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Fine-tuned Topic Model for instructor_comments column, last commit on 2025-01-14 00:32:32

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  1. ctfidf_config.json +426 -426
  2. topics.json +387 -387
ctfidf_config.json CHANGED
@@ -19,469 +19,469 @@
19
  4
20
  ],
21
  "stop_words": [
22
- "nobody",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
  "an",
24
- "especially",
25
- "namely",
26
- "too",
27
- "miguel callirgos",
28
- "eg",
29
- "goodwin",
30
- "be",
31
- "sea",
32
- "though",
33
- "na",
34
- "ii",
35
- "ie",
36
  "five",
37
- "all",
38
- "get",
39
- "own",
40
- "jose",
41
- "plotnick",
42
- "ehh",
43
- "miima",
44
- "seeming",
45
- "than",
46
- "ten",
47
- "last",
48
  "mostly",
49
- "thick",
50
- "mrs",
51
- "nine",
52
- "david abed",
53
- "to",
54
- "does",
55
- "fifty",
56
- "same",
57
- "no",
58
- "estrada",
59
- "therein",
60
- "this",
61
- "whence",
62
- "wherever",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
63
  "between",
64
- "one",
65
- "onto",
66
- "out",
67
- "thin",
68
- "wants",
69
- "alone",
70
- "rima",
71
- "never",
72
- "always",
73
- "whoever",
74
- "with",
75
- "can",
76
- "com",
77
- "into",
78
- "without",
79
- "myself",
80
- "really",
81
  "whole",
82
  "goes",
83
- "de",
84
- "actually",
85
- "via",
86
- "three",
87
- "describe",
88
- "co",
89
- "much",
90
- "side",
91
- "yourselves",
92
- "specifically",
93
- "also",
94
- "either",
95
- "beside",
96
- "fifteen",
97
- "have",
98
- "the",
99
- "anything",
100
- "after",
101
- "more",
102
- "which",
103
- "my",
104
- "on",
105
- "although",
106
- "third",
107
- "due",
108
- "each",
109
- "sometime",
110
- "lot",
111
- "mind",
112
- "whatever",
113
- "honestly",
114
- "vi",
115
- "hers",
116
- "behind",
117
- "any",
118
- "jesus",
119
- "inc",
120
- "njit",
121
- "former",
122
- "keep",
123
  "hm",
 
 
 
124
  "could",
125
- "beforehand",
126
- "might",
127
- "latterly",
128
- "aasay",
129
- "sincere",
130
- "gives",
131
- "indeed",
132
- "through",
133
- "formerly",
134
  "name",
135
- "bonitsis",
136
- "khichi",
137
- "anywhere",
138
- "got",
139
- "where",
140
- "maura deek",
141
- "four",
142
- "james",
143
- "overall",
144
- "amongst",
145
- "them",
146
- "about",
147
- "well",
148
- "couldnt",
149
- "anyway",
150
- "mannn",
151
- "such",
152
- "thereafter",
153
- "cimino",
154
- "show",
155
- "thereby",
156
- "themselves",
157
- "maura",
158
- "himself",
159
- "serious",
160
- "ok",
161
- "whither",
162
- "ce",
163
- "doing",
164
- "was",
165
- "were",
166
- "thing",
167
- "fleischer",
168
- "eight",
169
- "if",
170
- "down",
171
- "miguel",
172
- "us",
173
- "wherein",
174
- "detail",
175
- "few",
176
- "seemed",
177
- "first",
178
- "beyond",
179
- "his",
180
- "whenever",
181
- "even",
182
- "by",
183
- "ms",
184
- "going",
185
- "sure",
186
- "at",
187
- "amount",
188
- "mr",
189
- "make",
190
- "these",
191
- "mchugh",
192
- "ours",
193
- "mine",
194
- "rutgersthings",
195
- "toward",
196
- "who",
197
- "everyone",
198
- "front",
199
- "rao",
200
- "like",
201
- "none",
202
- "hereby",
203
- "james mchugh",
204
- "until",
205
- "so",
206
- "lol",
207
- "hmmm",
208
- "are",
209
- "already",
210
- "whom",
211
- "pier",
212
- "deegan",
213
- "find",
214
- "six",
215
- "thru",
216
  "when",
217
- "s",
218
- "seems",
219
- "had",
 
 
 
 
220
  "him",
221
- "yourself",
222
- "must",
223
- "ava",
224
- "ask",
225
- "collins",
226
- "both",
227
- "phillips",
228
- "go",
229
- "particularly",
230
- "con",
231
- "most",
232
- "etc",
233
- "once",
234
- "twelve",
235
- "very",
236
- "philips",
237
  "bruh",
238
- "patel",
239
- "made",
240
- "nolan",
241
- "within",
242
- "others",
243
- "only",
244
- "amoungst",
245
- "imvaainbo",
246
- "and",
247
- "empty",
248
- "top",
249
- "ourselves",
250
- "fully",
251
- "himelstein",
252
- "he",
253
- "before",
254
- "hundred",
255
- "put",
256
- "often",
257
- "in",
258
- "rather",
259
- "ltd",
260
- "among",
261
- "sixty",
262
- "somewhere",
263
- "will",
264
- "dr",
265
- "been",
266
- "i",
267
- "something",
268
- "throughout",
269
- "abdel",
270
- "that",
271
- "along",
272
  "none_xd_",
273
- "other",
274
- "whereafter",
275
- "whereby",
276
- "comes",
277
- "am",
278
- "sometimes",
279
- "completely",
 
 
 
 
 
 
 
 
 
 
 
 
280
  "or",
281
- "yours",
282
- "given",
283
- "further",
284
- "nothing",
285
- "nevertheless",
286
- "neither",
287
- "used",
288
  "ntg",
289
- "take",
290
- "un",
291
  "around",
292
- "against",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
293
  "fill",
294
- "part",
295
- "deeks",
296
- "people",
297
- "monkey",
298
- "whether",
299
- "thence",
300
- "course",
301
- "please",
302
- "several",
303
- "hmmmmmm",
304
- "walsh",
305
- "herself",
306
- "then",
307
- "they",
 
 
308
  "xd",
309
- "would",
310
- "schesser",
311
- "for",
312
- "otherwise",
313
- "depaolo",
314
- "itself",
315
- "interest",
316
- "meanwhile",
317
- "back",
318
- "above",
319
- "unfortunately",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
320
  "below",
321
- "botnis",
322
- "hence",
323
- "linda",
324
- "another",
325
- "forty",
326
- "has",
327
  "its",
328
- "their",
329
- "able",
330
- "happened",
331
- "see",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
332
  "some",
333
- "mannnnnnn",
 
 
 
 
 
 
 
 
 
 
 
 
 
334
  "bengu",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
335
  "giving",
336
- "up",
337
- "her",
338
- "njits",
339
- "bonchonsky",
340
- "our",
341
- "taher",
342
  "hereupon",
343
- "hmm",
344
- "however",
345
- "huong",
346
- "again",
347
- "did",
348
- "moreover",
349
- "those",
350
- "during",
351
  "under",
352
- "still",
353
- "charles pak",
354
- "seem",
355
- "kmiec",
356
- "ever",
357
- "hmmmmm",
358
- "naprettykmiec",
359
- "whose",
360
- "over",
361
- "a",
362
- "two",
363
- "as",
364
- "per",
 
 
365
  "we",
366
- "twenty",
367
- "smoother",
368
- "else",
369
- "now",
370
- "somehow",
371
- "rima taher",
372
- "mill",
373
- "mcennis",
374
- "is",
375
- "cant",
376
- "there",
377
- "anyone",
378
- "every",
379
  "bottom",
380
- "system",
381
- "besides",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
382
  "nah",
383
- "almost",
384
- "nor",
385
- "pak",
386
- "becoming",
387
- "next",
388
- "because",
389
- "went",
390
- "across",
391
  "towards",
 
 
 
 
 
392
  "not",
393
- "walshs",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
394
  "call",
395
- "just",
396
- "adprofessoress",
 
 
 
 
 
 
 
 
 
397
  "david",
398
- "herein",
399
- "found",
400
- "vb",
401
- "somers",
402
- "you",
403
- "here",
404
- "eh",
405
- "together",
406
- "should",
407
- "yet",
408
- "rohloff",
409
- "thus",
410
- "know",
411
- "became",
412
- "she",
413
- "many",
414
- "fire",
415
- "_xd_",
416
- "afterwards",
417
- "jason",
418
- "noone",
419
- "high",
420
- "may",
421
- "abed",
422
- "asokan",
423
  "me",
424
- "callirgos",
425
- "smooth",
426
- "whereas",
427
- "but",
428
- "how",
429
- "zhao",
430
- "hereafter",
431
- "woman",
432
- "less",
433
- "someone",
434
  "latter",
435
- "since",
436
- "features",
437
- "become",
438
- "while",
439
- "whereupon",
440
- "enough",
441
- "thereupon",
442
- "literally",
443
- "becomes",
444
- "makes",
445
- "deek",
446
- "elsewhere",
447
- "your",
448
- "nasello",
449
- "therefore",
450
- "what",
451
- "give",
452
  "specific",
453
- "perhaps",
454
- "done",
455
- "everywhere",
456
- "move",
457
- "bill",
458
- "least",
459
- "pretty",
460
- "full",
461
- "man",
462
- "except",
463
- "it",
464
- "charles",
465
- "cry",
466
- "being",
467
- "upon",
468
  "why",
469
- "casal",
470
- "nowhere",
471
- "of",
472
- "cannot",
473
- "eleven",
474
- "use",
475
- "do",
476
- "re",
477
- "off",
478
- "definitely",
479
- "anyhow",
480
- "particular",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
481
  "from",
482
- "hmmmm",
483
- "hasnt",
484
- "absolutely",
485
  "instructor",
486
  "professor",
487
  "prof",
 
19
  4
20
  ],
21
  "stop_words": [
22
+ "dr",
23
+ "her",
24
+ "man",
25
+ "able",
26
+ "are",
27
+ "huong",
28
+ "found",
29
+ "bonchonsky",
30
+ "along",
31
+ "deek",
32
+ "any",
33
+ "pretty",
34
+ "whose",
35
+ "would",
36
+ "yourself",
37
+ "rima taher",
38
+ "depaolo",
39
+ "the",
40
+ "across",
41
+ "khichi",
42
+ "enough",
43
+ "former",
44
+ "anywhere",
45
+ "whenever",
46
+ "to",
47
+ "twelve",
48
+ "becoming",
49
+ "throughout",
50
  "an",
 
 
 
 
 
 
 
 
 
 
 
 
51
  "five",
52
+ "always",
53
+ "ltd",
54
+ "aasay",
55
+ "amount",
 
 
 
 
 
 
 
56
  "mostly",
57
+ "then",
58
+ "others",
59
+ "hmmm",
60
+ "going",
61
+ "everyone",
62
+ "front",
63
+ "charles pak",
64
+ "it",
65
+ "themselves",
66
+ "anyhow",
67
+ "else",
68
+ "thru",
69
+ "these",
70
+ "absolutely",
71
+ "everywhere",
72
+ "un",
73
+ "until",
74
+ "hmmmm",
75
+ "put",
76
+ "nasello",
77
+ "rather",
78
+ "whither",
79
+ "down",
80
+ "vi",
81
+ "moreover",
82
+ "take",
83
+ "sometime",
84
+ "detail",
85
+ "hmmmmmm",
86
  "between",
87
+ "fire",
88
+ "hence",
89
+ "nine",
90
+ "completely",
91
+ "perhaps",
92
+ "besides",
93
+ "collins",
94
+ "walshs",
95
+ "my",
96
+ "please",
 
 
 
 
 
 
 
97
  "whole",
98
  "goes",
99
+ "fifty",
100
+ "what",
101
+ "somewhere",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
102
  "hm",
103
+ "linda",
104
+ "beside",
105
+ "as",
106
  "could",
107
+ "ie",
108
+ "given",
109
+ "our",
110
+ "njits",
111
+ "off",
112
+ "being",
 
 
 
113
  "name",
114
+ "except",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
115
  "when",
116
+ "mind",
117
+ "without",
118
+ "sixty",
119
+ "eleven",
120
+ "who",
121
+ "in",
122
+ "anyway",
123
  "him",
124
+ "someone",
125
+ "itself",
126
+ "although",
127
+ "was",
128
+ "makes",
129
+ "deeks",
130
+ "next",
131
+ "co",
132
+ "another",
 
 
 
 
 
 
 
133
  "bruh",
134
+ "so",
135
+ "your",
136
+ "whoever",
137
+ "mchugh",
138
+ "first",
139
+ "because",
140
+ "those",
141
+ "should",
142
+ "own",
143
+ "only",
144
+ "by",
145
+ "alone",
146
+ "anyone",
147
+ "since",
148
+ "etc",
149
+ "and",
150
+ "already",
151
+ "lol",
152
+ "ask",
153
+ "over",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
154
  "none_xd_",
155
+ "seeming",
156
+ "david abed",
157
+ "thence",
158
+ "ours",
159
+ "sincere",
160
+ "callirgos",
161
+ "find",
162
+ "six",
163
+ "describe",
164
+ "do",
165
+ "botnis",
166
+ "seemed",
167
+ "eight",
168
+ "pak",
169
+ "both",
170
+ "latterly",
171
+ "yet",
172
+ "somehow",
173
+ "afterwards",
174
  "or",
 
 
 
 
 
 
 
175
  "ntg",
176
+ "either",
 
177
  "around",
178
+ "james mchugh",
179
+ "fleischer",
180
+ "ava",
181
+ "which",
182
+ "almost",
183
+ "rutgersthings",
184
+ "onto",
185
+ "meanwhile",
186
+ "specifically",
187
+ "ce",
188
+ "cimino",
189
+ "for",
190
+ "but",
191
+ "will",
192
+ "had",
193
+ "that",
194
+ "serious",
195
+ "side",
196
+ "njit",
197
+ "must",
198
+ "namely",
199
+ "twenty",
200
+ "naprettykmiec",
201
  "fill",
202
+ "never",
203
+ "together",
204
+ "four",
205
+ "like",
206
+ "if",
207
+ "high",
208
+ "many",
209
+ "be",
210
+ "comes",
211
+ "still",
212
+ "made",
213
+ "one",
214
+ "system",
215
+ "yours",
216
+ "jose",
217
+ "forty",
218
  "xd",
219
+ "con",
220
+ "pier",
221
+ "whereby",
222
+ "therein",
223
+ "whatever",
224
+ "miima",
225
+ "while",
226
+ "cry",
227
+ "jesus",
228
+ "neither",
229
+ "deegan",
230
+ "same",
231
+ "of",
232
+ "went",
233
+ "taher",
234
+ "have",
235
+ "casal",
236
+ "whence",
237
+ "how",
238
+ "nobody",
239
+ "us",
240
+ "rima",
241
+ "literally",
242
+ "maura deek",
243
+ "hundred",
244
+ "thin",
245
+ "well",
246
+ "adprofessoress",
247
  "below",
248
+ "mr",
249
+ "imvaainbo",
250
+ "himelstein",
 
 
 
251
  "its",
252
+ "does",
253
+ "can",
254
+ "before",
255
+ "people",
256
+ "than",
257
+ "very",
258
+ "now",
259
+ "_xd_",
260
+ "philips",
261
+ "estrada",
262
+ "ever",
263
+ "lot",
264
+ "with",
265
+ "vb",
266
+ "somers",
267
+ "goodwin",
268
+ "up",
269
+ "bonitsis",
270
+ "further",
271
+ "hasnt",
272
+ "just",
273
+ "hmm",
274
+ "upon",
275
+ "where",
276
+ "most",
277
  "some",
278
+ "couldnt",
279
+ "hereafter",
280
+ "a",
281
+ "know",
282
+ "again",
283
+ "ten",
284
+ "gives",
285
+ "miguel",
286
+ "herein",
287
+ "hereby",
288
+ "nowhere",
289
+ "abed",
290
+ "beyond",
291
+ "walsh",
292
  "bengu",
293
+ "few",
294
+ "thus",
295
+ "got",
296
+ "plotnick",
297
+ "myself",
298
+ "via",
299
+ "his",
300
+ "too",
301
+ "done",
302
+ "com",
303
+ "schesser",
304
+ "herself",
305
+ "last",
306
+ "three",
307
+ "whereafter",
308
+ "ehh",
309
+ "show",
310
+ "might",
311
+ "mannn",
312
+ "there",
313
  "giving",
314
+ "against",
315
+ "na",
316
+ "into",
317
+ "per",
318
+ "indeed",
319
+ "get",
320
  "hereupon",
 
 
 
 
 
 
 
 
321
  "under",
322
+ "did",
323
+ "part",
324
+ "particular",
325
+ "seem",
326
+ "otherwise",
327
+ "nothing",
328
+ "de",
329
+ "them",
330
+ "interest",
331
+ "become",
332
+ "phillips",
333
+ "jason",
334
+ "ourselves",
335
+ "wherever",
336
+ "rao",
337
  "we",
338
+ "ok",
339
+ "something",
340
+ "keep",
341
+ "this",
342
+ "less",
343
+ "zhao",
344
+ "hers",
345
+ "even",
 
 
 
 
 
346
  "bottom",
347
+ "thereupon",
348
+ "on",
349
+ "give",
350
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  ],
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1529
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  ],
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1575
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1579
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1617
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  ],
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1675
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  ],
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1689
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  ],
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1747
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1751
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  ],
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1777
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1778
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1781
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1785
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1789
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  ],
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  ],
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  ],
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  "readings directly informative",
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1864
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1865
  "reading means submission",
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1889
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  ],
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  "materials lectures unnecessarily",
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  "lectures focused",
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  ],
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  "lectures feel pressed time",
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1926
  [
1927
  "material lectures focused target",
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  ],
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  [
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  "long lectures feel sporadic",
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  ],
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  ],
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1961
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1965
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1969
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  ],
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  ],
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1978
  [
1979
  "shorter slides unhelpful",
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1982
  [
1983
  "reading slides great",
1984
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1986
  [
1987
  "resource memorizing powerpoint slides",
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  ],
2010
  [
2011
  "presentations slides currently",
2012
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2014
  [
2015
  "quizzes need minute presentation",
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  ],
2019
  "48": [
2020
  [
2021
  "assignments posted time",
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2024
  [
2025
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  ],
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  [
2053
  "promptly semester decided",
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2057
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2060
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2062
  [
2063
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2075
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2112
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2113
  "recordings lecture videos",
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2116
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2117
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  ],
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2137
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2141
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2146
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2147
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2150
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2151
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2159
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2163
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2173
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2175
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2178
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2179
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2183
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2201
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2209
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2213
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2247
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2259
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2301
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2305
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2361
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2364
  [
2365
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  [
2369
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2372
  [
2373
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2377
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2381
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2385
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2423
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  [
2427
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2430
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2431
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2453
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2456
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2457
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2472
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2473
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2476
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2477
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2486
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2487
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2490
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2491
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2537
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2540
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2541
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2545
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2549
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2553
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2567
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2575
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2578
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2579
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2582
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2583
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2587
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2606
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2607
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2637
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2645
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2648
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2649
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  ],
2654
  [
2655
  "thanks great semester thank",
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2657
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2658
  [
2659
  "thank great semester thank",
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2661
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2662
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2663
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2666
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2667
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2670
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2671
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2675
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2678
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2679
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2686
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2687
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2697
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2700
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2701
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2708
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2709
  "portions video lectures",
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2711
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2712
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2713
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2738
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2739
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2743
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2747
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2755
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2758
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2759
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2859
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2903
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2907
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2911
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2915
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2923
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2957
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2977
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2981
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3005
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3007
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3011
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3015
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3027
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3029
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3033
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3035
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3037
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3041
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3065
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3083
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3111
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3112
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3113
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3117
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3163
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3167
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3171
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3187
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3239
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3247
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3251
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3254
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3255
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3281
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3285
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3293
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3331
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3381
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3419
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3423
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3439
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3443
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3477
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3495
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3499
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3503
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3515
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3519
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3569
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3599
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3603
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3611
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3614
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3621
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3625
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3628
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3629
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3635
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3637
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3640
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3641
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3649
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3650
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3652
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3653
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3663
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3667
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3671
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3675
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3679
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3695
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3699
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3705
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3709
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3713
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3717
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3725
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3729
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3737
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3740
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3751
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3754
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3755
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3771
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3774
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3775
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3779
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3785
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3788
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3789
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3796
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3797
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3800
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3801
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3805
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3827
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3831
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3835
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3839
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3851
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3855
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3858
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3859
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3905
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3931
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3935
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3939
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3943
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3947
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3957
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3961
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3964
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3965
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4023
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4027
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4037
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4057
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4061
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4099
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4121
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4125
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4205
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4209
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4415
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4461
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4465
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4489
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