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"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"#| export\n", | ||
"#| export\n" | ||
] | ||
}, | ||
|
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groups_example_2023-04-14_17-42-48 | ||
groups_example_2023-04-18_12-52-00 |
106 changes: 106 additions & 0 deletions
106
nbs/groups_example_2023-04-18_12-51-59/example_classlist.csv
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ID,GPA,Gender,Ethnicity,Major,Skill1,Skill2,Skill3,Project choice,Group Number | ||
5,4.2677505198,F,-,Civ E,y,y,y,renewable energy,1 | ||
20,2.6208469814,M,-,CS,y,y,y,renewable energy,1 | ||
26,2.8885141062,M,-,CS,y,y,y,renewable energy,1 | ||
59,2.8084099093,F,-,Civ E,-,y,y,renewable energy,1 | ||
82,2.9559694938,F,-,EE,y,-,y,renewable energy,1 | ||
7,1.9194501623,F,-,EE,y,y,y,nanotech,2 | ||
12,3.024861827,F,-,Civ E,y,y,-,nanotech,2 | ||
31,3.9028269657,F,-,Civ E,y,y,y,nanotech,2 | ||
83,3.883751237,F,-,EE,y,-,y,nanotech,2 | ||
99,3.4222658367,F,-,CS,-,y,y,nanotech,2 | ||
10,2.8919136743,F,-,EE,-,y,-,automotive,3 | ||
47,3.0657085412,M,-,CS,-,y,y,automotive,3 | ||
57,3.4513814503,M,-,EE,y,-,y,automotive,3 | ||
92,3.5266254864,F,-,Civ E,y,y,y,automotive,3 | ||
98,3.0343554975,F,-,Mech E,y,y,y,automotive,3 | ||
21,2.5505301791,F,-,Civ E,y,y,y,robotics,4 | ||
29,2.7455509513,F,-,EE,y,y,y,robotics,4 | ||
32,4.0540402505,F,-,CS,y,y,y,robotics,4 | ||
53,3.1231054431,F,-,EE,-,y,y,robotics,4 | ||
62,2.8396612689,F,-,Mech E,y,-,y,robotics,4 | ||
18,3.7045215443,F,B,Civ E,y,y,y,renewable energy,5 | ||
52,3.2756432963,F,B,EE,y,y,y,statistics,5 | ||
58,3.4329732577,F,B,EE,y,y,y,robotics,5 | ||
65,3.0775266253,M,-,Civ E,y,-,y,renewable energy,5 | ||
78,2.3325908929,F,-,CS,-,y,-,renewable energy,5 | ||
24,3.522403157,F,-,Mech E,-,-,y,renewable energy,6 | ||
27,3.7874732964,M,-,Civ E,y,y,y,nanotech,6 | ||
33,3.0231028284,M,-,EE,y,y,y,statistics,6 | ||
51,2.2737452193,F,-,CS,y,y,y,nanotech,6 | ||
80,2.9090256084,F,-,EE,-,y,y,automotive,6 | ||
3,3.2148217272,M,-,EE,-,y,-,automotive,7 | ||
4,3.1876776644,M,B,Mech E,y,y,y,nanotech,7 | ||
17,3.0782142391,M,-,Civ E,y,y,-,robotics,7 | ||
37,2.6363496767,M,-,Civ E,y,y,-,nanotech,7 | ||
68,3.5995299693,M,B,EE,y,-,y,statistics,7 | ||
19,3.0868448476,F,-,EE,y,y,y,nanotech,8 | ||
72,3.2503595133,F,-,Civ E,-,y,y,nanotech,8 | ||
76,1.9049770826,F,-,CS,y,-,-,nanotech,8 | ||
89,4.030050148,F,-,EE,y,y,y,nanotech,8 | ||
102,2.8953960106,F,-,Mech E,y,y,y,nanotech,8 | ||
35,2.6528990285,F,-,EE,y,y,y,automotive,9 | ||
46,3.1180540114,F,-,Mech E,-,y,y,robotics,9 | ||
64,4.0603215899,F,-,CS,y,y,y,robotics,9 | ||
84,4.0719171861,F,-,Civ E,y,y,y,automotive,9 | ||
88,2.3187016192,F,-,EE,y,-,-,statistics,9 | ||
16,2.5323835304,M,-,Mech E,y,y,y,automotive,10 | ||
50,3.0954767731,F,-,Mech E,-,y,y,automotive,10 | ||
56,2.4034790358,M,N,Mech E,y,-,y,automotive,10 | ||
73,2.5777200458,F,B,EE,-,y,-,automotive,10 | ||
103,3.8913887604,M,B,EE,y,y,y,automotive,10 | ||
8,2.848455695,F,H,EE,y,y,y,renewable energy,11 | ||
54,2.9252327378,F,H,EE,y,-,y,renewable energy,11 | ||
79,3.38524157,F,-,Civ E,-,-,y,renewable energy,11 | ||
94,3.0327144067,M,-,CS,y,y,y,renewable energy,11 | ||
104,2.6901154297,F,-,CS,y,y,y,renewable energy,11 | ||
30,2.9683685061,F,-,Civ E,y,y,-,renewable energy,12 | ||
39,2.6002474746,F,-,EE,-,-,y,renewable energy,12 | ||
48,3.3557411556,F,-,Civ E,y,-,y,renewable energy,12 | ||
49,2.7804912544,F,-,EE,y,y,y,renewable energy,12 | ||
105,2.7501154297,M,-,CS,y,y,y,renewable energy,12 | ||
14,2.8706651105,M,-,Civ E,y,y,y,nanotech,13 | ||
34,3.0879781018,F,-,Civ E,y,-,y,nanotech,13 | ||
43,2.7174376727,F,-,Civ E,-,y,-,nanotech,13 | ||
45,3.0553318909,F,-,EE,y,y,y,nanotech,13 | ||
71,2.858300756,M,-,EE,y,y,y,nanotech,13 | ||
2,2.9339069919,F,-,Mech E,y,y,y,robotics,14 | ||
55,3.5954068248,F,-,Civ E,y,-,-,robotics,14 | ||
67,2.8453411692,F,-,Civ E,y,y,y,robotics,14 | ||
69,3.9917927259,M,-,Mech E,-,y,y,robotics,14 | ||
81,3.2220582253,F,-,Mech E,y,y,y,robotics,14 | ||
1,2.024015675,M,-,Mech E,y,y,y,automotive,15 | ||
28,3.0531187053,F,-,EE,-,-,y,automotive,15 | ||
40,3.455054202,F,-,Civ E,y,y,y,automotive,15 | ||
63,2.9766085902,F,-,EE,y,-,y,automotive,15 | ||
97,3.2194094149,F,-,CS,y,y,-,automotive,15 | ||
9,3.4669638346,F,H,Mech E,y,y,-,automotive,16 | ||
44,3.0564556536,F,-,CS,y,y,y,automotive,16 | ||
60,2.26046711,F,-,CS,y,y,y,robotics,16 | ||
77,3.2442013882,F,-,EE,-,y,y,automotive,16 | ||
90,2.4227007233,F,H,Civ E,y,-,y,renewable energy,16 | ||
13,3.1237208854,F,H,CS,y,y,y,statistics,17 | ||
22,3.4572566907,F,H,EE,y,y,-,statistics,17 | ||
61,4.220160605,M,-,Mech E,-,-,y,statistics,17 | ||
91,2.5723254477,F,-,CS,y,y,y,statistics,17 | ||
95,3.2579174234,F,-,Civ E,y,y,y,statistics,17 | ||
36,3.0215581781,F,-,EE,y,-,y,robotics,18 | ||
41,2.2255821972,F,-,Civ E,y,y,y,robotics,18 | ||
74,3.7095788541,F,-,EE,y,y,y,robotics,18 | ||
93,3.8268590517,F,-,Civ E,-,y,-,robotics,18 | ||
96,3.4892035031,M,-,CS,y,y,y,robotics,18 | ||
15,3.080157248,F,-,EE,-,y,y,automotive,19 | ||
42,2.7770484807,F,-,Civ E,y,y,y,renewable energy,19 | ||
85,2.7986841752,M,H,EE,y,y,-,statistics,19 | ||
87,2.9391604247,F,H,CS,y,y,y,robotics,19 | ||
100,3.3293801494,M,H,Mech E,-,-,y,automotive,19 | ||
6,3.1635579168,F,-,Civ E,-,-,-,robotics,20 | ||
11,3.1217136627,F,-,EE,-,y,y,robotics,20 | ||
23,2.7576422634,F,-,CS,y,y,y,robotics,20 | ||
25,3.0482022356,F,-,EE,y,y,y,robotics,20 | ||
86,3.6461426965,F,-,Mech E,y,y,y,robotics,20 | ||
38,2.4773339917,F,-,CS,y,-,y,statistics,21 | ||
66,2.9919567367,M,-,EE,-,y,y,statistics,21 | ||
70,3.4160383855,F,-,Civ E,y,y,y,statistics,21 | ||
75,3.7756850713,F,-,CS,y,y,y,statistics,21 | ||
101,3.8883801402,F,-,Civ E,y,-,y,statistics,21 |
146 changes: 146 additions & 0 deletions
146
nbs/groups_example_2023-04-18_12-51-59/example_details.csv
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ID,GPA,Gender,Ethnicity,Major,Skill1,Skill2,Skill3,Project choice,Group Number,,group GPA mean,Rules Broken | ||
5,4.2677505198,F,-,Civ E,y,y,y,renewable energy,1 | ||
20,2.6208469814,M,-,CS,y,y,y,renewable energy,1 | ||
26,2.8885141062,M,-,CS,y,y,y,renewable energy,1 | ||
59,2.8084099093,F,-,Civ E,-,y,y,renewable energy,1 | ||
82,2.9559694938,F,-,EE,y,-,y,renewable energy,1 | ||
summary,,,,,,,,,,,3.1082982021 | ||
|
||
7,1.9194501623,F,-,EE,y,y,y,nanotech,2 | ||
12,3.024861827,F,-,Civ E,y,y,-,nanotech,2 | ||
31,3.9028269657,F,-,Civ E,y,y,y,nanotech,2 | ||
83,3.883751237,F,-,EE,y,-,y,nanotech,2 | ||
99,3.4222658367,F,-,CS,-,y,y,nanotech,2 | ||
summary,,,,,,,,,,,3.23063120574 | ||
|
||
10,2.8919136743,F,-,EE,-,y,-,automotive,3 | ||
47,3.0657085412,M,-,CS,-,y,y,automotive,3 | ||
57,3.4513814503,M,-,EE,y,-,y,automotive,3 | ||
92,3.5266254864,F,-,Civ E,y,y,y,automotive,3 | ||
98,3.0343554975,F,-,Mech E,y,y,y,automotive,3 | ||
summary,,,,,,,,,,,3.19399692994 | ||
|
||
21,2.5505301791,F,-,Civ E,y,y,y,robotics,4 | ||
29,2.7455509513,F,-,EE,y,y,y,robotics,4 | ||
32,4.0540402505,F,-,CS,y,y,y,robotics,4 | ||
53,3.1231054431,F,-,EE,-,y,y,robotics,4 | ||
62,2.8396612689,F,-,Mech E,y,-,y,robotics,4 | ||
summary,,,,,,,,,,,3.0625776185799998 | ||
|
||
18,3.7045215443,F,B,Civ E,y,y,y,renewable energy,5 | ||
52,3.2756432963,F,B,EE,y,y,y,statistics,5 | ||
58,3.4329732577,F,B,EE,y,y,y,robotics,5 | ||
65,3.0775266253,M,-,Civ E,y,-,y,renewable energy,5 | ||
78,2.3325908929,F,-,CS,-,y,-,renewable energy,5 | ||
summary,,,,,,,,,,,3.1646511233000005,Aggregate: Project choice | ||
|
||
24,3.522403157,F,-,Mech E,-,-,y,renewable energy,6 | ||
27,3.7874732964,M,-,Civ E,y,y,y,nanotech,6 | ||
33,3.0231028284,M,-,EE,y,y,y,statistics,6 | ||
51,2.2737452193,F,-,CS,y,y,y,nanotech,6 | ||
80,2.9090256084,F,-,EE,-,y,y,automotive,6 | ||
summary,,,,,,,,,,,3.1031500219000003,Aggregate: Project choice | ||
|
||
3,3.2148217272,M,-,EE,-,y,-,automotive,7 | ||
4,3.1876776644,M,B,Mech E,y,y,y,nanotech,7 | ||
17,3.0782142391,M,-,Civ E,y,y,-,robotics,7 | ||
37,2.6363496767,M,-,Civ E,y,y,-,nanotech,7 | ||
68,3.5995299693,M,B,EE,y,-,y,statistics,7 | ||
summary,,,,,,,,,,,3.14331865534,Aggregate: Project choice,Distribute: Major,Distribute: Skill3 | ||
|
||
19,3.0868448476,F,-,EE,y,y,y,nanotech,8 | ||
72,3.2503595133,F,-,Civ E,-,y,y,nanotech,8 | ||
76,1.9049770826,F,-,CS,y,-,-,nanotech,8 | ||
89,4.030050148,F,-,EE,y,y,y,nanotech,8 | ||
102,2.8953960106,F,-,Mech E,y,y,y,nanotech,8 | ||
summary,,,,,,,,,,,3.0335255204200005 | ||
|
||
35,2.6528990285,F,-,EE,y,y,y,automotive,9 | ||
46,3.1180540114,F,-,Mech E,-,y,y,robotics,9 | ||
64,4.0603215899,F,-,CS,y,y,y,robotics,9 | ||
84,4.0719171861,F,-,Civ E,y,y,y,automotive,9 | ||
88,2.3187016192,F,-,EE,y,-,-,statistics,9 | ||
summary,,,,,,,,,,,3.24437868702,Aggregate: Project choice | ||
|
||
16,2.5323835304,M,-,Mech E,y,y,y,automotive,10 | ||
50,3.0954767731,F,-,Mech E,-,y,y,automotive,10 | ||
56,2.4034790358,M,N,Mech E,y,-,y,automotive,10 | ||
73,2.5777200458,F,B,EE,-,y,-,automotive,10 | ||
103,3.8913887604,M,B,EE,y,y,y,automotive,10 | ||
summary,,,,,,,,,,,2.9000896291,Distribute: Major | ||
|
||
8,2.848455695,F,H,EE,y,y,y,renewable energy,11 | ||
54,2.9252327378,F,H,EE,y,-,y,renewable energy,11 | ||
79,3.38524157,F,-,Civ E,-,-,y,renewable energy,11 | ||
94,3.0327144067,M,-,CS,y,y,y,renewable energy,11 | ||
104,2.6901154297,F,-,CS,y,y,y,renewable energy,11 | ||
summary,,,,,,,,,,,2.9763519678400003 | ||
|
||
30,2.9683685061,F,-,Civ E,y,y,-,renewable energy,12 | ||
39,2.6002474746,F,-,EE,-,-,y,renewable energy,12 | ||
48,3.3557411556,F,-,Civ E,y,-,y,renewable energy,12 | ||
49,2.7804912544,F,-,EE,y,y,y,renewable energy,12 | ||
105,2.7501154297,M,-,CS,y,y,y,renewable energy,12 | ||
summary,,,,,,,,,,,2.89099276408 | ||
|
||
14,2.8706651105,M,-,Civ E,y,y,y,nanotech,13 | ||
34,3.0879781018,F,-,Civ E,y,-,y,nanotech,13 | ||
43,2.7174376727,F,-,Civ E,-,y,-,nanotech,13 | ||
45,3.0553318909,F,-,EE,y,y,y,nanotech,13 | ||
71,2.858300756,M,-,EE,y,y,y,nanotech,13 | ||
summary,,,,,,,,,,,2.91794270638,Distribute: Major | ||
|
||
2,2.9339069919,F,-,Mech E,y,y,y,robotics,14 | ||
55,3.5954068248,F,-,Civ E,y,-,-,robotics,14 | ||
67,2.8453411692,F,-,Civ E,y,y,y,robotics,14 | ||
69,3.9917927259,M,-,Mech E,-,y,y,robotics,14 | ||
81,3.2220582253,F,-,Mech E,y,y,y,robotics,14 | ||
summary,,,,,,,,,,,3.31770118742,Distribute: Major | ||
|
||
1,2.024015675,M,-,Mech E,y,y,y,automotive,15 | ||
28,3.0531187053,F,-,EE,-,-,y,automotive,15 | ||
40,3.455054202,F,-,Civ E,y,y,y,automotive,15 | ||
63,2.9766085902,F,-,EE,y,-,y,automotive,15 | ||
97,3.2194094149,F,-,CS,y,y,-,automotive,15 | ||
summary,,,,,,,,,,,2.94564131748 | ||
|
||
9,3.4669638346,F,H,Mech E,y,y,-,automotive,16 | ||
44,3.0564556536,F,-,CS,y,y,y,automotive,16 | ||
60,2.26046711,F,-,CS,y,y,y,robotics,16 | ||
77,3.2442013882,F,-,EE,-,y,y,automotive,16 | ||
90,2.4227007233,F,H,Civ E,y,-,y,renewable energy,16 | ||
summary,,,,,,,,,,,2.89015774194,Aggregate: Project choice | ||
|
||
13,3.1237208854,F,H,CS,y,y,y,statistics,17 | ||
22,3.4572566907,F,H,EE,y,y,-,statistics,17 | ||
61,4.220160605,M,-,Mech E,-,-,y,statistics,17 | ||
91,2.5723254477,F,-,CS,y,y,y,statistics,17 | ||
95,3.2579174234,F,-,Civ E,y,y,y,statistics,17 | ||
summary,,,,,,,,,,,3.3262762104399997 | ||
|
||
36,3.0215581781,F,-,EE,y,-,y,robotics,18 | ||
41,2.2255821972,F,-,Civ E,y,y,y,robotics,18 | ||
74,3.7095788541,F,-,EE,y,y,y,robotics,18 | ||
93,3.8268590517,F,-,Civ E,-,y,-,robotics,18 | ||
96,3.4892035031,M,-,CS,y,y,y,robotics,18 | ||
summary,,,,,,,,,,,3.2545563568399998 | ||
|
||
15,3.080157248,F,-,EE,-,y,y,automotive,19 | ||
42,2.7770484807,F,-,Civ E,y,y,y,renewable energy,19 | ||
85,2.7986841752,M,H,EE,y,y,-,statistics,19 | ||
87,2.9391604247,F,H,CS,y,y,y,robotics,19 | ||
100,3.3293801494,M,H,Mech E,-,-,y,automotive,19 | ||
summary,,,,,,,,,,,2.9848860956,Aggregate: Project choice | ||
|
||
6,3.1635579168,F,-,Civ E,-,-,-,robotics,20 | ||
11,3.1217136627,F,-,EE,-,y,y,robotics,20 | ||
23,2.7576422634,F,-,CS,y,y,y,robotics,20 | ||
25,3.0482022356,F,-,EE,y,y,y,robotics,20 | ||
86,3.6461426965,F,-,Mech E,y,y,y,robotics,20 | ||
summary,,,,,,,,,,,3.147451755 | ||
|
||
38,2.4773339917,F,-,CS,y,-,y,statistics,21 | ||
66,2.9919567367,M,-,EE,-,y,y,statistics,21 | ||
70,3.4160383855,F,-,Civ E,y,y,y,statistics,21 | ||
75,3.7756850713,F,-,CS,y,y,y,statistics,21 | ||
101,3.8883801402,F,-,Civ E,y,-,y,statistics,21 |
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Group 1, 5, 20, 26, 59, 82 | ||
Group 2, 7, 12, 31, 83, 99 | ||
Group 3, 10, 47, 57, 92, 98 | ||
Group 4, 21, 29, 32, 53, 62 | ||
Group 5, 18, 52, 58, 65, 78 | ||
Group 6, 24, 27, 33, 51, 80 | ||
Group 7, 3, 4, 17, 37, 68 | ||
Group 8, 19, 72, 76, 89, 102 | ||
Group 9, 35, 46, 64, 84, 88 | ||
Group 10, 16, 50, 56, 73, 103 | ||
Group 11, 8, 54, 79, 94, 104 | ||
Group 12, 30, 39, 48, 49, 105 | ||
Group 13, 14, 34, 43, 45, 71 | ||
Group 14, 2, 55, 67, 69, 81 | ||
Group 15, 1, 28, 40, 63, 97 | ||
Group 16, 9, 44, 60, 77, 90 | ||
Group 17, 13, 22, 61, 91, 95 | ||
Group 18, 36, 41, 74, 93, 96 | ||
Group 19, 15, 42, 85, 87, 100 | ||
Group 20, 6, 11, 23, 25, 86 | ||
Group 21, 38, 66, 70, 75, 101 |
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