# DS 990: Research and Thesis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/DS_990)

## 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

6799d4f2c633ae1aa8aed5eaf02aff3f75c91df64ae6141969478f0c92333549

### course id

DS 990

### course uid

course\_6a85add8652f3287121cb421

### catalog version id

9f0e824ad3cf9da5612ff1012b3013bfcb532420e8e1c2bb977c34a8c352d876

### course number

990

### subjects

* DS

### title

RESEARCH AND THESIS

### description

Independent research and writing under the supervision of a faculty member.

### requirements text

Consent of instructor

### credits min

1

### credits max

12

### credit offering ids

* 1272:359:007249

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

97aaca7df859e46ec475acef1830963e0300a89430cb6b32760243aa1504eb43

### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

DS 990 is a research and thesis course involving independent research and writing under faculty supervision.

### llm topics

* Research and thesis

### llm skills

* Independent research and writing

### llm assumed background

None recorded.

### llm search phrases

* independent research DS
* thesis writing DS 990
* faculty supervision research

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

9f53f5f6479a349abe4c7a61ac832f4a93a18a8a69f15c3ba746986bacdadfd8

#### course id

DS 990

#### current instructors

```json
[
  {
    "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": []
  },
  {
    "instructor_uid": "instructor_fc6aa49399503b361bd1ec45",
    "message": "No course-specific reviews available",
    "name": "Jennifer Angus",
    "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": []
  },
  {
    "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_3aae3f28a7b075b60de98b58",
    "message": "No course-specific reviews available",
    "name": "Mary Hark",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "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_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": []
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

None recorded.

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ERIN HAMILTON is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
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    {
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      "section_number": 34,
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      "table": "section_grades_latest",
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      "table": "section_grades_latest",
      "term_id": "1252",
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        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 34,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
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      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
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      "course_id": "DS 990",
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      "section_number": 34,
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      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JENNIFER ANGUS is recorded teaching in Spring 2008, Spring 2014, Fall 2014, Spring 2016, Fall 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
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      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1084",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    }
  ]
}
```

MARIANNE FAIRBANKS is recorded teaching in Spring 2015, Fall 2015, Spring 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2019, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
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      "section_number": 13,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
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        "kind": "grades",
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      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
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        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1174",
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    {
      "course_id": "DS 990",
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      "source_record": {
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        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
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    {
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        "file": "tables/observations.parquet",
        "kind": "grades",
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      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 43,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

MARINA MOSKOWITZ is recorded teaching in Spring 2022, 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": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 48,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

MARY HARK is recorded teaching in Fall 2012, Spring 2013, Spring 2015, Spring 2017, Spring 2019, Fall 2020, Fall 2021, Fall 2022, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 41,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

MENGNI ZHANG is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

SARAH CARTER is recorded teaching in 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 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "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, 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": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "DS 990",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 52,
      "source_course_id": "069a01ed-723d-377f-8d86-953d2922fa62",
      "source_record": {
        "entity_id": "069a01ed-723d-377f-8d86-953d2922fa62",
        "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": "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_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_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": {
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      "quality": 4,
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      "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": {
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        },
        "course_4925cb96bb7a8d9a437bc1c1": {
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      },
      "bayesian_quality": 3.716404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARINA_MOSKOWITZ"
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  {
    "instructor_uid": "instructor_3aae3f28a7b075b60de98b58",
    "source": "enrollment",
    "source_instructor_id": "hark",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mary Hark",
    "email": "HARK@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/MARY_HARK"
  },
  {
    "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_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": {
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      "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": {
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        "course_4925cb96bb7a8d9a437bc1c1": {
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      "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": "1272:359:007249",
    "course_id": "DS 990",
    "course_uid": "course_6a85add8652f3287121cb421",
    "term_id": "1272",
    "source_course_id": "007249",
    "source_subject_id": "359",
    "title": "Research and Thesis",
    "credits_min": 1,
    "credits_max": 12,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12411",
    "term_id": "1272",
    "source_section_id": "12411",
    "identity_basis": "class_number",
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    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
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    "section_uid": "uw-section:1272:18280",
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    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
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    "section_uid": "uw-section:1272:20335",
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    "identity_basis": "class_number",
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    "end_date": "2026-12-09 06:00:00+00:00"
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    "section_uid": "uw-section:1272:23437",
    "term_id": "1272",
    "source_section_id": "23437",
    "identity_basis": "class_number",
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    "section_uid": "uw-section:1272:27436",
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
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    "section_uid": "uw-section:1272:27437",
    "term_id": "1272",
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    "end_date": "2026-12-09 06:00:00+00:00"
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    "section_uid": "uw-section:1272:27438",
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
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    "section_uid": "uw-section:1272:27439",
    "term_id": "1272",
    "source_section_id": "27439",
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    "section_number": "050",
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    "end_date": "2026-12-09 06:00:00+00:00"
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    "section_uid": "uw-section:1272:30191",
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    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
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  {
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    "identity_status": "source_identified",
    "name": "BEVERLY GORDON",
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    "identity_status": "source_identified",
    "name": "JOY HOOK DOHR",
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  },
  {
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### grades

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```

### statistics

#### graded

0

#### counts

* 0
* 0
* 0
* 0
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### grade conflicts

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### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6a85add8652f3287121cb421-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6a85add8652f3287121cb421-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6a85add8652f3287121cb421-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6a85add8652f3287121cb421-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6a85add8652f3287121cb421-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6a85add8652f3287121cb421-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

None recorded.

## following

None recorded.