# LSC 560: Scientific Writing | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/LSC_560)

## 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
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* 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

968a1bc5a1c604a2b6d75c595dc571766b27e81536c5d1eb62984e26b37e18a9

### course id

LSC 560

### course uid

course\_92530a10f37b5a75ba13990b

### catalog version id

6131ecacf07616070883880a3bbf41fc24784e70c3187b8f6f22c3562d73fda9

### course number

560

### subjects

* LSC

### title

SCIENTIFIC WRITING

### description

Focuses on scientific writing techniques that can be applied to academic papers, scientific journals, grant proposals, and other written and oral professional work in science and technology related fields.

### requirements text

LSC 212or graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:120:000628

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

aa03afdada07ebc6b0e91ed5fdeebd9df7280fbf2324c986a653560397689d89

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

LSC 560 teaches scientific writing techniques for academic papers, journals, and grant proposals in science and technology fields.

### llm topics

* Academic and professional scientific writing
* Oral and written professional communication

### llm skills

* Scientific writing techniques
* Application to academic, journal, and grant writing

### llm assumed background

* Foundational scientific communication and writing skills

### llm search phrases

* scientific writing techniques
* academic papers
* grant proposals
* scientific journals
* professional work science technology

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

579de88ae3e6f70f0b5b23ee975b76cbeb7066853953a846eccf9b8bcee34172

#### course id

LSC 560

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_3f4063d1299b61415e10953d",
    "message": "No course-specific reviews available",
    "name": "Kelly Mella",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3164700",
    "summary": [
      {
        "citations": [
          {
            "course_id": "LSC 560",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
            "source_record": {
              "entity_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "LSC 560",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
            "source_record": {
              "entity_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2025: 3.98 GPA, 100.0% A/AB (n=33 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 3.95 GPA, 100.0% A/AB (n=31 letter grades); Fall 2024: 3.88 GPA, 94.1% A/AB (n=17 letter grades); Fall 2025: 3.98 GPA, 100.0% A/AB (n=33 letter grades).

```json
{
  "citations": [
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      "source_record": {
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      "table": "grades_latest",
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      "table": "grades_latest",
      "term_id": "1252",
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      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

KELLY MELLA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "LSC 560",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
      "source_record": {
        "entity_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "LSC 560",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
      "source_record": {
        "entity_id": "e06a2d35-a70d-3ee0-87b5-aef8ce6d4b15",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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    "condition": null,
    "course": null,
    "evidence": "LSC 212or graduate/professional standing",
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    "evidence": "graduate/professional standing",
    "id": "n2",
    "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\_3f4063d1299b61415e10953d | enrollment | kmella                 | netid           | source\_identified | Kelly Mella | KMELLA\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/KELLY\_MELLA |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:120:000628",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1272",
    "source_course_id": "000628",
    "source_subject_id": "120",
    "title": "Scientific Writing",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:21500",
    "term_id": "1272",
    "source_section_id": "21500",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 20,
    "enrolled": 18,
    "waitlisted": 3,
    "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_044c14fb3451985e6c91aa62",
    "source": "madgrades",
    "source_instructor_id": "280437",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "WILLIAM SEELY",
    "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": 3.732,
      "graded": 837,
      "counts": [
        599,
        107,
        99,
        5,
        18,
        8,
        1
      ],
      "sections": 48
    },
    "instructor_url": "/instructors/WILLIAM_SEELY"
  },
  {
    "instructor_uid": "instructor_c09f008151eaf56f700346db",
    "source": "madgrades",
    "source_instructor_id": "5328866",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "REGAN DOHM",
    "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": 3.55,
      "graded": 10,
      "counts": [
        4,
        3,
        3,
        0,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/REGAN_DOHM--instructor_c09f008151eaf56f700346db"
  },
  {
    "instructor_uid": "instructor_39182d29348a44cb7d41986e",
    "source": "madgrades",
    "source_instructor_id": "5548442",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RYAN BOWER",
    "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": 3.812,
      "graded": 56,
      "counts": [
        43,
        11,
        0,
        0,
        1,
        1,
        0
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/RYAN_BOWER"
  },
  {
    "instructor_uid": "instructor_08980918c0e08420a0182895",
    "source": "madgrades",
    "source_instructor_id": "993891",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MADELINE FISHER",
    "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": 3.784,
      "graded": 547,
      "counts": [
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        70,
        25,
        14,
        8,
        3,
        3
      ],
      "sections": 31
    },
    "instructor_url": "/instructors/MADELINE_FISHER--instructor_08980918c0e08420a0182895"
  },
  {
    "instructor_uid": "instructor_ae59e3185723532fd55ea3bc",
    "source": "madgrades",
    "source_instructor_id": "5661863",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RICHARD HEINRICH",
    "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": 3.672,
      "graded": 276,
      "counts": [
        178,
        60,
        21,
        7,
        3,
        5,
        2
      ],
      "sections": 16
    },
    "instructor_url": "/instructors/RICHARD_HEINRICH--instructor_ae59e3185723532fd55ea3bc"
  },
  {
    "instructor_uid": "instructor_1de87554970a7077b928cf97",
    "source": "madgrades",
    "source_instructor_id": "6016165",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOCELYN CAO",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.833,
      "graded": 66,
      "counts": [
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        1,
        1,
        1,
        1,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/JOCELYN_CAO"
  },
  {
    "instructor_uid": "instructor_ab5c2f7f792b6d08f159a875",
    "source": "madgrades",
    "source_instructor_id": "5858927",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HANNAH MONROE",
    "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": 3.67,
      "graded": 773,
      "counts": [
        509,
        136,
        74,
        20,
        22,
        9,
        3
      ],
      "sections": 39
    },
    "instructor_url": "/instructors/HANNAH_MONROE--instructor_ab5c2f7f792b6d08f159a875"
  },
  {
    "instructor_uid": "instructor_88b843ad05bd03aec0a7c72e",
    "source": "madgrades",
    "source_instructor_id": "6800374",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANNA LONG",
    "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": 3.862,
      "graded": 65,
      "counts": [
        55,
        3,
        6,
        1,
        0,
        0,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/ANNA_LONG--instructor_88b843ad05bd03aec0a7c72e"
  },
  {
    "instructor_uid": "instructor_f7e8a42ce6f7c79899a6efcf",
    "source": "madgrades",
    "source_instructor_id": "604156",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KELLY MELLA",
    "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": 3.923,
      "graded": 272,
      "counts": [
        242,
        19,
        10,
        1,
        0,
        0,
        0
      ],
      "sections": 15
    },
    "instructor_url": "/instructors/KELLY_MELLA--instructor_f7e8a42ce6f7c79899a6efcf"
  },
  {
    "instructor_uid": "instructor_3f4063d1299b61415e10953d",
    "source": "enrollment",
    "source_instructor_id": "kmella",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kelly Mella",
    "email": "KMELLA@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/KELLY_MELLA"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "WILLIAM SEELY"
    ],
    "a": 14,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 15,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "WILLIAM SEELY"
    ],
    "a": 19,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "WILLIAM SEELY"
    ],
    "a": 17,
    "ab": 4,
    "b": 0,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "WILLIAM SEELY"
    ],
    "a": 10,
    "ab": 5,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 1,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "REGAN DOHM",
      "WILLIAM SEELY"
    ],
    "a": 4,
    "ab": 3,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "RYAN BOWER",
      "WILLIAM SEELY"
    ],
    "a": 17,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Madeline Fisher"
    ],
    "a": 12,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 15,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Madeline Fisher"
    ],
    "a": 13,
    "ab": 6,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Madeline Fisher",
      "RICHARD HEINRICH"
    ],
    "a": 14,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Madeline Fisher"
    ],
    "a": 18,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 18,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "JOCELYN CAO",
      "Madeline Fisher"
    ],
    "a": 37,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 38,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Madeline Fisher"
    ],
    "a": 28,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 31,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "HANNAH MONROE"
    ],
    "a": 14,
    "ab": 2,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "LSC 560"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 560",
    "course_uid": "course_92530a10f37b5a75ba13990b",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Anna Long",
      "Kelly Mella"
    ],
    "a": 32,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 33,
    "source_aliases": [
      "LSC 560"
    ]
  }
]
```

### statistics

#### gpa

3.908

#### graded

288

#### counts

* 249
* 30
* 6
* 1
* 2
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_92530a10f37b5a75ba13990b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_92530a10f37b5a75ba13990b-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_92530a10f37b5a75ba13990b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_92530a10f37b5a75ba13990b-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_92530a10f37b5a75ba13990b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_92530a10f37b5a75ba13990b-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_92530a10f37b5a75ba13990b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_92530a10f37b5a75ba13990b-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.907986111111111

#### count

288

#### university

##### size

4535

##### gpa Percentile

76

##### count Percentile

70

##### median Count

142

##### 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 | 13    | false   |
| 2.8–3.2 | 308   | false   |
| 3.2–3.6 | 1220  | false   |
| 3.6–4.0 | 2994  | true    |

#### departments

```json
[
  {
    "subject": "LSC",
    "comparison": {
      "size": 25,
      "gpaPercentile": 88,
      "countPercentile": 58,
      "medianCount": 228,
      "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": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 23,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1132

##### term

1132

##### gpa

3.933333333333333

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1142

##### term

1142

##### gpa

4

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1154

##### term

1154

##### gpa

3.840909090909091

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1164

##### term

1164

##### gpa

3.78125

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1174

##### term

1174

##### gpa

3.55

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1184

##### term

1184

##### gpa

3.888888888888889

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1194

##### term

1194

##### gpa

3.8

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1204

##### term

1204

##### gpa

3.8421052631578947

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1212

##### term

1212

##### gpa

3.911764705882353

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1222

##### term

1222

##### gpa

4

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1232

##### term

1232

##### gpa

3.986842105263158

##### count

38

##### university

###### size

1216

###### gpa Percentile

94

###### count Percentile

17

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | true    |

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1242

##### term

1242

##### gpa

3.9516129032258065

##### count

31

##### university

###### size

1295

###### gpa Percentile

89

###### count Percentile

4

###### 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": "LSC",
    "comparison": {
      "size": 11,
      "gpaPercentile": 100,
      "countPercentile": 0,
      "medianCount": 72,
      "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": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.8823529411764706

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1262

##### term

1262

##### gpa

3.984848484848485

##### count

33

##### university

###### size

1320

###### gpa Percentile

93

###### count Percentile

7

###### 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": "LSC",
    "comparison": {
      "size": 11,
      "gpaPercentile": 100,
      "countPercentile": 0,
      "medianCount": 67,
      "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": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4535

###### gpa

3.6742209514146364

###### top Share

82.75138684656365

###### count

142

##### LSC

###### size

25

###### gpa

3.741362897829451

###### top Share

87.3879168146299

###### count

228

#### terms

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### LSC

###### size

11

###### gpa

3.7720593403694496

###### top Share

90.50006744717578

###### count

72

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### LSC

###### size

11

###### gpa

3.794175315660777

###### top Share

91.3976018189471

###### count

67

## instructor Trends

```json
[
  {
    "uid": "instructor_08980918c0e08420a0182895",
    "name": "MADELINE FISHER",
    "count": 138,
    "terms": [
      {
        "term": "1194",
        "count": 15,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1204",
        "count": 19,
        "sections": 1,
        "gpa": 3.8421052631578947
      },
      {
        "term": "1212",
        "count": 17,
        "sections": 1,
        "gpa": 3.911764705882353
      },
      {
        "term": "1222",
        "count": 18,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1232",
        "count": 38,
        "sections": 2,
        "gpa": 3.986842105263158
      },
      {
        "term": "1242",
        "count": 31,
        "sections": 2,
        "gpa": 3.9516129032258065
      }
    ]
  },
  {
    "uid": "instructor_044c14fb3451985e6c91aa62",
    "name": "WILLIAM SEELY",
    "count": 100,
    "terms": [
      {
        "term": "1132",
        "count": 15,
        "sections": 1,
        "gpa": 3.933333333333333
      },
      {
        "term": "1142",
        "count": 19,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1154",
        "count": 22,
        "sections": 1,
        "gpa": 3.840909090909091
      },
      {
        "term": "1164",
        "count": 16,
        "sections": 1,
        "gpa": 3.78125
      },
      {
        "term": "1174",
        "count": 10,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1184",
        "count": 18,
        "sections": 1,
        "gpa": 3.888888888888889
      }
    ]
  },
  {
    "uid": "instructor_1de87554970a7077b928cf97",
    "name": "JOCELYN CAO",
    "count": 38,
    "terms": [
      {
        "term": "1232",
        "count": 38,
        "sections": 2,
        "gpa": 3.986842105263158
      }
    ]
  },
  {
    "uid": "instructor_88b843ad05bd03aec0a7c72e",
    "name": "ANNA LONG",
    "count": 33,
    "terms": [
      {
        "term": "1262",
        "count": 33,
        "sections": 2,
        "gpa": 3.984848484848485
      }
    ]
  },
  {
    "uid": "instructor_f7e8a42ce6f7c79899a6efcf",
    "name": "KELLY MELLA",
    "count": 33,
    "terms": [
      {
        "term": "1262",
        "count": 33,
        "sections": 2,
        "gpa": 3.984848484848485
      }
    ]
  },
  {
    "uid": "instructor_39182d29348a44cb7d41986e",
    "name": "RYAN BOWER",
    "count": 18,
    "terms": [
      {
        "term": "1184",
        "count": 18,
        "sections": 1,
        "gpa": 3.888888888888889
      }
    ]
  },
  {
    "uid": "instructor_ab5c2f7f792b6d08f159a875",
    "name": "HANNAH MONROE",
    "count": 17,
    "terms": [
      {
        "term": "1252",
        "count": 17,
        "sections": 1,
        "gpa": 3.8823529411764706
      }
    ]
  },
  {
    "uid": "instructor_ae59e3185723532fd55ea3bc",
    "name": "RICHARD HEINRICH",
    "count": 17,
    "terms": [
      {
        "term": "1212",
        "count": 17,
        "sections": 1,
        "gpa": 3.911764705882353
      }
    ]
  },
  {
    "uid": "instructor_c09f008151eaf56f700346db",
    "name": "REGAN DOHM",
    "count": 10,
    "terms": [
      {
        "term": "1174",
        "count": 10,
        "sections": 1,
        "gpa": 3.55
      }
    ]
  }
]
```

## following

None recorded.
