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Fine-tuned Topic Model for instructor_comments column, last commit on 2024-12-29 17:32:39

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Files changed (3) hide show
  1. config.json +1 -1
  2. ctfidf_config.json +431 -431
  3. topics.json +349 -349
config.json CHANGED
@@ -9,7 +9,7 @@
9
  ],
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  "nr_topics": "auto",
11
  "seed_topic_list": null,
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- "top_n_words": 7,
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  "verbose": true,
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  "zeroshot_min_similarity": 0.7,
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  "zeroshot_topic_list": null
 
9
  ],
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  "nr_topics": "auto",
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  "seed_topic_list": null,
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+ "top_n_words": 5,
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  "verbose": true,
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  "zeroshot_min_similarity": 0.7,
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  "zeroshot_topic_list": null
ctfidf_config.json CHANGED
@@ -19,469 +19,469 @@
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  3
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  ],
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  "stop_words": [
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- "are",
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- "without",
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- "doing",
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- "ours",
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- "absolutely",
 
 
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  "get",
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- "com",
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- "meanwhile",
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- "another",
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- "system",
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- "twenty",
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- "none",
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- "use",
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- "whatever",
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- "jesus",
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- "those",
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- "jason",
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- "whereupon",
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  "she",
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- "of",
 
 
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  "hmm",
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- "what",
 
 
 
 
 
 
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  "cannot",
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- "thereupon",
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- "through",
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- "least",
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- "ltd",
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  "ourselves",
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- "adprofessoress",
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- "toward",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
155
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- "again",
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- "else",
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- "my",
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- "keep",
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- "nevertheless",
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- "neither",
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- "eh",
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- "nasello",
172
- "so",
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- "huong",
174
- "bonitsis",
 
 
 
 
 
 
 
175
  "further",
176
- "while",
177
- "one",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
178
  "dr",
179
- "de",
180
- "is",
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- "collins",
182
- "empty",
183
- "seem",
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- "miima",
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- "whose",
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- "high",
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- "vi",
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- "taher",
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- "fill",
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- "do",
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  "been",
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- "which",
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- "now",
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- "no",
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  "via",
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- "many",
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- "ie",
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- "moreover",
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- "across",
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- "few",
252
- "aasay",
253
- "miguel callirgos",
254
- "ii",
255
- "until",
 
 
 
 
 
 
 
 
 
 
 
 
 
256
  "rohloff",
257
- "move",
258
- "_xd_",
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- "around",
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- "give",
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- "nowhere",
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- "actually",
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- "un",
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- "whither",
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- "naprettykmiec",
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- "mchugh",
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- "fleischer",
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- "mr",
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  "himself",
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- "other",
 
 
274
  "yet",
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- "afterwards",
276
- "pretty",
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- "during",
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- "already",
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- "enough",
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- "former",
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- "much",
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- "why",
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- "njit",
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- "part",
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- "therefore",
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- "others",
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- "got",
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- "beforehand",
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- "at",
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- "fire",
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- "mrs",
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- "happened",
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- "xd",
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- "had",
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- "too",
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- "whence",
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- "only",
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- "namely",
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- "nolan",
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- "some",
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- "smoother",
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- "whoever",
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  "fully",
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- "bruh",
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- "because",
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- "thing",
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- "especially",
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- "am",
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- "besides",
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- "wherever",
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- "five",
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- "an",
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- "themselves",
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- "made",
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  "charles",
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- "sea",
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- "mine",
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- "does",
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- "last",
395
- "where",
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- "forty",
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- "but",
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- "beside",
 
 
 
 
 
 
 
 
399
  "per",
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- "whom",
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- "seeming",
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- "after",
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- "anyhow",
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- "full",
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- "except",
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- "in",
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  "con",
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- "however",
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- "everywhere",
421
- "yourselves",
422
- "there",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
423
  "seemed",
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- "mind",
 
 
 
 
 
 
425
  "same",
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- "beyond",
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- "rima taher",
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- "most",
 
 
 
 
 
429
  "smooth",
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- "due",
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- "ce",
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- "all",
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- "call",
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- "njits",
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- "zhao",
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- "two",
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- "put",
443
- "miguel",
444
- "used",
445
- "maura deek",
 
 
 
 
 
 
 
 
 
446
  "describe",
447
- "sincere",
448
- "linda",
449
- "by",
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- "anyway",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
451
  "depaolo",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
452
  "kmiec",
453
- "amount",
454
- "find",
455
- "very",
456
- "unfortunately",
457
- "three",
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- "if",
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- "on",
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- "hm",
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- "phillips",
462
- "overall",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
463
  "twelve",
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- "four",
465
- "patel",
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- "not",
467
  "asokan",
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- "completely",
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- "though",
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- "rutgersthings",
471
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- "estrada",
473
- "alone",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
474
  "you",
475
- "yourself",
 
 
 
 
 
 
 
 
 
 
476
  "i",
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- "sometimes",
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- "this",
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- "detail",
480
- "cant",
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- "hers",
482
- "back",
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- "whereby",
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- "almost",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
485
  "instructor",
486
  "professor",
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  "prof",
 
19
  3
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  ],
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  "stop_words": [
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+ "her",
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+ "completely",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "she",
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+ "rather",
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+ "as",
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  "ourselves",
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+ "take",
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+ "many",
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+ "hereby",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "then",
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+ "smoother",
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+ "fire",
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+ "actually",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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150
  "been",
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+ "nobody",
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+ "thence",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
153
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+ "anyway",
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+ "at",
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+ "deek",
181
  "rohloff",
182
+ "course",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
183
  "himself",
184
+ "david abed",
185
+ "patel",
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+ "since",
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  "yet",
188
+ "could",
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+ "beyond",
190
+ "becomes",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
191
  "fully",
192
+ "hmmmmmm",
193
+ "done",
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+ "anywhere",
195
+ "hasnt",
196
+ "like",
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+ "hmmm",
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+ "woman",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
199
  "charles",
200
+ "twenty",
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+ "last",
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+ "toward",
203
+ "na",
204
+ "sixty",
 
 
 
 
 
 
205
  "his",
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+ "lot",
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+ "collins",
 
 
 
 
 
 
 
 
 
 
208
  "somers",
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+ "by",
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+ "their",
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+ "upon",
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+ "whereupon",
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+ "whatever",
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+ "mine",
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+ "plotnick",
 
 
 
 
 
245
  "con",
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+ "giving",
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+ "ava",
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+ "detail",
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+ "rutgersthings",
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  "describe",
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+ "but",
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+ "call",
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+ "eh",
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+ "becoming",
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2259
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  [
2705
  "response students kept",
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  [
2709
  "students wanted answers",
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2711
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2712
  [
2713
  "talking students",
@@ -2715,7 +2715,7 @@
2715
  ],
2716
  [
2717
  "question classmate interrupted",
2718
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2719
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2720
  [
2721
  "students questions answers",
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2723
  ],
2724
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2725
  "students unmute questions",
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2727
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2729
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2730
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2731
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2732
  ],
2733
  "65": [
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2745
  ],
2746
  [
2747
  "quiz canvas access",
2748
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2749
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2750
  [
2751
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2754
  [
2755
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2769
  ],
2770
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2771
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2774
  ],
2775
  "66": [
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2779
  ],
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2781
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2784
  [
2785
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2817
  "67": [
2818
  [
2819
  "handwriting hard read",
2820
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2821
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2822
  [
2823
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2845
  ],
2846
  [
2847
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2848
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2849
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2850
  [
2851
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2859
  "68": [
2860
  [
2861
  "taught itani shanthi",
2862
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2864
  [
2865
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@@ -2871,7 +2871,7 @@
2871
  ],
2872
  [
2873
  "lecturer severely lacking",
2874
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2875
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2876
  [
2877
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2883
  ],
2884
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2885
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2886
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2888
  [
2889
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2909
  ],
2910
  [
2911
  "hear understand difficult",
2912
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2913
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2914
  [
2915
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2925
  ],
2926
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2927
  "difficultfor hear",
2928
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2929
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2930
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2931
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2933
  ],
2934
  [
2935
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2936
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2937
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2938
  [
2939
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2959
  ],
2960
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2961
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2962
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2963
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2964
  [
2965
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2967
  ],
2968
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2969
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2970
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2971
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2972
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2973
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2974
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2976
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2977
  "lecture hear",
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2979
  ],
2980
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2981
  "putting students asking",
2982
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2984
  ],
2985
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2986
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2987
  "class participation",
2988
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2989
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2990
  [
2991
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2992
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2993
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2994
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2995
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3031
  ],
3032
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3033
  "administer proper exams",
3034
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3035
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3036
  [
3037
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3051
  ],
3052
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3053
  "exams directions non",
3054
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3055
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3056
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3057
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3058
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3059
  ],
3060
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3061
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@@ -3063,7 +3063,7 @@
3063
  ],
3064
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3065
  "proper exams",
3066
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3067
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3068
  ],
3069
  "73": [
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3081
  ],
3082
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3083
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3086
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3087
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3089
  ],
3090
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3091
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3092
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3093
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3094
  [
3095
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@@ -3097,11 +3097,11 @@
3097
  ],
3098
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3099
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3100
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3102
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3103
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3104
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3105
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3106
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3107
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@@ -3127,7 +3127,7 @@
3127
  ],
3128
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3129
  "points wanted said",
3130
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3131
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3132
  [
3133
  "wanted air",
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3135
  ],
3136
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3137
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3138
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3139
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3140
  [
3141
  "transition easier posted",
@@ -3161,11 +3161,11 @@
3161
  ],
3162
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3163
  "speaking voice low",
3164
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3165
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3166
  [
3167
  "microphone accent",
3168
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3169
  ],
3170
  [
3171
  "voice low",
@@ -3177,7 +3177,7 @@
3177
  ],
3178
  [
3179
  "mic hear speaking",
3180
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3181
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3182
  [
3183
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@@ -3195,7 +3195,7 @@
3195
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3196
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3197
  "wife student",
3198
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3199
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3200
  [
3201
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@@ -3223,7 +3223,7 @@
3223
  ],
3224
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3225
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3226
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3227
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3228
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3229
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3237
  "77": [
3238
  [
3239
  "happen",
3240
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3241
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3242
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3243
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3244
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3245
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3246
  [
3247
  "ridiculous",
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3249
  ],
3250
  [
3251
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3252
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3254
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3255
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3256
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3258
  [
3259
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3279
  "78": [
3280
  [
3281
  "direct message lanfrank",
3282
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3283
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3284
  [
3285
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3299
  ],
3300
  [
3301
  "lanfrank saying questions",
3302
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3304
  [
3305
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3311
  ],
3312
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3313
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3314
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3315
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3316
  [
3317
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3321
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3322
  [
3323
  "important nice person",
3324
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3325
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3326
  [
3327
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3333
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3334
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3335
  "nice enjoyable individual",
3336
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3337
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3338
  [
3339
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3353
  ],
3354
  [
3355
  "recommendation credit",
3356
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3357
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3358
  [
3359
  "thank best crazy",
@@ -3379,7 +3379,7 @@
3379
  ],
3380
  [
3381
  "inconsequential waste time",
3382
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3383
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3384
  [
3385
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3391
  ],
3392
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3393
  "complaints poor organization",
3394
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3395
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3396
  [
3397
  "incomprehensible poorly",
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3405
  "81": [
3406
  [
3407
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3408
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3410
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3411
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3412
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3413
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3414
  [
3415
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3421
  ],
3422
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3423
  "question dismissed",
3424
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3426
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3427
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3451
  ],
3452
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3453
  "language barrier difficult",
3454
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3455
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3456
  [
3457
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@@ -3479,7 +3479,7 @@
3479
  ],
3480
  [
3481
  "accent heavy difficult",
3482
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3483
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3484
  [
3485
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3489
  "83": [
3490
  [
3491
  "lab partner received",
3492
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3493
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3494
  [
3495
  "answers lab partner",
@@ -3501,7 +3501,7 @@
3501
  ],
3502
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3503
  "partner received gave",
3504
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3505
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3506
  [
3507
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@@ -3513,7 +3513,7 @@
3513
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3514
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3515
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3516
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3517
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3518
  [
3519
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3547
  ],
3548
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3549
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3550
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3552
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3553
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3554
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3556
  [
3557
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3559
  ],
3560
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3561
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3564
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3565
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3566
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3568
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3569
  "weeks project mrzeugin",
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3577
  ],
3578
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3579
  "simplified syllabus",
3580
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3582
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3583
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3585
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3586
  [
3587
  "redone class needs",
3588
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3589
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3590
  [
3591
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3593
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3594
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3595
  "simplified syllabus modules",
3596
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3598
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3599
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3609
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3610
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3611
  "syllabus modules page",
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3614
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3615
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  ],
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3629
  "computations instructions",
3630
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3632
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3633
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3657
  "87": [
3658
  [
3659
  "point deduction attempted",
3660
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3662
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3663
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3664
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3666
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3667
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3669
  ],
3670
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3671
  "resulted point deductions",
3672
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3674
  [
3675
  "point deductions",
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3677
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3678
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3679
  "point deduction admittedly",
3680
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3682
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3683
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3684
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3686
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3687
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3693
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3694
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3695
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3696
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3698
  ],
3699
  "88": [
3700
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3701
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3704
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3705
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3708
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3709
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3719
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3720
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3721
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3724
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3725
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3727
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3729
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3732
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3733
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3754
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3755
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3758
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3759
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3762
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3763
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3779
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3782
  ],
3783
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3793
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3796
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3797
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3801
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3804
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3805
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3817
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3821
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3825
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3843
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3846
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3847
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3876
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3877
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3880
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3881
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3884
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3885
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3888
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3889
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3893
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3896
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3897
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3901
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3904
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3905
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3913
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3914
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3915
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3918
  [
3919
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3923
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3927
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3930
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3931
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3934
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3935
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3938
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3939
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3947
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3950
  ],
3951
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3961
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3964
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3965
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3971
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3972
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3973
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3976
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3977
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4013
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4014
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4015
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4018
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4019
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4053
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4056
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4060
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4061
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  "97": [
4078
  [
4079
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4082
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4083
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4086
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4087
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4090
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4091
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4094
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4095
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4098
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4099
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4106
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4107
  "computer disconnected waited",
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4110
  [
4111
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4137
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