Fine-tuned Topic Model for instructor_comments column, last commit on 2025-01-12 00:53:52
ad2a418
verified
{ | |
"topic_representations": { | |
"0": [ | |
[ | |
"lecture", | |
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], | |
[ | |
"classes", | |
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], | |
[ | |
"lectures", | |
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], | |
[ | |
"classroom", | |
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], | |
[ | |
"semester", | |
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], | |
[ | |
"student", | |
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], | |
[ | |
"teaching", | |
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], | |
[ | |
"professors", | |
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], | |
[ | |
"grading", | |
0.35455459356307983 | |
], | |
[ | |
"syllabus", | |
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] | |
], | |
"1": [ | |
[ | |
"teacher", | |
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], | |
[ | |
"class works", | |
0.4308568835258484 | |
], | |
[ | |
"teacher wish", | |
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], | |
[ | |
"lectures canvas", | |
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], | |
[ | |
"class day", | |
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], | |
[ | |
"assignment class", | |
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], | |
[ | |
"class time", | |
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], | |
[ | |
"unprofessional", | |
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[ | |
"syllabus canvas", | |
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], | |
[ | |
"way class works", | |
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] | |
], | |
"2": [ | |
[ | |
"professors struggling", | |
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], | |
[ | |
"possibly teaches poorly", | |
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], | |
[ | |
"professors struggling technology", | |
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], | |
[ | |
"quality professors nearly", | |
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], | |
[ | |
"professors learn technology", | |
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], | |
[ | |
"lack professionalism unacceptable", | |
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], | |
[ | |
"lecturer called actual", | |
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], | |
[ | |
"lack professionalism", | |
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], | |
[ | |
"help professors", | |
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], | |
[ | |
"professors good equipment", | |
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] | |
], | |
"3": [ | |
[ | |
"powerpoint lectures", | |
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], | |
[ | |
"powerpoint slides", | |
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], | |
[ | |
"providing slides", | |
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], | |
[ | |
"providing slides benefit", | |
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], | |
[ | |
"professors post powerpoint", | |
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], | |
[ | |
"online powerpoint slides", | |
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], | |
[ | |
"powerpoint lectures sporadically", | |
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], | |
[ | |
"powerpoints instead google", | |
0.6401650905609131 | |
], | |
[ | |
"powerpoint segments lecture", | |
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], | |
[ | |
"powerpoint", | |
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] | |
], | |
"4": [ | |
[ | |
"notes canvas", | |
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], | |
[ | |
"publishes notes canvas", | |
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], | |
[ | |
"simply reads notes", | |
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], | |
[ | |
"notes canvas periodically", | |
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], | |
[ | |
"notes canvas plus", | |
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], | |
[ | |
"pictures writing", | |
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], | |
[ | |
"posts notes canvas", | |
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], | |
[ | |
"notes computer write", | |
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], | |
[ | |
"notes solutions canvas", | |
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], | |
[ | |
"draw pictures writing", | |
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] | |
], | |
"5": [ | |
[ | |
"paying class worth", | |
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], | |
[ | |
"paying class", | |
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], | |
[ | |
"tuition money wasted", | |
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], | |
[ | |
"class worth", | |
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], | |
[ | |
"price online classes", | |
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], | |
[ | |
"student pays", | |
0.5166424512863159 | |
], | |
[ | |
"pays pocket class", | |
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], | |
[ | |
"tutoring bad news", | |
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], | |
[ | |
"pay tuition learn", | |
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], | |
[ | |
"tutoring bad", | |
0.499738484621048 | |
] | |
], | |
"6": [ | |
[ | |
"kind invention unwise", | |
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], | |
[ | |
"invention ideas", | |
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], | |
[ | |
"invention idea", | |
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], | |
[ | |
"invention", | |
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], | |
[ | |
"kind invention", | |
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], | |
[ | |
"inventions", | |
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], | |
[ | |
"inventions reason group", | |
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], | |
[ | |
"professors list inventions", | |
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], | |
[ | |
"new inventions", | |
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], | |
[ | |
"products student challenged", | |
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] | |
], | |
"7": [ | |
[ | |
"student ta allowed", | |
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], | |
[ | |
"student ta", | |
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], | |
[ | |
"tas better communicating", | |
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], | |
[ | |
"passing ta", | |
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], | |
[ | |
"seen ta students", | |
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], | |
[ | |
"response questions ta", | |
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], | |
[ | |
"lecturing including grading", | |
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], | |
[ | |
"situation lectures", | |
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], | |
[ | |
"policy laid ta", | |
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], | |
[ | |
"similarly ta topics", | |
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] | |
], | |
"8": [ | |
[ | |
"frustrating students needed", | |
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], | |
[ | |
"exponentially frustrating students", | |
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], | |
[ | |
"issue disorganization", | |
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], | |
[ | |
"felt unorganized", | |
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], | |
[ | |
"instruction postings canvas", | |
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], | |
[ | |
"information projects scattered", | |
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], | |
[ | |
"poorly executed work", | |
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], | |
[ | |
"issue disorganization confusion", | |
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], | |
[ | |
"information projects", | |
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], | |
[ | |
"necessary information projects", | |
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] | |
], | |
"9": [ | |
[ | |
"turing", | |
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], | |
[ | |
"ideas common programming", | |
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], | |
[ | |
"computer science", | |
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], | |
[ | |
"surprisingly applicable advanced", | |
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], | |
[ | |
"theoretical mentioned", | |
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], | |
[ | |
"related coding projects", | |
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], | |
[ | |
"topics talk computer", | |
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], | |
[ | |
"learning ideas common", | |
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], | |
[ | |
"information intel", | |
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], | |
[ | |
"theoretical mentioned surprisingly", | |
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] | |
], | |
"10": [ | |
[ | |
"samardzic asked question", | |
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], | |
[ | |
"rambles aggressive backhandedly", | |
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], | |
[ | |
"samardzic asked", | |
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], | |
[ | |
"samardzic needs", | |
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], | |
[ | |
"videos impatient confrontational", | |
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], | |
[ | |
"impatient confrontational sarcastic", | |
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], | |
[ | |
"samardzic", | |
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], | |
[ | |
"tired antics conduct", | |
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[ | |
"impatient confrontational", | |
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], | |
[ | |
"mark rambles aggressive", | |
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] | |
], | |
"11": [ | |
[ | |
"students assumptions", | |
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], | |
[ | |
"students assumptions students", | |
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], | |
[ | |
"students required mutable", | |
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], | |
[ | |
"leading students understand", | |
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], | |
[ | |
"leads confusion students", | |
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], | |
[ | |
"pointed classmate reminded", | |
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], | |
[ | |
"practice passing reference", | |
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], | |
[ | |
"passing reference intended", | |
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], | |
[ | |
"student points error", | |
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], | |
[ | |
"outdated obscure terminology", | |
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] | |
], | |
"12": [ | |
[ | |
"voice low", | |
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], | |
[ | |
"speaking voice low", | |
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], | |
[ | |
"heard echoing difficultfor", | |
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[ | |
"muffling voice", | |
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[ | |
"speaking skills mic", | |
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[ | |
"mask muffling voice", | |
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[ | |
"speaking skills", | |
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[ | |
"voice low hard", | |
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[ | |
"speaking voice", | |
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[ | |
"microphone accent fast", | |
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] | |
], | |
"13": [ | |
[ | |
"moodle canvas", | |
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[ | |
"uses moodle canvas", | |
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], | |
[ | |
"canvas moodle", | |
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], | |
[ | |
"canvas moodle canvas", | |
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[ | |
"moodle noted canvas", | |
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[ | |
"moodle canvas school", | |
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[ | |
"platforms moodle canvas", | |
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[ | |
"questions canvas moodle", | |
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[ | |
"moodle canvas million", | |
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[ | |
"switched canvas moodle", | |
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"14": [ | |
[ | |
"handed final draft", | |
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[ | |
"draft final project", | |
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[ | |
"supposedly submitted draft", | |
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[ | |
"written draft final", | |
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[ | |
"submitted draft", | |
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[ | |
"submitted completed assignment", | |
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[ | |
"submitted draft time", | |
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"written draft", | |
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[ | |
"final draft", | |
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[ | |
"project completing", | |
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"15": [ | |
[ | |
"responded discussion maybe", | |
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[ | |
"threads discussions", | |
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[ | |
"threads discussions trying", | |
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[ | |
"responded discussion", | |
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[ | |
"group debate", | |
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[ | |
"good conversation simply", | |
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[ | |
"separate discussion thread", | |
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[ | |
"called good conversation", | |
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[ | |
"notifications separate discussion", | |
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[ | |
"separate discussion", | |
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"16": [ | |
[ | |
"assignments assignment involved", | |
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[ | |
"requirements assignments", | |
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[ | |
"work assignments", | |
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[ | |
"unnecessarily vague assignment", | |
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[ | |
"homework assigned vague", | |
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[ | |
"idea assignments", | |
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"making mistakes assignment", | |
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[ | |
"requirements assignments assignment", | |
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"vague assignment", | |
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[ | |
"prerequisites assignments", | |
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"17": [ | |
[ | |
"programming problems unnecessary", | |
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], | |
[ | |
"programmer painfully wrong", | |
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], | |
[ | |
"instructions directly contradicted", | |
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[ | |
"programmer painfully", | |
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[ | |
"lacking directions incredibly", | |
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[ | |
"project instructions explained", | |
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[ | |
"programming problems", | |
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[ | |
"instructions explained", | |
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[ | |
"lacking directions", | |
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[ | |
"troubleshooting unforeseen", | |
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], | |
"18": [ | |
[ | |
"recorded lectures posted", | |
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[ | |
"recorded lectures", | |
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[ | |
"lectures recorded", | |
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[ | |
"record lectures students", | |
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[ | |
"record lectures", | |
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[ | |
"watch lecture recorded", | |
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[ | |
"uploading recorded lectures", | |
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[ | |
"record lectures post", | |
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[ | |
"slides week professors", | |
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"recorded lecture pause", | |
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"19": [ | |
[ | |
"submit canvas", | |
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"passed canvas submissions", | |
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[ | |
"canvas uploaded", | |
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"canvas submissions", | |
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"picture canvas uploaded", | |
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"20": [ | |
[ | |
"lab procedures lectures", | |
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[ | |
"instructors pre lab", | |
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[ | |
"procedures lectures experiments", | |
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], | |
[ | |
"lab report labs", | |
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], | |
[ | |
"laboratory experiments fantastic", | |
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[ | |
"lab misunderstood format", | |
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[ | |
"lab misunderstood", | |
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[ | |
"lectures experiments", | |
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], | |
[ | |
"lectures experiments begin", | |
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[ | |
"lab report", | |
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], | |
"21": [ | |
[ | |
"meet hour class", | |
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[ | |
"required available times", | |
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], | |
[ | |
"midterm exams withdrawal", | |
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[ | |
"turn wrote class", | |
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[ | |
"meet hour", | |
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[ | |
"quizzes grades attending", | |
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[ | |
"midterm exams", | |
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[ | |
"ready hours listed", | |
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[ | |
"class supposed", | |
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[ | |
"ready hours", | |
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"22": [ | |
[ | |
"emails convenient students", | |
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[ | |
"homework emailing", | |
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[ | |
"homework emailing lab", | |
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[ | |
"emails class difficult", | |
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[ | |
"intrauniversity college email", | |
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[ | |
"students reading emails", | |
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[ | |
"exams computer allowed", | |
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[ | |
"assignments grades quizzes", | |
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[ | |
"grades late incredibly", | |
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[ | |
"grades late", | |
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"23": [ | |
[ | |
"reasons instructors golgen", | |
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[ | |
"reasons instructors", | |
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[ | |
"material inconsistency teaching", | |
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], | |
[ | |
"instructors golgen george", | |
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], | |
[ | |
"realize teaching", | |
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[ | |
"teacher help", | |
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[ | |
"teaching stands atrocious", | |
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[ | |
"mental health academic", | |
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[ | |
"teaching institution", | |
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[ | |
"late students promptly", | |
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"24": [ | |
[ | |
"kind friendly", | |
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[ | |
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