# BME/ECE 463: Computers in Medicine | UW–Madison [View on UW Courses](https://uwcourses.com/courses/BME_ECE_463) ## 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 b206895cbebc5be096b48e46bb8e70bd397e7fe4b7591fad0d2dcecc0c1a3345 ### course id BME/ECE 463 ### course uid course\_8ddc30e22f314c89864604a4 ### catalog version id eb53cd49f4f65f1711ad1b9a2cf8c15dbabdca5fc65adbb01daf40b0037cd4b4 ### course number 463 ### subjects * BME * ECE ### title COMPUTERS IN MEDICINE ### description Study of microprocessor-based medical instrumentation. Emphasis on real-time analysis of electrocardiograms. Labs and programming project involve design of biomedical digital signal processing algorithms. Knowledge of computer programming language like C, C++ or Java, strongly encouraged. ### requirements text E C E 330and (COMP SCI 200,220,300, 301, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 89a9b3f6d894ee7130a38ec662ed8301f97424224defc6ee95fb9a05117ecfaa ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Study of microprocessor-based medical instrumentation with an emphasis on real-time ECG analysis and DSP algorithm design. ### llm topics * Microprocessor-based medical instrumentation * Real-time electrocardiogram analysis * Biomedical digital signal processing ### llm skills * Designing biomedical digital signal processing algorithms. * Real-time analysis of electrocardiograms. ### llm assumed background * Programming proficiency (C, C++, Java) and foundational knowledge in signals and systems or object-oriented programming. ### llm search phrases * microprocessor medical instrumentation * ECG analysis algorithms * biomedical DSP * real-time signal processing ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash fffa434ed909106cb43ea8480bcc115d046b4d89ed6cf568623ba7ffc2bc1f56 #### course id BME/ECE 463 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2024: 3.48 GPA, 62.5% A/AB (n=24 letter grades); Spring 2025: 3.28 GPA, 62.1% A/AB (n=29 letter grades); Spring 2026: 3.67 GPA, 87.2% A/AB (n=39 letter grades). ```json { "citations": [ { "course_id": "BME/ECE 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "8d65d785-f9d6-3599-a278-dabce9cc3dcb", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "BME/ECE 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "8d65d785-f9d6-3599-a278-dabce9cc3dcb", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "BME/ECE 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "8d65d785-f9d6-3599-a278-dabce9cc3dcb", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "E C E 330and (COMP SCI 200,220,300, 301, or placement intoCOMP SCI 300), graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "E C E 330and (COMP SCI 200,220,300, 301, or placement intoCOMP SCI 300)", "id": "n1", "kind": "all" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n3", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 330, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 330", "id": "n4", "kind": "course" }, { "children": [ "n6", "n7", "n8", "n9", "n10" ], "condition": null, "course": null, "evidence": "(COMP SCI 200,220,300, 301, or placement intoCOMP SCI 300)", "id": "n5", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 200, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 200", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 220, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "220", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 300, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "300", "id": "n8", "kind": "course" }, { "children": [], "condition": "placement intoCOMP SCI 300", "course": null, "evidence": "placement intoCOMP SCI 300", "id": "n9", "kind": "condition" }, { "children": [], "condition": "301", "course": null, "evidence": "301", "id": "n10", "kind": "condition" } ] ``` #### notes * COMP SCI 301 is required by text but missing from linked\_courses. Marked as needs\_review. #### root n0 #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_45c688a832d566f51e913d6d", "source": "madgrades", "source_instructor_id": "2600012", "identity_basis": "source_id", "identity_status": "source_identified", "name": "WILLIS TOMPKINS", "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": 3.611, "graded": 3015, "counts": [ 1257, 1240, 467, 41, 8, 1, 1 ], "sections": 127 }, "instructor_url": "/instructors/WILLIS_TOMPKINS--instructor_45c688a832d566f51e913d6d" }, { "instructor_uid": "instructor_3466663f1bb4d6813b151335", "source": "madgrades", "source_instructor_id": "3675149", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JONATHAN BARAN", "email": null, "first_observed_at": "2026-09-06 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23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 28, "quality": 4.25, "difficulty": 2.86, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:344130", "source_url": "https://www.ratemyprofessors.com/professor/344130", "match_basis": "exact_name", "observed_at": "2026-09-07 16:56:04.216341+00:00", "courses": { "course_758e73af380877aee172659d": { "review_count": 3, "quality": 4.33, "difficulty": 2.33, "quality_count": 3, "difficulty_count": 3 }, "course_f63a12d567795fd43aa4c1e2": { "review_count": 9, "quality": 4.56, "difficulty": 2.44, "quality_count": 9, "difficulty_count": 9 }, "course_ecb22765599c59f1ce4048bd": { "review_count": 4, "quality": 4, "difficulty": 3.25, "quality_count": 4, "difficulty_count": 4 }, "course_f1d43194969e514dbc330d4f": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_ccd8530122b794ce90ec0b5d": { "review_count": 1, "quality": 3, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_efd5dc3710ff8fe1567ffa30": { "review_count": 1, "quality": 5, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_c6c64d7584708e58ca90e23d": { "review_count": 4, "quality": 4.25, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 4.0040357431444145, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.654, "graded": 3562, "counts": [ 1947, 1016, 398, 157, 41, 2, 1 ], "sections": 98 }, "instructor_url": "/instructors/AMIT_NIMUNKAR--instructor_3458d46f28333e14025dde63" }, { "instructor_uid": "instructor_6cb150d607a7091d0297fb66", "source": "madgrades", "source_instructor_id": "5257268", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRODY HARSTAD", "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": 3.404, "graded": 26, "counts": [ 6, 13, 4, 2, 1, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/BRODY_HARSTAD" }, { "instructor_uid": "instructor_b04400af5b189b5295401106", "source": "madgrades", "source_instructor_id": "5492099", "identity_basis": "source_id", "identity_status": "source_identified", "name": "STEVEN OAKES", "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": 3.667, "graded": 39, "counts": [ 19, 15, 4, 1, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/STEVEN_OAKES--instructor_b04400af5b189b5295401106" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "Willis Tompkins" ], "a": 16, "ab": 15, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 33, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "Willis Tompkins" ], "a": 15, "ab": 12, "b": 4, "bc": 0, "c": 0, "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": 32, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "Willis 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"course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "Willis Tompkins" ], "a": 9, "ab": 4, "b": 6, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "Willis Tompkins" ], "a": 13, "ab": 2, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Amit Nimunkar", "Willis Tompkins" ], "a": 22, "ab": 4, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Amit Nimunkar", "BRODY HARSTAD", "Willis Tompkins" ], "a": 6, "ab": 13, "b": 4, "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": 26, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Amit Nimunkar" ], "a": 11, "ab": 9, "b": 3, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 26, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Amit Nimunkar", "Willis Tompkins" ], "a": 17, "ab": 8, "b": 4, "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": 32, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Amit Nimunkar", "Willis Tompkins" ], "a": 11, "ab": 9, "b": 6, "bc": 3, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Amit Nimunkar" ], "a": 14, "ab": 1, "b": 4, "bc": 4, "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": 24, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Amit Nimunkar", "Willis Tompkins" ], "a": 8, "ab": 10, "b": 4, "bc": 6, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "BME/ECE 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "BME/ECE 463", "course_uid": "course_8ddc30e22f314c89864604a4", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Amit Nimunkar", "STEVEN OAKES" ], "a": 19, "ab": 15, "b": 4, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 39, "source_aliases": [ "BME/ECE 463" ] } ] ``` ### statistics #### gpa 3.565 #### graded 392 #### counts * 182 * 124 * 56 * 21 * 7 * 1 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_8ddc30e22f314c89864604a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_8ddc30e22f314c89864604a4-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_8ddc30e22f314c89864604a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_8ddc30e22f314c89864604a4-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_8ddc30e22f314c89864604a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_8ddc30e22f314c89864604a4-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.565051020408163 #### count 392 #### university ##### size 4524 ##### gpa Percentile 33 ##### count Percentile 76 ##### median Count 150 ##### 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 | 19 | false | | 2.8–3.2 | 340 | false | | 3.2–3.6 | 1271 | true | | 3.6–4.0 | 2894 | false | #### departments ```json [ { "subject": "BME", "comparison": { "size": 38, "gpaPercentile": 24, "countPercentile": 78, "medianCount": 206, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 24, "current": false } ] } }, { "subject": "ECE", "comparison": { "size": 123, "gpaPercentile": 43, "countPercentile": 75, "medianCount": 176, "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": 13, "current": false }, { "range": "3.2–3.6", "count": 46, "current": true }, { "range": "3.6–4.0", "count": 64, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.712121212121212 ##### count 33 ##### university ###### size 723 ###### gpa Percentile 81 ###### count Percentile 8 ###### 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 | 62 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 306 | false | | 3.6–4.0 | 180 | true | ##### departments ```json [ { "subject": "BME", "comparison": null }, { "subject": "ECE", "comparison": { "size": 22, "gpaPercentile": 81, "countPercentile": 5, "medianCount": 47, "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": 3, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1082 ##### term 1082 ##### gpa 3.6774193548387095 ##### count 31 ##### university ###### size 723 ###### gpa Percentile 77 ###### count Percentile 4 ###### 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 | 51 | false | | 2.8–3.2 | 202 | false | | 3.2–3.6 | 265 | false | | 3.6–4.0 | 204 | true | ##### departments ```json [ { "subject": "BME", "comparison": null }, { "subject": "ECE", "comparison": { "size": 20, "gpaPercentile": 84, "countPercentile": 5, "medianCount": 40, "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": 2, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 5, "current": true } ] } } ] ``` #### 1092 ##### term 1092 ##### gpa 3.3260869565217392 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1102 ##### term 1102 ##### gpa 3.4130434782608696 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1112 ##### term 1112 ##### gpa 3.466666666666667 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1132 ##### term 1132 ##### gpa 3.5789473684210527 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1142 ##### term 1142 ##### gpa 3.7777777777777777 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1184 ##### term 1184 ##### gpa 3.888888888888889 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1194 ##### term 1194 ##### gpa 3.4038461538461537 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1204 ##### term 1204 ##### gpa 3.625 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1224 ##### term 1224 ##### gpa 3.59375 ##### count 32 ##### university ###### size 1171 ###### gpa Percentile 47 ###### count Percentile 7 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "BME", "comparison": { "size": 13, "gpaPercentile": 17, "countPercentile": 0, "medianCount": 62, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } }, { "subject": "ECE", "comparison": { "size": 43, "gpaPercentile": 57, "countPercentile": 7, "medianCount": 78, "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": 7, "current": false }, { "range": "3.2–3.6", "count": 18, "current": true }, { "range": "3.6–4.0", "count": 18, "current": false } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.4827586206896552 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1244 ##### term 1244 ##### gpa 3.4791666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1254 ##### term 1254 ##### gpa 3.2758620689655173 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | BME | | | ECE | | #### 1264 ##### term 1264 ##### gpa 3.6666666666666665 ##### count 39 ##### university ###### size 1283 ###### gpa Percentile 45 ###### count Percentile 18 ###### 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": "BME", "comparison": { "size": 14, "gpaPercentile": 23, "countPercentile": 23, "medianCount": 56.5, "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": 2, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } }, { "subject": "ECE", "comparison": { "size": 45, "gpaPercentile": 52, "countPercentile": 20, "medianCount": 73, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 25, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4524 ###### gpa 3.655995139475769 ###### top Share 81.62013089952697 ###### count 150 ##### BME ###### size 38 ###### gpa 3.703057911435533 ###### top Share 85.53272323689292 ###### count 206 ##### ECE ###### size 123 ###### gpa 3.586919270418394 ###### top Share 77.6012993194568 ###### count 176 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.1987946107674805 ###### top Share 56.64446757576598 ###### count 47 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ###### ECE ###### size 20 ###### gpa 3.261413632703916 ###### top Share 56.446724340169375 ###### count 40 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ###### ECE ###### size 18 ###### gpa 3.260010533524362 ###### top Share 55.57892737058536 ###### count 46.5 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.165502628163506 ###### top Share 51.66541549824097 ###### count 48.5 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### ECE ###### size 27 ###### gpa 3.2587548172943666 ###### top Share 57.4110194229183 ###### count 42 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### ECE ###### size 25 ###### gpa 3.270248107160397 ###### top Share 57.95297253539389 ###### count 49 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### ECE ###### size 31 ###### gpa 3.341669205733449 ###### top Share 60.24866562304859 ###### count 53 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ###### ECE ###### size 34 ###### gpa 3.308741102061444 ###### top Share 59.724830536617226 ###### count 60 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### ECE ###### size 34 ###### gpa 3.4797837203421706 ###### top Share 70.14653057475711 ###### count 84.5 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ECE ###### size 36 ###### gpa 3.5139370942069434 ###### top Share 73.58293880609176 ###### count 77 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ECE ###### size 34 ###### gpa 3.7346193271517083 ###### top Share 86.80502962000203 ###### count 73.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### BME ###### size 13 ###### gpa 3.7686698353645096 ###### top Share 88.43832733164831 ###### count 62 ###### ECE ###### size 43 ###### gpa 3.493101515836076 ###### top Share 71.87667215876023 ###### count 78 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### BME ###### size 11 ###### gpa 3.7017837045888244 ###### top Share 82.539715309814 ###### count 66 ###### ECE ###### size 41 ###### gpa 3.521247893399985 ###### top Share 73.18909826442149 ###### count 70 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### BME ###### size 13 ###### gpa 3.754893169650072 ###### top Share 87.34999687251874 ###### count 60 ###### ECE ###### size 38 ###### gpa 3.554019248602149 ###### top Share 75.22296238620345 ###### count 83.5 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### BME ###### size 12 ###### gpa 3.768611233919613 ###### top Share 88.43061421165915 ###### count 72 ###### ECE ###### size 40 ###### gpa 3.5198762319632855 ###### top Share 74.0918065550377 ###### count 87.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### BME ###### size 14 ###### gpa 3.7528996650219564 ###### top Share 87.71281693433329 ###### count 56.5 ###### ECE ###### size 45 ###### gpa 3.5814138447018746 ###### top Share 77.53027985486403 ###### count 73 ## instructor Trends ```json [ { "uid": "instructor_45c688a832d566f51e913d6d", "name": "WILLIS TOMPKINS", "count": 305, "terms": [ { "term": "1072", "count": 33, "sections": 1, "gpa": 3.712121212121212 }, { "term": "1082", "count": 31, "sections": 2, "gpa": 3.6774193548387095 }, { "term": "1092", "count": 23, "sections": 1, "gpa": 3.3260869565217392 }, { "term": "1102", "count": 23, "sections": 1, "gpa": 3.4130434782608696 }, { "term": "1112", "count": 15, "sections": 1, "gpa": 3.466666666666667 }, { "term": "1132", "count": 19, "sections": 1, "gpa": 3.5789473684210527 }, { "term": "1142", "count": 18, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1184", "count": 27, "sections": 1, "gpa": 3.888888888888889 }, { "term": "1194", "count": 26, "sections": 1, "gpa": 3.4038461538461537 }, { "term": "1224", "count": 32, "sections": 1, "gpa": 3.59375 }, { "term": "1234", "count": 29, "sections": 1, "gpa": 3.4827586206896552 }, { "term": "1254", "count": 29, "sections": 1, "gpa": 3.2758620689655173 } ] }, { "uid": "instructor_3458d46f28333e14025dde63", "name": "AMIT NIMUNKAR", "count": 230, "terms": [ { "term": "1184", "count": 27, "sections": 1, "gpa": 3.888888888888889 }, { "term": "1194", "count": 26, "sections": 1, "gpa": 3.4038461538461537 }, { "term": "1204", "count": 24, "sections": 1, "gpa": 3.625 }, { "term": "1224", "count": 32, "sections": 1, "gpa": 3.59375 }, { "term": "1234", "count": 29, "sections": 1, "gpa": 3.4827586206896552 }, { "term": "1244", "count": 24, "sections": 1, "gpa": 3.4791666666666665 }, { "term": "1254", "count": 29, "sections": 1, "gpa": 3.2758620689655173 }, { "term": "1264", "count": 39, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_b04400af5b189b5295401106", "name": "STEVEN OAKES", "count": 39, "terms": [ { "term": "1264", "count": 39, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_6cb150d607a7091d0297fb66", "name": "BRODY HARSTAD", "count": 26, "terms": [ { "term": "1194", "count": 26, "sections": 1, "gpa": 3.4038461538461537 } ] }, { "uid": "instructor_3466663f1bb4d6813b151335", "name": "JONATHAN BARAN", "count": 15, "terms": [ { "term": "1112", "count": 15, "sections": 1, "gpa": 3.466666666666667 } ] } ] ``` ## following None recorded.