# COMPSCI 784: Foundations of Data Management | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_784)

## 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
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### 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

dfba69d2f0747ac7fb991145c131182228e90c2a1edd4492ca49b9bdd462fa5b

### course id

COMPSCI 784

### course uid

course\_061e4015aae97118b7c4c628

### catalog version id

79312dafcd8fcc3f3946dc6cc41861f1bf90b271df2f21a0bcfe7797cc6ba744

### course number

784

### subjects

* COMPSCI

### title

FOUNDATIONS OF DATA MANAGEMENT

### description

Foundational concepts in databases and data management. The first part of the course discusses topics on query languages (conjunctive queries, Datalog), their expressivity and complexity of evaluation. The second part studies advanced topics in modern data management, including data streams, massive parallelism, provenance, uncertain data management and privacy. There are no specific course prerequisites. It is strongly encouraged that the students are familiar with databases and relational algebra (COMP SCI 564or equivalent). Knowledge of algorithms, complexity theory and probability will also be helpful.

### requirements text

Graduate/professional standing

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

4ed1666b09ca6cebea14de0a6a809028ab1d22dd59bce6f18a3f4da5b94a8986

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Foundational concepts in databases and data management, covering query languages and advanced modern data management topics.

### llm topics

* Query languages (conjunctive queries, Datalog)
* Data streams, massive parallelism, provenance, uncertain data management, and privacy

### llm skills

* Query language expressivity and evaluation complexity
* Advanced data management techniques

### llm assumed background

* Database management systems and relational algebra
* Algorithms, complexity theory, and probability

### llm search phrases

* database query languages
* data management systems
* Datalog conjunctive queries
* data streams privacy
* massive parallelism databases

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

06f8d91229d3e0e7d96d1c9424a40da99d0b79b064a40b4630ed2c545092ab99

#### course id

COMPSCI 784

#### current instructors

None recorded.

#### difficulty workload

The course was rated as having low difficulty by one historical reviewer.

```json
{
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      "source_url": "https://www.ratemyprofessors.com/professor/1072360",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Anhai Doan is described as a cool professor with high quality ratings. This historical review suggests a positive teaching experience, though the comment is brief and lacks specific academic details.

```json
{
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      "review_date": "2016-04-19 15:48:12 +0000 UTC",
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      "source_url": "https://www.ratemyprofessors.com/professor/1072360",
      "type": "review"
    }
  ]
}
```

#### offered

false

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Anhai Doan is described as a cool professor with high quality ratings, though this reflects historical experience from 2016.

```json
{
  "citations": [
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      "review_date": "2016-04-19 15:48:12 +0000 UTC",
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      "source_url": "https://www.ratemyprofessors.com/professor/1072360",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2023: 3.84 GPA, 96.9% A/AB (n=32 letter grades); Fall 2024: 3.68 GPA, 81.8% A/AB (n=22 letter grades); Spring 2026: 3.88 GPA, 100.0% A/AB (n=20 letter grades).

```json
{
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```

#### student experience

Reviewers found the instructor cool, but no specific academic details or frustrations are provided in the single historical review.

```json
{
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    {
      "instructor_name": "Anhai Doan",
      "review_date": "2016-04-19 15:48:12 +0000 UTC",
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}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

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```

### grades

```json
[
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    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1074",
    "term_name": "Spring 2007",
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    "ab": 5,
    "b": 6,
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    "term_id": "1104",
    "term_name": "Spring 2010",
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    "a": 11,
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    "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": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 10,
    "ab": 12,
    "b": 0,
    "bc": 0,
    "c": 1,
    "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": 24,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "JEFFREY NAUGHTON"
    ],
    "a": 14,
    "ab": 8,
    "b": 8,
    "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": 30,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1134",
    "term_name": "Spring 2013",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 17,
    "ab": 10,
    "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": 29,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 6,
    "ab": 4,
    "b": 0,
    "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": 11,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 15,
    "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": 22,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 24,
    "ab": 16,
    "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": 45,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "AN H DOAN"
    ],
    "a": 41,
    "ab": 16,
    "b": 14,
    "bc": 2,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 74,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 14,
    "ab": 3,
    "b": 1,
    "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": 19,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 16,
    "ab": 4,
    "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": 22,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 32,
    "ab": 8,
    "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": 42,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 28,
    "ab": 7,
    "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": 37,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 25,
    "ab": 6,
    "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": 32,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 14,
    "ab": 4,
    "b": 2,
    "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": 22,
    "source_aliases": [
      "COMPSCI 784"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 784",
    "course_uid": "course_061e4015aae97118b7c4c628",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Paris Koutris"
    ],
    "a": 15,
    "ab": 5,
    "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": 20,
    "source_aliases": [
      "COMPSCI 784"
    ]
  }
]
```

### statistics

#### gpa

3.744

#### graded

519

#### counts

* 325
* 134
* 52
* 4
* 4
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_061e4015aae97118b7c4c628-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_061e4015aae97118b7c4c628-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_061e4015aae97118b7c4c628-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_061e4015aae97118b7c4c628-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_061e4015aae97118b7c4c628-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_061e4015aae97118b7c4c628-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_061e4015aae97118b7c4c628-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_061e4015aae97118b7c4c628-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.74373795761079

#### count

519

#### university

##### size

4897

##### gpa Percentile

55

##### count Percentile

81

##### median Count

149

##### 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 | 18    | false   |
| 2.8–3.2 | 393   | false   |
| 3.2–3.6 | 1463  | false   |
| 3.6–4.0 | 3023  | true    |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 101,
      "gpaPercentile": 65,
      "countPercentile": 65,
      "medianCount": 327,
      "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": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 32,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 54,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1074

##### term

1074

##### gpa

3.5526315789473686

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1084

##### term

1084

##### gpa

3.6136363636363638

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1094

##### term

1094

##### gpa

3.8333333333333335

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1102

##### term

1102

##### gpa

3.75

##### count

26

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1104

##### term

1104

##### gpa

3.857142857142857

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1122

##### term

1122

##### gpa

3.652173913043478

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1132

##### term

1132

##### gpa

3.6

##### count

30

##### university

###### size

851

###### gpa Percentile

68

###### count Percentile

0

###### 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 | 40    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 303   | false   |
| 3.6–4.0 | 272   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 23,
      "gpaPercentile": 91,
      "countPercentile": 0,
      "medianCount": 56,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 11,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1134

##### term

1134

##### gpa

3.7586206896551726

##### count

29

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1142

##### term

1142

##### gpa

3.8

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1152

##### term

1152

##### gpa

3.8181818181818183

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1162

##### term

1162

##### gpa

3.7111111111111112

##### count

45

##### university

###### size

954

###### gpa Percentile

74

###### count Percentile

28

###### median Count

64.5

###### 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 | 2     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 350   | false   |
| 3.6–4.0 | 345   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 35,
      "gpaPercentile": 82,
      "countPercentile": 35,
      "medianCount": 56,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 14,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1164

##### term

1164

##### gpa

3.6575342465753424

##### count

73

##### university

###### size

965

###### gpa Percentile

64

###### count Percentile

54

###### 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 | 3     | false   |
| 2.4–2.8 | 37    | false   |
| 2.8–3.2 | 216   | false   |
| 3.2–3.6 | 319   | false   |
| 3.6–4.0 | 390   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 32,
      "gpaPercentile": 81,
      "countPercentile": 35,
      "medianCount": 84,
      "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": 1,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 3,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

#### 1174

##### term

1174

##### gpa

3.763157894736842

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1194

##### term

1194

##### gpa

3.8181818181818183

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1202

##### term

1202

##### gpa

3.857142857142857

##### count

42

##### university

###### size

1102

###### gpa Percentile

82

###### count Percentile

24

###### 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 | 14    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 371   | false   |
| 3.6–4.0 | 498   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 41,
      "gpaPercentile": 85,
      "countPercentile": 15,
      "medianCount": 91,
      "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": 1,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 13,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 15,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.8513513513513513

##### count

37

##### university

###### size

1171

###### gpa Percentile

76

###### count Percentile

16

###### 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

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 45,
      "gpaPercentile": 84,
      "countPercentile": 9,
      "medianCount": 96,
      "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": 11,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": true
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.84375

##### count

32

##### university

###### size

1188

###### gpa Percentile

73

###### count Percentile

5

###### 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": "COMPSCI",
    "comparison": {
      "size": 46,
      "gpaPercentile": 87,
      "countPercentile": 2,
      "medianCount": 111,
      "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": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 26,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.6818181818181817

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

#### 1264

##### term

1264

##### gpa

3.875

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |

### benchmarks

#### all

##### school

###### size

4897

###### gpa

3.6433692136587967

###### top Share

80.89428564277722

###### count

149

##### COMPSCI

###### size

101

###### gpa

3.560052237988111

###### top Share

77.18526812838124

###### count

327

#### terms

##### 1074

###### school

###### size

695

###### gpa

3.3616924722887376

###### top Share

63.22509110105764

###### count

69

###### COMPSCI

###### size

13

###### gpa

3.0855368848689455

###### top Share

48.7445028912265

###### count

55

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

###### COMPSCI

###### size

14

###### gpa

3.144553029581605

###### top Share

50.3940565180559

###### count

59

##### 1094

###### school

###### size

758

###### gpa

3.3891454428111527

###### top Share

64.36369814389255

###### count

71

###### COMPSCI

###### size

16

###### gpa

3.1364214252215854

###### top Share

48.56845161086566

###### count

72

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### COMPSCI

###### size

19

###### gpa

3.1851402069816737

###### top Share

53.3667497934056

###### count

61

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### COMPSCI

###### size

22

###### gpa

3.200534462173063

###### top Share

56.78409435721555

###### count

51.5

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### COMPSCI

###### size

20

###### gpa

3.20674670802027

###### top Share

56.51588103392879

###### count

54.5

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### COMPSCI

###### size

23

###### gpa

3.2325357852525465

###### top Share

57.33650851473996

###### count

56

##### 1134

###### school

###### size

852

###### gpa

3.4138934207568203

###### top Share

66.35946578182744

###### count

66

###### COMPSCI

###### size

22

###### gpa

3.2424086213492718

###### top Share

59.28222765244668

###### count

68

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### COMPSCI

###### size

28

###### gpa

3.279575360328891

###### top Share

60.13197427273153

###### count

47.5

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### COMPSCI

###### size

30

###### gpa

3.3169698368361287

###### top Share

64.20051564737066

###### count

48.5

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### COMPSCI

###### size

35

###### gpa

3.3323013900568625

###### top Share

63.38685451839816

###### count

56

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### COMPSCI

###### size

32

###### gpa

3.2951719476979457

###### top Share

63.07751525075427

###### count

84

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

###### COMPSCI

###### size

30

###### gpa

3.3383019285046376

###### top Share

63.22952984555728

###### count

108

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### COMPSCI

###### size

38

###### gpa

3.3433846242383978

###### top Share

63.409438479169644

###### count

92

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### COMPSCI

###### size

41

###### gpa

3.3598624373657553

###### top Share

65.26544910639922

###### count

91

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### COMPSCI

###### size

45

###### gpa

3.4719336884851772

###### top Share

70.89188483398956

###### count

96

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### COMPSCI

###### size

46

###### gpa

3.457340982461054

###### top Share

70.00975704504911

###### count

111

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### COMPSCI

###### size

54

###### gpa

3.5244021201456657

###### top Share

75.07938169795783

###### count

101

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### COMPSCI

###### size

48

###### gpa

3.5022746140005943

###### top Share

73.13318776233326

###### count

105.5

## instructor Trends

```json
[
  {
    "uid": "instructor_8a8d069a7cfff58ad5a275b4",
    "name": "AN H DOAN",
    "count": 250,
    "terms": [
      {
        "term": "1084",
        "count": 22,
        "sections": 1,
        "gpa": 3.6136363636363638
      },
      {
        "term": "1094",
        "count": 12,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1104",
        "count": 14,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1122",
        "count": 23,
        "sections": 1,
        "gpa": 3.652173913043478
      },
      {
        "term": "1134",
        "count": 29,
        "sections": 1,
        "gpa": 3.7586206896551726
      },
      {
        "term": "1142",
        "count": 10,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1152",
        "count": 22,
        "sections": 1,
        "gpa": 3.8181818181818183
      },
      {
        "term": "1162",
        "count": 45,
        "sections": 1,
        "gpa": 3.7111111111111112
      },
      {
        "term": "1164",
        "count": 73,
        "sections": 1,
        "gpa": 3.6575342465753424
      }
    ]
  },
  {
    "uid": "instructor_7d17f8a074323efe3e30fddf",
    "name": "PARIS KOUTRIS",
    "count": 194,
    "terms": [
      {
        "term": "1174",
        "count": 19,
        "sections": 1,
        "gpa": 3.763157894736842
      },
      {
        "term": "1194",
        "count": 22,
        "sections": 1,
        "gpa": 3.8181818181818183
      },
      {
        "term": "1202",
        "count": 42,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1224",
        "count": 37,
        "sections": 1,
        "gpa": 3.8513513513513513
      },
      {
        "term": "1234",
        "count": 32,
        "sections": 1,
        "gpa": 3.84375
      },
      {
        "term": "1252",
        "count": 22,
        "sections": 1,
        "gpa": 3.6818181818181817
      },
      {
        "term": "1264",
        "count": 20,
        "sections": 1,
        "gpa": 3.875
      }
    ]
  },
  {
    "uid": "instructor_22409751a06ad12df2ecdf6e",
    "name": "JEFFREY NAUGHTON",
    "count": 75,
    "terms": [
      {
        "term": "1074",
        "count": 19,
        "sections": 1,
        "gpa": 3.5526315789473686
      },
      {
        "term": "1102",
        "count": 26,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1132",
        "count": 30,
        "sections": 1,
        "gpa": 3.6
      }
    ]
  }
]
```

## following

None recorded.
