# COMPSCI 839: Core Topics in Computing | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_839)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T23:19:01.870283+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

53cdd49825fcf93098b3e8478dc883c5ad7a3cec2ef20ea5dcacb231c4c8d0a7

### course id

COMPSCI 839

### course uid

course\_cbc85add50a620f7e0abe663

### catalog version id

1c0f692e85235c013c3a6f1a22699212ca9ce53c8a4b3de893825d28aa9a223f

### course number

839

### subjects

* COMPSCI

### title

CORE TOPICS IN COMPUTING

### description

Topics selected from advanced areas.

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:266:024924
* 1272:266:024924.19
* 1272:266:024924.62
* 1272:266:024924.63

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

09639fe97e6e7c882da9650b11bd60c92a6f19165d5337f2da8401878901c45b

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

COMPSCI 839 covers selected topics from advanced areas in computing.

### llm topics

None recorded.

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* CORE TOPICS IN COMPUTING COMPSCI 839
* advanced computing topics graduate
* COMPSCI 839 syllabus topics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

552f8d1e2799387e95b9e0548f7142730a622bb8932c8017d0db561d5f2526b3

#### course id

COMPSCI 839

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_c015792b29d463dd3b20bfda",
    "message": null,
    "name": "Fred Sala",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:2670667",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Fred Sala",
            "review_date": "2025-12-24 21:09:48 +0000 UTC",
            "review_id": "62a99204d0acd3d3de58bb85",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2670667",
            "source_review_id": "UmF0aW5nLTQyMzkzNzQx",
            "source_url": "https://www.ratemyprofessors.com/professor/2670667",
            "type": "review"
          },
          {
            "instructor_name": "Fred Sala",
            "review_date": "2026-02-12 18:07:38 +0000 UTC",
            "review_id": "ce38759881fdc59455d4a991",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2670667",
            "source_review_id": "UmF0aW5nLTQyNjA3ODQz",
            "source_url": "https://www.ratemyprofessors.com/professor/2670667",
            "type": "review"
          }
        ],
        "text": "Fred Sala is highly praised for making the course interactive, intuitive, and engaging. Reviewers describe him as the best professor in the department and essential to take."
      },
      {
        "citations": [
          {
            "course_id": "COMPSCI 839",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
            "source_record": {
              "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "COMPSCI 839",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 6,
            "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
            "source_record": {
              "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "COMPSCI 839",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 5,
            "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
            "source_record": {
              "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2023: 3.98 GPA, 100.0% A/AB (n=66 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=103 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=71 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_28d63c5638ffa52090e68427",
    "message": "No course-specific reviews available",
    "name": "Josiah Hanna",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2761425",
    "summary": [
      {
        "citations": [
          {
            "course_id": "COMPSCI 839",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
            "source_record": {
              "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1232",
            "type": "grade"
          },
          {
            "course_id": "COMPSCI 839",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
            "source_record": {
              "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2022: 3.83 GPA, 90.0% A/AB (n=20 letter grades); Fall 2025: 3.74 GPA, 88.0% A/AB (n=25 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_4eda1e96fff30f4b53843dc0",
    "message": "No course-specific reviews available",
    "name": "Tianyu Li",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

Reviewers rate the difficulty as low to moderate, with ratings of 2 and 3 out of 5.

```json
{
  "citations": [
    {
      "instructor_name": "Fred Sala",
      "review_date": "2025-12-24 21:09:48 +0000 UTC",
      "review_id": "62a99204d0acd3d3de58bb85",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyMzkzNzQx",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    },
    {
      "instructor_name": "Fred Sala",
      "review_date": "2026-02-12 18:07:38 +0000 UTC",
      "review_id": "ce38759881fdc59455d4a991",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyNjA3ODQz",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Manolis Vlatakis: Manolis Vlatakis is described as an engaging, supportive, and enthusiastic instructor who cares about student success. Reviewers highlight his detailed slides, approachable nature, and ability to make hard topics accessible, though some note the homework is long or the material is rigorous.

```json
{
  "citations": [
    {
      "instructor_name": "Manolis Vlatakis",
      "review_date": "2025-10-02 15:40:54 +0000 UTC",
      "review_id": "27d472691efa150db18e2964",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3063651",
      "source_review_id": "UmF0aW5nLTQxNjgyMjkz",
      "source_url": "https://www.ratemyprofessors.com/professor/3063651",
      "type": "review"
    },
    {
      "instructor_name": "Manolis Vlatakis",
      "review_date": "2025-10-26 20:14:26 +0000 UTC",
      "review_id": "4aa1fb5e02dbe5c3da9a1b01",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3063651",
      "source_review_id": "UmF0aW5nLTQxNzU4MjIw",
      "source_url": "https://www.ratemyprofessors.com/professor/3063651",
      "type": "review"
    },
    {
      "instructor_name": "Manolis Vlatakis",
      "review_date": "2025-12-16 23:30:56 +0000 UTC",
      "review_id": "80605b266cfa81c921412a51",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3063651",
      "source_review_id": "UmF0aW5nLTQyMjk1NDcz",
      "source_url": "https://www.ratemyprofessors.com/professor/3063651",
      "type": "review"
    },
    {
      "instructor_name": "Manolis Vlatakis",
      "review_date": "2026-02-20 05:30:28 +0000 UTC",
      "review_id": "08856f901c3b6a36eeab4e1e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3063651",
      "source_review_id": "UmF0aW5nLTQyNjI5MjQy",
      "source_url": "https://www.ratemyprofessors.com/professor/3063651",
      "type": "review"
    },
    {
      "instructor_name": "Manolis Vlatakis",
      "review_date": "2026-02-23 17:42:25 +0000 UTC",
      "review_id": "1af9790df0b25a43a44f1c80",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3063651",
      "source_review_id": "UmF0aW5nLTQyNjM1OTQ0",
      "source_url": "https://www.ratemyprofessors.com/professor/3063651",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Fred Sala teaches an interactive and engaging course on foundation models that students highly recommend.

```json
{
  "citations": [
    {
      "instructor_name": "Fred Sala",
      "review_date": "2025-12-24 21:09:48 +0000 UTC",
      "review_id": "62a99204d0acd3d3de58bb85",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyMzkzNzQx",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    },
    {
      "instructor_name": "Fred Sala",
      "review_date": "2026-02-12 18:07:38 +0000 UTC",
      "review_id": "ce38759881fdc59455d4a991",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyNjA3ODQz",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.77 GPA, 88.6% A/AB (n=114 letter grades); Fall 2025: 3.94 GPA, 98.3% A/AB (n=179 letter grades); Spring 2026: 3.94 GPA, 100.0% A/AB (n=109 letter grades).

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Students find the class intuitive and enjoyable, praising the professor for making the topic engaging.

```json
{
  "citations": [
    {
      "instructor_name": "Fred Sala",
      "review_date": "2025-12-24 21:09:48 +0000 UTC",
      "review_id": "62a99204d0acd3d3de58bb85",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyMzkzNzQx",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    },
    {
      "instructor_name": "Fred Sala",
      "review_date": "2026-02-12 18:07:38 +0000 UTC",
      "review_id": "ce38759881fdc59455d4a991",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2670667",
      "source_review_id": "UmF0aW5nLTQyNjA3ODQz",
      "source_url": "https://www.ratemyprofessors.com/professor/2670667",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

EARLENCE FERNANDES is recorded teaching in Fall 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

JOSIAH HANNA is recorded teaching in Fall 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

MANOLIS VLATAKIS is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
        "entity_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "COMPSCI 839",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "d6ef5b4f-afe9-34ff-aba1-f8d8a067d56d",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
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    "source": "enrollment",
    "source_instructor_id": "fsala",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Fred Sala",
    "email": "FREDSALA@CS.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:39:02.768721+00:00",
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    "instructor_url": "/instructors/FRED_SALA"
  },
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    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Josiah Hanna",
    "email": "JPHANNA@CS.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "courses": {
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    "identity_status": "source_identified",
    "name": "Tianyu Li",
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    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/TIANYU_LI"
  }
]
```

### offerings

```json
[
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    "course_uid": "course_cbc85add50a620f7e0abe663",
    "term_id": "1272",
    "source_course_id": "024924",
    "source_subject_id": "266",
    "title": "Core Topics in Computing",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
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    "source_course_id": "024924.19",
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    "title": "Adv Topics in Reinforc Lrning",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "title": "AI Agents for Science",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
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    "semester": "1272",
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    "title": "Next Generation Data Systems",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  }
]
```

### sections

```json
[
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    "section_uid": "uw-section:1272:35661",
    "term_id": "1272",
    "source_section_id": "35661",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
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    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
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    "end_date": "2026-12-09 06:00:00+00:00"
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    "term_id": "1272",
    "source_section_id": "35932",
    "identity_basis": "class_number",
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    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
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    "email": null,
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      "source_url": "https://www.ratemyprofessors.com/professor/2281598",
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    "name": "AN H DOAN",
    "email": null,
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```

### grades

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    "instructors": [
      "CHANGHO SHIN",
      "Charles Yuan",
      "Fred Sala",
      "Jelena Diakonikolas",
      "Josiah Hanna",
      "MANOLIS VLATAKIS",
      "Tej Chajed"
    ],
    "a": 161,
    "ab": 15,
    "b": 2,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 182,
    "source_aliases": [
      "COMPSCI 839"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 839",
    "course_uid": "course_cbc85add50a620f7e0abe663",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Akarsh Prabhakara",
      "Aws Albarghouthi",
      "Gavin Brown",
      "MICHAEL HAGENOW",
      "Misha Khodak",
      "Tengyang Xie"
    ],
    "a": 95,
    "ab": 14,
    "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": 109,
    "source_aliases": [
      "COMPSCI 839"
    ]
  }
]
```

### statistics

#### gpa

3.908

#### graded

1695

#### counts

* 1447
* 202
* 40
* 2
* 2
* 0
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_cbc85add50a620f7e0abe663-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_cbc85add50a620f7e0abe663-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_cbc85add50a620f7e0abe663-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_cbc85add50a620f7e0abe663-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_cbc85add50a620f7e0abe663-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_cbc85add50a620f7e0abe663-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_cbc85add50a620f7e0abe663-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_cbc85add50a620f7e0abe663-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_cbc85add50a620f7e0abe663-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_cbc85add50a620f7e0abe663-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9079646017699115

#### count

1695

#### university

##### size

5037

##### gpa Percentile

74

##### count Percentile

95

##### median Count

153

##### 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 | 8     | false   |
| 2.8–3.2 | 259   | false   |
| 3.2–3.6 | 1232  | false   |
| 3.6–4.0 | 3538  | true    |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 107,
      "gpaPercentile": 88,
      "countPercentile": 80,
      "medianCount": 356,
      "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": 33,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 60,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1184

##### term

1184

##### gpa

3.816793893129771

##### count

131

##### university

###### size

1010

###### gpa Percentile

79

###### count Percentile

77

###### 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": "COMPSCI",
    "comparison": {
      "size": 31,
      "gpaPercentile": 87,
      "countPercentile": 53,
      "medianCount": 126,
      "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": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1192

##### term

1192

##### gpa

3.8846153846153846

##### count

39

##### university

###### size

1077

###### gpa Percentile

84

###### count Percentile

19

###### 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 | 22    | false   |
| 2.8–3.2 | 203   | false   |
| 3.2–3.6 | 370   | false   |
| 3.6–4.0 | 481   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 38,
      "gpaPercentile": 86,
      "countPercentile": 3,
      "medianCount": 95.5,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 10,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": true
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

3.8164556962025316

##### count

79

##### university

###### size

1040

###### gpa Percentile

78

###### count Percentile

58

###### 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   | false   |
| 3.6–4.0 | 454   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 38,
      "gpaPercentile": 81,
      "countPercentile": 41,
      "medianCount": 92,
      "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": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1202

##### term

1202

##### gpa

3.890625

##### count

32

##### university

###### size

1102

###### gpa Percentile

86

###### count Percentile

5

###### 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": 88,
      "countPercentile": 3,
      "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
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.9558823529411766

##### count

102

##### university

###### size

1012

###### gpa Percentile

85

###### count Percentile

71

###### 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": "COMPSCI",
    "comparison": {
      "size": 42,
      "gpaPercentile": 93,
      "countPercentile": 54,
      "medianCount": 90.5,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 19,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": true
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.9411764705882355

##### count

51

##### university

###### size

1111

###### gpa Percentile

89

###### count Percentile

35

###### 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 | 0     | false   |
| 2.4–2.8 | 4     | false   |
| 2.8–3.2 | 159   | false   |
| 3.2–3.6 | 337   | false   |
| 3.6–4.0 | 611   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 42,
      "gpaPercentile": 88,
      "countPercentile": 12,
      "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": 12,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.8285714285714287

##### count

35

##### university

###### size

1157

###### gpa Percentile

75

###### count Percentile

12

###### 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 | 1     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 351   | false   |
| 3.6–4.0 | 614   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 46,
      "gpaPercentile": 89,
      "countPercentile": 2,
      "medianCount": 94.5,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 23,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.943452380952381

##### count

168

##### university

###### size

1171

###### gpa Percentile

88

###### count Percentile

86

###### 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": 95,
      "countPercentile": 66,
      "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
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.8688524590163933

##### count

61

##### university

###### size

1216

###### gpa Percentile

78

###### count Percentile

46

###### median Count

66

###### histogram

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

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 50,
      "gpaPercentile": 82,
      "countPercentile": 37,
      "medianCount": 82.5,
      "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": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 19,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": true
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.90625

##### count

128

##### university

###### size

1188

###### gpa Percentile

81

###### count Percentile

78

###### 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": 91,
      "countPercentile": 56,
      "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
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.951530612244898

##### count

196

##### university

###### size

1295

###### gpa Percentile

89

###### count Percentile

86

###### median Count

67

###### histogram

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

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 52,
      "gpaPercentile": 92,
      "countPercentile": 73,
      "medianCount": 99,
      "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": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 20,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": true
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.893939393939394

##### count

66

##### university

###### size

1241

###### gpa Percentile

81

###### count Percentile

50

###### 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": "COMPSCI",
    "comparison": {
      "size": 46,
      "gpaPercentile": 87,
      "countPercentile": 22,
      "medianCount": 116,
      "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": 18,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.970731707317073

##### count

205

##### university

###### size

1333

###### gpa Percentile

92

###### count Percentile

87

###### median Count

69

###### histogram

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

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 54,
      "gpaPercentile": 92,
      "countPercentile": 70,
      "medianCount": 101,
      "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": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 23,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": true
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.7719298245614037

##### count

114

##### university

###### size

1289

###### gpa Percentile

62

###### count Percentile

75

###### 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": "COMPSCI",
    "comparison": {
      "size": 52,
      "gpaPercentile": 78,
      "countPercentile": 57,
      "medianCount": 105,
      "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": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 24,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.9385474860335195

##### count

179

##### university

###### size

1320

###### gpa Percentile

86

###### count Percentile

84

###### median Count

70

###### histogram

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

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 53,
      "gpaPercentile": 88,
      "countPercentile": 65,
      "medianCount": 82,
      "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": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 22,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 21,
          "current": true
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.9357798165137616

##### count

109

##### university

###### size

1283

###### gpa Percentile

85

###### count Percentile

72

###### 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": "COMPSCI",
    "comparison": {
      "size": 48,
      "gpaPercentile": 89,
      "countPercentile": 51,
      "medianCount": 105.5,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 19,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

5037

###### gpa

3.7017037016619163

###### top Share

84.44393022206597

###### count

153

##### COMPSCI

###### size

107

###### gpa

3.605185351629869

###### top Share

79.35821421566655

###### count

356

#### terms

##### 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

##### 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

##### 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

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### COMPSCI

###### size

46

###### gpa

3.4266761668874532

###### top Share

68.93117403010548

###### count

94.5

##### 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

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### COMPSCI

###### size

52

###### gpa

3.5206188715369935

###### top Share

74.2043106737207

###### count

99

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### COMPSCI

###### size

46

###### gpa

3.477413782571094

###### top Share

70.8725394264854

###### count

116

##### 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

##### 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_af16104742d8097ec002fbe2",
    "name": "FRED SALA",
    "count": 272,
    "terms": [
      {
        "term": "1224",
        "count": 32,
        "sections": 1,
        "gpa": 3.984375
      },
      {
        "term": "1242",
        "count": 66,
        "sections": 1,
        "gpa": 3.984848484848485
      },
      {
        "term": "1252",
        "count": 103,
        "sections": 1,
        "gpa": 3.995145631067961
      },
      {
        "term": "1262",
        "count": 71,
        "sections": 1,
        "gpa": 3.9859154929577465
      }
    ]
  },
  {
    "uid": "instructor_8a8d069a7cfff58ad5a275b4",
    "name": "AN H DOAN",
    "count": 257,
    "terms": [
      {
        "term": "1184",
        "count": 87,
        "sections": 1,
        "gpa": 3.7586206896551726
      },
      {
        "term": "1194",
        "count": 79,
        "sections": 1,
        "gpa": 3.8164556962025316
      },
      {
        "term": "1234",
        "count": 34,
        "sections": 1,
        "gpa": 3.911764705882353
      },
      {
        "term": "1244",
        "count": 57,
        "sections": 1,
        "gpa": 3.9035087719298245
      }
    ]
  },
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  {
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      }
    ]
  }
]
```

## following

None recorded.

## projection

### target

1272

### interval

#### lower

3.85

#### upper

4

#### coverage

80

#### terms

5

### gpa

3.924663184163245

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 87.29766038574526   |
| AB    | 10.503504548151845  |
| B     | 2.032646579109471   |
| BC    | 0.16618848699342423 |
| C     | 0                   |
| D     | 0                   |
| F     | 0                   |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

676

### same Season

true

### historical Range

* 3.8285714285714283
* 3.970731707317073

### backtest

#### terms

5

#### gpa Error

0.05131077876079813

#### mix Error

8.429400292916144
