# COMPSCI 740: Advanced Computer Networks | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_740)

## 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
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* 1222
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* 1204
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* 1192
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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

1951f61e4101513a2860459fee0887a7458336e5f284ba5575561bbdec62edcc

### course id

COMPSCI 740

### course uid

course\_b599104ce744034adf49c985

### catalog version id

61964101f653b125181076e1e7d01010f108b3765daf06744dcd8d9dca036a89

### course number

740

### subjects

* COMPSCI

### title

ADVANCED COMPUTER NETWORKS

### description

Advanced topics in computer communications networks: congestion and flow control; routing; rate-based protocols; high speed interfaces and technologies: metropolitan area networks; fast packet switching technologies; advanced applications; network services: name service, authentication, resource location.  Students are strongly encouraged to have knowledge of computer network design and protocols (e.g.,COMP SCI 640)

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:266:004323

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

6505e228f5976c7bb0dbf5c5cb6ff67d483b345557a4817af76d873e57f07fb5

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

COMPSCI 740 covers advanced topics in computer communications networks including congestion control, routing, and network services.

### llm topics

* Congestion and flow control
* Routing
* Rate-based protocols
* High speed interfaces and technologies
* Network services

### llm skills

* Advanced computer communications network analysis and design

### llm assumed background

* Knowledge of computer network design and protocols

### llm search phrases

* computer network design
* network protocols
* congestion control
* routing algorithms
* network security

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

7c621793df8340781b852515c0f10c67427c40e9241a47deb6b84b12e381e209

#### course id

COMPSCI 740

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_3ac838c6afee48372d59d98f",
    "message": null,
    "name": "Ming Liu",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:2882262",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Ming Liu",
            "review_date": "2023-02-17 02:18:38 +0000 UTC",
            "review_id": "e252a0be99954e89644c6f5a",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2882262",
            "source_review_id": "UmF0aW5nLTM3NDM4NzY2",
            "source_url": "https://www.ratemyprofessors.com/professor/2882262",
            "type": "review"
          },
          {
            "instructor_name": "Ming Liu",
            "review_date": "2023-05-25 16:49:26 +0000 UTC",
            "review_id": "f3fe896bded06d03f40799ba",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2882262",
            "source_review_id": "UmF0aW5nLTM3OTg5MDg2",
            "source_url": "https://www.ratemyprofessors.com/professor/2882262",
            "type": "review"
          },
          {
            "instructor_name": "Ming Liu",
            "review_date": "2024-12-21 00:24:18 +0000 UTC",
            "review_id": "6d8006622aceb82dcf0dea8a",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2882262",
            "source_review_id": "UmF0aW5nLTQwNDAyNjY4",
            "source_url": "https://www.ratemyprofessors.com/professor/2882262",
            "type": "review"
          },
          {
            "instructor_name": "Ming Liu",
            "review_date": "2026-02-05 16:32:39 +0000 UTC",
            "review_id": "1ec3bc3a23ba8992695d92f1",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2882262",
            "source_review_id": "UmF0aW5nLTQyNTg2MjQz",
            "source_url": "https://www.ratemyprofessors.com/professor/2882262",
            "type": "review"
          }
        ],
        "text": "Ming Liu is described as knowledgeable in networks and passionate about teaching, with reviewers noting he makes complex concepts easy to understand. Students value his clear explanations of papers and describe him as an excellent mentor and researcher."
      },
      {
        "citations": [
          {
            "instructor_name": "Ming Liu",
            "review_date": "2025-05-10 15:40:53 +0000 UTC",
            "review_id": "4600e9df8c5646b5e803952f",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2882262",
            "source_review_id": "UmF0aW5nLTQxMjM2NzMw",
            "source_url": "https://www.ratemyprofessors.com/professor/2882262",
            "type": "review"
          }
        ],
        "text": "One reviewer criticized Liu's class management, citing unclear grading and inconsistent quiz difficulty. This student also reported unfairness regarding final exam time limits, contrasting with the generally positive sentiment found in other reviews."
      },
      {
        "citations": [
          {
            "course_id": "COMPSCI 740",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
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              "kind": "grades",
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            },
            "table": "section_grades_latest",
            "term_id": "1234",
            "type": "grade"
          },
          {
            "course_id": "COMPSCI 740",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
            "source_record": {
              "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
              "file": "tables/observations.parquet",
              "kind": "grades",
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            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "COMPSCI 740",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
            "source_record": {
              "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2023: 3.92 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

One review criticizes class management and grading transparency, describing the experience as unfair due to mystery quizzes and exam proctoring issues.

```json
{
  "citations": [
    {
      "instructor_name": "Ming Liu",
      "review_date": "2025-05-10 15:40:53 +0000 UTC",
      "review_id": "4600e9df8c5646b5e803952f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTQxMjM2NzMw",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Ming Liu is the current instructor for COMPSCI 740. Historical reviews for Paul Barford show conflicting experiences, with one praising his interactive lectures and another offering no positive feedback.

```json
{
  "citations": [
    {
      "instructor_name": "Paul Barford",
      "review_date": "2018-10-08 13:19:04 +0000 UTC",
      "review_id": "95b8bb8672823430bea018ca",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1234698",
      "source_review_id": "UmF0aW5nLTMwNTUwODg3",
      "source_url": "https://www.ratemyprofessors.com/professor/1234698",
      "type": "review"
    },
    {
      "instructor_name": "Paul Barford",
      "review_date": "2026-03-28 01:00:27 +0000 UTC",
      "review_id": "52f29b8eb00c7727ac3ceb2d",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1234698",
      "source_review_id": "UmF0aW5nLTQyNzQ4NTQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/1234698",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Reviewers praise Ming Liu as an extremely knowledgeable and passionate instructor who makes complex network concepts easy to understand.

```json
{
  "citations": [
    {
      "instructor_name": "Ming Liu",
      "review_date": "2023-02-17 02:18:38 +0000 UTC",
      "review_id": "e252a0be99954e89644c6f5a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTM3NDM4NzY2",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    },
    {
      "instructor_name": "Ming Liu",
      "review_date": "2023-05-25 16:49:26 +0000 UTC",
      "review_id": "f3fe896bded06d03f40799ba",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTM3OTg5MDg2",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    },
    {
      "instructor_name": "Ming Liu",
      "review_date": "2024-12-21 00:24:18 +0000 UTC",
      "review_id": "6d8006622aceb82dcf0dea8a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTQwNDAyNjY4",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    },
    {
      "instructor_name": "Ming Liu",
      "review_date": "2026-02-05 16:32:39 +0000 UTC",
      "review_id": "1ec3bc3a23ba8992695d92f1",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTQyNTg2MjQz",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2024: 3.74 GPA, 84.2% A/AB (n=19 letter grades); Spring 2025: 3.66 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.82 GPA, 94.7% A/AB (n=19 letter grades).

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

Students appreciate Liu's clear explanations of abstract network concepts and his excellent selection of papers, recommending the course for both entry-level and graduate studies.

```json
{
  "citations": [
    {
      "instructor_name": "Ming Liu",
      "review_date": "2023-05-25 16:49:26 +0000 UTC",
      "review_id": "f3fe896bded06d03f40799ba",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTM3OTg5MDg2",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    },
    {
      "instructor_name": "Ming Liu",
      "review_date": "2024-12-21 00:24:18 +0000 UTC",
      "review_id": "6d8006622aceb82dcf0dea8a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2882262",
      "source_review_id": "UmF0aW5nLTQwNDAyNjY4",
      "source_url": "https://www.ratemyprofessors.com/professor/2882262",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

MING LIU is recorded teaching in Spring 2022, Spring 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
      "source_record": {
        "entity_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1d9e4abc-13f1-33a2-a266-06bd17a93da9",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 740",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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}
```

PAUL BARFORD is recorded teaching in Spring 2014, Spring 2016, Spring 2017, Fall 2018, Fall 2020, Fall 2022, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

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```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

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    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
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]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

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### offerings

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```

### sections

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```

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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1144",
    "term_name": "Spring 2014",
    "instructors": [
      "Paul Barford"
    ],
    "a": 8,
    "ab": 8,
    "b": 0,
    "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": 18,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "SRINIVASA AKELLA"
    ],
    "a": 16,
    "ab": 3,
    "b": 3,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "Paul Barford"
    ],
    "a": 12,
    "ab": 11,
    "b": 2,
    "bc": 1,
    "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": 28,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "Paul Barford"
    ],
    "a": 12,
    "ab": 0,
    "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": 16,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "SRINIVASA AKELLA"
    ],
    "a": 20,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 23,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Paul Barford"
    ],
    "a": 4,
    "ab": 5,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "SRINIVASA AKELLA"
    ],
    "a": 25,
    "ab": 2,
    "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": 27,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Paul Barford"
    ],
    "a": 5,
    "ab": 2,
    "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": 7,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Ming Liu"
    ],
    "a": 25,
    "ab": 0,
    "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": 26,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Paul Barford"
    ],
    "a": 4,
    "ab": 4,
    "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": 8,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Ming Liu"
    ],
    "a": 11,
    "ab": 2,
    "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": 13,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Ming Liu"
    ],
    "a": 13,
    "ab": 3,
    "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": 19,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Paul Barford"
    ],
    "a": 11,
    "ab": 1,
    "b": 3,
    "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": 16,
    "source_aliases": [
      "COMPSCI 740"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 740",
    "course_uid": "course_b599104ce744034adf49c985",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Ming Liu"
    ],
    "a": 13,
    "ab": 5,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "COMPSCI 740"
    ]
  }
]
```

### statistics

#### gpa

3.736

#### graded

399

#### counts

* 268
* 83
* 29
* 10
* 8
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b599104ce744034adf49c985-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b599104ce744034adf49c985-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b599104ce744034adf49c985-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b599104ce744034adf49c985-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_b599104ce744034adf49c985-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_b599104ce744034adf49c985-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b599104ce744034adf49c985-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b599104ce744034adf49c985-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b599104ce744034adf49c985-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b599104ce744034adf49c985-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.735588972431078

#### count

399

#### university

##### size

5180

##### gpa Percentile

51

##### count Percentile

73

##### median Count

165

##### 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 | 10    | false   |
| 2.8–3.2 | 359   | false   |
| 3.2–3.6 | 1428  | false   |
| 3.6–4.0 | 3382  | true    |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 105,
      "gpaPercentile": 59,
      "countPercentile": 54,
      "medianCount": 371,
      "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": 14,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 35,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 56,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.7142857142857144

##### count

7

##### departments

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

#### 1074

##### term

1074

##### gpa

3.5

##### count

17

##### departments

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

#### 1084

##### term

1084

##### gpa

3.8636363636363638

##### count

11

##### departments

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

#### 1092

##### term

1092

##### gpa

3.8125

##### count

16

##### departments

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

#### 1104

##### term

1104

##### gpa

3.8

##### count

25

##### departments

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

#### 1114

##### term

1114

##### gpa

3.727272727272727

##### count

22

##### departments

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

#### 1124

##### term

1124

##### gpa

3.5714285714285716

##### count

21

##### departments

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

#### 1134

##### term

1134

##### gpa

3.537037037037037

##### count

27

##### departments

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

#### 1144

##### term

1144

##### gpa

3.5555555555555554

##### count

18

##### departments

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

#### 1154

##### term

1154

##### gpa

3.739130434782609

##### count

23

##### departments

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

#### 1164

##### term

1164

##### gpa

3.5357142857142856

##### count

28

##### departments

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

#### 1174

##### term

1174

##### gpa

3.6875

##### count

16

##### departments

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

#### 1184

##### term

1184

##### gpa

3.9347826086956523

##### count

23

##### departments

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

#### 1192

##### term

1192

##### gpa

3.65

##### count

10

##### departments

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

#### 1204

##### term

1204

##### gpa

3.962962962962963

##### count

27

##### departments

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

#### 1212

##### term

1212

##### gpa

3.857142857142857

##### count

7

##### departments

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

#### 1224

##### term

1224

##### gpa

3.923076923076923

##### count

26

##### departments

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

#### 1232

##### term

1232

##### gpa

3.75

##### count

8

##### departments

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

#### 1234

##### term

1234

##### gpa

3.923076923076923

##### count

13

##### departments

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

#### 1252

##### term

1252

##### gpa

3.736842105263158

##### count

19

##### departments

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

#### 1254

##### term

1254

##### gpa

3.65625

##### count

16

##### departments

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

#### 1262

##### term

1262

##### gpa

3.8157894736842106

##### count

19

##### departments

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

### benchmarks

#### all

##### school

###### size

5180

###### gpa

3.669643088051944

###### top Share

82.4437389080949

###### count

165

##### COMPSCI

###### size

105

###### gpa

3.5875290099637325

###### top Share

78.51683739790545

###### count

371

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

###### COMPSCI

###### size

13

###### gpa

2.984228192055664

###### top Share

46.24763313433178

###### count

60

##### 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

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

###### COMPSCI

###### size

16

###### gpa

3.14888347660136

###### top Share

52.49548911325188

###### count

66.5

##### 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

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

###### COMPSCI

###### size

18

###### gpa

3.266230341473234

###### top Share

59.94733477037724

###### count

58

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

###### COMPSCI

###### size

22

###### gpa

3.1674244675767893

###### top Share

54.635052791099376

###### count

59

##### 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

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

###### COMPSCI

###### size

26

###### gpa

3.263233863996996

###### top Share

58.711877593449

###### count

70.5

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

###### COMPSCI

###### size

31

###### gpa

3.3515611477246905

###### top Share

66.93977839039297

###### count

63

##### 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

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### COMPSCI

###### size

31

###### gpa

3.329310414227759

###### top Share

61.243618316797935

###### count

126

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### COMPSCI

###### size

38

###### gpa

3.3453717241366854

###### top Share

64.2917310505246

###### count

95.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### COMPSCI

###### size

42

###### gpa

3.6240893265324647

###### top Share

79.98991493017058

###### count

90.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### COMPSCI

###### size

42

###### gpa

3.450396020252364

###### top Share

69.90950224603134

###### count

96

##### 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

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### COMPSCI

###### size

50

###### gpa

3.522872390836507

###### top Share

74.11555010870671

###### count

82.5

##### 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

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### COMPSCI

###### size

52

###### gpa

3.482652727664103

###### top Share

71.33786483648515

###### count

105

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### COMPSCI

###### size

53

###### gpa

3.533845597774486

###### top Share

75.31824598445624

###### count

82

## instructor Trends

```json
[
  {
    "uid": "instructor_bd2b7a70508c1f2de5b24c02",
    "name": "SRINIVASA AKELLA",
    "count": 212,
    "terms": [
      {
        "term": "1074",
        "count": 17,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1084",
        "count": 11,
        "sections": 1,
        "gpa": 3.8636363636363638
      },
      {
        "term": "1092",
        "count": 16,
        "sections": 1,
        "gpa": 3.8125
      },
      {
        "term": "1104",
        "count": 25,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1114",
        "count": 22,
        "sections": 1,
        "gpa": 3.727272727272727
      },
      {
        "term": "1124",
        "count": 21,
        "sections": 1,
        "gpa": 3.5714285714285716
      },
      {
        "term": "1134",
        "count": 27,
        "sections": 1,
        "gpa": 3.537037037037037
      },
      {
        "term": "1154",
        "count": 23,
        "sections": 1,
        "gpa": 3.739130434782609
      },
      {
        "term": "1184",
        "count": 23,
        "sections": 1,
        "gpa": 3.9347826086956523
      },
      {
        "term": "1204",
        "count": 27,
        "sections": 1,
        "gpa": 3.962962962962963
      }
    ]
  },
  {
    "uid": "instructor_06280f956c14ad683cd79755",
    "name": "PAUL BARFORD",
    "count": 103,
    "terms": [
      {
        "term": "1144",
        "count": 18,
        "sections": 1,
        "gpa": 3.5555555555555554
      },
      {
        "term": "1164",
        "count": 28,
        "sections": 1,
        "gpa": 3.5357142857142856
      },
      {
        "term": "1174",
        "count": 16,
        "sections": 1,
        "gpa": 3.6875
      },
      {
        "term": "1192",
        "count": 10,
        "sections": 1,
        "gpa": 3.65
      },
      {
        "term": "1212",
        "count": 7,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1232",
        "count": 8,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1254",
        "count": 16,
        "sections": 1,
        "gpa": 3.65625
      }
    ]
  },
  {
    "uid": "instructor_d39ead99f3aba04fad279471",
    "name": "MING LIU",
    "count": 77,
    "terms": [
      {
        "term": "1224",
        "count": 26,
        "sections": 1,
        "gpa": 3.923076923076923
      },
      {
        "term": "1234",
        "count": 13,
        "sections": 1,
        "gpa": 3.923076923076923
      },
      {
        "term": "1252",
        "count": 19,
        "sections": 1,
        "gpa": 3.736842105263158
      },
      {
        "term": "1262",
        "count": 19,
        "sections": 1,
        "gpa": 3.8157894736842106
      }
    ]
  },
  {
    "uid": "instructor_887db11b8e1e077c34b71053",
    "name": "CRISTIAN ESTAN",
    "count": 7,
    "terms": [
      {
        "term": "1072",
        "count": 7,
        "sections": 1,
        "gpa": 3.7142857142857144
      }
    ]
  }
]
```

## following

None recorded.
