# DS 451: Color Theory and Technology | UW–Madison [View on UW Courses](https://uwcourses.com/courses/DS_451) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 186fdc68146311f4f536912ccef5aa87a0e19652d6577af5d924cf2fb8ccac7e ### course id DS 451 ### course uid course\_a09b31c889ce43c8af317dae ### catalog version id 1515fec7928577b95c2207d1cc20b61411cec77f693924a65586df6230f9c740 ### course number 451 ### subjects * DS ### title COLOR THEORY AND TECHNOLOGY ### description Specialized topics of current interest. ### requirements text Satisfied Quantitative Reasoning (QR) A or graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:359:007202 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 01c07b0ef1e380855e4af3334b71b36262e8990c5e969a48fafacc09ce7c5db0 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary DS 451 covers specialized topics of current interest, specifically focusing on color theory and technology. ### llm topics * Color theory and technology ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * data science color theory * DS 451 color technology * quantitative reasoning graduate standing ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 6cc0500e57f87ba1d54816b64e73f59eb0615ad3187f8dd95f21a9f7d5a7b41b #### course id DS 451 #### current instructors None recorded. #### difficulty workload Historical reviews of Majid Sarmadi: The course involves significant work, including a 10-page research paper, a presentation, and two exams, though one reviewer noted success with study guides despite low class engagement. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2015-08-03 23:25:12 +0000 UTC", "review_id": "4122f16134c6a37127d7127c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI1MDg5NjEy", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-05-04 22:16:46 +0000 UTC", "review_id": "168f8596add443c37aed6a1e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM2MjQ0Njc5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Majid Sarmadi: Majid Sarmadi receives polarized feedback regarding his teaching style. One reviewer found his lectures engaging and insightful, while others described the long sessions as boring despite his humor. One reviewer noted that the TA is helpful and that exam preparation relies on study guides. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2015-08-03 23:25:12 +0000 UTC", "review_id": "4122f16134c6a37127d7127c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI1MDg5NjEy", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-03-23 22:57:56 +0000 UTC", "review_id": "dad86849bd5982327dbe117b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM1OTY4NDQ5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-05-04 22:16:46 +0000 UTC", "review_id": "168f8596add443c37aed6a1e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM2MjQ0Njc5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Reviews for historical instructor Majid Sarmadi are polarized, with some finding the material deeply rewarding while others describe the long lectures as boring and unnecessary. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2015-08-03 23:25:12 +0000 UTC", "review_id": "4122f16134c6a37127d7127c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI1MDg5NjEy", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-03-23 22:57:56 +0000 UTC", "review_id": "dad86849bd5982327dbe117b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM1OTY4NDQ5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-05-04 22:16:46 +0000 UTC", "review_id": "168f8596add443c37aed6a1e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM2MjQ0Njc5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.69 GPA, 88.9% A/AB (n=18 letter grades); Fall 2025: 3.96 GPA, 100.0% A/AB (n=28 letter grades); Spring 2026: 3.52 GPA, 80.0% A/AB (n=25 letter grades). ```json { "citations": [ { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Majid Sarmadi: Students found the 2.5-hour weekly lectures boring, though the instructor was described as nice and funny, and the TA was helpful. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2022-03-23 22:57:56 +0000 UTC", "review_id": "dad86849bd5982327dbe117b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM1OTY4NDQ5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2022-05-04 22:16:46 +0000 UTC", "review_id": "168f8596add443c37aed6a1e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTM2MjQ0Njc5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history MAJID SARMADI is recorded teaching in Fall 2006, Spring 2007, Fall 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1072", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", 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"section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "DS 451", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "e5a0306f-da79-3618-9700-29f592710aac", "source_record": { "entity_id": "e5a0306f-da79-3618-9700-29f592710aac", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Satisfied Quantitative Reasoning (QR) A or graduate/professional standing", "id": "n0", "kind": "any" }, { "children": [], "condition": "Satisfied Quantitative Reasoning (QR) A", "course": null, "evidence": "Satisfied Quantitative Reasoning (QR) A", "id": "n1", "kind": "condition" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:359:007202", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1272", "source_course_id": "007202", "source_subject_id": "359", "title": "Color Theory and Technology", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall, Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:12408", "term_id": "1272", "source_section_id": "12408", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 38, "enrolled": 38, "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_caa5f36a1e261f351af0220e", "source": "madgrades", "source_instructor_id": "2600644", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MAJID SARMADI", "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": 12, "quality": 3, "difficulty": 3.83, "quality_count": 12, "difficulty_count": 12, "profile_id": "rmp:848131", "source_url": "https://www.ratemyprofessors.com/professor/848131", "match_basis": "exact_name", "observed_at": "2026-09-07 16:21:29.884840+00:00", "courses": { "course_a09b31c889ce43c8af317dae": { "review_count": 3, "quality": 3.67, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3 }, "course_6de0da8ba5cfb7878377f33a": { "review_count": 5, "quality": 2.4, "difficulty": 3.8, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.412303614716622, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.267, "graded": 1836, "counts": [ 522, 530, 398, 254, 104, 19, 9 ], "sections": 82 }, "instructor_url": "/instructors/MAJID_SARMADI--instructor_caa5f36a1e261f351af0220e" }, { "instructor_uid": "instructor_4dcec4ce68aa2065a8fb5124", "source": "madgrades", "source_instructor_id": "5035077", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ELIZABETH PROSE", "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": 3.39, "graded": 77, "counts": [ 24, 27, 16, 5, 5, 0, 0 ], "sections": 4 }, "instructor_url": "/instructors/ELIZABETH_PROSE" }, { "instructor_uid": "instructor_1e96c5684ef2f15aa8d6b8dd", "source": "madgrades", "source_instructor_id": "5351853", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HYO JEONG KANG", "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": 3.541, "graded": 233, "counts": [ 107, 73, 31, 15, 5, 1, 1 ], "sections": 9 }, "instructor_url": "/instructors/HYO_JEONG_KANG" }, { "instructor_uid": "instructor_93e57f05226dc97953d7cac8", "source": "madgrades", "source_instructor_id": "5549156", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LUISA GARCIA-GOMEZ", "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": 3.333, "graded": 18, "counts": [ 5, 8, 3, 0, 1, 1, 0 ], "sections": 1 }, "instructor_url": "/instructors/LUISA_GARCIA-GOMEZ--instructor_93e57f05226dc97953d7cac8" }, { "instructor_uid": "instructor_3997a69ada91848be2646582", "source": "madgrades", "source_instructor_id": "4443628", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RANIA BASHAR", "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": 3.157, "graded": 137, "counts": [ 35, 36, 29, 21, 11, 5, 0 ], "sections": 4 }, "instructor_url": "/instructors/RANIA_BASHAR" }, { "instructor_uid": "instructor_a7042d14e85ec6903e39af25", "source": "madgrades", "source_instructor_id": "6045458", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HAN AH YOO", "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": 3.595, "graded": 201, "counts": [ 99, 61, 31, 6, 2, 1, 1 ], "sections": 7 }, "instructor_url": "/instructors/HAN_AH_YOO" }, { "instructor_uid": "instructor_7222d8d60650c2d84e558a35", "source": "madgrades", "source_instructor_id": "6587178", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JILL HARMON", "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": 3.795, "graded": 310, "counts": [ 252, 21, 22, 8, 3, 3, 1 ], "sections": 6 }, "instructor_url": "/instructors/JILL_HARMON--instructor_7222d8d60650c2d84e558a35" }, { "instructor_uid": "instructor_a725da6f49feb4b83ab25f5d", "source": "madgrades", "source_instructor_id": "6646131", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRIAN FAGGIN BATISTA", "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": 3.705, "graded": 307, "counts": [ 212, 53, 25, 4, 8, 3, 2 ], "sections": 4 }, "instructor_url": "/instructors/BRIAN_FAGGIN_BATISTA--instructor_a725da6f49feb4b83ab25f5d" }, { "instructor_uid": "instructor_c7878718945f19eb15be7a6b", "source": "madgrades", "source_instructor_id": "6688021", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YAOYI ZHOU", "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": 3.877, "graded": 208, "counts": [ 172, 28, 6, 1, 0, 0, 1 ], "sections": 6 }, "instructor_url": "/instructors/YAOYI_ZHOU--instructor_c7878718945f19eb15be7a6b" }, { "instructor_uid": "instructor_f28b83dfaf97efe0ec8a5880", "source": "madgrades", "source_instructor_id": "6806789", "identity_basis": "source_id", "identity_status": "source_identified", "name": "QI YANG", "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": 3.756, "graded": 78, "counts": [ 51, 20, 4, 2, 1, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/QI_YANG--instructor_f28b83dfaf97efe0ec8a5880" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "MAJID SARMADI" ], "a": 3, "ab": 6, "b": 5, "bc": 1, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 17, "source_aliases": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "MAJID SARMADI" ], "a": 1, "ab": 4, "b": 6, "bc": 3, "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": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "MAJID SARMADI" ], "a": 5, "ab": 6, "b": 1, "bc": 3, "c": 2, "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": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "MAJID SARMADI" ], "a": 7, "ab": 5, "b": 4, "bc": 3, "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": 20, "source_aliases": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "MAJID SARMADI" ], "a": 4, "ab": 4, "b": 3, "bc": 5, "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": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "MAJID SARMADI" ], "a": 11, "ab": 7, "b": 0, "bc": 2, "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": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1102", "term_name": "Fall 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"source_aliases": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "YAOYI ZHOU" ], "a": 26, "ab": 2, "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": 28, "source_aliases": [ "DS 451" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 451", "course_uid": "course_a09b31c889ce43c8af317dae", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Qi Yang" ], "a": 10, "ab": 10, "b": 2, "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": 25, "source_aliases": [ "DS 451" ] } ] ``` ### statistics #### gpa 3.475 #### graded 767 #### counts * 332 * 227 * 115 * 57 * 23 * 9 * 4 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_a09b31c889ce43c8af317dae-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_a09b31c889ce43c8af317dae-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_a09b31c889ce43c8af317dae-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_a09b31c889ce43c8af317dae-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_a09b31c889ce43c8af317dae-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_a09b31c889ce43c8af317dae-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_a09b31c889ce43c8af317dae-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_a09b31c889ce43c8af317dae-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_a09b31c889ce43c8af317dae-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_a09b31c889ce43c8af317dae-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.4745762711864407 #### count 767 #### university ##### size 5784 ##### gpa Percentile 22 ##### count Percentile 78 ##### median Count 240.5 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 12 | false | | 2.8–3.2 | 363 | false | | 3.2–3.6 | 1576 | true | | 3.6–4.0 | 3833 | false | #### departments ```json [ { "subject": "DS", "comparison": { "size": 60, "gpaPercentile": 10, "countPercentile": 92, "medianCount": 310.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 45, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.1470588235294117 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1074 ##### term 1074 ##### gpa 3.033333333333333 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1082 ##### term 1082 ##### gpa 3.264705882352941 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1084 ##### term 1084 ##### gpa 3.35 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1092 ##### term 1092 ##### gpa 3.1470588235294117 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1094 ##### term 1094 ##### gpa 3.675 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1102 ##### term 1102 ##### gpa 3.34375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1104 ##### term 1104 ##### gpa 3.7777777777777777 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1112 ##### term 1112 ##### gpa 3.4705882352941178 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1114 ##### term 1114 ##### gpa 3.3823529411764706 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1122 ##### term 1122 ##### gpa 3.5384615384615383 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1124 ##### term 1124 ##### gpa 3.4375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1132 ##### term 1132 ##### gpa 2.8636363636363638 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1134 ##### term 1134 ##### gpa 3.25 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1142 ##### term 1142 ##### gpa 3.375 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1144 ##### term 1144 ##### gpa 3.4375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1152 ##### term 1152 ##### gpa 3.4444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1154 ##### term 1154 ##### gpa 3.5 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1162 ##### term 1162 ##### gpa 3.5357142857142856 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1164 ##### term 1164 ##### gpa 3.5 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1172 ##### term 1172 ##### gpa 3.3333333333333335 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1174 ##### term 1174 ##### gpa 3.5555555555555554 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1182 ##### term 1182 ##### gpa 3.0789473684210527 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1184 ##### term 1184 ##### gpa 3.586206896551724 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1192 ##### term 1192 ##### gpa 3.52 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1194 ##### term 1194 ##### gpa 3.75 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1202 ##### term 1202 ##### gpa 3.816666666666667 ##### count 30 ##### university ###### size 1102 ###### gpa Percentile 78 ###### 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": "DS", "comparison": { "size": 15, "gpaPercentile": 71, "countPercentile": 0, "medianCount": 36, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.4074074074074074 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1212 ##### term 1212 ##### gpa 3.64 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1222 ##### term 1222 ##### gpa 3.16 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1224 ##### term 1224 ##### gpa 3.25 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1232 ##### term 1232 ##### gpa 3.152173913043478 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1234 ##### term 1234 ##### gpa 3.3620689655172415 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1242 ##### term 1242 ##### gpa 3.6904761904761907 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1244 ##### term 1244 ##### gpa 3.764705882352941 ##### count 34 ##### university ###### size 1241 ###### gpa Percentile 64 ###### count Percentile 9 ###### 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": "DS", "comparison": { "size": 14, "gpaPercentile": 15, "countPercentile": 54, "medianCount": 33, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 0, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.8125 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1254 ##### term 1254 ##### gpa 3.6944444444444446 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1262 ##### term 1262 ##### gpa 3.9642857142857144 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1264 ##### term 1264 ##### gpa 3.52 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | DS | | ### benchmarks #### all ##### school ###### size 5784 ###### gpa 3.6736255573368366 ###### top Share 82.68719706118685 ###### count 240.5 ##### DS ###### size 60 ###### gpa 3.6982956004490064 ###### top Share 84.785573585492 ###### count 310.5 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ###### DS ###### size 11 ###### gpa 3.6728726403334844 ###### top Share 82.65322902004556 ###### count 38 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### DS ###### size 10 ###### gpa 3.7054923786909084 ###### top Share 86.43360347036818 ###### count 38 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### DS ###### size 13 ###### gpa 3.648509685550376 ###### top Share 81.82278724694115 ###### count 37 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### DS ###### size 11 ###### gpa 3.5309138536745497 ###### top Share 77.20350801901606 ###### count 34 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### DS ###### size 15 ###### gpa 3.6646702742916895 ###### top Share 85.74158978455371 ###### count 36 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### DS ###### size 10 ###### gpa 3.7806120054487833 ###### top Share 93.04736244958227 ###### count 38 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### DS ###### size 12 ###### gpa 3.784992260200742 ###### top Share 90.38777055679854 ###### count 39.5 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### DS ###### size 12 ###### gpa 3.6331242946101185 ###### top Share 83.46446070919158 ###### count 40.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### DS ###### size 11 ###### gpa 3.7551425596820334 ###### top Share 88.13990152148047 ###### count 45 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### DS ###### size 11 ###### gpa 3.636396435482837 ###### top Share 80.89050297516486 ###### count 31 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### DS ###### size 14 ###### gpa 3.867870759457944 ###### top Share 95.13807967559639 ###### count 34 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### DS ###### size 14 ###### gpa 3.8266959181653313 ###### top Share 91.86539067663273 ###### count 33 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### DS ###### size 15 ###### gpa 3.8294156923925837 ###### top Share 91.72424128616156 ###### count 34 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### DS ###### size 18 ###### gpa 3.6871034627572357 ###### top Share 84.30262127212505 ###### count 34.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### DS ###### size 16 ###### gpa 3.8204789402191395 ###### top Share 90.8177094763585 ###### count 35 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### DS ###### size 14 ###### gpa 3.7654672426537994 ###### top Share 89.6260971129426 ###### count 36 ## instructor Trends ```json [ { "uid": "instructor_caa5f36a1e261f351af0220e", "name": "MAJID SARMADI", "count": 603, "terms": [ { "term": "1072", "count": 17, "sections": 1, "gpa": 3.1470588235294117 }, { "term": "1074", "count": 15, "sections": 1, "gpa": 3.033333333333333 }, { "term": "1082", "count": 17, "sections": 1, "gpa": 3.264705882352941 }, { "term": "1084", "count": 20, "sections": 1, "gpa": 3.35 }, { "term": "1092", "count": 17, "sections": 1, "gpa": 3.1470588235294117 }, { "term": "1094", "count": 20, "sections": 1, "gpa": 3.675 }, { "term": "1102", "count": 16, "sections": 1, "gpa": 3.34375 }, { "term": "1104", "count": 18, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1112", "count": 17, "sections": 1, "gpa": 3.4705882352941178 }, { "term": "1114", "count": 17, "sections": 1, "gpa": 3.3823529411764706 }, { "term": "1122", "count": 13, "sections": 1, "gpa": 3.5384615384615383 }, { "term": "1124", "count": 16, "sections": 1, "gpa": 3.4375 }, { "term": "1132", "count": 11, "sections": 1, "gpa": 2.8636363636363638 }, { "term": "1134", "count": 16, "sections": 1, "gpa": 3.25 }, { "term": "1142", "count": 12, "sections": 1, "gpa": 3.375 }, { "term": "1144", "count": 16, "sections": 1, "gpa": 3.4375 }, { "term": "1152", "count": 9, "sections": 1, "gpa": 3.4444444444444446 }, { "term": "1154", "count": 9, "sections": 1, "gpa": 3.5 }, { "term": "1164", "count": 17, "sections": 1, "gpa": 3.5 }, { "term": "1172", "count": 18, "sections": 1, "gpa": 3.3333333333333335 }, { "term": "1174", "count": 18, "sections": 1, "gpa": 3.5555555555555554 }, { "term": "1182", "count": 19, "sections": 1, "gpa": 3.0789473684210527 }, { "term": "1184", "count": 29, "sections": 1, "gpa": 3.586206896551724 }, { "term": "1192", "count": 25, "sections": 1, "gpa": 3.52 }, { "term": "1194", "count": 14, "sections": 1, "gpa": 3.75 }, { "term": "1202", "count": 30, 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"count": 30, "sections": 1, "gpa": 3.816666666666667 } ] }, { "uid": "instructor_1e96c5684ef2f15aa8d6b8dd", "name": "HYO JEONG KANG", "count": 58, "terms": [ { "term": "1154", "count": 9, "sections": 1, "gpa": 3.5 }, { "term": "1162", "count": 14, "sections": 1, "gpa": 3.5357142857142856 }, { "term": "1164", "count": 17, "sections": 1, "gpa": 3.5 }, { "term": "1174", "count": 18, "sections": 1, "gpa": 3.5555555555555554 } ] }, { "uid": "instructor_7222d8d60650c2d84e558a35", "name": "JILL HARMON", "count": 55, "terms": [ { "term": "1242", "count": 21, "sections": 1, "gpa": 3.6904761904761907 }, { "term": "1244", "count": 34, "sections": 1, "gpa": 3.764705882352941 } ] }, { "uid": "instructor_3997a69ada91848be2646582", "name": "RANIA BASHAR", "count": 48, "terms": [ { "term": "1182", "count": 19, "sections": 1, "gpa": 3.0789473684210527 }, { "term": "1184", "count": 29, "sections": 1, "gpa": 3.586206896551724 } ] }, { "uid": "instructor_4dcec4ce68aa2065a8fb5124", "name": "ELIZABETH PROSE", "count": 28, "terms": [ { "term": "1142", "count": 12, "sections": 1, "gpa": 3.375 }, { "term": "1144", "count": 16, "sections": 1, "gpa": 3.4375 } ] }, { "uid": "instructor_f28b83dfaf97efe0ec8a5880", "name": "QI YANG", "count": 25, "terms": [ { "term": "1264", "count": 25, "sections": 1, "gpa": 3.52 } ] }, { "uid": "instructor_a725da6f49feb4b83ab25f5d", "name": "BRIAN FAGGIN BATISTA", "count": 24, "terms": [ { "term": "1252", "count": 24, "sections": 1, "gpa": 3.8125 } ] }, { "uid": "instructor_93e57f05226dc97953d7cac8", "name": "LUISA GARCIA-GOMEZ", "count": 18, "terms": [ { "term": "1172", "count": 18, "sections": 1, "gpa": 3.3333333333333335 } ] } ] ``` ## following None recorded.