Add BERTopic model

3da9ffd verified almost 2 years ago

48 kB

	{
	"topic_representations": {
	"-1": [
	[
	"94",
	1.8745690808267652
	],
	[
	"87",
	1.6875316776756555
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"0": [
	[
	"videos",
	0.21453331864403874
	],
	[
	"learning",
	0.21453331864403874
	],
	[
	"class",
	0.2136446415382597
	],
	[
	"concepts",
	0.21233027106679497
	],
	[
	"assignments",
	0.2114891084915896
	],
	[
	"lecture",
	0.2092239893937478
	],
	[
	"think",
	0.209009696531394
	],
	[
	"understand",
	0.20836509881441817
	],
	[
	"students",
	0.20828530949153848
	],
	[
	"professor",
	0.2079361741477464
	]
	],
	"1": [
	[
	"demonstrations",
	0.36402132021977435
	],
	[
	"90",
	0.36402132021977435
	],
	[
	"32",
	0.36402132021977435
	],
	[
	"33",
	0.36402132021977435
	],
	[
	"discussion",
	0.3270594355344591
	],
	[
	"assistance",
	0.3270594355344591
	],
	[
	"56",
	0.3270594355344591
	],
	[
	"52",
	0.3270594355344591
	],
	[
	"46",
	0.3270594355344591
	],
	[
	"100",
	0.3270594355344591
	]
	],
	"2": [
	[
	"71",
	0.9203951473191904
	],
	[
	"78",
	0.9203951473191904
	],
	[
	"74",
	0.9203951473191904
	],
	[
	"73",
	0.9203951473191904
	],
	[
	"70",
	0.9203951473191904
	],
	[
	"75",
	0.6765177179132292
	],
	[
	"ics",
	0.6765177179132292
	],
	[
	"failed",
	0.6765177179132292
	],
	[
	"prep",
	0.6765177179132292
	],
	[
	"uci",
	0.5847351279579697
	]
	],
	"3": [
	[
	"92",
	0.9941403816414293
	],
	[
	"25",
	0.9941403816414293
	],
	[
	"66",
	0.9941403816414293
	],
	[
	"24",
	0.8931976617890283
	],
	[
	"23",
	0.8931976617890283
	],
	[
	"102",
	0.7307226512790453
	],
	[
	"21",
	0.6315861235909903
	],
	[
	"96",
	0.5739672169529565
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	]
	],
	"4": [
	[
	"48",
	1.0627807721311198
	],
	[
	"45",
	1.0627807721311198
	],
	[
	"53",
	0.9548684654520372
	],
	[
	"43",
	0.8677568667207879
	],
	[
	"40",
	0.7811753730975083
	],
	[
	"41",
	0.6751939670623281
	],
	[
	"42",
	0.6751939670623281
	],
	[
	"91",
	0.6751939670623281
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	]
	],
	"5": [
	[
	"104",
	1.2574991679743834
	],
	[
	"10",
	1.1684963817085632
	],
	[
	"object",
	0.4016037354348324
	],
	[
	"dtype",
	0.4016037354348324
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"6": [
	[
	"61",
	1.1989784126710337
	],
	[
	"60",
	1.1989784126710337
	],
	[
	"54",
	1.1989784126710337
	],
	[
	"58",
	0.9789617745520511
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"7": [
	[
	"83",
	1.1323155505624842
	],
	[
	"103",
	1.1323155505624842
	],
	[
	"28",
	1.0173428429693911
	],
	[
	"27",
	0.924531775565564
	],
	[
	"hour",
	0.8322854965667652
	],
	[
	"41",
	0.7193700230552574
	],
	[
	"openlab",
	0.7193700230552574
	],
	[
	"ta",
	0.7193700230552574
	],
	[
	"office",
	0.5718057223956365
	],
	[
	"dtype",
	0.3462288303087729
	]
	],
	"8": [
	[
	"15",
	1.405926810620074
	],
	[
	"16",
	1.405926810620074
	],
	[
	"30",
	1.2631722471819806
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"9": [
	[
	"68",
	1.405926810620074
	],
	[
	"85",
	1.405926810620074
	],
	[
	"84",
	1.147934433905913
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"10": [
	[
	"26",
	1.5029989817771792
	],
	[
	"31",
	1.5029989817771792
	],
	[
	"64",
	1.1047488072263587
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"11": [
	[
	"62",
	1.2574991679743834
	],
	[
	"19",
	1.2574991679743834
	],
	[
	"chance",
	0.9242991663674937
	],
	[
	"ben",
	0.9242991663674937
	],
	[
	"miss",
	0.9242991663674937
	],
	[
	"debug",
	0.9242991663674937
	],
	[
	"set",
	0.7989002756416534
	],
	[
	"won",
	0.7989002756416534
	],
	[
	"mandatory",
	0.7260174831357407
	],
	[
	"open",
	0.6028582694528813
	]
	],
	"12": [
	[
	"77",
	1.7783723780222558
	],
	[
	"dtype",
	0.4016037354348324
	],
	[
	"object",
	0.4016037354348324
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"13": [
	[
	"59",
	1.6234244451448234
	],
	[
	"49",
	1.6234244451448234
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"14": [
	[
	"57",
	1.6234244451448234
	],
	[
	"47",
	1.6234244451448234
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"15": [
	[
	"69",
	1.7783723780222558
	],
	[
	"99",
	1.4520349662714813
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"16": [
	[
	"82",
	2.062751641893759
	],
	[
	"84",
	1.3255205088552389
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	]
	},
	"topics": [
	0,
	0,
	0,
	5,
	0,
	5,
	0,
	12,
	0,
	0,
	5,
	0,
	8,
	0,
	8,
	0,
	11,
	0,
	3,
	0,
	3,
	0,
	0,
	3,
	0,
	10,
	0,
	7,
	0,
	7,
	0,
	8,
	0,
	10,
	1,
	1,
	1,
	1,
	0,
	0,
	4,
	0,
	0,
	4,
	0,
	14,
	0,
	0,
	4,
	0,
	13,
	1,
	0,
	4,
	0,
	6,
	1,
	0,
	14,
	1,
	0,
	0,
	13,
	0,
	0,
	0,
	6,
	0,
	0,
	0,
	0,
	6,
	0,
	11,
	0,
	0,
	3,
	0,
	9,
	0,
	15,
	0,
	0,
	2,
	0,
	0,
	0,
	0,
	0,
	2,
	0,
	0,
	0,
	0,
	0,
	0,
	0,
	2,
	0,
	2,
	0,
	12,
	0,
	2,
	0,
	16,
	0,
	0,
	0,
	0,
	0,
	7,
	0,
	9,
	0,
	9,
	1,
	1,
	0,
	3,
	0,
	0,
	0,
	1,
	1,
	1,
	1,
	1,
	0,
	3,
	0,
	0,
	7,
	0,
	5,
	0,
	0,
	0,
	5,
	0,
	0,
	0,
	5,
	0,
	12,
	1,
	0,
	0,
	5,
	1,
	0,
	0,
	0,
	0,
	8,
	0,
	8,
	0,
	11,
	1,
	1,
	0,
	3,
	0,
	3,
	0,
	3,
	0,
	10,
	0,
	7,
	0,
	10,
	1,
	1,
	0,
	7,
	1,
	0,
	4,
	1,
	0,
	14,
	0,
	4,
	0,
	13,
	0,
	6,
	1,
	0,
	14,
	0,
	0,
	6,
	0,
	0,
	13,
	0,
	0,
	6,
	0,
	0,
	0,
	0,
	0,
	6,
	0,
	11,
	0,
	3,
	0,
	0,
	9,
	0,
	15,
	0,
	0,
	2,
	2,
	0,
	0,
	0,
	0,
	0,
	0,
	0,
	2,
	0,
	2,
	0,
	12,
	0,
	2,
	0,
	7,
	0,
	9,
	0,
	0,
	9,
	1,
	0,
	3,
	0,
	-1,
	1,
	0,
	15,
	1,
	0,
	7,
	0,
	0,
	5,
	0,
	5,
	0,
	5,
	0,
	0,
	12,
	1,
	0,
	0,
	0,
	0,
	5,
	1,
	0,
	0,
	8,
	0,
	8,
	0,
	11,
	0,
	0,
	0,
	3,
	1,
	0,
	3,
	0,
	0,
	0,
	0,
	10,
	1,
	0,
	7,
	0,
	0,
	8,
	0,
	10,
	1,
	1,
	1,
	0,
	4,
	0,
	0,
	0,
	4,
	0,
	4,
	0,
	4,
	0,
	0,
	4,
	1,
	0,
	0,
	14,
	0,
	4,
	0,
	0,
	13,
	1,
	0,
	4,
	0,
	0,
	0,
	0,
	0,
	6,
	0,
	14,
	0,
	6,
	0,
	13,
	0,
	0,
	0,
	6,
	0,
	0,
	0,
	0,
	0,
	0,
	6,
	11,
	1,
	0,
	10,
	1,
	0,
	3,
	0,
	9,
	0,
	15,
	0,
	0,
	0,
	2,
	0,
	0,
	2,
	0,
	0,
	2,
	0,
	0,
	2,
	0,
	2,
	0,
	0,
	12,
	0,
	0,
	2,
	1,
	0,
	0,
	0,
	0,
	16,
	0,
	0,
	0,
	0,
	0,
	0,
	0,
	7,
	0,
	0,
	0,
	0,
	16,
	0,
	0,
	9,
	0,
	-1,
	1,
	0,
	0,
	4,
	0,
	3,
	0,
	0,
	-1,
	0,
	0,
	3,
	0,
	15,
	0,
	7,
	0,
	0,
	5
	],
	"topic_sizes": {
	"0": 245,
	"5": 12,
	"12": 6,
	"8": 8,
	"11": 6,
	"3": 16,
	"10": 7,
	"7": 11,
	"1": 39,
	"4": 14,
	"14": 6,
	"13": 6,
	"6": 11,
	"9": 8,
	"15": 5,
	"2": 16,
	"16": 3,
	"-1": 3
	},
	"topic_mapper": [
	[
	-1,
	-1,
	-1
	],
	[
	0,
	0,
	0
	],
	[
	1,
	1,
	5
	],
	[
	2,
	2,
	2
	],
	[
	3,
	3,
	12
	],
	[
	4,
	4,
	15
	],
	[
	5,
	5,
	9
	],
	[
	6,
	6,
	16
	],
	[
	7,
	7,
	7
	],
	[
	8,
	8,
	3
	],
	[
	9,
	9,
	1
	],
	[
	10,
	10,
	8
	],
	[
	11,
	11,
	10
	],
	[
	12,
	12,
	14
	],
	[
	13,
	13,
	11
	],
	[
	14,
	14,
	4
	],
	[
	15,
	15,
	13
	],
	[
	16,
	16,
	6
	]
	],
	"topic_labels": {
	"-1": "-1_94_87_object_dtype",
	"0": "0_videos_learning_class_concepts",
	"1": "1_demonstrations_90_32_33",
	"2": "2_71_78_74_73",
	"3": "3_92_25_66_24",
	"4": "4_48_45_53_43",
	"5": "5_104_10_object_dtype",
	"6": "6_61_60_54_58",
	"7": "7_83_103_28_27",
	"8": "8_15_16_30_dtype",
	"9": "9_68_85_84_dtype",
	"10": "10_26_31_64_dtype",
	"11": "11_62_19_chance_ben",
	"12": "12_77_dtype_object_",
	"13": "13_59_49_object_dtype",
	"14": "14_57_47_object_dtype",
	"15": "15_69_99_object_dtype",
	"16": "16_82_84_object_dtype"
	},
	"custom_labels": null,
	"_outliers": 1,
	"topic_aspects": {
	"KeyBERT": {
	"-1": [
	[
	"dtype",
	0.9132404327392578
	],
	[
	"object",
	0.9051396250724792
	],
	[
	"94",
	0.8736979961395264
	],
	[
	"87",
	0.8513497710227966
	],
	[
	"",
	0.8396258354187012
	],
	[
	"",
	0.8396258354187012
	],
	[
	"",
	0.8396258354187012
	],
	[
	"",
	0.8396258354187012
	],
	[
	"",
	0.8396258354187012
	],
	[
	"",
	0.8396258354187012
	]
	],
	"0": [
	[
	"taught",
	0.8581468462944031
	],
	[
	"learned",
	0.8502361178398132
	],
	[
	"videos",
	0.8497951626777649
	],
	[
	"learning",
	0.8487644791603088
	],
	[
	"content",
	0.8472166061401367
	],
	[
	"homeworks",
	0.8470794558525085
	],
	[
	"lecture",
	0.8447226285934448
	],
	[
	"lectures",
	0.8437162041664124
	],
	[
	"learn",
	0.8435048460960388
	],
	[
	"concepts",
	0.8429421186447144
	]
	],
	"1": [
	[
	"teaching",
	0.8569818139076233
	],
	[
	"syllabus",
	0.8552228212356567
	],
	[
	"grading",
	0.8530178666114807
	],
	[
	"coding",
	0.8507295846939087
	],
	[
	"teach",
	0.8464019894599915
	],
	[
	"learners",
	0.8459070920944214
	],
	[
	"classes",
	0.8452457189559937
	],
	[
	"sections",
	0.8438295722007751
	],
	[
	"materials",
	0.8431096076965332
	],
	[
	"project",
	0.8417450189590454
	]
	],
	"2": [
	[
	"dtype",
	0.9157308340072632
	],
	[
	"object",
	0.9028992652893066
	],
	[
	"73",
	0.8827881813049316
	],
	[
	"70",
	0.873388409614563
	],
	[
	"75",
	0.8685863614082336
	],
	[
	"74",
	0.8652894496917725
	],
	[
	"78",
	0.8627583384513855
	],
	[
	"",
	0.8575974106788635
	],
	[
	"",
	0.8575974106788635
	],
	[
	"",
	0.8575974106788635
	]
	],
	"3": [
	[
	"dtype",
	0.9187490344047546
	],
	[
	"object",
	0.8995227813720703
	],
	[
	"92",
	0.8812461495399475
	],
	[
	"102",
	0.8729173541069031
	],
	[
	"25",
	0.8704394102096558
	],
	[
	"24",
	0.8537014126777649
	],
	[
	"96",
	0.8516086935997009
	],
	[
	"23",
	0.8449840545654297
	],
	[
	"21",
	0.8445361852645874
	],
	[
	"",
	0.8368488550186157
	]
	],
	"4": [
	[
	"dtype",
	0.9175808429718018
	],
	[
	"object",
	0.9094690084457397
	],
	[
	"48",
	0.8855776786804199
	],
	[
	"42",
	0.8748047947883606
	],
	[
	"40",
	0.8706534504890442
	],
	[
	"45",
	0.8681718111038208
	],
	[
	"43",
	0.8584311008453369
	],
	[
	"53",
	0.8477991223335266
	],
	[
	"41",
	0.8437411785125732
	],
	[
	"",
	0.8322176933288574
	]
	],
	"5": [
	[
	"dtype",
	0.9158187508583069
	],
	[
	"object",
	0.90355384349823
	],
	[
	"104",
	0.8974380493164062
	],
	[
	"10",
	0.8763135671615601
	],
	[
	"",
	0.8267095685005188
	],
	[
	"",
	0.8267095685005188
	],
	[
	"",
	0.8267095685005188
	],
	[
	"",
	0.8267095685005188
	],
	[
	"",
	0.8267095685005188
	],
	[
	"",
	0.8267095685005188
	]
	],
	"6": [
	[
	"dtype",
	0.9126656651496887
	],
	[
	"object",
	0.9067233800888062
	],
	[
	"60",
	0.8792404532432556
	],
	[
	"54",
	0.8736461400985718
	],
	[
	"61",
	0.8673886656761169
	],
	[
	"58",
	0.8518506288528442
	],
	[
	"",
	0.8347771167755127
	],
	[
	"",
	0.8347771167755127
	],
	[
	"",
	0.8347771167755127
	],
	[
	"",
	0.8347771167755127
	]
	],
	"7": [
	[
	"dtype",
	0.9180738925933838
	],
	[
	"object",
	0.9040448665618896
	],
	[
	"83",
	0.8875319361686707
	],
	[
	"103",
	0.8763342499732971
	],
	[
	"openlab",
	0.8713110685348511
	],
	[
	"28",
	0.8693621754646301
	],
	[
	"office",
	0.8667287230491638
	],
	[
	"hour",
	0.858063817024231
	],
	[
	"41",
	0.8496189713478088
	],
	[
	"",
	0.8472042083740234
	]
	],
	"8": [
	[
	"dtype",
	0.9082142114639282
	],
	[
	"object",
	0.904339611530304
	],
	[
	"16",
	0.8767659068107605
	],
	[
	"15",
	0.865852415561676
	],
	[
	"30",
	0.8474687337875366
	],
	[
	"",
	0.8315072059631348
	],
	[
	"",
	0.8315072059631348
	],
	[
	"",
	0.8315072059631348
	],
	[
	"",
	0.8315072059631348
	],
	[
	"",
	0.8315072059631348
	]
	],
	"9": [
	[
	"dtype",
	0.9078251719474792
	],
	[
	"object",
	0.9061388969421387
	],
	[
	"68",
	0.8685643076896667
	],
	[
	"85",
	0.8678862452507019
	],
	[
	"84",
	0.8600789904594421
	],
	[
	"",
	0.8305988907814026
	],
	[
	"",
	0.8305988907814026
	],
	[
	"",
	0.8305988907814026
	],
	[
	"",
	0.8305988907814026
	],
	[
	"",
	0.8305988907814026
	]
	],
	"10": [
	[
	"dtype",
	0.9211044311523438
	],
	[
	"object",
	0.9036644101142883
	],
	[
	"31",
	0.8924427628517151
	],
	[
	"26",
	0.8710394501686096
	],
	[
	"64",
	0.8681532144546509
	],
	[
	"",
	0.8292077779769897
	],
	[
	"",
	0.8292077779769897
	],
	[
	"",
	0.8292077779769897
	],
	[
	"",
	0.8292077779769897
	],
	[
	"",
	0.8292077779769897
	]
	],
	"11": [
	[
	"dtype",
	0.9128048419952393
	],
	[
	"object",
	0.9050905108451843
	],
	[
	"62",
	0.8837791085243225
	],
	[
	"19",
	0.8729295134544373
	],
	[
	"code",
	0.8626366853713989
	],
	[
	"debug",
	0.8587919473648071
	],
	[
	"",
	0.8432834148406982
	],
	[
	"",
	0.8432834148406982
	],
	[
	"",
	0.8432834148406982
	],
	[
	"",
	0.8432834148406982
	]
	],
	"12": [
	[
	"dtype",
	0.9101809859275818
	],
	[
	"object",
	0.9046565890312195
	],
	[
	"77",
	0.875315248966217
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	],
	[
	"",
	0.8237241506576538
	]
	],
	"13": [
	[
	"dtype",
	0.9156684279441833
	],
	[
	"object",
	0.9102575182914734
	],
	[
	"59",
	0.8844731450080872
	],
	[
	"49",
	0.8666700720787048
	],
	[
	"",
	0.8249952793121338
	],
	[
	"",
	0.8249952793121338
	],
	[
	"",
	0.8249952793121338
	],
	[
	"",
	0.8249952793121338
	],
	[
	"",
	0.8249952793121338
	],
	[
	"",
	0.8249952793121338
	]
	],
	"14": [
	[
	"dtype",
	0.9071541428565979
	],
	[
	"object",
	0.9034397602081299
	],
	[
	"57",
	0.8883433938026428
	],
	[
	"47",
	0.8800514936447144
	],
	[
	"",
	0.82164466381073
	],
	[
	"",
	0.82164466381073
	],
	[
	"",
	0.82164466381073
	],
	[
	"",
	0.82164466381073
	],
	[
	"",
	0.82164466381073
	],
	[
	"",
	0.82164466381073
	]
	],
	"15": [
	[
	"dtype",
	0.9116052389144897
	],
	[
	"object",
	0.9071369767189026
	],
	[
	"69",
	0.8836567997932434
	],
	[
	"99",
	0.8770079016685486
	],
	[
	"",
	0.8283356428146362
	],
	[
	"",
	0.8283356428146362
	],
	[
	"",
	0.8283356428146362
	],
	[
	"",
	0.8283356428146362
	],
	[
	"",
	0.8283356428146362
	],
	[
	"",
	0.8283356428146362
	]
	],
	"16": [
	[
	"dtype",
	0.9117228984832764
	],
	[
	"object",
	0.902815043926239
	],
	[
	"82",
	0.8802897334098816
	],
	[
	"84",
	0.8695551753044128
	],
	[
	"",
	0.8321225643157959
	],
	[
	"",
	0.8321225643157959
	],
	[
	"",
	0.8321225643157959
	],
	[
	"",
	0.8321225643157959
	],
	[
	"",
	0.8321225643157959
	],
	[
	"",
	0.8321225643157959
	]
	]
	},
	"Llama2": {
	"-1": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"0": [
	[
	"Active Learning with Visual Aids",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"1": [
	[
	"Teaching and Learning Strategies",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"2": [
	[
	"UCI ICS Prep and Live Q&A Experience",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"3": [
	[
	"Object Diversity and Scales",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"4": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"5": [
	[
	"Object Dtype Label",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"6": [
	[
	"Object Diversity",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"7": [
	[
	"Student Evaluation of Instructor and Course",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"8": [
	[
	"Object-based Data Analysis",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"9": [
	[
	"Object Diversity",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"10": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"11": [
	[
	"Open Lab Requirements",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"12": [
	[
	"Object Dtype Variables",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"13": [
	[
	"Object Density and Types",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"14": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"15": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	],
	"16": [
	[
	"Object Dtype Distribution",
	1
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	],
	[
	"",
	0
	]
	]
	},
	"MMR": {
	"-1": [
	[
	"94",
	1.8745690808267652
	],
	[
	"87",
	1.6875316776756555
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"0": [
	[
	"videos",
	0.21453331864403874
	],
	[
	"learning",
	0.21453331864403874
	],
	[
	"class",
	0.2136446415382597
	],
	[
	"concepts",
	0.21233027106679497
	],
	[
	"assignments",
	0.2114891084915896
	],
	[
	"lecture",
	0.2092239893937478
	],
	[
	"think",
	0.209009696531394
	],
	[
	"understand",
	0.20836509881441817
	],
	[
	"students",
	0.20828530949153848
	],
	[
	"professor",
	0.2079361741477464
	]
	],
	"1": [
	[
	"demonstrations",
	0.36402132021977435
	],
	[
	"90",
	0.36402132021977435
	],
	[
	"32",
	0.36402132021977435
	],
	[
	"33",
	0.36402132021977435
	],
	[
	"discussion",
	0.3270594355344591
	],
	[
	"assistance",
	0.3270594355344591
	],
	[
	"56",
	0.3270594355344591
	],
	[
	"52",
	0.3270594355344591
	],
	[
	"46",
	0.3270594355344591
	],
	[
	"100",
	0.3270594355344591
	]
	],
	"2": [
	[
	"71",
	0.9203951473191904
	],
	[
	"78",
	0.9203951473191904
	],
	[
	"74",
	0.9203951473191904
	],
	[
	"73",
	0.9203951473191904
	],
	[
	"70",
	0.9203951473191904
	],
	[
	"75",
	0.6765177179132292
	],
	[
	"ics",
	0.6765177179132292
	],
	[
	"failed",
	0.6765177179132292
	],
	[
	"prep",
	0.6765177179132292
	],
	[
	"uci",
	0.5847351279579697
	]
	],
	"3": [
	[
	"92",
	0.9941403816414293
	],
	[
	"25",
	0.9941403816414293
	],
	[
	"66",
	0.9941403816414293
	],
	[
	"24",
	0.8931976617890283
	],
	[
	"23",
	0.8931976617890283
	],
	[
	"102",
	0.7307226512790453
	],
	[
	"21",
	0.6315861235909903
	],
	[
	"96",
	0.5739672169529565
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	]
	],
	"4": [
	[
	"48",
	1.0627807721311198
	],
	[
	"45",
	1.0627807721311198
	],
	[
	"53",
	0.9548684654520372
	],
	[
	"43",
	0.8677568667207879
	],
	[
	"40",
	0.7811753730975083
	],
	[
	"41",
	0.6751939670623281
	],
	[
	"42",
	0.6751939670623281
	],
	[
	"91",
	0.6751939670623281
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	]
	],
	"5": [
	[
	"104",
	1.2574991679743834
	],
	[
	"10",
	1.1684963817085632
	],
	[
	"object",
	0.4016037354348324
	],
	[
	"dtype",
	0.4016037354348324
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"6": [
	[
	"61",
	1.1989784126710337
	],
	[
	"60",
	1.1989784126710337
	],
	[
	"54",
	1.1989784126710337
	],
	[
	"58",
	0.9789617745520511
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"7": [
	[
	"83",
	1.1323155505624842
	],
	[
	"103",
	1.1323155505624842
	],
	[
	"28",
	1.0173428429693911
	],
	[
	"27",
	0.924531775565564
	],
	[
	"hour",
	0.8322854965667652
	],
	[
	"41",
	0.7193700230552574
	],
	[
	"openlab",
	0.7193700230552574
	],
	[
	"ta",
	0.7193700230552574
	],
	[
	"office",
	0.5718057223956365
	],
	[
	"dtype",
	0.3462288303087729
	]
	],
	"8": [
	[
	"15",
	1.405926810620074
	],
	[
	"16",
	1.405926810620074
	],
	[
	"30",
	1.2631722471819806
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"9": [
	[
	"68",
	1.405926810620074
	],
	[
	"85",
	1.405926810620074
	],
	[
	"84",
	1.147934433905913
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"10": [
	[
	"26",
	1.5029989817771792
	],
	[
	"31",
	1.5029989817771792
	],
	[
	"64",
	1.1047488072263587
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"11": [
	[
	"62",
	1.2574991679743834
	],
	[
	"19",
	1.2574991679743834
	],
	[
	"chance",
	0.9242991663674937
	],
	[
	"ben",
	0.9242991663674937
	],
	[
	"miss",
	0.9242991663674937
	],
	[
	"debug",
	0.9242991663674937
	],
	[
	"set",
	0.7989002756416534
	],
	[
	"won",
	0.7989002756416534
	],
	[
	"mandatory",
	0.7260174831357407
	],
	[
	"open",
	0.6028582694528813
	]
	],
	"12": [
	[
	"77",
	1.7783723780222558
	],
	[
	"dtype",
	0.4016037354348324
	],
	[
	"object",
	0.4016037354348324
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"13": [
	[
	"59",
	1.6234244451448234
	],
	[
	"49",
	1.6234244451448234
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"14": [
	[
	"57",
	1.6234244451448234
	],
	[
	"47",
	1.6234244451448234
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"15": [
	[
	"69",
	1.7783723780222558
	],
	[
	"99",
	1.4520349662714813
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	],
	"16": [
	[
	"82",
	2.062751641893759
	],
	[
	"84",
	1.3255205088552389
	],
	[
	"object",
	0.3666123751266575
	],
	[
	"dtype",
	0.3666123751266575
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	],
	[
	"",
	1e-05
	]
	]
	}
	}
	}