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Fine-tuned Topic Model for instructor_comments column, last commit on 2025-01-02 22:51:02

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Files changed (3) hide show
  1. config.json +1 -1
  2. ctfidf_config.json +427 -427
  3. topics.json +204 -204
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 @@
19
  4
20
  ],
21
  "stop_words": [
22
- "whatever",
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- "rima",
24
- "only",
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- "wherever",
26
- "features",
27
- "pak",
28
- "nevertheless",
29
- "really",
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- "third",
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- "ava",
32
- "it",
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- "walsh",
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- "none",
35
- "may",
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- "then",
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- "de",
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- "rohloff",
39
- "bonitsis",
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- "behind",
41
- "two",
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- "plotnick",
43
- "him",
44
- "nothing",
45
- "describe",
46
- "just",
47
- "nolan",
48
- "linda",
49
- "as",
50
- "detail",
51
- "whole",
52
- "casal",
53
- "fifty",
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- "per",
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- "pretty",
56
- "fill",
57
- "afterwards",
58
- "james mchugh",
59
- "monkey",
60
- "where",
61
- "gives",
62
- "himelstein",
63
- "whereafter",
64
- "neither",
65
- "move",
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- "cry",
67
- "rima taher",
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- "more",
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- "ok",
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- "yours",
71
- "not",
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- "than",
73
- "khichi",
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- "keep",
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- "able",
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- "still",
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- "got",
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- "have",
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- "when",
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- "sincere",
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- "especially",
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- "actually",
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- "inc",
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- "indeed",
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- "man",
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- "hundred",
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- "nowhere",
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- "four",
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- "beyond",
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- "back",
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- "couldnt",
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- "please",
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- "some",
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- "beside",
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  "com",
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- "find",
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- "am",
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- "forty",
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- "anyhow",
100
- "several",
101
- "this",
102
- "jason",
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- "woman",
104
- "her",
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- "etc",
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- "without",
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- "honestly",
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- "toward",
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- "co",
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- "anyway",
111
- "naprettykmiec",
112
- "eh",
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- "ie",
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- "doing",
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- "their",
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- "between",
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  "never",
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- "me",
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- "but",
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- "amongst",
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- "amount",
122
- "jesus",
123
- "about",
 
 
124
  "along",
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- "mill",
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- "should",
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- "had",
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- "who",
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- "empty",
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- "that",
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- "through",
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- "because",
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- "goodwin",
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- "we",
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- "nah",
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- "least",
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- "everyone",
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  "former",
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- "i",
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- "hasnt",
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- "seems",
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- "eleven",
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- "see",
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- "system",
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- "sixty",
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- "anyone",
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- "fully",
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- "specifically",
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- "na",
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- "onto",
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- "hm",
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- "to",
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  "maura deek",
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- "lol",
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- "against",
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- "across",
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- "vb",
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- "sea",
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- "collins",
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- "front",
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- "whereupon",
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  "njits",
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- "thereby",
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- "mine",
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- "ever",
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- "how",
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- "particular",
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- "went",
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- "ehh",
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- "patel",
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- "definitely",
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- "deeks",
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- "has",
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- "giving",
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- "thereupon",
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- "others",
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- "again",
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- "take",
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- "dr",
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- "our",
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- "from",
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- "further",
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- "been",
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- "them",
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- "beforehand",
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- "what",
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- "whereby",
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- "off",
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- "even",
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- "amoungst",
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- "upon",
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- "smooth",
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- "whether",
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- "miguel",
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- "due",
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- "latterly",
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- "kmiec",
203
- "each",
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  "often",
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- "completely",
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- "so",
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- "hmmm",
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- "pier",
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- "particularly",
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- "around",
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- "smoother",
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- "hereafter",
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- "via",
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- "maura",
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- "asokan",
216
- "although",
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- "herein",
218
- "hereupon",
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- "wants",
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- "very",
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- "now",
222
- "thing",
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- "call",
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- "last",
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- "us",
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- "mrs",
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- "thru",
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  "did",
229
- "walshs",
230
- "he",
231
- "side",
232
- "during",
233
- "bruh",
234
- "rather",
 
 
 
 
 
 
 
235
  "con",
236
- "comes",
237
- "everywhere",
238
- "whenever",
239
- "one",
240
- "nine",
241
- "whereas",
242
- "botnis",
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- "many",
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- "whither",
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- "sometime",
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- "course",
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- "huong",
248
- "serious",
249
- "estrada",
250
- "miguel callirgos",
251
- "yourselves",
252
- "something",
253
- "out",
 
 
 
 
 
 
254
  "being",
255
- "somewhere",
 
 
 
 
 
 
 
 
 
 
 
256
  "schesser",
257
- "among",
258
  "mannn",
259
- "people",
260
- "above",
261
- "therein",
262
- "anything",
263
- "bonchonsky",
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- "unfortunately",
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- "sure",
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  "made",
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- "sometimes",
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- "depaolo",
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- "whoever",
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- "know",
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- "use",
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- "deek",
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- "part",
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- "much",
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- "they",
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- "any",
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- "hmmmmm",
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- "cimino",
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- "another",
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- "mannnnnnn",
281
- "hmm",
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- "cant",
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- "someone",
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- "up",
285
- "such",
286
  "at",
287
- "thence",
288
- "there",
289
- "deegan",
290
- "go",
 
 
 
291
  "none_xd_",
292
- "can",
293
- "elsewhere",
294
- "bill",
295
- "show",
296
- "rao",
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- "twelve",
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- "thereafter",
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- "same",
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- "else",
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- "own",
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- "done",
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- "full",
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- "those",
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- "too",
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- "yourself",
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- "mostly",
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- "high",
309
- "name",
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- "ten",
311
- "therefore",
312
- "with",
313
- "get",
314
- "whom",
315
  "my",
 
 
 
 
 
 
 
 
 
 
 
316
  "seeming",
317
- "these",
318
- "become",
319
- "you",
320
- "imvaainbo",
321
- "_xd_",
322
- "in",
323
- "ms",
324
- "give",
325
- "five",
326
- "goes",
327
- "mcennis",
328
  "a",
 
 
 
 
 
 
 
 
 
329
  "must",
330
- "formerly",
331
- "thus",
332
- "mchugh",
333
- "she",
334
- "bottom",
335
- "six",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
336
  "moreover",
337
- "overall",
338
- "david abed",
 
 
 
 
 
 
339
  "whence",
340
- "eg",
341
- "make",
342
- "might",
343
- "will",
344
- "going",
345
- "be",
346
- "taher",
347
- "together",
348
- "was",
 
 
 
349
  "why",
350
- "or",
 
 
 
 
 
 
 
351
  "ourselves",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
352
  "before",
353
- "does",
354
- "anywhere",
355
- "phillips",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
356
  "its",
357
- "your",
358
- "next",
359
- "makes",
360
- "philips",
361
- "first",
362
- "every",
363
  "fifteen",
364
- "ntg",
365
- "are",
366
- "abed",
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- "zhao",
368
- "on",
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- "seem",
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- "ii",
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- "few",
372
- "jose",
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- "however",
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- "absolutely",
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- "found",
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- "miima",
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- "other",
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- "already",
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- "himself",
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- "after",
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- "adprofessoress",
382
- "ltd",
383
- "ask",
384
- "always",
385
- "whose",
386
- "abdel",
387
- "no",
388
  "somehow",
389
- "fleischer",
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- "thick",
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- "both",
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- "charles pak",
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- "except",
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- "s",
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- "into",
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- "mr",
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- "almost",
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- "could",
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- "by",
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- "themselves",
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- "less",
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- "all",
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  "david",
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- "most",
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- "under",
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- "nor",
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- "wherein",
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- "re",
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- "hers",
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- "perhaps",
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- "un",
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- "xd",
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- "rutgersthings",
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- "noone",
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- "fire",
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- "besides",
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- "mind",
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- "njit",
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- "herself",
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- "an",
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- "his",
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- "which",
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- "like",
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- "towards",
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- "also",
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- "callirgos",
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- "became",
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- "three",
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- "happened",
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- "cannot",
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- "hmmmmmm",
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- "enough",
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- "hereby",
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- "eight",
435
- "of",
436
- "becomes",
437
- "given",
438
- "and",
439
  "if",
440
- "itself",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
441
  "were",
442
- "latter",
443
- "yet",
444
- "ours",
445
- "put",
446
- "seemed",
447
- "though",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
448
  "while",
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- "top",
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- "throughout",
 
 
451
  "ce",
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- "within",
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- "lot",
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- "hmmmm",
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- "used",
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- "twenty",
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- "thin",
458
- "do",
459
- "the",
460
- "for",
461
- "here",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
462
  "since",
463
- "myself",
464
- "either",
465
- "james",
466
- "charles",
467
- "hence",
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- "bengu",
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- "is",
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  "namely",
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- "literally",
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- "below",
 
 
 
 
473
  "otherwise",
474
- "nasello",
475
- "would",
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- "meanwhile",
 
 
 
 
 
 
477
  "somers",
478
- "specific",
479
- "until",
480
- "becoming",
481
- "vi",
482
- "nobody",
483
- "interest",
484
- "over",
 
 
 
 
 
 
 
 
 
485
  "instructor",
486
  "professor",
487
  "prof",
 
19
  4
20
  ],
21
  "stop_words": [
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
22
  "com",
23
+ "either",
24
+ "estrada",
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+ "else",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
26
  "never",
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+ "whither",
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+ "are",
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+ "or",
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+ "hereafter",
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+ "first",
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  "along",
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+ "xd",
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+ "completely",
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+ "from",
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+ "may",
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+ "eh",
 
 
 
 
 
 
 
 
41
  "former",
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+ "during",
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+ "inc",
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+ "full",
 
 
 
 
 
 
 
 
 
 
 
 
45
  "maura deek",
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+ "like",
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+ "serious",
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+ "rutgersthings",
 
 
 
 
 
 
 
 
49
  "njits",
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+ "mannnnnnn",
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+ "know",
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+ "anywhere",
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+ "whole",
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+ "nine",
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+ "therefore",
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+ "top",
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+ "ie",
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+ "go",
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+ "people",
61
+ "get",
62
+ "khichi",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
63
  "often",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
64
  "did",
65
+ "ask",
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+ "due",
67
+ "philips",
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  "schesser",
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  "mannn",
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+ "per",
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+ "herein",
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+ "walsh",
 
 
124
  "made",
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+ "ours",
126
+ "used",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
127
  "at",
128
+ "be",
129
+ "honestly",
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+ "maura",
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+ "does",
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+ "jesus",
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  "none_xd_",
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+ "woman",
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+ "hers",
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+ "depaolo",
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+ "phillips",
144
+ "indeed",
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147
+ "aasay",
 
 
 
 
 
 
 
 
 
 
 
148
  "my",
149
+ "down",
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+ "comes",
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+ "thing",
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+ "rao",
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+ "myself",
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+ "besides",
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+ "walshs",
159
+ "anyone",
160
  "seeming",
161
+ "over",
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+ "alone",
 
 
 
 
 
 
 
 
 
163
  "a",
164
+ "someone",
165
+ "enough",
166
+ "four",
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+ "done",
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+ "amount",
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+ "cimino",
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+ "hmmmm",
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+ "detail",
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+ "move",
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+ "rohloff",
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+ "bill",
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+ "your",
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+ "makes",
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+ "high",
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+ "nasello",
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+ "several",
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+ "hundred",
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+ "about",
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+ "something",
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+ "many",
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+ "anything",
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+ "though",
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+ "overall",
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+ "she",
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+ "when",
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+ "etc",
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+ "yet",
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+ "un",
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+ "should",
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+ "nor",
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+ "very",
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  "before",
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+ "onto",
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+ "yours",
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+ "further",
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+ "re",
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+ "specific",
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+ "becomes",
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+ "doing",
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+ "most",
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+ "rather",
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+ "absolutely",
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+ "five",
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+ "until",
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+ "eg",
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+ "ever",
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+ "too",
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+ "it",
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+ "six",
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+ "there",
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+ "himelstein",
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+ "is",
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+ "all",
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+ "even",
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+ "mcennis",
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+ "herself",
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+ "naprettykmiec",
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+ "course",
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+ "de",
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+ "itself",
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+ "well",
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+ "hm",
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+ "james mchugh",
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1196
  [
1197
  "reachable email responses frequently",
1198
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  ],
1200
  [
1201
  "past semester emailed",
@@ -1215,7 +1215,7 @@
1215
  ],
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  [
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  "minute reply concerns handy",
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  ],
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  "29": [
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1225
  ],
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  [
1227
  "fail demoralizing",
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1230
  [
1231
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  [
1235
  "xf means fail demoralizing",
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  [
1239
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  [
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1245
  ],
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  [
1247
  "told trying hard handwriting",
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  [
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  [
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  [
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  ],
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  [
1265
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  [
1277
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  ],
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  [
1289
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1293
  "quicker response times",
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  [
1297
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  [
1307
  "paul ranky needs understand",
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  ],
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1319
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1323
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  [
1349
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1357
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1361
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1371
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1373
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1376
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1377
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  ],
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1381
  "read lectures notes",
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  "33": [
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1393
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1395
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1399
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  [
1407
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1411
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  [
1419
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  [
1433
  "review videos week helpful",
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1436
  [
1437
  "review videos",
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1447
  ],
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  [
1449
  "provide powerpoints accompany videos",
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1452
  [
1453
  "makepost videos weeks great",
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  ],
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1469
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  ],
1473
  "35": [
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  ],
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1483
  "lengthy lectures design",
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1490
  [
1491
  "lengthy lectures",
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1497
  ],
1498
  [
1499
  "materials lectures unnecessarily",
1500
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1501
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1502
  [
1503
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1515
  "36": [
1516
  [
1517
  "apologize late gratitude",
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1520
  [
1521
  "late gratitude thank experience",
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1527
  ],
1528
  [
1529
  "thankfulness appreciated helpful happy",
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1532
  [
1533
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1536
  [
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1540
  [
1541
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1551
  ],
1552
  [
1553
  "late gratitude thank",
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1556
  ],
1557
  "37": [
1558
  [
1559
  "prevent cheating far excessive",
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1562
  [
1563
  "thought process prevent cheating",
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1565
  ],
1566
  [
1567
  "prevent cheating far",
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1570
  [
1571
  "prevent cheating",
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1573
  ],
1574
  [
1575
  "cheating far excessive",
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1578
  [
1579
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1585
  ],
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  [
1587
  "difficult truly hope wrong",
1588
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1590
  [
1591
  "truly hope wrong view",
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1611
  ],
1612
  [
1613
  "office hours work student",
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  [
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1621
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1624
  [
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  [
1629
  "semester improves feedback",
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1633
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1637
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  ],
1641
  "39": [
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1653
  ],
1654
  [
1655
  "october homeworks everything",
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1658
  [
1659
  "instead december waiting assignments",
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1661
  ],
1662
  [
1663
  "october forward including midterm",
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1666
  [
1667
  "including midterm project weeks",
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1670
  [
1671
  "weeks come bulk homework",
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1674
  [
1675
  "semester annoying",
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1678
  [
1679
  "regarding class weeks remaining",
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1707
  ],
1708
  [
1709
  "learned new skills improved",
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1712
  [
1713
  "write good paper learned",
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1733
  ],
1734
  [
1735
  "solid foundation complete falsehood",
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1738
  [
1739
  "sense logical perspective",
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1749
  ],
1750
  [
1751
  "unemployment rates years tossed",
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1754
  [
1755
  "sense logical",
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1757
  ],
1758
  [
1759
  "unquantifiable scope knowledge",
1760
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  ],
1762
  [
1763
  "perspective unquantifiable scope knowledge",
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  ],
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  [
1773
  "leave blank add feels",
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1776
  [
1777
  "weird leave blank",
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1780
  [
1781
  "blank using stuff future",
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  [
1785
  "blank using stuff",
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  ],
1788
  [
1789
  "leave blank",
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1799
  ],
1800
  [
1801
  "blank add feels",
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  ],
1804
  [
1805
  "blank add feels weird",
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1821
  ],
1822
  [
1823
  "operate canvas knowledge",
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1826
  [
1827
  "listed canvas syllabus",
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  ],
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  [
1839
  "posts canvas needs",
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1842
  [
1843
  "market robust responsive canvas",
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  ],
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  [
1869
  "discussion posts feel",
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  ],
1872
  [
1873
  "unclear expected discussion posts",
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  ],
1876
  [
1877
  "way discussions smoothly",
1878
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1880
  [
1881
  "discussion threads",
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1884
  [
1885
  "discussions smoothly opinion getting",
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  ],
1888
  [
1889
  "discussion topics felt",
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  ]
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  ],
1893
  "45": [
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  ],
1914
  [
1915
  "watch supposed teach helpful",
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1918
  [
1919
  "taken lecture link lectures",
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  ],
1926
  [
1927
  "taken lecture link",
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1930
  [
1931
  "resource english",
1932
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1933
  ]
1934
  ],
1935
  "46": [
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1981
  ],
1982
  [
1983
  "interacted class online contact",
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1986
  [
1987
  "semester actively messaged personally",
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  ],
1998
  [
1999
  "semester liked interact",
2000
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  ],
2002
  [
2003
  "liked interact classes answer",
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2013
  ],
2014
  [
2015
  "semester liked interact classes",
2016
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2018
  ],
2019
  "48": [
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2023
  ],
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2029
  "studio taken away",
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2032
  [
2033
  "team members posted spoke",
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  [
2041
  "time dedicated studio taken",
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2044
  [
2045
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  ],
2048
  [
2049
  "sessions submit audio group",
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2052
  [
2053
  "posted day deadline",
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  ],
2056
  [
2057
  "sporadically posted day",
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  ],
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  ],
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  [
2067
  "questions felt misleading",
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2070
  [
2071
  "questions felt misleading answer",
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  [
2087
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2090
  [
2091
  "roundabout responses response",
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2111
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2112
  [
2113
  "regarding issues received",
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2116
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2117
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  [
2121
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2124
  [
2125
  "tried reaching regarding issues",
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2128
  [
2129
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2161
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2163
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2166
  [
2167
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2208
  [
2209
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2247
  "uploaded video lectures",
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2250
  [
2251
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  ],
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  [
2289
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2292
  [
2293
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2301
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2304
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2305
  "supposed create website",
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  ],
2313
  "55": [
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  [
2315
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2319
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2322
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2323
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2326
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2327
  "version class cybersecurity",
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2330
  [
2331
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  "mutcd version issued",
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2347
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  "mutcd version issued updated",
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  ],
2355
  "56": [
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  ],
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  "good work sir",
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  "great work good work",
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2372
  [
2373
  "great work good",
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2411
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2418
  [
2419
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  [
2431
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2434
  [
2435
  "interacted sharma",
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2460
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2461
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2464
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2465
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2472
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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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2544
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2545
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2567
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2570
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2571
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2575
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