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It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"Considering he is a PHD student, Yannis is a very very good lecturer. He speaks very clearly, answers questions well, and always seems prepared. Very knowledgeable as well. Definitely would recommend him if he continues to teach\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-02-11 16:51:17 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0761b204a5360bc95166b8df\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1ODQ3NTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"He's a great professor! I don't think he's going to teach anymore but if he does later, take him! He is always willing to help and answer questions. He never treats you like you are dumb if you ask questions in class. Genuinely cares about your learning! B+Tree project is horrible but other projects are good so far\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-04-13 02:08:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1c8881cca1577a6d993c4e4d\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MDY3NjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"0761b204a5360bc95166b8df\",\"1c8881cca1577a6d993c4e4d\",\"f685b553e6f0eda5794ae12f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2772016\",\"name\":\"Yannis Chronis\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Instructors like Anhai Doan, Yannis Chronis, and Amanpreet Saini are praised for being engaging, clear, and caring.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris is the guy that you wanna try your best to avoid. If this class was not curved then most of class have failed their first exam (avg 45/100). A lot of classmates complain about the project being too hard and not given enough time to complete, and some ppl even rage quit, but he simply ignores them. Well, keep calm and get rekt.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-12-07 15:28:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4e7acf28d0a22cde28687669\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. 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The class isn't terribly hard but be aware.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2020-05-11 20:03:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b74d4601a404e8995b9e2a00\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjY1Njgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":3,\"review_ids\":[\"4e7acf28d0a22cde28687669\",\"475ac2675c91e025190221e1\",\"b74d4601a404e8995b9e2a00\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors like Paris Koutris and Ahmed Mahmood are criticized for vague lectures, unclear expectations, and disorganized slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"},{\"comment\":\"Arun is away smarter than average students and expect us to be as smart as he is. He moves very fast in lecture and it is hard to follow if you do not read books along with lecture.  Assignments are tough and took a lot of effort just to finish. The worst part , the average for both projects and exams is only 50%. Avoid him and Paris.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-23 15:36:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fc6cc54a2431f6188bc8d655\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NDc1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"f685b553e6f0eda5794ae12f\",\"fc6cc54a2431f6188bc8d655\",\"03a4ca247695d6ad77a25901\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies significantly by instructor; some find projects manageable while others describe them as extremely difficult and time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"},{\"comment\":\"Arun is a clever guy. But his grading on exam is too tough, exam itself is also very tough. Also his hand writing is hard to recognize. His pace is too fast. Homework is also very tough (you can compare it with the same course taught by other professors). Avoid him unless no other choice (maybe wait for another semester). BTW, he discourage email .\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-01 19:11:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9258b96dbb0b8dc0a18e2f10\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1MzIwNzQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"The exams are very tough and very lengthy for the time. The professor is nice and helpful. The projects were fine too\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-01 23:33:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"055634d6c007e40fb0f58740\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"}],\"evidence_count\":4,\"review_ids\":[\"03a4ca247695d6ad77a25901\",\"9258b96dbb0b8dc0a18e2f10\",\"055634d6c007e40fb0f58740\",\"475ac2675c91e025190221e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2012\"},\"sentiment\":\"negative\",\"summary\":\"Exams are frequently described as difficult, lengthy, and sometimes unfair, with low class averages reported.\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d6bade3b3efcd285ef27480855d3f4d15d58457f1200a7236b5eb5bc1015ea0f","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 367 or400)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"}],\"notes\":[\"COMP SCI 367 is mentioned in requirements_text but is not present in linked_courses; 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different data models currently used to structure the logical view of the database: relational, hierarchical, and network. Hands-on experience with relational and network-based database systems. Implementation techniques for database systems.\"}],\"text\":\"COMPSCI 564 covers database management system design and implementation, including data models, query processing, and concurrency control.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, and view implementation.\"}],\"text\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, view implementation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"different data models currently used to structure the logical view of the database: relational, hierarchical, and network.\"}],\"text\":\"Relational, hierarchical, and network data models\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d6bade3b3efcd285ef27480855d3f4d15d58457f1200a7236b5eb5bc1015ea0f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"Considering he is a PHD student, Yannis is a very very good lecturer. He speaks very clearly, answers questions well, and always seems prepared. Very knowledgeable as well. Definitely would recommend him if he continues to teach\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-02-11 16:51:17 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0761b204a5360bc95166b8df\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1ODQ3NTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"He's a great professor! I don't think he's going to teach anymore but if he does later, take him! He is always willing to help and answer questions. He never treats you like you are dumb if you ask questions in class. Genuinely cares about your learning! B+Tree project is horrible but other projects are good so far\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-04-13 02:08:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1c8881cca1577a6d993c4e4d\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MDY3NjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"0761b204a5360bc95166b8df\",\"1c8881cca1577a6d993c4e4d\",\"f685b553e6f0eda5794ae12f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2772016\",\"name\":\"Yannis Chronis\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Instructors like Anhai Doan, Yannis Chronis, and Amanpreet Saini are praised for being engaging, clear, and caring.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris is the guy that you wanna try your best to avoid. If this class was not curved then most of class have failed their first exam (avg 45/100). A lot of classmates complain about the project being too hard and not given enough time to complete, and some ppl even rage quit, but he simply ignores them. Well, keep calm and get rekt.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-12-07 15:28:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4e7acf28d0a22cde28687669\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Extremely rude to students. Projects are stolen from other schools and have little to no guidance. Blamed student for cheating on the final without having any evidence and dropped their grades from A's to B/C's or lower. He answers questions poorly and clearly does not care about his students. The class isn't terribly hard but be aware.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2020-05-11 20:03:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b74d4601a404e8995b9e2a00\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjY1Njgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":3,\"review_ids\":[\"4e7acf28d0a22cde28687669\",\"475ac2675c91e025190221e1\",\"b74d4601a404e8995b9e2a00\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors like Paris Koutris and Ahmed Mahmood are criticized for vague lectures, unclear expectations, and disorganized slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"},{\"comment\":\"Arun is away smarter than average students and expect us to be as smart as he is. He moves very fast in lecture and it is hard to follow if you do not read books along with lecture.  Assignments are tough and took a lot of effort just to finish. The worst part , the average for both projects and exams is only 50%. Avoid him and Paris.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-23 15:36:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fc6cc54a2431f6188bc8d655\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NDc1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"f685b553e6f0eda5794ae12f\",\"fc6cc54a2431f6188bc8d655\",\"03a4ca247695d6ad77a25901\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies significantly by instructor; some find projects manageable while others describe them as extremely difficult and time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"},{\"comment\":\"Arun is a clever guy. But his grading on exam is too tough, exam itself is also very tough. Also his hand writing is hard to recognize. His pace is too fast. Homework is also very tough (you can compare it with the same course taught by other professors). Avoid him unless no other choice (maybe wait for another semester). BTW, he discourage email .\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-01 19:11:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9258b96dbb0b8dc0a18e2f10\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1MzIwNzQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"The exams are very tough and very lengthy for the time. The professor is nice and helpful. The projects were fine too\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-01 23:33:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"055634d6c007e40fb0f58740\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"}],\"evidence_count\":4,\"review_ids\":[\"03a4ca247695d6ad77a25901\",\"9258b96dbb0b8dc0a18e2f10\",\"055634d6c007e40fb0f58740\",\"475ac2675c91e025190221e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2012\"},\"sentiment\":\"negative\",\"summary\":\"Exams are frequently described as difficult, lengthy, and sometimes unfair, with low class averages reported.\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d6bade3b3efcd285ef27480855d3f4d15d58457f1200a7236b5eb5bc1015ea0f","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"9dd943cc6705d03bdbf23d760c779f957afa5f06adf355b6b12a68986c42ecc0\",\"course_id\":\"COMPSCI 564\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d4997d253c774df225932cae\",\"message\":\"Summary generation failed\",\"name\":\"Ahmed Mahmood\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:3162988\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.62 GPA, 80.3% A/AB (n=122 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_2243eba13d27f86a4209b275\",\"message\":\"Summary generation failed\",\"name\":\"Paris Koutris\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2066423\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.05 GPA, 47.5% A/AB (n=141 letter grades); Spring 2025: 2.95 GPA, 36.4% A/AB (n=206 letter grades); Fall 2025: 3.26 GPA, 60.0% A/AB (n=130 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_d4997d253c774df225932cae\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_2243eba13d27f86a4209b275\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.18 GPA, 54.5% A/AB (n=321 letter grades); Fall 2025: 3.43 GPA, 70.2% A/AB (n=299 letter grades); Spring 2026: 3.44 GPA, 67.7% A/AB (n=303 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AHMED MAHMOOD is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AMANPREET SINGH SAINI is recorded teaching in Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ARUN KUMAR is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"IOANNIS CHRONIS is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JEFFREY NAUGHTON is recorded teaching in Fall 2008, Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"JIGNESH PATEL is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Fall 2013, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"KEVIN GAFFNEY is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Fall 2015, Fall 2016, Spring 2018, Fall 2018, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"THEODOROS REKATSINAS is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_d4997d253c774df225932cae\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"professor\", \"instructor_uid\": \"instructor_2243eba13d27f86a4209b275\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"52150f8da864f78eb8b64e74807f01676a6512e387d1f777e7119d44305048ae","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 367 or400)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"}],\"notes\":[\"COMP SCI 367 is mentioned in requirements_text but is not present in linked_courses; 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different data models currently used to structure the logical view of the database: relational, hierarchical, and network. Hands-on experience with relational and network-based database systems. Implementation techniques for database systems.\"}],\"text\":\"COMPSCI 564 covers database management system design and implementation, including data models, query processing, and concurrency control.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, and view implementation.\"}],\"text\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, view implementation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"different data models currently used to structure the logical view of the database: relational, hierarchical, and network.\"}],\"text\":\"Relational, hierarchical, and network data models\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"52150f8da864f78eb8b64e74807f01676a6512e387d1f777e7119d44305048ae","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"Considering he is a PHD student, Yannis is a very very good lecturer. He speaks very clearly, answers questions well, and always seems prepared. Very knowledgeable as well. Definitely would recommend him if he continues to teach\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-02-11 16:51:17 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0761b204a5360bc95166b8df\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1ODQ3NTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"He's a great professor! I don't think he's going to teach anymore but if he does later, take him! He is always willing to help and answer questions. He never treats you like you are dumb if you ask questions in class. Genuinely cares about your learning! B+Tree project is horrible but other projects are good so far\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-04-13 02:08:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1c8881cca1577a6d993c4e4d\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MDY3NjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"0761b204a5360bc95166b8df\",\"1c8881cca1577a6d993c4e4d\",\"f685b553e6f0eda5794ae12f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2772016\",\"name\":\"Yannis Chronis\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Instructors like Anhai Doan, Yannis Chronis, and Amanpreet Saini are praised for being engaging, clear, and caring.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris is the guy that you wanna try your best to avoid. If this class was not curved then most of class have failed their first exam (avg 45/100). A lot of classmates complain about the project being too hard and not given enough time to complete, and some ppl even rage quit, but he simply ignores them. Well, keep calm and get rekt.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-12-07 15:28:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4e7acf28d0a22cde28687669\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Extremely rude to students. Projects are stolen from other schools and have little to no guidance. Blamed student for cheating on the final without having any evidence and dropped their grades from A's to B/C's or lower. He answers questions poorly and clearly does not care about his students. The class isn't terribly hard but be aware.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2020-05-11 20:03:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b74d4601a404e8995b9e2a00\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjY1Njgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":3,\"review_ids\":[\"4e7acf28d0a22cde28687669\",\"475ac2675c91e025190221e1\",\"b74d4601a404e8995b9e2a00\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors like Paris Koutris and Ahmed Mahmood are criticized for vague lectures, unclear expectations, and disorganized slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"},{\"comment\":\"Arun is away smarter than average students and expect us to be as smart as he is. He moves very fast in lecture and it is hard to follow if you do not read books along with lecture.  Assignments are tough and took a lot of effort just to finish. The worst part , the average for both projects and exams is only 50%. Avoid him and Paris.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-23 15:36:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fc6cc54a2431f6188bc8d655\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NDc1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"f685b553e6f0eda5794ae12f\",\"fc6cc54a2431f6188bc8d655\",\"03a4ca247695d6ad77a25901\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies significantly by instructor; some find projects manageable while others describe them as extremely difficult and time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"},{\"comment\":\"Arun is a clever guy. But his grading on exam is too tough, exam itself is also very tough. Also his hand writing is hard to recognize. His pace is too fast. Homework is also very tough (you can compare it with the same course taught by other professors). Avoid him unless no other choice (maybe wait for another semester). BTW, he discourage email .\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-01 19:11:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9258b96dbb0b8dc0a18e2f10\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1MzIwNzQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"The exams are very tough and very lengthy for the time. The professor is nice and helpful. The projects were fine too\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-01 23:33:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"055634d6c007e40fb0f58740\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"}],\"evidence_count\":4,\"review_ids\":[\"03a4ca247695d6ad77a25901\",\"9258b96dbb0b8dc0a18e2f10\",\"055634d6c007e40fb0f58740\",\"475ac2675c91e025190221e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2012\"},\"sentiment\":\"negative\",\"summary\":\"Exams are frequently described as difficult, lengthy, and sometimes unfair, with low class averages reported.\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"52150f8da864f78eb8b64e74807f01676a6512e387d1f777e7119d44305048ae","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"9dd943cc6705d03bdbf23d760c779f957afa5f06adf355b6b12a68986c42ecc0\",\"course_id\":\"COMPSCI 564\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d4997d253c774df225932cae\",\"message\":null,\"name\":\"Ahmed Mahmood\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3162988\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-01 23:33:06 +0000 UTC\",\"review_id\":\"055634d6c007e40fb0f58740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-02 23:31:51 +0000 UTC\",\"review_id\":\"475ac2675c91e025190221e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"}],\"text\":\"Ahmed Mahmood is described as a nice and helpful person, though one reviewer labels him a bad teacher. Students report that his exams are very tough, lengthy, and harder than sample examples, with disorganized lectures and a difficult accent noted by one student.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.62 GPA, 80.3% A/AB (n=122 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_2243eba13d27f86a4209b275\",\"message\":null,\"name\":\"Paris Koutris\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2066423\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 15:28:41 +0000 UTC\",\"review_id\":\"4e7acf28d0a22cde28687669\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 20:46:30 +0000 UTC\",\"review_id\":\"47b270759c2785e9522573ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc5ODkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-20 16:30:03 +0000 UTC\",\"review_id\":\"3ac01b9bcbdabbc868c1ab6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NzgyMDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2018-11-08 18:18:15 +0000 UTC\",\"review_id\":\"893cf873501653578ac6f550\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMwNjg4ODYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2019-02-27 06:00:18 +0000 UTC\",\"review_id\":\"0523a247ce7eb6ea0fb2cf65\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMxMzg2NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2020-11-15 21:30:24 +0000 UTC\",\"review_id\":\"8ed79b7311364f38eb9de911\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMzODIwMjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2021-10-31 13:24:28 +0000 UTC\",\"review_id\":\"596bd19b717b1f5a3c0bd4c4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTM1MTcyMjE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2021-12-22 08:54:39 +0000 UTC\",\"review_id\":\"9fa57d9091e7962444164b1f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTM1NjMwNjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2025-05-29 07:09:16 +0000 UTC\",\"review_id\":\"827c56f37588068b5feaf385\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQxMzc5NDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2026-01-20 16:09:53 +0000 UTC\",\"review_id\":\"07ae1fd0a80f265a218f87d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQyNTIzMTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"}],\"text\":\"Paris Koutris is described as courteous and caring, though his teaching style varies from dry lectures to clear explanations. Early reviews criticized his first semester for harsh grading and disorganized projects, but later feedback notes significant improvement in fairness and student support. Some students find the material difficult, particularly B+ trees and vague late-semester lectures, while others appreciate the manageable coding projects.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.05 GPA, 47.5% A/AB (n=141 letter grades); Spring 2025: 2.95 GPA, 36.4% A/AB (n=206 letter grades); Fall 2025: 3.26 GPA, 60.0% A/AB (n=130 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 15:28:41 +0000 UTC\",\"review_id\":\"4e7acf28d0a22cde28687669\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 20:46:30 +0000 UTC\",\"review_id\":\"47b270759c2785e9522573ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc5ODkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2026-01-20 16:09:53 +0000 UTC\",\"review_id\":\"07ae1fd0a80f265a218f87d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQyNTIzMTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-01 23:33:06 +0000 UTC\",\"review_id\":\"055634d6c007e40fb0f58740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-02 23:31:51 +0000 UTC\",\"review_id\":\"475ac2675c91e025190221e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"}],\"text\":\"Exams are frequently described as tough, lengthy, or unfair, with some noting a lack of partial credit. Projects vary, but the overall workload is considered fairly light due to few coding assignments.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anhai Doan\",\"review_date\":\"2026-01-19 10:26:49 +0000 UTC\",\"review_id\":\"bd62c9a36a5080e6f68760ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTQyNTE4ODg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Ahmed Mahmood is not reviewed in the provided data. Historical reviews for Anhai Doan describe him as engaging and helpful, offering tech interview tips. Paris Koutris is not reviewed in the provided data.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2018-11-08 18:18:15 +0000 UTC\",\"review_id\":\"893cf873501653578ac6f550\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMwNjg4ODYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2019-02-27 06:00:18 +0000 UTC\",\"review_id\":\"0523a247ce7eb6ea0fb2cf65\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMxMzg2NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2020-11-15 21:30:24 +0000 UTC\",\"review_id\":\"8ed79b7311364f38eb9de911\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMzODIwMjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2026-01-20 16:09:53 +0000 UTC\",\"review_id\":\"07ae1fd0a80f265a218f87d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQyNTIzMTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-01 23:33:06 +0000 UTC\",\"review_id\":\"055634d6c007e40fb0f58740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-02 23:31:51 +0000 UTC\",\"review_id\":\"475ac2675c91e025190221e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"}],\"text\":\"Paris Koutris is courteous and cares about student success, though his lectures can be dry or vague. Ahmed Mahmood is helpful but faces criticism for difficult exams and disorganized lectures.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.18 GPA, 54.5% A/AB (n=321 letter grades); Fall 2025: 3.43 GPA, 70.2% A/AB (n=299 letter grades); Spring 2026: 3.44 GPA, 67.7% A/AB (n=303 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2020-11-15 21:30:24 +0000 UTC\",\"review_id\":\"8ed79b7311364f38eb9de911\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMzODIwMjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2026-01-20 16:09:53 +0000 UTC\",\"review_id\":\"07ae1fd0a80f265a218f87d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQyNTIzMTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-02 23:31:51 +0000 UTC\",\"review_id\":\"475ac2675c91e025190221e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"}],\"text\":\"Students report that lectures can be vague or dry, making self-study necessary. While instructors are often nice, disorganized slides and unclear explanations can frustrate learners trying to keep up with the material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AHMED MAHMOOD is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AMANPREET SINGH SAINI is recorded teaching in Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ARUN KUMAR is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"IOANNIS CHRONIS is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JEFFREY NAUGHTON is recorded teaching in Fall 2008, Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"JIGNESH PATEL is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Fall 2013, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"KEVIN GAFFNEY is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Fall 2015, Fall 2016, Spring 2018, Fall 2018, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"THEODOROS REKATSINAS is recorded teaching in Fall 2017. 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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"90844f4ebe1df83dd8fefa8e9415e03195b8908c330c9aa7a0e9ec4af566cccc","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E/COMP SCI 354and (COMP SCI 367 or400) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":354,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E/COMP SCI 354\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 367 or400)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 367\",\"course\":null,\"evidence\":\"COMP SCI 367\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":400,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"400\",\"id\":\"n6\",\"kind\":\"course\"}],\"notes\":[\"COMP SCI 367 is mentioned in requirements_text but is not present in linked_courses; marked as condition with needs_review status implied by missing reference.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"90844f4ebe1df83dd8fefa8e9415e03195b8908c330c9aa7a0e9ec4af566cccc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 354\",\"field\":\"description\",\"quote\":\"An introduction to fundamental structures of computer systems and the C programming language with a focus on the low-level interrelationships and impacts on performance.\"},{\"course_id\":\"COMPSCI 400\",\"field\":\"description\",\"quote\":\"Covers balanced search trees, graphs, graph traversal algorithms, hash tables and sets, and complexity analysis and about classes of problems that require each data type.\"}],\"text\":\"Fundamental computer system structures, C programming, and advanced data structures with complexity analysis.\"}],\"search_phrases\":[\"database systems design implementation\",\"DBMS internals query processing\",\"concurrency control recovery\",\"relational network data models\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"Hands-on experience with relational and network-based database systems.\"},{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"Implementation techniques for database systems.\"},{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, and view implementation.\"}],\"text\":\"Implementation of database systems including file organization, query processing, concurrency control, and recovery mechanisms.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"What a database management system is; different data models currently used to structure the logical view of the database: relational, hierarchical, and network. Hands-on experience with relational and network-based database systems. Implementation techniques for database systems.\"}],\"text\":\"COMPSCI 564 covers database management system design and implementation, including data models, query processing, and concurrency control.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, and view implementation.\"}],\"text\":\"File organization, query processing, concurrency control, rollback and recovery, integrity and consistency, view implementation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 564\",\"field\":\"description\",\"quote\":\"different data models currently used to structure the logical view of the database: relational, hierarchical, and network.\"}],\"text\":\"Relational, hierarchical, and network data models\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"90844f4ebe1df83dd8fefa8e9415e03195b8908c330c9aa7a0e9ec4af566cccc","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"Considering he is a PHD student, Yannis is a very very good lecturer. He speaks very clearly, answers questions well, and always seems prepared. Very knowledgeable as well. Definitely would recommend him if he continues to teach\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-02-11 16:51:17 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0761b204a5360bc95166b8df\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1ODQ3NTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"He's a great professor! I don't think he's going to teach anymore but if he does later, take him! He is always willing to help and answer questions. He never treats you like you are dumb if you ask questions in class. Genuinely cares about your learning! B+Tree project is horrible but other projects are good so far\",\"course_id\":\"COMPSCI 564\",\"date\":\"2022-04-13 02:08:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1c8881cca1577a6d993c4e4d\",\"instructor_id\":\"rmp:2772016\",\"instructor_name\":\"Yannis Chronis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MDY3NjA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772016\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"0761b204a5360bc95166b8df\",\"1c8881cca1577a6d993c4e4d\",\"f685b553e6f0eda5794ae12f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:2772016\",\"name\":\"Yannis Chronis\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Instructors like Anhai Doan, Yannis Chronis, and Amanpreet Saini are praised for being engaging, clear, and caring.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Paris is the guy that you wanna try your best to avoid. If this class was not curved then most of class have failed their first exam (avg 45/100). A lot of classmates complain about the project being too hard and not given enough time to complete, and some ppl even rage quit, but he simply ignores them. Well, keep calm and get rekt.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-12-07 15:28:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4e7acf28d0a22cde28687669\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Extremely rude to students. Projects are stolen from other schools and have little to no guidance. Blamed student for cheating on the final without having any evidence and dropped their grades from A's to B/C's or lower. He answers questions poorly and clearly does not care about his students. The class isn't terribly hard but be aware.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2020-05-11 20:03:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b74d4601a404e8995b9e2a00\",\"instructor_id\":\"rmp:2066423\",\"instructor_name\":\"Paris Koutris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjY1Njgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\"}],\"evidence_count\":3,\"review_ids\":[\"4e7acf28d0a22cde28687669\",\"475ac2675c91e025190221e1\",\"b74d4601a404e8995b9e2a00\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2066423\",\"name\":\"Paris Koutris\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors like Paris Koutris and Ahmed Mahmood are criticized for vague lectures, unclear expectations, and disorganized slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE THE CLASS WITH ANHAI.\\nProfessor 2% created genuinely engaging lectures filled with iconic quotes, jokes, as well as the class you actually signed up for. It's only graded by two exams and five group assignments. The assignments are all manageable and the exams connect to the lectures well. Is this a good or bad thing? \\\"It depends.\\\"\",\"course_id\":\"COMPSCI 564\",\"date\":\"2024-12-19 17:13:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3afc081c6683ffef6e52e58c\",\"instructor_id\":\"rmp:1072360\",\"instructor_name\":\"Anhai Doan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzgyNDU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\"},{\"comment\":\"One of the easier 500 level CS courses. Projects are interesting but managable and exams are easy to ace with minimal preparation. Amanpreet himself is one of the nicest professors I've encountered, he consistently makes a genuine effort to connect with students. He also tries to tie his real-world experience in with the class which was awesome.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2025-05-12 03:24:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f685b553e6f0eda5794ae12f\",\"instructor_id\":\"rmp:3101520\",\"instructor_name\":\"AMANPREET SAINI\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjQ4NzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3101520\"},{\"comment\":\"Arun is away smarter than average students and expect us to be as smart as he is. He moves very fast in lecture and it is hard to follow if you do not read books along with lecture.  Assignments are tough and took a lot of effort just to finish. The worst part , the average for both projects and exams is only 50%. Avoid him and Paris.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-23 15:36:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fc6cc54a2431f6188bc8d655\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NDc1ODM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"}],\"evidence_count\":4,\"review_ids\":[\"3afc081c6683ffef6e52e58c\",\"f685b553e6f0eda5794ae12f\",\"fc6cc54a2431f6188bc8d655\",\"03a4ca247695d6ad77a25901\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1072360\",\"name\":\"Anhai Doan\"},{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3101520\",\"name\":\"AMANPREET SAINI\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies significantly by instructor; some find projects manageable while others describe them as extremely difficult and time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very good lecturer and makes all of the material clear. Tests and exams are too in-depth, it's hard to know what to study, and there are no practice exams. The projects take a lot of time so start them early!\",\"course_id\":\"COMPSCI 564\",\"date\":\"2012-05-15 20:10:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"03a4ca247695d6ad77a25901\",\"instructor_id\":\"rmp:1724000\",\"instructor_name\":\"Jignesh Patel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjg5MDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1724000\"},{\"comment\":\"Arun is a clever guy. But his grading on exam is too tough, exam itself is also very tough. Also his hand writing is hard to recognize. His pace is too fast. Homework is also very tough (you can compare it with the same course taught by other professors). Avoid him unless no other choice (maybe wait for another semester). BTW, he discourage email .\",\"course_id\":\"COMPSCI 564\",\"date\":\"2015-11-01 19:11:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9258b96dbb0b8dc0a18e2f10\",\"instructor_id\":\"rmp:2055701\",\"instructor_name\":\"Arun Kumar\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1MzIwNzQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2055701\"},{\"comment\":\"The exams are very tough and very lengthy for the time. The professor is nice and helpful. The projects were fine too\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-01 23:33:06 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"055634d6c007e40fb0f58740\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"},{\"comment\":\"Closed-book exams are harder than sample examples (open book/cheatsheet), making the course unnecessarily harder and unfairer than all other semesters, though this will be curved (not know). Disorganized lectures with many skip points on slides, bad accent. Copied all things from AnHai but increased exam difficulty. Good person, bad teacher.\",\"course_id\":\"COMPSCI 564\",\"date\":\"2026-05-02 23:31:51 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"475ac2675c91e025190221e1\",\"instructor_id\":\"rmp:3162988\",\"instructor_name\":\"Ahmed Mahmood\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\"}],\"evidence_count\":4,\"review_ids\":[\"03a4ca247695d6ad77a25901\",\"9258b96dbb0b8dc0a18e2f10\",\"055634d6c007e40fb0f58740\",\"475ac2675c91e025190221e1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1724000\",\"name\":\"Jignesh Patel\"},{\"id\":\"rmp:2055701\",\"name\":\"Arun Kumar\"},{\"id\":\"rmp:3162988\",\"name\":\"Ahmed Mahmood\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2012\"},\"sentiment\":\"negative\",\"summary\":\"Exams are frequently described as difficult, lengthy, and sometimes unfair, with low class averages reported.\"}]}","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_d68ae7a2fa68407d62f2519f","course_id":"COMPSCI 564","catalog_version_id":"d0217bc1a4aa4c3bedb526473cf6ffa85104ec3042ee7f4c733d5c3e1830c042","record_version_id":"7b9dd4d1c67cb361c3d0b038a18e6f297a275d5744fb34a79b7fe284e55d8b82","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"90844f4ebe1df83dd8fefa8e9415e03195b8908c330c9aa7a0e9ec4af566cccc","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"9dd943cc6705d03bdbf23d760c779f957afa5f06adf355b6b12a68986c42ecc0\",\"course_id\":\"COMPSCI 564\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d4997d253c774df225932cae\",\"message\":null,\"name\":\"Ahmed Mahmood\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3162988\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-01 23:33:06 +0000 UTC\",\"review_id\":\"055634d6c007e40fb0f58740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDAwMTY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"},{\"instructor_name\":\"Ahmed Mahmood\",\"review_date\":\"2026-05-02 23:31:51 +0000 UTC\",\"review_id\":\"475ac2675c91e025190221e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3162988\",\"source_review_id\":\"UmF0aW5nLTQzMDA1NTUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3162988\",\"type\":\"review\"}],\"text\":\"Ahmed Mahmood is described as a nice and helpful person, though one reviewer labels him a bad teacher. Students report that his exams are very tough, lengthy, and harder than sample examples, with disorganized lectures and a difficult accent noted by one student.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.62 GPA, 80.3% A/AB (n=122 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_2243eba13d27f86a4209b275\",\"message\":null,\"name\":\"Paris Koutris\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2066423\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 15:28:41 +0000 UTC\",\"review_id\":\"4e7acf28d0a22cde28687669\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc0NzIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-07 20:46:30 +0000 UTC\",\"review_id\":\"47b270759c2785e9522573ff\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NTc5ODkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2015-12-20 16:30:03 +0000 UTC\",\"review_id\":\"3ac01b9bcbdabbc868c1ab6e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTI1NzgyMDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2018-11-08 18:18:15 +0000 UTC\",\"review_id\":\"893cf873501653578ac6f550\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMwNjg4ODYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2019-02-27 06:00:18 +0000 UTC\",\"review_id\":\"0523a247ce7eb6ea0fb2cf65\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMxMzg2NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2020-11-15 21:30:24 +0000 UTC\",\"review_id\":\"8ed79b7311364f38eb9de911\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTMzODIwMjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2021-10-31 13:24:28 +0000 UTC\",\"review_id\":\"596bd19b717b1f5a3c0bd4c4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTM1MTcyMjE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2021-12-22 08:54:39 +0000 UTC\",\"review_id\":\"9fa57d9091e7962444164b1f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTM1NjMwNjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2025-05-29 07:09:16 +0000 UTC\",\"review_id\":\"827c56f37588068b5feaf385\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQxMzc5NDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"},{\"instructor_name\":\"Paris Koutris\",\"review_date\":\"2026-01-20 16:09:53 +0000 UTC\",\"review_id\":\"07ae1fd0a80f265a218f87d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2066423\",\"source_review_id\":\"UmF0aW5nLTQyNTIzMTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2066423\",\"type\":\"review\"}],\"text\":\"Paris Koutris is described as courteous and caring, though his teaching style varies from dry lectures to clear explanations. Early reviews criticized his first semester for harsh grading and disorganized projects, but later feedback notes significant improvement in fairness and student support. Some students find the material difficult, particularly B+ trees and vague late-semester lectures, while others appreciate the manageable coding projects.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.05 GPA, 47.5% A/AB (n=141 letter grades); Spring 2025: 2.95 GPA, 36.4% A/AB (n=206 letter grades); Fall 2025: 3.26 GPA, 60.0% A/AB (n=130 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\":\"Anhai Doan\",\"review_date\":\"2026-01-19 10:26:49 +0000 UTC\",\"review_id\":\"bd62c9a36a5080e6f68760ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1072360\",\"source_review_id\":\"UmF0aW5nLTQyNTE4ODg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1072360\",\"type\":\"review\"}],\"text\":\"Ahmed Mahmood is not reviewed in the provided data. Historical reviews for Anhai Doan describe him as engaging and helpful, offering tech interview tips. Paris Koutris is not reviewed in the provided data.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.18 GPA, 54.5% A/AB (n=321 letter grades); Fall 2025: 3.43 GPA, 70.2% A/AB (n=299 letter grades); Spring 2026: 3.44 GPA, 67.7% A/AB (n=303 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AHMED MAHMOOD is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AMANPREET SINGH SAINI is recorded teaching in Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ARUN KUMAR is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"IOANNIS CHRONIS is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"JEFFREY NAUGHTON is recorded teaching in Fall 2008, Fall 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"JIGNESH PATEL is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Fall 2013, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"KEVIN GAFFNEY is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PARIS KOUTRIS is recorded teaching in Fall 2015, Fall 2016, Spring 2018, Fall 2018, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 564\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"source_record\":{\"entity_id\":\"0792eac4-46ac-3e08-8cd0-858349ff66d1\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"THEODOROS REKATSINAS is recorded teaching in Fall 2017. 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}]