# COMPSCI 571: Building User Interfaces | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_571) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 676b949a788cd55947fbcc526a418f19861cad1f5bf75a5782d9af184007effb ### course id COMPSCI 571 ### course uid course\_8db0bb2cfe30dfb4e729578a ### catalog version id e764e4602f177602666dcc8f0637eb3b0b6e5cd90548e09a455c081a36bdc33e ### course number 571 ### subjects * COMPSCI ### title BUILDING USER INTERFACES ### description Introduces software development of user interfaces (UIs).  Build competence in implementing UIs using state-of-the-art (1) UI paradigms, such as event-driven interfaces, direct-manipulation interfaces, and dialogue-based interaction; (2) methods for capturing, interpreting, and responding to different forms of user input and states, including pointing, text entry, speech, touch, gestures, user activity, context, and physiological states; and (3) platform-specific UI development APIs, frameworks, and toolkits for multiple platforms including web/mobile/desktop interfaces, natural user interfaces, and voice user interfaces. Learn about the fundamental concepts, technologies, algorithms, and methods in building user interfaces, implement UIs using of state-of-the-art UI development tools, and build a UI development portfolio. ### requirements text COMP SCI 400or graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:026032 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id ec7d1356cbc1c00ff48295db7c31c9b2c665d29025ee874f1bdfe4cedbfdfad4 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary COMPSCI 571 teaches the development of user interfaces using modern paradigms, input processing methods, and multi-platform APIs. ### llm topics * UI paradigms: event-driven, direct-manipulation, and dialogue-based interaction. * User input types: pointing, text, speech, touch, gestures, context, and physiological states. * Platform-specific development: web, mobile, desktop, natural user interfaces, and voice interfaces. ### llm skills * Implementing UIs using modern paradigms like event-driven and direct-manipulation interfaces. * Capturing and interpreting diverse user inputs including touch, speech, gestures, and context. * Developing UIs across multiple platforms using specific APIs and frameworks. * Building a professional UI development portfolio. ### llm assumed background * Data structures, algorithms, and professional software design practices including object-oriented principles and performance optimization. * Object-oriented programming fundamentals, basic data structures, and recursion. ### llm search phrases * user interface development * UI paradigms * state-of-the-art UI tools * web mobile desktop interfaces * natural user interfaces * voice user interfaces * event-driven interfaces * direct-manipulation interfaces * user input processing * UI portfolio ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 614bba92f26e3408873db3e991ca629b26ac57e31b6fae7458856d8f0f39ffa3 #### course id COMPSCI 571 #### current instructors ```json [ { "instructor_uid": "instructor_66359daabf07f9f841e2a2f8", "message": "No course-specific reviews available", "name": "Cole Nelson", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.34 GPA, 61.7% A/AB (n=334 letter grades); Fall 2025: 3.42 GPA, 72.5% A/AB (n=280 letter grades); Spring 2026: 3.35 GPA, 69.6% A/AB (n=257 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_4a3efeb6040291db24ba4ab2", "message": null, "name": "Yuhang Zhao", "review_status": "supported", "rmp_instructor_id": "rmp:2754330", "summary": [ { "citations": [ { "instructor_name": "Yuhang Zhao", "review_date": "2021-12-19 10:05:52 +0000 UTC", "review_id": "7fead21943e1735e88218d4b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2754330", "source_review_id": "UmF0aW5nLTM1NTk2MjM2", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "type": "review" } ], "text": "Yuhang Zhao is described as passionate and supportive, prioritizing student success with generous extensions and extra credit. While the workload is high, reviewers find the assignments useful and interesting, suggesting the effort is worthwhile despite the difficulty." }, { "citations": [ { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ], "text": "Recent recorded grades — Spring 2022: 3.51 GPA, 77.5% A/AB (n=102 letter grades); Fall 2023: 3.69 GPA, 82.7% A/AB (n=342 letter grades); Fall 2024: 3.35 GPA, 66.7% A/AB (n=333 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload The workload is high, but assignments are useful and interesting, with extensions and extra credit available to lighten the burden. ```json { "citations": [ { "instructor_name": "Yuhang Zhao", "review_date": "2021-12-19 10:05:52 +0000 UTC", "review_id": "7fead21943e1735e88218d4b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2754330", "source_review_id": "UmF0aW5nLTM1NTk2MjM2", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Yuhang Zhao is a passionate instructor who prioritizes student success, offering extensions and extra credit to manage a high but useful workload. ```json { "citations": [ { "instructor_name": "Yuhang Zhao", "review_date": "2021-12-19 10:05:52 +0000 UTC", "review_id": "7fead21943e1735e88218d4b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2754330", "source_review_id": "UmF0aW5nLTM1NTk2MjM2", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.34 GPA, 61.7% A/AB (n=334 letter grades); Fall 2025: 3.42 GPA, 72.5% A/AB (n=280 letter grades); Spring 2026: 3.35 GPA, 69.6% A/AB (n=257 letter grades). ```json { "citations": [ { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students find the course rewarding, noting that the instructor's support and the value of the work make the experience positive. ```json { "citations": [ { "instructor_name": "Yuhang Zhao", "review_date": "2021-12-19 10:05:52 +0000 UTC", "review_id": "7fead21943e1735e88218d4b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2754330", "source_review_id": "UmF0aW5nLTM1NTk2MjM2", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history COLE NELSON is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` YUHANG ZHAO is recorded teaching in Fall 2021, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 571", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "source_record": { "entity_id": "4f015d27-ae09-35bb-833d-4d609e155e00", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "COMP SCI 400or graduate/professional standing", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 400, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 400", "id": "n1", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_66359daabf07f9f841e2a2f8", "source": "enrollment", "source_instructor_id": "ctnelson2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Cole Nelson", "email": "CTNELSON2@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/COLE_NELSON" }, { "instructor_uid": "instructor_4a3efeb6040291db24ba4ab2", "source": "enrollment", "source_instructor_id": "yzhao469", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yuhang Zhao", "email": "YUHANG.ZHAO@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:2754330", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:21.102360+00:00", "courses": { "course_8db0bb2cfe30dfb4e729578a": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YUHANG_ZHAO" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:026032", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1272", "source_course_id": "026032", "source_subject_id": "266", "title": "Building User Interfaces", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27348", "term_id": "1272", "source_section_id": "27348", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 115, "enrolled": 105, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27539", "term_id": "1272", "source_section_id": "27539", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 115, "enrolled": 96, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_076937a7afc95fed688b7972", "source": "madgrades", "source_instructor_id": "6248867", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUJITHA PERUMAL", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.473, "graded": 691, "counts": [ 348, 134, 127, 38, 24, 15, 5 ], "sections": 5 }, "instructor_url": "/instructors/SUJITHA_PERUMAL" }, { "instructor_uid": "instructor_22ed961ecca7e6e566a2535a", "source": "madgrades", "source_instructor_id": "5546036", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MUHAMMAD SALMAN MUNAF", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.495, "graded": 769, "counts": [ 368, 195, 129, 35, 24, 11, 7 ], "sections": 5 }, "instructor_url": "/instructors/MUHAMMAD_SALMAN_MUNAF" }, { "instructor_uid": "instructor_be6c45e112a9bef6c576b820", "source": "madgrades", "source_instructor_id": "6362396", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRANDON CEGELSKI", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.446, "graded": 221, "counts": [ 107, 49, 26, 18, 18, 3, 0 ], "sections": 3 }, "instructor_url": "/instructors/BRANDON_CEGELSKI--instructor_be6c45e112a9bef6c576b820" }, { "instructor_uid": "instructor_fb3b93ea7429fd4442a102ee", "source": "madgrades", "source_instructor_id": "5335451", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YUHANG ZHAO", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:2754330", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:21.102360+00:00", "courses": { "course_8db0bb2cfe30dfb4e729578a": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.556, "graded": 1076, "counts": [ 535, 296, 151, 49, 31, 13, 1 ], "sections": 40 }, "instructor_url": "/instructors/YUHANG_ZHAO--instructor_fb3b93ea7429fd4442a102ee" }, { "instructor_uid": "instructor_d622287a5d61055824e56bf0", "source": "madgrades", "source_instructor_id": "6374510", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RU WANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.682, "graded": 363, "counts": [ 226, 77, 38, 12, 9, 1, 0 ], "sections": 3 }, "instructor_url": "/instructors/RU_WANG" }, { "instructor_uid": "instructor_3de0ef4958551736222141f6", "source": "madgrades", "source_instructor_id": "4631798", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BILGE MUTLU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 13, "quality": 3.69, "difficulty": 3.46, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:2474914", "source_url": "https://www.ratemyprofessors.com/professor/2474914", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:46.928668+00:00", "courses": { "course_87400c0728797946c5cef14c": { "review_count": 13, "quality": 3.69, "difficulty": 3.46, "quality_count": 13, "difficulty_count": 13 } }, "bayesian_quality": 3.6716277476039973, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.636, "graded": 1467, "counts": [ 848, 361, 163, 44, 35, 10, 6 ], "sections": 178 }, "instructor_url": "/instructors/BILGE_MUTLU--instructor_3de0ef4958551736222141f6" }, { "instructor_uid": "instructor_4561aa717dd3770d5586704a", "source": "madgrades", "source_instructor_id": "5566474", "identity_basis": "source_id", "identity_status": "source_identified", "name": "COLE NELSON", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.452, "graded": 3579, "counts": [ 1389, 1163, 688, 177, 86, 51, 25 ], "sections": 32 }, "instructor_url": "/instructors/COLE_NELSON--instructor_4561aa717dd3770d5586704a" }, { "instructor_uid": "instructor_b34dc75ce0f6fda755db33c1", "source": "madgrades", "source_instructor_id": "5789969", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NITHIN WEERASINGHE", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.83, "graded": 442, "counts": [ 346, 55, 33, 5, 2, 1, 0 ], "sections": 3 }, "instructor_url": "/instructors/NITHIN_WEERASINGHE" }, { "instructor_uid": "instructor_363e5593ad3fe9bf0f89abc0", "source": "madgrades", "source_instructor_id": "6364923", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YISHEN SUN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.576, "graded": 171, "counts": [ 84, 42, 35, 7, 3, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/YISHEN_SUN" }, { "instructor_uid": "instructor_8598e24b3ee69b0d12bed6db", "source": "madgrades", "source_instructor_id": "5590304", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HONGTAO HAO", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.589, "graded": 1507, "counts": [ 782, 403, 215, 62, 32, 6, 7 ], "sections": 10 }, "instructor_url": "/instructors/HONGTAO_HAO" }, { "instructor_uid": "instructor_8ae899c980ea0e2a422766b9", "source": "madgrades", "source_instructor_id": "6374896", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AMY KOIKE", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.641, "graded": 1490, "counts": [ 860, 369, 163, 51, 34, 9, 4 ], "sections": 9 }, "instructor_url": "/instructors/AMY_KOIKE--instructor_8ae899c980ea0e2a422766b9" }, { "instructor_uid": "instructor_38be2a247c7c7dbba2940183", "source": "madgrades", "source_instructor_id": "6551679", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RUIJIA CHEN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.488, "graded": 533, "counts": [ 197, 182, 119, 22, 10, 2, 1 ], "sections": 3 }, "instructor_url": "/instructors/RUIJIA_CHEN" }, { "instructor_uid": "instructor_749951757ae9754aa453649d", "source": "madgrades", "source_instructor_id": "6302576", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZACH POTTER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.846, "graded": 1024, "counts": [ 844, 102, 52, 11, 10, 2, 3 ], "sections": 5 }, "instructor_url": "/instructors/ZACH_POTTER--instructor_749951757ae9754aa453649d" }, { "instructor_uid": "instructor_b5f4e2449dde73d6b787851f", "source": "madgrades", "source_instructor_id": "6553761", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LEO CUI", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.534, "graded": 556, "counts": [ 251, 161, 104, 23, 13, 2, 2 ], "sections": 5 }, "instructor_url": "/instructors/LEO_CUI--instructor_b5f4e2449dde73d6b787851f" }, { "instructor_uid": "instructor_2cc229843182743a97ee9173", "source": "madgrades", "source_instructor_id": "6555587", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUHAS KURUKURI", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.398, "graded": 474, "counts": [ 127, 196, 109, 25, 13, 1, 3 ], "sections": 3 }, "instructor_url": "/instructors/SUHAS_KURUKURI" }, { "instructor_uid": "instructor_034ff100e773963cee6ef089", "source": "madgrades", "source_instructor_id": "6558966", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HANXIU ZHU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.381, "graded": 459, "counts": [ 141, 158, 113, 30, 7, 7, 3 ], "sections": 3 }, "instructor_url": "/instructors/HANXIU_ZHU" }, { "instructor_uid": "instructor_0eef053fe34a28a3d4e0c63e", "source": "madgrades", "source_instructor_id": "6391806", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZHAOYANG LIU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.335, "graded": 557, "counts": [ 144, 223, 114, 48, 13, 13, 2 ], "sections": 4 }, "instructor_url": "/instructors/ZHAOYANG_LIU" }, { "instructor_uid": "instructor_f666c7cef8bd2248568df87c", "source": "madgrades", "source_instructor_id": "6069830", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KEXIN ZHANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.666, "graded": 440, "counts": [ 279, 91, 40, 17, 5, 6, 2 ], "sections": 2 }, "instructor_url": "/instructors/KEXIN_ZHANG--instructor_f666c7cef8bd2248568df87c" }, { "instructor_uid": "instructor_12720834f2410b448507352d", "source": "madgrades", "source_instructor_id": "4167530", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARK TERVO", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.519, "graded": 497, "counts": [ 226, 140, 85, 36, 3, 4, 3 ], "sections": 4 }, "instructor_url": "/instructors/MARK_TERVO" }, { "instructor_uid": "instructor_7bde01d4f4e35a263da8464a", "source": "madgrades", "source_instructor_id": "6294597", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YAXIN HU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.343, "graded": 334, "counts": [ 75, 131, 96, 24, 4, 2, 2 ], "sections": 2 }, "instructor_url": "/instructors/YAXIN_HU--instructor_7bde01d4f4e35a263da8464a" }, { "instructor_uid": "instructor_359cdccbfac61b5240fc8100", "source": "madgrades", "source_instructor_id": "5876323", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KASSIE POVINELLI", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.55, "graded": 552, "counts": [ 253, 177, 72, 34, 11, 5, 0 ], "sections": 6 }, "instructor_url": "/instructors/KASSIE_POVINELLI" }, { "instructor_uid": "instructor_493ba46dfb6e37ab7bacdfb6", "source": "madgrades", "source_instructor_id": "6553971", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DANIEL KILLOUGH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.406, "graded": 511, "counts": [ 227, 118, 96, 35, 19, 6, 10 ], "sections": 4 }, "instructor_url": "/instructors/DANIEL_KILLOUGH" }, { "instructor_uid": "instructor_1fda435d172bcce6702be588", "source": "madgrades", "source_instructor_id": "6358628", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HEIDI SPALITTA", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.729, "graded": 406, "counts": [ 281, 76, 27, 12, 5, 3, 2 ], "sections": 2 }, "instructor_url": "/instructors/HEIDI_SPALITTA" }, { "instructor_uid": "instructor_9c17ea09eaa43d5549fd21b6", "source": "madgrades", "source_instructor_id": "6803751", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATHRYN JENSEN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.369, "graded": 1198, "counts": [ 346, 435, 303, 58, 30, 16, 10 ], "sections": 11 }, "instructor_url": "/instructors/KATHRYN_JENSEN--instructor_9c17ea09eaa43d5549fd21b6" }, { "instructor_uid": "instructor_4a3efeb6040291db24ba4ab2", "source": "enrollment", "source_instructor_id": "yzhao469", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yuhang Zhao", "email": "YUHANG.ZHAO@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:2754330", "source_url": "https://www.ratemyprofessors.com/professor/2754330", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:21.102360+00:00", "courses": { "course_8db0bb2cfe30dfb4e729578a": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YUHANG_ZHAO" }, { "instructor_uid": "instructor_66359daabf07f9f841e2a2f8", "source": "enrollment", "source_instructor_id": "ctnelson2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Cole Nelson", "email": "CTNELSON2@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/COLE_NELSON" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "BRANDON CEGELSKI", "MUHAMMAD SALMAN MUNAF", "SUJITHA PERUMAL", "Yuhang Zhao" ], "a": 58, "ab": 19, "b": 19, "bc": 9, "c": 11, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 121, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "BRANDON CEGELSKI", "RU WANG", "Yuhang Zhao" ], "a": 49, "ab": 30, "b": 7, "bc": 9, "c": 7, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 104, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Bilge Mutlu", "Cole Nelson", "NITHIN WEERASINGHE" ], "a": 41, "ab": 5, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 47, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "AMY KOIKE", "Cole Nelson", "HONGTAO HAO", "Yingshun Sun" ], "a": 84, "ab": 42, "b": 35, "bc": 7, "c": 3, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 171, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "AMY KOIKE", "Cole Nelson", "HONGTAO HAO", "LEO CUI", "NITHIN WEERASINGHE", "RU WANG", "RUIJIA CHEN", "Yuhang Zhao", "ZACH POTTER" ], "a": 216, "ab": 67, "b": 44, "bc": 6, "c": 6, "d": 3, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 343, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "AMY KOIKE", "Bilge Mutlu", "Cole Nelson", "HONGTAO HAO", "LEO CUI", "SUHAS KURUKURI" ], "a": 106, "ab": 97, "b": 47, "bc": 14, "c": 11, "d": 0, "f": 3, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 278, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "AMY KOIKE", "Cole Nelson", "HANXIU ZHU", "HONGTAO HAO", "KEXIN ZHANG", "LEO CUI", "RUIJIA CHEN", "SUHAS KURUKURI", "Yuhang Zhao", "ZHAOYANG LIU" ], "a": 113, "ab": 157, "b": 75, "bc": 23, "c": 7, "d": 7, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 385, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Cole Nelson", "HONGTAO HAO", "MARK TERVO", "RUIJIA CHEN", "SUHAS KURUKURI", "YAXIN HU", "ZHAOYANG LIU" ], "a": 75, "ab": 131, "b": 96, "bc": 24, "c": 4, "d": 2, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 334, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "AMY KOIKE", "Cole Nelson", "DANIEL KILLOUGH", "HONGTAO HAO", "KASSIE POVINELLI", "ZHAOYANG LIU" ], "a": 93, "ab": 110, "b": 41, "bc": 21, "c": 12, "d": 2, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 280, "source_aliases": [ "COMPSCI 571" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 571", "course_uid": "course_8db0bb2cfe30dfb4e729578a", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "AMY KOIKE", "Cole Nelson", "HEIDI SPALITTA", "HONGTAO HAO", "KASSIE POVINELLI", "Kathryn Jensen", "ZHAOYANG LIU" ], "a": 75, "ab": 104, "b": 40, "bc": 20, "c": 10, "d": 7, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 257, "source_aliases": [ "COMPSCI 571" ] } ] ``` ### statistics #### gpa 3.468 #### graded 2313 #### counts * 910 * 762 * 405 * 133 * 71 * 24 * 8 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_8db0bb2cfe30dfb4e729578a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_8db0bb2cfe30dfb4e729578a-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_8db0bb2cfe30dfb4e729578a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_8db0bb2cfe30dfb4e729578a-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_8db0bb2cfe30dfb4e729578a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_8db0bb2cfe30dfb4e729578a-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_8db0bb2cfe30dfb4e729578a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_8db0bb2cfe30dfb4e729578a-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_8db0bb2cfe30dfb4e729578a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_8db0bb2cfe30dfb4e729578a-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.46757457846952 #### count 2313 #### university ##### size 4461 ##### gpa Percentile 18 ##### count Percentile 97 ##### median Count 127 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 13 | false | | 2.8–3.2 | 236 | false | | 3.2–3.6 | 1075 | true | | 3.6–4.0 | 3137 | false | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 103, "gpaPercentile": 30, "countPercentile": 87, "medianCount": 237, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 14, "current": false }, { "range": "3.2–3.6", "count": 28, "current": true }, { "range": "3.6–4.0", "count": 61, "current": false } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.3865546218487395 ##### count 119 ##### university ###### size 1157 ###### gpa Percentile 29 ###### count Percentile 73 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 51, "countPercentile": 58, "medianCount": 94.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 23, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.514705882352941 ##### count 102 ##### university ###### size 1171 ###### gpa Percentile 40 ###### count Percentile 71 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 45, "gpaPercentile": 57, "countPercentile": 52, "medianCount": 96, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 11, "current": false }, { "range": "3.2–3.6", "count": 17, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.925531914893617 ##### count 47 ##### university ###### size 1216 ###### gpa Percentile 86 ###### count Percentile 32 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 50, "gpaPercentile": 90, "countPercentile": 20, "medianCount": 82.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 19, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.5760233918128654 ##### count 171 ##### university ###### size 1188 ###### gpa Percentile 43 ###### count Percentile 85 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | true | | 3.6–4.0 | 650 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 71, "countPercentile": 64, "medianCount": 111, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 26, "current": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.685672514619883 ##### count 342 ##### university ###### size 1295 ###### gpa Percentile 53 ###### count Percentile 94 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 52, "gpaPercentile": 59, "countPercentile": 78, "medianCount": 99, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 20, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.45863309352518 ##### count 278 ##### university ###### size 1241 ###### gpa Percentile 30 ###### count Percentile 92 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | true | | 3.6–4.0 | 706 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 49, "countPercentile": 71, "medianCount": 116, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 11, "current": false }, { "range": "3.2–3.6", "count": 17, "current": true }, { "range": "3.6–4.0", "count": 18, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.4073107049608353 ##### count 383 ##### university ###### size 1333 ###### gpa Percentile 23 ###### count Percentile 94 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 54, "gpaPercentile": 38, "countPercentile": 79, "medianCount": 101, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 23, "current": true }, { "range": "3.6–4.0", "count": 22, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.342814371257485 ##### count 334 ##### university ###### size 1289 ###### gpa Percentile 20 ###### count Percentile 94 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 52, "gpaPercentile": 33, "countPercentile": 78, "medianCount": 105, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 24, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.4232142857142858 ##### count 280 ##### university ###### size 1320 ###### gpa Percentile 24 ###### count Percentile 91 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 53, "gpaPercentile": 35, "countPercentile": 75, "medianCount": 82, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 22, "current": true }, { "range": "3.6–4.0", "count": 21, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.350194552529183 ##### count 257 ##### university ###### size 1283 ###### gpa Percentile 19 ###### count Percentile 91 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | true | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 48, "gpaPercentile": 32, "countPercentile": 72, "medianCount": 105.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 7, "current": false }, { "range": "3.2–3.6", "count": 21, "current": true }, { "range": "3.6–4.0", "count": 19, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4461 ###### gpa 3.7000604158847126 ###### top Share 84.3655473985339 ###### count 127 ##### COMPSCI ###### size 103 ###### gpa 3.6086356056943707 ###### top Share 79.63966309389325 ###### count 237 #### terms ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### COMPSCI ###### size 46 ###### gpa 3.4266761668874532 ###### top Share 68.93117403010548 ###### count 94.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### COMPSCI ###### size 45 ###### gpa 3.4719336884851772 ###### top Share 70.89188483398956 ###### count 96 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### COMPSCI ###### size 50 ###### gpa 3.522872390836507 ###### top Share 74.11555010870671 ###### count 82.5 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### COMPSCI ###### size 46 ###### gpa 3.457340982461054 ###### top Share 70.00975704504911 ###### count 111 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### COMPSCI ###### size 52 ###### gpa 3.5206188715369935 ###### top Share 74.2043106737207 ###### count 99 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### COMPSCI ###### size 46 ###### gpa 3.477413782571094 ###### top Share 70.8725394264854 ###### count 116 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### COMPSCI ###### size 52 ###### gpa 3.482652727664103 ###### top Share 71.33786483648515 ###### count 105 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### COMPSCI ###### size 48 ###### gpa 3.5022746140005943 ###### top Share 73.13318776233326 ###### count 105.5 ## instructor Trends ```json [ { "uid": "instructor_4561aa717dd3770d5586704a", "name": "COLE NELSON", "count": 2092, "terms": [ { "term": "1232", "count": 47, "sections": 1, "gpa": 3.925531914893617 }, { "term": "1234", "count": 171, "sections": 1, "gpa": 3.5760233918128654 }, { "term": "1242", "count": 342, "sections": 2, "gpa": 3.685672514619883 }, { "term": "1244", "count": 278, "sections": 2, "gpa": 3.45863309352518 }, { "term": "1252", "count": 383, "sections": 3, "gpa": 3.4073107049608353 }, { "term": "1254", "count": 334, "sections": 2, "gpa": 3.342814371257485 }, { "term": "1262", "count": 280, "sections": 2, "gpa": 3.4232142857142858 }, { "term": "1264", "count": 257, "sections": 2, "gpa": 3.350194552529183 } ] }, { "uid": "instructor_8598e24b3ee69b0d12bed6db", "name": "HONGTAO HAO", "count": 1074, "terms": [ { "term": "1234", "count": 171, "sections": 1, "gpa": 3.5760233918128654 }, { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 }, { "term": "1244", "count": 141, "sections": 1, "gpa": 3.4574468085106385 }, { "term": "1252", "count": 50, "sections": 1, "gpa": 3.78 }, { "term": "1254", "count": 206, "sections": 1, "gpa": 3.3689320388349513 }, { "term": "1262", "count": 142, "sections": 1, "gpa": 3.4049295774647885 }, { "term": "1264", "count": 168, "sections": 1, "gpa": 3.419642857142857 } ] }, { "uid": "instructor_fb3b93ea7429fd4442a102ee", "name": "YUHANG ZHAO", "count": 896, "terms": [ { "term": "1222", "count": 119, "sections": 2, "gpa": 3.3865546218487395 }, { "term": "1224", "count": 102, "sections": 1, "gpa": 3.514705882352941 }, { "term": "1242", "count": 342, "sections": 2, "gpa": 3.685672514619883 }, { "term": "1252", "count": 333, "sections": 2, "gpa": 3.3513513513513513 } ] }, { "uid": "instructor_8ae899c980ea0e2a422766b9", "name": "AMY KOIKE", "count": 866, "terms": [ { "term": "1234", "count": 171, "sections": 1, "gpa": 3.5760233918128654 }, { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 }, { "term": "1244", "count": 137, "sections": 1, "gpa": 3.45985401459854 }, { "term": "1252", "count": 131, "sections": 1, "gpa": 3.377862595419847 }, { "term": "1262", "count": 142, "sections": 1, "gpa": 3.4049295774647885 }, { "term": "1264", "count": 89, "sections": 1, "gpa": 3.2191011235955056 } ] }, { "uid": "instructor_0eef053fe34a28a3d4e0c63e", "name": "ZHAOYANG LIU", "count": 557, "terms": [ { "term": "1252", "count": 202, "sections": 1, "gpa": 3.3341584158415842 }, { "term": "1254", "count": 128, "sections": 1, "gpa": 3.30078125 }, { "term": "1262", "count": 138, "sections": 1, "gpa": 3.4420289855072466 }, { "term": "1264", "count": 89, "sections": 1, "gpa": 3.2191011235955056 } ] }, { "uid": "instructor_38be2a247c7c7dbba2940183", "name": "RUIJIA CHEN", "count": 533, "terms": [ { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 }, { "term": "1252", "count": 131, "sections": 1, "gpa": 3.377862595419847 }, { "term": "1254", "count": 206, "sections": 1, "gpa": 3.3689320388349513 } ] }, { "uid": "instructor_2cc229843182743a97ee9173", "name": "SUHAS KURUKURI", "count": 474, "terms": [ { "term": "1244", "count": 137, "sections": 1, "gpa": 3.45985401459854 }, { "term": "1252", "count": 131, "sections": 1, "gpa": 3.377862595419847 }, { "term": "1254", "count": 206, "sections": 1, "gpa": 3.3689320388349513 } ] }, { "uid": "instructor_b5f4e2449dde73d6b787851f", "name": "LEO CUI", "count": 468, "terms": [ { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 }, { "term": "1244", "count": 141, "sections": 1, "gpa": 3.4574468085106385 }, { "term": "1252", "count": 131, "sections": 1, "gpa": 3.377862595419847 } ] }, { "uid": "instructor_7bde01d4f4e35a263da8464a", "name": "YAXIN HU", "count": 334, "terms": [ { "term": "1254", "count": 334, "sections": 2, "gpa": 3.342814371257485 } ] }, { "uid": "instructor_3de0ef4958551736222141f6", "name": "BILGE MUTLU", "count": 325, "terms": [ { "term": "1232", "count": 47, "sections": 1, "gpa": 3.925531914893617 }, { "term": "1244", "count": 278, "sections": 2, "gpa": 3.45863309352518 } ] }, { "uid": "instructor_d622287a5d61055824e56bf0", "name": "RU WANG", "count": 298, "terms": [ { "term": "1224", "count": 102, "sections": 1, "gpa": 3.514705882352941 }, { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 } ] }, { "uid": "instructor_9c17ea09eaa43d5549fd21b6", "name": "KATHRYN JENSEN", "count": 257, "terms": [ { "term": "1264", "count": 257, "sections": 2, "gpa": 3.350194552529183 } ] }, { "uid": "instructor_b34dc75ce0f6fda755db33c1", "name": "NITHIN WEERASINGHE", "count": 243, "terms": [ { "term": "1232", "count": 47, "sections": 1, "gpa": 3.925531914893617 }, { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 } ] }, { "uid": "instructor_359cdccbfac61b5240fc8100", "name": "KASSIE POVINELLI", "count": 227, "terms": [ { "term": "1262", "count": 138, "sections": 1, "gpa": 3.4420289855072466 }, { "term": "1264", "count": 89, "sections": 1, "gpa": 3.2191011235955056 } ] }, { "uid": "instructor_be6c45e112a9bef6c576b820", "name": "BRANDON CEGELSKI", "count": 221, "terms": [ { "term": "1222", "count": 119, "sections": 2, "gpa": 3.3865546218487395 }, { "term": "1224", "count": 102, "sections": 1, "gpa": 3.514705882352941 } ] }, { "uid": "instructor_034ff100e773963cee6ef089", "name": "HANXIU ZHU", "count": 202, "terms": [ { "term": "1252", "count": 202, "sections": 1, "gpa": 3.3341584158415842 } ] }, { "uid": "instructor_f666c7cef8bd2248568df87c", "name": "KEXIN ZHANG", "count": 202, "terms": [ { "term": "1252", "count": 202, "sections": 1, "gpa": 3.3341584158415842 } ] }, { "uid": "instructor_749951757ae9754aa453649d", "name": "ZACH POTTER", "count": 196, "terms": [ { "term": "1242", "count": 196, "sections": 1, "gpa": 3.686224489795918 } ] }, { "uid": "instructor_363e5593ad3fe9bf0f89abc0", "name": "YISHEN SUN", "count": 171, "terms": [ { "term": "1234", "count": 171, "sections": 1, "gpa": 3.5760233918128654 } ] }, { "uid": "instructor_1fda435d172bcce6702be588", "name": "HEIDI SPALITTA", "count": 168, "terms": [ { "term": "1264", "count": 168, "sections": 1, "gpa": 3.419642857142857 } ] }, { "uid": "instructor_493ba46dfb6e37ab7bacdfb6", "name": "DANIEL KILLOUGH", "count": 142, "terms": [ { "term": "1262", "count": 142, "sections": 1, "gpa": 3.4049295774647885 } ] }, { "uid": "instructor_12720834f2410b448507352d", "name": "MARK TERVO", "count": 128, "terms": [ { "term": "1254", "count": 128, "sections": 1, "gpa": 3.30078125 } ] }, { "uid": "instructor_076937a7afc95fed688b7972", "name": "SUJITHA PERUMAL", "count": 119, "terms": [ { "term": "1222", "count": 119, "sections": 2, "gpa": 3.3865546218487395 } ] }, { "uid": "instructor_22ed961ecca7e6e566a2535a", "name": "MUHAMMAD SALMAN MUNAF", "count": 119, "terms": [ { "term": "1222", "count": 119, "sections": 2, "gpa": 3.3865546218487395 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.5414381165440427 ### grades | grade | percentage | | ----- | ------------------- | | A | 48.151475122370066 | | AB | 28.73753572896664 | | B | 13.735056297911827 | | BC | 4.915754310235062 | | C | 3.1701810991254775 | | D | 1.1216192459666683 | | F | 0.16837819542424953 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 1171 ### same Season true ### historical Range * 3.38655462184874 * 3.925531914893617 ### backtest #### terms 3 #### gpa Error 0.16001253311838445 #### mix Error 21.729328725591756