# DS 321: Problem-definition: Design Programming | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/DS_321)

## 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

1c74fb7f083fe3f7674582518831041d55274f80afd6ad9bdd381a1c2c119ee6

### course id

DS 321

### course uid

course\_fae36e9e9e075ca0c7e874fc

### catalog version id

938d9bf4538d739f38e6306f5b61c71773947d1ec9b78d8286c4a9fc7467b63f

### course number

321

### subjects

* DS

### title

PROBLEM-DEFINITION: DESIGN PROGRAMMING

### description

Programming is the problem definition phase of design process. An architectural or design program is used to guide the design process and to evaluate design solutions. A variety of design programming approaches, tools, and techniques are presented. Opportunity to develop skills in preparing a design program document that includes multiple user-needs and principles of environment-behavior interaction.

### requirements text

DS 221and sophomore standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:359:026114

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

1daeb5097b6ff575a463571ac131e3bc5bed6ff52e6db056724c333d3d14bbea

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

DS 321 teaches problem definition through design programming, covering approaches, tools, and techniques for creating design program documents.

### llm topics

* Design programming approaches, tools, and techniques
* Environment-behavior interaction principles

### llm skills

* Preparing design program documents
* Guiding design process and evaluating solutions

### llm assumed background

* Completion of DS 221
* Sophomore standing

### llm search phrases

* design programming
* problem definition
* design process
* environment-behavior interaction
* user-needs

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

e0af0a888e2f598e07fbb4cfd3d7900f212918f1349092d5afed5212ecc1079b

#### course id

DS 321

#### current instructors

None recorded.

#### 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 2023: 3.95 GPA, 96.9% A/AB (n=32 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=35 letter grades); Fall 2025: 3.97 GPA, 100.0% A/AB (n=35 letter grades).

```json
{
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}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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]
```

#### notes

* The text 'DS 221and' contains a missing space but clearly refers to DS 221 and sophomore standing as requirements.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

```json
[
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    "title": "Problem-definition: Design Programming",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
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    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 34,
    "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
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    "source_instructor_id": "6318211",
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    "name": "UCHITA VAID",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
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    "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",
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      "bayesian_quality": 3.642047657525887,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
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    "grade_statistics": {
      "gpa": 3.589,
      "graded": 935,
      "counts": [
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        127,
        148,
        22,
        37,
        10,
        9
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      "sections": 32
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    "instructor_url": "/instructors/UCHITA_VAID--instructor_a1a7f5c29f1d2d6b1061f72c"
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```

### grades

```json
[
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    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Uchita Vaid"
    ],
    "a": 27,
    "ab": 2,
    "b": 0,
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    "c": 0,
    "d": 0,
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    "term_id": "1242",
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    "ab": 1,
    "b": 1,
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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 321",
    "course_uid": "course_fae36e9e9e075ca0c7e874fc",
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    "term_name": "Fall 2024",
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    "semester": "1272",
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    "course_id": "DS 321",
    "course_uid": "course_fae36e9e9e075ca0c7e874fc",
    "term_id": "1262",
    "term_name": "Fall 2025",
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    "ab": 2,
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    "total": 35,
    "source_aliases": [
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]
```

### statistics

#### gpa

3.973

#### graded

131

#### counts

* 125
* 5
* 1
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_fae36e9e9e075ca0c7e874fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_fae36e9e9e075ca0c7e874fc-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_fae36e9e9e075ca0c7e874fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_fae36e9e9e075ca0c7e874fc-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_fae36e9e9e075ca0c7e874fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_fae36e9e9e075ca0c7e874fc-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_fae36e9e9e075ca0c7e874fc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_fae36e9e9e075ca0c7e874fc-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9732824427480917

#### count

131

#### university

##### size

3000

##### gpa Percentile

88

##### count Percentile

63

##### median Count

92

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 13    | false   |
| 2.8–3.2 | 201   | false   |
| 3.2–3.6 | 773   | false   |
| 3.6–4.0 | 2012  | true    |

#### departments

```json
[
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    "comparison": {
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      "gpaPercentile": 94,
      "countPercentile": 86,
      "medianCount": 76,
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        }
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  }
]
```

### terms

#### 1234

##### term

1234

##### gpa

3.9655172413793105

##### count

29

##### departments

| subject | comparison |
| ------- | ---------- |
| DS      |            |

#### 1242

##### term

1242

##### gpa

3.953125

##### count

32

##### university

###### size

1295

###### gpa Percentile

89

###### count Percentile

7

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 11    | false   |
| 2.8–3.2 | 162   | false   |
| 3.2–3.6 | 394   | false   |
| 3.6–4.0 | 726   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 14,
      "gpaPercentile": 69,
      "countPercentile": 8,
      "medianCount": 34,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 0,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

4

##### count

35

##### university

###### size

1333

###### gpa Percentile

96

###### count Percentile

11

###### median Count

69

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 115   | false   |
| 3.2–3.6 | 431   | false   |
| 3.6–4.0 | 773   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 15,
      "gpaPercentile": 86,
      "countPercentile": 57,
      "medianCount": 34,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.9714285714285715

##### count

35

##### university

###### size

1320

###### gpa Percentile

92

###### count Percentile

11

###### median Count

70

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 8     | false   |
| 2.8–3.2 | 133   | false   |
| 3.2–3.6 | 381   | false   |
| 3.6–4.0 | 797   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 16,
      "gpaPercentile": 93,
      "countPercentile": 47,
      "medianCount": 35,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 15,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

3000

###### gpa

3.6778224895135305

###### top Share

83.02376139575658

###### count

92

##### DS

###### size

36

###### gpa

3.757695565976169

###### top Share

87.4856470853777

###### count

76

#### terms

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### DS

###### size

11

###### gpa

3.636396435482837

###### top Share

80.89050297516486

###### count

31

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### DS

###### size

14

###### gpa

3.867870759457944

###### top Share

95.13807967559639

###### count

34

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### DS

###### size

15

###### gpa

3.8294156923925837

###### top Share

91.72424128616156

###### count

34

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### DS

###### size

16

###### gpa

3.8204789402191395

###### top Share

90.8177094763585

###### count

35

## instructor Trends

```json
[
  {
    "uid": "instructor_a1a7f5c29f1d2d6b1061f72c",
    "name": "UCHITA VAID",
    "count": 131,
    "terms": [
      {
        "term": "1234",
        "count": 29,
        "sections": 1,
        "gpa": 3.9655172413793105
      },
      {
        "term": "1242",
        "count": 32,
        "sections": 1,
        "gpa": 3.953125
      },
      {
        "term": "1252",
        "count": 35,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 35,
        "sections": 1,
        "gpa": 3.9714285714285715
      }
    ]
  }
]
```

## following

None recorded.
