[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"fab89b5d6fdf0330840008d27c456ed4bc7c0c7ad65b52abab420d0277487495","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req_1\",\"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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"fab89b5d6fdf0330840008d27c456ed4bc7c0c7ad65b52abab420d0277487495","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"fab89b5d6fdf0330840008d27c456ed4bc7c0c7ad65b52abab420d0277487495","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"fab89b5d6fdf0330840008d27c456ed4bc7c0c7ad65b52abab420d0277487495","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"85fa6bb03db90befc80fefecf23cfab8ca2addeada66ef91971c221215a871be\",\"course_id\":\"MATH/STAT 733\",\"current_instructors\":[{\"instructor_uid\":\"instructor_5db2aecc976b633b90535628\",\"message\":\"No course-specific reviews available\",\"name\":\"David Anderson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 3.49 GPA, 62.2% A/AB (n=45 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jun Yin\",\"review_date\":\"2014-12-23 12:32:48 +0000 UTC\",\"review_id\":\"a129d5c94dd1eab3ffb28c09\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1699172\",\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\",\"type\":\"review\"},{\"instructor_name\":\"Hao Shen\",\"review_date\":\"2023-12-16 17:06:53 +0000 UTC\",\"review_id\":\"31e19122c749e0a9a3e7b2e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2674823\",\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hao Shen, Jun Yin: Jun Yin's materials were hard with a weird curve, while Hao Shen was very test-heavy and did not provide proper preparation for exams.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"Historical reviews for Timo Seppalainen describe him as an exceptional lecturer with clear explanations and proofs. Reviewers rated his teaching highly, noting his clarity in explaining concepts and providing proofs. These positive experiences suggest he is a strong instructor for this course.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"Historical reviews for Timo Seppalainen describe him as one of the best instructors in the department, noting his super clear explanations of concepts and proofs.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 65.2% A/AB (n=46 letter grades); Fall 2024: 3.45 GPA, 58.1% A/AB (n=43 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Philip Wood\",\"review_date\":\"2015-12-16 10:43:14 +0000 UTC\",\"review_id\":\"2d5a9429ef8df00e53d096d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1703786\",\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\",\"type\":\"review\"}],\"text\":\"Historical reviews of Philip Wood: Philip Wood set a doable pace for the measure theory intro and chose interesting homework problems, particularly doing a great job with martingales.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID ANDERSON is recorded teaching in Fall 2018, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"HAO SHEN is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JUN YIN is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PHILIP WOOD is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEBASTIEN ROCH is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"TIMO SEPPALAINEN is recorded teaching in Fall 2014, Fall 2017, Fall 2024. 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":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"cbf9ef66020f0b3761b450d0ab1bcff83cc383daec05da66c97747f9fccc38ee","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"course\":null,\"evidence\":\"(e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[\"MATH 629, MATH 721 not in linked_courses.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n2: evidence '(e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must quote an exact source substring.\nNode n2: condition 'Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must be a nonempty literal source substring. Its evidence is '(e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.'; copy the relevant source clause into condition, without adding or removing a negation or standing qualifier.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"cbf9ef66020f0b3761b450d0ab1bcff83cc383daec05da66c97747f9fccc38ee","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"cbf9ef66020f0b3761b450d0ab1bcff83cc383daec05da66c97747f9fccc38ee","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a1fb48e2bc83c263fbd851942577463b1c6719b4918f43d17deb622a043eb931","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n0\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":629,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 629\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":721,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 721\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n1: evidence 'MATH 629' must quote an exact source substring.\nNode n2: evidence 'MATH 721' must quote an exact source substring.\nUnreachable nodes: n1, n2; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a1fb48e2bc83c263fbd851942577463b1c6719b4918f43d17deb622a043eb931","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"a1fb48e2bc83c263fbd851942577463b1c6719b4918f43d17deb622a043eb931","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e9b5ff1bce977cce1a2cfde39c9949be729ce70cb255fc179faa587054ae2ec","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"req_1\"],\"condition\":null,\"course\":null,\"evidence\":\"Course requirements structure\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[\"Requirements are based on standing/program membership, not specific prior courses.\"],\"root\":\"root\",\"status\":\"needs_review\"}","error":"Node root: evidence 'Course requirements structure' must quote an exact source substring.","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e9b5ff1bce977cce1a2cfde39c9949be729ce70cb255fc179faa587054ae2ec","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2e9b5ff1bce977cce1a2cfde39c9949be729ce70cb255fc179faa587054ae2ec","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3416c775b189652c578de127b0fa92d2ffd999763334a0da30b4ac8a301083dd","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"An introduction to measure theoretic probability and stochastic processes.Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations. Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":629,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 629\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":721,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 721\",\"id\":\"n4\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0: evidence 'An introduction to measure theoretic probability and stochastic processes.Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations. Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must quote an exact source substring.\nNode n2: evidence 'Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must quote an exact source substring.\nNode n3: evidence 'MATH 629' must quote an exact source substring.\nNode n4: evidence 'MATH 721' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3416c775b189652c578de127b0fa92d2ffd999763334a0da30b4ac8a301083dd","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3416c775b189652c578de127b0fa92d2ffd999763334a0da30b4ac8a301083dd","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33cb5278c5e4439ec4276ef6aefe295b0dbd3cb94c3b2f1e8dba1c9452b99736","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req_1\",\"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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33cb5278c5e4439ec4276ef6aefe295b0dbd3cb94c3b2f1e8dba1c9452b99736","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33cb5278c5e4439ec4276ef6aefe295b0dbd3cb94c3b2f1e8dba1c9452b99736","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"33cb5278c5e4439ec4276ef6aefe295b0dbd3cb94c3b2f1e8dba1c9452b99736","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"85fa6bb03db90befc80fefecf23cfab8ca2addeada66ef91971c221215a871be\",\"course_id\":\"MATH/STAT 733\",\"current_instructors\":[{\"instructor_uid\":\"instructor_5db2aecc976b633b90535628\",\"message\":\"No course-specific reviews available\",\"name\":\"David Anderson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 3.49 GPA, 62.2% A/AB (n=45 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 65.2% A/AB (n=46 letter grades); Fall 2024: 3.45 GPA, 58.1% A/AB (n=43 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID ANDERSON is recorded teaching in Fall 2018, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"HAO SHEN is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JUN YIN is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PHILIP WOOD is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEBASTIEN ROCH is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"TIMO SEPPALAINEN is recorded teaching in Fall 2014, Fall 2017, Fall 2024. 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\": \"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":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"304d46fb49b6e07c48bfa0edc25a427868f29f3410997c184e280d8a159706c3","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"An introduction to measure theoretic probability and stochastic processes.Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations. Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":629,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 629\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":721,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 721\",\"id\":\"n4\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0: evidence 'An introduction to measure theoretic probability and stochastic processes.Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations. Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must quote an exact source substring.\nNode n2: evidence 'Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.' must quote an exact source substring.\nNode n3: evidence 'MATH 629' must quote an exact source substring.\nNode n4: evidence 'MATH 721' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"304d46fb49b6e07c48bfa0edc25a427868f29f3410997c184e280d8a159706c3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"304d46fb49b6e07c48bfa0edc25a427868f29f3410997c184e280d8a159706c3","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"673e6a1d9fedb4eff0a1b6417a52e38d5aa3eee057f51e87d8dc0ab253ec0de6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req_1\",\"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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"673e6a1d9fedb4eff0a1b6417a52e38d5aa3eee057f51e87d8dc0ab253ec0de6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"673e6a1d9fedb4eff0a1b6417a52e38d5aa3eee057f51e87d8dc0ab253ec0de6","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"50ab35ae331e022ec4bc4901c9d8cd9a598e68ea3008b63ba032e98fd9cd08ea","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req_1\",\"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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"50ab35ae331e022ec4bc4901c9d8cd9a598e68ea3008b63ba032e98fd9cd08ea","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"50ab35ae331e022ec4bc4901c9d8cd9a598e68ea3008b63ba032e98fd9cd08ea","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"50ab35ae331e022ec4bc4901c9d8cd9a598e68ea3008b63ba032e98fd9cd08ea","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"85fa6bb03db90befc80fefecf23cfab8ca2addeada66ef91971c221215a871be\",\"course_id\":\"MATH/STAT 733\",\"current_instructors\":[{\"instructor_uid\":\"instructor_5db2aecc976b633b90535628\",\"message\":\"No course-specific reviews available\",\"name\":\"David Anderson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 3.49 GPA, 62.2% A/AB (n=45 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jun Yin\",\"review_date\":\"2014-12-23 12:32:48 +0000 UTC\",\"review_id\":\"a129d5c94dd1eab3ffb28c09\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1699172\",\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\",\"type\":\"review\"},{\"instructor_name\":\"Hao Shen\",\"review_date\":\"2023-12-16 17:06:53 +0000 UTC\",\"review_id\":\"31e19122c749e0a9a3e7b2e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2674823\",\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hao Shen, Jun Yin: Jun Yin's materials were hard with a weird curve, while Hao Shen was very test-heavy and did not provide proper preparation for exams.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"Historical reviews for Timo Seppalainen describe him as an exceptional lecturer who explains concepts and proofs with clarity (review:5, review:6). In contrast, Sebastien Roch was criticized for making probability confusing (review:1), while Hao Shen was noted for being test-heavy without adequate exam preparation (review:4).\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"Historical reviews for Timo Seppalainen describe him as one of the best instructors in the department, noting his super clear explanations of concepts and proofs.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 65.2% A/AB (n=46 letter grades); Fall 2024: 3.45 GPA, 58.1% A/AB (n=43 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Philip Wood\",\"review_date\":\"2015-12-16 10:43:14 +0000 UTC\",\"review_id\":\"2d5a9429ef8df00e53d096d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1703786\",\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\",\"type\":\"review\"}],\"text\":\"Historical reviews of Philip Wood: Philip Wood set a doable pace for the measure theory intro and chose interesting homework problems, particularly doing a great job with martingales.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID ANDERSON is recorded teaching in Fall 2018, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"HAO SHEN is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JUN YIN is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PHILIP WOOD is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEBASTIEN ROCH is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"TIMO SEPPALAINEN is recorded teaching in Fall 2014, Fall 2017, Fall 2024. 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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0762eceef8a376efa98e124aaaaf8e082bef03d669e11b0f21f7436206571632","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"course\":null,\"evidence\":\"Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program\",\"id\":\"req_1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req_1\",\"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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0762eceef8a376efa98e124aaaaf8e082bef03d669e11b0f21f7436206571632","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Familiarity with basic measure theory (e.g.MATH 629or721) or concurrent registration inMATH 721is strongly recommended.\"}],\"text\":\"Basic measure theory, typically from MATH 629 or MATH 721\"},{\"evidence\":[{\"course_id\":\"MATH 629\",\"field\":\"description\",\"quote\":\"Lebesgue integral and measure, abstract measure and integration, differentiation, spaces of integrable functions.\"}],\"text\":\"Lebesgue integration and abstract measure theory\"},{\"evidence\":[{\"course_id\":\"MATH 721\",\"field\":\"description\",\"quote\":\"Real analysis concentrating on measures, integration, and differentiation and including an introduction to Hilbert spaces.\"}],\"text\":\"Real analysis with measures, integration, differentiation, and Hilbert spaces\"}],\"search_phrases\":[\"measure theoretic probability\",\"stochastic processes\",\"MATH 629 prerequisite\",\"MATH 721 concurrent\",\"graduate probability theory\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Measure theoretic probability\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Analysis of stochastic processes and limit theorems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"title\",\"quote\":\"THEORY OF PROBABILITY I\"},{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"An introduction to measure theoretic probability and stochastic processes.\"}],\"text\":\"Theory of Probability I introduces measure theoretic probability and stochastic processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"Topics include foundations, independence, zero-one laws, laws of large numbers, convergence in distribution, characteristic functions, central limit theorems, random walks, conditional expectations.\"}],\"text\":\"Foundations, independence, zero-one laws, laws of large numbers\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"convergence in distribution, characteristic functions, central limit theorems\"}],\"text\":\"Convergence in distribution, characteristic functions, central limit theorems\"},{\"evidence\":[{\"course_id\":\"MATH/STAT 733\",\"field\":\"description\",\"quote\":\"random walks, conditional expectations\"}],\"text\":\"Random walks, conditional expectations\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0762eceef8a376efa98e124aaaaf8e082bef03d669e11b0f21f7436206571632","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Probability is a very interested subject. Prof. Roch made it the most confusing. I wont be surprised if none of the people from this class end up doing their PhD research related to probability theory. If he is a good researcher he should just be doing that.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2013-10-02 17:07:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9295bcc46886f32a20f50033\",\"instructor_id\":\"rmp:1781624\",\"instructor_name\":\"Sebastien Roch\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"9295bcc46886f32a20f50033\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1781624\",\"name\":\"Sebastien Roch\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are praised for clarity while others are criticized for confusion.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"materials are hard and the curve is very weird. if your final score is between 84  60 you get a B. 8590 get AB and 90+ get A\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2014-12-23 12:32:48 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a129d5c94dd1eab3ffb28c09\",\"instructor_id\":\"rmp:1699172\",\"instructor_name\":\"Jun Yin\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\"},{\"comment\":\"Not a great professor, very test heavy, and does not provide proper preparation for exams.\",\"course_id\":\"MATH/STAT 733\",\"date\":\"2023-12-16 17:06:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"31e19122c749e0a9a3e7b2e5\",\"instructor_id\":\"rmp:2674823\",\"instructor_name\":\"Hao Shen\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\"}],\"evidence_count\":2,\"review_ids\":[\"a129d5c94dd1eab3ffb28c09\",\"31e19122c749e0a9a3e7b2e5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1699172\",\"name\":\"Jun Yin\"},{\"id\":\"rmp:2674823\",\"name\":\"Hao Shen\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Students report a weird grading curve and test-heavy assessments with insufficient preparation.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"This was a good class overall. He did a great job with martingales at the end. He also chose some interesting homework problems. Also set a very doable pace for the measure theory intro which I appreciated. I'd recommend him. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2015-12-16 10:43:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2d5a9429ef8df00e53d096d1\",\"instructor_id\":\"rmp:1703786\",\"instructor_name\":\"Philip Wood\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\"},{\"comment\":\"Timo is one of the best lecturers and instructors in the department. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2024-12-15 18:58:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2918a90e16bccedbc8aafbd\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"},{\"comment\":\"Absolutely the best instructor I've seen in UW. Super clear in explaining concepts and giving proofs. \",\"course_id\":\"MATH/STAT 733\",\"date\":\"2025-02-03 18:58:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c51a97cc465c7072caad1439\",\"instructor_id\":\"rmp:1006782\",\"instructor_name\":\"Timo Seppalainen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\"}],\"evidence_count\":3,\"review_ids\":[\"2d5a9429ef8df00e53d096d1\",\"f2918a90e16bccedbc8aafbd\",\"c51a97cc465c7072caad1439\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1006782\",\"name\":\"Timo Seppalainen\"},{\"id\":\"rmp:1703786\",\"name\":\"Philip Wood\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"positive\",\"summary\":\"Despite some difficult instructors, the course content is considered interesting and well-paced by some.\"}]}","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_b533f0f6b5fef2c11c4fa06c","course_id":"MATH/STAT 733","catalog_version_id":"c3f4386498661f836ace5c9cfe25223c0f5d15d72b196b335de526e28be74f45","record_version_id":"b289d00943ede773007e032ed2421493af7cd825159872e8cefbca1e052c0518","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0762eceef8a376efa98e124aaaaf8e082bef03d669e11b0f21f7436206571632","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"85fa6bb03db90befc80fefecf23cfab8ca2addeada66ef91971c221215a871be\",\"course_id\":\"MATH/STAT 733\",\"current_instructors\":[{\"instructor_uid\":\"instructor_5db2aecc976b633b90535628\",\"message\":\"No course-specific reviews available\",\"name\":\"David Anderson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 3.49 GPA, 62.2% A/AB (n=45 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jun Yin\",\"review_date\":\"2014-12-23 12:32:48 +0000 UTC\",\"review_id\":\"a129d5c94dd1eab3ffb28c09\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1699172\",\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\",\"type\":\"review\"},{\"instructor_name\":\"Hao Shen\",\"review_date\":\"2023-12-16 17:06:53 +0000 UTC\",\"review_id\":\"31e19122c749e0a9a3e7b2e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2674823\",\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hao Shen, Jun Yin: Jun Yin's materials were hard with a weird curve, while Hao Shen was very test-heavy and did not provide proper preparation for exams.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Sebastien Roch\",\"review_date\":\"2013-10-02 17:07:26 +0000 UTC\",\"review_id\":\"9295bcc46886f32a20f50033\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1781624\",\"source_review_id\":\"UmF0aW5nLTIyMTUyNzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1781624\",\"type\":\"review\"},{\"instructor_name\":\"Jun Yin\",\"review_date\":\"2014-12-23 12:32:48 +0000 UTC\",\"review_id\":\"a129d5c94dd1eab3ffb28c09\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1699172\",\"source_review_id\":\"UmF0aW5nLTI0MTc1NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1699172\",\"type\":\"review\"},{\"instructor_name\":\"Philip Wood\",\"review_date\":\"2015-12-16 10:43:14 +0000 UTC\",\"review_id\":\"2d5a9429ef8df00e53d096d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1703786\",\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\",\"type\":\"review\"},{\"instructor_name\":\"Hao Shen\",\"review_date\":\"2023-12-16 17:06:53 +0000 UTC\",\"review_id\":\"31e19122c749e0a9a3e7b2e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2674823\",\"source_review_id\":\"UmF0aW5nLTM4NzA2ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2674823\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"David Anderson is the current instructor for MATH/STAT 733. No reviews are available for his teaching, so historical reviews of other instructors are summarized below. Historical reviews describe varying experiences with past faculty members.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2024-12-15 18:58:11 +0000 UTC\",\"review_id\":\"f2918a90e16bccedbc8aafbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwMzA5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"},{\"instructor_name\":\"Timo Seppalainen\",\"review_date\":\"2025-02-03 18:58:42 +0000 UTC\",\"review_id\":\"c51a97cc465c7072caad1439\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1006782\",\"source_review_id\":\"UmF0aW5nLTQwNjM0MTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1006782\",\"type\":\"review\"}],\"text\":\"Historical reviews for Timo Seppalainen describe him as one of the best instructors in the department, noting his super clear explanations of concepts and proofs.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.39 GPA, 65.2% A/AB (n=46 letter grades); Fall 2024: 3.45 GPA, 58.1% A/AB (n=43 letter grades); Fall 2025: 3.59 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Philip Wood\",\"review_date\":\"2015-12-16 10:43:14 +0000 UTC\",\"review_id\":\"2d5a9429ef8df00e53d096d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1703786\",\"source_review_id\":\"UmF0aW5nLTI1NzIxMjM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1703786\",\"type\":\"review\"}],\"text\":\"Historical reviews of Philip Wood: Philip Wood set a doable pace for the measure theory intro and chose interesting homework problems, particularly doing a great job with martingales.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID ANDERSON is recorded teaching in Fall 2018, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"HAO SHEN is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JUN YIN is recorded teaching in Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PHILIP WOOD is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEBASTIEN ROCH is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH/STAT 733\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"source_record\":{\"entity_id\":\"e981b2e2-880f-3919-9f0d-2fc01115b226\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"TIMO SEPPALAINEN is recorded teaching in Fall 2014, Fall 2017, Fall 2024. 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}]