# PHYSICS 361: Machine Learning in Physics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/PHYSICS_361) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 0d9ed02e87f3729eac20ee8de96090171c1c55cd26da3528d957c409bc95db6b ### course id PHYSICS 361 ### course uid course\_84445b017ecd509bab57c075 ### catalog version id 44880d9e3ae69f1c91e75fbb768f3df459439c39d7175dc0a4186855757d99ae ### course number 361 ### subjects * PHYSICS ### title MACHINE LEARNING IN PHYSICS ### description A detailed introduction to the use of machine learning techniques in physics. Topics will include basics of probability theory and statistics, basics of function fitting and parameter inference, basics of optimization, and machine learning techniques. A selection of physics topics that are particularly amenable to analysis using machine learning will be discussed. These might include processing collider data, classifying astronomical images, solving the Ising model, parameter estimation from physics data sets, learning physical probability distributions, finding string theory compactifications, and finding symbolic physical laws. ### requirements text MATH 234and (PHYSICS 104,202,208, or248), or graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 03da8019a4e4786f2583b89ed54777c111e1d2b4c9b28e88b86f9737fce356aa ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduces machine learning techniques, including probability, optimization, and function fitting, applied to various physics problems. ### llm topics * Probability theory, statistics, function fitting, parameter inference, and optimization. * Collider data processing, astronomical image classification, Ising model, parameter estimation, physical probability distributions, string theory compactifications, and symbolic physical laws. ### llm skills * Applying machine learning, probability, statistics, function fitting, parameter inference, and optimization to physics problems. * Analyzing specific physics domains such as collider data, astronomical images, and symbolic law discovery using ML. ### llm assumed background * Calculus of functions of several variables and general physics (electricity, magnetism, modern physics, or computation). * Multivariable calculus including vector calculus and multiple integrals. * Calculus-based physics covering electricity, magnetism, optics, and modern physics, with computational components in some tracks. ### llm search phrases * machine learning physics applications * physics data analysis machine learning * optimization physics machine learning * probability statistics physics machine learning ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 79b9283e03b59e5ff5a8fb99076b1e3177394d4b897d4b93c407bf98c74afa7d #### course id PHYSICS 361 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2024: 3.78 GPA, 88.9% A/AB (n=18 letter grades); Spring 2025: 3.88 GPA, 94.4% A/AB (n=36 letter grades); Spring 2026: 3.74 GPA, 91.7% A/AB (n=48 letter grades). ```json { "citations": [ { "course_id": "PHYSICS 361", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6458f6d6-c659-3c5c-b7bd-6e817158030c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "PHYSICS 361", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6458f6d6-c659-3c5c-b7bd-6e817158030c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "PHYSICS 361", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6458f6d6-c659-3c5c-b7bd-6e817158030c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n8" ], "condition": null, "course": null, "evidence": "MATH 234and (PHYSICS 104,202,208, or248), or graduate/professional standing", "id": "n0", "kind": "any" }, { "children": [ "n2", "n3" ], "condition": null, "course": null, "evidence": "MATH 234and (PHYSICS 104,202,208, or248)", "id": "n1", "kind": "all" }, { "children": [], "condition": null, "course": { "course_number": 234, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 234", "id": "n2", "kind": "course" }, { "children": [ "n4", "n5", "n6", "n7" ], "condition": null, "course": null, "evidence": "(PHYSICS 104,202,208, or248)", "id": "n3", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 104, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "PHYSICS 104", "id": "n4", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 202, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "202", "id": "n5", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 208, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "208", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 248, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "248", "id": "n7", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n8", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_1a25d9658695c6cd202e3138", "source": "madgrades", "source_instructor_id": "6316550", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MORITZ MUNCHMEYER", "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": 7, "quality": 4.29, "difficulty": 3.29, "quality_count": 7, "difficulty_count": 7, "profile_id": "rmp:2809006", "source_url": "https://www.ratemyprofessors.com/professor/2809006", "match_basis": "exact_name", "observed_at": "2026-09-07 16:16:26.380025+00:00", "courses": { "course_836e8ea19df9fe1516e4ecc4": { "review_count": 1, "quality": 3, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.8231005804048857, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.249, "graded": 910, "counts": [ 292, 197, 201, 138, 74, 3, 5 ], "sections": 23 }, "instructor_url": "/instructors/MORITZ_MUNCHMEYER" }, { "instructor_uid": "instructor_1c2dced22d017cf21d25adc3", "source": "madgrades", "source_instructor_id": "3574840", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GARY SHIU", "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": 67, "quality": 3.99, "difficulty": 3.61, "quality_count": 67, "difficulty_count": 67, "profile_id": "rmp:549694", "source_url": "https://www.ratemyprofessors.com/professor/549694", "match_basis": "exact_name", "observed_at": "2026-09-07 16:38:37.919252+00:00", "courses": { "course_8117ebeaf2f3accae0bb5cb6": { "review_count": 14, "quality": 3.36, "difficulty": 3.79, "quality_count": 14, "difficulty_count": 14 }, "course_836e8ea19df9fe1516e4ecc4": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.914065697367034, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.006, "graded": 9066, "counts": [ 1923, 1764, 1957, 1691, 1578, 133, 20 ], "sections": 106 }, "instructor_url": "/instructors/GARY_SHIU--instructor_1c2dced22d017cf21d25adc3" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "PHYSICS 361", "course_uid": "course_84445b017ecd509bab57c075", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Gary Shiu", "MORITZ MUNCHMEYER" ], "a": 12, "ab": 4, "b": 2, "bc": 0, "c": 0, "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": 19, "source_aliases": [ "PHYSICS 361" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "PHYSICS 361", "course_uid": "course_84445b017ecd509bab57c075", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "MORITZ MUNCHMEYER" ], "a": 29, "ab": 5, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 38, "source_aliases": [ "PHYSICS 361" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "PHYSICS 361", "course_uid": "course_84445b017ecd509bab57c075", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "MORITZ MUNCHMEYER" ], "a": 33, "ab": 11, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 50, "source_aliases": [ "PHYSICS 361" ] } ] ``` ### statistics #### gpa 3.794 #### graded 102 #### counts * 74 * 20 * 7 * 0 * 0 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_84445b017ecd509bab57c075-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_84445b017ecd509bab57c075-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_84445b017ecd509bab57c075-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_84445b017ecd509bab57c075-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_84445b017ecd509bab57c075-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_84445b017ecd509bab57c075-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7941176470588234 #### count 102 #### university ##### size 2411 ##### gpa Percentile 57 ##### count Percentile 54 ##### median Count 90 ##### 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 | 163 | false | | 3.2–3.6 | 604 | false | | 3.6–4.0 | 1627 | true | #### departments ```json [ { "subject": "PHYSICS", "comparison": { "size": 35, "gpaPercentile": 79, "countPercentile": 41, "medianCount": 119, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` ### terms #### 1244 ##### term 1244 ##### gpa 3.7777777777777777 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | PHYSICS | | #### 1254 ##### term 1254 ##### gpa 3.875 ##### count 36 ##### university ###### size 1289 ###### gpa Percentile 77 ###### count Percentile 13 ###### 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 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "PHYSICS", "comparison": { "size": 24, "gpaPercentile": 96, "countPercentile": 13, "medianCount": 67.5, "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": 11, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.7395833333333335 ##### count 48 ##### university ###### size 1283 ###### gpa Percentile 55 ###### count Percentile 33 ###### 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": "PHYSICS", "comparison": { "size": 20, "gpaPercentile": 89, "countPercentile": 26, "medianCount": 76.5, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 2411 ###### gpa 3.6770271983084943 ###### top Share 83.11222705251026 ###### count 90 ##### PHYSICS ###### size 35 ###### gpa 3.4846085362114283 ###### top Share 70.17709382294345 ###### count 119 #### terms ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### PHYSICS ###### size 21 ###### gpa 3.4298442610054316 ###### top Share 66.31505990488392 ###### count 61 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### PHYSICS ###### size 24 ###### gpa 3.4204976248133576 ###### top Share 67.48442638438776 ###### count 67.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### PHYSICS ###### size 20 ###### gpa 3.3226640805171783 ###### top Share 59.84154395185915 ###### count 76.5 ## instructor Trends ```json [ { "uid": "instructor_1a25d9658695c6cd202e3138", "name": "MORITZ MUNCHMEYER", "count": 102, "terms": [ { "term": "1244", "count": 18, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1254", "count": 36, "sections": 1, "gpa": 3.875 }, { "term": "1264", "count": 48, "sections": 1, "gpa": 3.7395833333333335 } ] }, { "uid": "instructor_1c2dced22d017cf21d25adc3", "name": "GARY SHIU", "count": 18, "terms": [ { "term": "1244", "count": 18, "sections": 1, "gpa": 3.7777777777777777 } ] } ] ``` ## following None recorded.