# S\&APHM 999: Advanced Independent Study | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/S%26APHM_999)

## 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

1dbad1d8964ac1afbc0862633be7abf08d6f28bf1e41a6b9adeaa453ba4ea0a7

### course id

S\&APHM 999

### course uid

course\_5c11e7bb01ac0a8ed8183c72

### catalog version id

1b69c999bb7e93cd2de68944186d2bd2a049bf133e57b214bb70169643877ddd

### course number

999

### subjects

* S\&APHM

### title

ADVANCED INDEPENDENT STUDY

### description

Directed study projects for graduate students as arranged with a faculty member.

### requirements text

Consent of instructor

### credits min

1

### credits max

12

### credit offering ids

* 1272:732:014673

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

4a18951c4355d5a01e1d21a430f3802b9954d7e145e5fe38a7a45e77fcfffadd

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

S\&APHM 999 is an advanced independent study course for graduate students involving directed projects arranged with a faculty member.

### llm topics

None recorded.

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* S\&APHM 999 independent study
* graduate directed study S\&APHM
* advanced independent study consent

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

80c7c02fc7d23f166af96f4abee6baa14469627abb91de74a037204c3247e70a

#### course id

S\&APHM 999

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_8cf5ba6b562ee06739cc2140",
    "message": "No course-specific reviews available",
    "name": "Amanda Margolis",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_38a317ed2b964ab026cd77fe",
    "message": "No course-specific reviews available",
    "name": "Betty Chewning",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "S&APHM 999",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 65,
            "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
            "source_record": {
              "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
              "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)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_9cd33b89777f5beb425dc013",
    "message": "No course-specific reviews available",
    "name": "David Mott",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_6ef5ee4cdc15b7ccf4b64901",
    "message": "No course-specific reviews available",
    "name": "Jay Ford",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_3a245ce2aff7d9356e65be1a",
    "message": "No course-specific reviews available",
    "name": "Lucas Richert",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_63b0c2e134ba27ab21697ea6",
    "message": "No course-specific reviews available",
    "name": "Michelle Chui",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "S&APHM 999",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 81,
            "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
            "source_record": {
              "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1194",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2019: 4.00 GPA, 100.0% A/AB (n=11 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_037775ca848c1506d300a504",
    "message": "No course-specific reviews available",
    "name": "Paula Voorheis",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "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

Recent recorded grades — Fall 2019: 4.00 GPA, 100.0% A/AB (n=11 letter grades); Spring 2020: 4.00 GPA, 100.0% A/AB (n=5 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=6 letter grades).

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

AMANDA MARGOLIS is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 93,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

BETTY CHEWNING is recorded teaching in Fall 2008, Fall 2010, Fall 2012, Fall 2013, Spring 2014, Spring 2016, Fall 2017, Spring 2018, Fall 2018, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

DAVID MOTT is recorded teaching in Fall 2008, Fall 2017, Spring 2020, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

LUCAS RICHERT is recorded teaching in Spring 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 95,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    }
  ]
}
```

MICHELLE CHUI is recorded teaching in Fall 2017, Spring 2019, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 81,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 81,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 81,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "S&APHM 999",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 81,
      "source_course_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
      "source_record": {
        "entity_id": "c7e737d4-3464-3419-9e2c-50b64576295e",
        "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

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name            | email                     | first\_observed\_at              | last\_observed\_at               | instructor\_url               |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------------- | ------------------------- | -------------------------------- | -------------------------------- | ----------------------------- |
| instructor\_8cf5ba6b562ee06739cc2140 | enrollment | arpitterle             | netid           | source\_identified | Amanda Margolis | AMANDA.MARGOLIS\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/AMANDA\_MARGOLIS |
| instructor\_38a317ed2b964ab026cd77fe | enrollment | chewning               | netid           | source\_identified | Betty Chewning  | BETTY.CHEWNING\@WISC.EDU  | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/BETTY\_CHEWNING  |
| instructor\_9cd33b89777f5beb425dc013 | enrollment | damott                 | netid           | source\_identified | David Mott      | DAVID.MOTT\@WISC.EDU      | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/DAVID\_MOTT      |
| instructor\_6ef5ee4cdc15b7ccf4b64901 | enrollment | jhfordii               | netid           | source\_identified | Jay Ford        | JHFORDII\@WISC.EDU        | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/JAY\_FORD        |
| instructor\_3a245ce2aff7d9356e65be1a | enrollment | lrichert               | netid           | source\_identified | Lucas Richert   | LUCAS.RICHERT\@WISC.EDU   | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/LUCAS\_RICHERT   |
| instructor\_63b0c2e134ba27ab21697ea6 | enrollment | machui                 | netid           | source\_identified | Michelle Chui   | MICHELLE.CHUI\@WISC.EDU   | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/MICHELLE\_CHUI   |
| instructor\_037775ca848c1506d300a504 | enrollment | voorheis               | netid           | source\_identified | Paula Voorheis  | PAULA.VOORHEIS\@WISC.EDU  | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/PAULA\_VOORHEIS  |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:732:014673",
    "course_id": "S&APHM 999",
    "course_uid": "course_5c11e7bb01ac0a8ed8183c72",
    "term_id": "1272",
    "source_course_id": "014673",
    "source_subject_id": "732",
    "title": "Advanced Independent Study",
    "credits_min": 1,
    "credits_max": 12,
    "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:1272:17191",
    "term_id": "1272",
    "source_section_id": "17191",
    "identity_basis": "class_number",
    "section_number": "079",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 3,
    "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:1272:17207",
    "term_id": "1272",
    "source_section_id": "17207",
    "identity_basis": "class_number",
    "section_number": "065",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 3,
    "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:1272:17626",
    "term_id": "1272",
    "source_section_id": "17626",
    "identity_basis": "class_number",
    "section_number": "093",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 3,
    "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:1272:36608",
    "term_id": "1272",
    "source_section_id": "36608",
    "identity_basis": "class_number",
    "section_number": "058",
    "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:1272:37521",
    "term_id": "1272",
    "source_section_id": "37521",
    "identity_basis": "class_number",
    "section_number": "023",
    "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:1272:37522",
    "term_id": "1272",
    "source_section_id": "37522",
    "identity_basis": "class_number",
    "section_number": "080",
    "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:1272:37523",
    "term_id": "1272",
    "source_section_id": "37523",
    "identity_basis": "class_number",
    "section_number": "092",
    "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"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_fbebb0ce95de120dab0533e4",
    "source": "madgrades",
    "source_instructor_id": "2601473",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JEANINE K. MOUNT",
    "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": 3.956,
      "graded": 124,
      "counts": [
        115,
        7,
        2,
        0,
        0,
        0,
        0
      ],
      "sections": 40
    },
    "instructor_url": "/instructors/JEANINE_K_MOUNT--instructor_fbebb0ce95de120dab0533e4"
  },
  {
    "instructor_uid": "instructor_6a520addd25b80d01ef8d1fa",
    "source": "madgrades",
    "source_instructor_id": "538055",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DAVID MOTT",
    "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": 3.636,
      "graded": 2634,
      "counts": [
        1569,
        539,
        313,
        152,
        42,
        12,
        7
      ],
      "sections": 120
    },
    "instructor_url": "/instructors/DAVID_MOTT--instructor_6a520addd25b80d01ef8d1fa"
  },
  {
    "instructor_uid": "instructor_defd0b3b0b009d128bf87e35",
    "source": "madgrades",
    "source_instructor_id": "994805",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BETTY CHEWNING",
    "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": 3.83,
      "graded": 2478,
      "counts": [
        1740,
        635,
        101,
        2,
        0,
        0,
        0
      ],
      "sections": 105
    },
    "instructor_url": "/instructors/BETTY_CHEWNING--instructor_defd0b3b0b009d128bf87e35"
  },
  {
    "instructor_uid": "instructor_8f9d8340de75f3a3be8765a6",
    "source": "madgrades",
    "source_instructor_id": "3999597",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HENRY YOUNG",
    "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": 3.792,
      "graded": 904,
      "counts": [
        575,
        282,
        47,
        0,
        0,
        0,
        0
      ],
      "sections": 32
    },
    "instructor_url": "/instructors/HENRY_YOUNG--instructor_8f9d8340de75f3a3be8765a6"
  },
  {
    "instructor_uid": "instructor_c9486d7fc851ac35219111e8",
    "source": "madgrades",
    "source_instructor_id": "2601192",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DAVID KRELING",
    "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": 2,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:1546825",
      "source_url": "https://www.ratemyprofessors.com/professor/1546825",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:44:51.727819+00:00",
      "courses": {},
      "bayesian_quality": 3.417896166860541,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.062,
      "graded": 1412,
      "counts": [
        229,
        242,
        595,
        196,
        139,
        8,
        3
      ],
      "sections": 45
    },
    "instructor_url": "/instructors/DAVID_KRELING--instructor_c9486d7fc851ac35219111e8"
  },
  {
    "instructor_uid": "instructor_f2a17ee36e48ac37617ee705",
    "source": "madgrades",
    "source_instructor_id": "4453121",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOSHUA THORPE",
    "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": null,
      "graded": 0,
      "counts": [
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/JOSHUA_THORPE--instructor_f2a17ee36e48ac37617ee705"
  },
  {
    "instructor_uid": "instructor_2836e52cedeee6c98c6281cd",
    "source": "madgrades",
    "source_instructor_id": "4432337",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHELLE CHUI",
    "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": 3.604,
      "graded": 1468,
      "counts": [
        824,
        287,
        262,
        33,
        60,
        1,
        1
      ],
      "sections": 68
    },
    "instructor_url": "/instructors/MICHELLE_CHUI--instructor_2836e52cedeee6c98c6281cd"
  },
  {
    "instructor_uid": "instructor_318c7e0981b74038719db40a",
    "source": "madgrades",
    "source_instructor_id": "5279925",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "OLAYINKA SHIYANBOLA",
    "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": 3.71,
      "graded": 816,
      "counts": [
        480,
        226,
        84,
        25,
        1,
        0,
        0
      ],
      "sections": 47
    },
    "instructor_url": "/instructors/OLAYINKA_SHIYANBOLA--instructor_318c7e0981b74038719db40a"
  },
  {
    "instructor_uid": "instructor_6195eb94a2340d74ce57ff55",
    "source": "madgrades",
    "source_instructor_id": "3351341",
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    "name": "KEVIN LOOK",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
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    },
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    "instructor_url": "/instructors/JAY_FORD"
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    "name": "Amanda Margolis",
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    "instructor_url": "/instructors/DAVID_MOTT"
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]
```

### grades

```json
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    "source_aliases": [
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  },
  {
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    "semester": "1272",
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  {
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    "term_name": "Fall 2019",
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      "Lucas Richert"
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    "source_aliases": [
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  {
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    "term_name": "Fall 2021",
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    "source_aliases": [
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  {
    "run_id": "20260907T155543-ce3781c4",
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    "source_aliases": [
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "term_id": "1234",
    "term_name": "Spring 2023",
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      "JAMES FORD",
      "OLAYINKA SHIYANBOLA"
    ],
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "term_name": "Fall 2023",
    "instructors": [
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    ],
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "S&APHM 999",
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    "term_name": "Spring 2024",
    "instructors": [
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      "OLAYINKA SHIYANBOLA"
    ],
    "a": 0,
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  },
  {
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    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
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      "David Mott",
      "JAMES FORD",
      "Michelle Chui",
      "OLAYINKA SHIYANBOLA"
    ],
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "term_name": "Fall 2025",
    "instructors": [
      "Betty Chewning",
      "JAMES FORD"
    ],
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    "source_aliases": [
      "S&APHM 999"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "S&APHM 999",
    "course_uid": "course_5c11e7bb01ac0a8ed8183c72",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Amanda Margolis",
      "JAMES FORD",
      "Michelle Chui"
    ],
    "a": 0,
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    "source_aliases": [
      "S&APHM 999"
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  }
]
```

### statistics

#### gpa

4

#### graded

53

#### counts

* 53
* 0
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_5c11e7bb01ac0a8ed8183c72-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_5c11e7bb01ac0a8ed8183c72-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_5c11e7bb01ac0a8ed8183c72-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_5c11e7bb01ac0a8ed8183c72-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_5c11e7bb01ac0a8ed8183c72-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_5c11e7bb01ac0a8ed8183c72-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

```json
[
  {
    "uid": "instructor_318c7e0981b74038719db40a",
    "name": "OLAYINKA SHIYANBOLA",
    "count": 13,
    "terms": [
      {
        "term": "1192",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_2836e52cedeee6c98c6281cd",
    "name": "MICHELLE CHUI",
    "count": 11,
    "terms": [
      {
        "term": "1194",
        "count": 11,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_b50a860511893a5a6246c7c9",
    "name": "OLUFUNMILOLA ABRAHAM",
    "count": 11,
    "terms": [
      {
        "term": "1202",
        "count": 11,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_eb3f63e67c77748bb1708f2e",
    "name": "JAMES FORD",
    "count": 9,
    "terms": [
      {
        "term": "1204",
        "count": 5,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 4,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_6195eb94a2340d74ce57ff55",
    "name": "KEVIN LOOK",
    "count": 8,
    "terms": [
      {
        "term": "1184",
        "count": 8,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_defd0b3b0b009d128bf87e35",
    "name": "BETTY CHEWNING",
    "count": 1,
    "terms": [
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
