# COMPSCI 639: Undergraduate Elective Topics in Computing | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_639) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 bef86fc67adfc6a3470ed2d679f014f7211cfb34351d3609f64d5cb23441bc78 ### course id COMPSCI 639 ### course uid course\_87400c0728797946c5cef14c ### catalog version id 360f70c8baa679d585b72fcd5600361ec504b327cf06367ae88c9f3157103eae ### course number 639 ### subjects * COMPSCI ### title UNDERGRADUATE ELECTIVE TOPICS IN COMPUTING ### description Selected topics in computing. Each offering of the course will cover a topic selected by the instructor. Offerings of this course will provide sufficient depth into their subject to count as electives to meet CS Major requirements. ### requirements text None ### credits min 3 ### credits max 4 ### credit offering ids * 1272:266:024923 * 1272:266:024923.29 * 1272:266:024923.36 * 1272:266:024923.37 * 1272:266:024923.38 * 1272:266:024923.4 ### llm job id enrich-e3ac7cc2ea73162e430eda3e ### llm output id 76d8b09f5bb888d5d3e082db6d4f12e8fdb56e5afdde6146cbb077dbdc4c297e ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary COMPSCI 639 is an undergraduate elective covering selected topics in computing, with specific content determined by the instructor for each offering. ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * COMPSCI 639 topics * undergraduate computing elective * selected topics in computing ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 587346ba4a7d342fb6a559b1f95d9bb0b704a08975625f40b0288359f5663506 #### course id COMPSCI 639 #### current instructors ```json [ { "instructor_uid": "instructor_23e0a95dd7e065452a30a74c", "message": "No course-specific reviews available", "name": "Kaiser Pister", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2871234", "summary": [] }, { "instructor_uid": "instructor_402c5e1526ed25ff5ab4777d", "message": "No course-specific reviews available", "name": "Louis Oliphant", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2965334", "summary": [] }, { "instructor_uid": "instructor_570635b99c1c1cbcfe9e05e1", "message": null, "name": "Swamit Tannu", "review_status": "supported", "rmp_instructor_id": "rmp:2833415", "summary": [ { "citations": [ { "instructor_name": "Swamit Tannu", "review_date": "2025-02-07 18:06:03 +0000 UTC", "review_id": "d7659d5a5bc7c6ca7b3b0c13", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjUwNjA3", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-02-11 00:31:10 +0000 UTC", "review_id": "a28df9d023cd06f3cc4c04a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjU4ODg1", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-03-31 15:45:24 +0000 UTC", "review_id": "fab2a48fad3ceb75e3fa5e1f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwODQzNTE4", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2026-08-20 23:19:43 +0000 UTC", "review_id": "d71701197f7daf9743438599", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQzMzc5MTQx", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" } ], "text": "Swamit Tannu effectively explains quantum computing basics and industry context, with reviewers noting his helpfulness and accessibility during office hours. He supports students in understanding high-level research concepts. While some find the course difficult, others rate it as manageable, though all praise the engaging material." }, { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.71 GPA, 88.1% A/AB (n=42 letter grades); Spring 2026: 3.69 GPA, 85.7% A/AB (n=49 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_d9079dac81457262c1aa9c4e", "message": "No course-specific reviews available", "name": "Tengyang Xie", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3065440", "summary": [] } ] ``` #### difficulty workload Reviewers describe the homework as interesting and hands-on, while one reviewer characterizes the overall class difficulty as hard. ```json { "citations": [ { "instructor_name": "Swamit Tannu", "review_date": "2025-02-11 00:31:10 +0000 UTC", "review_id": "a28df9d023cd06f3cc4c04a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjU4ODg1", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-03-31 15:45:24 +0000 UTC", "review_id": "fab2a48fad3ceb75e3fa5e1f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwODQzNTE4", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Bilge Mutlu highlight rewarding projects and student care, though early course structure was criticized. Josiah Hanna is praised for clear lectures, approachable teaching, and well-organized content. These past experiences suggest a positive trajectory for the course under different instructors. ```json { "citations": [ { "instructor_name": "Bilge Mutlu", "review_date": "2019-12-20 23:22:24 +0000 UTC", "review_id": "f956c868cafbf8407553bbc6", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2474914", "source_review_id": "UmF0aW5nLTMyNzMzNjYz", "source_url": "https://www.ratemyprofessors.com/professor/2474914", "type": "review" }, { "instructor_name": "Bilge Mutlu", "review_date": "2020-11-15 21:14:54 +0000 UTC", "review_id": "4ff6921fabe91f51bb4278d1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2474914", "source_review_id": "UmF0aW5nLTMzODIwMTg1", "source_url": "https://www.ratemyprofessors.com/professor/2474914", "type": "review" }, { "instructor_name": "Bilge Mutlu", "review_date": "2021-11-19 01:27:29 +0000 UTC", "review_id": "25121df3199f473ada863592", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2474914", "source_review_id": "UmF0aW5nLTM1MjcxNDg3", "source_url": "https://www.ratemyprofessors.com/professor/2474914", "type": "review" }, { "instructor_name": "Josiah Hanna", "review_date": "2025-01-30 01:55:24 +0000 UTC", "review_id": "1efafbedc29765beef21076a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2761425", "source_review_id": "UmF0aW5nLTQwNjIwMTgw", "source_url": "https://www.ratemyprofessors.com/professor/2761425", "type": "review" }, { "instructor_name": "Josiah Hanna", "review_date": "2025-05-06 17:30:46 +0000 UTC", "review_id": "f2a5526bab7fbc81d123708e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2761425", "source_review_id": "UmF0aW5nLTQxMTc4OTY5", "source_url": "https://www.ratemyprofessors.com/professor/2761425", "type": "review" }, { "instructor_name": "Josiah Hanna", "review_date": "2026-05-04 23:49:41 +0000 UTC", "review_id": "7bf874a29d7e73f21c278f56", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2761425", "source_review_id": "UmF0aW5nLTQzMDI0Nzk4", "source_url": "https://www.ratemyprofessors.com/professor/2761425", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Swamit Tannu teaches a new course on quantum computing basics that reviewers find interesting and helpful, though one notes the class is hard. ```json { "citations": [ { "instructor_name": "Swamit Tannu", "review_date": "2025-02-07 18:06:03 +0000 UTC", "review_id": "d7659d5a5bc7c6ca7b3b0c13", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjUwNjA3", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-02-11 00:31:10 +0000 UTC", "review_id": "a28df9d023cd06f3cc4c04a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjU4ODg1", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-03-31 15:45:24 +0000 UTC", "review_id": "fab2a48fad3ceb75e3fa5e1f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwODQzNTE4", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2026-08-20 23:19:43 +0000 UTC", "review_id": "d71701197f7daf9743438599", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQzMzc5MTQx", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.57 GPA, 77.3% A/AB (n=348 letter grades); Fall 2025: 3.62 GPA, 85.0% A/AB (n=80 letter grades); Spring 2026: 3.70 GPA, 84.1% A/AB (n=546 letter grades). ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students appreciate Tannu's accessibility during office hours and his ability to explain high-level industry concepts and research contexts. ```json { "citations": [ { "instructor_name": "Swamit Tannu", "review_date": "2025-02-07 18:06:03 +0000 UTC", "review_id": "d7659d5a5bc7c6ca7b3b0c13", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjUwNjA3", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" }, { "instructor_name": "Swamit Tannu", "review_date": "2025-02-11 00:31:10 +0000 UTC", "review_id": "a28df9d023cd06f3cc4c04a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2833415", "source_review_id": "UmF0aW5nLTQwNjU4ODg1", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BARTON MILLER is recorded teaching in Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` BILGE MUTLU is recorded teaching in Spring 2018, Fall 2018, Spring 2019, Fall 2019, Fall 2020, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` EFTYCHIOS SIFAKIS is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 7, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" } ] } ``` JOSIAH HANNA is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` SWAMIT TANNU is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` YONG JAE LEE is recorded teaching in Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "COMPSCI 639", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "source_record": { "entity_id": "90d9a30d-6330-33f8-9aee-fe82055a4653", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_23e0a95dd7e065452a30a74c", "source": "enrollment", "source_instructor_id": "kpister", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kaiser Pister", "email": "KAISER@CS.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": 15, "quality": 3, "difficulty": 4.2, "quality_count": 15, "difficulty_count": 15, "profile_id": "rmp:2871234", "source_url": "https://www.ratemyprofessors.com/professor/2871234", "match_basis": "exact_name", "observed_at": "2026-09-07 16:27:47.397650+00:00", "courses": { "course_72304a5f1ade48d79a193831": { "review_count": 15, "quality": 3, "difficulty": 4.2, "quality_count": 15, "difficulty_count": 15 } }, "bayesian_quality": 3.376963304883769, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/KAISER_PISTER" }, { "instructor_uid": "instructor_402c5e1526ed25ff5ab4777d", "source": "enrollment", "source_instructor_id": "ltoliphant", "identity_basis": "netid", "identity_status": "source_identified", "name": "Louis Oliphant", "email": "LTOLIPHANT@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": 42, "quality": 3.83, "difficulty": 3.52, "quality_count": 42, "difficulty_count": 42, "profile_id": "rmp:2965334", "source_url": "https://www.ratemyprofessors.com/professor/2965334", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:44.180256+00:00", "courses": { "course_834bc468ca49d8090d0f211f": { "review_count": 20, "quality": 4.1, "difficulty": 3, "quality_count": 20, "difficulty_count": 20 }, "course_79e5479d9eb1286e8642b399": { "review_count": 22, "quality": 3.59, "difficulty": 4, "quality_count": 22, "difficulty_count": 22 } }, "bayesian_quality": 3.7750599301763215, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/LOUIS_OLIPHANT" }, { "instructor_uid": "instructor_570635b99c1c1cbcfe9e05e1", "source": "enrollment", "source_instructor_id": "stannu", "identity_basis": "netid", "identity_status": "source_identified", "name": "Swamit Tannu", "email": "SWAMIT@CS.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": 18, "quality": 2.33, "difficulty": 3.78, "quality_count": 18, "difficulty_count": 18, "profile_id": "rmp:2833415", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:04.812539+00:00", "courses": { "course_87400c0728797946c5cef14c": { "review_count": 4, "quality": 4.75, "difficulty": 3.25, "quality_count": 4, "difficulty_count": 4 }, "course_45a9d9a05cba4d5b592ac7a3": { "review_count": 14, "quality": 1.64, "difficulty": 3.93, "quality_count": 14, "difficulty_count": 14 } }, "bayesian_quality": 3.0298346229192608, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/SWAMIT_TANNU" }, { "instructor_uid": "instructor_d9079dac81457262c1aa9c4e", "source": "enrollment", "source_instructor_id": "txie34", "identity_basis": "netid", "identity_status": "source_identified", "name": "Tengyang Xie", "email": "TX@CS.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": 2, "quality": 1.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:3065440", "source_url": "https://www.ratemyprofessors.com/professor/3065440", "match_basis": "exact_name", "observed_at": "2026-09-07 16:02:30.945490+00:00", "courses": {}, "bayesian_quality": 3.4633507123150866, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/TENGYANG_XIE" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923", "source_subject_id": "266", "title": "Undergraduate Elective Topics in Computing", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923.29", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923.29", "source_subject_id": "266", "title": "Sys Arch for Quantum Computers", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923.36", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923.36", "source_subject_id": "266", "title": "Intelligent Robots", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923.37", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923.37", "source_subject_id": "266", "title": "AI-Assisted Software Dev", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923.38", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923.38", "source_subject_id": "266", "title": "Intro Reinforcement Learning", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:024923.4", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1272", "source_course_id": "024923.4", "source_subject_id": "266", "title": "Data Mgmt for Data Science", "credits_min": 3, "credits_max": 4, "typically_offered": "Occasionally" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:35608", "term_id": "1272", "source_section_id": "35608", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 132, "enrolled": 83, "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:1272:35610", "term_id": "1272", "source_section_id": "35610", "identity_basis": "class_number", "section_number": "003", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 150, "enrolled": 139, "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:1272:35611", "term_id": "1272", "source_section_id": "35611", "identity_basis": "class_number", "section_number": "004", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 50, "enrolled": 40, "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:1272:36541", "term_id": "1272", "source_section_id": "36541", "identity_basis": "class_number", "section_number": "006", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 75, "enrolled": 68, "waitlisted": 10, "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_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": 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15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 18, "quality": 2.33, "difficulty": 3.78, "quality_count": 18, "difficulty_count": 18, "profile_id": "rmp:2833415", "source_url": "https://www.ratemyprofessors.com/professor/2833415", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:04.812539+00:00", "courses": { "course_87400c0728797946c5cef14c": { "review_count": 4, "quality": 4.75, "difficulty": 3.25, "quality_count": 4, "difficulty_count": 4 }, "course_45a9d9a05cba4d5b592ac7a3": { "review_count": 14, "quality": 1.64, "difficulty": 3.93, "quality_count": 14, "difficulty_count": 14 } }, "bayesian_quality": 3.0298346229192608, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/SWAMIT_TANNU" }, { "instructor_uid": "instructor_d9079dac81457262c1aa9c4e", "source": "enrollment", "source_instructor_id": "txie34", "identity_basis": "netid", "identity_status": "source_identified", "name": "Tengyang Xie", "email": "TX@CS.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": 2, "quality": 1.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:3065440", "source_url": "https://www.ratemyprofessors.com/professor/3065440", "match_basis": "exact_name", "observed_at": "2026-09-07 16:02:30.945490+00:00", "courses": {}, "bayesian_quality": 3.4633507123150866, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/TENGYANG_XIE" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Bilge Mutlu" ], "a": 13, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 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"total": 227, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "HONGTAO HAO", "Mohit Gupta", "RUOBIN WANG", "SHANTANU GUPTA", "VARUN SUNDAR", "Yea-Seul Kim" ], "a": 61, "ab": 16, "b": 8, "bc": 4, "c": 9, "d": 2, "f": 1, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 103, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "CHEUK YIN LIN", "Eftychios Sifakis", "Jelena Diakonikolas", "XUFENG CAI" ], "a": 29, "ab": 13, "b": 9, "bc": 0, "c": 2, "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": 53, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Amber Field", "Mohit Gupta", "SHANTANU GUPTA" ], "a": 131, "ab": 25, "b": 10, "bc": 6, "c": 2, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 175, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "CHEUK YIN LIN", "Eftychios Sifakis", "Ilias Diakonikolas", "Jelena Diakonikolas", "KAI MAST", "KALPIT MUNOT", "MINGHAO YAN", "MU CAI", "Remzi Arpaci-Dusseau", "SAMBHAV SATIJA", "SUYAN QU", "Tyler Caraza-Harter", "UTKARSH OJHA", "Yong Jae Lee", "ZIHAO ZHU" ], "a": 195, "ab": 80, "b": 63, "bc": 28, "c": 13, "d": 5, "f": 4, "satisfactory": 4, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 394, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Amber Field", "NAMAN GUPTA" ], "a": 70, "ab": 19, "b": 3, "bc": 2, "c": 1, "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": 95, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "ABTIN AFSHAR SHANDI", "Amber Field", "Eftychios Sifakis", "JOON SUK HUH", "Jelena Diakonikolas", "Kirthevasan Kandasamy", "NAMAN GUPTA", "Rishab Goyal", "SANGEETHA GRAMA SRINIVASAN", "Suman Banerjee", "XUFENG CAI", "Yong Jae Lee", "ZEYI HUANG", "ZHUORAN YU" ], "a": 185, "ab": 63, "b": 18, "bc": 6, "c": 5, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 280, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "ARYAN GARG", "Ilias Diakonikolas", "Meena Syamkumar", "RUIDA WANG", "SACHI SANGHAVI", "XIAOJIN ZHU" ], "a": 94, "ab": 32, "b": 23, "bc": 3, "c": 6, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 2, "other": 0, "total": 162, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "AVI TROST", "Eric Bach", "HARRIS ZHANG", "JADEN PARK", "JIN PAN", "Josiah Hanna", "LISHENG REN", "Meena Syamkumar", "RUIDA WANG", "Swamit Tannu", "YUNA HWANG", "Yong Jae Lee" ], "a": 185, "ab": 84, "b": 53, "bc": 15, "c": 6, "d": 1, "f": 4, "satisfactory": 6, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 354, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Ilias Diakonikolas", "MICHAEL HAGENOW", "XIAOJIN ZHU" ], "a": 44, "ab": 24, "b": 7, "bc": 1, "c": 3, "d": 0, "f": 1, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 82, "source_aliases": [ "COMPSCI 639" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 639", "course_uid": "course_87400c0728797946c5cef14c", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "AKSHAT SINGHAL", "BERYL JIANG", "Bilge Mutlu", "DUKE NGUYEN", "DYAH ADILA", "Fred Sala", "HAOYUE BAI", "ISHITA KAKKAR", "Josiah Hanna", "Junjie Hu", "Kirthevasan Kandasamy", "MAITHIL MEHTA", "MINGUK CHOI", "Meena Syamkumar", "SAMUEL GUO", "SONIA CROMP", "Swamit Tannu", "WILLIAM MAO", "XINNING HE", "YICHEN WANG" ], "a": 369, "ab": 90, "b": 56, "bc": 12, "c": 15, "d": 1, "f": 3, "satisfactory": 10, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 557, "source_aliases": [ "COMPSCI 639" ] } ] ``` ### statistics #### gpa 3.585 #### graded 2982 #### counts * 1716 * 613 * 375 * 130 * 103 * 26 * 19 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_87400c0728797946c5cef14c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_87400c0728797946c5cef14c-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_87400c0728797946c5cef14c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_87400c0728797946c5cef14c-0.json) * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_87400c0728797946c5cef14c-1.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_87400c0728797946c5cef14c-1.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_87400c0728797946c5cef14c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_87400c0728797946c5cef14c-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_87400c0728797946c5cef14c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_87400c0728797946c5cef14c-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_87400c0728797946c5cef14c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_87400c0728797946c5cef14c-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.585345405767941 #### count 2982 #### university ##### size 5037 ##### gpa Percentile 28 ##### count Percentile 97 ##### median Count 153 ##### 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 | 8 | false | | 2.8–3.2 | 259 | false | | 3.2–3.6 | 1232 | true | | 3.6–4.0 | 3538 | false | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 107, "gpaPercentile": 42, "countPercentile": 89, "medianCount": 356, "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": 33, "current": true }, { "range": "3.6–4.0", "count": 60, "current": false } ] } } ] ``` ### terms #### 1184 ##### term 1184 ##### gpa 4 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1192 ##### term 1192 ##### gpa 3.96 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1194 ##### term 1194 ##### gpa 3.377586206896552 ##### count 290 ##### university ###### size 1040 ###### gpa Percentile 37 ###### 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 | 1 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | true | | 3.6–4.0 | 454 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 38, "gpaPercentile": 68, "countPercentile": 81, "medianCount": 92, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 11, "current": true }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.1633663366336635 ##### count 101 ##### university ###### size 1102 ###### gpa Percentile 19 ###### count Percentile 68 ###### median Count 68 ###### 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 | 14 | false | | 2.8–3.2 | 218 | true | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 41, "gpaPercentile": 30, "countPercentile": 53, "medianCount": 91, "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": 1, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 13, "current": true }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.5787037037037037 ##### count 108 ##### university ###### size 1012 ###### gpa Percentile 30 ###### count Percentile 73 ###### median Count 65.5 ###### 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 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | true | | 3.6–4.0 | 685 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 42, "gpaPercentile": 39, "countPercentile": 56, "medianCount": 90.5, "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": 1, "current": false }, { "range": "3.2–3.6", "count": 19, "current": true }, { "range": "3.6–4.0", "count": 22, "current": false } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.4547511312217196 ##### count 221 ##### university ###### size 1111 ###### gpa Percentile 32 ###### count Percentile 89 ###### median Count 68 ###### 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 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | true | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 42, "gpaPercentile": 51, "countPercentile": 76, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 16, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.504950495049505 ##### count 101 ##### university ###### size 1157 ###### gpa Percentile 38 ###### count Percentile 69 ###### 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": 64, "countPercentile": 53, "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 3.6320754716981134 ##### count 53 ##### university ###### size 1171 ###### gpa Percentile 50 ###### count Percentile 40 ###### 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 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 45, "gpaPercentile": 66, "countPercentile": 20, "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": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.795977011494253 ##### count 174 ##### university ###### size 1216 ###### gpa Percentile 69 ###### count Percentile 84 ###### 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": 69, "countPercentile": 71, "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 3.479381443298969 ##### count 388 ##### university ###### size 1188 ###### gpa Percentile 34 ###### count Percentile 95 ###### 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": 56, "countPercentile": 82, "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 3.8157894736842106 ##### count 95 ##### university ###### size 1295 ###### gpa Percentile 69 ###### count Percentile 66 ###### 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": 75, "countPercentile": 47, "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 3.729390681003584 ##### count 279 ##### university ###### size 1241 ###### gpa Percentile 59 ###### count Percentile 93 ###### 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 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 69, "countPercentile": 73, "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": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.615625 ##### count 160 ##### university ###### size 1333 ###### gpa Percentile 43 ###### count Percentile 82 ###### 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 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 54, "gpaPercentile": 62, "countPercentile": 66, "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": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.5732758620689653 ##### count 348 ##### university ###### size 1289 ###### gpa Percentile 38 ###### 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": 59, "countPercentile": 80, "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 3.61875 ##### count 80 ##### university ###### size 1320 ###### gpa Percentile 41 ###### count Percentile 55 ###### 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 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 53, "gpaPercentile": 62, "countPercentile": 46, "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": false }, { "range": "3.6–4.0", "count": 21, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.6996336996337 ##### count 546 ##### university ###### size 1283 ###### gpa Percentile 51 ###### count Percentile 98 ###### 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 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 48, "gpaPercentile": 70, "countPercentile": 94, "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": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 5037 ###### gpa 3.7017037016619163 ###### top Share 84.44393022206597 ###### count 153 ##### COMPSCI ###### size 107 ###### gpa 3.605185351629869 ###### top Share 79.35821421566655 ###### count 356 #### terms ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### COMPSCI ###### size 31 ###### gpa 3.329310414227759 ###### top Share 61.243618316797935 ###### count 126 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### COMPSCI ###### size 38 ###### gpa 3.3453717241366854 ###### top Share 64.2917310505246 ###### count 95.5 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### COMPSCI ###### size 38 ###### gpa 3.3433846242383978 ###### top Share 63.409438479169644 ###### count 92 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### COMPSCI ###### size 41 ###### gpa 3.3598624373657553 ###### top Share 65.26544910639922 ###### count 91 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### COMPSCI ###### size 42 ###### gpa 3.6240893265324647 ###### top Share 79.98991493017058 ###### count 90.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### COMPSCI ###### size 42 ###### gpa 3.450396020252364 ###### top Share 69.90950224603134 ###### count 96 ##### 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_e3bd28389959ce3e3b7e1683", "name": "MEENAKSHI SYAMKUMAR", "count": 401, "terms": [ { "term": "1252", "count": 118, "sections": 1, "gpa": 3.610169491525424 }, { "term": "1254", "count": 160, "sections": 1, "gpa": 3.634375 }, { "term": "1264", "count": 123, "sections": 2, "gpa": 3.4796747967479673 } ] }, { "uid": "instructor_3de0ef4958551736222141f6", "name": "BILGE MUTLU", "count": 325, "terms": [ { "term": "1184", "count": 13, "sections": 1, "gpa": 4 }, { "term": "1192", "count": 25, "sections": 1, "gpa": 3.96 }, { "term": "1194", "count": 25, "sections": 1, "gpa": 3.7 }, { "term": "1202", "count": 101, "sections": 1, "gpa": 3.1633663366336635 }, { "term": "1212", "count": 122, "sections": 1, "gpa": 3.4057377049180326 }, { "term": "1264", "count": 39, "sections": 1, "gpa": 3.628205128205128 } ] }, { "uid": "instructor_cd664e134110ecb7b84890af", "name": "YONG JAE LEE", "count": 315, "terms": [ { "term": "1234", "count": 101, "sections": 1, "gpa": 3.6435643564356437 }, { "term": "1244", "count": 103, "sections": 1, "gpa": 3.529126213592233 }, { "term": "1254", "count": 111, "sections": 1, "gpa": 3.40990990990991 } ] }, { "uid": "instructor_70d9786ed03b4e1df1df81f4", "name": "RUIDA WANG", "count": 278, "terms": [ { "term": "1252", "count": 118, "sections": 1, "gpa": 3.610169491525424 }, { "term": "1254", "count": 160, "sections": 1, "gpa": 3.634375 } ] }, { "uid": "instructor_b4fa8039cd00bf30b968a923", "name": "AMBER FIELD", "count": 273, "terms": [ { "term": "1232", "count": 93, "sections": 1, "gpa": 3.8870967741935485 }, { "term": "1242", "count": 95, "sections": 1, "gpa": 3.8157894736842106 }, { "term": "1244", "count": 85, "sections": 1, "gpa": 3.9058823529411764 } ] }, { "uid": "instructor_0894962b16bbfccf1aa82ab6", "name": "YICHEN WANG", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_32dd21e60288a0412a0f1841", "name": "DYAH ADILA", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_4a7a8944d9a845301d89aa23", "name": "SONIA CROMP", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_4c7c3f756ff7ccfbdf989efe", "name": "SAMUEL GUO", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_af16104742d8097ec002fbe2", "name": "FRED SALA", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_e739045ed526ef84348566c9", "name": "AKSHAT SINGHAL", "count": 193, "terms": [ { "term": "1264", "count": 193, "sections": 1, "gpa": 3.878238341968912 } ] }, { "uid": "instructor_fb28be19ca59149fc4de281a", "name": "MOHIT GUPTA", "count": 181, "terms": [ { "term": "1212", "count": 48, "sections": 1, "gpa": 3.6354166666666665 }, { "term": "1222", "count": 52, "sections": 1, "gpa": 3.326923076923077 }, { "term": "1232", "count": 81, "sections": 1, "gpa": 3.691358024691358 } ] }, { "uid": "instructor_60624fcf87a10b30db54c9ed", "name": "NAMAN GUPTA", 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"sections": 1, "gpa": 3.857142857142857 } ] }, { "uid": "instructor_77c35913eccce7c0335cbb74", "name": "JOON SUK HUH", "count": 13, "terms": [ { "term": "1244", "count": 13, "sections": 1, "gpa": 3.769230769230769 } ] }, { "uid": "instructor_289a6fc71a1aa9853116184c", "name": "RISHAB GOYAL", "count": 8, "terms": [ { "term": "1244", "count": 8, "sections": 1, "gpa": 3.875 } ] }, { "uid": "instructor_6b2be89b0ecc80376fa09f8a", "name": "ABTIN AFSHAR SHANDI", "count": 8, "terms": [ { "term": "1244", "count": 8, "sections": 1, "gpa": 3.875 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.27 #### upper 4 #### coverage 80 #### terms 6 ### gpa 3.6686468395452247 ### grades | grade | percentage | | ----- | ------------------ | | A | 63.19706062452578 | | AB | 21.61025544692039 | | B | 8.465593111272813 | | BC | 2.2266372799422074 | | C | 3.469208397117968 | | D | 0.5387580642881042 | | F | 0.4924870759327242 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 610 ### same Season true ### historical Range * 3.5049504950495054 * 3.8157894736842106 ### backtest #### terms 6 #### gpa Error 0.16049099819093274 #### mix Error 14.29984472590029