# ECE 431: Digital Signal Processing | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_431) ## 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 f9fa46e60e5953e2f98f9fef23584850f88db35da32eeeb065cdf07c8b9c34bf ### course id ECE 431 ### course uid course\_a4ae993219c28eb4a4c5c7e2 ### catalog version id 69bfb2aa6f17e0038b8fd70fc87293cbcbdf3b7b149673cd7516fc86cca0b436 ### course number 431 ### subjects * ECE ### title DIGITAL SIGNAL PROCESSING ### description Sampling continuous-time signals and reconstruction of continuous-time signals from samples; spectral analysis of signals using the discrete Fourier transform; the fast Fourier transform and fast convolution methods; z-transforms; finite and infinite impulse response filter design techniques; signal flow graphs and introduction to filter implementation. ### requirements text E C E 330, graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 49e0a4ac11ada3c9dbcf2ec454cb18044d199a4565a0fd8aa574755a5a279c78 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECE 431 covers digital signal processing, including signal sampling, spectral analysis via DFT/FFT, z-transforms, and FIR/IIR filter design and implementation. ### llm topics * Signal sampling and reconstruction. * Spectral analysis and DFT. * FFT and fast convolution. * Z-transforms. * FIR and IIR filter design. * Signal flow graphs and implementation. ### llm skills * Signal sampling and reconstruction techniques. * Spectral analysis using the Discrete Fourier Transform (DFT). * Fast Fourier Transform (FFT) and fast convolution methods. * Application of z-transforms. * Finite and Infinite Impulse Response (FIR/IIR) filter design. * Signal flow graph analysis and filter implementation. ### llm assumed background * Foundations in signals and systems, including time/frequency domain analysis, Fourier and Laplace transforms, and z-transforms. ### llm search phrases * digital signal processing * DSP filter design * FFT fast Fourier transform * z-transform applications * ECE 431 course content ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 6833fd02cb11a5dbabde73d96f93b9da47bb1634973046e00f94f11c9222c520 #### course id ECE 431 #### current instructors None recorded. #### difficulty workload Historical reviews of Robert Nowak: Homeworks are described as time-consuming to nearly impossible, and tests are difficult, requiring strong MATLAB skills. ```json { "citations": [ { "instructor_name": "Robert Nowak", "review_date": "2006-10-28 16:17:25 +0000 UTC", "review_id": "5fc29b01cc324b96715a6ae4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:329243", "source_review_id": "UmF0aW5nLTEyMzI3NzE5", "source_url": "https://www.ratemyprofessors.com/professor/329243", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Robert Nowak and Stark Draper present contrasting experiences. Nowak's lectures were deemed imperative but material boring, with difficult tests offset by generous grading. Draper was praised for deep knowledge and student care, provided students listened and did homework independently. ```json { "citations": [ { "instructor_name": "Robert Nowak", "review_date": "2006-10-28 16:17:25 +0000 UTC", "review_id": "5fc29b01cc324b96715a6ae4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:329243", "source_review_id": "UmF0aW5nLTEyMzI3NzE5", "source_url": "https://www.ratemyprofessors.com/professor/329243", "type": "review" }, { "instructor_name": "Stark Draper", "review_date": "2015-07-17 10:40:55 +0000 UTC", "review_id": "119e361c49e141b46cd696c3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1783633", "source_review_id": "UmF0aW5nLTI1MDQ3MDI2", "source_url": "https://www.ratemyprofessors.com/professor/1783633", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews describe ECE 431 as a challenging course with difficult tests and time-consuming homework, though some students found the material interesting and the grading generous. ```json { "citations": [ { "instructor_name": "Robert Nowak", "review_date": "2006-10-28 16:17:25 +0000 UTC", "review_id": "5fc29b01cc324b96715a6ae4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:329243", "source_review_id": "UmF0aW5nLTEyMzI3NzE5", "source_url": "https://www.ratemyprofessors.com/professor/329243", "type": "review" }, { "instructor_name": "Stark Draper", "review_date": "2015-07-17 10:40:55 +0000 UTC", "review_id": "119e361c49e141b46cd696c3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1783633", "source_review_id": "UmF0aW5nLTI1MDQ3MDI2", "source_url": "https://www.ratemyprofessors.com/professor/1783633", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.63 GPA, 77.8% A/AB (n=27 letter grades); Spring 2025: 3.48 GPA, 78.0% A/AB (n=50 letter grades); Spring 2026: 3.84 GPA, 97.7% A/AB (n=43 letter grades). ```json { "citations": [ { "course_id": "ECE 431", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5ae286a9-8c0a-3ae0-b4c2-725423ff5ce7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ECE 431", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5ae286a9-8c0a-3ae0-b4c2-725423ff5ce7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECE 431", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5ae286a9-8c0a-3ae0-b4c2-725423ff5ce7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Stark Draper: Students found the course very interesting and the professor knowledgeable, noting he cared about students. ```json { "citations": [ { "instructor_name": "Stark Draper", "review_date": "2015-07-17 10:40:55 +0000 UTC", "review_id": "119e361c49e141b46cd696c3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1783633", "source_review_id": "UmF0aW5nLTI1MDQ3MDI2", "source_url": "https://www.ratemyprofessors.com/professor/1783633", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ROBERT NOWAK is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 431", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5ae286a9-8c0a-3ae0-b4c2-725423ff5ce7", "source_record": { "entity_id": "5ae286a9-8c0a-3ae0-b4c2-725423ff5ce7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1072", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "E C E 330, graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 330, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 330", "id": "n1", "kind": "course" }, { "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" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_a0635de9e0867a015d9ba90e", "source": "madgrades", "source_instructor_id": "669258", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERT NOWAK", "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": 21, "quality": 2.9, "difficulty": 4.48, "quality_count": 21, "difficulty_count": 21, "profile_id": "rmp:329243", "source_url": "https://www.ratemyprofessors.com/professor/329243", "match_basis": "exact_name", "observed_at": "2026-09-07 16:09:32.056734+00:00", "courses": { "course_b588d52f82ec62f25a4f2ece": { "review_count": 2, "quality": 4.5, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 }, "course_1c943aa88ab6f61c9fa4c558": { "review_count": 3, "quality": 1.33, "difficulty": 4, "quality_count": 3, "difficulty_count": 3 }, "course_a7ce5ee394c07ac642067916": { "review_count": 9, "quality": 2.44, "difficulty": 4.67, "quality_count": 9, "difficulty_count": 9 }, "course_e0dea279cb4bde9b3cec752e": { "review_count": 1, "quality": 5, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_a4ae993219c28eb4a4c5c7e2": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_368722b4e51915750b4c0050": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.2705784309983392, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.497, "graded": 936, "counts": [ 446, 238, 148, 51, 37, 11, 5 ], "sections": 166 }, "instructor_url": "/instructors/ROBERT_NOWAK--instructor_a0635de9e0867a015d9ba90e" }, { "instructor_uid": "instructor_38edc69039c8c5387d9c7c31", "source": "madgrades", "source_instructor_id": "2600646", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN GUBNER", "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": 29, "quality": 2.38, "difficulty": 4.59, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:1488414", "source_url": "https://www.ratemyprofessors.com/professor/1488414", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:31.697532+00:00", "courses": { "course_1c943aa88ab6f61c9fa4c558": { "review_count": 21, "quality": 2.14, "difficulty": 4.52, "quality_count": 21, "difficulty_count": 21 }, "course_6c482ec020432fe1bd6dc1fc": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_bfee169c96c00724aacebfce": { "review_count": 4, "quality": 2.75, "difficulty": 4.75, "quality_count": 4, "difficulty_count": 4 }, "course_2ad9dc37c7e24009a8332e1e": { "review_count": 3, "quality": 3.67, "difficulty": 5, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 2.9023207279782017, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.184, "graded": 1147, "counts": [ 348, 250, 265, 144, 104, 22, 14 ], "sections": 76 }, "instructor_url": "/instructors/JOHN_GUBNER--instructor_38edc69039c8c5387d9c7c31" }, { "instructor_uid": "instructor_27676dc2887ac73fb41dbfc8", "source": "madgrades", "source_instructor_id": "2601313", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BARRY VANVEEN", "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": 3.529, "graded": 1274, "counts": [ 634, 300, 202, 77, 52, 7, 2 ], "sections": 97 }, "instructor_url": "/instructors/BARRY_VANVEEN--instructor_27676dc2887ac73fb41dbfc8" }, { "instructor_uid": "instructor_38bc1e3798ef85a6222c29c4", "source": "madgrades", "source_instructor_id": "315620", "identity_basis": "source_id", "identity_status": "source_identified", "name": "J. DANIEL COBB", "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": 2.944, "graded": 365, "counts": [ 113, 22, 96, 23, 94, 12, 5 ], "sections": 25 }, "instructor_url": "/instructors/J_DANIEL_COBB" }, { "instructor_uid": "instructor_a0eec9fcc480dd17d62eed82", "source": "madgrades", "source_instructor_id": "3988123", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDREAS VELTEN", "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": 3.526, "graded": 231, "counts": [ 132, 37, 30, 12, 18, 1, 1 ], "sections": 59 }, "instructor_url": "/instructors/ANDREAS_VELTEN--instructor_a0eec9fcc480dd17d62eed82" }, { "instructor_uid": "instructor_d6225ce16dbb1a6bb32b467e", "source": "madgrades", "source_instructor_id": "2601863", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PAUL MILENKOVIC", "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": 63, "quality": 2.27, "difficulty": 3.25, "quality_count": 63, "difficulty_count": 63, "profile_id": "rmp:131224", "source_url": "https://www.ratemyprofessors.com/professor/131224", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:24.146478+00:00", "courses": { "course_4bab507174f00d6393e58c91": { "review_count": 7, "quality": 3.43, "difficulty": 3.29, "quality_count": 7, "difficulty_count": 7 }, "course_ab2f16c586da4b0250af474f": { "review_count": 48, "quality": 2.04, "difficulty": 3.21, "quality_count": 48, "difficulty_count": 48 }, "course_34f87beaf42d9c5ae4559375": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_236b13facc1d300e22cc9b1e": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_e4907bcab45d27b295e30076": { "review_count": 4, "quality": 2.75, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 }, "course_8634dde81cc95f6c58014087": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.604864044228095, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.206, "graded": 3918, "counts": [ 1068, 597, 1596, 310, 306, 25, 16 ], "sections": 91 }, "instructor_url": "/instructors/PAUL_MILENKOVIC--instructor_d6225ce16dbb1a6bb32b467e" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "Robert Nowak" ], "a": 12, "ab": 9, "b": 9, "bc": 8, "c": 9, "d": 2, "f": 3, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 53, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "John Gubner" ], "a": 10, "ab": 5, "b": 5, "bc": 5, "c": 4, "d": 2, "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": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "Barry Vanveen" ], "a": 9, "ab": 7, "b": 7, "bc": 3, "c": 2, "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": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "Barry Vanveen" ], "a": 8, "ab": 3, "b": 4, "bc": 2, "c": 2, "d": 1, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 21, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1112", "term_name": "Fall 2010", "instructors": [ "Barry Vanveen" ], "a": 4, "ab": 6, "b": 5, "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": 18, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "J. DANIEL COBB" ], "a": 11, "ab": 2, "b": 12, "bc": 0, "c": 10, "d": 1, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 37, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "Barry Vanveen" ], "a": 13, "ab": 12, "b": 2, "bc": 1, "c": 2, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 32, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "Barry Vanveen" ], "a": 15, "ab": 8, "b": 10, "bc": 5, "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": 38, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "Barry Vanveen" ], "a": 16, "ab": 10, "b": 5, "bc": 2, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 35, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "Barry Vanveen" ], "a": 19, "ab": 13, "b": 7, "bc": 2, "c": 3, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 44, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "Barry Vanveen" ], "a": 26, "ab": 8, "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": 40, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "John Gubner" ], "a": 18, "ab": 4, "b": 4, "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": 26, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Andreas Velten" ], "a": 23, "ab": 9, "b": 2, "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": 35, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Andreas Velten" ], "a": 14, "ab": 2, "b": 4, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 21, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Paul Milenkovic" ], "a": 30, "ab": 3, "b": 5, "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": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Paul Milenkovic" ], "a": 9, "ab": 9, "b": 4, "bc": 1, "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": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Andreas Velten" ], "a": 12, "ab": 8, "b": 9, "bc": 4, "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": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Paul Milenkovic" ], "a": 13, "ab": 8, "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": 27, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Paul Milenkovic" ], "a": 18, "ab": 21, "b": 6, "bc": 1, "c": 4, "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": 50, "source_aliases": [ "ECE 431" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 431", "course_uid": "course_a4ae993219c28eb4a4c5c7e2", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Paul Milenkovic" ], "a": 30, "ab": 12, "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": 43, "source_aliases": [ "ECE 431" ] } ] ``` ### statistics #### gpa 3.456 #### graded 670 #### counts * 310 * 159 * 113 * 38 * 39 * 7 * 4 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_a4ae993219c28eb4a4c5c7e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_a4ae993219c28eb4a4c5c7e2-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_a4ae993219c28eb4a4c5c7e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_a4ae993219c28eb4a4c5c7e2-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_a4ae993219c28eb4a4c5c7e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_a4ae993219c28eb4a4c5c7e2-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_a4ae993219c28eb4a4c5c7e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_a4ae993219c28eb4a4c5c7e2-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.4559701492537314 #### count 670 #### university ##### size 4723 ##### gpa Percentile 23 ##### count Percentile 83 ##### median Count 163 ##### 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 | 15 | false | | 2.8–3.2 | 361 | false | | 3.2–3.6 | 1319 | true | | 3.6–4.0 | 3028 | false | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 120, "gpaPercentile": 30, "countPercentile": 76, "medianCount": 233.5, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 42, "current": true }, { "range": "3.6–4.0", "count": 63, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 2.8173076923076925 ##### count 52 ##### university ###### size 723 ###### gpa Percentile 10 ###### count Percentile 36 ###### 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 | true | | 3.2–3.6 | 306 | false | | 3.6–4.0 | 180 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 22, "gpaPercentile": 14, "countPercentile": 57, "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": true }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` #### 1082 ##### term 1082 ##### gpa 3.064516129032258 ##### count 31 ##### university ###### size 723 ###### gpa Percentile 23 ###### 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 | true | | 3.2–3.6 | 265 | false | | 3.6–4.0 | 204 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 20, "gpaPercentile": 32, "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": true }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 5, "current": false } ] } } ] ``` #### 1092 ##### term 1092 ##### gpa 3.2413793103448274 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1102 ##### term 1102 ##### gpa 3.225 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1112 ##### term 1112 ##### gpa 3.2777777777777777 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1122 ##### term 1122 ##### gpa 3 ##### count 36 ##### university ###### size 804 ###### gpa Percentile 16 ###### count Percentile 11 ###### 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 | 3 | false | | 2.4–2.8 | 47 | false | | 2.8–3.2 | 224 | true | | 3.2–3.6 | 282 | false | | 3.6–4.0 | 248 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 25, "gpaPercentile": 25, "countPercentile": 8, "medianCount": 49, "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": 9, "current": true }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` #### 1132 ##### term 1132 ##### gpa 3.55 ##### count 30 ##### university ###### size 851 ###### gpa Percentile 64 ###### count Percentile 0 ###### 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 | 40 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 303 | true | | 3.6–4.0 | 272 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 31, "gpaPercentile": 67, "countPercentile": 0, "medianCount": 53, "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": 11, "current": false }, { "range": "3.2–3.6", "count": 9, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` #### 1142 ##### term 1142 ##### gpa 3.4342105263157894 ##### count 38 ##### university ###### size 853 ###### gpa Percentile 55 ###### count Percentile 16 ###### 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 | 4 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 228 | false | | 3.2–3.6 | 320 | true | | 3.6–4.0 | 268 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 34, "gpaPercentile": 70, "countPercentile": 21, "medianCount": 60, "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": 11, "current": false }, { "range": "3.2–3.6", "count": 13, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1152 ##### term 1152 ##### gpa 3.4571428571428573 ##### count 35 ##### university ###### size 918 ###### gpa Percentile 56 ###### count Percentile 10 ###### 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 | 1 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 227 | false | | 3.2–3.6 | 371 | true | | 3.6–4.0 | 286 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 30, "gpaPercentile": 66, "countPercentile": 3, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 13, "current": true }, { "range": "3.6–4.0", "count": 5, "current": false } ] } } ] ``` #### 1162 ##### term 1162 ##### gpa 3.4886363636363638 ##### count 44 ##### university ###### size 954 ###### gpa Percentile 54 ###### count Percentile 27 ###### median Count 64.5 ###### 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 | 2 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 350 | true | | 3.6–4.0 | 345 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 32, "gpaPercentile": 74, "countPercentile": 16, "medianCount": 68, "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": 14, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1172 ##### term 1172 ##### gpa 3.75 ##### count 40 ##### university ###### size 991 ###### gpa Percentile 73 ###### count Percentile 21 ###### 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 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 353 | false | | 3.6–4.0 | 390 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 35, "gpaPercentile": 85, "countPercentile": 15, "medianCount": 72, "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": 11, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1182 ##### term 1182 ##### gpa 3.769230769230769 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1192 ##### term 1192 ##### gpa 3.7714285714285714 ##### count 35 ##### university ###### size 1077 ###### gpa Percentile 73 ###### count Percentile 9 ###### 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 | 22 | false | | 2.8–3.2 | 203 | false | | 3.2–3.6 | 370 | false | | 3.6–4.0 | 481 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 38, "gpaPercentile": 89, "countPercentile": 5, "medianCount": 77, "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": 16, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.75 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1212 ##### term 1212 ##### gpa 3.7948717948717947 ##### count 39 ##### university ###### size 1111 ###### gpa Percentile 68 ###### count Percentile 17 ###### 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 | false | | 3.6–4.0 | 611 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 75, "countPercentile": 23, "medianCount": 66, "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": 5, "current": false }, { "range": "3.2–3.6", "count": 19, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.5 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1232 ##### term 1232 ##### gpa 3.4242424242424243 ##### count 33 ##### university ###### size 1216 ###### gpa Percentile 30 ###### count Percentile 8 ###### 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 | true | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 51, "countPercentile": 7, "medianCount": 70, "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": 16, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.6296296296296298 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1254 ##### term 1254 ##### gpa 3.48 ##### count 50 ##### university ###### size 1289 ###### gpa Percentile 30 ###### count Percentile 35 ###### 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": "ECE", "comparison": { "size": 40, "gpaPercentile": 44, "countPercentile": 18, "medianCount": 87.5, "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": 8, "current": false }, { "range": "3.2–3.6", "count": 16, "current": true }, { "range": "3.6–4.0", "count": 16, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.8372093023255816 ##### count 43 ##### university ###### size 1283 ###### gpa Percentile 68 ###### count Percentile 26 ###### 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": "ECE", "comparison": { "size": 45, "gpaPercentile": 75, "countPercentile": 30, "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 4723 ###### gpa 3.658845090104376 ###### top Share 81.82536309968937 ###### count 163 ##### ECE ###### size 120 ###### gpa 3.5912725833731476 ###### top Share 78.10839126849204 ###### count 233.5 #### 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 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### ECE ###### size 30 ###### gpa 3.3140597882926164 ###### top Share 61.06564628590848 ###### count 62 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### ECE ###### size 32 ###### gpa 3.319518625747047 ###### top Share 59.51472818692325 ###### count 68 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### ECE ###### size 35 ###### gpa 3.3883507843058354 ###### top Share 63.7905998393372 ###### count 72 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ###### ECE ###### size 40 ###### gpa 3.456923604087721 ###### top Share 68.99771043518125 ###### count 63 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### ECE ###### size 38 ###### gpa 3.447533461703932 ###### top Share 70.3070826404184 ###### count 77 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ECE ###### size 37 ###### gpa 3.4499953407109865 ###### top Share 70.66752329901533 ###### count 78 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### ECE ###### size 41 ###### gpa 3.5390420098740205 ###### top Share 74.4144228117487 ###### count 66 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ECE ###### size 41 ###### gpa 3.502469130958549 ###### top Share 72.06914460291064 ###### count 70 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ECE ###### size 44 ###### gpa 3.4583903966894223 ###### top Share 70.01102622146537 ###### count 70 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### 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 ###### 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 ###### ECE ###### size 45 ###### gpa 3.5814138447018746 ###### top Share 77.53027985486403 ###### count 73 ## instructor Trends ```json [ { "uid": "instructor_27676dc2887ac73fb41dbfc8", "name": "BARRY VANVEEN", "count": 254, "terms": [ { "term": "1092", "count": 29, "sections": 1, "gpa": 3.2413793103448274 }, { "term": "1102", "count": 20, "sections": 1, "gpa": 3.225 }, { "term": "1112", "count": 18, "sections": 1, "gpa": 3.2777777777777777 }, { "term": "1132", "count": 30, "sections": 1, "gpa": 3.55 }, { "term": "1142", "count": 38, "sections": 1, "gpa": 3.4342105263157894 }, { "term": "1152", "count": 35, "sections": 1, "gpa": 3.4571428571428573 }, { "term": "1162", "count": 44, "sections": 1, "gpa": 3.4886363636363638 }, { "term": "1172", "count": 40, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_d6225ce16dbb1a6bb32b467e", "name": "PAUL MILENKOVIC", "count": 183, "terms": [ { "term": "1212", "count": 39, "sections": 1, "gpa": 3.7948717948717947 }, { "term": "1222", "count": 24, "sections": 1, "gpa": 3.5 }, { "term": "1244", "count": 27, "sections": 1, "gpa": 3.6296296296296298 }, { "term": "1254", "count": 50, "sections": 1, "gpa": 3.48 }, { "term": "1264", "count": 43, "sections": 1, "gpa": 3.8372093023255816 } ] }, { "uid": "instructor_a0eec9fcc480dd17d62eed82", "name": "ANDREAS VELTEN", "count": 88, "terms": [ { "term": "1192", "count": 35, "sections": 1, "gpa": 3.7714285714285714 }, { "term": "1202", "count": 20, "sections": 1, "gpa": 3.75 }, { "term": "1232", "count": 33, "sections": 1, "gpa": 3.4242424242424243 } ] }, { "uid": "instructor_38edc69039c8c5387d9c7c31", "name": "JOHN GUBNER", "count": 57, "terms": [ { "term": "1082", "count": 31, "sections": 1, "gpa": 3.064516129032258 }, { "term": "1182", "count": 26, "sections": 1, "gpa": 3.769230769230769 } ] }, { "uid": "instructor_a0635de9e0867a015d9ba90e", "name": "ROBERT NOWAK", "count": 52, "terms": [ { "term": "1072", "count": 52, "sections": 1, "gpa": 2.8173076923076925 } ] }, { "uid": "instructor_38bc1e3798ef85a6222c29c4", "name": "J. DANIEL COBB", "count": 36, "terms": [ { "term": "1122", "count": 36, "sections": 1, "gpa": 3 } ] } ] ``` ## following None recorded.