# DS 699: Independent Study | UW–Madison [View on UW Courses](https://uwcourses.com/courses/DS_699) ## 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 e79794786cc1ce6041bd6ea29ef6266aef8f9292aac1d8ce0451d2cca08bc6d3 ### course id DS 699 ### course uid course\_92ef84955bbb51239c8e3222 ### catalog version id 9034d90082252fb8e09b267f92840475108d690c4470fa586db65c46174bdd1f ### course number 699 ### subjects * DS ### title INDEPENDENT STUDY ### description Directed study projects as arranged with a faculty member. ### requirements text Consent of instructor ### credits min 1 ### credits max 6 ### credit offering ids * 1272:359:007243 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 18a6e3466d94bdea7ea248333d004f835d207a5fd6dc55859307e785f5c0f790 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary DS 699 is an independent study course where students conduct directed projects arranged with a faculty member. ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * independent study DS * directed study data science * DS 699 faculty mentorship ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 9fc94fb0a8fb102d367ca8d2339b1a4773b8f6e2132c33baecebe2b324850614 #### course id DS 699 #### current instructors ```json [ { "instructor_uid": "instructor_a4600b33bb83ed8615df0c0b", "message": "No course-specific reviews available", "name": "Bowen Zhan", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_aaeec5fa0146d41f2aee6bb4", "message": "No course-specific reviews available", "name": "Brooke Godfrey", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1383442", "summary": [] }, { "instructor_uid": "instructor_7c2baf4cc210827e7109c5ad", "message": "No course-specific reviews available", "name": "Erin Hamilton", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_7f28a71393443c8029e18513", "message": "No course-specific reviews available", "name": "Holly Easland", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" } ], "text": "Recent recorded grades — Fall 2016: 3.79 GPA, 85.7% A/AB (n=7 letter grades)." } ] }, { "instructor_uid": "instructor_fc6aa49399503b361bd1ec45", "message": "No course-specific reviews available", "name": "Jennifer Angus", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" } ], "text": "Recent recorded grades — Fall 2013: 3.93 GPA, 100.0% A/AB (n=7 letter grades); Fall 2014: 3.92 GPA, 100.0% A/AB (n=6 letter grades); Fall 2015: 3.88 GPA, 100.0% A/AB (n=8 letter grades)." } ] }, { "instructor_uid": "instructor_2308a0f3735e180d09af9904", "message": "No course-specific reviews available", "name": "Kevin Ponto", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_00fcf0d1d4beb9ec4d691551", "message": "No course-specific reviews available", "name": "Marianne Fairbanks", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ], "text": "Recent recorded grades — Fall 2017: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=2 letter grades); Fall 2024: 3.94 GPA, 100.0% A/AB (n=8 letter grades)." } ] }, { "instructor_uid": "instructor_b914faeca9d783084346c596", "message": "No course-specific reviews available", "name": "Marina Moskowitz", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2488922", "summary": [] }, { "instructor_uid": "instructor_efec74978f8e86f356b9b72e", "message": "No course-specific reviews available", "name": "Mengni Zhang", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_8cf3bb565a858b9db232bc7f", "message": "No course-specific reviews available", "name": "Mitch Frank", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_36b81dc3b8fee86b7b482809", "message": "No course-specific reviews available", "name": "Sarah Carter", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_47613cf4a76e0e6114eb49b6", "message": "No course-specific reviews available", "name": "Uchita Vaid", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2738955", "summary": [ { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 52, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" } ], "text": "Recent recorded grades — Spring 2022: 4.00 GPA, 100.0% A/AB (n=1 letter grades)." } ] } ] ``` #### 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 2018: 3.92 GPA, 100.0% A/AB (n=6 letter grades); Spring 2022: 3.96 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.94 GPA, 100.0% A/AB (n=8 letter grades). ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BROOKE GODFREY is recorded teaching in Spring 2010, Spring 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 35, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1104", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" } ] } ``` HOLLY EASLAND is recorded teaching in Spring 2014, Fall 2014, Spring 2015, Fall 2015, Fall 2016, Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1154", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 45, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` JENNIFER ANGUS is recorded teaching in Fall 2006, Spring 2007, Fall 2007, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2017, Spring 2018, Fall 2019, Fall 2020, Fall 2021, Spring 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1072", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1082", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1124", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": 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"section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 8, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" } ] } ``` KEVIN PONTO is recorded teaching in Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2019, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1154", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 47, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` MARIANNE FAIRBANKS is recorded teaching in Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1152", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1154", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": 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"20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 143, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 143, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 229, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 143, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 43, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` MARINA MOSKOWITZ is recorded teaching in Fall 2018, Spring 2019, Fall 2019, Fall 2023, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 49, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 49, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 49, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 48, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 48, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` MENGNI ZHANG is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" } ] } ``` MITCH FRANK is recorded teaching in Fall 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 53, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 53, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 53, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 53, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` UCHITA VAID is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "DS 699", "run_id": "20260907T155543-ce3781c4", "section_number": 52, "source_course_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "source_record": { "entity_id": "5c1e6bf4-11ef-3e79-b92a-f995d86bc730", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Consent of instructor", "course": null, "evidence": "Consent of instructor", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_a4600b33bb83ed8615df0c0b", "source": "enrollment", "source_instructor_id": "bzhan8", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bowen Zhan", "email": "BZHAN8@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", "instructor_url": "/instructors/BOWEN_ZHAN" }, { "instructor_uid": "instructor_aaeec5fa0146d41f2aee6bb4", "source": "enrollment", "source_instructor_id": "bagodfrey", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brooke Godfrey", "email": "BAGODFREY@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": 8, "quality": 4.5, "difficulty": 3, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1383442", "source_url": "https://www.ratemyprofessors.com/professor/1383442", "match_basis": "exact_name", "observed_at": "2026-09-07 16:50:53.827183+00:00", "courses": { "course_e0920a2301353e76bd2cc15a": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_3e9352ebac5f44810b182d3c": { "review_count": 4, "quality": 4.25, "difficulty": 3.25, "quality_count": 4, "difficulty_count": 4 }, "course_7615a54b1c61bff70fa11aca": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.8997755596761396, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BROOKE_GODFREY" }, { "instructor_uid": "instructor_7c2baf4cc210827e7109c5ad", "source": "enrollment", "source_instructor_id": "ehamilton", "identity_basis": "netid", "identity_status": "source_identified", "name": "Erin Hamilton", "email": "EHAMILTON@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", "instructor_url": "/instructors/ERIN_HAMILTON" }, { "instructor_uid": "instructor_7f28a71393443c8029e18513", "source": "enrollment", "source_instructor_id": "heasland", "identity_basis": "netid", "identity_status": "source_identified", "name": "Holly Easland", "email": "HEASLAND@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", "instructor_url": "/instructors/HOLLY_EASLAND" }, { "instructor_uid": "instructor_fc6aa49399503b361bd1ec45", "source": "enrollment", "source_instructor_id": "jrangus", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jennifer Angus", "email": "JRANGUS@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", "instructor_url": "/instructors/JENNIFER_ANGUS" }, { "instructor_uid": "instructor_2308a0f3735e180d09af9904", "source": "enrollment", "source_instructor_id": "kbponto", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kevin Ponto", "email": "KBPONTO@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", "instructor_url": "/instructors/KEVIN_PONTO" }, { "instructor_uid": "instructor_00fcf0d1d4beb9ec4d691551", "source": "enrollment", "source_instructor_id": "mfairbanks", "identity_basis": "netid", "identity_status": "source_identified", "name": "Marianne Fairbanks", "email": "MFAIRBANKS@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", "instructor_url": "/instructors/MARIANNE_FAIRBANKS" }, { "instructor_uid": "instructor_b914faeca9d783084346c596", "source": "enrollment", "source_instructor_id": "mmoskowitz", "identity_basis": "netid", "identity_status": "source_identified", "name": "Marina Moskowitz", "email": "MMOSKOWITZ@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": 4, "quality": 4, "difficulty": 2.75, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2488922", "source_url": "https://www.ratemyprofessors.com/professor/2488922", "match_basis": "exact_name", "observed_at": "2026-09-07 16:20:50.488611+00:00", "courses": { "course_0e49df98173053caa890f050": { "review_count": 2, "quality": 3.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 }, "course_4925cb96bb7a8d9a437bc1c1": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.716404819622163, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/MARINA_MOSKOWITZ" }, { "instructor_uid": "instructor_efec74978f8e86f356b9b72e", "source": "enrollment", "source_instructor_id": "mzhang574", "identity_basis": "netid", "identity_status": "source_identified", "name": "Mengni Zhang", "email": "MZHANG574@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", "instructor_url": "/instructors/MENGNI_ZHANG" }, { "instructor_uid": "instructor_8cf3bb565a858b9db232bc7f", "source": "enrollment", "source_instructor_id": "msfrank2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Mitch Frank", "email": "MSFRANK2@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", "instructor_url": "/instructors/MITCH_FRANK" }, { "instructor_uid": "instructor_36b81dc3b8fee86b7b482809", "source": "enrollment", "source_instructor_id": "scarter5", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sarah Carter", "email": "SCARTER5@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", "instructor_url": "/instructors/SARAH_CARTER" }, { "instructor_uid": "instructor_47613cf4a76e0e6114eb49b6", "source": "enrollment", "source_instructor_id": "uvaid", "identity_basis": "netid", "identity_status": "source_identified", "name": "Uchita Vaid", "email": "UVAID@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": 16, "quality": 3.62, "difficulty": 3.31, "quality_count": 16, "difficulty_count": 16, "profile_id": "rmp:2738955", "source_url": "https://www.ratemyprofessors.com/professor/2738955", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:26.401961+00:00", "courses": { "course_a320994e11fabfd2e91776fc": { "review_count": 14, "quality": 3.5, "difficulty": 3.29, "quality_count": 14, "difficulty_count": 14 }, "course_4925cb96bb7a8d9a437bc1c1": { "review_count": 2, "quality": 4.5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.642047657525887, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/UCHITA_VAID" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:359:007243", "course_id": "DS 699", "course_uid": "course_92ef84955bbb51239c8e3222", "term_id": "1272", "source_course_id": "007243", "source_subject_id": "359", "title": "Independent Study", "credits_min": 1, "credits_max": 6, "typically_offered": "Fall, Spring, Summer" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:12435", "term_id": "1272", "source_section_id": "12435", "identity_basis": "class_number", "section_number": "008", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:12436", "term_id": "1272", "source_section_id": "12436", "identity_basis": "class_number", "section_number": "041", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:12440", "term_id": "1272", "source_section_id": "12440", "identity_basis": "class_number", "section_number": "043", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 8, "enrolled": 0, "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:1272:20046", "term_id": "1272", "source_section_id": "20046", "identity_basis": "class_number", "section_number": "049", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 1, "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:1272:23347", "term_id": "1272", "source_section_id": "23347", "identity_basis": "class_number", "section_number": "052", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:27431", "term_id": "1272", "source_section_id": "27431", "identity_basis": "class_number", "section_number": "034", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:27432", "term_id": "1272", "source_section_id": "27432", "identity_basis": "class_number", "section_number": "045", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:27433", "term_id": "1272", "source_section_id": "27433", "identity_basis": "class_number", "section_number": "047", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:27434", "term_id": "1272", "source_section_id": "27434", "identity_basis": "class_number", "section_number": "048", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:27435", "term_id": "1272", "source_section_id": "27435", "identity_basis": "class_number", "section_number": "050", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 5, "enrolled": 0, "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:1272:28656", "term_id": "1272", "source_section_id": "28656", "identity_basis": "class_number", "section_number": "053", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 0, "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:1272:30490", "term_id": "1272", "source_section_id": "30490", "identity_basis": "class_number", "section_number": "019", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 1, "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:1272:33007", "term_id": "1272", "source_section_id": "33007", "identity_basis": "class_number", "section_number": "229", "section_type": "IND", "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:1272:37614", "term_id": "1272", "source_section_id": "37614", "identity_basis": "class_number", "section_number": "072", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 2, "enrolled": 2, "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_37660eee95485906a2d66c2f", "source": "madgrades", "source_instructor_id": "2602176", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERTO RENGEL", "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": 709, "counts": [ 333, 291, 76, 3, 4, 0, 2 ], "sections": 73 }, "instructor_url": "/instructors/ROBERTO_RENGEL" }, { "instructor_uid": "instructor_4c3801b2c3bb3ba8dceaa96b", "source": "madgrades", "source_instructor_id": "590180", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUZANNE BENEDICT SCOTT", "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": 3.449, "graded": 323, "counts": [ 83, 140, 90, 8, 1, 0, 1 ], "sections": 16 }, "instructor_url": "/instructors/SUZANNE_BENEDICT_SCOTT--instructor_4c3801b2c3bb3ba8dceaa96b" }, { "instructor_uid": "instructor_51f633df5ab86977b1d4bcc7", "source": "madgrades", "source_instructor_id": "2600424", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DIANE SHEEHAN", "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": 3.709, "graded": 141, "counts": [ 96, 20, 17, 4, 4, 0, 0 ], "sections": 46 }, "instructor_url": "/instructors/DIANE_SHEEHAN--instructor_51f633df5ab86977b1d4bcc7" }, { "instructor_uid": "instructor_9d2cd067d0438caebe2337e5", "source": "madgrades", "source_instructor_id": "2601160", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VIRGINIA BOYD", "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": 3.187, "graded": 206, "counts": [ 66, 41, 58, 18, 12, 6, 5 ], "sections": 33 }, "instructor_url": "/instructors/VIRGINIA_BOYD" }, { "instructor_uid": "instructor_d7ac26aedaea641d67f52f25", "source": "madgrades", "source_instructor_id": "3398418", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JENNIFER ANGUS", "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": 3.705, "graded": 592, "counts": [ 358, 167, 48, 6, 8, 2, 3 ], "sections": 131 }, "instructor_url": "/instructors/JENNIFER_ANGUS--instructor_d7ac26aedaea641d67f52f25" }, { "instructor_uid": "instructor_ec1ec63639c07122783afdf1", "source": "madgrades", "source_instructor_id": "2601744", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MICHAEL E. HUNT", "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": 2.983, "graded": 783, "counts": [ 187, 136, 207, 124, 60, 61, 8 ], "sections": 35 }, "instructor_url": "/instructors/MICHAEL_E_HUNT--instructor_ec1ec63639c07122783afdf1" }, { "instructor_uid": "instructor_f0999979be76f62aebaa7e51", "source": "madgrades", "source_instructor_id": "4003842", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHRISTINA S RUHAAK", "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": 3.087, "graded": 23, "counts": [ 3, 7, 7, 3, 3, 0, 0 ], "sections": 5 }, "instructor_url": "/instructors/CHRISTINA_S_RUHAAK--instructor_f0999979be76f62aebaa7e51" }, { "instructor_uid": "instructor_fa12b0a6ad6d2f1576ef4043", "source": "madgrades", "source_instructor_id": "3573624", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARK NELSON", "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": 4, "quality": 2.5, "difficulty": 3.5, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:1714603", "source_url": "https://www.ratemyprofessors.com/professor/1714603", "match_basis": "exact_name", "observed_at": "2026-09-07 16:20:37.193778+00:00", "courses": { "course_4925cb96bb7a8d9a437bc1c1": { "review_count": 2, "quality": 2.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.466404819622163, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.567, "graded": 506, "counts": [ 231, 184, 54, 16, 16, 3, 2 ], "sections": 56 }, "instructor_url": "/instructors/MARK_NELSON--instructor_fa12b0a6ad6d2f1576ef4043" }, { "instructor_uid": "instructor_6901f46a50d2e944eca2d7ad", "source": "madgrades", "source_instructor_id": "3922123", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARIA KURUTZ", "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": 3.578, "graded": 1481, "counts": [ 746, 372, 279, 45, 27, 9, 3 ], "sections": 80 }, "instructor_url": "/instructors/MARIA_KURUTZ--instructor_6901f46a50d2e944eca2d7ad" }, { "instructor_uid": "instructor_1d5b8b70a70069ac0085e0c8", "source": "madgrades", "source_instructor_id": "2600672", "identity_basis": "source_id", "identity_status": "source_identified", "name": "WEI DONG", "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": 3.707, "graded": 362, "counts": [ 240, 76, 27, 12, 2, 1, 4 ], "sections": 65 }, "instructor_url": "/instructors/WEI_DONG" }, { "instructor_uid": "instructor_906054fb6acde394c271dd2d", "source": "madgrades", "source_instructor_id": "4391727", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARY HARK", "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": 3.874, "graded": 740, "counts": [ 649, 45, 25, 7, 8, 5, 1 ], "sections": 185 }, "instructor_url": "/instructors/MARY_HARK--instructor_906054fb6acde394c271dd2d" }, { "instructor_uid": "instructor_caa5f36a1e261f351af0220e", "source": "madgrades", "source_instructor_id": "2600644", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MAJID SARMADI", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 12, "quality": 3, "difficulty": 3.83, "quality_count": 12, "difficulty_count": 12, "profile_id": "rmp:848131", "source_url": "https://www.ratemyprofessors.com/professor/848131", "match_basis": "exact_name", "observed_at": "2026-09-07 16:21:29.884840+00:00", "courses": { "course_a09b31c889ce43c8af317dae": { "review_count": 3, "quality": 3.67, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3 }, "course_6de0da8ba5cfb7878377f33a": { "review_count": 5, "quality": 2.4, "difficulty": 3.8, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.412303614716622, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.267, "graded": 1836, "counts": [ 522, 530, 398, 254, 104, 19, 9 ], "sections": 82 }, "instructor_url": "/instructors/MAJID_SARMADI--instructor_caa5f36a1e261f351af0220e" }, { "instructor_uid": "instructor_d09120104252274108ce0f93", "source": "madgrades", "source_instructor_id": "280431", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LISA FRANK", 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"source_identified", "name": "CAROLYN KALLENBORN", "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": 3.747, "graded": 384, "counts": [ 264, 74, 34, 4, 6, 0, 2 ], "sections": 84 }, "instructor_url": "/instructors/CAROLYN_KALLENBORN--instructor_b4b8a7028a42c5b60dba180b" }, { "instructor_uid": "instructor_d2350730130ae8c214c4de00", "source": "madgrades", "source_instructor_id": "1556005", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BROOKE GODFREY", "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": 4.5, "difficulty": 3, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1383442", "source_url": "https://www.ratemyprofessors.com/professor/1383442", "match_basis": "exact_name", "observed_at": "2026-09-07 16:50:53.827183+00:00", "courses": { "course_e0920a2301353e76bd2cc15a": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_3e9352ebac5f44810b182d3c": { "review_count": 4, "quality": 4.25, "difficulty": 3.25, "quality_count": 4, "difficulty_count": 4 }, "course_7615a54b1c61bff70fa11aca": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.8997755596761396, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.706, "graded": 1326, "counts": [ 951, 173, 109, 42, 34, 4, 13 ], "sections": 54 }, "instructor_url": "/instructors/BROOKE_GODFREY--instructor_d2350730130ae8c214c4de00" }, { "instructor_uid": "instructor_0f5cb798468ea54fae3e4351", "source": "madgrades", "source_instructor_id": "172570", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LESLEY SAGER", "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": 4, "quality": 3.75, "difficulty": 2.25, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2475288", "source_url": "https://www.ratemyprofessors.com/professor/2475288", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:35.927652+00:00", "courses": { "course_1f446eea828b11e33923146d": { "review_count": 2, "quality": 5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 }, "course_bc15af5ed86c36d93f9f6c04": { "review_count": 1, "quality": 1, "difficulty": 1, "quality_count": 1, "difficulty_count": 1 }, "course_d1abd5096e340439d04df22e": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6747381529554963, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.756, "graded": 1967, "counts": [ 1391, 363, 126, 44, 28, 9, 6 ], "sections": 75 }, 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3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/MARINA_MOSKOWITZ" }, { "instructor_uid": "instructor_efec74978f8e86f356b9b72e", "source": "enrollment", "source_instructor_id": "mzhang574", "identity_basis": "netid", "identity_status": "source_identified", "name": "Mengni Zhang", "email": "MZHANG574@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", "instructor_url": "/instructors/MENGNI_ZHANG" }, { "instructor_uid": "instructor_fc6aa49399503b361bd1ec45", "source": "enrollment", "source_instructor_id": "jrangus", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jennifer Angus", "email": "JRANGUS@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", "instructor_url": "/instructors/JENNIFER_ANGUS" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", 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Dennis" ], "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": [ "DS 699" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 699", "course_uid": "course_92ef84955bbb51239c8e3222", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Marianne Fairbanks" ], "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": [ "DS 699" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "DS 699", "course_uid": "course_92ef84955bbb51239c8e3222", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Anika Kozlowski", "Kevin Ponto", "Marianne Fairbanks", "Marina Moskowitz", "Mitch Frank" ], "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": [ "DS 699" ] } ] ``` ### statistics #### gpa 3.938 #### graded 177 #### counts * 157 * 18 * 2 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_92ef84955bbb51239c8e3222-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_92ef84955bbb51239c8e3222-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_92ef84955bbb51239c8e3222-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_92ef84955bbb51239c8e3222-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_92ef84955bbb51239c8e3222-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_92ef84955bbb51239c8e3222-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## instructor Trends ```json [ { "uid": "instructor_d7ac26aedaea641d67f52f25", "name": "JENNIFER ANGUS", "count": 33, "terms": [ { "term": "1072", "count": 6, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1132", "count": 6, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1142", "count": 7, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1152", "count": 6, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1162", "count": 8, "sections": 1, "gpa": 3.875 } ] }, { "uid": "instructor_b453f7d48ac75f453c8b6d1d", "name": "MARIANNE FAIRBANKS", "count": 29, "terms": [ { "term": "1162", "count": 9, "sections": 1, "gpa": 4 }, { "term": "1172", "count": 4, "sections": 1, "gpa": 4 }, { "term": "1182", "count": 6, "sections": 1, "gpa": 4 }, { "term": "1224", "count": 2, "sections": 1, "gpa": 4 }, { "term": "1252", "count": 8, "sections": 2, "gpa": 3.9375 } ] }, { "uid": "instructor_b4b8a7028a42c5b60dba180b", "name": "CAROLYN KALLENBORN", "count": 22, "terms": [ { "term": "1142", "count": 11, "sections": 1, "gpa": 4 }, { "term": "1152", "count": 9, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1224", "count": 2, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_0f5cb798468ea54fae3e4351", "name": "LESLEY SAGER", "count": 18, "terms": [ { "term": "1174", "count": 8, "sections": 1, "gpa": 3.9375 }, { "term": "1184", "count": 6, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1224", "count": 4, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_3c63d614352ef8b7901414b4", "name": "JODY ANN ZARNOTT FOSSUM", "count": 18, "terms": [ { "term": "1124", "count": 6, "sections": 1, "gpa": 4 }, { "term": "1134", "count": 12, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_1d5b8b70a70069ac0085e0c8", "name": "WEI DONG", "count": 14, "terms": [ { "term": "1172", "count": 6, "sections": 1, "gpa": 4 }, { "term": "1174", "count": 7, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1224", "count": 1, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_9d2cd067d0438caebe2337e5", "name": "VIRGINIA BOYD", "count": 13, "terms": [ { "term": "1074", "count": 6, "sections": 1, "gpa": 4 }, { "term": "1082", "count": 7, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_37660eee95485906a2d66c2f", "name": "ROBERTO RENGEL", "count": 7, "terms": [ { "term": "1162", "count": 7, "sections": 1, "gpa": 3.9285714285714284 } ] }, { "uid": "instructor_906054fb6acde394c271dd2d", "name": "MARY HARK", "count": 7, "terms": [ { "term": "1162", "count": 6, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1224", "count": 1, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_a96214833169e6ef3a77015b", "name": "HOLLY EASLAND", "count": 7, "terms": [ { "term": "1172", "count": 7, "sections": 1, "gpa": 3.7857142857142856 } ] }, { "uid": "instructor_51f633df5ab86977b1d4bcc7", "name": "DIANE SHEEHAN", "count": 6, "terms": [ { "term": "1074", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_2a7b3e39a0c7e86dc8e101c0", "name": "JUNG-HYE SHIN", "count": 1, "terms": [ { "term": "1224", "count": 1, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_6901f46a50d2e944eca2d7ad", "name": "MARIA KURUTZ", "count": 1, "terms": [ { "term": "1224", "count": 1, "sections": 1, "gpa": 3.5 } ] }, { "uid": "instructor_a1a7f5c29f1d2d6b1061f72c", "name": "UCHITA VAID", "count": 1, "terms": [ { "term": "1224", "count": 1, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.