# ECE/MATH/STAT 888: Topics in Mathematical Data Science | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECE_MATH_STAT_888)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
* 1264
* 1262
* 1254
* 1252
* 1244
* 1242
* 1234
* 1232
* 1224
* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
* 1182
* 1174
* 1172
* 1164
* 1162
* 1154
* 1152
* 1144
* 1142
* 1134
* 1132
* 1124
* 1122
* 1114
* 1112
* 1104
* 1102
* 1094
* 1092
* 1084
* 1082
* 1074
* 1072

### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
| AFRICAN   | 87    |
| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

e0baf0dec969c711cc6efe7a141f768ad9e6bfc63623e35892056d804f66fd32

### course id

ECE/MATH/STAT 888

### course uid

course\_41d1928ddf8536080547d0f0

### catalog version id

6b3e46cee74cae609840f83cbd21077efa5cfc2031ab91d2eee6dddfab992931

### course number

888

### subjects

* ECE
* MATH
* STAT

### title

TOPICS IN MATHEMATICAL DATA SCIENCE

### description

Advanced topics in the mathematical foundations of data science

### requirements text

Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program

### credits min

1

### credits max

3

### credit offering ids

* 1272:320:026070
* 1272:600:026070
* 1272:932:026070

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

6d8cfc878cef4fe05c017d716e6c008fce65d4d632f07f2930773bbe9428b867

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECE/MATH/STAT 888 covers advanced topics in the mathematical foundations of data science.

### llm topics

* Mathematical foundations of data science

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* mathematical foundations data science graduate
* ECE MATH STAT 888 topics
* advanced data science mathematics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

99413927510500dffb4c0e09ce5983d51c29f9fd77181b528da16f383b068159

#### course id

ECE/MATH/STAT 888

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_e1d5923716e3898909bb847b",
    "message": "No course-specific reviews available",
    "name": "Ulugbek Kamilov",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades); Fall 2025: 3.57 GPA, 90.5% A/AB (n=21 letter grades); Spring 2026: 3.76 GPA, 100.0% A/AB (n=17 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ECE/MATH/STAT 888",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1c3db811-d1e2-3db3-b991-afd9981d0356",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ECE/MATH/STAT 888",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1c3db811-d1e2-3db3-b991-afd9981d0356",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ECE/MATH/STAT 888",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "1c3db811-d1e2-3db3-b991-afd9981d0356",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "Graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "member of the Pre-Masters Mathematics (Visiting International) Program",
    "course": null,
    "evidence": "member of the Pre-Masters Mathematics (Visiting International) Program",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name            | email             | first\_observed\_at              | last\_observed\_at               | instructor\_url               |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------------- | ----------------- | -------------------------------- | -------------------------------- | ----------------------------- |
| instructor\_e1d5923716e3898909bb847b | enrollment | kamilov                | netid           | source\_identified | Ulugbek Kamilov | KAMILOV\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/ULUGBEK\_KAMILOV |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:320:026070",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1272",
    "source_course_id": "026070",
    "source_subject_id": "320",
    "title": "Topics in Mathematical Data Science",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:600:026070",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1272",
    "source_course_id": "026070",
    "source_subject_id": "600",
    "title": "Topics in Mathematical Data Science",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:932:026070",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1272",
    "source_course_id": "026070",
    "source_subject_id": "932",
    "title": "Topics in Mathematical Data Science",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:35930",
    "term_id": "1272",
    "source_section_id": "35930",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 30,
    "enrolled": 6,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36276",
    "term_id": "1272",
    "source_section_id": "36276",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 25,
    "enrolled": 7,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36277",
    "term_id": "1272",
    "source_section_id": "36277",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 25,
    "enrolled": 4,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_a19b17502e85c5e433a5c53f",
    "source": "madgrades",
    "source_instructor_id": "5110390",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SEBASTIEN ROCH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 12,
      "quality": 2.33,
      "difficulty": 4.08,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:1781624",
      "source_url": "https://www.ratemyprofessors.com/professor/1781624",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:06:27.124670+00:00",
      "courses": {
        "course_85a2851be919e3db46f0fbc1": {
          "review_count": 5,
          "quality": 2.8,
          "difficulty": 3.2,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_c602622d732dbbc9aceeeddf": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_b533f0f6b5fef2c11c4fa06c": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_6c15cc3b45a4c19a3ad6a2cd": {
          "review_count": 4,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.1610536147166224,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.329,
      "graded": 1102,
      "counts": [
        561,
        89,
        248,
        44,
        111,
        37,
        12
      ],
      "sections": 52
    },
    "instructor_url": "/instructors/SEBASTIEN_ROCH--instructor_a19b17502e85c5e433a5c53f"
  },
  {
    "instructor_uid": "instructor_c6eb016d8760227b7ff96b4b",
    "source": "madgrades",
    "source_instructor_id": "6183923",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AMY COCHRAN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 9,
      "quality": 4.67,
      "difficulty": 3.33,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:2795194",
      "source_url": "https://www.ratemyprofessors.com/professor/2795194",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:56:00.641594+00:00",
      "courses": {},
      "bayesian_quality": 3.973231574859721,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.57,
      "graded": 228,
      "counts": [
        127,
        48,
        35,
        8,
        4,
        5,
        1
      ],
      "sections": 36
    },
    "instructor_url": "/instructors/AMY_COCHRAN--instructor_c6eb016d8760227b7ff96b4b"
  },
  {
    "instructor_uid": "instructor_6cee1ae6c2c6ae042c8870e4",
    "source": "madgrades",
    "source_instructor_id": "4433347",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QIN LI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 28,
      "quality": 3.79,
      "difficulty": 3.11,
      "quality_count": 28,
      "difficulty_count": 28,
      "profile_id": "rmp:2059558",
      "source_url": "https://www.ratemyprofessors.com/professor/2059558",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:25.404917+00:00",
      "courses": {
        "course_cc1de60e9953cdd9c469e9a5": {
          "review_count": 6,
          "quality": 3.17,
          "difficulty": 2.83,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_f237678d9fac59631b4aa4ff": {
          "review_count": 6,
          "quality": 5,
          "difficulty": 3.5,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_0002a781bc9543f3a2ac1a94": {
          "review_count": 16,
          "quality": 3.56,
          "difficulty": 3.06,
          "quality_count": 16,
          "difficulty_count": 16
        }
      },
      "bayesian_quality": 3.7357024098110814,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.072,
      "graded": 1421,
      "counts": [
        489,
        237,
        270,
        133,
        178,
        82,
        32
      ],
      "sections": 44
    },
    "instructor_url": "/instructors/QIN_LI--instructor_6cee1ae6c2c6ae042c8870e4"
  },
  {
    "instructor_uid": "instructor_a0635de9e0867a015d9ba90e",
    "source": "madgrades",
    "source_instructor_id": "669258",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ROBERT NOWAK",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 21,
      "quality": 2.9,
      "difficulty": 4.48,
      "quality_count": 21,
      "difficulty_count": 21,
      "profile_id": "rmp:329243",
      "source_url": "https://www.ratemyprofessors.com/professor/329243",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:09:32.056734+00:00",
      "courses": {
        "course_b588d52f82ec62f25a4f2ece": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_1c943aa88ab6f61c9fa4c558": {
          "review_count": 3,
          "quality": 1.33,
          "difficulty": 4,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_a7ce5ee394c07ac642067916": {
          "review_count": 9,
          "quality": 2.44,
          "difficulty": 4.67,
          "quality_count": 9,
          "difficulty_count": 9
        },
        "course_e0dea279cb4bde9b3cec752e": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_a4ae993219c28eb4a4c5c7e2": {
          "review_count": 1,
          "quality": 3,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_368722b4e51915750b4c0050": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.2705784309983392,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.497,
      "graded": 936,
      "counts": [
        446,
        238,
        148,
        51,
        37,
        11,
        5
      ],
      "sections": 166
    },
    "instructor_url": "/instructors/ROBERT_NOWAK--instructor_a0635de9e0867a015d9ba90e"
  },
  {
    "instructor_uid": "instructor_7f6ea70d7cbf47dca5c5f58b",
    "source": "madgrades",
    "source_instructor_id": "3843717",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOSE RODRIGUEZ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 47,
      "quality": 1.91,
      "difficulty": 3.55,
      "quality_count": 47,
      "difficulty_count": 47,
      "profile_id": "rmp:2432572",
      "source_url": "https://www.ratemyprofessors.com/professor/2432572",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:30:27.091776+00:00",
      "courses": {
        "course_eec4aae06b946a73f1878be4": {
          "review_count": 9,
          "quality": 1.56,
          "difficulty": 4.22,
          "quality_count": 9,
          "difficulty_count": 9
        },
        "course_fa53f4954bab469b5d4c4fe3": {
          "review_count": 9,
          "quality": 2.22,
          "difficulty": 3.89,
          "quality_count": 9,
          "difficulty_count": 9
        },
        "course_8634dde81cc95f6c58014087": {
          "review_count": 10,
          "quality": 1.6,
          "difficulty": 3.4,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_6a5fd6b22fd05d58426ea680": {
          "review_count": 3,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_cc1de60e9953cdd9c469e9a5": {
          "review_count": 7,
          "quality": 1.57,
          "difficulty": 3,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_9b0dc1865ea603eb0083bc33": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_4aa5bbed0c86993f5f0dc832": {
          "review_count": 6,
          "quality": 3,
          "difficulty": 2.83,
          "quality_count": 6,
          "difficulty_count": 6
        }
      },
      "bayesian_quality": 2.432294263745252,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.198,
      "graded": 1054,
      "counts": [
        498,
        104,
        195,
        69,
        102,
        53,
        33
      ],
      "sections": 40
    },
    "instructor_url": "/instructors/JOSE_RODRIGUEZ--instructor_7f6ea70d7cbf47dca5c5f58b"
  },
  {
    "instructor_uid": "instructor_c2f40edad07a93567308c9bc",
    "source": "madgrades",
    "source_instructor_id": "6587778",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "GRIGORIS CHRYSOS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 25,
      "quality": 1.24,
      "difficulty": 4.8,
      "quality_count": 25,
      "difficulty_count": 25,
      "profile_id": "rmp:2984236",
      "source_url": "https://www.ratemyprofessors.com/professor/2984236",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:55.522895+00:00",
      "courses": {
        "course_b588d52f82ec62f25a4f2ece": {
          "review_count": 8,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 8,
          "difficulty_count": 8
        },
        "course_a7ce5ee394c07ac642067916": {
          "review_count": 2,
          "quality": 2.5,
          "difficulty": 4.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_2dc691819ab3968d0478921d": {
          "review_count": 15,
          "quality": 1.2,
          "difficulty": 4.73,
          "quality_count": 15,
          "difficulty_count": 15
        }
      },
      "bayesian_quality": 2.315415903798487,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.553,
      "graded": 274,
      "counts": [
        125,
        92,
        34,
        17,
        2,
        3,
        1
      ],
      "sections": 24
    },
    "instructor_url": "/instructors/GRIGORIS_CHRYSOS--instructor_c2f40edad07a93567308c9bc"
  },
  {
    "instructor_uid": "instructor_e1d5923716e3898909bb847b",
    "source": "enrollment",
    "source_instructor_id": "kamilov",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ulugbek Kamilov",
    "email": "KAMILOV@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ULUGBEK_KAMILOV"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Sebastien Roch"
    ],
    "a": 49,
    "ab": 0,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 51,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Amy Cochran"
    ],
    "a": 37,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 38,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Qin Li"
    ],
    "a": 20,
    "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": 22,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Qin Li"
    ],
    "a": 12,
    "ab": 5,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Robert Nowak"
    ],
    "a": 13,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 13,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Jose Rodriguez"
    ],
    "a": 17,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECE/MATH/STAT 888",
    "course_uid": "course_41d1928ddf8536080547d0f0",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Grigoris Chrysos"
    ],
    "a": 9,
    "ab": 8,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "ECE/MATH/STAT 888"
    ]
  }
]
```

### statistics

#### gpa

3.894

#### graded

179

#### counts

* 157
* 18
* 2
* 0
* 0
* 0
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_41d1928ddf8536080547d0f0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_41d1928ddf8536080547d0f0-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_41d1928ddf8536080547d0f0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_41d1928ddf8536080547d0f0-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_41d1928ddf8536080547d0f0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_41d1928ddf8536080547d0f0-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_41d1928ddf8536080547d0f0-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_41d1928ddf8536080547d0f0-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.893854748603352

#### count

179

#### university

##### size

3945

##### gpa Percentile

72

##### count Percentile

67

##### median Count

107

##### 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 | 12    | false   |
| 2.8–3.2 | 238   | false   |
| 3.2–3.6 | 958   | false   |
| 3.6–4.0 | 2736  | true    |

#### departments

```json
[
  {
    "subject": "ECE",
    "comparison": {
      "size": 102,
      "gpaPercentile": 85,
      "countPercentile": 62,
      "medianCount": 124,
      "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": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 42,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 55,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "MATH",
    "comparison": {
      "size": 105,
      "gpaPercentile": 73,
      "countPercentile": 63,
      "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": 1,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 4,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 23,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 29,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 48,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 64,
      "gpaPercentile": 87,
      "countPercentile": 52,
      "medianCount": 155,
      "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": 25,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 30,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1222

##### term

1222

##### gpa

3.9607843137254903

##### count

51

##### university

###### size

1157

###### gpa Percentile

93

###### count Percentile

38

###### 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": "ECE",
    "comparison": {
      "size": 41,
      "gpaPercentile": 95,
      "countPercentile": 23,
      "medianCount": 70,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 18,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 16,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "MATH",
    "comparison": {
      "size": 39,
      "gpaPercentile": 97,
      "countPercentile": 29,
      "medianCount": 63,
      "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": 5,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 13,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 97,
      "countPercentile": 35,
      "medianCount": 55.5,
      "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": 10,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.986842105263158

##### count

38

##### university

###### size

1216

###### gpa Percentile

94

###### count Percentile

17

###### median Count

66

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECE",
    "comparison": {
      "size": 44,
      "gpaPercentile": 95,
      "countPercentile": 19,
      "medianCount": 70,
      "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": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 93,
      "countPercentile": 24,
      "medianCount": 69,
      "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": 4,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 94,
      "countPercentile": 6,
      "medianCount": 60.5,
      "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": 11,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.9545454545454546

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |
| MATH    |            |
| STAT    |            |

#### 1242

##### term

1242

##### gpa

3.8529411764705883

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |
| MATH    |            |
| STAT    |            |

#### 1254

##### term

1254

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |
| MATH    |            |
| STAT    |            |

#### 1262

##### term

1262

##### gpa

3.5714285714285716

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |
| MATH    |            |
| STAT    |            |

#### 1264

##### term

1264

##### gpa

3.764705882352941

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ECE     |            |
| MATH    |            |
| STAT    |            |

### benchmarks

#### all

##### school

###### size

3945

###### gpa

3.6904564906701394

###### top Share

83.84127578818864

###### count

107

##### ECE

###### size

102

###### gpa

3.607332027680718

###### top Share

78.94146061248907

###### count

124

##### MATH

###### size

105

###### gpa

3.5157982924093645

###### top Share

72.92198640437155

###### count

116

##### STAT

###### size

64

###### gpa

3.5560082577300838

###### top Share

75.796171527829

###### count

155

#### terms

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ECE

###### size

41

###### gpa

3.502469130958549

###### top Share

72.06914460291064

###### count

70

###### MATH

###### size

39

###### gpa

3.2083447119296955

###### top Share

56.75007696473496

###### count

63

###### STAT

###### size

32

###### gpa

3.4861059411832307

###### top Share

71.46520654148341

###### count

55.5

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ECE

###### size

44

###### gpa

3.4583903966894223

###### top Share

70.01102622146537

###### count

70

###### MATH

###### size

43

###### gpa

3.2486774162409366

###### top Share

56.56203211471963

###### count

69

###### STAT

###### size

32

###### gpa

3.4024781451477413

###### top Share

66.63145704464162

###### count

60.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ECE

###### size

41

###### gpa

3.521247893399985

###### top Share

73.18909826442149

###### count

70

###### MATH

###### size

41

###### gpa

3.178489266862151

###### top Share

56.06874885619616

###### count

67

###### STAT

###### size

25

###### gpa

3.396227416481204

###### top Share

66.8429997070879

###### count

67

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ECE

###### size

41

###### gpa

3.4916867437115484

###### top Share

71.95296745580877

###### count

83

###### MATH

###### size

43

###### gpa

3.2449031633350183

###### top Share

58.03783489438137

###### count

80

###### STAT

###### size

34

###### gpa

3.4558758327213903

###### top Share

69.10154863162224

###### count

55

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ECE

###### size

40

###### gpa

3.5198762319632855

###### top Share

74.0918065550377

###### count

87.5

###### MATH

###### size

39

###### gpa

3.180435541912479

###### top Share

53.878371816747475

###### count

89

###### STAT

###### size

28

###### gpa

3.4752654121860003

###### top Share

68.35873780152826

###### count

70

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ECE

###### size

41

###### gpa

3.5162416044524014

###### top Share

73.72561877957347

###### count

82

###### MATH

###### size

43

###### gpa

3.2481769276584003

###### top Share

56.325967864851854

###### count

81

###### STAT

###### size

29

###### gpa

3.415022952129974

###### top Share

64.95385808199006

###### count

81

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ECE

###### size

45

###### gpa

3.5814138447018746

###### top Share

77.53027985486403

###### count

73

###### MATH

###### size

42

###### gpa

3.13598176627681

###### top Share

52.25969905887213

###### count

80

###### STAT

###### size

26

###### gpa

3.343399816676682

###### top Share

63.23102425546245

###### count

66

## instructor Trends

```json
[
  {
    "uid": "instructor_a19b17502e85c5e433a5c53f",
    "name": "SEBASTIEN ROCH",
    "count": 51,
    "terms": [
      {
        "term": "1222",
        "count": 51,
        "sections": 1,
        "gpa": 3.9607843137254903
      }
    ]
  },
  {
    "uid": "instructor_6cee1ae6c2c6ae042c8870e4",
    "name": "QIN LI",
    "count": 39,
    "terms": [
      {
        "term": "1234",
        "count": 22,
        "sections": 1,
        "gpa": 3.9545454545454546
      },
      {
        "term": "1242",
        "count": 17,
        "sections": 1,
        "gpa": 3.8529411764705883
      }
    ]
  },
  {
    "uid": "instructor_c6eb016d8760227b7ff96b4b",
    "name": "AMY COCHRAN",
    "count": 38,
    "terms": [
      {
        "term": "1232",
        "count": 38,
        "sections": 1,
        "gpa": 3.986842105263158
      }
    ]
  },
  {
    "uid": "instructor_7f6ea70d7cbf47dca5c5f58b",
    "name": "JOSE RODRIGUEZ",
    "count": 21,
    "terms": [
      {
        "term": "1262",
        "count": 21,
        "sections": 1,
        "gpa": 3.5714285714285716
      }
    ]
  },
  {
    "uid": "instructor_c2f40edad07a93567308c9bc",
    "name": "GRIGORIS CHRYSOS",
    "count": 17,
    "terms": [
      {
        "term": "1264",
        "count": 17,
        "sections": 1,
        "gpa": 3.764705882352941
      }
    ]
  },
  {
    "uid": "instructor_a0635de9e0867a015d9ba90e",
    "name": "ROBERT NOWAK",
    "count": 13,
    "terms": [
      {
        "term": "1254",
        "count": 13,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
