# COMPSCI/ISYE/MATH 728: Integer Optimization | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_ISYE_MATH_728) ## 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 292dd1ef1f289a77cb76b508dfc0cd965c6bbd578de7ed4ed3e07b293172aa30 ### course id COMPSCI/ISYE/MATH 728 ### course uid course\_a7f061aae87dfef4b924b9a9 ### catalog version id a12db28348a9d9d823f1597c025113765a78f0d31cc4aeae40835a8b2b43c576 ### course number 728 ### subjects * COMPSCI * ISYE * MATH ### title INTEGER OPTIMIZATION ### description Introduces optimization problems over integers, and surveys the theory behind the algorithms used in state-of-the-art methods for solving such problems. Special attention is given to the polyhedral formulations of these problems, and to their algebraic and geometric properties. Applicability of Integer Optimization is highlighted with applications in combinatorial optimization. Key topics include: formulations, relaxations, polyhedral theory, cutting planes, decomposition, enumeration. Students are strongly encouraged to have knowledge of Linear Programming (e.g.,MATH/​COMP SCI/​I SY E/​STAT  525), including algorithms, duality and polyhedral theory. ### requirements text Graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 7c713e071fa996975a87773d461489b4c3ff505a2f6bd8b80fec831a8e5f55d8 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary INTEGER OPTIMIZATION introduces integer optimization problems and surveys algorithms for solving them, focusing on polyhedral formulations and applications. ### llm topics * Formulations, relaxations, polyhedral theory, cutting planes, decomposition, enumeration. ### llm skills * Solving integer optimization problems using state-of-the-art algorithms. * Analyzing algebraic and geometric properties of polyhedral formulations. * Applying formulations, relaxations, cutting planes, decomposition, and enumeration techniques. ### llm assumed background * Linear programming fundamentals, including algorithms, duality, and polyhedral theory. ### llm search phrases * integer optimization algorithms * polyhedral formulations * cutting planes decomposition * combinatorial optimization applications ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash a063d80082a73b0b91fe1ada3141f35fc84435bf224997fbcdc9dcba75421447 #### course id COMPSCI/ISYE/MATH 728 #### current instructors None recorded. #### difficulty workload Historical reviews of Alberto Del Pia: Homeworks are manageable and instructive, but exams are difficult and significantly impact the course experience. ```json { "citations": [ { "instructor_name": "Alberto Del Pia", "review_date": "2019-05-08 03:01:42 +0000 UTC", "review_id": "2ccf10030f35d865bfc40a30", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTMxODA2MDkz", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Alberto Del Pia describe him as kind, easygoing, and deeply caring about the subject matter. He is praised for providing great intuition for difficult proofs and encouraging detailed questions, though exams are noted as challenging. ```json { "citations": [ { "instructor_name": "Alberto Del Pia", "review_date": "2019-05-08 03:01:42 +0000 UTC", "review_id": "2ccf10030f35d865bfc40a30", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTMxODA2MDkz", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" }, { "instructor_name": "Alberto Del Pia", "review_date": "2021-01-05 01:09:06 +0000 UTC", "review_id": "206ce3ca9312d58f9305c266", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTM0MjM2MzA0", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Alberto Del Pia: Alberto Del Pia is an excellent, kind, and encouraging professor who provides great intuition for difficult proofs, though exams are challenging. ```json { "citations": [ { "instructor_name": "Alberto Del Pia", "review_date": "2019-05-08 03:01:42 +0000 UTC", "review_id": "2ccf10030f35d865bfc40a30", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTMxODA2MDkz", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" }, { "instructor_name": "Alberto Del Pia", "review_date": "2021-01-05 01:09:06 +0000 UTC", "review_id": "206ce3ca9312d58f9305c266", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTM0MjM2MzA0", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.54 GPA, 69.6% A/AB (n=23 letter grades); Spring 2025: 3.50 GPA, 68.4% A/AB (n=19 letter grades); Spring 2026: 3.57 GPA, 80.0% A/AB (n=15 letter grades). ```json { "citations": [ { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Alberto Del Pia: The professor encourages questions and responds in detail, creating a supportive learning environment despite the depth of the material. ```json { "citations": [ { "instructor_name": "Alberto Del Pia", "review_date": "2021-01-05 01:09:06 +0000 UTC", "review_id": "206ce3ca9312d58f9305c266", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2490725", "source_review_id": "UmF0aW5nLTM0MjM2MzA0", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ALBERTO DEL PIA is recorded teaching in Spring 2016, Spring 2017, Spring 2018, Spring 2019, Spring 2020, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 728", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "source_record": { "entity_id": "d11506f9-295a-3576-b380-b4e4f13dfc0c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", 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grade instructors ```json [ { "instructor_uid": "instructor_62b99a8551a81e4cabeb217a", "source": "madgrades", "source_instructor_id": "5451706", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ALBERTO DEL PIA", "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": 8, "quality": 4, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:2490725", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:12.505411+00:00", "courses": { "course_a04e8d794b24e3b81b984774": { "review_count": 6, "quality": 3.67, "difficulty": 3.67, "quality_count": 6, "difficulty_count": 6 }, "course_a7f061aae87dfef4b924b9a9": { "review_count": 2, "quality": 5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.756918416818997, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.073, "graded": 770, "counts": [ 250, 140, 155, 70, 97, 42, 16 ], "sections": 48 }, "instructor_url": "/instructors/ALBERTO_DEL_PIA--instructor_62b99a8551a81e4cabeb217a" }, { "instructor_uid": "instructor_e50b5effb3106dcda2b74784", "source": "madgrades", "source_instructor_id": "5858402", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SILVIA DI GREGORIO", "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": 3.69, "graded": 42, "counts": [ 25, 10, 5, 2, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/SILVIA_DI_GREGORIO--instructor_e50b5effb3106dcda2b74784" }, { "instructor_uid": "instructor_b2d8167579562c73fea3c408", "source": "madgrades", "source_instructor_id": "517723", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES LUEDTKE", "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": 3.29, "graded": 1302, "counts": [ 516, 182, 349, 108, 122, 22, 3 ], "sections": 86 }, "instructor_url": "/instructors/JAMES_LUEDTKE" }, { "instructor_uid": "instructor_dce2919b6113f5aad608904f", "source": "madgrades", "source_instructor_id": "6214380", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DEKUN 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": 3.545, "graded": 33, "counts": [ 14, 11, 5, 3, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/DEKUN_ZHOU--instructor_dce2919b6113f5aad608904f" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", 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1, "total": 20, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Alberto Del Pia", "SILVIA DI GREGORIO" ], "a": 16, "ab": 4, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 5, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 1, "other": 0, "total": 29, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "JAMES LUEDTKE" ], "a": 10, "ab": 7, "b": 2, "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": 22, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Alberto Del Pia", "DEKUN ZHOU" ], "a": 14, "ab": 11, "b": 5, "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": 33, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Alberto Del Pia" ], "a": 10, "ab": 6, "b": 6, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Alberto Del Pia" ], "a": 7, "ab": 6, "b": 5, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 728", "course_uid": "course_a7f061aae87dfef4b924b9a9", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Alberto Del Pia" ], "a": 7, "ab": 5, "b": 1, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 16, "source_aliases": [ "COMPSCI/ISYE/MATH 728" ] } ] ``` ### statistics #### gpa 3.579 #### graded 215 #### counts * 104 * 59 * 35 * 16 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_a7f061aae87dfef4b924b9a9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_a7f061aae87dfef4b924b9a9-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_a7f061aae87dfef4b924b9a9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_a7f061aae87dfef4b924b9a9-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_a7f061aae87dfef4b924b9a9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_a7f061aae87dfef4b924b9a9-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_a7f061aae87dfef4b924b9a9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_a7f061aae87dfef4b924b9a9-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5790697674418603 #### count 215 #### university ##### size 3696 ##### gpa Percentile 31 ##### count Percentile 63 ##### median Count 137 ##### 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 | 11 | false | | 2.8–3.2 | 236 | false | | 3.2–3.6 | 961 | true | | 3.6–4.0 | 2488 | false | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 91, "gpaPercentile": 48, "countPercentile": 42, "medianCount": 254, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 12, "current": false }, { "range": "3.2–3.6", "count": 34, "current": true }, { "range": "3.6–4.0", "count": 45, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 50, "gpaPercentile": 27, "countPercentile": 49, "medianCount": 215.5, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 11, "current": true }, { "range": "3.6–4.0", "count": 36, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 98, "gpaPercentile": 54, "countPercentile": 56, "medianCount": 177, "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": 6, "current": false }, { "range": "2.8–3.2", "count": 24, "current": false }, { "range": "3.2–3.6", "count": 23, "current": true }, { "range": "3.6–4.0", "count": 45, "current": false } ] } } ] ``` ### terms #### 1164 ##### term 1164 ##### gpa 3.5576923076923075 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1174 ##### term 1174 ##### gpa 3.5833333333333335 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1184 ##### term 1184 ##### gpa 3.588235294117647 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1194 ##### term 1194 ##### gpa 3.5789473684210527 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1204 ##### term 1204 ##### gpa 3.782608695652174 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1224 ##### term 1224 ##### gpa 3.5454545454545454 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1234 ##### term 1234 ##### gpa 3.5454545454545454 ##### count 33 ##### university ###### size 1188 ###### gpa Percentile 40 ###### count Percentile 7 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | true | | 3.6–4.0 | 650 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 69, "countPercentile": 9, "medianCount": 111, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 26, "current": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 30, "countPercentile": 4, "medianCount": 53, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 7, "current": true }, { "range": "3.6–4.0", "count": 16, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 41, "gpaPercentile": 83, "countPercentile": 15, "medianCount": 67, "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": 2, "current": false }, { "range": "2.4–2.8", "count": 5, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.5434782608695654 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1254 ##### term 1254 ##### gpa 3.5 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1264 ##### term 1264 ##### gpa 3.566666666666667 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | ### benchmarks #### all ##### school ###### size 3696 ###### gpa 3.6836825145781678 ###### top Share 83.41009138615394 ###### count 137 ##### COMPSCI ###### size 91 ###### gpa 3.574532539937386 ###### top Share 77.32996870145219 ###### count 254 ##### ISYE ###### size 50 ###### gpa 3.7066181661702156 ###### top Share 84.51877952630198 ###### count 215.5 ##### MATH ###### size 98 ###### gpa 3.494371124021255 ###### top Share 72.2094777848706 ###### count 177 #### terms ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### COMPSCI ###### size 32 ###### gpa 3.2951719476979457 ###### top Share 63.07751525075427 ###### count 84 ###### ISYE ###### size 19 ###### gpa 3.629939118306125 ###### top Share 80.5561261302253 ###### count 49 ###### MATH ###### size 32 ###### gpa 2.995223360849456 ###### top Share 46.38098813836469 ###### count 83 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### COMPSCI ###### size 30 ###### gpa 3.3383019285046376 ###### top Share 63.22952984555728 ###### count 108 ###### ISYE ###### size 20 ###### gpa 3.548290744949521 ###### top Share 73.96475892889286 ###### count 57.5 ###### MATH ###### size 32 ###### gpa 2.992971960864239 ###### top Share 44.393513280464695 ###### count 89 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### COMPSCI ###### size 31 ###### gpa 3.329310414227759 ###### top Share 61.243618316797935 ###### count 126 ###### ISYE ###### size 22 ###### gpa 3.5566129214689735 ###### top Share 75.3813579514971 ###### count 57 ###### MATH ###### size 36 ###### gpa 3.0650838986714333 ###### top Share 47.42689290604571 ###### count 83.5 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### COMPSCI ###### size 38 ###### gpa 3.3433846242383978 ###### top Share 63.409438479169644 ###### count 92 ###### ISYE ###### size 22 ###### gpa 3.629795980115166 ###### top Share 79.27647395270196 ###### count 65 ###### MATH ###### size 38 ###### gpa 3.133406260873163 ###### top Share 53.17595010634325 ###### count 71.5 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### COMPSCI ###### size 42 ###### gpa 3.6240893265324647 ###### top Share 79.98991493017058 ###### count 90.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ###### MATH ###### size 29 ###### gpa 3.478717830475146 ###### top Share 69.61236805388549 ###### count 83 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### COMPSCI ###### size 45 ###### gpa 3.4719336884851772 ###### top Share 70.89188483398956 ###### count 96 ###### ISYE ###### size 25 ###### gpa 3.662696584191052 ###### top Share 81.34147885567297 ###### count 48 ###### MATH ###### size 34 ###### gpa 3.1555898753466907 ###### top Share 53.444319815085976 ###### count 87.5 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### COMPSCI ###### size 46 ###### gpa 3.457340982461054 ###### top Share 70.00975704504911 ###### count 111 ###### ISYE ###### size 24 ###### gpa 3.6495043911288954 ###### top Share 80.48020872988452 ###### count 53 ###### MATH ###### size 41 ###### gpa 3.178489266862151 ###### top Share 56.06874885619616 ###### count 67 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### COMPSCI ###### size 46 ###### gpa 3.477413782571094 ###### top Share 70.8725394264854 ###### count 116 ###### ISYE ###### size 21 ###### gpa 3.5955893406830746 ###### top Share 77.54199035575564 ###### count 55 ###### MATH ###### size 43 ###### gpa 3.228240949537157 ###### top Share 55.86451059486035 ###### count 68 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### COMPSCI ###### size 52 ###### gpa 3.482652727664103 ###### top Share 71.33786483648515 ###### count 105 ###### ISYE ###### size 22 ###### gpa 3.6580253054677003 ###### top Share 83.06204049789541 ###### count 58 ###### MATH ###### size 39 ###### gpa 3.180435541912479 ###### top Share 53.878371816747475 ###### count 89 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### COMPSCI ###### size 48 ###### gpa 3.5022746140005943 ###### top Share 73.13318776233326 ###### count 105.5 ###### ISYE ###### size 22 ###### gpa 3.691810114676891 ###### top Share 83.93896862155151 ###### count 56.5 ###### MATH ###### size 42 ###### gpa 3.13598176627681 ###### top Share 52.25969905887213 ###### count 80 ## instructor Trends ```json [ { "uid": "instructor_62b99a8551a81e4cabeb217a", "name": "ALBERTO DEL PIA", "count": 193, "terms": [ { "term": "1164", "count": 26, "sections": 1, "gpa": 3.5576923076923075 }, { "term": "1174", "count": 18, "sections": 1, "gpa": 3.5833333333333335 }, { "term": "1184", "count": 17, "sections": 1, "gpa": 3.588235294117647 }, { "term": "1194", "count": 19, "sections": 1, "gpa": 3.5789473684210527 }, { "term": "1204", "count": 23, "sections": 1, "gpa": 3.782608695652174 }, { "term": "1234", "count": 33, "sections": 1, "gpa": 3.5454545454545454 }, { "term": "1244", "count": 23, "sections": 1, "gpa": 3.5434782608695654 }, { "term": "1254", "count": 19, "sections": 1, "gpa": 3.5 }, { "term": "1264", "count": 15, "sections": 1, "gpa": 3.566666666666667 } ] }, { "uid": "instructor_e50b5effb3106dcda2b74784", "name": "SILVIA DI GREGORIO", "count": 42, "terms": [ { "term": "1194", "count": 19, "sections": 1, "gpa": 3.5789473684210527 }, { "term": "1204", "count": 23, "sections": 1, "gpa": 3.782608695652174 } ] }, { "uid": "instructor_dce2919b6113f5aad608904f", "name": "DEKUN ZHOU", "count": 33, "terms": [ { "term": "1234", "count": 33, "sections": 1, "gpa": 3.5454545454545454 } ] }, { "uid": "instructor_b2d8167579562c73fea3c408", "name": "JAMES LUEDTKE", "count": 22, "terms": [ { "term": "1224", "count": 22, "sections": 1, "gpa": 3.5454545454545454 } ] } ] ``` ## following None recorded.