# COMPSCI 319: Data Science Programming I for Research | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_319) ## 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 659321fc855b4baa480aeb2e054b7e96ead6eb0f4d937fe10c284d9068d69f1b ### course id COMPSCI 319 ### course uid course\_933b36d4952c8b40f181b993 ### catalog version id 52b4d9963b0f3ab2bb11d0fbd1c37459bc04b7a20d55a976dc5f86836260bf80 ### course number 319 ### subjects * COMPSCI ### title DATA SCIENCE PROGRAMMING I FOR RESEARCH ### description Introduction to Data Science programming using Python. In addition to a survey of programming basics (control flow and data structures), web scraping, database queries, and tabular analysis will be introduced. Projects will emphasize analyzing real datasets in a variety of forms and visual communication using plotting tools. Similar toCOMP SCI 220but the pedagogical style of the projects will be adapted to graduate students in fields other than computer science and data science. No previous programming experience required. ### requirements text Graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:025710 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 1dad6a268959a9feca541b2d48ee0a11b3620a5f5778610ba858d648fb8af306 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary COMPSCI 319 introduces data science programming in Python, covering basics, web scraping, databases, and visualization for research datasets. ### llm topics * Web scraping, database queries, and tabular analysis. * Visual communication and plotting. * Analysis of real-world datasets. ### llm skills * Data Science programming using Python. * Programming basics including control flow and data structures. * Web scraping, database queries, and tabular analysis. * Visual communication using plotting tools. ### llm assumed background * No prior programming experience is required. ### llm search phrases * data science programming python * web scraping database queries * tabular analysis plotting * graduate data science research ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 00796014d81d8b2c05e4b3282432366af1e94685346bf1c03dd1338bc1e74fb3 #### course id COMPSCI 319 #### current instructors ```json [ { "instructor_uid": "instructor_841d653f575490f61a7aec9b", "message": "No course-specific reviews available", "name": "Blerina Gkotse", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3030661", "summary": [] }, { "instructor_uid": "instructor_97805752d14314b7d669169c", "message": "No course-specific reviews available", "name": "Michael Doescher", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2593156", "summary": [ { "citations": [ { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.86 GPA, 96.6% A/AB (n=29 letter grades); Fall 2025: 3.77 GPA, 100.0% A/AB (n=13 letter grades); Spring 2026: 3.92 GPA, 100.0% A/AB (n=6 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2025: 3.86 GPA, 96.6% A/AB (n=29 letter grades); Fall 2025: 3.77 GPA, 100.0% A/AB (n=13 letter grades); Spring 2026: 3.92 GPA, 100.0% A/AB (n=6 letter grades). ```json { "citations": [ { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "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 MICHAEL DOESCHER is recorded teaching in Fall 2020, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", 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"20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "COMPSCI 319", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "source_record": { "entity_id": "b86c750f-7c01-3feb-b854-b921a7dd05ae", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_841d653f575490f61a7aec9b", "source": "enrollment", "source_instructor_id": "gkotse", "identity_basis": "netid", "identity_status": "source_identified", "name": "Blerina Gkotse", "email": "GKOTSE@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 23, "quality": 3.74, "difficulty": 2.35, "quality_count": 23, "difficulty_count": 23, "profile_id": "rmp:3030661", "source_url": "https://www.ratemyprofessors.com/professor/3030661", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:42.004108+00:00", "courses": { "course_e0f984e8747ee9ccaba16d75": { "review_count": 11, "quality": 2.91, "difficulty": 2.18, "quality_count": 11, "difficulty_count": 11 }, "course_28c3390ba944d49fd17f7c72": { "review_count": 12, "quality": 4.5, "difficulty": 2.5, "quality_count": 12, "difficulty_count": 12 } }, "bayesian_quality": 3.702644550486789, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BLERINA_GKOTSE" }, { "instructor_uid": "instructor_97805752d14314b7d669169c", "source": "enrollment", "source_instructor_id": "mdoescher", "identity_basis": "netid", "identity_status": "source_identified", "name": "Michael Doescher", "email": "MDOESCHER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 88, "quality": 3.47, "difficulty": 3.33, "quality_count": 88, "difficulty_count": 88, "profile_id": "rmp:2593156", "source_url": "https://www.ratemyprofessors.com/professor/2593156", "match_basis": "exact_name", "observed_at": "2026-09-07 16:18:28.055099+00:00", "courses": { "course_834bc468ca49d8090d0f211f": { "review_count": 48, "quality": 4.17, "difficulty": 3.04, "quality_count": 48, "difficulty_count": 48 }, "course_6e524f2d6f14b4e14c7ac770": { "review_count": 39, "quality": 2.56, "difficulty": 3.72, "quality_count": 39, "difficulty_count": 39 }, "course_37a551eb9007bebe6a41c6b3": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.505126996953073, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/MICHAEL_DOESCHER" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:025710", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1272", "source_course_id": "025710", "source_subject_id": "266", "title": "Data Science Programming I for Research", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36961", "term_id": "1272", "source_section_id": "36961", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 4, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36962", "term_id": "1272", "source_section_id": "36962", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 5, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36963", "term_id": "1272", "source_section_id": "36963", "identity_basis": "class_number", "section_number": "003", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 2, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36964", "term_id": "1272", "source_section_id": "36964", "identity_basis": "class_number", "section_number": "004", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 5, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_122a7e74ef02066805f0b041", "source": "madgrades", "source_instructor_id": "5158351", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MICHAEL DOESCHER", "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": 88, "quality": 3.47, "difficulty": 3.33, "quality_count": 88, "difficulty_count": 88, "profile_id": "rmp:2593156", "source_url": "https://www.ratemyprofessors.com/professor/2593156", "match_basis": "exact_name", "observed_at": "2026-09-07 16:18:28.055099+00:00", "courses": { "course_834bc468ca49d8090d0f211f": { "review_count": 48, "quality": 4.17, "difficulty": 3.04, "quality_count": 48, "difficulty_count": 48 }, "course_6e524f2d6f14b4e14c7ac770": { "review_count": 39, "quality": 2.56, "difficulty": 3.72, "quality_count": 39, "difficulty_count": 39 }, "course_37a551eb9007bebe6a41c6b3": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.505126996953073, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.348, "graded": 7490, "counts": [ 2424, 2356, 1852, 398, 222, 136, 102 ], "sections": 73 }, "instructor_url": "/instructors/MICHAEL_DOESCHER--instructor_122a7e74ef02066805f0b041" }, { "instructor_uid": "instructor_e3bd28389959ce3e3b7e1683", "source": "madgrades", "source_instructor_id": "5176578", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MEENAKSHI SYAMKUMAR", "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": 77, "quality": 3.1, "difficulty": 3.34, "quality_count": 77, "difficulty_count": 77, "profile_id": "rmp:2274671", "source_url": "https://www.ratemyprofessors.com/professor/2274671", "match_basis": "exact_name", "observed_at": "2026-09-07 16:19:17.289299+00:00", "courses": { "course_4c46b17e9b3f9a4f2ed9a0e9": { "review_count": 18, "quality": 2.44, "difficulty": 3.56, "quality_count": 18, "difficulty_count": 18 }, "course_583cd0f265d9f29704ca13ea": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 }, "course_834bc468ca49d8090d0f211f": { "review_count": 47, "quality": 2.91, "difficulty": 3.36, "quality_count": 47, "difficulty_count": 47 }, "course_1dae8ec78980ea57dc44f5c9": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_28c3390ba944d49fd17f7c72": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.215399130628164, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.532, "graded": 3256, "counts": [ 1638, 827, 508, 141, 71, 34, 37 ], "sections": 40 }, "instructor_url": "/instructors/MEENAKSHI_SYAMKUMAR--instructor_e3bd28389959ce3e3b7e1683" }, { "instructor_uid": "instructor_6d94e970032c92a41ffed8e9", "source": "madgrades", "source_instructor_id": "506546", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDREW KUEMMEL", "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": 53, "quality": 3.83, "difficulty": 2.57, "quality_count": 53, "difficulty_count": 53, "profile_id": "rmp:1780137", "source_url": "https://www.ratemyprofessors.com/professor/1780137", "match_basis": "exact_name", "observed_at": "2026-09-07 16:55:25.683249+00:00", "courses": { "course_9b1d5f832c492d1c4a3ce19c": { "review_count": 16, "quality": 3.06, "difficulty": 2.75, "quality_count": 16, "difficulty_count": 16 }, "course_834bc468ca49d8090d0f211f": { "review_count": 11, "quality": 4.18, "difficulty": 2.91, "quality_count": 11, "difficulty_count": 11 }, "course_225541a560a0e4df0ee57e76": { "review_count": 2, "quality": 5, "difficulty": 1, "quality_count": 2, "difficulty_count": 2 }, "course_583cd0f265d9f29704ca13ea": { "review_count": 3, "quality": 3, "difficulty": 1.67, "quality_count": 3, "difficulty_count": 3 }, "course_37a551eb9007bebe6a41c6b3": { "review_count": 2, "quality": 4.5, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2 }, "course_15b3f0bfce126907b8d418aa": { "review_count": 4, "quality": 4.5, "difficulty": 2.75, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.7833385708346836, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.596, "graded": 3157, "counts": [ 1849, 619, 445, 116, 68, 30, 30 ], "sections": 107 }, "instructor_url": "/instructors/ANDREW_KUEMMEL--instructor_6d94e970032c92a41ffed8e9" }, { "instructor_uid": "instructor_0b21265e568c538aead92f63", "source": "madgrades", "source_instructor_id": "6249338", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ISHA PADMANABAN", "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": 3.291, "graded": 390, "counts": [ 114, 107, 104, 50, 5, 6, 4 ], "sections": 3 }, "instructor_url": "/instructors/ISHA_PADMANABAN" }, { "instructor_uid": "instructor_2c57dda8637d9a4030ecae79", "source": "madgrades", "source_instructor_id": "6460118", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KINCANNON WILSON", "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": 3.288, "graded": 1209, "counts": [ 303, 392, 372, 78, 28, 24, 12 ], "sections": 11 }, "instructor_url": "/instructors/KINCANNON_WILSON" }, { "instructor_uid": "instructor_2ebb3e2592ae4b5cfe3fed1f", "source": "madgrades", "source_instructor_id": "5762556", "identity_basis": "source_id", "identity_status": "source_identified", "name": "COLE DIIANNI", "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": 3.501, "graded": 730, "counts": [ 310, 210, 161, 25, 15, 5, 4 ], "sections": 5 }, "instructor_url": "/instructors/COLE_DIIANNI" }, { "instructor_uid": "instructor_32815440b5c8b4d2789921a4", "source": "madgrades", "source_instructor_id": "6453644", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANIRUDH SUNDARA RAJAN", "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": 3.529, "graded": 260, "counts": [ 131, 55, 55, 8, 6, 4, 1 ], "sections": 4 }, "instructor_url": "/instructors/ANIRUDH_SUNDARA_RAJAN" }, { "instructor_uid": "instructor_3e299f4ddfcd325cd75ae3f4", "source": "madgrades", "source_instructor_id": "6178238", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SHREY SHAH", "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": 3.263, "graded": 194, "counts": [ 62, 45, 57, 17, 5, 4, 4 ], "sections": 2 }, "instructor_url": "/instructors/SHREY_SHAH" }, { "instructor_uid": "instructor_3fb812b2984965a38cd01d34", "source": "madgrades", "source_instructor_id": "5993603", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUSTIN KIEFEL", "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": 3.506, "graded": 585, "counts": [ 262, 165, 117, 17, 13, 6, 5 ], "sections": 5 }, "instructor_url": "/instructors/JUSTIN_KIEFEL" }, { "instructor_uid": "instructor_4fd18c1e2d3eb74f6bca507b", "source": "madgrades", "source_instructor_id": "6489305", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GURMAIL SINGH", "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": 71, "quality": 2.99, "difficulty": 2.85, "quality_count": 71, "difficulty_count": 71, "profile_id": "rmp:2831641", "source_url": "https://www.ratemyprofessors.com/professor/2831641", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:52.682667+00:00", "courses": { "course_1dae8ec78980ea57dc44f5c9": { 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"grade_statistics": { "gpa": 3.27, "graded": 680, "counts": [ 181, 206, 206, 41, 22, 14, 10 ], "sections": 5 }, "instructor_url": "/instructors/SHUIBAI_ZHANG" }, { "instructor_uid": "instructor_92ccdc354e086a49067e185e", "source": "madgrades", "source_instructor_id": "6660839", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YUNHAO LI", "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": 3.305, "graded": 469, "counts": [ 121, 164, 133, 28, 8, 7, 8 ], "sections": 4 }, "instructor_url": "/instructors/YUNHAO_LI" }, { "instructor_uid": "instructor_bb858b0df9213687ded6a1fc", "source": "madgrades", "source_instructor_id": "6656740", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NIDA TANVEER", "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": 3.348, "graded": 368, "counts": [ 114, 110, 111, 16, 8, 2, 7 ], "sections": 4 }, "instructor_url": "/instructors/NIDA_TANVEER" }, { "instructor_uid": "instructor_bf52fdc6b3fb86521db659a4", "source": "madgrades", "source_instructor_id": "6386189", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GUYANG CAO", "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": 3.242, "graded": 260, "counts": [ 70, 66, 81, 22, 13, 8, 0 ], "sections": 4 }, "instructor_url": "/instructors/GUYANG_CAO--instructor_bf52fdc6b3fb86521db659a4" }, { "instructor_uid": "instructor_fa484dd2c8af21f48d087761", "source": "madgrades", "source_instructor_id": "6660089", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MO XU", "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": 3.346, "graded": 487, "counts": [ 133, 158, 148, 31, 9, 5, 3 ], "sections": 4 }, "instructor_url": "/instructors/MO_XU--instructor_fa484dd2c8af21f48d087761" }, { "instructor_uid": "instructor_02a5093751698b8febd4fd48", "source": "madgrades", "source_instructor_id": "6659082", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AMR ALAZALI", "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": 3.299, "graded": 279, "counts": [ 67, 101, 80, 18, 6, 2, 5 ], "sections": 2 }, "instructor_url": "/instructors/AMR_ALAZALI" }, { "instructor_uid": "instructor_2aca9ef9fc7612502e719773", "source": "madgrades", "source_instructor_id": "6772286", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AYESHA SHAFIQUE", "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": 3.299, "graded": 279, "counts": [ 67, 101, 80, 18, 6, 2, 5 ], "sections": 2 }, "instructor_url": "/instructors/AYESHA_SHAFIQUE" }, { "instructor_uid": "instructor_59c84201597a7deeeb214791", "source": "madgrades", "source_instructor_id": "6376244", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YIYIN SHEN", "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": 13, "quality": 2.62, "difficulty": 3.08, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:2930244", "source_url": "https://www.ratemyprofessors.com/professor/2930244", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:39.943117+00:00", "courses": { "course_6e524f2d6f14b4e14c7ac770": { "review_count": 3, "quality": 4.33, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 }, "course_1dae8ec78980ea57dc44f5c9": { "review_count": 10, "quality": 2.1, "difficulty": 3.1, "quality_count": 10, "difficulty_count": 10 } }, "bayesian_quality": 3.250112596088846, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.381, "graded": 1201, "counts": [ 455, 326, 280, 68, 37, 15, 20 ], "sections": 9 }, "instructor_url": "/instructors/YIYIN_SHEN" }, { "instructor_uid": "instructor_9c17ea09eaa43d5549fd21b6", "source": "madgrades", "source_instructor_id": "6803751", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATHRYN JENSEN", "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": 3.369, "graded": 1198, "counts": [ 346, 435, 303, 58, 30, 16, 10 ], "sections": 11 }, "instructor_url": "/instructors/KATHRYN_JENSEN--instructor_9c17ea09eaa43d5549fd21b6" }, { "instructor_uid": "instructor_c12a182662ec0ad0bcff8ddd", "source": "madgrades", "source_instructor_id": "6766849", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YU WANG", "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": 3.339, "graded": 288, "counts": [ 77, 100, 85, 13, 6, 4, 3 ], "sections": 2 }, "instructor_url": "/instructors/YU_WANG--instructor_c12a182662ec0ad0bcff8ddd" }, { "instructor_uid": "instructor_e3b6251d6e8eec0f6231206b", "source": "madgrades", "source_instructor_id": "6389582", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YIJING 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": 3.399, "graded": 183, "counts": [ 51, 71, 48, 5, 5, 3, 0 ], "sections": 2 }, "instructor_url": "/instructors/YIJING_ZHANG" }, { "instructor_uid": "instructor_841d653f575490f61a7aec9b", "source": "enrollment", "source_instructor_id": "gkotse", "identity_basis": "netid", "identity_status": "source_identified", "name": "Blerina Gkotse", "email": "GKOTSE@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 23, "quality": 3.74, "difficulty": 2.35, "quality_count": 23, "difficulty_count": 23, "profile_id": "rmp:3030661", "source_url": "https://www.ratemyprofessors.com/professor/3030661", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:42.004108+00:00", "courses": { "course_e0f984e8747ee9ccaba16d75": { "review_count": 11, "quality": 2.91, "difficulty": 2.18, "quality_count": 11, "difficulty_count": 11 }, "course_28c3390ba944d49fd17f7c72": { "review_count": 12, "quality": 4.5, "difficulty": 2.5, "quality_count": 12, "difficulty_count": 12 } }, "bayesian_quality": 3.702644550486789, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BLERINA_GKOTSE" }, { "instructor_uid": "instructor_97805752d14314b7d669169c", "source": "enrollment", "source_instructor_id": "mdoescher", "identity_basis": "netid", "identity_status": "source_identified", "name": "Michael Doescher", "email": "MDOESCHER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 88, "quality": 3.47, "difficulty": 3.33, "quality_count": 88, "difficulty_count": 88, "profile_id": "rmp:2593156", "source_url": "https://www.ratemyprofessors.com/professor/2593156", "match_basis": "exact_name", "observed_at": "2026-09-07 16:18:28.055099+00:00", "courses": { "course_834bc468ca49d8090d0f211f": { "review_count": 48, "quality": 4.17, "difficulty": 3.04, "quality_count": 48, "difficulty_count": 48 }, "course_6e524f2d6f14b4e14c7ac770": { "review_count": 39, "quality": 2.56, "difficulty": 3.72, "quality_count": 39, "difficulty_count": 39 }, "course_37a551eb9007bebe6a41c6b3": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.505126996953073, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/MICHAEL_DOESCHER" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Meena Syamkumar", "Michael Doescher" ], "a": 20, "ab": 5, "b": 3, "bc": 0, "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": 29, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Andrew Kuemmel", "Meena Syamkumar" ], "a": 20, "ab": 2, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Andrew Kuemmel", "Meena Syamkumar" ], "a": 18, "ab": 4, "b": 0, "bc": 0, "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": 23, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Meena Syamkumar", "Michael Doescher" ], "a": 26, "ab": 16, "b": 0, "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": 44, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "ABINAYAA KANIMOZHI CHANDRASEKAR", "ANIRUDH SUNDARA RAJAN", "ASHWIN MARAN", "BRANDON TRAN", "COLE DIIANNI", "DEEPTI RAJAGOPAL", "Gurmail Singh", "HAKAN DINGENC", "IFFAT NAFISA", "ISHA PADMANABAN", "ISHAAN KOHLI", "JUSTIN KIEFEL", "KARTHIK SURESH", "KINCANNON WILSON", "MUHAMMAD HARIS NOOR", "Michael Doescher", "SATYA SAI SRINATH NAMBURI", "SHREY SHAH", "TIMOTHY OSSOWSKI" ], "a": 13, "ab": 10, "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": 23, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "ABHINAV NARAYAN HARISH", "ABOLI VIJAYANAND PAI", "ASHWIN MARAN", "CATHY CAO", "Cole Nelson", "DAVID PARRA", "DIVYAM ANSHUMAAN", "FAHAD TOUSEEF", "Gurmail Singh", "KINCANNON WILSON", "MUHAMMAD MUSA", "Michael Doescher", "RITHIK JAIN", "SAMUEL GUO", "SATYA SAI SRINATH NAMBURI", "SHUTONG WU", "TAKIS CHYTAS", "TUNAN WANG", "YUNFU DENG" ], "a": 24, "ab": 5, "b": 1, "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": 30, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "ABHINAV NARAYAN HARISH", "ABOLI VIJAYANAND PAI", "CATHY CAO", "DAVID PARRA", "KINCANNON WILSON", "LUKE DOTSON", "Louis Oliphant", "MUHAMMAD MUSA", "Michael Doescher", "SATYA SAI SRINATH NAMBURI", "TAKIS CHYTAS", "TUNAN WANG", "YUNFU DENG", "Young Wu" ], "a": 18, "ab": 6, "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": 27, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Louis Oliphant", "Michael Doescher" ], "a": 15, "ab": 9, "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": 26, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "ANGELIKI GIANNOU", "BEN HAYUM", "DAVID PARRA", "DMITRY PINCHUK", "FAHAD TOUSEEF", "GUYANG CAO", "Louis Oliphant", "MO XU", "Michael Doescher", "NIDA TANVEER", "OWEN MCNAMARA", "SHUIBAI ZHANG", "SREYAS DHULIPALA", "SUNGJUN CHO", "YUNHAO LI", "ZHENGHONG YU" ], "a": 22, "ab": 6, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "AMR ALAZALI", "AYESHA SHAFIQUE", "BEN HAYUM", "DAVID PARRA", "DMITRY PINCHUK", "Jing Zhang", "Kathryn Jensen", "MO XU", "Michael Doescher", "NIDA TANVEER", "OWEN MCNAMARA", "SHUIBAI ZHANG", "SREYAS DHULIPALA", "SUNGJUN CHO", "TAKIS CHYTAS", "YIYIN SHEN", "YU WANG", "YUNHAO LI" ], "a": 7, "ab": 6, "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": 13, "source_aliases": [ "COMPSCI 319" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 319", "course_uid": "course_933b36d4952c8b40f181b993", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Louis Oliphant", "Michael Doescher" ], "a": 5, "ab": 1, "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": 6, "source_aliases": [ "COMPSCI 319" ] } ] ``` ### statistics #### gpa 3.832 #### graded 268 #### counts * 188 * 70 * 10 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_933b36d4952c8b40f181b993-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_933b36d4952c8b40f181b993-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_933b36d4952c8b40f181b993-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_933b36d4952c8b40f181b993-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_933b36d4952c8b40f181b993-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_933b36d4952c8b40f181b993-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_933b36d4952c8b40f181b993-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_933b36d4952c8b40f181b993-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.832089552238806 #### count 268 #### university ##### size 4570 ##### gpa Percentile 61 ##### count Percentile 71 ##### median Count 131 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 12 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 1109 | false | | 3.6–4.0 | 3215 | true | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 104, "gpaPercentile": 70, "countPercentile": 50, "medianCount": 268, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 29, "current": false }, { "range": "3.6–4.0", "count": 60, "current": true } ] } } ] ``` ### terms #### 1212 ##### term 1212 ##### gpa 3.8035714285714284 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1222 ##### term 1222 ##### gpa 3.9545454545454546 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1224 ##### term 1224 ##### gpa 3.909090909090909 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1232 ##### term 1232 ##### gpa 3.8095238095238093 ##### count 42 ##### university ###### size 1216 ###### gpa Percentile 71 ###### count Percentile 25 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 50, "gpaPercentile": 78, "countPercentile": 8, "medianCount": 82.5, "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": 9, "current": false }, { "range": "3.2–3.6", "count": 19, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.782608695652174 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1242 ##### term 1242 ##### gpa 3.8833333333333333 ##### count 30 ##### university ###### size 1295 ###### gpa Percentile 78 ###### 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 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 52, "gpaPercentile": 84, "countPercentile": 0, "medianCount": 99, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 9, "current": false }, { "range": "3.2–3.6", "count": 20, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.7777777777777777 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1252 ##### term 1252 ##### gpa 3.75 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1254 ##### term 1254 ##### gpa 3.8620689655172415 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1262 ##### term 1262 ##### gpa 3.769230769230769 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1264 ##### term 1264 ##### gpa 3.9166666666666665 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | ### benchmarks #### all ##### school ###### size 4570 ###### gpa 3.7016416494854725 ###### top Share 84.44184475152247 ###### count 131 ##### COMPSCI ###### size 104 ###### gpa 3.6023746988592844 ###### top Share 79.34319586009345 ###### count 268 #### terms ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### COMPSCI ###### size 42 ###### gpa 3.450396020252364 ###### top Share 69.90950224603134 ###### count 96 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### COMPSCI ###### size 46 ###### gpa 3.4266761668874532 ###### top Share 68.93117403010548 ###### count 94.5 ##### 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 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### COMPSCI ###### size 50 ###### gpa 3.522872390836507 ###### top Share 74.11555010870671 ###### count 82.5 ##### 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 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### COMPSCI ###### size 52 ###### gpa 3.5206188715369935 ###### top Share 74.2043106737207 ###### count 99 ##### 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 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ##### 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 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ##### 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 ## instructor Trends ```json [ { "uid": "instructor_122a7e74ef02066805f0b041", "name": "MICHAEL DOESCHER", "count": 183, "terms": [ { "term": "1212", "count": 10, "sections": 1, "gpa": 3.8 }, { "term": "1232", "count": 19, "sections": 2, "gpa": 3.763157894736842 }, { "term": "1234", "count": 23, "sections": 4, "gpa": 3.782608695652174 }, { "term": "1242", "count": 30, "sections": 4, "gpa": 3.8833333333333333 }, { "term": "1244", "count": 27, "sections": 3, "gpa": 3.7777777777777777 }, { "term": "1252", "count": 26, "sections": 4, "gpa": 3.75 }, { "term": "1254", "count": 29, "sections": 4, "gpa": 3.8620689655172415 }, { "term": "1262", "count": 13, "sections": 4, "gpa": 3.769230769230769 }, { "term": "1264", "count": 6, "sections": 4, "gpa": 3.9166666666666665 } ] }, { "uid": "instructor_1eaf78715adffe107c5bc5ac", "name": "LOUIS OLIPHANT", "count": 88, "terms": [ { "term": "1244", "count": 27, "sections": 3, "gpa": 3.7777777777777777 }, { "term": "1252", "count": 26, "sections": 4, "gpa": 3.75 }, { "term": "1254", "count": 29, "sections": 4, "gpa": 3.8620689655172415 }, { "term": "1264", "count": 6, "sections": 4, "gpa": 3.9166666666666665 } ] }, { "uid": "instructor_e3bd28389959ce3e3b7e1683", "name": "MEENAKSHI SYAMKUMAR", "count": 71, "terms": [ { "term": "1212", "count": 18, "sections": 2, "gpa": 3.8055555555555554 }, { "term": "1222", "count": 14, "sections": 2, "gpa": 3.9285714285714284 }, { "term": "1224", "count": 16, "sections": 2, "gpa": 3.90625 }, { "term": "1232", "count": 23, "sections": 2, "gpa": 3.847826086956522 } ] }, { "uid": "instructor_4fd18c1e2d3eb74f6bca507b", "name": "GURMAIL SINGH", "count": 53, "terms": [ { "term": "1234", "count": 23, "sections": 4, "gpa": 3.782608695652174 }, { "term": "1242", "count": 30, "sections": 4, "gpa": 3.8833333333333333 } ] }, { "uid": "instructor_2c57dda8637d9a4030ecae79", "name": "KINCANNON WILSON", "count": 40, "terms": [ { "term": "1234", "count": 6, "sections": 1, "gpa": 3.75 }, { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1244", "count": 27, "sections": 3, "gpa": 3.7777777777777777 } ] }, { "uid": "instructor_7d1b81b7955683f45f868ef6", "name": "FAHAD TOUSEEF", "count": 36, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1254", "count": 29, "sections": 4, "gpa": 3.8620689655172415 } ] }, { "uid": "instructor_0f84bfa1c7e8c649243ef538", "name": "BEN HAYUM", "count": 35, "terms": [ { "term": "1254", "count": 29, "sections": 4, "gpa": 3.8620689655172415 }, { "term": "1262", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_4561aa717dd3770d5586704a", "name": "COLE NELSON", "count": 30, "terms": [ { "term": "1242", "count": 30, "sections": 4, "gpa": 3.8833333333333333 } ] }, { "uid": "instructor_f6f4218c74806ca1773565b9", "name": "RITHIK JAIN", "count": 30, "terms": [ { "term": "1242", "count": 30, "sections": 4, "gpa": 3.8833333333333333 } ] }, { "uid": "instructor_86e8d7d0423592acb61886c5", "name": "YUHENG WU", "count": 27, "terms": [ { "term": "1244", "count": 27, "sections": 3, "gpa": 3.7777777777777777 } ] }, { "uid": "instructor_ef27ea761baf6ba869adda75", "name": "DAVID PARRA", "count": 27, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1254", "count": 5, "sections": 1, "gpa": 3.6 }, { "term": "1262", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_928cf872f7d8a423b2039a77", "name": "SATYA SAI SRINATH NAMBURI", "count": 23, "terms": [ { "term": "1234", "count": 6, "sections": 1, "gpa": 3.75 }, { "term": "1242", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_11c63253d910de539d25f3f3", "name": "CATHY CAO", "count": 17, "terms": [ { "term": "1242", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_5a4068b27ec4b0a8eb015a7f", "name": "TAKIS CHYTAS", "count": 17, "terms": [ { "term": "1242", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_730f480008fffbb27d0034de", "name": "TUNAN WANG", "count": 17, "terms": [ { "term": "1242", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_f464ab8077e2054f02594423", "name": "MUHAMMAD MUSA", "count": 17, "terms": [ { "term": "1242", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_328b38860c6338f710ebaf4b", "name": "ABOLI VIJAYANAND PAI", "count": 16, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_6736adca886efc6db236e367", "name": "ABHINAV NARAYAN HARISH", "count": 16, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_921f0cddfe457e342d48156d", "name": "SHUIBAI ZHANG", "count": 16, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1262", "count": 7, "sections": 1, "gpa": 3.7142857142857144 } ] }, { "uid": "instructor_c5a65d8939ac80ab63a1efca", "name": "YUNFU DENG", "count": 16, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1244", "count": 9, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_fa484dd2c8af21f48d087761", "name": "MO XU", "count": 16, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1262", "count": 7, "sections": 1, "gpa": 3.7142857142857144 } ] }, { "uid": "instructor_bb858b0df9213687ded6a1fc", "name": "NIDA TANVEER", "count": 15, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1262", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_6d94e970032c92a41ffed8e9", "name": "ANDREW KUEMMEL", "count": 14, "terms": [ { "term": "1222", "count": 8, "sections": 1, "gpa": 4 }, { "term": "1224", "count": 6, "sections": 1, "gpa": 3.9166666666666665 } ] }, { "uid": "instructor_9c17ea09eaa43d5549fd21b6", "name": "KATHRYN JENSEN", "count": 13, "terms": [ { "term": "1262", "count": 13, "sections": 4, "gpa": 3.769230769230769 } ] }, { "uid": "instructor_44efa0cf5bfc0c03666661d4", "name": "OWEN MCNAMARA", "count": 11, "terms": [ { "term": "1254", "count": 5, "sections": 1, "gpa": 3.6 }, { "term": "1262", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_3fb812b2984965a38cd01d34", "name": "JUSTIN KIEFEL", "count": 10, "terms": [ { "term": "1234", "count": 10, "sections": 1, "gpa": 3.7 } ] }, { "uid": "instructor_cc26b9a2fc0ed8266b1c8826", "name": "MUHAMMAD HARIS NOOR", "count": 10, "terms": [ { "term": "1234", "count": 10, "sections": 1, "gpa": 3.7 } ] }, { "uid": "instructor_cd9bad1e24f9cda104964d5a", "name": "IFFAT NAFISA", "count": 10, "terms": [ { "term": "1234", "count": 10, "sections": 1, "gpa": 3.7 } ] }, { "uid": "instructor_4f17f012f96c60a558cd6602", "name": "ZHENGHONG YU", "count": 9, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 } ] }, { "uid": "instructor_8bdbe4e01e210587db0c2995", "name": "SUNGJUN CHO", "count": 9, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 } ] }, { "uid": "instructor_bf52fdc6b3fb86521db659a4", "name": "GUYANG CAO", "count": 9, "terms": [ { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 } ] }, { "uid": "instructor_c5665cb4606e337a5da965c8", "name": "LUKE DOTSON", "count": 9, "terms": [ { "term": "1244", "count": 9, "sections": 1, "gpa": 3.6666666666666665 } ] }, { "uid": "instructor_229d413ed451e0556b97a4e2", "name": "SHUTONG WU", 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"terms": [ { "term": "1262", "count": 7, "sections": 1, "gpa": 3.7142857142857144 } ] }, { "uid": "instructor_c12a182662ec0ad0bcff8ddd", "name": "YU WANG", "count": 7, "terms": [ { "term": "1262", "count": 7, "sections": 1, "gpa": 3.7142857142857144 } ] }, { "uid": "instructor_d3f2bdb99f51fe8ad3c83258", "name": "DEEPTI RAJAGOPAL", "count": 7, "terms": [ { "term": "1234", "count": 7, "sections": 1, "gpa": 3.9285714285714284 } ] }, { "uid": "instructor_d8218404cd8850f7ca131d04", "name": "ISHAAN KOHLI", "count": 7, "terms": [ { "term": "1234", "count": 7, "sections": 1, "gpa": 3.9285714285714284 } ] }, { "uid": "instructor_07f50b0550c2a5e190b37539", "name": "SREYAS DHULIPALA", "count": 6, "terms": [ { "term": "1254", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_1f565de6fa3eb5c258791275", "name": "ANGELIKI GIANNOU", "count": 6, "terms": [ { "term": "1254", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_92ccdc354e086a49067e185e", "name": "YUNHAO LI", "count": 6, "terms": [ { "term": "1254", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_98309297de35125be3ba9b56", "name": "BRANDON TRAN", "count": 6, "terms": [ { "term": "1234", "count": 6, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_ba8cf0323718603b941399c5", "name": "ABINAYAA KANIMOZHI CHANDRASEKAR", "count": 6, "terms": [ { "term": "1234", "count": 6, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_c9355e989e5259cbadd39340", "name": "TIMOTHY OSSOWSKI", "count": 6, "terms": [ { "term": "1234", "count": 6, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_683fb5bd0c64cd5bac3170cc", "name": "DMITRY PINCHUK", "count": 5, "terms": [ { "term": "1254", "count": 5, "sections": 1, "gpa": 3.6 } ] } ] ``` ## following | code | title | | ----------- | --------------------------- | | COMPSCI 320 | DATA SCIENCE PROGRAMMING II |