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(DBMS).\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"},{\"course_id\":\"GEOG 574\",\"field\":\"official_learning_outcomes\",\"outcome_index\":7,\"quote\":\"Integrate spatial databases with programming languages to develop data-driven geospatial applications.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language and the latest developments in database systems (e.g. NoSQL database) for managing and mining spatial big data such as social media datasets and GPS trajectories.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"},{\"course_id\":\"GEOG 574\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Use spatial databases for big data management.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"geospatial database design\",\"spatial DBMS implementation\",\"SQL spatial queries\",\"NoSQL spatial big data\",\"GPS trajectory database\",\"social media geospatial data\",\"GIS database development\",\"spatial indexing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Introduces the basic concepts, techniques and methodologies for designing and implementing a spatial database to prepare for professional work as a GIS designer, analyst, specialist or researcher.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"Designing and implementing spatial databases for professional GIS work.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language and the latest developments in database systems (e.g. NoSQL database) for managing and mining spatial big data such as social media datasets and GPS trajectories.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"Using SQL and NoSQL systems to manage spatial big data.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Perform spatial queries and operations to analyze and manage geospatial data within a spatial database environment.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"Performing spatial queries and operations on geospatial data.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"official_learning_outcomes\",\"outcome_index\":7,\"quote\":\"Integrate spatial databases with programming languages to develop data-driven geospatial applications.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"Integrating spatial databases with programming languages for geospatial applications.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"title\",\"quote\":\"GEOSPATIAL DATABASE 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574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language and the latest developments in database systems (e.g. NoSQL database) for managing and mining spatial big data such as social media datasets and GPS trajectories.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"SQL, NoSQL databases, and spatial big data including social media and GPS trajectories.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Describe the concept of spatial indexing and its significance in optimizing spatial data retrieval.\",\"source_url\":\"https://guide.wisc.edu/courses/geog/\"}],\"text\":\"Spatial indexing for optimizing data retrieval.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"bba730a9a5de90a3a1ee249397f1a10c9ffddceb34d79a1e66fbe61d11a7de31","record_version_id":"4cecfc551cb07a7b8faa18377ad2ebbeac5b6301cc186e0ebfb4389a8db38b85","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"28cac5796e4a1ea8429c81dfb75d98d24d8332ac3b53a4e30d3d295ae072ba21","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"she is so nice and will actually give you good feedbacks on your projects. Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. She is very willing to help you outside of class. \",\"course_id\":\"GEOG 574\",\"date\":\"2024-11-20 20:30:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ccb1cde204650278159f9f53\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"Prof. Huang is clearly very knowledgeable and passionate about GIS. Her lectures do feel unorganized sometimes though but she makes her exams very very easy. So it is an easy A, but I feel that I didn't learn too much from a 3 credit class.\",\"course_id\":\"GEOG 574\",\"date\":\"2025-04-29 19:49:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d0b9e4f5989b8bd5faaca2e7\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"}],\"evidence_count\":2,\"review_ids\":[\"ccb1cde204650278159f9f53\",\"d0b9e4f5989b8bd5faaca2e7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2862862\",\"summary\":\"Qunying Huang's lectures are described as sometimes disorganized, but she provides good lecture notes and helpful labs.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Geog 574 is my favorite adv. computing class. The lectures are interesting and have taught me a lot about DB development.Professor Huang is approachable.I went to her OH twice and could tell she was ecstatic for me to be there and help. For the final proj she's super responsive to emails and even meeting outside OH hours.Sweet lady and very smart. \",\"course_id\":\"GEOG 574\",\"date\":\"2022-12-13 20:08:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"She is one of the nicest professors I have taken at Madison! If you need help and can't come to office hours she will meet with you outside of class and is very supportive when you ask questions. She tries to learn her students' names and is very passionate. I wish we would have done more code examples instead of chalkboard examples. \",\"course_id\":\"GEOG 574\",\"date\":\"2023-02-09 16:35:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3c52417c44378612cd300662\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"she is so nice and will actually give you good feedbacks on your projects. Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. 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Her lectures do feel unorganized sometimes though but she makes her exams very very easy. 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Some felt the exams were easy but the learning depth was limited for a three-credit class.\"},{\"citations\":[{\"course_id\":\"GEOG 574\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.81 GPA, 88.6% A/AB (n=44 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=12 letter grades); Spring 2026: 3.86 GPA, 91.4% A/AB (n=35 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2024-11-20 20:30:52 +0000 UTC\",\"review_id\":\"ccb1cde204650278159f9f53\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student appreciated the well-organized labs and the instructor's willingness to provide good project feedback and help outside of class. 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The lectures are interesting and have taught me a lot about DB development.Professor Huang is approachable.I went to her OH twice and could tell she was ecstatic for me to be there and help. For the final proj she's super responsive to emails and even meeting outside OH hours.Sweet lady and very smart. \",\"course_id\":\"GEOG 574\",\"date\":\"2022-12-13 20:08:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"She is one of the nicest professors I have taken at Madison! If you need help and can't come to office hours she will meet with you outside of class and is very supportive when you ask questions. She tries to learn her students' names and is very passionate. I wish we would have done more code examples instead of chalkboard examples. \",\"course_id\":\"GEOG 574\",\"date\":\"2023-02-09 16:35:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3c52417c44378612cd300662\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"she is so nice and will actually give you good feedbacks on your projects. Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. She is very willing to help you outside of class. \",\"course_id\":\"GEOG 574\",\"date\":\"2024-11-20 20:30:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ccb1cde204650278159f9f53\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"Prof. Huang is clearly very knowledgeable and passionate about GIS. Her lectures do feel unorganized sometimes though but she makes her exams very very easy. So it is an easy A, but I feel that I didn't learn too much from a 3 credit class.\",\"course_id\":\"GEOG 574\",\"date\":\"2025-04-29 19:49:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d0b9e4f5989b8bd5faaca2e7\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"}],\"evidence_count\":4,\"review_ids\":[\"07edc9b4a8a0c9d98cbf0a0d\",\"3c52417c44378612cd300662\",\"ccb1cde204650278159f9f53\",\"d0b9e4f5989b8bd5faaca2e7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Professor Huang is highly rated for being approachable, supportive, and passionate, with students appreciating her willingness to help outside of office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof. Huang is clearly very knowledgeable and passionate about GIS. Her lectures do feel unorganized sometimes though but she makes her exams very very easy. So it is an easy A, but I feel that I didn't learn too much from a 3 credit class.\",\"course_id\":\"GEOG 574\",\"date\":\"2025-04-29 19:49:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d0b9e4f5989b8bd5faaca2e7\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"Geog 574 is my favorite adv. computing class. The lectures are interesting and have taught me a lot about DB development.Professor Huang is approachable.I went to her OH twice and could tell she was ecstatic for me to be there and help. For the final proj she's super responsive to emails and even meeting outside OH hours.Sweet lady and very smart. \",\"course_id\":\"GEOG 574\",\"date\":\"2022-12-13 20:08:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"She is one of the nicest professors I have taken at Madison! If you need help and can't come to office hours she will meet with you outside of class and is very supportive when you ask questions. She tries to learn her students' names and is very passionate. 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Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. She is very willing to help you outside of class. \",\"course_id\":\"GEOG 574\",\"date\":\"2024-11-20 20:30:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ccb1cde204650278159f9f53\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"Prof. Huang is clearly very knowledgeable and passionate about GIS. Her lectures do feel unorganized sometimes though but she makes her exams very very easy. 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The lectures are interesting and have taught me a lot about DB development.Professor Huang is approachable.I went to her OH twice and could tell she was ecstatic for me to be there and help. For the final proj she's super responsive to emails and even meeting outside OH hours.Sweet lady and very smart. \",\"course_id\":\"GEOG 574\",\"date\":\"2022-12-13 20:08:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"She is one of the nicest professors I have taken at Madison! If you need help and can't come to office hours she will meet with you outside of class and is very supportive when you ask questions. She tries to learn her students' names and is very passionate. I wish we would have done more code examples instead of chalkboard examples. \",\"course_id\":\"GEOG 574\",\"date\":\"2023-02-09 16:35:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3c52417c44378612cd300662\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"she is so nice and will actually give you good feedbacks on your projects. Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. 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Her lectures do feel unorganized sometimes though but she makes her exams very very easy. So it is an easy A, but I feel that I didn't learn too much from a 3 credit class.\",\"course_id\":\"GEOG 574\",\"date\":\"2025-04-29 19:49:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d0b9e4f5989b8bd5faaca2e7\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"Geog 574 is my favorite adv. computing class. The lectures are interesting and have taught me a lot about DB development.Professor Huang is approachable.I went to her OH twice and could tell she was ecstatic for me to be there and help. For the final proj she's super responsive to emails and even meeting outside OH hours.Sweet lady and very smart. \",\"course_id\":\"GEOG 574\",\"date\":\"2022-12-13 20:08:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"She is one of the nicest professors I have taken at Madison! If you need help and can't come to office hours she will meet with you outside of class and is very supportive when you ask questions. She tries to learn her students' names and is very passionate. I wish we would have done more code examples instead of chalkboard examples. \",\"course_id\":\"GEOG 574\",\"date\":\"2023-02-09 16:35:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3c52417c44378612cd300662\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"},{\"comment\":\"she is so nice and will actually give you good feedbacks on your projects. Her lectures are a little disorganized but she has great lecture notes on canvas so it doesn't really matter. The labs were really helpful and well organized. She is very willing to help you outside of class. \",\"course_id\":\"GEOG 574\",\"date\":\"2024-11-20 20:30:52 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ccb1cde204650278159f9f53\",\"instructor_id\":\"rmp:2862862\",\"instructor_name\":\"Qunying Huang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\"}],\"evidence_count\":4,\"review_ids\":[\"d0b9e4f5989b8bd5faaca2e7\",\"07edc9b4a8a0c9d98cbf0a0d\",\"3c52417c44378612cd300662\",\"ccb1cde204650278159f9f53\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered easy with a low difficulty rating, though some students felt they didn't learn enough from the 3-credit class.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0dd1f284dea3361ee6d023137fa0fc06e89c2100e20a141f4665037e2e3e6a1e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"783f4f0c0f037bd90788d03ba8ba0e5b0684168088ae17294c353cce328cc345\",\"course_id\":\"GEOG 574\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2024-11-20 20:30:52 +0000 UTC\",\"review_id\":\"ccb1cde204650278159f9f53\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2025-04-29 19:49:41 +0000 UTC\",\"review_id\":\"d0b9e4f5989b8bd5faaca2e7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"}],\"text\":\"Historical reviews of Qunying Huang: Exams are described as very easy, and labs are well-organized, though one reviewer felt the course lacked sufficient learning depth for its credit value.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2022-12-13 20:08:15 +0000 UTC\",\"review_id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2023-02-09 16:35:05 +0000 UTC\",\"review_id\":\"3c52417c44378612cd300662\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2024-11-20 20:30:52 +0000 UTC\",\"review_id\":\"ccb1cde204650278159f9f53\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2025-04-29 19:49:41 +0000 UTC\",\"review_id\":\"d0b9e4f5989b8bd5faaca2e7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"}],\"text\":\"Historical reviews of Qunying Huang: Qunying Huang is consistently described as approachable, supportive, and passionate about GIS and database development. Reviewers highlight her responsiveness to emails and willingness to meet outside office hours. However, some students note that her lectures can feel disorganized and that the course content may not be sufficiently rigorous for a three-credit class.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2022-12-13 20:08:15 +0000 UTC\",\"review_id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2023-02-09 16:35:05 +0000 UTC\",\"review_id\":\"3c52417c44378612cd300662\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2024-11-20 20:30:52 +0000 UTC\",\"review_id\":\"ccb1cde204650278159f9f53\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2025-04-29 19:49:41 +0000 UTC\",\"review_id\":\"d0b9e4f5989b8bd5faaca2e7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTQxMDg5NDM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"}],\"text\":\"Historical reviews of Qunying Huang: Qunying Huang teaches an accessible advanced computing class with supportive office hours and easy exams, though some students find the lectures disorganized and the learning depth insufficient.\"},{\"citations\":[{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.81 GPA, 88.6% A/AB (n=44 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=12 letter grades); Spring 2026: 3.86 GPA, 91.4% A/AB (n=35 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2022-12-13 20:08:15 +0000 UTC\",\"review_id\":\"07edc9b4a8a0c9d98cbf0a0d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3MTAwMTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2023-02-09 16:35:05 +0000 UTC\",\"review_id\":\"3c52417c44378612cd300662\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM3NDIwMDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"},{\"instructor_name\":\"Qunying Huang\",\"review_date\":\"2024-11-20 20:30:52 +0000 UTC\",\"review_id\":\"ccb1cde204650278159f9f53\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2862862\",\"source_review_id\":\"UmF0aW5nLTM5OTk1MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2862862\",\"type\":\"review\"}],\"text\":\"Historical reviews of Qunying Huang: Students appreciate Huang's approachability, passion, and willingness to meet outside office hours, though some wish for more code examples and find the lecture structure disorganized.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"GEOG 574\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"source_record\":{\"entity_id\":\"e444b160-e06e-3ad2-a433-edfc5224a090\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"QUNYING HUANG is recorded teaching in Fall 2017, Fall 2018, Fall 2020, Fall 2022, Fall 2023, Fall 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]