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Wasted a lot of time beating material into the ground. However, he occasionally (accidentally&#63;) clarified a confusing point in the textbook, so I recommend attending lectures, but bring a crossword\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2003-11-30 18:38:58 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"71e86e330189b30698ef4146\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTE0MDg5MjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"He was completely unprepared to teach programming topics.  His examples are often buggy, and he claims his lectures are &quot;only guidelines,&quot; urging students to learn the material on their own (in a class without a textbook!) He reads from notes not written by him, and messes up a lot.  His handwriting is terrible. Do NOT take him!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-09 23:45:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3738427f5f9054ac82304bfb\",\"instructor_id\":\"rmp:407377\",\"instructor_name\":\"Mark Hill\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/407377\"},{\"comment\":\"Yu Hu is overall a very nice man, but he cannot explain the material at all. He would oftentimes make me more confused than I was prior to asking him a question. So, I would NOT recommend taking this course with him as he will make it way more difficult than it should be. The TAs were far more helpful than he ever was.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2019-04-24 05:31:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0e946f7c176c1f78f0a4be7b\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNjYwNTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":3,\"review_ids\":[\"71e86e330189b30698ef4146\",\"3738427f5f9054ac82304bfb\",\"0e946f7c176c1f78f0a4be7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:407377\",\"name\":\"Mark Hill\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors are criticized for being unprepared, confusing, or ineffective at explaining material.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Lectures are boring and there is no one good place to go for notes. You have the board, powerpoints, worksheets, extra handouts and the book which is pretty useless. I found wikipedia to be my most common reference. The lab projects are a ****. Make sure you sit next to someone dependable the first lab because you'll be stuck with them.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2007-12-11 12:07:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0f9a3a20861a284ecf59b7ba\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEzNzk3NDYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"},{\"comment\":\"Don't take seterahs class if you are not willing to put in the work. All the homework assignments in this class are challenging and time consuming. She is very helpful during her discussion sessions. So I would recommend to go to discussion as much  as possible. During discussion she does examples and more complex version of the homework. 10/10!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2024-11-23 20:47:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7928178fc1fe58d4ec843b7a\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":2,\"review_ids\":[\"0f9a3a20861a284ecf59b7ba\",\"7928178fc1fe58d4ec843b7a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2007\"},\"sentiment\":\"negative\",\"summary\":\"Lab projects and homework are frequently described as difficult, time-consuming, and frustrating.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This is a very tough course. There is a lot of work and lengthy projects. Compton is the best professor you can have for it. Class can be dull sometimes. If you don't understand anything, go to her office hours immediately. She's very helpful and is very willing to assist you. She's easy-going and quick at grading and very personable.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-06-25 00:58:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab5c9e9cd4d6221b5bfca46d\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE0NjExMzgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"}],\"evidence_count\":1,\"review_ids\":[\"ab5c9e9cd4d6221b5bfca46d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2008\",\"review_year_start\":\"2008\"},\"sentiment\":\"positive\",\"summary\":\"Despite challenges, many students highly recommend the course and specific professors for their kindness and expertise.\"}]}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ab95e785fc789096d16e4a6f94d80c278562a2c0d8b79b1eb96c3e59df478747","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"2fc1d39ebf2984326fce2047c6ac1a07d94383681bdf6858a5477f8f69f247d4\",\"course_id\":\"COMPSCI/ECE 352\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b9402e06a7d816746041099a\",\"message\":\"No course-specific reviews available\",\"name\":\"Julie Hsiao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.32 GPA, 63.9% A/AB (n=36 letter grades).\"}]},{\"instructor_uid\":\"instructor_eb1bb94171f8f5bd7e26165f\",\"message\":\"Summary generation failed\",\"name\":\"Setareh Behroozi\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2827328\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.35 GPA, 57.7% A/AB (n=78 letter grades); Fall 2025: 3.35 GPA, 57.6% A/AB (n=85 letter grades); Spring 2026: 3.30 GPA, 64.4% A/AB (n=87 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_eb1bb94171f8f5bd7e26165f\",\"mode\":\"professor\"},{\"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\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.20 GPA, 51.0% A/AB (n=151 letter grades); Fall 2025: 3.39 GPA, 63.6% A/AB (n=176 letter grades); Spring 2026: 3.31 GPA, 64.2% A/AB (n=123 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"AZADEH DAVOODI is recorded teaching in Fall 2008, Fall 2010, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ERIC HOFFMAN is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"JOSEPH KRACHEY is recorded teaching in Spring 2011, Fall 2011, Spring 2012, Fall 2012, Fall 2013, Fall 2015, Fall 2016, Spring 2017, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JULIE HSIAO is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"KATHERINE MORROW is recorded teaching in Fall 2006, Spring 2007, Fall 2007, Spring 2008, Fall 2009, Spring 2010, Fall 2010, Spring 2013, Spring 2014, Fall 2014, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"MICHAEL MORROW is recorded teaching in Fall 2008, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2016, Spring 2017, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Spring 2011, Spring 2019, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Fall 2021, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"XINYU ZHANG is recorded teaching in Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Spring 2009, Spring 2012, Fall 2015, Spring 2018. 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_eb1bb94171f8f5bd7e26165f\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"528b64a318a16dc29ed3293bee0a41783425831251e7bedd52c342c77871bcf0","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Satisfied Quantitative Reasoning (QR) A andE C E/COMP SCI 252\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"Quantitative Reasoning (QR) A\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":252,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 252\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The text 'andE C E/COMP SCI 252' appears to contain a typo or formatting error ('andE'). 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He also has the ability to teach hard material without making you feel inferior. He does an excellent job aplying the things you learn to real life. He is also very helpful in office hours. Great guy to just go and talk to!!!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2004-12-15 23:12:56 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4f34e41a1c03792b9396aca0\",\"instructor_id\":\"rmp:353263\",\"instructor_name\":\"Michael Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMzkwMDY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/353263\"},{\"comment\":\"Contrary to previous reviews, I found the lectures very useful. Davoodi is obviously enthusiastic about the material and knows it well. Extremely helpful and always available. Love the open door policy! Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-01 20:04:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"657ef1923af3ecd5c3dd989e\",\"instructor_id\":\"rmp:1188666\",\"instructor_name\":\"Azadeh Davoodi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1MDgxNjIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1188666\"},{\"comment\":\"Super nice guy, very helpful and clear with course information. I can't stand studying hardware, but he made it not super awful. Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2012-05-29 21:42:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6ab66dc84601da328fa31030\",\"instructor_id\":\"rmp:1727817\",\"instructor_name\":\"Joseph Krachey\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727817\"}],\"evidence_count\":3,\"review_ids\":[\"4f34e41a1c03792b9396aca0\",\"657ef1923af3ecd5c3dd989e\",\"6ab66dc84601da328fa31030\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1188666\",\"name\":\"Azadeh Davoodi\"},{\"id\":\"rmp:1727817\",\"name\":\"Joseph Krachey\"},{\"id\":\"rmp:353263\",\"name\":\"Michael Morrow\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2004\"},\"sentiment\":\"positive\",\"summary\":\"Many students praise instructors for being helpful, clear, and enthusiastic, with strong office hour support.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Trouble giving the students what they needed to hear. Wasted a lot of time beating material into the ground. However, he occasionally (accidentally&#63;) clarified a confusing point in the textbook, so I recommend attending lectures, but bring a crossword\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2003-11-30 18:38:58 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"71e86e330189b30698ef4146\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTE0MDg5MjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"He was completely unprepared to teach programming topics.  His examples are often buggy, and he claims his lectures are &quot;only guidelines,&quot; urging students to learn the material on their own (in a class without a textbook!) He reads from notes not written by him, and messes up a lot.  His handwriting is terrible. Do NOT take him!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-09 23:45:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3738427f5f9054ac82304bfb\",\"instructor_id\":\"rmp:407377\",\"instructor_name\":\"Mark Hill\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/407377\"},{\"comment\":\"Yu Hu is overall a very nice man, but he cannot explain the material at all. He would oftentimes make me more confused than I was prior to asking him a question. So, I would NOT recommend taking this course with him as he will make it way more difficult than it should be. The TAs were far more helpful than he ever was.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2019-04-24 05:31:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0e946f7c176c1f78f0a4be7b\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNjYwNTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":3,\"review_ids\":[\"71e86e330189b30698ef4146\",\"3738427f5f9054ac82304bfb\",\"0e946f7c176c1f78f0a4be7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:407377\",\"name\":\"Mark Hill\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors are criticized for being unprepared, confusing, or ineffective at explaining material.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Lectures are boring and there is no one good place to go for notes. You have the board, powerpoints, worksheets, extra handouts and the book which is pretty useless. I found wikipedia to be my most common reference. The lab projects are a ****. Make sure you sit next to someone dependable the first lab because you'll be stuck with them.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2007-12-11 12:07:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0f9a3a20861a284ecf59b7ba\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEzNzk3NDYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"},{\"comment\":\"Don't take seterahs class if you are not willing to put in the work. All the homework assignments in this class are challenging and time consuming. She is very helpful during her discussion sessions. So I would recommend to go to discussion as much  as possible. During discussion she does examples and more complex version of the homework. 10/10!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2024-11-23 20:47:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7928178fc1fe58d4ec843b7a\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":2,\"review_ids\":[\"0f9a3a20861a284ecf59b7ba\",\"7928178fc1fe58d4ec843b7a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2007\"},\"sentiment\":\"negative\",\"summary\":\"Lab projects and homework are frequently described as difficult, time-consuming, and frustrating.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This is a very tough course. There is a lot of work and lengthy projects. Compton is the best professor you can have for it. Class can be dull sometimes. If you don't understand anything, go to her office hours immediately. She's very helpful and is very willing to assist you. She's easy-going and quick at grading and very personable.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-06-25 00:58:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab5c9e9cd4d6221b5bfca46d\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE0NjExMzgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"}],\"evidence_count\":1,\"review_ids\":[\"ab5c9e9cd4d6221b5bfca46d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2008\",\"review_year_start\":\"2008\"},\"sentiment\":\"positive\",\"summary\":\"Despite challenges, many students highly recommend the course and specific professors for their kindness and expertise.\"}]}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"528b64a318a16dc29ed3293bee0a41783425831251e7bedd52c342c77871bcf0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2fc1d39ebf2984326fce2047c6ac1a07d94383681bdf6858a5477f8f69f247d4\",\"course_id\":\"COMPSCI/ECE 352\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b9402e06a7d816746041099a\",\"message\":\"No course-specific reviews available\",\"name\":\"Julie Hsiao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.32 GPA, 63.9% A/AB (n=36 letter grades).\"}]},{\"instructor_uid\":\"instructor_eb1bb94171f8f5bd7e26165f\",\"message\":null,\"name\":\"Setareh Behroozi\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2827328\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-20 22:20:05 +0000 UTC\",\"review_id\":\"2e6b0754d42d6fd7c00ab413\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5OTk2NTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-23 20:47:38 +0000 UTC\",\"review_id\":\"7928178fc1fe58d4ec843b7a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-25 00:45:52 +0000 UTC\",\"review_id\":\"7e60e34df3872f3a22c040af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDI1MTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Setareh Behroozi is praised for knowing students' names and caring about their success, with helpful discussion sessions that clarify challenging homework. Reviewers recommend attending these sessions to access complex examples and group collaboration.\"},{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-12-14 17:24:18 +0000 UTC\",\"review_id\":\"24b42fa9537b99e15c95e6af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMjk1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-03-07 01:38:13 +0000 UTC\",\"review_id\":\"84e5c16172a49da4bd5375b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQyNjc1MjQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-08-30 20:07:57 +0000 UTC\",\"review_id\":\"b6b60c86c7f3f8b1afe92b87\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQzMzk4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Critics report that Behroozi is difficult to reach via email, often taking days to respond, and lacks flexibility with assignment deadlines. Some also cite issues with outdated course content and a flipped classroom model that did not meet expectations.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.35 GPA, 57.7% A/AB (n=78 letter grades); Fall 2025: 3.35 GPA, 57.6% A/AB (n=85 letter grades); Spring 2026: 3.30 GPA, 64.4% A/AB (n=87 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-23 20:47:38 +0000 UTC\",\"review_id\":\"7928178fc1fe58d4ec843b7a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-25 00:45:52 +0000 UTC\",\"review_id\":\"7e60e34df3872f3a22c040af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDI1MTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Homework is challenging and time-consuming, but attending discussion sessions and collaborating with groups makes the class much easier to manage.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Mikko Lipasti\",\"review_date\":\"2025-11-12 15:32:55 +0000 UTC\",\"review_id\":\"bc754396c7cc0608e7d16d76\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:304354\",\"source_review_id\":\"UmF0aW5nLTQxODQ5MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\",\"type\":\"review\"},{\"instructor_name\":\"Eric Hoffman\",\"review_date\":\"2025-12-13 14:19:31 +0000 UTC\",\"review_id\":\"d60a1ad43a1bea5ac605812b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1803736\",\"source_review_id\":\"UmF0aW5nLTQyMjI4MDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1803736\",\"type\":\"review\"}],\"text\":\"Historical reviews of Eric Hoffman, Mikko Lipasti: Mikko Lipasti is praised as a smart, caring professor who teaches well and makes the course engaging. Eric Hoffman receives a negative review criticizing him for not teaching in class and ignoring student needs.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-20 22:20:05 +0000 UTC\",\"review_id\":\"2e6b0754d42d6fd7c00ab413\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5OTk2NTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-23 20:47:38 +0000 UTC\",\"review_id\":\"7928178fc1fe58d4ec843b7a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-25 00:45:52 +0000 UTC\",\"review_id\":\"7e60e34df3872f3a22c040af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDI1MTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Reviewers describe Setareh Behroozi's class as highly supportive, noting her care for student success and helpful discussion sessions that clarify complex material.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.20 GPA, 51.0% A/AB (n=151 letter grades); Fall 2025: 3.39 GPA, 63.6% A/AB (n=176 letter grades); Spring 2026: 3.31 GPA, 64.2% A/AB (n=123 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-12-14 17:24:18 +0000 UTC\",\"review_id\":\"24b42fa9537b99e15c95e6af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMjk1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-03-07 01:38:13 +0000 UTC\",\"review_id\":\"84e5c16172a49da4bd5375b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQyNjc1MjQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-08-30 20:07:57 +0000 UTC\",\"review_id\":\"b6b60c86c7f3f8b1afe92b87\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQzMzk4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Students report frustration with slow email responses, inflexibility regarding makeups, and outdated video content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"AZADEH DAVOODI is recorded teaching in Fall 2008, Fall 2010, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"JOSEPH KRACHEY is recorded teaching in Spring 2011, Fall 2011, Spring 2012, Fall 2012, Fall 2013, Fall 2015, Fall 2016, Spring 2017, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JULIE HSIAO is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Spring 2011, Spring 2019, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Fall 2021, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"XINYU ZHANG is recorded teaching in Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Spring 2009, Spring 2012, Fall 2015, Spring 2018. 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-be4f4c18a3b806e9805e2df0","output_id":"b112f59701c96385566c052b1342ed4370703e9b26948d8226813181ac9b596e","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Satisfied Quantitative Reasoning (QR) A andE C E/COMP SCI 252\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Quantitative Reasoning (QR) A\",\"course\":null,\"evidence\":\"Quantitative Reasoning (QR) A\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":252,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 252\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The text 'andE C E/COMP SCI 252' appears to contain a typo or formatting error ('andE'). The condition 'Quantitative Reasoning (QR) A' is unlinked and requires review for canonical identity. The course reference 'E C E/COMP SCI 252' is unhy\",\"The course node n2 uses the canonical ID COMPSCI/ECE 252 from linked_courses. The condition n1 is unlinked and marked needs_review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-be4f4c18a3b806e9805e2df0","output_id":"b112f59701c96385566c052b1342ed4370703e9b26948d8226813181ac9b596e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 252\",\"field\":\"description\",\"quote\":\"Logic components built with transistors, rudimentary Boolean algebra, basic combinational logic design, basic synchronous sequential logic design, basic computer organization and design, introductory machine- and assembly-language programming.\"}],\"text\":\"Foundational knowledge of digital logic, Boolean algebra, and basic computer organization from COMPSCI/ECE 252.\"}],\"search_phrases\":[\"digital logic design\",\"Boolean algebra\",\"sequential logic\",\"computer organization\",\"digital subsystems\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"combinational logic analysis and synthesis\"}],\"text\":\"Combinational logic analysis and synthesis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"synchronous and asynchronous sequential logic analysis and design\"}],\"text\":\"Synchronous and asynchronous sequential logic analysis and design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"digital subsystems, computer organization and design\"}],\"text\":\"Digital subsystems and computer organization design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"title\",\"quote\":\"DIGITAL SYSTEM FUNDAMENTALS\"},{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"}],\"text\":\"Covers digital system fundamentals including logic components, Boolean algebra, and computer organization design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra\"}],\"text\":\"Logic components and Boolean algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"combinational logic analysis and synthesis\"}],\"text\":\"Combinational logic analysis and synthesis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"synchronous and asynchronous sequential logic analysis and design\"}],\"text\":\"Synchronous and asynchronous sequential logic analysis and design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"digital subsystems, computer organization and design\"}],\"text\":\"Digital subsystems and computer organization design\"}]}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-be4f4c18a3b806e9805e2df0","output_id":"b112f59701c96385566c052b1342ed4370703e9b26948d8226813181ac9b596e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"This man is very intelligent.  He also has the ability to teach hard material without making you feel inferior. He does an excellent job aplying the things you learn to real life. He is also very helpful in office hours. Great guy to just go and talk to!!!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2004-12-15 23:12:56 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4f34e41a1c03792b9396aca0\",\"instructor_id\":\"rmp:353263\",\"instructor_name\":\"Michael Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMzkwMDY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/353263\"},{\"comment\":\"Contrary to previous reviews, I found the lectures very useful. Davoodi is obviously enthusiastic about the material and knows it well. Extremely helpful and always available. Love the open door policy! Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-01 20:04:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"657ef1923af3ecd5c3dd989e\",\"instructor_id\":\"rmp:1188666\",\"instructor_name\":\"Azadeh Davoodi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1MDgxNjIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1188666\"},{\"comment\":\"Super nice guy, very helpful and clear with course information. I can't stand studying hardware, but he made it not super awful. Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2012-05-29 21:42:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6ab66dc84601da328fa31030\",\"instructor_id\":\"rmp:1727817\",\"instructor_name\":\"Joseph Krachey\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727817\"}],\"evidence_count\":3,\"review_ids\":[\"4f34e41a1c03792b9396aca0\",\"657ef1923af3ecd5c3dd989e\",\"6ab66dc84601da328fa31030\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1188666\",\"name\":\"Azadeh Davoodi\"},{\"id\":\"rmp:1727817\",\"name\":\"Joseph Krachey\"},{\"id\":\"rmp:353263\",\"name\":\"Michael Morrow\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2004\"},\"sentiment\":\"positive\",\"summary\":\"Many students praise instructors for being helpful, clear, and enthusiastic, with strong office hour support.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Trouble giving the students what they needed to hear. Wasted a lot of time beating material into the ground. However, he occasionally (accidentally&#63;) clarified a confusing point in the textbook, so I recommend attending lectures, but bring a crossword\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2003-11-30 18:38:58 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"71e86e330189b30698ef4146\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTE0MDg5MjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"He was completely unprepared to teach programming topics.  His examples are often buggy, and he claims his lectures are &quot;only guidelines,&quot; urging students to learn the material on their own (in a class without a textbook!) He reads from notes not written by him, and messes up a lot.  His handwriting is terrible. Do NOT take him!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-09 23:45:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3738427f5f9054ac82304bfb\",\"instructor_id\":\"rmp:407377\",\"instructor_name\":\"Mark Hill\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/407377\"},{\"comment\":\"Yu Hu is overall a very nice man, but he cannot explain the material at all. He would oftentimes make me more confused than I was prior to asking him a question. So, I would NOT recommend taking this course with him as he will make it way more difficult than it should be. 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The condition n1 is unlinked and marked needs_review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"2300623ba8828c761d4579d73fcdb2d621163d3f95acf13ab611513832fba8df","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 252\",\"field\":\"description\",\"quote\":\"Logic components built with transistors, rudimentary Boolean algebra, basic combinational logic design, basic synchronous sequential logic design, basic computer organization and design, introductory machine- and assembly-language programming.\"}],\"text\":\"Foundational knowledge of digital logic, Boolean algebra, and basic computer organization from COMPSCI/ECE 252.\"}],\"search_phrases\":[\"digital logic design\",\"Boolean algebra\",\"sequential logic\",\"computer organization\",\"digital subsystems\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"combinational logic analysis and synthesis\"}],\"text\":\"Combinational logic analysis and synthesis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"synchronous and asynchronous sequential logic analysis and design\"}],\"text\":\"Synchronous and asynchronous sequential logic analysis and design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"digital subsystems, computer organization and design\"}],\"text\":\"Digital subsystems and computer organization design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"title\",\"quote\":\"DIGITAL SYSTEM FUNDAMENTALS\"},{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra, combinational logic analysis and synthesis, synchronous and asynchronous sequential logic analysis and design, digital subsystems, computer organization and design.\"}],\"text\":\"Covers digital system fundamentals including logic components, Boolean algebra, and computer organization design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"Logic components, Boolean algebra\"}],\"text\":\"Logic components and Boolean algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"combinational logic analysis and synthesis\"}],\"text\":\"Combinational logic analysis and synthesis\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"synchronous and asynchronous sequential logic analysis and design\"}],\"text\":\"Synchronous and asynchronous sequential logic analysis and design\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 352\",\"field\":\"description\",\"quote\":\"digital subsystems, computer organization and design\"}],\"text\":\"Digital subsystems and computer organization design\"}]}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"2300623ba8828c761d4579d73fcdb2d621163d3f95acf13ab611513832fba8df","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"This man is very intelligent.  He also has the ability to teach hard material without making you feel inferior. He does an excellent job aplying the things you learn to real life. He is also very helpful in office hours. Great guy to just go and talk to!!!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2004-12-15 23:12:56 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4f34e41a1c03792b9396aca0\",\"instructor_id\":\"rmp:353263\",\"instructor_name\":\"Michael Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMzkwMDY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/353263\"},{\"comment\":\"Contrary to previous reviews, I found the lectures very useful. Davoodi is obviously enthusiastic about the material and knows it well. Extremely helpful and always available. Love the open door policy! Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-01 20:04:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"657ef1923af3ecd5c3dd989e\",\"instructor_id\":\"rmp:1188666\",\"instructor_name\":\"Azadeh Davoodi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1MDgxNjIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1188666\"},{\"comment\":\"Super nice guy, very helpful and clear with course information. I can't stand studying hardware, but he made it not super awful. Highly recommended.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2012-05-29 21:42:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6ab66dc84601da328fa31030\",\"instructor_id\":\"rmp:1727817\",\"instructor_name\":\"Joseph Krachey\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727817\"}],\"evidence_count\":3,\"review_ids\":[\"4f34e41a1c03792b9396aca0\",\"657ef1923af3ecd5c3dd989e\",\"6ab66dc84601da328fa31030\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1188666\",\"name\":\"Azadeh Davoodi\"},{\"id\":\"rmp:1727817\",\"name\":\"Joseph Krachey\"},{\"id\":\"rmp:353263\",\"name\":\"Michael Morrow\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2004\"},\"sentiment\":\"positive\",\"summary\":\"Many students praise instructors for being helpful, clear, and enthusiastic, with strong office hour support.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Trouble giving the students what they needed to hear. Wasted a lot of time beating material into the ground. However, he occasionally (accidentally&#63;) clarified a confusing point in the textbook, so I recommend attending lectures, but bring a crossword\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2003-11-30 18:38:58 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"71e86e330189b30698ef4146\",\"instructor_id\":\"rmp:304354\",\"instructor_name\":\"Mikko Lipasti\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTE0MDg5MjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\"},{\"comment\":\"He was completely unprepared to teach programming topics.  His examples are often buggy, and he claims his lectures are &quot;only guidelines,&quot; urging students to learn the material on their own (in a class without a textbook!) He reads from notes not written by him, and messes up a lot.  His handwriting is terrible. Do NOT take him!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-12-09 23:45:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3738427f5f9054ac82304bfb\",\"instructor_id\":\"rmp:407377\",\"instructor_name\":\"Mark Hill\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/407377\"},{\"comment\":\"Yu Hu is overall a very nice man, but he cannot explain the material at all. He would oftentimes make me more confused than I was prior to asking him a question. So, I would NOT recommend taking this course with him as he will make it way more difficult than it should be. The TAs were far more helpful than he ever was.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2019-04-24 05:31:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0e946f7c176c1f78f0a4be7b\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxNjYwNTM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"}],\"evidence_count\":3,\"review_ids\":[\"71e86e330189b30698ef4146\",\"3738427f5f9054ac82304bfb\",\"0e946f7c176c1f78f0a4be7b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:304354\",\"name\":\"Mikko Lipasti\"},{\"id\":\"rmp:407377\",\"name\":\"Mark Hill\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors are criticized for being unprepared, confusing, or ineffective at explaining material.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Lectures are boring and there is no one good place to go for notes. You have the board, powerpoints, worksheets, extra handouts and the book which is pretty useless. I found wikipedia to be my most common reference. The lab projects are a ****. Make sure you sit next to someone dependable the first lab because you'll be stuck with them.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2007-12-11 12:07:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0f9a3a20861a284ecf59b7ba\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEzNzk3NDYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"},{\"comment\":\"Don't take seterahs class if you are not willing to put in the work. All the homework assignments in this class are challenging and time consuming. She is very helpful during her discussion sessions. So I would recommend to go to discussion as much  as possible. During discussion she does examples and more complex version of the homework. 10/10!\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2024-11-23 20:47:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7928178fc1fe58d4ec843b7a\",\"instructor_id\":\"rmp:2827328\",\"instructor_name\":\"Setareh Behroozi\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\"}],\"evidence_count\":2,\"review_ids\":[\"0f9a3a20861a284ecf59b7ba\",\"7928178fc1fe58d4ec843b7a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827328\",\"name\":\"Setareh Behroozi\"},{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2007\"},\"sentiment\":\"negative\",\"summary\":\"Lab projects and homework are frequently described as difficult, time-consuming, and frustrating.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This is a very tough course. There is a lot of work and lengthy projects. Compton is the best professor you can have for it. Class can be dull sometimes. If you don't understand anything, go to her office hours immediately. She's very helpful and is very willing to assist you. She's easy-going and quick at grading and very personable.\",\"course_id\":\"COMPSCI/ECE 352\",\"date\":\"2008-06-25 00:58:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab5c9e9cd4d6221b5bfca46d\",\"instructor_id\":\"rmp:344579\",\"instructor_name\":\"Katherine Morrow\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE0NjExMzgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/344579\"}],\"evidence_count\":1,\"review_ids\":[\"ab5c9e9cd4d6221b5bfca46d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:344579\",\"name\":\"Katherine Morrow\"}],\"review_year_end\":\"2008\",\"review_year_start\":\"2008\"},\"sentiment\":\"positive\",\"summary\":\"Despite challenges, many students highly recommend the course and specific professors for their kindness and expertise.\"}]}","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_883e87fcd87d80e877bb98ab","course_id":"COMPSCI/ECE 352","catalog_version_id":"7c3b14c3e68cf29109edc3319f5036d0e0f9db3e7690b4f4b42f2338c45fc2b3","record_version_id":"b5880edcd89618e20ddc69793bb4aeddc232746760006123d3b042b45c64ba72","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"2300623ba8828c761d4579d73fcdb2d621163d3f95acf13ab611513832fba8df","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"2fc1d39ebf2984326fce2047c6ac1a07d94383681bdf6858a5477f8f69f247d4\",\"course_id\":\"COMPSCI/ECE 352\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b9402e06a7d816746041099a\",\"message\":\"No course-specific reviews available\",\"name\":\"Julie Hsiao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.32 GPA, 63.9% A/AB (n=36 letter grades).\"}]},{\"instructor_uid\":\"instructor_eb1bb94171f8f5bd7e26165f\",\"message\":null,\"name\":\"Setareh Behroozi\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2827328\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-20 22:20:05 +0000 UTC\",\"review_id\":\"2e6b0754d42d6fd7c00ab413\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTM5OTk2NTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-23 20:47:38 +0000 UTC\",\"review_id\":\"7928178fc1fe58d4ec843b7a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDIwNTcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-11-25 00:45:52 +0000 UTC\",\"review_id\":\"7e60e34df3872f3a22c040af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMDI1MTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Setareh Behroozi is praised for knowing students' names and caring about their success, with helpful discussion sessions that clarify challenging homework. Reviewers recommend attending these sessions to access complex examples and group collaboration.\"},{\"citations\":[{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2024-12-14 17:24:18 +0000 UTC\",\"review_id\":\"24b42fa9537b99e15c95e6af\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQwMjk1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-03-07 01:38:13 +0000 UTC\",\"review_id\":\"84e5c16172a49da4bd5375b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQyNjc1MjQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"},{\"instructor_name\":\"Setareh Behroozi\",\"review_date\":\"2026-08-30 20:07:57 +0000 UTC\",\"review_id\":\"b6b60c86c7f3f8b1afe92b87\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827328\",\"source_review_id\":\"UmF0aW5nLTQzMzk4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827328\",\"type\":\"review\"}],\"text\":\"Critics report that Behroozi is difficult to reach via email, often taking days to respond, and lacks flexibility with assignment deadlines. Some also cite issues with outdated course content and a flipped classroom model that did not meet expectations.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.35 GPA, 57.7% A/AB (n=78 letter grades); Fall 2025: 3.35 GPA, 57.6% A/AB (n=85 letter grades); Spring 2026: 3.30 GPA, 64.4% A/AB (n=87 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Mikko Lipasti\",\"review_date\":\"2025-11-12 15:32:55 +0000 UTC\",\"review_id\":\"bc754396c7cc0608e7d16d76\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:304354\",\"source_review_id\":\"UmF0aW5nLTQxODQ5MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/304354\",\"type\":\"review\"},{\"instructor_name\":\"Eric Hoffman\",\"review_date\":\"2025-12-13 14:19:31 +0000 UTC\",\"review_id\":\"d60a1ad43a1bea5ac605812b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1803736\",\"source_review_id\":\"UmF0aW5nLTQyMjI4MDQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1803736\",\"type\":\"review\"}],\"text\":\"Historical reviews of Eric Hoffman, Mikko Lipasti: Mikko Lipasti is praised as a smart, caring professor who teaches well and makes the course engaging. Eric Hoffman receives a negative review criticizing him for not teaching in class and ignoring student needs.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.20 GPA, 51.0% A/AB (n=151 letter grades); Fall 2025: 3.39 GPA, 63.6% A/AB (n=176 letter grades); Spring 2026: 3.31 GPA, 64.2% A/AB (n=123 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"AZADEH DAVOODI is recorded teaching in Fall 2008, Fall 2010, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ERIC HOFFMAN is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"JOSEPH KRACHEY is recorded teaching in Spring 2011, Fall 2011, Spring 2012, Fall 2012, Fall 2013, Fall 2015, Fall 2016, Spring 2017, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JULIE HSIAO is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"MICHAEL MORROW is recorded teaching in Fall 2008, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2016, Spring 2017, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"MIKKO LIPASTI is recorded teaching in Spring 2011, Spring 2019, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SETAREH BEHROOZI is recorded teaching in Fall 2021, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025, Spring 2026. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 352\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"source_record\":{\"entity_id\":\"73e639b4-409e-3bcd-9211-51eafa19a1b1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Spring 2009, Spring 2012, Fall 2015, Spring 2018. 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