Fine-tuned Topic Model for instructor_comments column, last commit on 2025-01-14 00:32:32
cdf1106
verified
{ | |
"topic_representations": { | |
"0": [ | |
[ | |
"enjoyed class", | |
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"lectures", | |
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[ | |
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[ | |
"class great", | |
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[ | |
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"teacher", | |
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"lectures good", | |
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[ | |
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[ | |
"learned class", | |
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[ | |
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[ | |
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[ | |
"class knowledge", | |
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[ | |
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[ | |
"ontime encourages students elaborate", | |
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"2": [ | |
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"grading inconsistent", | |
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[ | |
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[ | |
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[ | |
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[ | |
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[ | |
"grading tough", | |
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"3": [ | |
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"assignments difficult", | |
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"good assignments", | |
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[ | |
"class assignments", | |
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[ | |
"understand assignments", | |
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[ | |
"complete assignments", | |
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[ | |
"paper assigned turn semester", | |
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[ | |
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[ | |
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[ | |
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"assignments", | |
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"4": [ | |
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"online class bit difficult", | |
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[ | |
"online class better", | |
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[ | |
"class online class", | |
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[ | |
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[ | |
"online classes online lectures", | |
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[ | |
"online class online", | |
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[ | |
"online classes interesting", | |
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[ | |
"taking online class", | |
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[ | |
"online class everything", | |
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"online class", | |
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"5": [ | |
[ | |
"thank teaching", | |
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[ | |
"great class", | |
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[ | |
"class enjoyable", | |
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[ | |
"enjoyed class", | |
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[ | |
"modules teaching online learned", | |
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[ | |
"class thanks", | |
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[ | |
"class thank", | |
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[ | |
"organized lectures appreciate", | |
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[ | |
"thank class", | |
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[ | |
"modules teaching online", | |
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"6": [ | |
[ | |
"portion discussion students", | |
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[ | |
"portion discussion students copied", | |
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[ | |
"assignments discussion", | |
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[ | |
"students effectively summarize", | |
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[ | |
"assignments discussion posts", | |
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[ | |
"students effectively", | |
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[ | |
"students effectively summarize entire", | |
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[ | |
"grades discussion", | |
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[ | |
"nitpicks reduce grades", | |
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[ | |
"grading unfair", | |
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"7": [ | |
[ | |
"provide students looking learn", | |
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[ | |
"prepare students", | |
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"assignments quizzes", | |
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[ | |
"prepare students exams educate", | |
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[ | |
"prefer quizzes instead discussions", | |
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[ | |
"prepare quizzes personally", | |
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[ | |
"prepare quizzes", | |
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[ | |
"provide students looking", | |
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[ | |
"queries students", | |
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[ | |
"purpose prepare students exams", | |
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"8": [ | |
[ | |
"late grading issues", | |
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[ | |
"teacher class online expected", | |
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[ | |
"lectures fine grade written", | |
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[ | |
"late grading", | |
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[ | |
"lecture semester", | |
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[ | |
"late grading issues videos", | |
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[ | |
"lectures fine grade", | |
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[ | |
"midterms interaction teacher", | |
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[ | |
"lecture semester online module", | |
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[ | |
"lecture semester online", | |
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"9": [ | |
[ | |
"instructors great person teach", | |
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[ | |
"great person teach", | |
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[ | |
"great person teach great", | |
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[ | |
"instructors effective effective good", | |
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[ | |
"instructors effective", | |
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[ | |
"instructors effective effective", | |
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[ | |
"immensely enjoyed best class", | |
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[ | |
"great straightforward class", | |
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[ | |
"great straightforward class awesome", | |
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[ | |
"great material cover learn", | |
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"10": [ | |
[ | |
"pertaining ethics essays worst", | |
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[ | |
"recycled professors lectures", | |
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[ | |
"recycled professors lectures semester", | |
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[ | |
"personally think elective class", | |
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[ | |
"provide feedback students wrong", | |
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[ | |
"question lecture", | |
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[ | |
"posted lecture conducted recycled", | |
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"post assignments challenges student", | |
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[ | |
"recycled professors", | |
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[ | |
"professors lectures semester effective", | |
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"11": [ | |
[ | |
"class difficult", | |
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[ | |
"ridiculously stressful class taken", | |
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[ | |
"ridiculously stressful class", | |
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[ | |
"read textbook expectations grades", | |
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[ | |
"sales class", | |
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[ | |
"questioning idea school class", | |
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[ | |
"recommend having teach class", | |
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[ | |
"probably sales class", | |
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[ | |
"taught class", | |
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[ | |
"class supposed", | |
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"12": [ | |
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"received grade assignments discussions", | |
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"received grade assignments", | |
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"received grades midterm", | |
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[ | |
"grading time", | |
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"13": [ | |
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"helpful responds quickly willing", | |
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"person nice helpful", | |
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"kind understanding willing", | |
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[ | |
"notice super understanding willing", | |
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"nice greaful email responses", | |
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"promptly kind understanding", | |
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[ | |
"needed communicates responds fast", | |
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"14": [ | |
[ | |
"receive horrible grades", | |
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"process grading fair", | |
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"posts way right grades", | |
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"15": [ | |
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"grading needs grade fairly", | |
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"16": [ | |
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"17": [ | |
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"great knows teach material", | |
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"18": [ | |
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"professors attention respond important", | |
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"misunderstandings early semester", | |
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"19": [ | |
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"professionalism scope students hard", | |
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"20": [ | |
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[ | |
"reading online material materials", | |
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[ | |
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"21": [ | |
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"22": [ | |
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"quick replies promptly thoughtful", | |
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"23": [ | |
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"30": "30_insert mean alrighttt meme_mean alrighttt meme_means fail_means fail demoralizing", | |
"31": "31_lectures engaging_recorded lectures explanations_understand lecture_power lectures", | |
"32": "32_regards thiru velayudhan tv_regards thiru velayudhan_regards sarah alotaibi appreciated_thank best regards thiru", | |
"33": "33_respond emails_respond emails respond emails_emails respond_questions email responses", | |
"34": "34_helpful caring knows talking_lenient good understanding helpful_helpful caring knows_patience provided reassurance", | |
"35": "35_reach professors person_professors person teacher responsive_reach professors person teacher_prompt responding emails instructors", | |
"36": "36_fostered positive learning_positive learning environment encouraged_material nice things students_fostered positive learning environment", | |
"37": "37_project complex semester students_project directions_project complex semester_project directions start", | |
"38": "38_needs improvement teaching methods_provide feedback communication students_response student better communication_better communication students", | |
"39": "39_computer science_operating systems weeks professors_realworld application cs graduate_pursue career analysis elective", | |
"40": "40_messages provided clear directions_promptly responded messages_promptly responded messages provided_replied emails grade elective", | |
"41": "41_project lectures_lecture material_project lectures despite_outdated lectures", | |
"42": "42_sense logical perspective unquantifiable_paragraph written void zero_written void zero_wrong paragraph written void", | |
"43": "43_received grade maybe assignments_grade maybe assignments_grading feedback_receive grade leaves feedback", | |
"44": "44_reading means submission important_readings directly informative allow_readings directly informative_reading means submission", | |
"45": "45_lectures focused target_materials lectures unnecessarily_lectures focused_lectures feel sporadic based", | |
"46": "46_overwhelmed work assigned class_online elective assignments equally_reflective essays hard complete_online class deadlines anxious", | |
"47": "47_shorter slides unhelpful_reading slides great_resource memorizing powerpoint slides_shorter slides unhelpful contained", | |
"48": "48_assignments posted time_open assignments maybe weeks_planning assignments returned promptly_deadlines", | |
"49": "49_preparing exams teaching_progress update students expect_progress update students_positive learning environment need", | |
"50": "50_recorded lectures making understand_recorded videos professors class_recordings lecture videos_lecture videos", | |
"51": "51_incorrect grading way students_questions removed exam_issue exam allowed retake_putting exam ridiculous", | |
"52": "52_online lipuma interactive_native language lipumas instructions_online lipuma interactive kept_online lipuma", | |
"53": "53_best probably nice guy_maybe inperson better hes_inperson better hes_hes alright good person", | |
"54": "54_lesson plans help students_lesson plans help_programming assignments_offer assignments python students", | |
"55": "55_student midterm exam primarily_midtermfinals midterm questions felt_midterm exam_midterm exam disorganized", | |
"56": "56_java fx difficult learn_information overload_java fx difficult_organized bit overwhelming", | |
"57": "57_way explaining intended consequence_intended matters suppose struggling_intended matters_intended consequence intended matters", | |
"58": "58_professors unusual scheduling_professors unusual scheduling online_professors timeframe_jobs spend week class", | |
"59": "59_punishing attend weekly sessions_organizational behavior_punishing attend weekly_podcast organizational behavior justification", | |
"60": "60_long assignments_semester times way work_projects exhausting weekly assignments_words week week semester", | |
"61": "61_questions quizzes exam_questions discussions quizzes_questions quizzes exam hard_quiz questions", | |
"62": "62_courses taken_arch class taking_mental health future students_teach taken graduate courses", | |
"63": "63_thank wonderful semester_thanks great semester thank_thank great semester thank_thank great semester", | |
"64": "64_recorded lectures excellent_recorded lectures engaging_video lectures_recorded lectures engaging feel", | |
"65": "65_different professors_lectures professors geller intended_using different professors_switched beginning class suppose", | |
"66": "66_lack communication resulted_lack communication resulted inability_missed live interaction_missed live interaction team", | |
"67": "67_purchase books_reading documentation watching youtube_required textbooks needed class_resources online biggest gripe", | |
"68": "68_inconsistent students issue ta_grading ta_ta grade_helpful ta supposed teach", | |
"69": "69_schedule exams weekdays students_schedule exams weekdays_schedule exams_scheduling quizzes tests", | |
"70": "70_helpful feedback thorough assignments_helpful understanding student_helpful encouraging helping students_helpful understanding student needs", | |
"71": "71_totally unresponsive emails_totally unresponsive emails discussion_respond totally unresponsive emails_reachable email responses frequently", | |
"72": "72_issues feel semester_personal issues feel semester_unfortunate exams fell spring_unfortunate exams fell", | |
"73": "73_making discussions_provoking discussion_making discussions meaningful_readings discussion posts enjoyable", | |
"74": "74_li chen best professors_professors trust wong think_xi zhang great job_lee amazing xi zhang", | |
"75": "75_project extensions announced days_project felt shortminute notice_projects weekly participation dates_notice time needed finish", | |
"76": "76_lecture material_material examples believe students_questions lecture material premade_potentially integrate lecture material", | |
"77": "77_manner offered lots resources_lectures engaging understand_lectures engaging understand simple_lectures persoanlity", | |
"78": "78_grading professors accept late_submission deadlines students_submission deadlines students working_grading grades assignment timely", | |
"79": "79_possesses level expertise knowledgable_possesses level expertise_knows stuff clearly communicate_knows stuff clearly", | |
"80": "80_masters program heard_lessons help career work_masters program heard working_paying degree enjoy", | |
"81": "81_think syllabus updated accordingly_syllabus updated_think syllabus updated_syllabus updated accordingly", | |
"82": "82_kind patient helpful comments_lots experience responsive amazing_feedback helpful insightful_quick helpful feedback helpful", | |
"83": "83_hard communicate_hard communicate clear_means writes paying attention_hard communicate clear confusion", | |
"84": "84_marketing strategies presentation prepared_mba courses groupwork required_practicality student_practicality student thinking", | |
"85": "85_getting emails promptly asynchronous_online classes difficult_online classes difficult prioritize_getting emails promptly", | |
"86": "86_quality teacher_professors daher teach courses_quality teacher think_professors bader", | |
"87": "87_helpful examples provided guideline_helpful examples provided_real world examples law_picked usually climate analysis", | |
"88": "88_grades correctly nonresponsive_grades disappeared weeks_randomly finicky grades_poor grades disappeared weeks", | |
"89": "89_making discord extremely helpful_participation live sessions provide_meetings helpful let_participation live sessions", | |
"90": "90_week dates syllabus_wednesday terribly inconvenient classes_week dates syllabus listed_order weeks breaks semester", | |
"91": "91_proctoring software protectu_proctoring software protectu unnervingly_online studentcom proctoru_proctoring software", | |
"92": "92_milestone submissions hoping feedback_feedback discussion_needs improvement feedback discussion_looking improve discussions", | |
"93": "93_new technologies outweigh effects_new technologies_post quantum cryptography_predicted changes future", | |
"94": "94_having group project_having group project individual_team projects lack_group projects", | |
"95": "95_good experience bit challenging_enjoyed genuinely great experience_disappointing satisfactory good felt_satisfactory good felt aggressive", | |
"96": "96_higher grade felt unmotivated_time wasted students trying_issue encountered baffled students_inadequate instruction", | |
"97": "97_prompt professional email responses_send email asking help_professional email responses_professional email responses respond", | |
"98": "98_great love sense humor_abigail_future abigail_future abigail question", | |
"99": "99_maybe group assignment_prefer individual assignments group_individual assignments group project_individual assignments group", | |
"100": "100_wrong ethical analysis assignment_lack explanation feedback_initial assignments credit replies_scolded answering question instead", | |
"101": "101_mention personal attack intellect_mention personal attack_provides responses_opinions bad rambles response", | |
"102": "102_useful class_good structure class extremely_interesting class class structure_interesting class class", | |
"103": "103_points deducted discussion_miscommunication assignment points_miscommunication assignment points deducted_points rude demeaning emails", | |
"104": "104_issues content delivery great_great excellent things complaints_complaints negative said_excellent things complaints", | |
"105": "105_implementing work excellent_implementing work_met requirements ta graded_method implementing work", | |
"106": "106_quizzes semester simulations_let students formula sheet_quizzes semester simulations nice_students formula sheet exam", | |
"107": "107_great thorough explanations clear_understanding provides good resources_thoughtful explanations material_understand rules developed excellent", | |
"108": "108_proff geller thank_job proff geller thank_proff geller_pleasure taking class lipuma", | |
"109": "109_recommend student teaches takes_recommend student teaches_professors courses future highly_taken opportunity professors courses", | |
"110": "110_material understand financial analysis_helpful explaining corporate finance_learning key concepts capital_incredibly helpful explaining corporate", | |
"111": "111_allowed great learning_skills allowed great learning_allowed great learning experience_learned different areas truly", | |
"112": "112_fair extremely flexible_fair fair extremely flexible_fair extremely flexible fair_ridiculous think unfair flexible", | |
"113": "113_online class expecting hear_online class expecting_online classes little response_mode contact online class", | |
"114": "114_professors conduct professionalism insulted_professors conduct_professors constantly assumptions_professors constantly assumptions comments", | |
"115": "115_great work thank dedication_job truly appreciate effort_dedication great work thank_appreciate effort dedication great", | |
"116": "116_marketing good experience_interacting marketing good experience_interesting learn great engaging_industry great presonally enjoyed", | |
"117": "117_format exams difficult_format exams difficult understand_mistakes examinations little harder_preparation exam felt based", | |
"118": "118_additional add_blank additional_leave blank add_leave blank additional", | |
"119": "119_weekly meetings quite varied_reliable time weekly meetings_offered office hours weekly_weekly meetings", | |
"120": "120_responsible homework helpful unreasonable_difficult approach bad teacher_unreasonable work responsible homework_unreasonable work difficult", | |
"121": "121_michael knowledgeable topics teaches_online courses excellent michael_student best professors_student best professors better", | |
"122": "122_feel money wasted_money wasted_waste time money feel_waste time money", | |
"123": "123_thoughtful commentary weekly class_lengthy discussion posts written_discussion posts_lengthy discussion posts", | |
"124": "124_post caps stupid_turns reading wrote caps_reading wrote caps_important caps", | |
"125": "125_grading discussions unfair_grading discussions unfair based_grading discussions_miniscule grading discussions unfair", | |
"126": "126_machine learning teacher michael_machine learning hadoop instructors_learning big data havesome_learn big data", | |
"127": "127_jake slovis amazing good_jake slovis amazing_slovis amazing good_work jake slovis amazing", | |
"128": "128_available_provided sall good_ready help_questions available", | |
"129": "129_disrespectful methese actions_blatantly disrespectful_concerning disrespectful methese actions_bully shocking guy", | |
"130": "130_recommend_reviews true recommend_true recommend_experienced tell reviews", | |
"131": "131_great good_great good good_great great good_great great good good" | |
}, | |
"custom_labels": null, | |
"_outliers": 0, | |
"topic_aspects": {} | |
} |