# ME 447: Computer Control of Machines and Processes | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ME_447) ## 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 d79383ce138b115ba436fe4c6b6ae6b72a89836251187c6254dd158adc829bbb ### course id ME 447 ### course uid course\_0dde3b870323014e0c39981f ### catalog version id 9b575135d145d10b0877299c7140ca2836344206154968016891909cd3ef9dc4 ### course number 447 ### subjects * ME ### title COMPUTER CONTROL OF MACHINES AND PROCESSES ### description Discrete control theory reduced to engineering practice through a comprehensive study of discrete system modeling, system identification and digital controller design. Selected industrial processes and machines utilized as subjects on which computer control is to be implemented. Focus: computer control economics and planning as well as the control theory and programming. ### requirements text M E 340, 346, or446, graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id cc1932aad63aa9bed7641a0ea687182039f9312ea40faacc0fc0424b979e1f3d ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ME 447 teaches discrete control theory applied to engineering practice, covering system modeling, identification, and digital controller design for industrial processes. ### llm topics * Discrete system modeling and identification * Industrial process and machine computer control * Computer control economics and planning ### llm skills * Discrete system modeling, system identification, and digital controller design * Computer control economics, planning, and programming ### llm assumed background * High-level computational programming (e.g., Matlab or Simulink) * Linear dynamic system modeling and analysis * Dynamic systems modeling and analysis ### llm search phrases * discrete control theory * digital controller design * computer control economics * system identification * industrial process control ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 11d4aaaa697b5c395cc20040054d2e14773a7d5a873a59593c7e96b4c92a6b00 #### course id ME 447 #### current instructors None recorded. #### difficulty workload Historical reviews of Neil Duffie: Reviewers rate the difficulty as low to moderate, with one citing a difficulty rating of 1 and another a 3, suggesting manageable coursework. ```json { "citations": [ { "instructor_name": "Neil Duffie", "review_date": "2012-08-01 15:27:21 +0000 UTC", "review_id": "8258e291fa5a6169ff2a8912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIwNTM1ODQ5", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" }, { "instructor_name": "Neil Duffie", "review_date": "2013-04-29 19:55:23 +0000 UTC", "review_id": "71d01099143d1c39d357e1be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIxNjMxMDk4", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Neil Duffie describe him as helpful, knowledgeable, and extremely nice, with a strong desire for student learning. Reviewers found his PowerPoint slides extremely helpful, though one noted that his long tenure might make the class feel boring to some. ```json { "citations": [ { "instructor_name": "Neil Duffie", "review_date": "2012-08-01 15:27:21 +0000 UTC", "review_id": "8258e291fa5a6169ff2a8912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIwNTM1ODQ5", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" }, { "instructor_name": "Neil Duffie", "review_date": "2013-04-29 19:55:23 +0000 UTC", "review_id": "71d01099143d1c39d357e1be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIxNjMxMDk4", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews describe Neil Duffie as helpful, knowledgeable, and extremely nice, with helpful PowerPoint slides, though one reviewer notes the class can feel boring due to his long tenure. ```json { "citations": [ { "instructor_name": "Neil Duffie", "review_date": "2012-08-01 15:27:21 +0000 UTC", "review_id": "8258e291fa5a6169ff2a8912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIwNTM1ODQ5", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" }, { "instructor_name": "Neil Duffie", "review_date": "2013-04-29 19:55:23 +0000 UTC", "review_id": "71d01099143d1c39d357e1be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIxNjMxMDk4", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.44 GPA, 44.4% A/AB (n=9 letter grades); Spring 2025: 3.57 GPA, 57.1% A/AB (n=7 letter grades); Spring 2026: 3.64 GPA, 72.7% A/AB (n=11 letter grades). ```json { "citations": [ { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Neil Duffie: Students found the instructor's desire for everyone to learn and his helpful presentation materials to be significant positive aspects of the course experience. ```json { "citations": [ { "instructor_name": "Neil Duffie", "review_date": "2013-04-29 19:55:23 +0000 UTC", "review_id": "71d01099143d1c39d357e1be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1408461", "source_review_id": "UmF0aW5nLTIxNjMxMDk4", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history NEIL DUFFIE is recorded teaching in Spring 2007, Spring 2009, Spring 2010, Fall 2010, Spring 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020. 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"section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "ME 447", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "source_record": { "entity_id": "ca939e06-d084-33b9-ba79-c35066f6994f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4", "n5" ], "condition": null, "course": null, "evidence": "M E 340, 346, or446, graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "ME" ], "timing": "prior" }, "evidence": "M E 340", "id": "n1", "kind": "course" }, { "children": [], "condition": "346", "course": null, "evidence": "346", "id": "n2", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 446, "minimum_grade": null, "subjects": [ "ME" ], "timing": "prior" }, "evidence": "or446", "id": "n3", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n4", "kind": "condition" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "or member of Engineering Guest Students", "id": "n5", "kind": "condition" } ] ``` #### notes * ME 346 is referenced in requirements\_text but absent from linked\_courses/lookup\_evidence. Preserved as verbatim condition node. #### root n0 #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_64a1f644a95a3786b7942d1f", "source": "madgrades", "source_instructor_id": "528399", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NEIL DUFFIE", "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, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1408461", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "match_basis": "exact_name", "observed_at": "2026-09-07 16:14:21.693330+00:00", "courses": { "course_0dde3b870323014e0c39981f": { "review_count": 2, "quality": 5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 }, "course_30b7af243793fc0540887d4f": { "review_count": 5, "quality": 4, "difficulty": 3.4, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.756918416818997, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.35, "graded": 602, "counts": [ 247, 108, 136, 61, 41, 8, 1 ], "sections": 140 }, "instructor_url": "/instructors/NEIL_DUFFIE" }, { "instructor_uid": "instructor_9b67ede5afad9a016f58be2c", "source": "madgrades", "source_instructor_id": "922579", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ERICK OBERSTAR", "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": 3.373, "graded": 300, "counts": [ 122, 33, 118, 7, 17, 3, 0 ], "sections": 42 }, "instructor_url": "/instructors/ERICK_OBERSTAR--instructor_9b67ede5afad9a016f58be2c" }, { "instructor_uid": "instructor_457e26c5d5a088e9cfff3db6", "source": "madgrades", "source_instructor_id": "4387572", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VENKATA MADHUKANTH VADALI", "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, "graded": 24, "counts": [ 6, 3, 7, 3, 4, 1, 0 ], "sections": 1 }, "instructor_url": "/instructors/VENKATA_MADHUKANTH_VADALI" }, { "instructor_uid": "instructor_c137fb5a364d828cc585c105", "source": "madgrades", "source_instructor_id": "4716622", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PETER MEYER", "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": 3.75, "graded": 6, "counts": [ 4, 1, 1, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/PETER_MEYER" }, { "instructor_uid": "instructor_68c9c3602e04bebc749c4bff", "source": "madgrades", "source_instructor_id": "5359120", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HANNAH MRAZSKO", "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": 3.067, "graded": 30, "counts": [ 5, 2, 19, 0, 4, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/HANNAH_MRAZSKO" }, { "instructor_uid": "instructor_7417b47f7539065fd70d9cc7", "source": "madgrades", "source_instructor_id": "4946156", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BOLUN ZHANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.659, "graded": 41, "counts": [ 22, 12, 5, 2, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/BOLUN_ZHANG--instructor_7417b47f7539065fd70d9cc7" }, { "instructor_uid": "instructor_4b283ca457e39c4eda09a4a6", "source": "madgrades", "source_instructor_id": "6557148", "identity_basis": "source_id", "identity_status": "source_identified", "name": "IMMANUEL WILLIAMS", "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": 3.611, "graded": 18, "counts": [ 10, 2, 6, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/IMMANUEL_WILLIAMS" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "Erick Oberstar", "NEIL DUFFIE" ], "a": 5, "ab": 0, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 7, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "Erick Oberstar" ], "a": 5, "ab": 2, "b": 1, "bc": 1, "c": 0, "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": 10, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "NEIL DUFFIE" ], "a": 3, "ab": 3, "b": 7, "bc": 0, "c": 0, "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": 14, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "NEIL DUFFIE" ], "a": 4, "ab": 2, "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": 0, "not_reported": 0, "other": 0, "total": 13, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1112", "term_name": "Fall 2010", "instructors": [ "NEIL DUFFIE" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "NEIL DUFFIE" ], "a": 8, "ab": 7, "b": 12, "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": 28, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1124", "term_name": "Spring 2012", "instructors": [ "NEIL DUFFIE" ], "a": 4, "ab": 0, "b": 3, "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": 7, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "NEIL DUFFIE" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "NEIL DUFFIE", "VENKATA MADHUKANTH VADALI" ], "a": 6, "ab": 3, "b": 7, "bc": 3, "c": 4, "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": 24, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "NEIL DUFFIE" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1144", "term_name": "Spring 2014", "instructors": [ "NEIL DUFFIE" ], "a": 4, "ab": 8, "b": 8, "bc": 6, "c": 3, "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": 30, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "NEIL DUFFIE" ], "a": 2, "ab": 4, "b": 2, "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": 9, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "NEIL DUFFIE" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 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"ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Erick Oberstar", "NEIL DUFFIE" ], "a": 6, "ab": 4, "b": 8, "bc": 0, "c": 3, "d": 0, "f": 0, "satisfactory": 6, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Erick Oberstar" ], "a": 5, "ab": 3, "b": 13, "bc": 0, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 2, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "BOLUN ZHANG", "Erick Oberstar" ], "a": 6, "ab": 2, "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": 10, "source_aliases": [ "ME 447" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 447", "course_uid": "course_0dde3b870323014e0c39981f", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Erick Oberstar" ], "a": 4, "ab": 0, "b": 5, "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": 9, "source_aliases": [ "ME 447" ] }, { "run_id": 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0, "other": 0, "total": 11, "source_aliases": [ "ME 447" ] } ] ``` ### statistics #### gpa 3.261 #### graded 274 #### counts * 82 * 45 * 110 * 16 * 17 * 4 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_0dde3b870323014e0c39981f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_0dde3b870323014e0c39981f-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_0dde3b870323014e0c39981f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_0dde3b870323014e0c39981f-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_0dde3b870323014e0c39981f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_0dde3b870323014e0c39981f-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_0dde3b870323014e0c39981f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_0dde3b870323014e0c39981f-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.260948905109489 #### count 274 #### university ##### size 5204 ##### gpa Percentile 11 ##### count Percentile 59 ##### median Count 199 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 401 | false | | 3.2–3.6 | 1488 | true | | 3.6–4.0 | 3301 | false | #### departments ```json [ { "subject": "ME", "comparison": { "size": 86, "gpaPercentile": 15, "countPercentile": 49, "medianCount": 275, "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": 11, "current": false }, { "range": "3.2–3.6", "count": 31, "current": true }, { "range": "3.6–4.0", "count": 44, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.7142857142857144 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1084 ##### term 1084 ##### gpa 3.35 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1094 ##### term 1094 ##### gpa 3.1785714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1104 ##### term 1104 ##### gpa 3.3461538461538463 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1114 ##### term 1114 ##### gpa 3.392857142857143 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1124 ##### term 1124 ##### gpa 3.5714285714285716 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1134 ##### term 1134 ##### gpa 3 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1144 ##### term 1144 ##### gpa 3.0689655172413794 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1152 ##### term 1152 ##### gpa 3.388888888888889 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1184 ##### term 1184 ##### gpa 3.130434782608696 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1194 ##### term 1194 ##### gpa 3.066666666666667 ##### count 30 ##### university ###### size 1040 ###### gpa Percentile 14 ###### count Percentile 0 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 220 | true | | 3.2–3.6 | 342 | false | | 3.6–4.0 | 454 | false | ##### departments ```json [ { "subject": "ME", "comparison": { "size": 23, "gpaPercentile": 18, "countPercentile": 0, "medianCount": 68, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 6, "current": true }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.238095238095238 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1224 ##### term 1224 ##### gpa 3.2045454545454546 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1234 ##### term 1234 ##### gpa 3.6 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1244 ##### term 1244 ##### gpa 3.4444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1254 ##### term 1254 ##### gpa 3.5714285714285716 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1264 ##### term 1264 ##### gpa 3.6363636363636362 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ME | | ### benchmarks #### all ##### school ###### size 5204 ###### gpa 3.6559019944864533 ###### top Share 81.60387739115563 ###### count 199 ##### ME ###### size 86 ###### gpa 3.5745212823359425 ###### top Share 76.21455369877948 ###### count 275 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### ME ###### size 16 ###### gpa 3.3145257855848764 ###### top Share 60.56238862874501 ###### count 88 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### ME ###### size 19 ###### gpa 3.3467279257469214 ###### top Share 62.869017927773804 ###### count 71 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ME ###### size 19 ###### gpa 3.300206926769953 ###### top Share 57.291267321613304 ###### count 81 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### ME ###### size 19 ###### gpa 3.26616044613599 ###### top Share 56.79103300307398 ###### count 76 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### ME ###### size 24 ###### gpa 3.2764146127585967 ###### top Share 58.09996846831107 ###### count 50.5 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ME ###### size 19 ###### gpa 3.2194204844463745 ###### top Share 53.33027979920354 ###### count 88 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### ME ###### size 17 ###### gpa 3.1756785264956235 ###### top Share 48.983764154886465 ###### count 79 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### ME ###### size 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###### top Share 62.97771742929326 ###### count 68 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ME ###### size 21 ###### gpa 3.4785985760675224 ###### top Share 69.95456644574271 ###### count 96 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ME ###### size 20 ###### gpa 3.669078433787773 ###### top Share 83.33636146963025 ###### count 84 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ME ###### size 24 ###### gpa 3.523850925666045 ###### top Share 74.7737178649795 ###### count 102.5 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ME ###### size 26 ###### gpa 3.5441004803192864 ###### top Share 74.40600351589543 ###### count 107.5 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### ME ###### size 27 ###### gpa 3.5546362177685946 ###### top Share 76.5080798186604 ###### count 109 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ME ###### size 28 ###### gpa 3.6206917860927894 ###### top Share 78.31689014028125 ###### count 121.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### ME ###### size 25 ###### gpa 3.5110862399220912 ###### top Share 72.3479757717731 ###### count 131 ## instructor Trends ```json [ { "uid": "instructor_9b67ede5afad9a016f58be2c", "name": "ERICK OBERSTAR", "count": 150, "terms": [ { "term": "1074", "count": 7, "sections": 2, "gpa": 3.7142857142857144 }, { "term": "1084", "count": 10, "sections": 2, "gpa": 3.35 }, { "term": "1184", "count": 23, "sections": 1, "gpa": 3.130434782608696 }, { "term": "1194", "count": 30, "sections": 1, "gpa": 3.066666666666667 }, { "term": "1204", "count": 21, "sections": 1, "gpa": 3.238095238095238 }, { "term": "1224", "count": 22, "sections": 1, "gpa": 3.2045454545454546 }, { "term": "1234", "count": 10, "sections": 1, "gpa": 3.6 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.4444444444444446 }, { "term": "1254", "count": 7, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1264", "count": 11, "sections": 1, "gpa": 3.6363636363636362 } ] }, { "uid": "instructor_64a1f644a95a3786b7942d1f", "name": "NEIL DUFFIE", "count": 131, "terms": [ { "term": "1074", "count": 7, "sections": 2, "gpa": 3.7142857142857144 }, { "term": "1094", "count": 14, "sections": 3, "gpa": 3.1785714285714284 }, { "term": "1104", "count": 13, "sections": 2, "gpa": 3.3461538461538463 }, { "term": "1114", "count": 28, "sections": 2, "gpa": 3.392857142857143 }, { "term": "1124", "count": 7, "sections": 2, "gpa": 3.5714285714285716 }, { "term": "1134", "count": 24, "sections": 2, "gpa": 3 }, { "term": "1144", "count": 29, "sections": 2, "gpa": 3.0689655172413794 }, { "term": "1152", "count": 9, "sections": 1, "gpa": 3.388888888888889 } ] }, { "uid": "instructor_68c9c3602e04bebc749c4bff", "name": "HANNAH MRAZSKO", "count": 30, "terms": [ { "term": "1194", "count": 30, "sections": 1, "gpa": 3.066666666666667 } ] }, { "uid": "instructor_457e26c5d5a088e9cfff3db6", "name": "VENKATA MADHUKANTH VADALI", "count": 24, "terms": [ { "term": "1134", "count": 24, "sections": 1, "gpa": 3 } ] }, { "uid": "instructor_4b283ca457e39c4eda09a4a6", "name": "IMMANUEL WILLIAMS", "count": 18, "terms": [ { "term": "1254", "count": 7, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1264", "count": 11, "sections": 1, "gpa": 3.6363636363636362 } ] }, { "uid": "instructor_7417b47f7539065fd70d9cc7", "name": "BOLUN ZHANG", "count": 10, "terms": [ { "term": "1234", "count": 10, "sections": 1, "gpa": 3.6 } ] } ] ``` ## following None recorded.