# ECE 204: Data Science & Engineering | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_204) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id e9e10b2be9cc3bac9417f6e2ca999b458323bf9066c471c842515906f47cbb1d ### course id ECE 204 ### course uid course\_2dc691819ab3968d0478921d ### catalog version id 930b9c2a6c8cbd8dcd2ee7a5ebde95aafd4fead659a697364bbd3f80d5c0fd22 ### course number 204 ### subjects * ECE ### title DATA SCIENCE & ENGINEERING ### description A hands-on introduction to Data Science using the Python programming language. Data-centric and computational thinking. Describe, analyze, and make predictions using data from real-world phenomena. Programming in Python. Importing, manipulating, summarizing, and visualizing data of various types. Notions of bias, fairness, and ethics in data science. ### requirements text MATH 112,114, 171, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id fddaf3237854089af308b7fea1ffe55eb0a3dce02db0f1cc413ae302af488aa1 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to Data Science using Python for data analysis and prediction. ### llm topics * Data-centric and computational thinking * Bias, fairness, and ethics in data science ### llm skills * Programming in Python * Importing, manipulating, summarizing, and visualizing data * Describe, analyze, and make predictions using data * Notions of bias, fairness, and ethics in data science ### llm assumed background * Algebra and trigonometry skills for calculus ### llm search phrases * data science python * data analysis engineering * computational thinking * data ethics ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash b0270694ea411e2020a868c290f946cc962d7e72b27daa16b65725a7604b61e4 #### course id ECE 204 #### current instructors None recorded. #### difficulty workload Historical reviews of Grigoris Chrysos: Students report that homework assignments take hours and are often impossible, requiring serious independent study. Exams are described as incredibly tough and unrelated to lecture material. ```json { "citations": [ { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-05 01:08:07 +0000 UTC", "review_id": "44b10aed7a418fb689cd28cf", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTUxNDEw", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 06:20:15 +0000 UTC", "review_id": "5450dbcdacd86011a84ad2dc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkyODE3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 16:00:28 +0000 UTC", "review_id": "fa79fc8be258d4e26b0f6bb4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkzMjU3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 03:47:59 +0000 UTC", "review_id": "83c3a5f0f3e0bcc8b3f57f0f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzNjYx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 16:09:08 +0000 UTC", "review_id": "5b4f66fde1444ffd641e0249", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA0NTA0", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 19:36:17 +0000 UTC", "review_id": "efd9a8e5ca6f4b490271b9e2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA1MzQx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-03-03 05:46:27 +0000 UTC", "review_id": "dee98d972f25653a953ecb01", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDE4NjUx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-05-01 05:01:09 +0000 UTC", "review_id": "65f7e3db2af942e8770fc1c7", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MzIzNjM5", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Grigoris Chrysos: Grigoris Chrysos taught ECE 204 in Spring 2024. Reviewers report that he treated the introductory course as advanced, assigning out-of-scope homework and exams featuring difficult LeetCode-style problems. Students criticized his poor empathy, belittling Piazza responses, and refusal to adjust expectations for novices. ```json { "citations": [ { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-05 01:08:07 +0000 UTC", "review_id": "44b10aed7a418fb689cd28cf", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTUxNDEw", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 06:20:15 +0000 UTC", "review_id": "5450dbcdacd86011a84ad2dc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkyODE3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 16:00:28 +0000 UTC", "review_id": "fa79fc8be258d4e26b0f6bb4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkzMjU3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 02:09:26 +0000 UTC", "review_id": "31a50a2a8b4e05952e67e5d2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzMzUy", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 03:47:59 +0000 UTC", "review_id": "83c3a5f0f3e0bcc8b3f57f0f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzNjYx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 16:09:08 +0000 UTC", "review_id": "5b4f66fde1444ffd641e0249", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA0NTA0", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 19:36:17 +0000 UTC", "review_id": "efd9a8e5ca6f4b490271b9e2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA1MzQx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-03-03 05:46:27 +0000 UTC", "review_id": "dee98d972f25653a953ecb01", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDE4NjUx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-04-16 15:36:16 +0000 UTC", "review_id": "a3fc922c633559718b295296", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MTgyNTAw", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-05-01 05:01:09 +0000 UTC", "review_id": "65f7e3db2af942e8770fc1c7", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MzIzNjM5", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Grigoris Chrysos: Reviewers describe Grigoris Chrysos’s ECE 204 as unexpectedly difficult, with exams and homework containing out-of-scope material and LeetCode-style problems. Many students recommend avoiding the course or having prior Python experience. ```json { "citations": [ { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-05 01:08:07 +0000 UTC", "review_id": "44b10aed7a418fb689cd28cf", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTUxNDEw", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 06:20:15 +0000 UTC", "review_id": "5450dbcdacd86011a84ad2dc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkyODE3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 16:00:28 +0000 UTC", "review_id": "fa79fc8be258d4e26b0f6bb4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkzMjU3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 02:09:26 +0000 UTC", "review_id": "31a50a2a8b4e05952e67e5d2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzMzUy", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 03:47:59 +0000 UTC", "review_id": "83c3a5f0f3e0bcc8b3f57f0f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzNjYx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 16:09:08 +0000 UTC", "review_id": "5b4f66fde1444ffd641e0249", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA0NTA0", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 19:36:17 +0000 UTC", "review_id": "efd9a8e5ca6f4b490271b9e2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDA1MzQx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-03-03 05:46:27 +0000 UTC", "review_id": "dee98d972f25653a953ecb01", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDE4NjUx", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-05-01 05:01:09 +0000 UTC", "review_id": "65f7e3db2af942e8770fc1c7", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MzIzNjM5", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" } ] } ``` Recent recorded grades — Fall 2024: 3.70 GPA, 90.1% A/AB (n=71 letter grades); Spring 2025: 3.60 GPA, 91.5% A/AB (n=82 letter grades); Fall 2025: 3.65 GPA, 85.7% A/AB (n=70 letter grades). ```json { "citations": [ { "course_id": "ECE 204", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 204", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECE 204", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Historical reviews of Grigoris Chrysos: Reviewers criticize Chrysos for being rude on Piazza and ignoring student concerns about the course difficulty. One student found the data science lessons interesting, but others found the experience frustrating. ```json { "citations": [ { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-22 06:20:15 +0000 UTC", "review_id": "5450dbcdacd86011a84ad2dc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM4OTkyODE3", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-02-27 02:09:26 +0000 UTC", "review_id": "31a50a2a8b4e05952e67e5d2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5MDAzMzUy", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" }, { "instructor_name": "Grigoris Chrysos", "review_date": "2024-05-08 18:34:58 +0000 UTC", "review_id": "effdb12dd6a77460c6196a53", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2984236", "source_review_id": "UmF0aW5nLTM5NDA4MDk1", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history GRIGORIS CHRYSOS is recorded teaching in Spring 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 204", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "source_record": { "entity_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ECE 204", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "source_record": { "entity_id": "21ae6e85-2e57-390d-9f3b-2e2dafeeea80", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "MATH 112,114, 171, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 112, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 112", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 114, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "114", "id": "n2", "kind": "course" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n3", "kind": "condition" }, { "children": [], "condition": "171", "course": null, "evidence": "171", "id": "n4", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_b15bc374b15a6e0134a830af", "source": "madgrades", "source_instructor_id": "6283002", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EDUARDO ROMERO ARVELO", "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": 3.465, "graded": 1633, "counts": [ 754, 389, 267, 125, 77, 14, 7 ], "sections": 26 }, "instructor_url": "/instructors/EDUARDO_ROMERO_ARVELO--instructor_b15bc374b15a6e0134a830af" }, { "instructor_uid": "instructor_c7da0e4affd180820e6970b5", "source": "madgrades", "source_instructor_id": "6242370", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KANG WOOK LEE", "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": 34, "quality": 2.82, "difficulty": 4.12, "quality_count": 34, "difficulty_count": 34, "profile_id": "rmp:2517429", "source_url": "https://www.ratemyprofessors.com/professor/2517429", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:04.431176+00:00", "courses": { "course_013300c17c3a4f3c90089d51": { "review_count": 3, "quality": 1, "difficulty": 4.67, "quality_count": 3, "difficulty_count": 3 }, "course_b588d52f82ec62f25a4f2ece": { "review_count": 17, "quality": 3.12, "difficulty": 3.76, "quality_count": 17, "difficulty_count": 17 }, "course_b679e3cf25eb2922e638a7d2": { "review_count": 2, "quality": 1, "difficulty": 4, "quality_count": 2, "difficulty_count": 2 }, "course_d1b1335c4fd73dee4c550d71": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_7827ec668fbfd32d25a29f21": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_a7ce5ee394c07ac642067916": { "review_count": 9, "quality": 2.67, "difficulty": 4.67, "quality_count": 9, "difficulty_count": 9 }, "course_65c8c357ed6414dafbcf8c1e": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.130994734646887, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.565, "graded": 507, "counts": [ 258, 125, 79, 32, 9, 3, 1 ], "sections": 73 }, "instructor_url": "/instructors/KANG_WOOK_LEE--instructor_c7da0e4affd180820e6970b5" }, { "instructor_uid": "instructor_f7c312e4d64fa1483275eb3f", "source": "madgrades", "source_instructor_id": "1635627", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MATTHEW MALLOY", "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": 3, "quality": 5, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:2651942", "source_url": "https://www.ratemyprofessors.com/professor/2651942", "match_basis": "exact_name", "observed_at": "2026-09-07 16:19:39.872333+00:00", "courses": { "course_b588d52f82ec62f25a4f2ece": { "review_count": 3, "quality": 5, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.8345093769970395, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.515, "graded": 504, "counts": [ 247, 123, 84, 22, 21, 4, 3 ], "sections": 14 }, "instructor_url": "/instructors/MATTHEW_MALLOY--instructor_f7c312e4d64fa1483275eb3f" }, { "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_1de4de258bced02b550321a6", "source": "madgrades", "source_instructor_id": "5837208", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DIMITRIOS PAPAILIOPOULOS", "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": 3.445, "graded": 632, "counts": [ 321, 105, 106, 45, 42, 11, 2 ], "sections": 77 }, "instructor_url": "/instructors/DIMITRIOS_PAPAILIOPOULOS" }, { "instructor_uid": "instructor_c2f40edad07a93567308c9bc", "source": "madgrades", "source_instructor_id": "6587778", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GRIGORIS CHRYSOS", "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": 25, "quality": 1.24, "difficulty": 4.8, "quality_count": 25, "difficulty_count": 25, "profile_id": "rmp:2984236", "source_url": "https://www.ratemyprofessors.com/professor/2984236", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:55.522895+00:00", "courses": { "course_b588d52f82ec62f25a4f2ece": { "review_count": 8, "quality": 1, "difficulty": 5, "quality_count": 8, "difficulty_count": 8 }, "course_a7ce5ee394c07ac642067916": { "review_count": 2, "quality": 2.5, "difficulty": 4.5, "quality_count": 2, "difficulty_count": 2 }, "course_2dc691819ab3968d0478921d": { "review_count": 15, "quality": 1.2, "difficulty": 4.73, "quality_count": 15, "difficulty_count": 15 } }, "bayesian_quality": 2.315415903798487, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.553, "graded": 274, "counts": [ 125, 92, 34, 17, 2, 3, 1 ], "sections": 24 }, "instructor_url": "/instructors/GRIGORIS_CHRYSOS--instructor_c2f40edad07a93567308c9bc" }, { "instructor_uid": "instructor_05424d60e31f458b44af80eb", "source": "madgrades", "source_instructor_id": "6489976", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PEDRO MARAVILHA MORGADO", "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": 3.659, "graded": 464, "counts": [ 259, 131, 51, 17, 3, 2, 1 ], "sections": 27 }, "instructor_url": "/instructors/PEDRO_MARAVILHA_MORGADO--instructor_05424d60e31f458b44af80eb" }, { "instructor_uid": "instructor_47eddb196fdc06cb8fb59160", "source": "madgrades", "source_instructor_id": "6088327", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BHUMESH KUMAR", "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": 3.65, "graded": 70, "counts": [ 33, 27, 8, 2, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/BHUMESH_KUMAR" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Eduardo Romero Arvelo" ], "a": 8, "ab": 6, "b": 0, "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": 17, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "KANG WOOK LEE" ], "a": 8, "ab": 4, "b": 2, "bc": 0, "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": 15, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "MATTHEW MALLOY" ], "a": 35, "ab": 12, "b": 9, "bc": 4, "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": 61, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Barry Vanveen" ], "a": 36, "ab": 32, "b": 4, "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": 75, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Eduardo Romero Arvelo" ], "a": 48, "ab": 25, "b": 7, "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": 81, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Dimitris Papailiopoulos" ], "a": 57, "ab": 14, "b": 4, "bc": 0, "c": 0, "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": 77, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Grigoris Chrysos" ], "a": 55, "ab": 33, "b": 8, "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": 97, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Pedro Maravilha Morgado" ], "a": 38, "ab": 26, "b": 5, "bc": 2, "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": 72, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Eduardo Romero Arvelo" ], "a": 37, "ab": 38, "b": 2, "bc": 1, "c": 2, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 82, "source_aliases": [ "ECE 204" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 204", "course_uid": "course_2dc691819ab3968d0478921d", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "BHUMESH KUMAR" ], "a": 33, "ab": 27, "b": 8, "bc": 2, "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": 71, "source_aliases": [ "ECE 204" ] } ] ``` ### statistics #### gpa 3.698 #### graded 642 #### counts * 355 * 217 * 49 * 15 * 4 * 2 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_2dc691819ab3968d0478921d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_2dc691819ab3968d0478921d-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_2dc691819ab3968d0478921d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_2dc691819ab3968d0478921d-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_2dc691819ab3968d0478921d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_2dc691819ab3968d0478921d-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_2dc691819ab3968d0478921d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_2dc691819ab3968d0478921d-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6978193146417446 #### count 642 #### university ##### size 4379 ##### gpa Percentile 42 ##### count Percentile 88 ##### median Count 124 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 238 | false | | 3.2–3.6 | 1094 | false | | 3.6–4.0 | 3033 | true | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 109, "gpaPercentile": 58, "countPercentile": 78, "medianCount": 162, "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": 41, "current": false }, { "range": "3.6–4.0", "count": 61, "current": true } ] } } ] ``` ### terms #### 1212 ##### term 1212 ##### gpa 3.5294117647058822 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1222 ##### term 1222 ##### gpa 3.6 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1224 ##### term 1224 ##### gpa 3.65 ##### count 60 ##### university ###### size 1171 ###### gpa Percentile 52 ###### count Percentile 46 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 43, "gpaPercentile": 69, "countPercentile": 36, "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": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.6733333333333333 ##### count 75 ##### university ###### size 1216 ###### gpa Percentile 55 ###### count Percentile 54 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 67, "countPercentile": 58, "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": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.740740740740741 ##### count 81 ##### university ###### size 1188 ###### gpa Percentile 62 ###### count Percentile 59 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 80, "countPercentile": 58, "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": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 22, "current": false }, { "range": "3.6–4.0", "count": 15, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.8533333333333335 ##### count 75 ##### university ###### size 1295 ###### gpa Percentile 74 ###### count Percentile 54 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 85, "countPercentile": 40, "medianCount": 83, "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": 18, "current": false }, { "range": "3.6–4.0", "count": 15, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.7447916666666665 ##### count 96 ##### university ###### size 1241 ###### gpa Percentile 61 ###### count Percentile 69 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 38, "gpaPercentile": 70, "countPercentile": 62, "medianCount": 83.5, "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": 6, "current": false }, { "range": "3.2–3.6", "count": 14, "current": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.704225352112676 ##### count 71 ##### university ###### size 1333 ###### gpa Percentile 53 ###### count Percentile 51 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 65, "countPercentile": 44, "medianCount": 74, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 23, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.6036585365853657 ##### count 82 ##### university ###### size 1289 ###### gpa Percentile 41 ###### count Percentile 59 ###### 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 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 40, "gpaPercentile": 64, "countPercentile": 46, "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": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.65 ##### count 70 ##### university ###### size 1320 ###### gpa Percentile 45 ###### count Percentile 49 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 68, "countPercentile": 30, "medianCount": 82, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 17, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4379 ###### gpa 3.696764211839429 ###### top Share 84.13079786883301 ###### count 124 ##### ECE ###### size 109 ###### gpa 3.6074570380443793 ###### top Share 79.03501514493476 ###### count 162 #### terms ##### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ECE ###### size 43 ###### gpa 3.493101515836076 ###### top Share 71.87667215876023 ###### count 78 ##### 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 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ECE ###### size 41 ###### gpa 3.521247893399985 ###### top Share 73.18909826442149 ###### count 70 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ECE ###### size 41 ###### gpa 3.4916867437115484 ###### top Share 71.95296745580877 ###### count 83 ##### 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 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ECE ###### size 44 ###### gpa 3.5595929340853747 ###### top Share 76.26079811550397 ###### count 74 ##### 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 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ECE ###### size 41 ###### gpa 3.5162416044524014 ###### top Share 73.72561877957347 ###### count 82 ## instructor Trends ```json [ { "uid": "instructor_b15bc374b15a6e0134a830af", "name": "EDUARDO ROMERO ARVELO", "count": 180, "terms": [ { "term": "1212", "count": 17, "sections": 1, "gpa": 3.5294117647058822 }, { "term": "1234", "count": 81, "sections": 2, "gpa": 3.740740740740741 }, { "term": "1254", "count": 82, "sections": 2, "gpa": 3.6036585365853657 } ] }, { "uid": "instructor_c2f40edad07a93567308c9bc", "name": "GRIGORIS CHRYSOS", "count": 96, "terms": [ { "term": "1244", "count": 96, "sections": 2, "gpa": 3.7447916666666665 } ] }, { "uid": "instructor_1de4de258bced02b550321a6", "name": "DIMITRIOS PAPAILIOPOULOS", "count": 75, "terms": [ { "term": "1242", "count": 75, "sections": 2, "gpa": 3.8533333333333335 } ] }, { "uid": "instructor_27676dc2887ac73fb41dbfc8", "name": "BARRY VANVEEN", "count": 75, "terms": [ { "term": "1232", "count": 75, "sections": 2, "gpa": 3.6733333333333333 } ] }, { "uid": "instructor_05424d60e31f458b44af80eb", "name": "PEDRO MARAVILHA MORGADO", "count": 71, "terms": [ { "term": "1252", "count": 71, "sections": 2, "gpa": 3.704225352112676 } ] }, { "uid": "instructor_47eddb196fdc06cb8fb59160", "name": "BHUMESH KUMAR", "count": 70, "terms": [ { "term": "1262", "count": 70, "sections": 2, "gpa": 3.65 } ] }, { "uid": "instructor_f7c312e4d64fa1483275eb3f", "name": "MATTHEW MALLOY", "count": 60, "terms": [ { "term": "1224", "count": 60, "sections": 2, "gpa": 3.65 } ] }, { "uid": "instructor_c7da0e4affd180820e6970b5", "name": "KANG WOOK LEE", "count": 15, "terms": [ { "term": "1222", "count": 15, "sections": 2, "gpa": 3.6 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.7128252986755212 ### grades | grade | percentage | | ----- | ------------------ | | A | 55.27634097266526 | | AB | 34.4373994645379 | | B | 7.861237888032805 | | BC | 2.4250216747640314 | | C | 0 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 ### source Count 291 ### same Season true ### historical Range * 3.6500000000000004 * 3.8533333333333335 ### backtest #### terms 3 #### gpa Error 0.10400698456421331 #### mix Error 14.505823956958434