# COMPSCI 691: Senior Thesis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_691) ## 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 cde81e16eac63eaf17c2ddae2ec4fedb49efb801581c2e7a88d4b609073b5242 ### course id COMPSCI 691 ### course uid course\_50967f838c63b51d5bd8d7bd ### catalog version id 4913435d11652fd77a9ea0644f51332290036b15f0bb85953689a8e5db50fad3 ### course number 691 ### subjects * COMPSCI ### title SENIOR THESIS ### description Individual study for seniors completing theses as arranged with a faculty member. ### requirements text Consent of instructor ### credits min 2 ### credits max 3 ### credit offering ids * 1272:266:004296 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id f40ab2b050c290c321f4b07a54a224197e200a24304559dc6e92d458dc766963 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary COMPSCI 691 is a senior thesis course involving individual study arranged with a faculty member. ### llm topics * Senior thesis research ### llm skills * Independent research and study * Thesis writing and completion ### llm assumed background * Senior standing ### llm search phrases * senior thesis computer science * individual study COMPSCI 691 * thesis research UW Madison ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash b4c93de61dcb174e3181212bb1c159d2f9f607e2267fdbc536707df0296887ef #### course id COMPSCI 691 #### current instructors ```json [ { "instructor_uid": "instructor_cf48df20f5efc59ed3890dac", "message": "No course-specific reviews available", "name": "Akarsh Prabhakara", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3076242", "summary": [] }, { "instructor_uid": "instructor_3b251949b48503ddc5a3bbda", "message": "No course-specific reviews available", "name": "Bilge Mutlu", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2474914", "summary": [] }, { "instructor_uid": "instructor_20565506a2807ecc6c2ccdd9", "message": "No course-specific reviews available", "name": "Dan Negrut", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:812301", "summary": [] }, { "instructor_uid": "instructor_bd69301d792fdd732df928c4", "message": "No course-specific reviews available", "name": "Dieter van Melkebeek", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_891e98e7cb82bcc0ff27c432", "message": "No course-specific reviews available", "name": "Jerry Zhu", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1785920", "summary": [] }, { "instructor_uid": "instructor_71a66f1ac41d35be9538e266", "message": "No course-specific reviews available", "name": "Mike Hagenow", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_7ff780bef0b07516e262423b", "message": "No course-specific reviews available", "name": "Remzi Arpaci-Dusseau", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:131676", "summary": [] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take None recorded. #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BILGE MUTLU is recorded teaching in Fall 2017, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 101, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 101, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 101, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ] } ``` DAN NEGRUT is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 131, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" } ] } ``` DIETER VAN MELKEBEEK is recorded teaching in Fall 2009, Fall 2011, Fall 2013. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 22, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1102", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 22, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 22, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" } ] } ``` REMZI ARPACI-DUSSEAU is recorded teaching in Fall 2019, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "COMPSCI 691", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "source_record": { "entity_id": "47031232-cf69-3ef5-87a3-6c2100e07ec1", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Consent of instructor", "course": null, "evidence": "Consent of instructor", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_cf48df20f5efc59ed3890dac", "source": "enrollment", "source_instructor_id": "aprabhakara", "identity_basis": "netid", "identity_status": "source_identified", "name": "Akarsh Prabhakara", "email": "AKARSH@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": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:3076242", "source_url": "https://www.ratemyprofessors.com/professor/3076242", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:22.049165+00:00", "courses": { "course_ab7d07685857737322064a42": { "review_count": 2, "quality": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/AKARSH_PRABHAKARA" }, { "instructor_uid": "instructor_3b251949b48503ddc5a3bbda", "source": "enrollment", "source_instructor_id": "bmutlu", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bilge Mutlu", "email": "BMUTLU@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": 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 }, "instructor_url": "/instructors/BILGE_MUTLU" }, { "instructor_uid": "instructor_20565506a2807ecc6c2ccdd9", "source": "enrollment", "source_instructor_id": "negrut", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dan Negrut", "email": "NEGRUT@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": 16, "quality": 4.69, "difficulty": 3, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:812301", "source_url": "https://www.ratemyprofessors.com/professor/812301", "match_basis": "exact_name", "observed_at": "2026-09-07 16:46:30.629179+00:00", "courses": { "course_63e805b33518ff3fd8dc0a39": { "review_count": 11, "quality": 4.82, "difficulty": 3.09, "quality_count": 11, "difficulty_count": 11 }, "course_16dd91dc41baac6af9c4c95b": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_691928789e696386436f0132": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_30b7af243793fc0540887d4f": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 4.117603213081442, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/DAN_NEGRUT" }, { "instructor_uid": "instructor_bd69301d792fdd732df928c4", "source": "enrollment", "source_instructor_id": "vanmelkebeek", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dieter van Melkebeek", "email": "DIETER@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", "instructor_url": "/instructors/DIETER_VAN_MELKEBEEK" }, { "instructor_uid": "instructor_891e98e7cb82bcc0ff27c432", "source": "enrollment", "source_instructor_id": "xzhu3", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jerry Zhu", "email": "JERRYZHU@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": 27, "quality": 3.07, "difficulty": 3.67, "quality_count": 27, "difficulty_count": 27, "profile_id": "rmp:1785920", "source_url": "https://www.ratemyprofessors.com/professor/1785920", "match_basis": "exact_name", "observed_at": "2026-09-07 16:28:42.485031+00:00", "courses": { "course_e0f984e8747ee9ccaba16d75": { "review_count": 21, "quality": 2.9, "difficulty": 3.71, "quality_count": 21, "difficulty_count": 21 }, "course_821f9bd2b5a7758dd5db1e18": { "review_count": 2, "quality": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 }, "course_a7ce5ee394c07ac642067916": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.3209301206581254, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JERRY_ZHU" }, { "instructor_uid": "instructor_71a66f1ac41d35be9538e266", "source": "enrollment", "source_instructor_id": "mhagenow", "identity_basis": "netid", "identity_status": "source_identified", "name": "Mike Hagenow", "email": "MHAGENOW@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/MIKE_HAGENOW" }, { "instructor_uid": "instructor_7ff780bef0b07516e262423b", "source": "enrollment", "source_instructor_id": "rharpaciduss", "identity_basis": "netid", "identity_status": "source_identified", "name": "Remzi Arpaci-Dusseau", "email": "REMZI@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": 83, "quality": 3.81, "difficulty": 3.46, "quality_count": 83, "difficulty_count": 83, "profile_id": "rmp:131676", "source_url": "https://www.ratemyprofessors.com/professor/131676", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:14.159311+00:00", "courses": { "course_79e5479d9eb1286e8642b399": { "review_count": 74, "quality": 3.72, "difficulty": 3.5, "quality_count": 74, "difficulty_count": 74 }, "course_451e04263559a1194fd692f0": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_8c24abbdb85b336a3caf8465": { "review_count": 3, "quality": 5, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 }, "course_55be225b2c3008c88a57c095": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7808127735041936, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/REMZI_ARPACI-DUSSEAU" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:004296", "course_id": "COMPSCI 691", "course_uid": "course_50967f838c63b51d5bd8d7bd", "term_id": "1272", "source_course_id": "004296", "source_subject_id": "266", "title": "Senior Thesis", "credits_min": 2, "credits_max": 3, "typically_offered": "Fall, Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:14233", "term_id": "1272", "source_section_id": "14233", "identity_basis": "class_number", "section_number": "022", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:18913", "term_id": "1272", "source_section_id": "18913", "identity_basis": "class_number", "section_number": "101", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:20011", "term_id": "1272", "source_section_id": "20011", "identity_basis": "class_number", "section_number": "131", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:20510", "term_id": "1272", "source_section_id": "20510", "identity_basis": "class_number", "section_number": "005", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:22041", "term_id": "1272", "source_section_id": "22041", "identity_basis": "class_number", "section_number": "003", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:38227", "term_id": "1272", "source_section_id": "38227", "identity_basis": "class_number", "section_number": "202", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "enrolled": 1, "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:1272:38294", "term_id": "1272", "source_section_id": "38294", "identity_basis": "class_number", "section_number": "191", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "enrolled": 1, "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_f99dab62b6b00df1894bc65d", "source": "madgrades", "source_instructor_id": "3382449", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DIETER VAN MELKEBEEK", "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": 3.196, "graded": 1673, "counts": [ 550, 338, 331, 249, 161, 27, 17 ], "sections": 127 }, "instructor_url": "/instructors/DIETER_VAN_MELKEBEEK--instructor_f99dab62b6b00df1894bc65d" }, { "instructor_uid": "instructor_a3b20a8c5daa1f1230c02e0f", "source": "madgrades", "source_instructor_id": "4848776", "identity_basis": "source_id", "identity_status": "source_identified", "name": "THOMAS RISTENPART", "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": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:1955117", "source_url": "https://www.ratemyprofessors.com/professor/1955117", "match_basis": "exact_name", "observed_at": "2026-09-07 16:02:01.587858+00:00", "courses": {}, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.427, "graded": 178, "counts": [ 99, 32, 14, 10, 16, 3, 4 ], "sections": 20 }, "instructor_url": "/instructors/THOMAS_RISTENPART--instructor_a3b20a8c5daa1f1230c02e0f" }, { "instructor_uid": "instructor_edbef4ea9b58524915392e33", "source": "madgrades", "source_instructor_id": "3661702", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUMAN BANERJEE", "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": 20, "quality": 2.95, "difficulty": 2.6, "quality_count": 20, "difficulty_count": 20, "profile_id": "rmp:1820723", "source_url": "https://www.ratemyprofessors.com/professor/1820723", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:26.133394+00:00", "courses": { "course_24eab2446bdb8e3067c39f55": { "review_count": 8, "quality": 3.62, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8 }, "course_ab7d07685857737322064a42": { "review_count": 11, "quality": 2.27, "difficulty": 2.64, "quality_count": 11, "difficulty_count": 11 }, "course_9516358d6aa5ed8630fee521": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3048428917732977, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.686, "graded": 3405, "counts": [ 2116, 756, 371, 88, 44, 19, 11 ], "sections": 306 }, "instructor_url": "/instructors/SUMAN_BANERJEE--instructor_edbef4ea9b58524915392e33" }, { "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_2a89e605adc37d459f748897", "source": "madgrades", "source_instructor_id": "4002508", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DAN NEGRUT", "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": 16, "quality": 4.69, "difficulty": 3, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:812301", "source_url": "https://www.ratemyprofessors.com/professor/812301", "match_basis": "exact_name", "observed_at": "2026-09-07 16:46:30.629179+00:00", "courses": { "course_63e805b33518ff3fd8dc0a39": { "review_count": 11, "quality": 4.82, "difficulty": 3.09, "quality_count": 11, "difficulty_count": 11 }, "course_16dd91dc41baac6af9c4c95b": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_691928789e696386436f0132": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_30b7af243793fc0540887d4f": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 4.117603213081442, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.811, "graded": 1308, "counts": [ 1002, 189, 68, 33, 13, 3, 0 ], "sections": 230 }, "instructor_url": "/instructors/DAN_NEGRUT--instructor_2a89e605adc37d459f748897" }, { "instructor_uid": "instructor_a511011c1930d34cee42c4f7", "source": "madgrades", "source_instructor_id": "3085609", "identity_basis": "source_id", "identity_status": "source_identified", "name": "REMZI ARPACI-DUSSEAU", "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": 83, "quality": 3.81, "difficulty": 3.46, "quality_count": 83, "difficulty_count": 83, "profile_id": "rmp:131676", "source_url": "https://www.ratemyprofessors.com/professor/131676", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:14.159311+00:00", "courses": { "course_79e5479d9eb1286e8642b399": { "review_count": 74, "quality": 3.72, "difficulty": 3.5, "quality_count": 74, "difficulty_count": 74 }, "course_451e04263559a1194fd692f0": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_8c24abbdb85b336a3caf8465": { "review_count": 3, "quality": 5, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 }, "course_55be225b2c3008c88a57c095": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7808127735041936, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.546, "graded": 2458, "counts": [ 1189, 694, 380, 116, 49, 3, 27 ], "sections": 220 }, "instructor_url": "/instructors/REMZI_ARPACI-DUSSEAU--instructor_a511011c1930d34cee42c4f7" }, { "instructor_uid": "instructor_20565506a2807ecc6c2ccdd9", "source": "enrollment", "source_instructor_id": "negrut", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dan Negrut", "email": "NEGRUT@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": 16, "quality": 4.69, "difficulty": 3, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:812301", "source_url": "https://www.ratemyprofessors.com/professor/812301", "match_basis": "exact_name", "observed_at": "2026-09-07 16:46:30.629179+00:00", "courses": { "course_63e805b33518ff3fd8dc0a39": { "review_count": 11, "quality": 4.82, "difficulty": 3.09, "quality_count": 11, "difficulty_count": 11 }, "course_16dd91dc41baac6af9c4c95b": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_691928789e696386436f0132": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_30b7af243793fc0540887d4f": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 4.117603213081442, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/DAN_NEGRUT" }, { "instructor_uid": "instructor_3b251949b48503ddc5a3bbda", "source": "enrollment", "source_instructor_id": "bmutlu", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bilge Mutlu", "email": "BMUTLU@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": 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 }, "instructor_url": "/instructors/BILGE_MUTLU" }, { "instructor_uid": "instructor_71a66f1ac41d35be9538e266", "source": "enrollment", "source_instructor_id": "mhagenow", "identity_basis": "netid", "identity_status": "source_identified", "name": "Mike Hagenow", "email": "MHAGENOW@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/MIKE_HAGENOW" }, { "instructor_uid": "instructor_7ff780bef0b07516e262423b", "source": "enrollment", "source_instructor_id": "rharpaciduss", "identity_basis": "netid", "identity_status": "source_identified", "name": "Remzi Arpaci-Dusseau", "email": "REMZI@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": 83, "quality": 3.81, "difficulty": 3.46, "quality_count": 83, "difficulty_count": 83, "profile_id": "rmp:131676", "source_url": "https://www.ratemyprofessors.com/professor/131676", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:14.159311+00:00", "courses": { "course_79e5479d9eb1286e8642b399": { "review_count": 74, "quality": 3.72, "difficulty": 3.5, "quality_count": 74, "difficulty_count": 74 }, "course_451e04263559a1194fd692f0": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_8c24abbdb85b336a3caf8465": { "review_count": 3, "quality": 5, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 }, "course_55be225b2c3008c88a57c095": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7808127735041936, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/REMZI_ARPACI-DUSSEAU" }, { "instructor_uid": "instructor_891e98e7cb82bcc0ff27c432", "source": "enrollment", "source_instructor_id": "xzhu3", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jerry Zhu", "email": "JERRYZHU@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": 27, "quality": 3.07, "difficulty": 3.67, "quality_count": 27, "difficulty_count": 27, "profile_id": "rmp:1785920", "source_url": "https://www.ratemyprofessors.com/professor/1785920", "match_basis": "exact_name", "observed_at": "2026-09-07 16:28:42.485031+00:00", "courses": { "course_e0f984e8747ee9ccaba16d75": { "review_count": 21, "quality": 2.9, "difficulty": 3.71, "quality_count": 21, "difficulty_count": 21 }, "course_821f9bd2b5a7758dd5db1e18": { "review_count": 2, "quality": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 }, "course_a7ce5ee394c07ac642067916": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.3209301206581254, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JERRY_ZHU" }, { "instructor_uid": "instructor_bd69301d792fdd732df928c4", "source": "enrollment", "source_instructor_id": "vanmelkebeek", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dieter van Melkebeek", "email": "DIETER@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", "instructor_url": "/instructors/DIETER_VAN_MELKEBEEK" }, { "instructor_uid": "instructor_cf48df20f5efc59ed3890dac", "source": "enrollment", "source_instructor_id": "aprabhakara", "identity_basis": "netid", "identity_status": "source_identified", "name": "Akarsh Prabhakara", "email": "AKARSH@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": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:3076242", "source_url": "https://www.ratemyprofessors.com/professor/3076242", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:22.049165+00:00", "courses": { "course_ab7d07685857737322064a42": { "review_count": 2, "quality": 3, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/AKARSH_PRABHAKARA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 691", "course_uid": "course_50967f838c63b51d5bd8d7bd", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "Dieter van Melkebeek" ], "a": 0, "ab": 0, "b": 0, "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, 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