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Definitely the best CS professor I've had.\",\"course_id\":\"COMPSCI 638\",\"date\":\"2024-04-15 20:06:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b0189752fcc43c57a6db724d\",\"instructor_id\":\"rmp:1234698\",\"instructor_name\":\"Paul Barford\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MTc2ODQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\"}],\"evidence_count\":6,\"review_ids\":[\"f194698d5635e76264ef3707\",\"e390e0a2570b3fe6c2ae2fc2\",\"93d00b166eeca286a5bee349\",\"2cfea48d16e475314143b893\",\"68b5b0b25bb9111c748b9686\",\"b0189752fcc43c57a6db724d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1234698\",\"name\":\"Paul Barford\"},{\"id\":\"rmp:131676\",\"name\":\"Remzi Arpaci-Dusseau\"},{\"id\":\"rmp:1856181\",\"name\":\"Laura Legault\"},{\"id\":\"rmp:351690\",\"name\":\"Deborah Joseph\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the course and instructors highly, noting that professors genuinely care about student learning and success.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"She is a nice professor, especially for international students because she is good and patient on explaining things when students don't understand. 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Tutoring into students is quite rewarding and this is an easy way to get a credit (and come back after that semester for pay too)\",\"course_id\":\"COMPSCI 638\",\"date\":\"2017-12-22 14:53:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68b5b0b25bb9111c748b9686\",\"instructor_id\":\"rmp:1856181\",\"instructor_name\":\"Laura Legault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzE3MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1856181\"}],\"evidence_count\":2,\"review_ids\":[\"f194698d5635e76264ef3707\",\"68b5b0b25bb9111c748b9686\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1856181\",\"name\":\"Laura Legault\"},{\"id\":\"rmp:351690\",\"name\":\"Deborah Joseph\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2006\"},\"sentiment\":\"positive\",\"summary\":\"The course is perceived as easy and a good way to boost GPA, with some reviews noting it is an easy way to get credit.\"}]}","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_451e04263559a1194fd692f0","course_id":"COMPSCI 638","catalog_version_id":"4a73a949570e17ead7c9b4d01f1967c3a635b79252d929f569a90300b5f4513e","record_version_id":"7dabc385fe435f4a96f7964f510b5f33e09e9c02f1e7f6835663a8ff9e61a0dc","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b671e2c87d64275dcf3d0e784cd4da002cc56e559e8887332d8dc6727d901f1e","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"de864b8e2da2b0be7245915fc0430b036dca22d26d55b9cf077fbf2741d82d04\",\"course_id\":\"COMPSCI 638\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e0b82f2d934a901e74320b01\",\"message\":\"No course-specific reviews available\",\"name\":\"Rahul Chatterjee\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2533241\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_570635b99c1c1cbcfe9e05e1\",\"message\":\"No course-specific reviews available\",\"name\":\"Swamit Tannu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2833415\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2024-04-15 20:06:35 +0000 UTC\",\"review_id\":\"b0189752fcc43c57a6db724d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTM5MTc2ODQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"}],\"text\":\"Paul Barford is described as a gas professor and the best CS professor by one reviewer. This historical review from 2024 highlights his high quality rating.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.86 GPA, 86.4% A/AB (n=22 letter grades); Spring 2025: 3.83 GPA, 93.9% A/AB (n=33 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"DEBORAH JOSEPH is recorded teaching in Fall 2006, Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"LAURA LEGAULT is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Fall 2006, Fall 2007, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL CHATTERJEE is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2011, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_451e04263559a1194fd692f0","course_id":"COMPSCI 638","catalog_version_id":"4a73a949570e17ead7c9b4d01f1967c3a635b79252d929f569a90300b5f4513e","record_version_id":"7dabc385fe435f4a96f7964f510b5f33e09e9c02f1e7f6835663a8ff9e61a0dc","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7ff588fb730629cf63fdd739212e299279074ec10deb39d3f4b0043f6b1f50c5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"COMP SCI 200,300, 301, 302,310, 367, placement intoCOMP SCI 300, orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), graduate/professional standing, or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"301, \",\"course\":null,\"evidence\":\"301, \",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" 302,\",\"course\":null,\"evidence\":\" 302,\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"310\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\" 367, \",\"course\":null,\"evidence\":\" 367, \",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" placement intoCOMP SCI 300, \",\"course\":null,\"evidence\":\" placement intoCOMP SCI 300, \",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), \",\"course\":null,\"evidence\":\" orL I S/COMP SCI 102(COMP SCI 202 prior to Fall 2023), \",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" graduate/professional standing, \",\"course\":null,\"evidence\":\" graduate/professional standing, \",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\" or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\" or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n10\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301, 302, and 367 are mentioned in requirements_text but not found in linked_courses or lookups.\",\"COMP SCI 202 is referenced in a parenthetical condition but not in linked_courses.\",\"LIS/COMP SCI 102 is a combined condition; 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Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_570635b99c1c1cbcfe9e05e1\",\"message\":\"No course-specific reviews available\",\"name\":\"Swamit Tannu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2833415\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Deborah Joseph\",\"review_date\":\"2006-10-31 12:35:45 +0000 UTC\",\"review_id\":\"f194698d5635e76264ef3707\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:351690\",\"source_review_id\":\"UmF0aW5nLTEyMzM2ODc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351690\",\"type\":\"review\"},{\"instructor_name\":\"Remzi Arpaci-Dusseau\",\"review_date\":\"2014-05-14 21:17:37 +0000 UTC\",\"review_id\":\"93d00b166eeca286a5bee349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131676\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMzc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131676\",\"type\":\"review\"},{\"instructor_name\":\"Laura Legault\",\"review_date\":\"2017-12-22 14:53:22 +0000 UTC\",\"review_id\":\"68b5b0b25bb9111c748b9686\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1856181\",\"source_review_id\":\"UmF0aW5nLTI5MzE3MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1856181\",\"type\":\"review\"}],\"text\":\"Historical reviews of Deborah Joseph, Laura Legault, Remzi Arpaci-Dusseau: Reviewers describe the course as generally easy, though one instructor is noted for requiring outside-the-box thinking.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2024-04-15 20:06:35 +0000 UTC\",\"review_id\":\"b0189752fcc43c57a6db724d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTM5MTc2ODQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"}],\"text\":\"Paul Barford is described as a gas professor and the best CS professor by one reviewer. This historical review from 2024 highlights his high quality rating.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2014-05-14 21:09:51 +0000 UTC\",\"review_id\":\"e390e0a2570b3fe6c2ae2fc2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"},{\"instructor_name\":\"Remzi Arpaci-Dusseau\",\"review_date\":\"2014-05-14 21:17:37 +0000 UTC\",\"review_id\":\"93d00b166eeca286a5bee349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:131676\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMzc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/131676\",\"type\":\"review\"},{\"instructor_name\":\"Anhai Doan\",\"review_date\":\"2016-12-24 01:32:48 +0000 UTC\",\"review_id\":\"2cfea48d16e475314143b893\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Historical reviews highlight varied teaching styles across past instructors, with some praised for clarity and others noted for demanding independent thinking.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.86 GPA, 86.4% A/AB (n=22 letter grades); Spring 2025: 3.83 GPA, 93.9% A/AB (n=33 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=81 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Paul Barford\",\"review_date\":\"2014-05-14 21:09:51 +0000 UTC\",\"review_id\":\"e390e0a2570b3fe6c2ae2fc2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1234698\",\"source_review_id\":\"UmF0aW5nLTIzMjUwMjg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1234698\",\"type\":\"review\"},{\"instructor_name\":\"Anhai Doan\",\"review_date\":\"2016-12-24 01:32:48 +0000 UTC\",\"review_id\":\"2cfea48d16e475314143b893\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTI3NjE1ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Historical reviews of Anhai Doan, Paul Barford: Students appreciate past instructors who genuinely care about learning and explain complex concepts clearly.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"DEBORAH JOSEPH is recorded teaching in Fall 2006, Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"LAURA LEGAULT is recorded teaching in Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"PAUL BARFORD is recorded teaching in Fall 2006, Fall 2007, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL CHATTERJEE is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2011, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 638\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"source_record\":{\"entity_id\":\"c38a55d7-2110-375c-9852-b8a3f0b3368a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SWAMIT TANNU is recorded teaching in Spring 2026. 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}]