# DS 220: Design: Fundamentals II | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/DS_220)

## 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

9fe942e2158fee8ab71af99676a4f5a2dadc75f900fe55e46b5a3b1a139bc9f9

### course id

DS 220

### course uid

course\_1f446eea828b11e33923146d

### catalog version id

9f69799fe9799b5dd6e975c535ba29d1dd23574b488adc4c1101f8a5a3f11be0

### course number

220

### subjects

* DS

### title

DESIGN: FUNDAMENTALS II

### description

Elements and principles of three-dimensional design relevant to design and analysis of the spatial environment.

### requirements text

DS 120

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

a9de8cd72c39f3f543fca1cacb7bd32a7bd8a4cffa89e7c4c05cc831d6a3dacb

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

DS 220 teaches three-dimensional design elements and principles for analyzing the spatial environment.

### llm topics

* Three-dimensional design
* Spatial environment

### llm skills

* Three-dimensional design elements and principles
* Spatial environment analysis

### llm assumed background

* Foundational design principles for the visual environment

### llm search phrases

* 3D design fundamentals
* spatial environment design
* DS 220 design principles
* three-dimensional design elements

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

36f7cbffcc46810b271db5e9c76f8cf13153b5e718d1b1290869df1cdc29c0b2

#### course id

DS 220

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of Lesley Sager: Project work requires significant time investment, though the tasks are not considered horribly complicated.

```json
{
  "citations": [
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2021-04-21 21:28:27 +0000 UTC",
      "review_id": "9b1eef44f0288813446395d9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM0NTk0NjM1",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Lesley Sager: Lesley Sager is described as a caring, funny, and well-organized instructor who provides helpful, objective feedback on design projects. Reviewers appreciate her clear instructions and supportive nature, noting that she grades based on assignment completion rather than personal preference.

```json
{
  "citations": [
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2021-04-21 21:28:27 +0000 UTC",
      "review_id": "9b1eef44f0288813446395d9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM0NTk0NjM1",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    },
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2023-05-08 04:18:34 +0000 UTC",
      "review_id": "7129ffa5eb7dfe4e845d1c8f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM3ODUzNTEy",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    }
  ]
}
```

#### offered

false

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Lesley Sager describe her as a caring, well-organized instructor who provides helpful, objective feedback on design projects.

```json
{
  "citations": [
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2021-04-21 21:28:27 +0000 UTC",
      "review_id": "9b1eef44f0288813446395d9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM0NTk0NjM1",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    },
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2023-05-08 04:18:34 +0000 UTC",
      "review_id": "7129ffa5eb7dfe4e845d1c8f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM3ODUzNTEy",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2024: 3.86 GPA, 93.8% A/AB (n=65 letter grades); Spring 2025: 3.94 GPA, 98.5% A/AB (n=66 letter grades); Spring 2026: 3.90 GPA, 95.8% A/AB (n=71 letter grades).

```json
{
  "citations": [
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of Lesley Sager: Students appreciate that grading focuses on correct and well-executed assignments rather than subjective comparisons or personal preference.

```json
{
  "citations": [
    {
      "instructor_name": "Lesley Sager",
      "review_date": "2023-05-08 04:18:34 +0000 UTC",
      "review_id": "7129ffa5eb7dfe4e845d1c8f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2475288",
      "source_review_id": "UmF0aW5nLTM3ODUzNTEy",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

KARA FREIHOEFER is recorded teaching in Spring 2015. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    }
  ]
}
```

LESLEY SAGER is recorded teaching in Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Spring 2014, Spring 2016, Spring 2017, Spring 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "DS 220",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
      "source_record": {
        "entity_id": "16c9c492-c575-3423-8dde-6986fdf0a99c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 120,
      "minimum_grade": null,
      "subjects": [
        "DS"
      ],
      "timing": "prior"
    },
    "evidence": "DS 120",
    "id": "n0",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_4c3801b2c3bb3ba8dceaa96b",
    "source": "madgrades",
    "source_instructor_id": "590180",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SUZANNE BENEDICT SCOTT",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.449,
      "graded": 323,
      "counts": [
        83,
        140,
        90,
        8,
        1,
        0,
        1
      ],
      "sections": 16
    },
    "instructor_url": "/instructors/SUZANNE_BENEDICT_SCOTT--instructor_4c3801b2c3bb3ba8dceaa96b"
  },
  {
    "instructor_uid": "instructor_0f5cb798468ea54fae3e4351",
    "source": "madgrades",
    "source_instructor_id": "172570",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LESLEY SAGER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 3.75,
      "difficulty": 2.25,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2475288",
      "source_url": "https://www.ratemyprofessors.com/professor/2475288",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:23:35.927652+00:00",
      "courses": {
        "course_1f446eea828b11e33923146d": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_bc15af5ed86c36d93f9f6c04": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_d1abd5096e340439d04df22e": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.6747381529554963,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.756,
      "graded": 1967,
      "counts": [
        1391,
        363,
        126,
        44,
        28,
        9,
        6
      ],
      "sections": 75
    },
    "instructor_url": "/instructors/LESLEY_SAGER"
  },
  {
    "instructor_uid": "instructor_2c7061c50d41b91c8401ee5f",
    "source": "madgrades",
    "source_instructor_id": "4911836",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BARBARA BRADLEY",
    "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": 3.63,
      "graded": 27,
      "counts": [
        12,
        11,
        3,
        1,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/BARBARA_BRADLEY"
  },
  {
    "instructor_uid": "instructor_f2288fec3240cdd05e5d7f5d",
    "source": "madgrades",
    "source_instructor_id": "4594385",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KARA FREIHOEFER",
    "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": 3,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2007851",
      "source_url": "https://www.ratemyprofessors.com/professor/2007851",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:39.372420+00:00",
      "courses": {
        "course_1f446eea828b11e33923146d": {
          "review_count": 2,
          "quality": 3,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.5997143486787233,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.355,
      "graded": 31,
      "counts": [
        5,
        15,
        9,
        1,
        1,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/KARA_FREIHOEFER--instructor_f2288fec3240cdd05e5d7f5d"
  },
  {
    "instructor_uid": "instructor_0b2a12500d4ecdf314f18113",
    "source": "madgrades",
    "source_instructor_id": "3462984",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KELLY HENSLER",
    "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": 3.59,
      "graded": 67,
      "counts": [
        32,
        27,
        5,
        0,
        1,
        1,
        1
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/KELLY_HENSLER"
  },
  {
    "instructor_uid": "instructor_c0390f7d7ac52862098f37e7",
    "source": "madgrades",
    "source_instructor_id": "620472",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SANDRA GORDON",
    "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": 3.724,
      "graded": 408,
      "counts": [
        240,
        125,
        33,
        6,
        4,
        0,
        0
      ],
      "sections": 14
    },
    "instructor_url": "/instructors/SANDRA_GORDON--instructor_c0390f7d7ac52862098f37e7"
  },
  {
    "instructor_uid": "instructor_c09ab79e0ca8ec1ecd5f88c1",
    "source": "madgrades",
    "source_instructor_id": "5714220",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LARISSA CANGUSSU",
    "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": 3.294,
      "graded": 17,
      "counts": [
        3,
        7,
        4,
        3,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/LARISSA_CANGUSSU"
  },
  {
    "instructor_uid": "instructor_0bdf412efeb630a05aa1c84a",
    "source": "madgrades",
    "source_instructor_id": "3673278",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SAMUEL DENNIS JR",
    "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": 3.656,
      "graded": 825,
      "counts": [
        493,
        205,
        74,
        28,
        16,
        3,
        6
      ],
      "sections": 153
    },
    "instructor_url": "/instructors/SAMUEL_DENNIS_JR"
  },
  {
    "instructor_uid": "instructor_54f21221b4c21a348ad96231",
    "source": "madgrades",
    "source_instructor_id": "6587467",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MONIKA THADHANI",
    "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": 5,
      "difficulty": 1.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:3126386",
      "source_url": "https://www.ratemyprofessors.com/professor/3126386",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:16:30.834318+00:00",
      "courses": {},
      "bayesian_quality": 3.781532530496905,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.829,
      "graded": 712,
      "counts": [
        596,
        61,
        30,
        10,
        6,
        2,
        7
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/MONIKA_THADHANI--instructor_54f21221b4c21a348ad96231"
  },
  {
    "instructor_uid": "instructor_998af11908fa5dd8deefc6fe",
    "source": "madgrades",
    "source_instructor_id": "6551312",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BONBON YANG",
    "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": 3.688,
      "graded": 597,
      "counts": [
        416,
        85,
        62,
        5,
        19,
        4,
        6
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/BONBON_YANG--instructor_998af11908fa5dd8deefc6fe"
  },
  {
    "instructor_uid": "instructor_88888b215b1b67391fcffcb9",
    "source": "madgrades",
    "source_instructor_id": "6652463",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRI QUINTERO BUNGERT",
    "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": 3.939,
      "graded": 66,
      "counts": [
        65,
        0,
        0,
        0,
        0,
        0,
        1
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/BRI_QUINTERO_BUNGERT--instructor_88888b215b1b67391fcffcb9"
  },
  {
    "instructor_uid": "instructor_cd39aca679a729396d9d73e6",
    "source": "madgrades",
    "source_instructor_id": "6500021",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ELY RENDON BETANCUR",
    "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": 3.852,
      "graded": 494,
      "counts": [
        427,
        37,
        17,
        3,
        1,
        5,
        4
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/ELY_RENDON_BETANCUR--instructor_cd39aca679a729396d9d73e6"
  },
  {
    "instructor_uid": "instructor_8ba94aa230aabf6b367c6f83",
    "source": "madgrades",
    "source_instructor_id": "6569698",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MAKENNA KULL",
    "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": 3.743,
      "graded": 183,
      "counts": [
        137,
        16,
        22,
        4,
        2,
        1,
        1
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/MAKENNA_KULL--instructor_8ba94aa230aabf6b367c6f83"
  },
  {
    "instructor_uid": "instructor_c7878718945f19eb15be7a6b",
    "source": "madgrades",
    "source_instructor_id": "6688021",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YAOYI ZHOU",
    "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": 3.877,
      "graded": 208,
      "counts": [
        172,
        28,
        6,
        1,
        0,
        0,
        1
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/YAOYI_ZHOU--instructor_c7878718945f19eb15be7a6b"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 3,
    "ab": 10,
    "b": 4,
    "bc": 2,
    "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": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1074",
    "term_name": "Spring 2007",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 3,
    "ab": 9,
    "b": 5,
    "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": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 3,
    "ab": 10,
    "b": 6,
    "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": 20,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1084",
    "term_name": "Spring 2008",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 4,
    "ab": 7,
    "b": 2,
    "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": 14,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1092",
    "term_name": "Fall 2008",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 4,
    "ab": 3,
    "b": 4,
    "bc": 3,
    "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": 14,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1094",
    "term_name": "Spring 2009",
    "instructors": [
      "SUZANNE BENEDICT SCOTT"
    ],
    "a": 4,
    "ab": 7,
    "b": 4,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 8,
    "ab": 4,
    "b": 4,
    "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": 16,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1104",
    "term_name": "Spring 2010",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 8,
    "ab": 3,
    "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": 12,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 3,
    "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": 9,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1114",
    "term_name": "Spring 2011",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 6,
    "ab": 6,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 6,
    "ab": 2,
    "b": 2,
    "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": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 7,
    "ab": 6,
    "b": 1,
    "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": 15,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 12,
    "ab": 6,
    "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": 19,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1134",
    "term_name": "Spring 2013",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 13,
    "ab": 5,
    "b": 4,
    "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": 22,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1144",
    "term_name": "Spring 2014",
    "instructors": [
      "BARBARA BRADLEY",
      "LESLEY SAGER"
    ],
    "a": 12,
    "ab": 11,
    "b": 3,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "KARA FREIHOEFER"
    ],
    "a": 5,
    "ab": 15,
    "b": 9,
    "bc": 1,
    "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": 31,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 16,
    "ab": 7,
    "b": 1,
    "bc": 0,
    "c": 2,
    "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": 26,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "KELLY HENSLER",
      "LESLEY SAGER"
    ],
    "a": 18,
    "ab": 14,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 34,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "SANDRA GORDON"
    ],
    "a": 25,
    "ab": 12,
    "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": 37,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "LARISSA CANGUSSU",
      "SANDRA GORDON"
    ],
    "a": 10,
    "ab": 32,
    "b": 15,
    "bc": 5,
    "c": 2,
    "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": 64,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "SANDRA GORDON"
    ],
    "a": 23,
    "ab": 14,
    "b": 1,
    "bc": 0,
    "c": 0,
    "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": 40,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 34,
    "ab": 7,
    "b": 1,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 45,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "LESLEY SAGER"
    ],
    "a": 61,
    "ab": 5,
    "b": 3,
    "bc": 3,
    "c": 2,
    "d": 0,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 76,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "BONBON YANG",
      "Monika Thadhani",
      "Samuel Dennis"
    ],
    "a": 51,
    "ab": 10,
    "b": 4,
    "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": 65,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "BRI QUINTERO BUNGERT",
      "Ely Rendon Betancur",
      "Monika Thadhani"
    ],
    "a": 65,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 66,
    "source_aliases": [
      "DS 220"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "DS 220",
    "course_uid": "course_1f446eea828b11e33923146d",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Ely Rendon Betancur",
      "MAKENNA KULL",
      "YAOYI ZHOU"
    ],
    "a": 66,
    "ab": 2,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 71,
    "source_aliases": [
      "DS 220"
    ]
  }
]
```

### statistics

#### gpa

3.676

#### graded

797

#### counts

* 470
* 213
* 80
* 19
* 8
* 1
* 6

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_1f446eea828b11e33923146d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1f446eea828b11e33923146d-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_1f446eea828b11e33923146d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1f446eea828b11e33923146d-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_1f446eea828b11e33923146d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_1f446eea828b11e33923146d-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_1f446eea828b11e33923146d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1f446eea828b11e33923146d-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.6762860727728985

#### count

797

#### university

##### size

4953

##### gpa Percentile

47

##### count Percentile

83

##### median Count

184

##### 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 | 20    | false   |
| 2.8–3.2 | 399   | false   |
| 3.2–3.6 | 1468  | false   |
| 3.6–4.0 | 3066  | true    |

#### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 51,
      "gpaPercentile": 46,
      "countPercentile": 94,
      "medianCount": 180,
      "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": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 31,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.3684210526315788

##### count

19

##### departments

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

#### 1074

##### term

1074

##### gpa

3.4411764705882355

##### count

17

##### departments

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

#### 1082

##### term

1082

##### gpa

3.375

##### count

20

##### departments

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

#### 1084

##### term

1084

##### gpa

3.5

##### count

14

##### departments

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

#### 1092

##### term

1092

##### gpa

3.2857142857142856

##### count

14

##### departments

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

#### 1094

##### term

1094

##### gpa

3.28125

##### count

16

##### departments

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

#### 1102

##### term

1102

##### gpa

3.625

##### count

16

##### departments

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

#### 1104

##### term

1104

##### gpa

3.75

##### count

12

##### departments

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

#### 1112

##### term

1112

##### gpa

3.6666666666666665

##### count

9

##### departments

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

#### 1114

##### term

1114

##### gpa

3.6

##### count

15

##### departments

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

#### 1122

##### term

1122

##### gpa

3.7

##### count

10

##### departments

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

#### 1124

##### term

1124

##### gpa

3.6333333333333333

##### count

15

##### departments

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

#### 1132

##### term

1132

##### gpa

3.789473684210526

##### count

19

##### departments

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

#### 1134

##### term

1134

##### gpa

3.7045454545454546

##### count

22

##### departments

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

#### 1144

##### term

1144

##### gpa

3.6296296296296298

##### count

27

##### departments

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

#### 1154

##### term

1154

##### gpa

3.3548387096774195

##### count

31

##### university

###### size

935

###### gpa Percentile

42

###### count Percentile

2

###### median Count

63

###### 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 | 38    | false   |
| 2.8–3.2 | 237   | false   |
| 3.2–3.6 | 326   | true    |
| 3.6–4.0 | 334   | false   |

##### departments

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

#### 1164

##### term

1164

##### gpa

3.673076923076923

##### count

26

##### departments

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

#### 1174

##### term

1174

##### gpa

3.676470588235294

##### count

34

##### university

###### size

955

###### gpa Percentile

68

###### count Percentile

8

###### 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 | 1     | false   |
| 2.4–2.8 | 29    | false   |
| 2.8–3.2 | 224   | false   |
| 3.2–3.6 | 332   | false   |
| 3.6–4.0 | 369   | true    |

##### departments

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

#### 1184

##### term

1184

##### gpa

3.8378378378378377

##### count

37

##### university

###### size

1010

###### gpa Percentile

81

###### count Percentile

14

###### median Count

68

###### 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 | 26    | false   |
| 2.8–3.2 | 210   | false   |
| 3.2–3.6 | 355   | false   |
| 3.6–4.0 | 418   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 10,
      "gpaPercentile": 67,
      "countPercentile": 33,
      "medianCount": 38,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

3.3359375

##### count

64

##### university

###### size

1040

###### gpa Percentile

34

###### count Percentile

47

###### 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 | 1     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 220   | false   |
| 3.2–3.6 | 342   | true    |
| 3.6–4.0 | 454   | false   |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 11,
      "gpaPercentile": 30,
      "countPercentile": 80,
      "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": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": false
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.789473684210526

##### count

38

##### university

###### size

1012

###### gpa Percentile

56

###### count Percentile

18

###### median Count

65.5

###### 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 | 1     | false   |
| 2.8–3.2 | 25    | false   |
| 3.2–3.6 | 301   | false   |
| 3.6–4.0 | 685   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 10,
      "gpaPercentile": 44,
      "countPercentile": 44,
      "medianCount": 38,
      "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": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.7613636363636362

##### count

44

##### university

###### size

1171

###### gpa Percentile

64

###### count Percentile

29

###### median Count

64

###### 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 | 3     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 173   | false   |
| 3.2–3.6 | 358   | false   |
| 3.6–4.0 | 616   | true    |

##### departments

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

#### 1234

##### term

1234

##### gpa

3.710526315789474

##### count

76

##### university

###### size

1188

###### gpa Percentile

58

###### count Percentile

56

###### median Count

65

###### 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 | 3     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 144   | false   |
| 3.2–3.6 | 374   | false   |
| 3.6–4.0 | 650   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 11,
      "gpaPercentile": 50,
      "countPercentile": 90,
      "medianCount": 31,
      "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": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.8615384615384616

##### count

65

##### university

###### size

1241

###### gpa Percentile

77

###### count Percentile

49

###### median Count

65

###### 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 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 14,
      "gpaPercentile": 69,
      "countPercentile": 85,
      "medianCount": 33,
      "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
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.9393939393939394

##### count

66

##### university

###### size

1289

###### gpa Percentile

87

###### count Percentile

49

###### 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 | 0     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 128   | false   |
| 3.2–3.6 | 379   | false   |
| 3.6–4.0 | 765   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 18,
      "gpaPercentile": 88,
      "countPercentile": 82,
      "medianCount": 34.5,
      "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": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.9014084507042255

##### count

71

##### university

###### size

1283

###### gpa Percentile

79

###### count Percentile

53

###### 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 | 1     | false   |
| 2.4–2.8 | 20    | false   |
| 2.8–3.2 | 130   | false   |
| 3.2–3.6 | 343   | false   |
| 3.6–4.0 | 789   | true    |

##### departments

```json
[
  {
    "subject": "DS",
    "comparison": {
      "size": 14,
      "gpaPercentile": 77,
      "countPercentile": 77,
      "medianCount": 36,
      "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": 12,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4953

###### gpa

3.645769556562074

###### top Share

80.99009227607725

###### count

184

##### DS

###### size

51

###### gpa

3.6344248019215426

###### top Share

81.15836903074536

###### count

180

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1074

###### school

###### size

695

###### gpa

3.3616924722887376

###### top Share

63.22509110105764

###### count

69

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

##### 1094

###### school

###### size

758

###### gpa

3.3891454428111527

###### top Share

64.36369814389255

###### count

71

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

##### 1134

###### school

###### size

852

###### gpa

3.4138934207568203

###### top Share

66.35946578182744

###### count

66

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

##### 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

###### DS

###### size

10

###### gpa

3.7054923786909084

###### top Share

86.43360347036818

###### count

38

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### DS

###### size

11

###### gpa

3.5309138536745497

###### top Share

77.20350801901606

###### count

34

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### DS

###### size

10

###### gpa

3.7806120054487833

###### top Share

93.04736244958227

###### count

38

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

##### 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

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### DS

###### size

14

###### gpa

3.8266959181653313

###### top Share

91.86539067663273

###### count

33

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### DS

###### size

18

###### gpa

3.6871034627572357

###### top Share

84.30262127212505

###### count

34.5

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### DS

###### size

14

###### gpa

3.7654672426537994

###### top Share

89.6260971129426

###### count

36

## instructor Trends

```json
[
  {
    "uid": "instructor_0f5cb798468ea54fae3e4351",
    "name": "LESLEY SAGER",
    "count": 325,
    "terms": [
      {
        "term": "1102",
        "count": 16,
        "sections": 1,
        "gpa": 3.625
      },
      {
        "term": "1104",
        "count": 12,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1112",
        "count": 9,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1114",
        "count": 15,
        "sections": 1,
        "gpa": 3.6
      },
      {
        "term": "1122",
        "count": 10,
        "sections": 1,
        "gpa": 3.7
      },
      {
        "term": "1124",
        "count": 15,
        "sections": 1,
        "gpa": 3.6333333333333333
      },
      {
        "term": "1132",
        "count": 19,
        "sections": 1,
        "gpa": 3.789473684210526
      },
      {
        "term": "1134",
        "count": 22,
        "sections": 1,
        "gpa": 3.7045454545454546
      },
      {
        "term": "1144",
        "count": 27,
        "sections": 1,
        "gpa": 3.6296296296296298
      },
      {
        "term": "1164",
        "count": 26,
        "sections": 1,
        "gpa": 3.673076923076923
      },
      {
        "term": "1174",
        "count": 34,
        "sections": 1,
        "gpa": 3.676470588235294
      },
      {
        "term": "1224",
        "count": 44,
        "sections": 1,
        "gpa": 3.7613636363636362
      },
      {
        "term": "1234",
        "count": 76,
        "sections": 1,
        "gpa": 3.710526315789474
      }
    ]
  },
  {
    "uid": "instructor_c0390f7d7ac52862098f37e7",
    "name": "SANDRA GORDON",
    "count": 139,
    "terms": [
      {
        "term": "1184",
        "count": 37,
        "sections": 1,
        "gpa": 3.8378378378378377
      },
      {
        "term": "1194",
        "count": 64,
        "sections": 3,
        "gpa": 3.3359375
      },
      {
        "term": "1204",
        "count": 38,
        "sections": 1,
        "gpa": 3.789473684210526
      }
    ]
  },
  {
    "uid": "instructor_cd39aca679a729396d9d73e6",
    "name": "ELY RENDON BETANCUR",
    "count": 137,
    "terms": [
      {
        "term": "1254",
        "count": 66,
        "sections": 1,
        "gpa": 3.9393939393939394
      },
      {
        "term": "1264",
        "count": 71,
        "sections": 1,
        "gpa": 3.9014084507042255
      }
    ]
  },
  {
    "uid": "instructor_54f21221b4c21a348ad96231",
    "name": "MONIKA THADHANI",
    "count": 131,
    "terms": [
      {
        "term": "1244",
        "count": 65,
        "sections": 1,
        "gpa": 3.8615384615384616
      },
      {
        "term": "1254",
        "count": 66,
        "sections": 1,
        "gpa": 3.9393939393939394
      }
    ]
  },
  {
    "uid": "instructor_4c3801b2c3bb3ba8dceaa96b",
    "name": "SUZANNE BENEDICT SCOTT",
    "count": 100,
    "terms": [
      {
        "term": "1072",
        "count": 19,
        "sections": 1,
        "gpa": 3.3684210526315788
      },
      {
        "term": "1074",
        "count": 17,
        "sections": 1,
        "gpa": 3.4411764705882355
      },
      {
        "term": "1082",
        "count": 20,
        "sections": 1,
        "gpa": 3.375
      },
      {
        "term": "1084",
        "count": 14,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1092",
        "count": 14,
        "sections": 1,
        "gpa": 3.2857142857142856
      },
      {
        "term": "1094",
        "count": 16,
        "sections": 1,
        "gpa": 3.28125
      }
    ]
  },
  {
    "uid": "instructor_8ba94aa230aabf6b367c6f83",
    "name": "MAKENNA KULL",
    "count": 71,
    "terms": [
      {
        "term": "1264",
        "count": 71,
        "sections": 1,
        "gpa": 3.9014084507042255
      }
    ]
  },
  {
    "uid": "instructor_c7878718945f19eb15be7a6b",
    "name": "YAOYI ZHOU",
    "count": 71,
    "terms": [
      {
        "term": "1264",
        "count": 71,
        "sections": 1,
        "gpa": 3.9014084507042255
      }
    ]
  },
  {
    "uid": "instructor_88888b215b1b67391fcffcb9",
    "name": "BRI QUINTERO BUNGERT",
    "count": 66,
    "terms": [
      {
        "term": "1254",
        "count": 66,
        "sections": 1,
        "gpa": 3.9393939393939394
      }
    ]
  },
  {
    "uid": "instructor_0bdf412efeb630a05aa1c84a",
    "name": "SAMUEL DENNIS JR",
    "count": 65,
    "terms": [
      {
        "term": "1244",
        "count": 65,
        "sections": 1,
        "gpa": 3.8615384615384616
      }
    ]
  },
  {
    "uid": "instructor_998af11908fa5dd8deefc6fe",
    "name": "BONBON YANG",
    "count": 65,
    "terms": [
      {
        "term": "1244",
        "count": 65,
        "sections": 1,
        "gpa": 3.8615384615384616
      }
    ]
  },
  {
    "uid": "instructor_0b2a12500d4ecdf314f18113",
    "name": "KELLY HENSLER",
    "count": 34,
    "terms": [
      {
        "term": "1174",
        "count": 34,
        "sections": 1,
        "gpa": 3.676470588235294
      }
    ]
  },
  {
    "uid": "instructor_f2288fec3240cdd05e5d7f5d",
    "name": "KARA FREIHOEFER",
    "count": 31,
    "terms": [
      {
        "term": "1154",
        "count": 31,
        "sections": 1,
        "gpa": 3.3548387096774195
      }
    ]
  },
  {
    "uid": "instructor_2c7061c50d41b91c8401ee5f",
    "name": "BARBARA BRADLEY",
    "count": 27,
    "terms": [
      {
        "term": "1144",
        "count": 27,
        "sections": 1,
        "gpa": 3.6296296296296298
      }
    ]
  },
  {
    "uid": "instructor_c09ab79e0ca8ec1ecd5f88c1",
    "name": "LARISSA CANGUSSU",
    "count": 17,
    "terms": [
      {
        "term": "1194",
        "count": 17,
        "sections": 1,
        "gpa": 3.2941176470588234
      }
    ]
  }
]
```

## following

| code    | title                         |
| ------- | ----------------------------- |
| ART 334 | WOOD WORKING                  |
| DS 222  | INTERIOR DESIGN I             |
| DS 650  | COLLABORATIVE DESIGN CAPSTONE |

## projection

### target

1272

### gpa

3.8567206796593134

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 87.66856729389309  |
| AB    | 6.707472615302167  |
| B     | 2.8877096232152195 |
| BC    | 0.601217465367369  |
| C     | 0.6777360518686705 |
| D     | 0                  |
| F     | 1.4572969503534885 |

### source Terms

* 1264
* 1254
* 1244
* 1234
* 1224

### source Count

322

### same Season

false

### historical Range

* 3.710526315789474
* 3.9393939393939394
