 78.787879 4.3333333 2024-10-10 9 False
## 6803 CS 3 47.222222 1.4166667 2024-10-10 10 False
## 6804 ECE 2 7.299270 0.9090909 2024-10-10 11 False
## 6805 CS 3 52.112676 1.8048780 2024-10-10 12 False
## 6806 IT 1 54.032258 1.3137255 2024-10-10 13 False
## 6807 BBA 4 56.081081 3.7727273 2024-10-10 14 False
## 6808 IT 4 100.000000 1.3260870 2024-10-10 15 False
## 6809 IT 4 100.000000 1.6153846 2024-10-10 16 False
## 6810 CS 4 100.000000 0.6200000 2024-10-10 17 False
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## 6814 IT 5 16.666667 0.5937500 2024-10-10 21 False
## 6815 CS 2 65.957447 0.9393939 2024-10-10 22 False
## 6816 CS 6 100.000000 12.1666667 2024-10-10 23 False
## 6817 CS 5 55.200000 2.4642857 2024-10-11 0 False
## 6818 ECE 6 100.000000 1.8863636 2024-10-11 1 False
## 6819 BBA 1 54.687500 1.7073171 2024-10-11 2 False
## 6820 IT 3 100.000000 1.6829268 2024-10-11 3 False
## 6821 CE 2 100.000000 3.1500000 2024-10-11 4 False
## 6822 BBA 3 41.803279 2.1250000 2024-10-11 5 False
## 6823 CS 1 30.821918 0.7758621 2024-10-11 6 False
## 6824 ECE 6 27.184466 0.6829268 2024-10-11 7 False
## 6825 ME 1 100.000000 3.5428571 2024-10-11 8 False
## 6826 CS 5 100.000000 1.2307692 2024-10-11 9 False
## 6827 CS 6 100.000000 2.6842105 2024-10-11 10 False
## 6828 CS 3 41.095890 1.7647059 2024-10-11 11 False
## 6829 CS 3 100.000000 0.6835443 2024-10-11 12 False
## 6830 BBA 4 100.000000 0.9622642 2024-10-11 13 False
## 6831 CS 5 100.000000 0.9615385 2024-10-11 14 False
## 6832 CE 2 33.333333 5.0000000 2024-10-11 15 False
## 6833 ECE 2 100.000000 1.6721311 2024-10-11 16 False
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## 6836 ME 4 56.043956 1.7000000 2024-10-11 19 False
## 6837 IT 3 100.000000 2.4375000 2024-10-11 20 False
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## 6840 CS 2 14.492754 0.3333333 2024-10-11 23 False
## 6841 ME 7 100.000000 2.0750000 2024-10-12 0 True
## 6842 ME 2 36.792453 0.5571429 2024-10-12 1 True
## 6843 ECE 3 100.000000 0.8604651 2024-10-12 2 True
## 6844 BBA 4 100.000000 1.0952381 2024-10-12 3 True
## 6845 BBA 5 100.000000 14.8000000 2024-10-12 4 True
## 6846 CE 5 93.750000 1.5671642 2024-10-12 5 True
## 6847 IT 5 62.500000 0.7971014 2024-10-12 6 True
## 6848 ME 7 100.000000 0.8666667 2024-10-12 7 True
## 6849 ECE 4 91.743119 1.5151515 2024-10-12 8 True
## 6850 BBA 6 100.000000 0.4025974 2024-10-12 9 True
## 6851 ECE 6 66.379310 1.0547945 2024-10-12 10 True
## 6852 BBA 1 100.000000 5.0000000 2024-10-12 11 True
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## 6854 IT 3 100.000000 0.4929577 2024-10-12 13 True
## 6855 CS 4 100.000000 0.8428571 2024-10-12 14 True
## 6856 ME 2 30.612245 0.4225352 2024-10-12 15 True
## 6857 IT 6 74.038462 1.1159420 2024-10-12 16 True
## 6858 ME 2 82.312925 4.4814815 2024-10-12 17 True
## 6859 BBA 3 100.000000 19.6000000 2024-10-12 18 True
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## 6863 BBA 5 32.800000 1.8636364 2024-10-12 22 True
## 6864 ME 6 10.563380 0.2830189 2024-10-12 23 True
## 6865 IT 3 86.000000 1.7200000 2024-10-13 0 True
## 6866 BBA 1 28.571429 0.2181818 2024-10-13 1 True
## 6867 IT 7 15.315315 0.2179487 2024-10-13 2 True
## 6868 CE 1 58.974359 0.3150685 2024-10-13 3 True
## 6869 ECE 4 77.586207 3.2142857 2024-10-13 4 True
## 6870 BBA 7 42.735043 1.0869565 2024-10-13 5 True
## 6871 CE 6 10.294118 0.4827586 2024-10-13 6 True
## 6872 CS 1 84.883721 1.2586207 2024-10-13 7 True
## 6873 ECE 4 30.927835 0.5000000 2024-10-13 8 True
## 6874 IT 6 72.173913 4.1500000 2024-10-13 9 True
## 6875 BBA 3 76.351351 1.4303797 2024-10-13 10 True
## 6876 IT 6 100.000000 0.9473684 2024-10-13 11 True
## 6877 BBA 3 61.379310 2.0227273 2024-10-13 12 True
## 6878 ECE 7 15.942029 0.3098592 2024-10-13 13 True
## 6879 ECE 7 100.000000 20.2000000 2024-10-13 14 True
## 6880 ECE 4 22.857143 0.9142857 2024-10-13 15 True
## 6881 IT 7 17.647059 0.2857143 2024-10-13 16 True
## 6882 ME 1 21.250000 0.5312500 2024-10-13 17 True
## 6883 ECE 4 58.870968 2.2121212 2024-10-13 18 True
## 6884 CS 3 100.000000 0.9387755 2024-10-13 19 True
## 6885 CS 7 27.083333 0.3939394 2024-10-13 20 True
## 6886 ECE 5 100.000000 3.6666667 2024-10-13 21 True
## 6887 IT 2 88.321168 5.2608696 2024-10-13 22 True
## 6888 ECE 2 100.000000 2.1764706 2024-10-13 23 True
## 6889 ECE 2 67.768595 2.6451613 2024-10-14 0 False
## 6890 ECE 7 70.748299 1.3684211 2024-10-14 1 False
## 6891 CS 6 28.125000 0.6315789 2024-10-14 2 False
## 6892 BBA 3 17.142857 0.3116883 2024-10-14 3 False
## 6893 ME 3 29.729730 0.5593220 2024-10-14 4 False
## 6894 IT 7 32.142857 0.8571429 2024-10-14 5 False
## 6895 ECE 4 23.972603 1.0294118 2024-10-14 6 False
## 6896 ECE 5 100.000000 8.8571429 2024-10-14 7 False
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## 6899 IT 7 21.774194 1.4210526 2024-10-14 10 False
## 6900 CE 6 66.666667 1.1304348 2024-10-14 11 False
## 6901 ME 3 100.000000 3.1842105 2024-10-14 12 False
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## 6904 ME 2 38.888889 0.4117647 2024-10-14 15 False
## 6905 IT 2 100.000000 6.3636364 2024-10-14 16 False
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## 6912 CE 1 44.000000 6.6000000 2024-10-14 23 False
## 6913 ECE 6 100.000000 0.4133333 2024-10-15 0 False
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## 6915 ME 3 100.000000 3.3214286 2024-10-15 2 False
## 6916 ME 3 60.294118 1.3898305 2024-10-15 3 False
## 6917 ECE 5 52.000000 4.7272727 2024-10-15 4 False
## 6918 ME 1 100.000000 3.3125000 2024-10-15 5 False
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## 6924 CS 1 19.658120 0.5609756 2024-10-15 11 False
## 6925 CS 7 100.000000 0.6052632 2024-10-15 12 False
## 6926 IT 2 93.233083 1.8787879 2024-10-15 13 False
## 6927 IT 1 100.000000 3.3076923 2024-10-15 14 False
## 6928 ECE 3 65.873016 5.5333333 2024-10-15 15 False
## 6929 ME 2 70.000000 1.4893617 2024-10-15 16 False
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## 6937 ME 6 44.444444 0.3589744 2024-10-16 0 False
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## 6939 CS 4 100.000000 1.7692308 2024-10-16 2 False
## 6940 ME 4 100.000000 1.4605263 2024-10-16 3 False
## 6941 ECE 2 70.078740 1.4833333 2024-10-16 4 False
## 6942 CS 3 42.975207 0.8965517 2024-10-16 5 False
## 6943 ME 2 66.964286 1.8750000 2024-10-16 6 False
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## 6945 CS 7 100.000000 4.5000000 2024-10-16 8 False
## 6946 CE 5 100.000000 0.7727273 2024-10-16 9 False
## 6947 IT 2 100.000000 10.3333333 2024-10-16 10 False
## 6948 ME 6 85.000000 1.2142857 2024-10-16 11 False
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## 6955 ECE 5 100.000000 21.4000000 2024-10-16 18 False
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## 6957 ME 6 75.539568 3.1818182 2024-10-16 20 False
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## 6959 ECE 2 45.631068 1.2702703 2024-10-16 22 False
## 6960 ECE 4 61.600000 5.5000000 2024-10-16 23 False
## 6961 IT 6 65.116279 0.4444444 2024-10-17 0 False
## 6962 ECE 6 21.359223 0.2972973 2024-10-17 1 False
## 6963 CS 5 100.000000 2.0487805 2024-10-17 2 False
## 6964 CS 7 100.000000 2.2222222 2024-10-17 3 False
## 6965 BBA 1 62.500000 0.5645161 2024-10-17 4 False
## 6966 CS 3 50.000000 0.2539683 2024-10-17 5 False
## 6967 ME 4 100.000000 2.0270270 2024-10-17 6 False
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## 6970 IT 1 97.196262 1.6000000 2024-10-17 9 False
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## 6976 IT 3 100.000000 12.1428571 2024-10-17 15 False
## 6977 CS 5 65.217391 1.6666667 2024-10-17 16 False
## 6978 ME 1 100.000000 1.0816327 2024-10-17 17 False
## 6979 ECE 7 100.000000 1.1515152 2024-10-17 18 False
## 6980 ME 1 92.465753 2.2881356 2024-10-17 19 False
## 6981 ME 7 93.442623 0.9047619 2024-10-17 20 False
## 6982 IT 4 92.424242 3.5882353 2024-10-17 21 False
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## 6985 IT 5 11.510791 1.0000000 2024-10-18 0 False
## 6986 ME 6 100.000000 0.8035714 2024-10-18 1 False
## 6987 ECE 7 45.600000 1.7812500 2024-10-18 2 False
## 6988 BBA 1 70.000000 7.7777778 2024-10-18 3 False
## 6989 ME 5 100.000000 1.5217391 2024-10-18 4 False
## 6990 ME 1 18.791946 0.9333333 2024-10-18 5 False
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## 7000 ECE 5 100.000000 1.2564103 2024-10-18 15 False
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## 7013 CE 4 100.000000 0.7142857 2024-10-19 4 True
## 7014 CE 4 12.403101 1.0000000 2024-10-19 5 True
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## 7019 IT 5 100.000000 2.3846154 2024-10-19 10 True
## 7020 IT 3 88.333333 0.8281250 2024-10-19 11 True
## 7021 IT 3 47.368421 0.6818182 2024-10-19 12 True
## 7022 ECE 3 82.407407 1.7800000 2024-10-19 13 True
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## 7024 ME 7 37.804878 1.3478261 2024-10-19 15 True
## 7025 CS 5 89.908257 2.8823529 2024-10-19 16 True
## 7026 ME 4 100.000000 1.2941176 2024-10-19 17 True
## 7027 ME 7 100.000000 0.5641026 2024-10-19 18 True
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## 7034 BBA 4 54.347826 0.3521127 2024-10-20 1 True
## 7035 BBA 7 100.000000 1.1521739 2024-10-20 2 True
## 7036 ECE 1 32.857143 0.5974026 2024-10-20 3 True
## 7037 CS 5 90.322581 0.8484848 2024-10-20 4 True
## 7038 ECE 2 54.887218 3.4761905 2024-10-20 5 True
## 7039 CS 6 100.000000 3.4761905 2024-10-20 6 True
## 7040 CE 6 100.000000 1.0681818 2024-10-20 7 True
## 7041 CE 6 50.000000 2.2857143 2024-10-20 8 True
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## 7043 CS 6 40.845070 1.7575758 2024-10-20 10 True
## 7044 CE 3 27.083333 0.9629630 2024-10-20 11 True
## 7045 ECE 5 100.000000 3.7200000 2024-10-20 12 True
## 7046 BBA 6 100.000000 6.2000000 2024-10-20 13 True
## 7047 CE 4 67.605634 1.3521127 2024-10-20 14 True
## 7048 CE 6 75.193798 1.6166667 2024-10-20 15 True
## 7049 ECE 6 100.000000 3.1250000 2024-10-20 16 True
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## 7051 ME 4 100.000000 4.3478261 2024-10-20 18 True
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## 7053 ME 5 37.068966 0.6825397 2024-10-20 20 True
## 7054 IT 4 100.000000 1.5714286 2024-10-20 21 True
## 7055 BBA 5 28.000000 2.6250000 2024-10-20 22 True
## 7056 CE 3 100.000000 1.2400000 2024-10-20 23 True
## 7057 IT 4 50.370370 0.9855072 2024-10-21 0 False
## 7058 ME 7 86.131387 16.8571429 2024-10-21 1 False
## 7059 CS 1 100.000000 0.4838710 2024-10-21 2 False
## 7060 IT 4 15.540541 1.4375000 2024-10-21 3 False
## 7061 CS 2 100.000000 1.5972222 2024-10-21 4 False
## 7062 IT 3 55.263158 0.6176471 2024-10-21 5 False
## 7063 ECE 4 16.406250 0.2763158 2024-10-21 6 False
## 7064 BBA 4 90.140845 1.1228070 2024-10-21 7 False
## 7065 IT 4 100.000000 0.7368421 2024-10-21 8 False
## 7066 CS 6 100.000000 9.8000000 2024-10-21 9 False
## 7067 CS 6 93.457944 2.9411765 2024-10-21 10 False
## 7068 ECE 1 100.000000 2.1521739 2024-10-21 11 False
## 7069 BBA 5 49.295775 0.6363636 2024-10-21 12 False
## 7070 CS 3 100.000000 4.1818182 2024-10-21 13 False
## 7071 ME 7 29.203540 0.4583333 2024-10-21 14 False
## 7072 ME 1 100.000000 1.2291667 2024-10-21 15 False
## 7073 ME 2 24.324324 0.3648649 2024-10-21 16 False
## 7074 CS 2 100.000000 2.5000000 2024-10-21 17 False
## 7075 BBA 4 62.135922 2.2068966 2024-10-21 18 False
## 7076 BBA 6 100.000000 3.1000000 2024-10-21 19 False
## 7077 CE 4 100.000000 1.9687500 2024-10-21 20 False
## 7078 IT 3 67.441860 1.9333333 2024-10-21 21 False
## 7079 ME 7 38.620690 2.6666667 2024-10-21 22 False
## 7080 ECE 7 100.000000 0.8593750 2024-10-21 23 False
## 7081 ME 1 100.000000 4.5500000 2024-10-22 0 False
## 7082 IT 6 100.000000 1.0810811 2024-10-22 1 False
## 7083 ME 4 100.000000 1.3200000 2024-10-22 2 False
## 7084 ME 2 92.982456 1.2926829 2024-10-22 3 False
## 7085 ME 6 62.121212 11.7142857 2024-10-22 4 False
## 7086 CS 3 100.000000 0.9696970 2024-10-22 5 False
## 7087 BBA 7 62.820513 1.9600000 2024-10-22 6 False
## 7088 BBA 3 100.000000 2.2666667 2024-10-22 7 False
## 7089 ECE 1 100.000000 4.0666667 2024-10-22 8 False
## 7090 IT 3 86.301370 3.8181818 2024-10-22 9 False
## 7091 CS 1 100.000000 2.1904762 2024-10-22 10 False
## 7092 ME 4 93.650794 1.3409091 2024-10-22 11 False
## 7093 ECE 5 6.756757 0.1351351 2024-10-22 12 False
## 7094 ECE 2 50.000000 1.5200000 2024-10-22 13 False
## 7095 IT 6 100.000000 7.5000000 2024-10-22 14 False
## 7096 ME 5 55.468750 1.2033898 2024-10-22 15 False
## 7097 CS 5 100.000000 0.5671642 2024-10-22 16 False
## 7098 ME 3 100.000000 1.8627451 2024-10-22 17 False
## 7099 BBA 2 100.000000 1.4305556 2024-10-22 18 False
## 7100 BBA 2 100.000000 6.1111111 2024-10-22 19 False
## 7101 CE 6 90.990991 2.1041667 2024-10-22 20 False
## 7102 BBA 6 100.000000 2.3500000 2024-10-22 21 False
## 7103 ECE 7 26.056338 0.6166667 2024-10-22 22 False
## 7104 CS 5 20.967742 0.5000000 2024-10-22 23 False
## 7105 BBA 2 100.000000 0.7142857 2024-10-23 0 False
## 7106 IT 5 100.000000 0.9649123 2024-10-23 1 False
## 7107 CE 2 43.809524 0.6571429 2024-10-23 2 False
## 7108 ECE 7 59.701493 10.0000000 2024-10-23 3 False
## 7109 CS 5 63.725490 0.8441558 2024-10-23 4 False
## 7110 ME 1 100.000000 3.5000000 2024-10-23 5 False
## 7111 ECE 5 13.095238 0.1929825 2024-10-23 6 False
## 7112 BBA 1 100.000000 5.9000000 2024-10-23 7 False
## 7113 ME 5 100.000000 1.2500000 2024-10-23 8 False
## 7114 CE 3 84.210526 0.8421053 2024-10-23 9 False
## 7115 IT 3 84.732824 3.4687500 2024-10-23 10 False
## 7116 CS 7 100.000000 15.5555556 2024-10-23 11 False
## 7117 CS 7 90.476190 14.7777778 2024-10-23 12 False
## 7118 ECE 4 100.000000 1.4905660 2024-10-23 13 False
## 7119 ME 2 54.022989 0.7966102 2024-10-23 14 False
## 7120 CE 1 100.000000 2.0000000 2024-10-23 15 False
## 7121 CE 6 100.000000 0.9600000 2024-10-23 16 False
## 7122 CS 1 100.000000 6.3750000 2024-10-23 17 False
## 7123 CS 1 92.187500 9.8333333 2024-10-23 18 False
## 7124 CS 1 100.000000 0.7547170 2024-10-23 19 False
## 7125 IT 6 100.000000 3.5185185 2024-10-23 20 False
## 7126 ME 3 41.463415 3.9230769 2024-10-23 21 False
## 7127 BBA 1 80.769231 1.8421053 2024-10-23 22 False
## 7128 ECE 5 54.362416 1.2857143 2024-10-23 23 False
## 7129 BBA 6 100.000000 6.5454545 2024-10-24 0 False
## 7130 ME 2 100.000000 1.2033898 2024-10-24 1 False
## 7131 CS 3 12.765957 0.2769231 2024-10-24 2 False
## 7132 CE 3 92.500000 1.6444444 2024-10-24 3 False
## 7133 ME 5 50.000000 1.6250000 2024-10-24 4 False
## 7134 CS 3 100.000000 1.2615385 2024-10-24 5 False
## 7135 CE 1 65.986395 1.2933333 2024-10-24 6 False
## 7136 ECE 6 100.000000 3.9130435 2024-10-24 7 False
## 7137 BBA 3 15.966387 0.6333333 2024-10-24 8 False
## 7138 CE 3 100.000000 3.0714286 2024-10-24 9 False
## 7139 BBA 3 9.701493 1.8571429 2024-10-24 10 False
## 7140 BBA 4 31.428571 1.9411765 2024-10-24 11 False
## 7141 CS 4 15.492958 0.2972973 2024-10-24 12 False
## 7142 CE 5 98.076923 1.2750000 2024-10-24 13 False
## Load_Level
## 1 High
## 2 Low
## 3 Low
## 4 Low
## 5 High
## 6 High
## 7 Low
## 8 Medium
## 9 High
## 10 High
## 11 High
## 12 Low
## 13 High
## 14 Medium
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## 16 Low
## 17 High
## 18 Medium
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## 20 Low
## 21 High
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## 310 High
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## 312 High
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## 315 Medium
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## 382 Medium
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## 405 High
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## 480 High
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## 485 Low
## 486 High
## 487 High
## 488 High
## 489 High
## 490 High
## 491 High
## 492 High
## 493 High
## 494 High
## 495 High
## 496 High
## 497 High
## 498 High
## 499 High
## 500 High
## 501 Low
## 502 High
## 503 High
## 504 High
## 505 High
## 506 High
## 507 High
## 508 Medium
## 509 High
## 510 High
## 511 High
## 512 Medium
## 513 Medium
## 514 High
## 515 Medium
## 516 Medium
## 517 High
## 518 High
## 519 High
## 520 Medium
## 521 High
## 522 High
## 523 Low
## 524 Low
## 525 High
## 526 High
## 527 Medium
## 528 High
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## 530 Low
## 531 Medium
## 532 Medium
## 533 Medium
## 534 Medium
## 535 High
## 536 High
## 537 Medium
## 538 High
## 539 High
## 540 High
## 541 Medium
## 542 High
## 543 Low
## 544 High
## 545 High
## 546 Medium
## 547 High
## 548 Medium
## 549 High
## 550 High
## 551 High
## 552 High
## 553 Medium
## 554 Low
## 555 High
## 556 High
## 557 High
## 558 High
## 559 High
## 560 High
## 561 High
## 562 High
## 563 High
## 564 Medium
## 565 Medium
## 566 High
## 567 Medium
## 568 High
## 569 Medium
## 570 High
## 571 High
## 572 High
## 573 High
## 574 Low
## 575 Medium
## 576 Low
## 577 Medium
## 578 Medium
## 579 Medium
## 580 Medium
## 581 High
## 582 Low
## 583 Medium
## 584 High
## 585 Medium
## 586 High
## 587 High
## 588 High
## 589 High
## 590 High
## 591 High
## 592 Low
## 593 Medium
## 594 High
## 595 High
## 596 High
## 597 High
## 598 High
## 599 Low
## 600 Low
## 601 High
## 602 High
## 603 Medium
## 604 High
## 605 Medium
## 606 High
## 607 High
## 608 High
## 609 Medium
## 610 High
## 611 High
## 612 High
## 613 High
## 614 Medium
## 615 Medium
## 616 Medium
## 617 High
## 618 Medium
## 619 High
## 620 Medium
## 621 Medium
## 622 Low
## 623 High
## 624 Low
## 625 Low
## 626 High
## 627 High
## 628 High
## 629 High
## 630 High
## 631 High
## 632 High
## 633 High
## 634 High
## 635 High
## 636 High
## 637 Medium
## 638 High
## 639 Low
## 640 Medium
## 641 Low
## 642 Low
## 643 High
## 644 Medium
## 645 Low
## 646 High
## 647 Medium
## 648 High
## 649 High
## 650 Medium
## 651 Medium
## 652 High
## 653 High
## 654 High
## 655 Medium
## 656 High
## 657 High
## 658 Low
## 659 High
## 660 Medium
## 661 High
## 662 Medium
## 663 Medium
## 664 High
## 665 Medium
## 666 High
## 667 Low
## 668 High
## 669 Medium
## 670 High
## 671 High
## 672 High
## 673 High
## 674 Low
## 675 High
## 676 High
## 677 High
## 678 Medium
## 679 High
## 680 Low
## 681 Medium
## 682 High
## 683 Medium
## 684 High
## 685 High
## 686 High
## 687 Medium
## 688 High
## 689 High
## 690 High
## 691 High
## 692 Low
## 693 High
## 694 High
## 695 Medium
## 696 High
## 697 High
## 698 Medium
## 699 High
## 700 High
## 701 High
## 702 Medium
## 703 Low
## 704 Medium
## 705 High
## 706 High
## 707 High
## 708 High
## 709 High
## 710 Medium
## 711 Medium
## 712 High
## 713 Low
## 714 High
## 715 Medium
## 716 High
## 717 Medium
## 718 High
## 719 Medium
## 720 High
## 721 High
## 722 Medium
## 723 High
## 724 Medium
## 725 Medium
## 726 High
## 727 Low
## 728 High
## 729 Low
## 730 High
## 731 High
## 732 High
## 733 Low
## 734 Low
## 735 High
## 736 High
## 737 High
## 738 Low
## 739 High
## 740 Medium
## 741 High
## 742 High
## 743 Low
## 744 Low
## 745 High
## 746 Low
## 747 Medium
## 748 High
## 749 High
## 750 Low
## 751 High
## 752 Medium
## 753 Medium
## 754 High
## 755 High
## 756 High
## 757 Medium
## 758 Low
## 759 Medium
## 760 Medium
## 761 High
## 762 Low
## 763 High
## 764 High
## 765 Medium
## 766 Medium
## 767 High
## 768 High
## 769 Medium
## 770 Medium
## 771 High
## 772 High
## 773 High
## 774 High
## 775 Medium
## 776 High
## 777 Medium
## 778 High
## 779 High
## 780 High
## 781 Medium
## 782 Low
## 783 High
## 784 High
## 785 High
## 786 Medium
## 787 High
## 788 High
## 789 Medium
## 790 High
## 791 High
## 792 Medium
## 793 High
## 794 Low
## 795 High
## 796 Low
## 797 High
## 798 Medium
## 799 Medium
## 800 Low
## 801 High
## 802 High
## 803 High
## 804 High
## 805 Medium
## 806 High
## 807 High
## 808 High
## 809 High
## 810 Low
## 811 Medium
## 812 High
## 813 Medium
## 814 High
## 815 High
## 816 High
## 817 Medium
## 818 Medium
## 819 Medium
## 820 Low
## 821 Medium
## 822 High
## 823 Medium
## 824 Medium
## 825 High
## 826 High
## 827 High
## 828 Medium
## 829 Medium
## 830 High
## 831 High
## 832 High
## 833 High
## 834 Medium
## 835 High
## 836 Low
## 837 Medium
## 838 High
## 839 Low
## 840 High
## 841 High
## 842 High
## 843 Medium
## 844 Low
## 845 High
## 846 Medium
## 847 Low
## 848 Medium
## 849 High
## 850 High
## 851 High
## 852 High
## 853 Low
## 854 Medium
## 855 Medium
## 856 Medium
## 857 Low
## 858 High
## 859 High
## 860 High
## 861 High
## 862 High
## 863 Low
## 864 Low
## 865 High
## 866 Low
## 867 High
## 868 Medium
## 869 High
## 870 High
## 871 Low
## 872 High
## 873 High
## 874 Low
## 875 Medium
## 876 Medium
## 877 Low
## 878 High
## 879 Medium
## 880 Medium
## 881 High
## 882 Medium
## 883 Low
## 884 High
## 885 Medium
## 886 High
## 887 Medium
## 888 Low
## 889 High
## 890 High
## 891 High
## 892 High
## 893 High
## 894 High
## 895 Low
## 896 Medium
## 897 High
## 898 Medium
## 899 Medium
## 900 High
## 901 Medium
## 902 Low
## 903 Low
## 904 High
## 905 High
## 906 Low
## 907 High
## 908 High
## 909 Medium
## 910 Medium
## 911 High
## 912 High
## 913 High
## 914 Medium
## 915 High
## 916 Medium
## 917 High
## 918 Medium
## 919 High
## 920 Medium
## 921 High
## 922 Low
## 923 Medium
## 924 Low
## 925 Medium
## 926 High
## 927 High
## 928 Medium
## 929 High
## 930 Medium
## 931 High
## 932 Low
## 933 Medium
## 934 High
## 935 High
## 936 High
## 937 Medium
## 938 High
## 939 High
## 940 High
## 941 High
## 942 Medium
## 943 High
## 944 High
## 945 High
## 946 Medium
## 947 High
## 948 Low
## 949 High
## 950 Low
## 951 High
## 952 High
## 953 Medium
## 954 Medium
## 955 High
## 956 High
## 957 Low
## 958 Low
## 959 High
## 960 Medium
## 961 High
## 962 Medium
## 963 Medium
## 964 High
## 965 High
## 966 Low
## 967 Medium
## 968 Low
## 969 Low
## 970 Low
## 971 High
## 972 High
## 973 Medium
## 974 High
## 975 Medium
## 976 Low
## 977 Medium
## 978 Medium
## 979 Low
## 980 High
## 981 Low
## 982 Medium
## 983 Medium
## 984 Medium
## 985 High
## 986 Low
## 987 High
## 988 Medium
## 989 Medium
## 990 High
## 991 High
## 992 High
## 993 Medium
## 994 Low
## 995 High
## 996 High
## 997 Low
## 998 High
## 999 Low
## 1000 High
## 1001 High
## 1002 Medium
## 1003 Medium
## 1004 High
## 1005 Medium
## 1006 Medium
## 1007 High
## 1008 Low
## 1009 Medium
## 1010 Medium
## 1011 Medium
## 1012 High
## 1013 Low
## 1014 High
## 1015 High
## 1016 High
## 1017 Low
## 1018 High
## 1019 High
## 1020 Medium
## 1021 High
## 1022 Low
## 1023 Low
## 1024 Low
## 1025 Medium
## 1026 High
## 1027 Low
## 1028 High
## 1029 High
## 1030 Medium
## 1031 High
## 1032 Low
## 1033 High
## 1034 High
## 1035 High
## 1036 High
## 1037 High
## 1038 Medium
## 1039 Low
## 1040 High
## 1041 High
## 1042 High
## 1043 High
## 1044 Medium
## 1045 High
## 1046 High
## 1047 High
## 1048 High
## 1049 High
## 1050 Medium
## 1051 High
## 1052 High
## 1053 High
## 1054 High
## 1055 High
## 1056 High
## 1057 High
## 1058 High
## 1059 High
## 1060 High
## 1061 Medium
## 1062 High
## 1063 Low
## 1064 High
## 1065 High
## 1066 High
## 1067 High
## 1068 Low
## 1069 High
## 1070 High
## 1071 Low
## 1072 Low
## 1073 Low
## 1074 High
## 1075 High
## 1076 High
## 1077 Medium
## 1078 High
## 1079 High
## 1080 Low
## 1081 Medium
## 1082 High
## 1083 Low
## 1084 High
## 1085 Medium
## 1086 High
## 1087 High
## 1088 High
## 1089 High
## 1090 High
## 1091 High
## 1092 Medium
## 1093 Low
## 1094 Medium
## 1095 High
## 1096 Low
## 1097 Low
## 1098 Medium
## 1099 Medium
## 1100 High
## 1101 High
## 1102 High
## 1103 High
## 1104 High
## 1105 Medium
## 1106 High
## 1107 High
## 1108 High
## 1109 Low
## 1110 High
## 1111 High
## 1112 Medium
## 1113 High
## 1114 High
## 1115 High
## 1116 High
## 1117 Medium
## 1118 High
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## 2009 Medium
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## [ reached 'max' / getOption("max.print") -- omitted 358 rows ]1 Level 1: UNDERSTANDING THE DATA
1.1 Question 1.1: What is the structure of the dataset?
str(campus)## 'data.frame': 7500 obs. of 14 variables:
## $ Room_ID : chr "R1" "R2" "R3" "R4" ...
## $ Capacity : int 139 96 122 128 132 47 113 136 87 116 ...
## $ Students_Used: int 139 23 39 13 132 47 28 90 87 110 ...
## $ Electricity : int 11 30 12 16 18 12 47 54 61 51 ...
## $ Time_Slot : chr "Afternoon" "Morning" "Afternoon" "Evening" ...
## $ Date : chr "2024-01-01 00:00:00" "2024-01-01 01:00:00" "2024-01-01 02:00:00" "2024-01-01 03:00:00" ...
## $ Department : chr "CE" "CS" "CS" "ME" ...
## $ Floor : int 1 1 5 4 3 3 2 7 7 6 ...
## $ Utilization : num 100 24 32 10.2 100 ...
## $ Efficiency : num 12.636 0.767 3.25 0.812 7.333 ...
## $ Day : chr "2024-01-01" "2024-01-01" "2024-01-01" "2024-01-01" ...
## $ Hour : int 0 1 2 3 4 5 6 7 8 9 ...
## $ Is_Weekend : chr "False" "False" "False" "False" ...
## $ Load_Level : chr "High" "Low" "Low" "Low" ...dim(campus)## [1] 7500 14head(campus)## Room_ID Capacity Students_Used Electricity Time_Slot Date
## 1 R1 139 139 11 Afternoon 2024-01-01 00:00:00
## 2 R2 96 23 30 Morning 2024-01-01 01:00:00
## 3 R3 122 39 12 Afternoon 2024-01-01 02:00:00
## 4 R4 128 13 16 Evening 2024-01-01 03:00:00
## 5 R5 132 132 18 Morning 2024-01-01 04:00:00
## 6 R6 47 47 12 Afternoon 2024-01-01 05:00:00
## Department Floor Utilization Efficiency Day Hour Is_Weekend Load_Level
## 1 CE 1 100.00000 12.6363636 2024-01-01 0 False High
## 2 CS 1 23.95833 0.7666667 2024-01-01 1 False Low
## 3 CS 5 31.96721 3.2500000 2024-01-01 2 False Low
## 4 ME 4 10.15625 0.8125000 2024-01-01 3 False Low
## 5 CE 3 100.00000 7.3333333 2024-01-01 4 False High
## 6 ECE 3 100.00000 3.9166667 2024-01-01 5 False HighAnswer: The data set contains multiple observations related to campus operations including energy usage, attendance, and facilities.
1.2 Question 1.2: Are there any missing values in the dataset?
colSums(is.na(campus))## Room_ID Capacity Students_Used Electricity Time_Slot
## 0 0 0 0 0
## Date Department Floor Utilization Efficiency
## 0 0 0 0 0
## Day Hour Is_Weekend Load_Level
## 0 0 0 0sum(is.na(campus))## [1] 0Answer: All values are 0 → no missing values Data set is complete and clean
1.3 Question 1.3: What is the average and median utilization?
mean(campus$Utilization, na.rm = TRUE)## [1] 74.32348median(campus$Utilization, na.rm = TRUE)## [1] 88.80215Answer: Mean and median were calculated to understand central tendency. Mean gives the average utilization, while median provides the middle value, which is less affected by outlier. Missing values were ignored using na.rm = TRUE. Shows overall efficiency of room usage.
1.4 Question 1.4: What is the range of capacity and electricity usage?
range(campus$Capacity, na.rm = TRUE)## [1] 30 149range(campus$Electricity, na.rm = TRUE)## [1] 5 79Answer: Range shows the lowest and highest values, indicating the spread of data. Useful for understanding data spread
1.5 Question 1.5: Which departments appear most frequently?
sort(table(campus$Department), decreasing = TRUE)##
## IT ME ECE CE BBA CS
## 1322 1293 1259 1226 1212 1188Answer: The frequency of each department was calculated using table(), and the results were sorted in descending order to identify which departments have the highest and lowest number of records.
2 Level 2: DATA CLEANING & MANIPULATION
2.1 Question 2.1: Remove duplicate records
campus <- read.csv("advanced_smart_campus_7500_rows.csv")
sum(duplicated(campus))## [1] 0campus <- campus[!duplicated(campus), ]
dim(campus)## [1] 7500 14Answer: The data set was checked for duplicate records using the duplicated() function. The result shows that there are no duplicate rows in the data set. After applying duplicate removal, the number of rows remains unchanged, confirming that the data set is already clean.
2.2 Question 2.2:Question 2.2: Top 10 rooms with highest utilization
library(dplyr)
campus %>%
arrange(desc(Utilization)) %>%
select(Room_ID, Department, Utilization, Efficiency) %>%
head(10)## Room_ID Department Utilization Efficiency
## 1 R1 CE 100 12.636364
## 2 R5 CE 100 7.333333
## 3 R6 ECE 100 3.916667
## 4 R9 BBA 100 1.426230
## 5 R11 ME 100 10.583333
## 6 R17 CE 100 1.381818
## 7 R21 IT 100 2.511111
## 8 R26 BBA 100 1.256410
## 9 R27 IT 100 1.215385
## 10 R28 CS 100 1.734694Answer: This identifies the top 10 rooms with highest utilization. These rooms are being used efficiently and indicate high demand areas in the campus.
###Question 2.3: Identify underutilized rooms
campus %>%
filter(Utilization < 0.3) %>%
select(Room_ID, Capacity, Students_Used, Utilization)## [1] Room_ID Capacity Students_Used Utilization
## <0 rows> (or 0-length row.names)range(campus$Utilization)## [1] 6.756757 100.000000Answer: The utilization values range from approximately 6.75 to 100, indicating that the data is in percentage format. Initially, using a threshold of 0.3 resulted in no records. After correcting the condition to Utilization < 30, the output identifies underutilized rooms with low usage efficiency. Helps identify wastage of resources. Useful for improving scheduling and allocation.
2.3 Question 2.4: Average utilization by department
campus %>%
group_by(Department) %>%
summarise(avg_util = mean(Utilization, na.rm = TRUE)) %>%
arrange(desc(avg_util))## # A tibble: 6 × 2
## Department avg_util
## <chr> <dbl>
## 1 ME 75.2
## 2 ECE 74.9
## 3 CS 74.8
## 4 BBA 74.7
## 5 CE 73.6
## 6 IT 72.7Answer: Compares department-wise efficiency. The data was grouped by department, and the average utilization was calculated for each group. The results were sorted in descending order to identify departments with the highest and lowest utilization. “Departments with low utilization should optimize classroom allocation to improve efficiency. ### Question 2.5: Average electricity usage by floor
campus %>%
group_by(Floor) %>%
summarise(avg_electricity = mean(Electricity, na.rm = TRUE))## # A tibble: 7 × 2
## Floor avg_electricity
## <int> <dbl>
## 1 1 41.5
## 2 2 43.0
## 3 3 42.0
## 4 4 42.5
## 5 5 42.2
## 6 6 41.9
## 7 7 42.4Answer: Shows energy consumption trends.
3 Level 3: DATA TRANSFORMATION
3.1 Question 3.1: Create utilization category
campus$Utilization_Level <- ifelse(campus$Utilization > 70, "High",
ifelse(campus$Utilization > 40, "Medium","Low"))Answer: Categorizes rooms based on usage levels.
3.2 Question 3.2: Count rooms in each category
table(campus$Utilization_Level)##
## High Low Medium
## 4621 1396 1483Answer: Shows distribution of High, Medium, Low usage. Categorization helps in better decision-making and comparison across different levels.
3.3 Question 3.3: Average efficiency by department
campus %>%
group_by(Department) %>%
summarise(avg_eff = mean(Efficiency, na.rm = TRUE)) %>%
arrange(desc(avg_eff))## # A tibble: 6 × 2
## Department avg_eff
## <chr> <dbl>
## 1 ME 2.48
## 2 CS 2.48
## 3 CE 2.39
## 4 BBA 2.36
## 5 IT 2.32
## 6 ECE 2.29Answer: The dataset was grouped by department, and the average efficiency was calculated. The results were sorted in descending order to identify the most and least efficient departments. Departments with low efficiency should optimize resource usage to improve performance
3.4 Question 3.4: Top 10 most efficient rooms
campus %>%
arrange(desc(Efficiency)) %>%
select(Room_ID, Efficiency) %>%
head(10)## Room_ID Efficiency
## 1 R7015 28.80000
## 2 R117 28.20000
## 3 R6971 26.60000
## 4 R1182 26.40000
## 5 R5469 25.20000
## 6 R4038 24.40000
## 7 R5903 24.00000
## 8 R6621 23.00000
## 9 R1906 22.00000
## 10 R510 21.66667Answer: The dataset was sorted in descending order of efficiency to identify the top 10 most efficient rooms. Only relevant columns were selected for clarity.
4 Level 4: DATA VISUALIZATION
4.1 Question 4.1: Histogram of utilization
library(ggplot2)
ggplot(campus, aes(x = Utilization)) +
geom_histogram(bins = 30) +
labs(title = "Utilization Distribution",
x = "Utilization",
y = "Count")
Answer: A histogram was plotted to understand the
distribution of utilization values. It shows how frequently different
utilization levels occur in the dataset.
4.2 Question 4.2: Boxplot of electricity usage by department
ggplot(campus, aes(x = Department, y = Electricity)) +
geom_boxplot() +
labs(title = "Electricity Usage by Department",
x = "Department",
y = "Electricity")
Answer: A boxplot was used to compare electricity usage
across departments. It shows the median, spread, and presence of
outliers for each department.
4.3 Question 4.3: Scatter plot (Capacity vs Students Used)
ggplot(campus, aes(x = Capacity, y = Students_Used)) +
geom_point() +
labs(title = "Capacity vs Students Used",
x = "Capacity",
y = "Students Used")
Answer: A scatter plot was used to analyze the
relationship between classroom capacity and the number of students using
it. Each point represents a classroom.
4.4 Question 4.4: Bar chart for load levels
ggplot(campus, aes(x = Load_Level)) +
geom_bar() +
labs(title = "Load Level Distribution",
x = "Load Level",
y = "Count")
Answer: A bar chart was used to show the distribution
of load levels across the dataset. It represents how many observations
fall into each category such as Low, Medium, and High. If most values
are in low category, it indicates poor resource utilization. Most
classrooms fall in the higher category, which means overall utilization
is good, but some are still underutilized
4.5 Question 4.5: Histogram for Data Distribution
library(ggplot2)
ggplot(campus, aes(x = Utilization)) +
geom_histogram(bins = 10, fill = "orange", color = "black") +
theme_minimal()
Answer: A histogram was plotted to visualize the
distribution of utilization values. It helps in understanding how the
data is spread and whether it is skewed. This histogram shows
distribution of utilization values. Most values are in the higher range,
which means classrooms are generally well utilized.
4.6 Question 4.6: Density Plot (Distribution Shape)
ggplot(campus, aes(x = Utilization)) +
geom_density(fill = "green") +
labs(title = "Density Plot of Utilization") +
theme_minimal()
Answer: A Density plot is used to understand the
overall shape of utilization data. It is a smooth curve that shows how
values are distributed. It helps us see whether the data is balanced or
skewed. The curve is slightly shifted, which shows the data is
left-skewed, meaning most values are higher.
4.7 Question 4.7: Boxplot (Outlier Detection)
ggplot(campus, aes(y = Utilization)) +
geom_boxplot(fill = "red") +
labs(title = "Boxplot for Outlier Detection") +
theme_minimal()
Answer: A boxplot was used to detect outliers and
understand the spread of utilization values. The middle line shows the
median, the box shows the middle 50% of data, and points outside
indicate outliers. It helps identify unusual values
4.8 Question 4.8: Scatter Plot (Relationship Analysis)
ggplot(campus, aes(x = Capacity, y = Electricity)) +
geom_point(color = "blue") +
labs(title = "Capacity vs Electricity") +
theme_minimal()
Answer: scatter plot is used to show the relationship
between capacity and electricity usage. Each point represents one
classroom. From the graph, we can see that as capacity increases,
electricity usage also increases.
4.9 Question 4.9: Bar Chart Showing Average Utilization by Department
ggplot(campus, aes(x = Department, y = Utilization)) +
geom_bar(stat = "summary", fun = "mean") +
theme_minimal()
Answer:
A bar chart was used to compare the average utilization across different departments. The mean function was applied to calculate the average utilization for each department It helps identify which department is using classrooms more efficiently.
4.10 Question 4.10: Area Plot
ggplot(campus, aes(x = Department, y = Utilization, group = 1)) +
stat_summary(fun = "mean", geom = "area", fill = "skyblue") +
theme_minimal()
Answer: An area plot was used to visualize the average
utilization across departments. The stat_summary() function calculates
the mean, and the area geometry displays the cumulative
distribution.
5 Level 4: EXPLORATORY DATA ANALYSIS
5.1 Question 5.1: Descriptive Statistics
summary(campus)## Room_ID Capacity Students_Used Electricity
## Length:7500 Min. : 30.00 Min. : 10.00 Min. : 5.00
## Class :character 1st Qu.: 60.00 1st Qu.: 37.00 1st Qu.:24.00
## Mode :character Median : 90.00 Median : 59.00 Median :43.00
## Mean : 89.98 Mean : 62.81 Mean :42.23
## 3rd Qu.:120.00 3rd Qu.: 85.00 3rd Qu.:61.00
## Max. :149.00 Max. :148.00 Max. :79.00
## Time_Slot Date Department Floor
## Length:7500 Length:7500 Length:7500 Min. :1.00
## Class :character Class :character Class :character 1st Qu.:2.00
## Mode :character Mode :character Mode :character Median :4.00
## Mean :4.01
## 3rd Qu.:6.00
## Max. :7.00
## Utilization Efficiency Day Hour
## Min. : 6.757 Min. : 0.1266 Length:7500 Min. : 0.00
## 1st Qu.: 50.000 1st Qu.: 0.8594 Class :character 1st Qu.: 5.00
## Median : 88.802 Median : 1.4741 Mode :character Median :11.00
## Mean : 74.323 Mean : 2.3852 Mean :11.49
## 3rd Qu.:100.000 3rd Qu.: 2.6000 3rd Qu.:17.00
## Max. :100.000 Max. :28.8000 Max. :23.00
## Is_Weekend Load_Level Utilization_Level
## Length:7500 Length:7500 Length:7500
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
## Answer: The summary() function provides descriptive statistics of the dataset, including measures like mean, median, quartiles, and frequency counts for categorical variables. First step in EDA (Exploratory Data Analysis) Helps understand data quickly
5.2 Question 5.2: Mean, Median, Standard Deviation
mean(campus$Utilization)## [1] 74.32348median(campus$Utilization)## [1] 88.80215mode_func <- function(x) {
ux <- unique(x)
ux[which.max(tabulate(match(x, ux)))]
}
mode_func(campus$Utilization)## [1] 100sd(campus$Utilization)## [1] 29.64501Answer Mean, Median, Mode, and standard deviation to understand the data. Mean gives the average utilization, median gives the middle value, and mode shows the most frequent value. Standard deviation tells how much the values vary from the average. Mean and median are close, so data is fairly balanced, and standard deviation shows moderate variation ### Question 5.3: Calculate Percentiles and Quartiles
# Percentiles
quantile(campus$Utilization, probs = c(0.25, 0.5, 0.75, 0.90, 0.95))## 25% 50% 75% 90% 95%
## 50.00000 88.80215 100.00000 100.00000 100.00000# Quartiles
quantile(campus$Utilization)## 0% 25% 50% 75% 100%
## 6.756757 50.000000 88.802146 100.000000 100.000000Answer Percentiles and quartiles were calculated to understand the distribution of utilization. Quartiles divide the data into four equal parts, while percentiles provide more detailed position of values.
5.3 Question 5.4: Outlier Detection using IQR Method
Q1 <- quantile(campus$Utilization, 0.25)
Q3 <- quantile(campus$Utilization, 0.75)
IQR_value <- Q3 - Q1
lower <- Q1 - 1.5 * IQR_value
upper <- Q3 + 1.5 * IQR_value
campus$Utilization[campus$Utilization < lower | campus$Utilization > upper]## numeric(0)Answer IQR shows the spread of middle 50% data and helps identify variability. ### Question 5.5: Detect Outliers using Z-score Method
# Calculate Z-score
z_scores <- (campus$Utilization - mean(campus$Utilization, na.rm = TRUE)) /
sd(campus$Utilization, na.rm = TRUE)
# Identify outliers (|Z| > 3)
outliers <- campus$Utilization[abs(z_scores) > 3]
outliers## numeric(0)Answer: Outliers were detected using the Z-score method. Values with Z-score greater than ±3 were considered extreme and identified as outliers.
5.4 Question 5.6: Group-wise Analysis
library(dplyr)
campus %>%
group_by(Department) %>%
summarise(
avg_util = mean(Utilization),
avg_electricity = mean(Electricity)
)## # A tibble: 6 × 3
## Department avg_util avg_electricity
## <chr> <dbl> <dbl>
## 1 BBA 74.7 42.4
## 2 CE 73.6 42.7
## 3 CS 74.8 41.7
## 4 ECE 74.9 42.5
## 5 IT 72.7 42.6
## 6 ME 75.2 41.65.5 Question 5.7:Detect skewness (Left or Right Skewed Data)
# Install if needed
# install.packages("moments")
library(moments)
skewness(campus$Utilization)## [1] -0.7341737Answer: Skewness was calculated to understand the shape of the distribution. A negative value indicates that the data is left-skewed, meaning most values are concentrated on the higher side.