# ECE 454: Mobile Computing Laboratory | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_454) ## 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 e1439d44e965ec495c8df0ac84bd11426b016ac817ae1b336b62612ecdc9e986 ### course id ECE 454 ### course uid course\_f5cf8ba190ceb4a3bcb0e773 ### catalog version id e75f596d5e7db331fab205d5d95f800cc887d14b841011f635b8f096bd28cc3c ### course number 454 ### subjects * ECE ### title MOBILE COMPUTING LABORATORY ### description End-to-end project management; teamwork; fundamentals of disciplined development practices; introduction to mobile computing platforms and systems; design, implementation, and deployment of mobile systems and applications. ### requirements text COMP SCI 400or graduate/professional standing. Not open to special students or students with credit forE C E 453,455, or554. ### credits min 4 ### credits max 4 ### credit offering ids * 1272:320:023622 ### llm job id enrich-03fec27af95860a0bfdd385b ### llm output id 2f56d5f8f3efa88b40b22d59ede9bd594226a8414bce7c123a89e90605c830cd ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECE 454 MOBILE COMPUTING LABORATORY teaches project management, teamwork, and disciplined development for mobile systems. ### llm topics * Mobile computing platforms and systems * Mobile systems and applications ### llm skills * Project management * Teamwork * Disciplined development practices * Mobile system design and deployment ### llm assumed background * Data structures and algorithms * Professional software development practices ### llm search phrases * mobile computing laboratory * mobile systems design * project management ECE * mobile application deployment ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash c7d9fd208264ed1eb3b59bf19a5922a5e2f6470a6a23d097f39b1dc2d1dbec47 #### course id ECE 454 #### current instructors ```json [ { "instructor_uid": "instructor_9b5f772ad2d3cb5f6978bb94", "message": "No course-specific reviews available", "name": "Kassem Fawaz", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" } ], "text": "Recent recorded grades — Fall 2021: 3.95 GPA, 97.0% A/AB (n=33 letter grades); Fall 2023: 3.85 GPA, 95.0% A/AB (n=20 letter grades); Spring 2024: 3.96 GPA, 96.2% A/AB (n=26 letter grades)." } ] } ] ``` #### difficulty workload Historical reviews of Xinyu Zhang: Reviewers note that the course expects students to maintain high standards and work hard, though grading is considered reasonable. ```json { "citations": [ { "instructor_name": "Xinyu Zhang", "review_date": "2018-02-01 15:42:34 +0000 UTC", "review_id": "a7f77e2352722553d8abca7e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI5NTI3NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Xinyu Zhang describe him as helpful, patient, and approachable with strong subject knowledge. He is also characterized as methodical and professional, with reasonable grading that expects students to maintain high standards and work hard. ```json { "citations": [ { "instructor_name": "Xinyu Zhang", "review_date": "2016-04-24 03:22:11 +0000 UTC", "review_id": "c383ed189c61149ca6c4e87d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI2MzY0MDEy", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" }, { "instructor_name": "Xinyu Zhang", "review_date": "2018-02-01 15:42:34 +0000 UTC", "review_id": "a7f77e2352722553d8abca7e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI5NTI3NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Xinyu Zhang describe a helpful, patient, and methodical instructor with reasonable grading who expects high standards and hard work from students. ```json { "citations": [ { "instructor_name": "Xinyu Zhang", "review_date": "2016-04-24 03:22:11 +0000 UTC", "review_id": "c383ed189c61149ca6c4e87d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI2MzY0MDEy", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" }, { "instructor_name": "Xinyu Zhang", "review_date": "2018-02-01 15:42:34 +0000 UTC", "review_id": "a7f77e2352722553d8abca7e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI5NTI3NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.96 GPA, 96.2% A/AB (n=26 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=18 letter grades); Fall 2025: 3.97 GPA, 100.0% A/AB (n=19 letter grades). ```json { "citations": [ { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Students found the historical instructor approachable and knowledgeable, noting that help was readily available when questions arose. ```json { "citations": [ { "instructor_name": "Xinyu Zhang", "review_date": "2016-04-24 03:22:11 +0000 UTC", "review_id": "c383ed189c61149ca6c4e87d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2018011", "source_review_id": "UmF0aW5nLTI2MzY0MDEy", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history KASSEM FAWAZ is recorded teaching in Fall 2017, Spring 2019, Fall 2019, Fall 2020, Fall 2021, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" } ] } ``` XINYU ZHANG is recorded teaching in Fall 2012, Fall 2013, Fall 2015, Fall 2016. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "ECE 454", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "source_record": { "entity_id": "4dfa3d45-c036-32d2-88e1-a179c67df994", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "COMP SCI 400or graduate/professional standing. Not open to special students or students with credit forE C E 453,455, or554.", "id": "n0", "kind": "all" }, { "children": [ "n1a", "n1b" ], "condition": null, "course": null, "evidence": "COMP SCI 400or graduate/professional standing.", "id": "n1", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 400, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 400", "id": "n1a", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n1b", "kind": "condition" }, { "children": [ "n2c" ], "condition": null, "course": null, "evidence": "Not open to special students or students with credit forE C E 453,455, or554.", "id": "n2", "kind": "not" }, { "children": [ "n2a", "n2b" ], "condition": null, "course": null, "evidence": "special students or students with credit forE C E 453,455, or554.", "id": "n2c", "kind": "any" }, { "children": [], "condition": "special students", "course": null, "evidence": "special students", "id": "n2a", "kind": "condition" }, { "children": [], "condition": "credit forE C E 453,455, or554", "course": null, "evidence": "credit forE C E 453,455, or554", "id": "n2b", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------ | ---------------- | -------------------------------- | -------------------------------- | -------------------------- | | instructor\_9b5f772ad2d3cb5f6978bb94 | enrollment | kfawaz | netid | source\_identified | Kassem Fawaz | KFAWAZ\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/KASSEM\_FAWAZ | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:320:023622", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1272", "source_course_id": "023622", "source_subject_id": "320", "title": "Mobile Computing Laboratory", "credits_min": 4, "credits_max": 4, "typically_offered": "Fall" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27311", "term_id": "1272", "source_section_id": "27311", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 0, "enrolled": 12, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27312", "term_id": "1272", "source_section_id": "27312", "identity_basis": "class_number", "section_number": "301", "section_type": "LAB", "instruction_mode": "Classroom Instruction", "capacity": 0, "enrolled": 12, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_ed6664d9d32f5f4b263be237", "source": "madgrades", "source_instructor_id": "3969977", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XINYU ZHANG", "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": 4.67, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:2018011", "source_url": "https://www.ratemyprofessors.com/professor/2018011", "match_basis": "exact_name", "observed_at": "2026-09-07 15:58:26.535241+00:00", "courses": { "course_f5cf8ba190ceb4a3bcb0e773": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 }, "course_883e87fcd87d80e877bb98ab": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.79146589873617, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.181, "graded": 612, "counts": [ 153, 188, 136, 67, 45, 11, 12 ], "sections": 49 }, "instructor_url": "/instructors/XINYU_ZHANG--instructor_ed6664d9d32f5f4b263be237" }, { "instructor_uid": "instructor_24b4ebe27130b0604050b77b", "source": "madgrades", "source_instructor_id": "6032141", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KASSEM FAWAZ", "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": 3.695, "graded": 392, "counts": [ 265, 63, 31, 20, 12, 1, 0 ], "sections": 84 }, "instructor_url": "/instructors/KASSEM_FAWAZ--instructor_24b4ebe27130b0604050b77b" }, { "instructor_uid": "instructor_9649ccb0463afc73de459601", "source": "madgrades", "source_instructor_id": "274266", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MIKKO LIPASTI", "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": 26, "quality": 3.38, "difficulty": 2.5, "quality_count": 26, "difficulty_count": 26, "profile_id": "rmp:304354", "source_url": "https://www.ratemyprofessors.com/professor/304354", "match_basis": "exact_name", "observed_at": "2026-09-07 16:17:00.794318+00:00", "courses": { "course_883e87fcd87d80e877bb98ab": { "review_count": 7, "quality": 3.86, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 }, "course_1c943aa88ab6f61c9fa4c558": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_45a9d9a05cba4d5b592ac7a3": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_42330966f01392dae105b4e1": { "review_count": 1, "quality": 2, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_9eb7166a49d161bca95d729f": { "review_count": 11, "quality": 2.91, "difficulty": 2.36, "quality_count": 11, "difficulty_count": 11 } }, "bayesian_quality": 3.501602514585476, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.497, "graded": 2013, "counts": [ 851, 622, 377, 87, 45, 19, 12 ], "sections": 197 }, "instructor_url": "/instructors/MIKKO_LIPASTI--instructor_9649ccb0463afc73de459601" }, { "instructor_uid": "instructor_d77bb93d9055ffa5fe028266", "source": "madgrades", "source_instructor_id": "5015310", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOSHUA SANMIGUEL", "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": 15, "quality": 3.73, "difficulty": 3.47, "quality_count": 15, "difficulty_count": 15, "profile_id": "rmp:2403119", "source_url": "https://www.ratemyprofessors.com/professor/2403119", "match_basis": "exact_name", "observed_at": "2026-09-07 16:28:02.516819+00:00", "courses": { "course_fc83e4e7df45e1bca2dc3ff2": { "review_count": 7, "quality": 5, "difficulty": 2.43, "quality_count": 7, "difficulty_count": 7 }, "course_45a9d9a05cba4d5b592ac7a3": { "review_count": 8, "quality": 2.62, "difficulty": 4.38, "quality_count": 8, "difficulty_count": 8 } }, "bayesian_quality": 3.6898204477409116, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.519, "graded": 735, "counts": [ 386, 161, 93, 52, 30, 10, 3 ], "sections": 87 }, "instructor_url": "/instructors/JOSHUA_SANMIGUEL--instructor_d77bb93d9055ffa5fe028266" }, { "instructor_uid": "instructor_cabcb61b056d10b1e9d6d30f", "source": "madgrades", "source_instructor_id": "6180953", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BHUVANA KRISHNASWAMY", "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": 3.57, "graded": 631, "counts": [ 331, 161, 85, 30, 15, 5, 4 ], "sections": 65 }, "instructor_url": "/instructors/BHUVANA_KRISHNASWAMY--instructor_cabcb61b056d10b1e9d6d30f" }, { "instructor_uid": "instructor_9b5f772ad2d3cb5f6978bb94", "source": "enrollment", "source_instructor_id": "kfawaz", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kassem Fawaz", "email": "KFAWAZ@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/KASSEM_FAWAZ" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "XINYU ZHANG" ], "a": 6, "ab": 10, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 16, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "XINYU ZHANG" ], "a": 12, "ab": 7, "b": 2, "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": 23, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "XINYU ZHANG" ], "a": 12, "ab": 11, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "XINYU ZHANG" ], "a": 11, "ab": 17, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "Kassem Fawaz" ], "a": 12, "ab": 11, "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": 27, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Kassem Fawaz" ], "a": 19, "ab": 6, "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": 26, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Kassem Fawaz" ], "a": 27, "ab": 3, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Kassem Fawaz" ], "a": 28, "ab": 3, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Kassem Fawaz" ], "a": 31, "ab": 1, "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": 33, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Mikko Lipasti" ], "a": 35, "ab": 5, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 40, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Kassem Fawaz" ], "a": 15, "ab": 4, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Kassem Fawaz" ], "a": 25, "ab": 0, "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": 26, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "JOSHUA SANMIGUEL" ], "a": 18, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 18, "source_aliases": [ "ECE 454" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 454", "course_uid": "course_f5cf8ba190ceb4a3bcb0e773", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Bhuvana Krishnaswamy" ], "a": 18, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "ECE 454" ] } ] ``` ### statistics #### gpa 3.848 #### graded 362 #### counts * 269 * 79 * 12 * 1 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_f5cf8ba190ceb4a3bcb0e773-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_f5cf8ba190ceb4a3bcb0e773-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_f5cf8ba190ceb4a3bcb0e773-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_f5cf8ba190ceb4a3bcb0e773-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_f5cf8ba190ceb4a3bcb0e773-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_f5cf8ba190ceb4a3bcb0e773-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_f5cf8ba190ceb4a3bcb0e773-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_f5cf8ba190ceb4a3bcb0e773-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_f5cf8ba190ceb4a3bcb0e773-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_f5cf8ba190ceb4a3bcb0e773-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.8480662983425415 #### count 362 #### university ##### size 4542 ##### gpa Percentile 67 ##### count Percentile 75 ##### median Count 144 ##### 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 | 12 | false | | 2.8–3.2 | 303 | false | | 3.2–3.6 | 1238 | false | | 3.6–4.0 | 2989 | true | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 111, "gpaPercentile": 82, "countPercentile": 65, "medianCount": 178, "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": 46, "current": false }, { "range": "3.6–4.0", "count": 59, "current": true } ] } } ] ``` ### terms #### 1132 ##### term 1132 ##### gpa 3.6875 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1142 ##### term 1142 ##### gpa 3.608695652173913 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1162 ##### term 1162 ##### gpa 3.760869565217391 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1172 ##### term 1172 ##### gpa 3.65 ##### count 30 ##### university ###### size 991 ###### gpa Percentile 65 ###### count Percentile 0 ###### 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": 68, "countPercentile": 0, "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 3.6481481481481484 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1194 ##### term 1194 ##### gpa 3.8461538461538463 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1202 ##### term 1202 ##### gpa 3.95 ##### count 30 ##### university ###### size 1102 ###### gpa Percentile 92 ###### count Percentile 0 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 37, "gpaPercentile": 94, "countPercentile": 0, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.9516129032258065 ##### count 31 ##### university ###### size 1111 ###### gpa Percentile 90 ###### count Percentile 3 ###### 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": 98, "countPercentile": 3, "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 3.9545454545454546 ##### count 33 ##### university ###### size 1157 ###### gpa Percentile 92 ###### count Percentile 8 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 90, "countPercentile": 3, "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": 7, "current": false }, { "range": "3.2–3.6", "count": 18, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.9375 ##### count 40 ##### university ###### size 1188 ###### gpa Percentile 87 ###### count Percentile 22 ###### 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": 90, "countPercentile": 10, "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 3.85 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1244 ##### term 1244 ##### gpa 3.9615384615384617 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1252 ##### term 1252 ##### gpa 4 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1262 ##### term 1262 ##### gpa 3.973684210526316 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | ### benchmarks #### all ##### school ###### size 4542 ###### gpa 3.6723675890829606 ###### top Share 82.6378785300295 ###### count 144 ##### ECE ###### size 111 ###### gpa 3.590352613399218 ###### top Share 77.53712631820866 ###### count 178 #### terms ##### 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 ##### 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 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ECE ###### size 36 ###### gpa 3.5139370942069434 ###### top Share 73.58293880609176 ###### count 77 ##### 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 ##### 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 ##### 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_24b4ebe27130b0604050b77b", "name": "KASSEM FAWAZ", "count": 193, "terms": [ { "term": "1182", "count": 27, "sections": 1, "gpa": 3.6481481481481484 }, { "term": "1194", "count": 26, "sections": 1, "gpa": 3.8461538461538463 }, { "term": "1202", "count": 30, "sections": 1, "gpa": 3.95 }, { "term": "1212", "count": 31, "sections": 1, "gpa": 3.9516129032258065 }, { "term": "1222", "count": 33, "sections": 1, "gpa": 3.9545454545454546 }, { "term": "1242", "count": 20, "sections": 1, "gpa": 3.85 }, { "term": "1244", "count": 26, "sections": 1, "gpa": 3.9615384615384617 } ] }, { "uid": "instructor_ed6664d9d32f5f4b263be237", "name": "XINYU ZHANG", "count": 92, "terms": [ { "term": "1132", "count": 16, "sections": 1, "gpa": 3.6875 }, { "term": "1142", "count": 23, "sections": 1, "gpa": 3.608695652173913 }, { "term": "1162", "count": 23, "sections": 1, "gpa": 3.760869565217391 }, { "term": "1172", "count": 30, "sections": 1, "gpa": 3.65 } ] }, { "uid": "instructor_9649ccb0463afc73de459601", "name": "MIKKO LIPASTI", "count": 40, "terms": [ { "term": "1234", "count": 40, "sections": 1, "gpa": 3.9375 } ] }, { "uid": "instructor_cabcb61b056d10b1e9d6d30f", "name": "BHUVANA KRISHNASWAMY", "count": 19, "terms": [ { "term": "1262", "count": 19, "sections": 1, "gpa": 3.973684210526316 } ] }, { "uid": "instructor_d77bb93d9055ffa5fe028266", "name": "JOSHUA SANMIGUEL", "count": 18, "terms": [ { "term": "1252", "count": 18, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.