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I had to put in a good deal of studying and reading in order to get an A on the exams.\",\"course_id\":\"HDFS 425\",\"date\":\"2018-05-18 02:48:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"29e7ffa32b6f85ba7ac88be7\",\"instructor_id\":\"rmp:1653908\",\"instructor_name\":\"Janean Dilworth-Bart\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTQzNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\"},{\"comment\":\"Aosai is absolutely amazing! She is so understanding and makes you feel so seen within her class. She gives out SO much extra credit and is ALWAYS smiling, seriously- such a positive human being and soul to be around. \",\"course_id\":\"HDFS 425\",\"date\":\"2025-01-06 01:54:28 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d232c967981a9eba025a0b1b\",\"instructor_id\":\"rmp:3054376\",\"instructor_name\":\"Aosai Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDg4MTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\"}],\"evidence_count\":4,\"review_ids\":[\"30b46b3d4b9ecaced874ea3f\",\"9d37535b31b975d1fd9ce6dd\",\"29e7ffa32b6f85ba7ac88be7\",\"d232c967981a9eba025a0b1b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1653908\",\"name\":\"Janean Dilworth-Bart\"},{\"id\":\"rmp:2037414\",\"name\":\"Carolyn Liesen\"},{\"id\":\"rmp:3054376\",\"name\":\"Aosai Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Grading can be strict with high standards and difficult exams, though some instructors provide study guides or offer generous extra credit and automatic points for participation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Was initially nervous, but she is a good lecturer (sometimes fast). Attendance & note-taking is a MUST to get an A. She expects a lot from her students, but is a very intelligent and friendly professor who will take the time to help you with any questions. I had to put in a good deal of studying and reading in order to get an A on the exams.\",\"course_id\":\"HDFS 425\",\"date\":\"2018-05-18 02:48:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"29e7ffa32b6f85ba7ac88be7\",\"instructor_id\":\"rmp:1653908\",\"instructor_name\":\"Janean Dilworth-Bart\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTQzNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\"},{\"comment\":\"Jennifer is extremely kind and clearly cares about her students. Since I took the course online, it was structured to have a mix of weekly reading assignments, quizzes, and a discussion post. You learn a lot about research and get to work in a group to find papers for exploring a topic you choose with your group. 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That's a big disadvantage in a difficult course like this. However, she is very nice and approachable. She's a very intelligent person and made this not-so-exciting class more interesting. I as worried about taking this class, but ended up doing pretty well.\",\"course_id\":\"HDFS 425\",\"date\":\"2012-04-24 23:28:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c8fdb84237ead9694ea4e976\",\"instructor_id\":\"rmp:1653908\",\"instructor_name\":\"Janean Dilworth-Bart\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIwMTE0NDU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\"},{\"comment\":\"Carolyn did a really great job of making an intimidating class of research methods understandable and interesting. She cared about the students success and spent the semester preparing us for the final paper. Her exams are straight off the study guide she provides. 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I thought it was straightforward.\",\"course_id\":\"HDFS 425\",\"date\":\"2021-02-28 17:49:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5759e310ab85dcfe07041c44\",\"instructor_id\":\"rmp:2673723\",\"instructor_name\":\"Jennifer Putney\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0Mzk2NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2673723\"},{\"comment\":\"Very knowledgeable about all of the material and was extremely helpful if you had any questions. Class is lecture heavy, but Aosai always asked for ways to improve/make class more interesting and implemented those. Truly one of the kindest professors I have had. \",\"course_id\":\"HDFS 425\",\"date\":\"2024-12-05 23:02:32 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f9d4e74f48eed1fd01747e6e\",\"instructor_id\":\"rmp:3054376\",\"instructor_name\":\"Aosai Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTI2MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\"},{\"comment\":\"Aosai is absolutely amazing! She is so understanding and makes you feel so seen within her class. She gives out SO much extra credit and is ALWAYS smiling, seriously- such a positive human being and soul to be around. \",\"course_id\":\"HDFS 425\",\"date\":\"2025-01-06 01:54:28 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d232c967981a9eba025a0b1b\",\"instructor_id\":\"rmp:3054376\",\"instructor_name\":\"Aosai Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDg4MTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\"}],\"evidence_count\":5,\"review_ids\":[\"c8fdb84237ead9694ea4e976\",\"9d37535b31b975d1fd9ce6dd\",\"5759e310ab85dcfe07041c44\",\"f9d4e74f48eed1fd01747e6e\",\"d232c967981a9eba025a0b1b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1653908\",\"name\":\"Janean Dilworth-Bart\"},{\"id\":\"rmp:2037414\",\"name\":\"Carolyn Liesen\"},{\"id\":\"rmp:2673723\",\"name\":\"Jennifer Putney\"},{\"id\":\"rmp:3054376\",\"name\":\"Aosai Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Students generally appreciate the professors' kindness, approachability, and willingness to help, despite the course's difficulty and lecture-heavy nature.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_42ff0509640f8cab240f4ca0","course_id":"HDFS 425","catalog_version_id":"dd4dc0633abd8521f8636042ec611ac2cac1b5407841b7bf1fe73d019e84ab01","record_version_id":"63c7418ce36002fba735758cb315cd65ab725750428cf42c3b94691fb7a569ba","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6b3b2f471ddb4fefeada87afdc6d0ccfde6ee0fe48d99d075fd04a05c9213b88","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"be5adb67c8396341df508f6e906332c3795db6a7d3db76844b7c29f1c3b1db54\",\"course_id\":\"HDFS 425\",\"current_instructors\":[{\"instructor_uid\":\"instructor_80c15af1a0443f8c1a616c2e\",\"message\":\"No course-specific reviews available\",\"name\":\"Aaron Suiter\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_8ce86ae1eb2f01e5b890a351\",\"message\":\"No course-specific reviews available\",\"name\":\"Eunhye Ahn\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_4bc56d3ffdf28dedf8d0ced7\",\"message\":\"No course-specific reviews available\",\"name\":\"Geoffrey Brown\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1386789\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.95 GPA, 100.0% A/AB (n=39 letter grades); Fall 2025: 3.94 GPA, 97.9% A/AB (n=48 letter grades); Spring 2026: 3.75 GPA, 88.6% A/AB (n=44 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AOSAI LIU is recorded teaching in Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"CAROLYN LIESEN is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"HDFS 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425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"JANEAN DILWORTH-BART is recorded teaching in Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Spring 2019, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"JENNIFER PUTNEY is recorded teaching in Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022. 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I thought it was straightforward.\",\"course_id\":\"HDFS 425\",\"date\":\"2021-02-28 17:49:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5759e310ab85dcfe07041c44\",\"instructor_id\":\"rmp:2673723\",\"instructor_name\":\"Jennifer Putney\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0Mzk2NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2673723\"},{\"comment\":\"Very knowledgeable about all of the material and was extremely helpful if you had any questions. Class is lecture heavy, but Aosai always asked for ways to improve/make class more interesting and implemented those. Truly one of the kindest professors I have had. \",\"course_id\":\"HDFS 425\",\"date\":\"2024-12-05 23:02:32 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f9d4e74f48eed1fd01747e6e\",\"instructor_id\":\"rmp:3054376\",\"instructor_name\":\"Aosai Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTI2MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\"},{\"comment\":\"Aosai is absolutely amazing! She is so understanding and makes you feel so seen within her class. She gives out SO much extra credit and is ALWAYS smiling, seriously- such a positive human being and soul to be around. \",\"course_id\":\"HDFS 425\",\"date\":\"2025-01-06 01:54:28 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d232c967981a9eba025a0b1b\",\"instructor_id\":\"rmp:3054376\",\"instructor_name\":\"Aosai Liu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDg4MTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\"}],\"evidence_count\":5,\"review_ids\":[\"c8fdb84237ead9694ea4e976\",\"9d37535b31b975d1fd9ce6dd\",\"5759e310ab85dcfe07041c44\",\"f9d4e74f48eed1fd01747e6e\",\"d232c967981a9eba025a0b1b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1653908\",\"name\":\"Janean Dilworth-Bart\"},{\"id\":\"rmp:2037414\",\"name\":\"Carolyn Liesen\"},{\"id\":\"rmp:2673723\",\"name\":\"Jennifer Putney\"},{\"id\":\"rmp:3054376\",\"name\":\"Aosai Liu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"summary\":\"Students generally appreciate the professors' kindness, approachability, and willingness to help, despite the course's difficulty and lecture-heavy nature.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_42ff0509640f8cab240f4ca0","course_id":"HDFS 425","catalog_version_id":"dd4dc0633abd8521f8636042ec611ac2cac1b5407841b7bf1fe73d019e84ab01","record_version_id":"63c7418ce36002fba735758cb315cd65ab725750428cf42c3b94691fb7a569ba","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"64349f94d5275904ec5df67196dd43e3c0194e1f180a419baa62d1dece04a88a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"be5adb67c8396341df508f6e906332c3795db6a7d3db76844b7c29f1c3b1db54\",\"course_id\":\"HDFS 425\",\"current_instructors\":[{\"instructor_uid\":\"instructor_80c15af1a0443f8c1a616c2e\",\"message\":\"No course-specific reviews available\",\"name\":\"Aaron Suiter\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_8ce86ae1eb2f01e5b890a351\",\"message\":\"No course-specific reviews available\",\"name\":\"Eunhye Ahn\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_4bc56d3ffdf28dedf8d0ced7\",\"message\":\"No course-specific reviews available\",\"name\":\"Geoffrey Brown\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1386789\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Janean Dilworth-Bart\",\"review_date\":\"2011-11-29 12:33:53 +0000 UTC\",\"review_id\":\"30b46b3d4b9ecaced874ea3f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1653908\",\"source_review_id\":\"UmF0aW5nLTE5MzI5MTI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\",\"type\":\"review\"},{\"instructor_name\":\"Janean Dilworth-Bart\",\"review_date\":\"2018-05-18 02:48:18 +0000 UTC\",\"review_id\":\"29e7ffa32b6f85ba7ac88be7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1653908\",\"source_review_id\":\"UmF0aW5nLTMwMTQzNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\",\"type\":\"review\"}],\"text\":\"Historical reviews describe the course as difficult, requiring significant studying and attendance, with some noting that exams were hard and grading scales were elevated.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Janean Dilworth-Bart\",\"review_date\":\"2011-11-29 12:33:53 +0000 UTC\",\"review_id\":\"30b46b3d4b9ecaced874ea3f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1653908\",\"source_review_id\":\"UmF0aW5nLTE5MzI5MTI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\",\"type\":\"review\"},{\"instructor_name\":\"Janean Dilworth-Bart\",\"review_date\":\"2012-04-24 23:28:01 +0000 UTC\",\"review_id\":\"c8fdb84237ead9694ea4e976\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1653908\",\"source_review_id\":\"UmF0aW5nLTIwMTE0NDU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\",\"type\":\"review\"},{\"instructor_name\":\"Janean Dilworth-Bart\",\"review_date\":\"2018-05-18 02:48:18 +0000 UTC\",\"review_id\":\"29e7ffa32b6f85ba7ac88be7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1653908\",\"source_review_id\":\"UmF0aW5nLTMwMTQzNDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1653908\",\"type\":\"review\"}],\"text\":\"Historical reviews of Janean Dilworth-Bart: Janean Dilworth-Bart’s teaching style varies significantly between reviewers. One student found her lectures rambling and exams unfair, while others noted she is approachable and helpful despite moving quickly through material. Success often required significant independent study and attendance.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Aosai Liu\",\"review_date\":\"2024-12-05 23:02:32 +0000 UTC\",\"review_id\":\"f9d4e74f48eed1fd01747e6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3054376\",\"source_review_id\":\"UmF0aW5nLTQwMTI2MDE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\",\"type\":\"review\"},{\"instructor_name\":\"Aosai Liu\",\"review_date\":\"2025-01-06 01:54:28 +0000 UTC\",\"review_id\":\"d232c967981a9eba025a0b1b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3054376\",\"source_review_id\":\"UmF0aW5nLTQwNDg4MTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3054376\",\"type\":\"review\"}],\"text\":\"Historical reviews of Aosai Liu: Aosai Liu receives high praise for being kind, understanding, and responsive to student feedback, with one reviewer noting her positivity and generosity with extra credit.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.95 GPA, 100.0% A/AB (n=39 letter grades); Fall 2025: 3.94 GPA, 97.9% A/AB (n=48 letter grades); Spring 2026: 3.75 GPA, 88.6% A/AB (n=44 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Carolyn Liesen\",\"review_date\":\"2016-05-28 12:46:20 +0000 UTC\",\"review_id\":\"9d37535b31b975d1fd9ce6dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2037414\",\"source_review_id\":\"UmF0aW5nLTI2NjY1MDI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2037414\",\"type\":\"review\"},{\"instructor_name\":\"Jennifer Putney\",\"review_date\":\"2021-02-28 17:49:24 +0000 UTC\",\"review_id\":\"5759e310ab85dcfe07041c44\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2673723\",\"source_review_id\":\"UmF0aW5nLTM0Mzk2NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2673723\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carolyn Liesen, Jennifer Putney: Students found past instructors like Carolyn Liesen and Jennifer Putney helpful and caring, with structured assignments and clear study guides making the material understandable.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AOSAI LIU is recorded teaching in Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"CAROLYN LIESEN is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"JANEAN DILWORTH-BART is recorded teaching in Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Spring 2019, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"HDFS 425\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"source_record\":{\"entity_id\":\"332f4c3f-fb31-3c1e-ada8-9ab339af9f9e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"JENNIFER PUTNEY is recorded teaching in Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]