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Pros: always helpful in OH, clear notes, explains things rigorously. Cons: never returns homework/tests, tells you almost exactly what is going to be on the test...  Question: What is in that fanny pack anyways&#63;\",\"course_id\":\"MATH 629\",\"date\":\"2010-03-28 22:25:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"50dc6f22a3632e60e3ff802e\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"},{\"comment\":\"Seeger is an excellent professor, one of the top.  I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  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Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. 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I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. 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One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Prof. Fish missed 3 of the first 5 lectures.  The subs were organized and thorough.  NOT SO WITH FISH!  He went through proofs with his face in the book (the subs didn't even do that!).  Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. That was weird.\",\"course_id\":\"MATH 629\",\"date\":\"2013-10-02 17:10:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b387d79aaa0014ec99f10eea\",\"instructor_id\":\"rmp:1574143\",\"instructor_name\":\"Brian Street\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. Be prepare to spend a huge amount of time to absorb the material.\",\"course_id\":\"MATH 629\",\"date\":\"2018-09-07 13:41:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"81c7827c0b31d7d600cef3fd\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. 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His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":8,\"review_ids\":[\"50dc6f22a3632e60e3ff802e\",\"01948e26dd83f531fa69b131\",\"8e7c344a8d8b8159c5d32c0d\",\"b387d79aaa0014ec99f10eea\",\"81c7827c0b31d7d600cef3fd\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"},{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"},{\"id\":\"rmp:1574143\",\"name\":\"Brian Street\"},{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences range from excellent with supportive professors to poor with unhelpful or disorganized instructors.\"}]}","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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1c4bdfbc21b9d9538259b3d2c2de73a21c2a079a9e2d53ca3f31b6eea9710622","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"13f7ee8a1d7151713f67e4a22ae83fc98fa8a85903f5a5ff7b9692afb067b2d5\",\"course_id\":\"MATH 629\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.62 GPA, 66.7% A/AB (n=12 letter grades); Spring 2025: 3.52 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 3.34 GPA, 62.5% A/AB (n=16 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ALEXANDER FISH is recorded teaching in Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANDREAS SEEGER is recorded teaching in Spring 2010, Spring 2018, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Spring 2013, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"FEDOR NAZAROV is recorded teaching in Spring 2008. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JORIS ROOS is recorded teaching in Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"SHENGWEN GAN is recorded teaching in Spring 2025. 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Pros: always helpful in OH, clear notes, explains things rigorously. Cons: never returns homework/tests, tells you almost exactly what is going to be on the test...  Question: What is in that fanny pack anyways&#63;\",\"course_id\":\"MATH 629\",\"date\":\"2010-03-28 22:25:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"50dc6f22a3632e60e3ff802e\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"},{\"comment\":\"Prof. Fish missed 3 of the first 5 lectures.  The subs were organized and thorough.  NOT SO WITH FISH!  He went through proofs with his face in the book (the subs didn't even do that!).  Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. That was weird.\",\"course_id\":\"MATH 629\",\"date\":\"2013-10-02 17:10:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b387d79aaa0014ec99f10eea\",\"instructor_id\":\"rmp:1574143\",\"instructor_name\":\"Brian Street\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":6,\"review_ids\":[\"50dc6f22a3632e60e3ff802e\",\"8e7c344a8d8b8159c5d32c0d\",\"b387d79aaa0014ec99f10eea\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"},{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"},{\"id\":\"rmp:1574143\",\"name\":\"Brian Street\"},{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are clear and structured while others are disorganized or difficult to follow.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Seeger is an excellent professor, one of the top.  I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. Be prepare to spend a huge amount of time to absorb the material.\",\"course_id\":\"MATH 629\",\"date\":\"2018-09-07 13:41:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"81c7827c0b31d7d600cef3fd\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":5,\"review_ids\":[\"01948e26dd83f531fa69b131\",\"81c7827c0b31d7d600cef3fd\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"The course is consistently rated as very difficult, requiring significant effort and time to absorb the material.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof. Nazarov is overall a good teacher. Pros: always helpful in OH, clear notes, explains things rigorously. Cons: never returns homework/tests, tells you almost exactly what is going to be on the test...  Question: What is in that fanny pack anyways&#63;\",\"course_id\":\"MATH 629\",\"date\":\"2010-03-28 22:25:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"50dc6f22a3632e60e3ff802e\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"},{\"comment\":\"Seeger is an excellent professor, one of the top.  I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Prof. Fish missed 3 of the first 5 lectures.  The subs were organized and thorough.  NOT SO WITH FISH!  He went through proofs with his face in the book (the subs didn't even do that!).  Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. That was weird.\",\"course_id\":\"MATH 629\",\"date\":\"2013-10-02 17:10:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b387d79aaa0014ec99f10eea\",\"instructor_id\":\"rmp:1574143\",\"instructor_name\":\"Brian Street\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. Be prepare to spend a huge amount of time to absorb the material.\",\"course_id\":\"MATH 629\",\"date\":\"2018-09-07 13:41:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"81c7827c0b31d7d600cef3fd\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":8,\"review_ids\":[\"50dc6f22a3632e60e3ff802e\",\"01948e26dd83f531fa69b131\",\"8e7c344a8d8b8159c5d32c0d\",\"b387d79aaa0014ec99f10eea\",\"81c7827c0b31d7d600cef3fd\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"},{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"},{\"id\":\"rmp:1574143\",\"name\":\"Brian Street\"},{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences range from excellent with supportive professors to poor with unhelpful or disorganized instructors.\"}]}","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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"0a0f296a6ba32c2e136e421934a38b98f513712ec4ef4888afb9791652637e66","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"13f7ee8a1d7151713f67e4a22ae83fc98fa8a85903f5a5ff7b9692afb067b2d5\",\"course_id\":\"MATH 629\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2018-09-07 13:41:23 +0000 UTC\",\"review_id\":\"81c7827c0b31d7d600cef3fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Joris Roos\",\"review_date\":\"2019-07-16 16:05:50 +0000 UTC\",\"review_id\":\"51ec33a46aadda9c486c1961\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2281992\",\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\",\"type\":\"review\"},{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2021-10-25 17:26:08 +0000 UTC\",\"review_id\":\"076776bd06ad7c9b94dcafa2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Shengwen Gan\",\"review_date\":\"2025-03-31 14:22:28 +0000 UTC\",\"review_id\":\"103d2a2616f2bffc488baa30\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2933442\",\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\",\"type\":\"review\"}],\"text\":\"Historical reviews of Andreas Seeger, Joris Roos, Shengwen Gan: The material is extremely difficult and moves fast, requiring significant time to absorb. Homework is generally not easy, though exams may be straightforward applications of theorems or confusingly broad depending on the instructor.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Fedor Nazarov\",\"review_date\":\"2010-03-28 22:25:08 +0000 UTC\",\"review_id\":\"50dc6f22a3632e60e3ff802e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1365279\",\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\",\"type\":\"review\"}],\"text\":\"Historical reviews of Fedor Nazarov: Fedor Nazarov is described as helpful in office hours with clear, rigorous notes, though he rarely returns graded work. He also tells students almost exactly what will be on the test.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2010-05-09 00:45:45 +0000 UTC\",\"review_id\":\"01948e26dd83f531fa69b131\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2018-09-07 13:41:23 +0000 UTC\",\"review_id\":\"81c7827c0b31d7d600cef3fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Joris Roos\",\"review_date\":\"2019-07-16 16:05:50 +0000 UTC\",\"review_id\":\"51ec33a46aadda9c486c1961\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2281992\",\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\",\"type\":\"review\"},{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2021-10-25 17:26:08 +0000 UTC\",\"review_id\":\"076776bd06ad7c9b94dcafa2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Shengwen Gan\",\"review_date\":\"2025-03-31 14:22:28 +0000 UTC\",\"review_id\":\"103d2a2616f2bffc488baa30\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2933442\",\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\",\"type\":\"review\"}],\"text\":\"Historical reviews of Andreas Seeger, Joris Roos, Shengwen Gan: Reviews describe MATH 629 as an extremely difficult upper-level analysis course. Some students find the instruction rigorous and valuable, while others report that lectures are confusing, poorly organized, or lack sufficient support.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.62 GPA, 66.7% A/AB (n=12 letter grades); Spring 2025: 3.52 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 3.34 GPA, 62.5% A/AB (n=16 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Fedor Nazarov\",\"review_date\":\"2010-03-28 22:25:08 +0000 UTC\",\"review_id\":\"50dc6f22a3632e60e3ff802e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1365279\",\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\",\"type\":\"review\"},{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2010-05-09 00:45:45 +0000 UTC\",\"review_id\":\"01948e26dd83f531fa69b131\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Brian Street\",\"review_date\":\"2013-10-02 17:10:40 +0000 UTC\",\"review_id\":\"b387d79aaa0014ec99f10eea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1574143\",\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\",\"type\":\"review\"},{\"instructor_name\":\"Joris Roos\",\"review_date\":\"2019-07-16 16:05:50 +0000 UTC\",\"review_id\":\"51ec33a46aadda9c486c1961\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2281992\",\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\",\"type\":\"review\"},{\"instructor_name\":\"Andreas Seeger\",\"review_date\":\"2021-10-25 17:26:08 +0000 UTC\",\"review_id\":\"076776bd06ad7c9b94dcafa2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:394755\",\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\",\"type\":\"review\"},{\"instructor_name\":\"Shengwen Gan\",\"review_date\":\"2025-03-31 14:22:28 +0000 UTC\",\"review_id\":\"103d2a2616f2bffc488baa30\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2933442\",\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\",\"type\":\"review\"}],\"text\":\"Historical reviews of Andreas Seeger, Brian Street, Fedor Nazarov, Joris Roos, Shengwen Gan: Experiences vary widely; some students find professors helpful and lectures well-structured, while others report boring lectures, messy proofs, and a lack of support. Reviewers suggest preparing for a challenging course with minimal guidance.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ALEXANDER FISH is recorded teaching in Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANDREAS SEEGER is recorded teaching in Spring 2010, Spring 2018, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Spring 2013, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"FEDOR NAZAROV is recorded teaching in Spring 2008. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JORIS ROOS is recorded teaching in Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"SHENGWEN GAN is recorded teaching in Spring 2025. 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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e5818627af1ed3b2e306611d21f7da3f89087b11c2a2790d2670f09fefc06ce3","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 522or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":522,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 522\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e5818627af1ed3b2e306611d21f7da3f89087b11c2a2790d2670f09fefc06ce3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 522\",\"field\":\"description\",\"quote\":\"Special functions, power series, Fourier series, approximation, contraction principle, characterizations of compactness in metric spaces, applications to differential equations. Differential calculus in normed spaces, including implicit and inverse function theorems.\"}],\"text\":\"Real analysis, metric spaces, and differential calculus in normed spaces.\"}],\"search_phrases\":[\"measure theory prerequisites\",\"Lebesgue integral background\",\"real analysis graduate course\",\"MATH 629 syllabus\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Understanding Lebesgue integration and abstract measure theory.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO MEASURE AND INTEGRATION\"},{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Introduction to measure and integration, covering Lebesgue integrals, abstract measure theory, differentiation, and spaces of integrable functions.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure\"}],\"text\":\"Lebesgue integral and measure.\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"abstract measure and integration\"}],\"text\":\"Abstract measure and integration.\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"differentiation\"}],\"text\":\"Differentiation in the context of measure theory.\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"spaces of integrable functions\"}],\"text\":\"Spaces of integrable functions.\"}]}","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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e5818627af1ed3b2e306611d21f7da3f89087b11c2a2790d2670f09fefc06ce3","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Nazarov is overall a good teacher. Pros: always helpful in OH, clear notes, explains things rigorously. Cons: never returns homework/tests, tells you almost exactly what is going to be on the test...  Question: What is in that fanny pack anyways&#63;\",\"course_id\":\"MATH 629\",\"date\":\"2010-03-28 22:25:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"50dc6f22a3632e60e3ff802e\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"},{\"comment\":\"Prof. Fish missed 3 of the first 5 lectures.  The subs were organized and thorough.  NOT SO WITH FISH!  He went through proofs with his face in the book (the subs didn't even do that!).  Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. That was weird.\",\"course_id\":\"MATH 629\",\"date\":\"2013-10-02 17:10:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b387d79aaa0014ec99f10eea\",\"instructor_id\":\"rmp:1574143\",\"instructor_name\":\"Brian Street\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":6,\"review_ids\":[\"50dc6f22a3632e60e3ff802e\",\"8e7c344a8d8b8159c5d32c0d\",\"b387d79aaa0014ec99f10eea\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"},{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"},{\"id\":\"rmp:1574143\",\"name\":\"Brian Street\"},{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are clear and structured while others are disorganized or difficult to follow.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Seeger is an excellent professor, one of the top.  I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. Be prepare to spend a huge amount of time to absorb the material.\",\"course_id\":\"MATH 629\",\"date\":\"2018-09-07 13:41:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"81c7827c0b31d7d600cef3fd\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":5,\"review_ids\":[\"01948e26dd83f531fa69b131\",\"81c7827c0b31d7d600cef3fd\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"The course is consistently rated as very difficult, requiring significant effort and time to absorb the material.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof. Nazarov is overall a good teacher. Pros: always helpful in OH, clear notes, explains things rigorously. Cons: never returns homework/tests, tells you almost exactly what is going to be on the test...  Question: What is in that fanny pack anyways&#63;\",\"course_id\":\"MATH 629\",\"date\":\"2010-03-28 22:25:08 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"50dc6f22a3632e60e3ff802e\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"},{\"comment\":\"Seeger is an excellent professor, one of the top.  I was very discouraged reading all these 221/222 kids.  They just want to to plug and chug.  If you want to learn real mathematics, you should take Seeger. Yes, he is very difficult, but he is extremely good.  You can't learn passively, in mathematics or in general life.  One of the best.\",\"course_id\":\"MATH 629\",\"date\":\"2010-05-09 00:45:45 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"01948e26dd83f531fa69b131\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTU1Njky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Prof. Fish missed 3 of the first 5 lectures.  The subs were organized and thorough.  NOT SO WITH FISH!  He went through proofs with his face in the book (the subs didn't even do that!).  Also, I have 3 main gripes: 1) he doesn't let students finish their question before he tells them they're wrong.  2) if a student proposes another way of proving s\",\"course_id\":\"MATH 629\",\"date\":\"2011-02-03 13:23:29 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8e7c344a8d8b8159c5d32c0d\",\"instructor_id\":\"rmp:1326966\",\"instructor_name\":\"Alexander Fish\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE4MjA3Mzgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1326966\"},{\"comment\":\"Brian's lecture notes were verbatim from the book. There was no added value in attending the lectures. Also, he insisted on not having office hours. That was weird.\",\"course_id\":\"MATH 629\",\"date\":\"2013-10-02 17:10:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b387d79aaa0014ec99f10eea\",\"instructor_id\":\"rmp:1574143\",\"instructor_name\":\"Brian Street\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTIyMTUyODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1574143\"},{\"comment\":\"Great Professor for teaching upper-level analysis course. The material is indeed extremely difficult and the lecture seems to me is a bit of moving too fast. Sometimes, the writing on the board is not easy to follow. Be prepare to spend a huge amount of time to absorb the material.\",\"course_id\":\"MATH 629\",\"date\":\"2018-09-07 13:41:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"81c7827c0b31d7d600cef3fd\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwNDg4MTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Joris is truly an amazing guy!!! His lectures are very detailed, structured, and well-explained. His homework is generally not easy, but if you put in some effort you will be fine. But the exams are easy, they are just direct applications of some important theorems. He is really the BEST math professor I've ever had here!! PICK HIM guys!!\",\"course_id\":\"MATH 629\",\"date\":\"2019-07-16 16:05:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"51ec33a46aadda9c486c1961\",\"instructor_id\":\"rmp:2281992\",\"instructor_name\":\"Joris Roos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMTAwMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2281992\"},{\"comment\":\"Not a good professor at all. His tests do not reflect what he teaches. He skips lots of steps in the proof and barely does any examples. He likes writing on the board but his proofs are so messy and confusing. Jumping from one topic to another makes the whole class ponder on that. He is not organized in his lectures. Take someone else\",\"course_id\":\"MATH 629\",\"date\":\"2021-10-25 17:26:08 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"076776bd06ad7c9b94dcafa2\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTUyNTAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"He's not good at explaining things, even when you ask him questions after class. The course content is already difficult, and you cannot get enough support from him. The exam was confusing, with problems chosen from textbook in a broad range. There are no correct answers provided. His lecture is super boring, making me lose my interest.\",\"course_id\":\"MATH 629\",\"date\":\"2025-03-31 14:22:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"103d2a2616f2bffc488baa30\",\"instructor_id\":\"rmp:2933442\",\"instructor_name\":\"Shengwen Gan\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODQyODk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2933442\"}],\"evidence_count\":8,\"review_ids\":[\"50dc6f22a3632e60e3ff802e\",\"01948e26dd83f531fa69b131\",\"8e7c344a8d8b8159c5d32c0d\",\"b387d79aaa0014ec99f10eea\",\"81c7827c0b31d7d600cef3fd\",\"51ec33a46aadda9c486c1961\",\"076776bd06ad7c9b94dcafa2\",\"103d2a2616f2bffc488baa30\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1326966\",\"name\":\"Alexander Fish\"},{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"},{\"id\":\"rmp:1574143\",\"name\":\"Brian Street\"},{\"id\":\"rmp:2281992\",\"name\":\"Joris Roos\"},{\"id\":\"rmp:2933442\",\"name\":\"Shengwen Gan\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences range from excellent with supportive professors to poor with unhelpful or disorganized instructors.\"}]}","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_bac5b63415c0e4cd6d5c3848","course_id":"MATH 629","catalog_version_id":"2a2c0f6a1c1381dfc955254812be8f034bdc9136d513563345804e75c241683a","record_version_id":"f5e74415e63253165a286de24c4a02ecc50ad7bd5e4a524c7b1a1e28913b18ea","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"e5818627af1ed3b2e306611d21f7da3f89087b11c2a2790d2670f09fefc06ce3","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"13f7ee8a1d7151713f67e4a22ae83fc98fa8a85903f5a5ff7b9692afb067b2d5\",\"course_id\":\"MATH 629\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Fedor Nazarov\",\"review_date\":\"2010-03-28 22:25:08 +0000 UTC\",\"review_id\":\"50dc6f22a3632e60e3ff802e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1365279\",\"source_review_id\":\"UmF0aW5nLTE2OTIxOTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\",\"type\":\"review\"}],\"text\":\"Historical reviews of Fedor Nazarov: Fedor Nazarov is described as helpful in office hours with clear, rigorous notes, though he rarely returns graded work. He also tells students almost exactly what will be on the test.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.62 GPA, 66.7% A/AB (n=12 letter grades); Spring 2025: 3.52 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 3.34 GPA, 62.5% A/AB (n=16 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ALEXANDER FISH is recorded teaching in Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANDREAS SEEGER is recorded teaching in Spring 2010, Spring 2018, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Spring 2013, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"FEDOR NAZAROV is recorded teaching in Spring 2008. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JORIS ROOS is recorded teaching in Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 629\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"source_record\":{\"entity_id\":\"11d88007-c0c7-335f-9e55-6723ff0606af\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"SHENGWEN GAN is recorded teaching in Spring 2025. 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\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]