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Fine-tuned Topic Model for instructor_comments column, last commit on 2025-01-03 07:26:29

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Files changed (3) hide show
  1. config.json +1 -1
  2. ctfidf_config.json +418 -418
  3. topics.json +195 -195
config.json CHANGED
@@ -9,7 +9,7 @@
9
  ],
10
  "nr_topics": "auto",
11
  "seed_topic_list": null,
12
- "top_n_words": 7,
13
  "verbose": true,
14
  "zeroshot_min_similarity": 0.7,
15
  "zeroshot_topic_list": null
 
9
  ],
10
  "nr_topics": "auto",
11
  "seed_topic_list": null,
12
+ "top_n_words": 5,
13
  "verbose": true,
14
  "zeroshot_min_similarity": 0.7,
15
  "zeroshot_topic_list": null
ctfidf_config.json CHANGED
@@ -19,469 +19,469 @@
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  4
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  ],
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  "stop_words": [
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- "besides",
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- "taher",
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- "ntg",
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- "when",
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- "sea",
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- "this",
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- "philips",
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- "couldnt",
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- "thereupon",
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- "own",
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- "make",
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- "do",
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- "first",
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- "plotnick",
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- "nah",
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- "fifty",
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- "not",
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- "whose",
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- "use",
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  "smooth",
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- "ie",
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- "especially",
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- "down",
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- "hm",
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- "ourselves",
48
- "thick",
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- "rutgersthings",
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- "moreover",
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  "themselves",
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- "hasnt",
53
- "so",
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- "bruh",
55
- "zhao",
 
 
 
56
  "mill",
57
- "hers",
 
 
 
 
 
 
 
 
 
 
 
 
58
  "top",
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- "james mchugh",
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- "have",
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- "rather",
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- "full",
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- "your",
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- "hundred",
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- "comes",
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- "mannnnnnn",
 
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  "six",
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- "bonitsis",
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- "whereby",
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- "ms",
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- "miguel callirgos",
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- "collins",
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- "call",
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- "together",
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- "every",
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- "nobody",
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- "two",
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- "him",
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- "what",
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- "thereby",
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- "upon",
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  "which",
 
 
 
 
 
 
 
 
109
  "within",
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- "about",
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- "into",
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- "became",
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- "deeks",
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  "can",
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- "four",
 
 
145
  "indeed",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
146
  "such",
147
- "during",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
148
  "nor",
149
- "specifically",
 
 
 
150
  "particular",
 
 
 
 
 
 
 
151
  "give",
152
- "least",
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- "any",
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  "whole",
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- "former",
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- "himself",
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- "mostly",
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- "whom",
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- "until",
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- "of",
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- "others",
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- "phillips",
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  "me",
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- "sometime",
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- "schesser",
185
- "show",
186
- "estrada",
187
- "on",
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- "lot",
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- "to",
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- "whether",
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- "interest",
192
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193
- "na",
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- "nowhere",
195
- "name",
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- "mind",
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- "may",
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- "if",
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- "anyway",
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- "much",
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- "went",
214
- "huong",
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- "ours",
216
- "put",
217
- "namely",
218
- "side",
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- "jesus",
 
 
 
220
  "take",
221
- "mannn",
222
- "honestly",
 
 
 
 
 
 
 
 
223
  "kmiec",
224
- "seemed",
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- "doing",
226
- "further",
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- "ask",
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- "now",
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- "serious",
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- "monkey",
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- "ok",
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- "itself",
241
- "twenty",
242
- "in",
243
- "who",
244
- "very",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
245
  "casal",
246
- "then",
247
- "mr",
248
- "fleischer",
249
- "wants",
250
- "nine",
251
- "had",
252
- "onto",
253
- "she",
 
 
 
 
 
 
 
254
  "even",
255
- "linda",
256
- "via",
257
- "back",
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- "ii",
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- "anything",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
260
  "ten",
261
- "they",
262
- "whereupon",
263
- "few",
264
- "a",
265
- "some",
266
- "behind",
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- "ltd",
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- "already",
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- "inc",
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- "ava",
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- "by",
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- "nolan",
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- "being",
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- "among",
277
- "always",
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- "system",
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- "khichi",
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- "_xd_",
281
- "makes",
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- "almost",
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- "well",
284
- "un",
285
- "con",
286
- "towards",
287
  "you",
288
- "particularly",
289
- "himelstein",
290
- "specific",
291
- "mcennis",
292
- "imvaainbo",
 
 
 
 
 
293
  "re",
294
- "just",
295
  "twelve",
296
- "without",
297
- "everywhere",
298
  "because",
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- "cimino",
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- "although",
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- "xd",
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- "out",
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- "abed",
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- "becomes",
305
- "given",
306
- "bonchonsky",
307
- "bill",
308
- "made",
309
- "sometimes",
310
- "please",
 
 
 
 
 
311
  "miguel",
 
 
312
  "com",
313
- "five",
314
- "eh",
315
- "amongst",
316
- "eight",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
317
  "amount",
318
- "found",
319
- "move",
320
- "anywhere",
321
- "that",
322
- "smoother",
323
- "no",
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- "next",
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  "wherever",
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- "none_xd_",
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- "thus",
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- "seems",
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- "mine",
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- "her",
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  "often",
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- "whence",
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- "ever",
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- "whither",
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- "alone",
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- "bottom",
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- "here",
338
- "thence",
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- "goodwin",
340
- "forty",
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- "latterly",
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- "bengu",
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  "herein",
344
- "those",
345
- "see",
346
- "rima",
347
- "it",
348
- "yourself",
349
- "co",
 
 
 
 
 
 
 
 
 
350
  "maura",
351
- "get",
352
- "latter",
353
- "everyone",
354
- "most",
355
- "are",
356
- "must",
357
- "whereas",
358
- "james",
359
- "too",
360
- "each",
361
  "adprofessoress",
362
- "etc",
363
- "rao",
364
- "high",
365
- "my",
366
- "otherwise",
367
- "he",
368
- "david",
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  "same",
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- "anyone",
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- "patel",
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- "mrs",
373
- "hereby",
374
- "neither",
375
- "actually",
376
- "naprettykmiec",
377
- "over",
378
- "else",
 
 
 
379
  "as",
380
- "front",
381
- "either",
382
- "perhaps",
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- "once",
384
- "deek",
385
- "got",
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- "sincere",
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391
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392
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395
- "sure",
396
- "above",
397
- "how",
398
- "per",
399
- "sixty",
400
- "be",
401
  "against",
 
 
402
  "never",
403
- "man",
404
- "why",
405
- "jose",
406
- "will",
407
- "an",
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- "vb",
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- "pretty",
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  "toward",
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- "hmmm",
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- "wherein",
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- "nasello",
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- "aasay",
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- "rima taher",
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- "below",
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- "there",
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- "keep",
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- "other",
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- "us",
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- "with",
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- "where",
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- "eleven",
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- "herself",
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- "cry",
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- "charles pak",
437
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- "s",
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- "dr",
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- "hereafter",
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471
- "anyhow",
472
- "somehow",
473
- "might",
474
- "but",
475
- "maura deek",
476
- "only",
 
 
477
  "yours",
478
- "been",
479
- "cannot",
480
- "rohloff",
481
- "botnis",
482
- "would",
483
- "enough",
484
  "abdel",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
485
  "instructor",
486
  "professor",
487
  "prof",
 
19
  4
20
  ],
21
  "stop_words": [
22
+ "beforehand",
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+ "last",
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+ "pak",
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+ "find",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
26
  "smooth",
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+ "charles pak",
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+ "linda",
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+ "other",
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+ "used",
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+ "it",
 
 
 
 
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  "themselves",
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+ "eleven",
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60
+ "hereby",
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+ "bill",
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+ "hmmmm",
63
+ "nevertheless",
64
+ "sometime",
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  "six",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
66
  "however",
67
+ "ntg",
68
+ "about",
69
+ "become",
70
+ "while",
71
+ "formerly",
 
 
 
 
72
  "which",
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76
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+ "these",
78
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79
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80
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+ "found",
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+ "four",
 
 
 
 
 
 
 
 
 
 
 
 
 
84
  "hmmmmmm",
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+ "seems",
86
+ "giving",
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+ "another",
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+ "perhaps",
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+ "five",
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+ "con",
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+ "either",
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+ "hasnt",
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+ "seem",
96
+ "high",
97
+ "move",
 
 
 
 
98
  "can",
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+ "someone",
100
+ "one",
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102
  "indeed",
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167
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169
+ "unfortunately",
170
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171
+ "nolan",
172
  "give",
173
+ "will",
 
174
  "whole",
175
+ "s",
176
+ "anywhere",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
177
  "me",
178
+ "woman",
179
+ "botnis",
180
+ "hmmmmm",
181
+ "nine",
182
+ "specific",
183
+ "afterwards",
 
 
 
184
  "except",
185
+ "latterly",
186
+ "becoming",
187
+ "but",
188
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189
+ "on",
190
+ "walsh",
191
+ "hm",
192
+ "once",
193
+ "that",
194
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195
+ "next",
196
+ "somers",
 
 
 
 
 
 
 
197
  "after",
198
+ "our",
199
+ "well",
200
+ "others",
201
+ "became",
202
+ "nothing",
203
+ "de",
204
+ "two",
205
+ "lol",
206
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207
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208
  "take",
209
+ "james mchugh",
210
+ "why",
211
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212
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213
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214
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215
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216
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218
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219
  "kmiec",
220
+ "no",
221
+ "this",
222
+ "though",
223
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224
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225
+ "eight",
226
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227
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228
+ "becomes",
229
+ "then",
230
+ "miguel callirgos",
231
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232
  "whenever",
233
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234
+ "literally",
235
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236
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237
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260
+ "completely",
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+ "pretty",
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+ "he",
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+ "mannn",
271
+ "mannnnnnn",
272
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273
  "even",
274
+ "with",
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+ "whether",
276
+ "hundred",
277
+ "imvaainbo",
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+ "put",
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+ "the",
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+ "were",
281
+ "we",
282
+ "huong",
283
+ "where",
284
+ "enough",
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+ "jose",
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+ "meanwhile",
287
+ "eg",
288
+ "mchugh",
289
+ "going",
290
+ "none_xd_",
291
+ "see",
292
+ "david abed",
293
+ "done",
294
+ "rima",
295
+ "is",
296
+ "still",
297
  "ten",
298
+ "third",
299
+ "thereafter",
300
+ "eh",
301
+ "who",
302
+ "thing",
303
+ "too",
304
+ "yourself",
305
+ "did",
306
+ "james",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
307
  "you",
308
+ "bruh",
309
+ "seeming",
310
+ "call",
311
+ "un",
312
+ "na",
313
+ "in",
314
+ "name",
315
+ "have",
316
+ "again",
317
+ "thru",
318
  "re",
 
319
  "twelve",
320
+ "some",
321
+ "thence",
322
  "because",
323
+ "how",
324
+ "back",
325
+ "sincere",
326
+ "forty",
327
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+ "njit",
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+ "asokan",
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+ "rao",
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+ "ii",
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+ "them",
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+ "go",
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  [
1461
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1464
  [
1465
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1481
  ],
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  [
1483
  "tables provide solutions idea",
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1486
  [
1487
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  ],
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  [
1503
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  [
1507
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1515
  "36": [
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  [
1517
  "probably respond email",
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  [
1521
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  [
1525
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  [
1529
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1531
  ],
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  [
1533
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1536
  [
1537
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  ],
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1545
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1548
  [
1549
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  [
1567
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  ],
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1575
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1578
  [
1579
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1581
  ],
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  [
1583
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1587
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1591
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1593
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1595
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  [
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  [
1609
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1613
  "felt experience achieved",
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  [
1617
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1621
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1625
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  ],
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1633
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  [
1637
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1651
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  [
1655
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  ],
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1663
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1667
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1670
  [
1671
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1691
  ],
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1693
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  [
1697
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1703
  ],
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  [
1705
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1709
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1713
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1729
  ],
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  [
1731
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1734
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1735
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1738
  [
1739
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1741
  ],
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1743
  "repetitive semester things",
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1746
  [
1747
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1753
  ],
1754
  [
1755
  "overwhelming student",
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1758
  [
1759
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1761
  ],
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  ],
1767
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  [
1769
  "feedback improve work",
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1772
  [
1773
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1813
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1815
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1818
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1819
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1833
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1834
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1835
  "pages short notes",
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1838
  [
1839
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1851
  "44": [
1852
  [
1853
  "prompt feedback difficult",
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1856
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1857
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1867
  ],
1868
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1869
  "receive prompt feedback",
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1872
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1873
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1879
  ],
1880
  [
1881
  "prompts questions hard",
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1884
  [
1885
  "proper arguments unfair",
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1897
  ],
1898
  [
1899
  "schools start webex meetings",
1900
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1902
  [
1903
  "webex meeting",
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1909
  ],
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  [
1911
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  [
1915
  "regularly scheduled webex sessions",
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1918
  [
1919
  "webex session week",
1920
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1922
  [
1923
  "webex session",
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1935
  "46": [
1936
  [
1937
  "reply questions bit curt",
1938
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1939
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1940
  [
1941
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1943
  ],
1944
  [
1945
  "request worth explaining conveying",
1946
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1947
  ],
1948
  [
1949
  "questions bit curt answers",
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1959
  ],
1960
  [
1961
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1962
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1964
  [
1965
  "questions comments explanations",
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1967
  ],
1968
  [
1969
  "questions unless emailed",
1970
- 0.29927051067352295
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  ],
1972
  [
1973
  "questions bit curt",
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2005
  ],
2006
  [
2007
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2010
  [
2011
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2014
  [
2015
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2016
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2017
  ]
2018
  ],
2019
  "48": [
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2023
  ],
2024
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2025
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2026
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2028
  [
2029
  "online proctoring services",
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2031
  ],
2032
  [
2033
  "lockdown browser",
2034
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2036
  [
2037
  "old lockdown browser bit",
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2040
  [
2041
  "prior exam using windows",
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2044
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2045
  "old lockdown browser",
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2048
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2049
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2052
  [
2053
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2061
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2062
  [
2063
  "reading discussed week assign",
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2066
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2067
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2071
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2074
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2075
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2089
  ],
2090
  [
2091
  "reading discussed week",
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2094
  [
2095
  "read beginning portions readings",
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2115
  ],
2116
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2117
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2120
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2121
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2124
  [
2125
  "helpful responses emails fast",
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2127
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2128
  [
2129
  "help emails quickly",
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2132
  [
2133
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2161
  ],
2162
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2163
  "problems demonstrate student",
2164
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2166
  [
2167
  "problems curriculum help student",
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2173
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2174
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2175
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2178
  [
2179
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2191
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2193
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2196
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2197
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2213
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2216
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2217
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2239
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2243
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  [
2247
  "julio accent hear",
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2253
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2254
  [
2255
  "julio accent hear content",
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2258
  [
2259
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2265
  ],
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  [
2267
  "matthew sanabria great",
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  ]
2270
  ],
2271
  "54": [
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2299
  ],
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  [
2301
  "prerecorded lectures annoying",
2302
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2304
  [
2305
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2325
  ],
2326
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2327
  "work helpful sample",
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2330
  [
2331
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  ],
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  [
2343
  "materials patiently explains technical",
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2346
  [
2347
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2355
  "56": [
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  [
2357
  "kind slow grader extremely",
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2360
  [
2361
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  ],
2372
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2373
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2376
  [
2377
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2379
  ],
2380
  [
2381
  "nice approachable friendly",
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2384
  [
2385
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2387
  ],
2388
  [
2389
  "kind understand kind polite",
2390
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2392
  [
2393
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2397
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2398
  [
2399
  "known personally nice guy",
2400
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2402
  [
2403
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2425
  ],
2426
  [
2427
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2428
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2430
  [
2431
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2439
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2440
  [
2441
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2444
  [
2445
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2477
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2480
  ],
2481
  "59": [
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2505
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2506
  [
2507
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2510
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2511
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2514
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2515
  "rigorous exams long",
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2518
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2519
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2536
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2537
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2540
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2541
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2553
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2556
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2557
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2560
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2561
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2565
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2566
  [
2567
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2570
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2571
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2574
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2575
  "online sections supposed",
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2578
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2579
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2590
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2591
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2594
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2595
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2597
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2598
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2599
  "online sessions ran",
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2602
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2603
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2605
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2606
  ],
2607
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2612
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2613
  "professors class year truly",
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2616
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2617
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2628
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2629
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2632
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2633
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2637
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2640
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2641
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2649
  "63": [
2650
  [
2651
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2654
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2655
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2667
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2670
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2671
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2674
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2675
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2678
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2679
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  ],
2682
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2683
  "redundant write ways week",
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2686
  [
2687
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2703
  ],
2704
  [
2705
  "holidays happy new year",
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2708
  [
2709
  "merry christmas happy",
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2733
  "65": [
2734
  [
2735
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2739
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2742
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2743
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2750
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2751
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2754
  [
2755
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  ],
2762
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2763
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2766
  [
2767
  "hw passing failing feel",
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2775
  "66": [
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  [
2777
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2780
  [
2781
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  ],
2784
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2785
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2788
  [
2789
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2793
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2796
  [
2797
  "questions exam little minutes",
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2807
  ],
2808
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2809
  "posed students hour minutes",
2810
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2812
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2813
  "mins time limit quizzes",
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2925
  ],
2926
  [
2927
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