# DS 251: The Science of Textiles - Performance & Properties | UW–Madison [View on UW Courses](https://uwcourses.com/courses/DS_251) ## 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 f9811e39835806f47ace71f80276861b749585d7ceea8c8907eb3bc99c7711d1 ### course id DS 251 ### course uid course\_6de0da8ba5cfb7878377f33a ### catalog version id 2dcbb1bc4bae98c705e47e7cec25f1596793805cdb42d893c266001f5f753766 ### course number 251 ### subjects * DS ### title THE SCIENCE OF TEXTILES - PERFORMANCE & PROPERTIES ### description An introduction to textiles, fiber properties, and fabric behavior. Explore textile construction, performance, fabric aesthetics, durability, comfort, care and sustainability as related to design practices, serviceability of fibers, yarns, weaves and knits as well as dyed and printed fabrics. Case studies of sustainable designers and sustainability frameworks are referenced for responsible material choices. Analyze traditional and emerging fiber technologies to develop a deeper understanding of textiles and their impact on design and the environment. ### requirements text None ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 9b9156ac60bf714ef9a448d9f296c974fc2ed593899b7e0454dd570cb2ca4b1f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary DS 251 introduces the science of textiles, covering fiber properties, fabric behavior, and sustainability in design. ### llm topics * Textile construction, performance, and sustainability * Fibers, yarns, weaves, knits, and finishes * Sustainable design frameworks and case studies ### llm skills * Analyze fiber technologies * Understand textile impact on design and environment ### llm assumed background None recorded. ### llm search phrases * textile science course * fiber properties design * sustainable textiles DS 251 * fabric performance analysis * DS 251 textiles introduction ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash de667b6d93191f0d5d166d8f58760cc0da5ad5dec4e7d8b459bc1a301b3aa376 #### course id DS 251 #### current instructors None recorded. #### difficulty workload Historical reviews of Majid Sarmadi: Reviewers report high difficulty, noting that lectures move too quickly for note-taking and that the swatch kit is unnecessary. Success reportedly requires significant independent study using the textbook rather than relying on lecture content. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2009-05-13 23:23:12 +0000 UTC", "review_id": "fb1a02c420c54fe575b6d52c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE1ODMzNjUz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2015-05-10 18:43:22 +0000 UTC", "review_id": "320a59f47dc155651046203d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI0NzkxNDU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Majid Sarmadi describe a difficult course with fast-paced, lecture-heavy instruction that many found hard to follow. While some students felt the material was useless for their major or that lectures contradicted the textbook, others noted he tried to make classes interesting and that exams were manageable with book study. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2009-05-13 23:23:12 +0000 UTC", "review_id": "fb1a02c420c54fe575b6d52c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE1ODMzNjUz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2009-05-19 14:37:32 +0000 UTC", "review_id": "f0968cbb6f0d4e9dc2c6fbb4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE1ODY2Nzcz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2010-05-05 18:19:09 +0000 UTC", "review_id": "7eb8c077fd8e05a128fb4b70", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE3MTMwMTEz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2015-05-10 18:43:22 +0000 UTC", "review_id": "320a59f47dc155651046203d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI0NzkxNDU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2020-05-09 02:31:47 +0000 UTC", "review_id": "8e3342aa91a6c9454d0764ae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTMzMjQ3MTU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Majid Sarmadi’s DS 251 is historically described as difficult and fast-paced, with lectures that often read directly from slides. While some find the material confusing or irrelevant to their major, others note that studying the textbook can make exams manageable. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2009-05-13 23:23:12 +0000 UTC", "review_id": "fb1a02c420c54fe575b6d52c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE1ODMzNjUz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2009-05-19 14:37:32 +0000 UTC", "review_id": "f0968cbb6f0d4e9dc2c6fbb4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE1ODY2Nzcz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2010-05-05 18:19:09 +0000 UTC", "review_id": "7eb8c077fd8e05a128fb4b70", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE3MTMwMTEz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2015-05-10 18:43:22 +0000 UTC", "review_id": "320a59f47dc155651046203d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTI0NzkxNDU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2020-05-09 02:31:47 +0000 UTC", "review_id": "8e3342aa91a6c9454d0764ae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTMzMjQ3MTU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.90 GPA, 93.0% A/AB (n=43 letter grades); Spring 2025: 3.32 GPA, 60.0% A/AB (n=30 letter grades); Spring 2026: 3.81 GPA, 88.9% A/AB (n=36 letter grades). ```json { "citations": [ { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "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 lectures long and the instructor’s personal anecdotes distracting. One reviewer felt the content was useless for their major, while another learned a lot but found the experience not super enjoyable due to the instructor's pride in his achievements. ```json { "citations": [ { "instructor_name": "Majid Sarmadi", "review_date": "2010-05-05 18:19:09 +0000 UTC", "review_id": "7eb8c077fd8e05a128fb4b70", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTE3MTMwMTEz", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" }, { "instructor_name": "Majid Sarmadi", "review_date": "2020-05-09 02:31:47 +0000 UTC", "review_id": "8e3342aa91a6c9454d0764ae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:848131", "source_review_id": "UmF0aW5nLTMzMjQ3MTU5", "source_url": "https://www.ratemyprofessors.com/professor/848131", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history MAJID SARMADI is recorded teaching in Spring 2007, Spring 2008, Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Spring 2015, Spring 2016, Spring 2017, Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1084", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1094", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1104", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1124", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1154", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "DS 251", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "source_record": { "entity_id": "b72d34c5-6a6a-3ed1-ba3f-d2a3f1f3245b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### 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_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_429d33593e9e0ace927b9c21", "source": "madgrades", "source_instructor_id": "5936052", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HEATHER KOHLMEIER", "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": 3.658, "graded": 273, "counts": [ 192, 30, 22, 15, 10, 2, 2 ], "sections": 5 }, "instructor_url": "/instructors/HEATHER_KOHLMEIER--instructor_429d33593e9e0ace927b9c21" }, { "instructor_uid": "instructor_bb3b270c50b52cd160153369", "source": "madgrades", "source_instructor_id": "3746595", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MITCH FRANK", "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": 3.82, "graded": 361, "counts": [ 304, 20, 23, 6, 4, 1, 3 ], "sections": 20 }, "instructor_url": "/instructors/MITCH_FRANK--instructor_bb3b270c50b52cd160153369" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "MAJID SARMADI" ], "a": 7, "ab": 22, "b": 25, "bc": 24, "c": 8, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 88, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "MAJID SARMADI" ], "a": 4, "ab": 12, "b": 23, "bc": 17, "c": 10, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 68, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "MAJID SARMADI" ], "a": 12, "ab": 24, "b": 27, "bc": 13, "c": 2, "d": 0, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 80, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "MAJID SARMADI" ], "a": 9, "ab": 11, "b": 21, "bc": 13, "c": 8, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 63, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "MAJID SARMADI" ], "a": 13, "ab": 15, "b": 15, "bc": 17, "c": 3, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 64, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1124", "term_name": "Spring 2012", "instructors": [ "MAJID SARMADI" ], "a": 4, "ab": 10, "b": 21, "bc": 25, "c": 14, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 75, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "MAJID SARMADI" ], "a": 18, "ab": 7, "b": 9, "bc": 7, "c": 2, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 44, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1144", "term_name": "Spring 2014", "instructors": [ "ELIZABETH PROSE", "MAJID SARMADI" ], "a": 12, "ab": 9, "b": 7, "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": 30, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "HYO JEONG KANG", "MAJID SARMADI" ], "a": 22, "ab": 20, "b": 12, "bc": 4, "c": 1, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 60, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "HYO JEONG KANG", "MAJID SARMADI" ], "a": 12, "ab": 8, "b": 3, "bc": 3, "c": 0, "d": 1, "f": 1, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "HYO JEONG KANG", "MAJID SARMADI" ], "a": 9, "ab": 12, "b": 5, "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": 30, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "MAJID SARMADI", "RANIA BASHAR" ], "a": 6, "ab": 11, "b": 9, "bc": 8, "c": 7, "d": 3, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 46, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "HAN AH YOO", "MAJID SARMADI" ], "a": 11, "ab": 5, "b": 6, "bc": 3, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "MAJID SARMADI" ], "a": 8, "ab": 6, "b": 8, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 9, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 33, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "HEATHER KOHLMEIER", "MAJID SARMADI" ], "a": 0, "ab": 4, "b": 10, "bc": 13, "c": 9, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 38, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "MAJID SARMADI" ], "a": 5, "ab": 10, "b": 11, "bc": 9, "c": 5, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 41, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "HEATHER KOHLMEIER" ], "a": 39, "ab": 1, "b": 1, "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": 43, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "MAJID SARMADI" ], "a": 7, "ab": 11, "b": 7, "bc": 4, "c": 1, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "DS 251" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 251", "course_uid": "course_6de0da8ba5cfb7878377f33a", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Mitch Frank" ], "a": 30, "ab": 2, "b": 1, "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": 36, "source_aliases": [ "DS 251" ] } ] ``` ### statistics #### gpa 3.149 #### graded 907 #### counts * 228 * 200 * 221 * 170 * 73 * 10 * 5 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6de0da8ba5cfb7878377f33a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6de0da8ba5cfb7878377f33a-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6de0da8ba5cfb7878377f33a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6de0da8ba5cfb7878377f33a-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_6de0da8ba5cfb7878377f33a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_6de0da8ba5cfb7878377f33a-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6de0da8ba5cfb7878377f33a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6de0da8ba5cfb7878377f33a-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.148842337375965 #### count 907 #### university ##### size 4298 ##### gpa Percentile 6 ##### count Percentile 86 ##### median Count 170 ##### 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 | 316 | true | | 3.2–3.6 | 1235 | false | | 3.6–4.0 | 2735 | false | #### departments ```json [ { "subject": "DS", "comparison": { "size": 47, "gpaPercentile": 2, "countPercentile": 98, "medianCount": 170, "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": 3, "current": true }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 33, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 2.9318181818181817 ##### count 88 ##### university ###### size 695 ###### gpa Percentile 14 ###### count Percentile 62 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 53 | false | | 2.8–3.2 | 184 | true | | 3.2–3.6 | 256 | false | | 3.6–4.0 | 199 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1084 ##### term 1084 ##### gpa 2.8161764705882355 ##### count 68 ##### university ###### size 720 ###### gpa Percentile 8 ###### count Percentile 48 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 45 | false | | 2.8–3.2 | 207 | true | | 3.2–3.6 | 248 | false | | 3.6–4.0 | 217 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1094 ##### term 1094 ##### gpa 3.11875 ##### count 80 ##### university ###### size 758 ###### gpa Percentile 26 ###### count Percentile 58 ###### median Count 71 ###### 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 | 35 | false | | 2.8–3.2 | 226 | true | | 3.2–3.6 | 259 | false | | 3.6–4.0 | 236 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1104 ##### term 1104 ##### gpa 3 ##### count 62 ##### university ###### size 793 ###### gpa Percentile 17 ###### count Percentile 48 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 205 | true | | 3.2–3.6 | 294 | false | | 3.6–4.0 | 241 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1114 ##### term 1114 ##### gpa 3.142857142857143 ##### count 63 ##### university ###### size 804 ###### gpa Percentile 30 ###### count Percentile 46 ###### 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 | 53 | false | | 2.8–3.2 | 231 | true | | 3.2–3.6 | 292 | false | | 3.6–4.0 | 227 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1124 ##### term 1124 ##### gpa 2.7266666666666666 ##### count 75 ##### university ###### size 821 ###### gpa Percentile 3 ###### count Percentile 57 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 39 | true | | 2.8–3.2 | 223 | false | | 3.2–3.6 | 278 | false | | 3.6–4.0 | 280 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1134 ##### term 1134 ##### gpa 3.372093023255814 ##### count 43 ##### university ###### size 852 ###### gpa Percentile 45 ###### count Percentile 25 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 229 | false | | 3.2–3.6 | 304 | true | | 3.6–4.0 | 287 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1144 ##### term 1144 ##### gpa 3.5 ##### count 30 ##### university ###### size 878 ###### gpa Percentile 59 ###### count Percentile 0 ###### 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 | 4 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 243 | false | | 3.2–3.6 | 302 | true | | 3.6–4.0 | 299 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1154 ##### term 1154 ##### gpa 3.4915254237288136 ##### count 59 ##### university ###### size 935 ###### gpa Percentile 55 ###### count Percentile 45 ###### median Count 63 ###### 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 | 38 | false | | 2.8–3.2 | 237 | false | | 3.2–3.6 | 326 | true | | 3.6–4.0 | 334 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1164 ##### term 1164 ##### gpa 3.3392857142857144 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1174 ##### term 1174 ##### gpa 3.4166666666666665 ##### count 30 ##### university ###### size 955 ###### gpa Percentile 44 ###### count Percentile 0 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 29 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 332 | true | | 3.6–4.0 | 369 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1184 ##### term 1184 ##### gpa 2.875 ##### count 44 ##### university ###### size 1010 ###### gpa Percentile 5 ###### count Percentile 25 ###### 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 | 26 | false | | 2.8–3.2 | 210 | true | | 3.2–3.6 | 355 | false | | 3.6–4.0 | 418 | false | ##### departments ```json [ { "subject": "DS", "comparison": { "size": 10, "gpaPercentile": 0, "countPercentile": 67, "medianCount": 38, "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": true }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1194 ##### term 1194 ##### gpa 3.48 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1204 ##### term 1204 ##### gpa 3.4166666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1224 ##### term 1224 ##### gpa 2.539473684210526 ##### count 38 ##### university ###### size 1171 ###### gpa Percentile 0 ###### count Percentile 18 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | true | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | false | ##### departments | subject | comparison | | ------- | ---------- | | DS | | #### 1234 ##### term 1234 ##### gpa 2.9390243902439024 ##### count 41 ##### university ###### size 1188 ###### gpa Percentile 4 ###### count Percentile 23 ###### 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 | true | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | false | ##### departments ```json [ { "subject": "DS", "comparison": { "size": 11, "gpaPercentile": 0, "countPercentile": 70, "medianCount": 31, "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": 2, "current": true }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.895348837209302 ##### count 43 ##### university ###### size 1241 ###### gpa Percentile 81 ###### count Percentile 27 ###### 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": 77, "countPercentile": 69, "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 } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.316666666666667 ##### count 30 ##### university ###### size 1289 ###### gpa Percentile 19 ###### count Percentile 0 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "DS", "comparison": { "size": 18, "gpaPercentile": 6, "countPercentile": 0, "medianCount": 34.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.8055555555555554 ##### count 36 ##### university ###### size 1283 ###### gpa Percentile 64 ###### count Percentile 11 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "DS", "comparison": { "size": 14, "gpaPercentile": 54, "countPercentile": 46, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4298 ###### gpa 3.6599169512129595 ###### top Share 81.92066096643725 ###### count 170 ##### DS ###### size 47 ###### gpa 3.6755124799181433 ###### top Share 83.79713705970467 ###### count 170 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ##### 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 ##### 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 ##### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 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 ##### 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 ##### 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 ##### 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": 828, "terms": [ { "term": "1074", "count": 88, "sections": 1, "gpa": 2.9318181818181817 }, { "term": "1084", "count": 68, "sections": 1, "gpa": 2.8161764705882355 }, { "term": "1094", "count": 80, "sections": 1, "gpa": 3.11875 }, { "term": "1104", "count": 62, "sections": 1, "gpa": 3 }, { "term": "1114", "count": 63, "sections": 1, "gpa": 3.142857142857143 }, { "term": "1124", "count": 75, "sections": 1, "gpa": 2.7266666666666666 }, { "term": "1134", "count": 43, "sections": 1, "gpa": 3.372093023255814 }, { "term": "1144", "count": 30, "sections": 1, "gpa": 3.5 }, { "term": "1154", "count": 59, "sections": 1, "gpa": 3.4915254237288136 }, { "term": "1164", "count": 28, "sections": 1, "gpa": 3.3392857142857144 }, { "term": "1174", "count": 30, "sections": 1, "gpa": 3.4166666666666665 }, { "term": "1184", "count": 44, "sections": 1, "gpa": 2.875 }, { "term": "1194", "count": 25, "sections": 1, "gpa": 3.48 }, { "term": "1204", "count": 24, "sections": 1, "gpa": 3.4166666666666665 }, { "term": "1224", "count": 38, "sections": 1, "gpa": 2.539473684210526 }, { "term": "1234", "count": 41, "sections": 1, "gpa": 2.9390243902439024 }, { "term": "1254", "count": 30, "sections": 1, "gpa": 3.316666666666667 } ] }, { "uid": "instructor_1e96c5684ef2f15aa8d6b8dd", "name": "HYO JEONG KANG", "count": 117, "terms": [ { "term": "1154", "count": 59, "sections": 1, "gpa": 3.4915254237288136 }, { "term": "1164", "count": 28, "sections": 1, "gpa": 3.3392857142857144 }, { "term": "1174", "count": 30, "sections": 1, "gpa": 3.4166666666666665 } ] }, { "uid": "instructor_429d33593e9e0ace927b9c21", "name": "HEATHER KOHLMEIER", "count": 81, "terms": [ { "term": "1224", "count": 38, "sections": 1, "gpa": 2.539473684210526 }, { "term": "1244", "count": 43, "sections": 1, "gpa": 3.895348837209302 } ] }, { "uid": "instructor_3997a69ada91848be2646582", "name": "RANIA BASHAR", "count": 44, "terms": [ { "term": "1184", "count": 44, "sections": 1, "gpa": 2.875 } ] }, { "uid": "instructor_bb3b270c50b52cd160153369", "name": "MITCH FRANK", "count": 36, "terms": [ { "term": "1264", "count": 36, "sections": 1, "gpa": 3.8055555555555554 } ] }, { "uid": "instructor_4dcec4ce68aa2065a8fb5124", "name": "ELIZABETH PROSE", "count": 30, "terms": [ { "term": "1144", "count": 30, "sections": 1, "gpa": 3.5 } ] }, { "uid": "instructor_a7042d14e85ec6903e39af25", "name": "HAN AH YOO", "count": 25, "terms": [ { "term": "1194", "count": 25, "sections": 1, "gpa": 3.48 } ] } ] ``` ## following | code | title | | ------ | --------------------------------------------- | | DS 561 | TEXTILES: SPECIFICATIONS AND END USE ANALYSIS |