[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ca83eed082d7b3e31e453e480e5ceecc72c06c50f389f563565188f544fb5a5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":170,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 170\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 370\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":377,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"ENVIRST\",\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"ENVIR ST/CIV ENGR/GEOG 377\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[\"The text 'GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing' is parsed as an OR of four conditions. The comma separation implies an OR between the courses, and 'or' explicitly separates the final standing option.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ca83eed082d7b3e31e453e480e5ceecc72c06c50f389f563565188f544fb5a5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"GEOG 170\",\"field\":\"description\",\"quote\":\"Introduction to the collection, representation and use of geospatial data.\"},{\"course_id\":\"GEOG 370\",\"field\":\"description\",\"quote\":\"A broad introduction to cartography emphasizing the theory and practice of map-making.\"},{\"course_id\":\"CIVENGR/ENVIRST/GEOG 377\",\"field\":\"description\",\"quote\":\"Design, implementation and use of automated procedures for storage, analysis and display of spatial information.\"}],\"text\":\"Foundational knowledge in geospatial data, cartography, and GIS systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language\"}],\"text\":\"Basic SQL database language.\"}],\"search_phrases\":[\"spatial database design\",\"GIS database implementation\",\"SQL for GIS\",\"NoSQL spatial data\",\"geospatial big data mining\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Design conceptual spatial database models\"}],\"text\":\"Design conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"implement them within specific spatial data management systems (DBMS)\"}],\"text\":\"Implement spatial databases in specific DBMS.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"managing and mining spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Manage and mine spatial big data.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Introduces the basic concepts, techniques and methodologies for designing and implementing a spatial database\"}],\"text\":\"Teaches design and implementation of spatial databases using SQL and NoSQL for spatial big data.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"conceptual spatial database models\"}],\"text\":\"Conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial data management systems (DBMS)\"}],\"text\":\"Spatial data management systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"basic SQL database language\"}],\"text\":\"SQL database language.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"NoSQL database\"}],\"text\":\"NoSQL databases.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Spatial big data mining.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ca83eed082d7b3e31e453e480e5ceecc72c06c50f389f563565188f544fb5a5","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bde4210fc3c675a83302626c904f5e041b63bf1a461ae9d3da9c172b8ed2a7d6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":170,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 170\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 370\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":377,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"ENVIRST\",\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"ENVIR ST/CIV ENGR/GEOG 377\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[\"The text 'GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing' is parsed as an OR of four conditions. The comma separation implies an OR between the courses, and 'or' explicitly separates the final standing option.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bde4210fc3c675a83302626c904f5e041b63bf1a461ae9d3da9c172b8ed2a7d6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"GEOG 170\",\"field\":\"description\",\"quote\":\"Introduction to the collection, representation and use of geospatial data.\"},{\"course_id\":\"GEOG 370\",\"field\":\"description\",\"quote\":\"A broad introduction to cartography emphasizing the theory and practice of map-making.\"},{\"course_id\":\"CIVENGR/ENVIRST/GEOG 377\",\"field\":\"description\",\"quote\":\"Design, implementation and use of automated procedures for storage, analysis and display of spatial information.\"}],\"text\":\"Foundational knowledge in geospatial data, cartography, and GIS systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language\"}],\"text\":\"Basic SQL database language.\"}],\"search_phrases\":[\"spatial database design\",\"GIS database implementation\",\"SQL for GIS\",\"NoSQL spatial data\",\"geospatial big data mining\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Design conceptual spatial database models\"}],\"text\":\"Design conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"implement them within specific spatial data management systems (DBMS)\"}],\"text\":\"Implement spatial databases in specific DBMS.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"managing and mining spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Manage and mine spatial big data.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Introduces the basic concepts, techniques and methodologies for designing and implementing a spatial database\"}],\"text\":\"Teaches design and implementation of spatial databases using SQL and NoSQL for spatial big data.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"conceptual spatial database models\"}],\"text\":\"Conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial data management systems (DBMS)\"}],\"text\":\"Spatial data management systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"basic SQL database language\"}],\"text\":\"SQL database language.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"NoSQL database\"}],\"text\":\"NoSQL databases.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Spatial big data mining.\"}]}","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_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"bde4210fc3c675a83302626c904f5e041b63bf1a461ae9d3da9c172b8ed2a7d6","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\",\"summary\":\"Lectures are sometimes described as disorganized, but comprehensive lecture notes on Canvas help mitigate this issue.\"},{\"aspect\":\"assessment\",\"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\"}],\"evidence_count\":1,\"review_ids\":[\"d0b9e4f5989b8bd5faaca2e7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Exams are considered very easy, contributing to an easy A grade.\"},{\"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. 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. 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":true},{"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-8b774950c2b6adfdc46d1b82","output_id":"991be0029ab845558f8ff28fae833196d0240b5c8048daa0352dc48d753a9d8a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":170,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 170\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 370\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":377,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"ENVIRST\",\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"ENVIR ST/CIV ENGR/GEOG 377\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[\"The text 'GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing' is parsed as an OR of four conditions. The comma separation implies an OR between the courses, and 'or' explicitly separates the final standing option.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"991be0029ab845558f8ff28fae833196d0240b5c8048daa0352dc48d753a9d8a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"GEOG 170\",\"field\":\"description\",\"quote\":\"Introduction to the collection, representation and use of geospatial data.\"},{\"course_id\":\"GEOG 370\",\"field\":\"description\",\"quote\":\"A broad introduction to cartography emphasizing the theory and practice of map-making.\"},{\"course_id\":\"CIVENGR/ENVIRST/GEOG 377\",\"field\":\"description\",\"quote\":\"Design, implementation and use of automated procedures for storage, analysis and display of spatial information.\"}],\"text\":\"Foundational knowledge in geospatial data, cartography, and GIS systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language\"}],\"text\":\"Basic SQL database language.\"}],\"search_phrases\":[\"spatial database design\",\"GIS database implementation\",\"SQL for GIS\",\"NoSQL spatial data\",\"geospatial big data mining\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Design conceptual spatial database models\"}],\"text\":\"Design conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"implement them within specific spatial data management systems (DBMS)\"}],\"text\":\"Implement spatial databases in specific DBMS.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"managing and mining spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Manage and mine spatial big data.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Introduces the basic concepts, techniques and methodologies for designing and implementing a spatial database\"}],\"text\":\"Teaches design and implementation of spatial databases using SQL and NoSQL for spatial big data.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"conceptual spatial database models\"}],\"text\":\"Conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial data management systems (DBMS)\"}],\"text\":\"Spatial data management systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"basic SQL database language\"}],\"text\":\"SQL database language.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"NoSQL database\"}],\"text\":\"NoSQL databases.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Spatial big data mining.\"}]}","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_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"991be0029ab845558f8ff28fae833196d0240b5c8048daa0352dc48d753a9d8a","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\",\"summary\":\"Lectures are sometimes described as disorganized, but comprehensive lecture notes on Canvas help mitigate this issue.\"},{\"aspect\":\"assessment\",\"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\"}],\"evidence_count\":1,\"review_ids\":[\"d0b9e4f5989b8bd5faaca2e7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Exams are considered very easy, contributing to an easy A grade.\"},{\"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. 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. 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":true},{"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-8b774950c2b6adfdc46d1b82","output_id":"991be0029ab845558f8ff28fae833196d0240b5c8048daa0352dc48d753a9d8a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"783f4f0c0f037bd90788d03ba8ba0e5b0684168088ae17294c353cce328cc345\",\"course_id\":\"GEOG 574\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"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\":[],\"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":"[{\"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_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0dd1f284dea3361ee6d023137fa0fc06e89c2100e20a141f4665037e2e3e6a1e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":170,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 170\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":370,\"minimum_grade\":null,\"subjects\":[\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"GEOG 370\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":377,\"minimum_grade\":null,\"subjects\":[\"CIVENGR\",\"ENVIRST\",\"GEOG\"],\"timing\":\"prior\"},\"evidence\":\"ENVIR ST/CIV ENGR/GEOG 377\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[\"The text 'GEOG 170,GEOG 370,ENVIR ST/CIV ENGR/GEOG 377or graduate/professional standing' is parsed as an OR of four conditions. The comma separation implies an OR between the courses, and 'or' explicitly separates the final standing option.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0dd1f284dea3361ee6d023137fa0fc06e89c2100e20a141f4665037e2e3e6a1e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"GEOG 170\",\"field\":\"description\",\"quote\":\"Introduction to the collection, representation and use of geospatial data.\"},{\"course_id\":\"GEOG 370\",\"field\":\"description\",\"quote\":\"A broad introduction to cartography emphasizing the theory and practice of map-making.\"},{\"course_id\":\"CIVENGR/ENVIRST/GEOG 377\",\"field\":\"description\",\"quote\":\"Design, implementation and use of automated procedures for storage, analysis and display of spatial information.\"}],\"text\":\"Foundational knowledge in geospatial data, cartography, and GIS systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Covers basic SQL database language\"}],\"text\":\"Basic SQL database language.\"}],\"search_phrases\":[\"spatial database design\",\"GIS database implementation\",\"SQL for GIS\",\"NoSQL spatial data\",\"geospatial big data mining\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Design conceptual spatial database models\"}],\"text\":\"Design conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"implement them within specific spatial data management systems (DBMS)\"}],\"text\":\"Implement spatial databases in specific DBMS.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"managing and mining spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Manage and mine spatial big data.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"Introduces the basic concepts, techniques and methodologies for designing and implementing a spatial database\"}],\"text\":\"Teaches design and implementation of spatial databases using SQL and NoSQL for spatial big data.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"conceptual spatial database models\"}],\"text\":\"Conceptual spatial database models.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial data management systems (DBMS)\"}],\"text\":\"Spatial data management systems.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"basic SQL database language\"}],\"text\":\"SQL database language.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"NoSQL database\"}],\"text\":\"NoSQL databases.\"},{\"evidence\":[{\"course_id\":\"GEOG 574\",\"field\":\"description\",\"quote\":\"spatial big data such as social media datasets and GPS trajectories\"}],\"text\":\"Spatial big data mining.\"}]}","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_787a37dc75cfd7aabbc23ff3","course_id":"GEOG 574","catalog_version_id":"2d3c55b6a3d1b279b75048711c7c5f917625e81aa96dcf2460d69d24b6a196a8","record_version_id":"7373bb24cbde8236b788aca7d52b0065e19647cd9df6e02c577f8125817b8d9a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"0dd1f284dea3361ee6d023137fa0fc06e89c2100e20a141f4665037e2e3e6a1e","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\",\"summary\":\"Lectures are sometimes described as disorganized, but comprehensive lecture notes on Canvas help mitigate this issue.\"},{\"aspect\":\"assessment\",\"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\"}],\"evidence_count\":1,\"review_ids\":[\"d0b9e4f5989b8bd5faaca2e7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2862862\",\"name\":\"Qunying Huang\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"Exams are considered very easy, contributing to an easy A grade.\"},{\"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. 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. 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":true},{"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":true}]