# MATH 96: Preparatory Algebra | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/MATH_96)

## 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

0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee

### course id

MATH 96

### course uid

course\_d50f100f2b6a26994da36e3f

### catalog version id

54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082

### course number

96

### subjects

* MATH

### title

PREPARATORY ALGEBRA

### description

Covers the necessary mathematical tools needed to succeed in our algebra course and provides fundamental mathematical skills. Topics include real numbers, linear equations and inequalities, integral and fractional exponents, polynomials and their arithmetic, polynomial equations and equations with fractional exponents, the quadratic formula and completing the square, systems of two linear equations, graphing, and problem solving using algebra and graphs. All students must pass an assessment on basic mathematical skills to complete the course. The course does not count for degree credit.

### requirements text

Placement intoMATH 96

### credits min

3

### credits max

3

### credit offering ids

* 1272:600:024585

### llm job id

enrich-ecd149b6a6e0877fce2f3d1c

### llm output id

f53c7362b1bd8f9b0760959b77bbc0822525cf2adc825b81d51ea2c2a8f0c7ec

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.

### llm topics

* Real numbers, linear equations, inequalities, and exponents
* Polynomials and their arithmetic
* Quadratic formula and completing the square
* Systems of linear equations and graphing

### llm skills

* Fundamental mathematical skills
* Problem solving using algebra and graphs

### llm assumed background

None recorded.

### llm search phrases

* preparatory algebra
* MATH 96 prerequisites
* basic math skills assessment
* algebra readiness test

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

ef4d0ad3878568fbf15608337109237ae3d56401665afbb9ffd66fa3597bbca5

#### course id

MATH 96

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_0cb802c31df94c0cd00de8b2",
    "message": "No course-specific reviews available",
    "name": "Ali Aligholi",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_d9c856084a1e4b5c6717a38b",
    "message": "No course-specific reviews available",
    "name": "Awildo Gutierrez",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_c18bf38b5c60e2fa76d6fafb",
    "message": "No course-specific reviews available",
    "name": "Eshaan Bhansali",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_3d9153f2e7e9f2eb1e676403",
    "message": "No course-specific reviews available",
    "name": "Hieu Nguyen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_00f2ba366c62bbcaa751e191",
    "message": "No course-specific reviews available",
    "name": "Jia Hao Tan",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "MATH 96",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 13,
            "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
            "source_record": {
              "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "MATH 96",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
            "source_record": {
              "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 2.79 GPA, 34.1% A/AB (n=41 letter grades); Fall 2025: 3.16 GPA, 52.7% A/AB (n=55 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_d64373cb988c2ba3d9f54d46",
    "message": "No course-specific reviews available",
    "name": "Ohhoon Kwon",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_e367b2cd20bda57d0cd50db6",
    "message": "No course-specific reviews available",
    "name": "Rachel Heikkinen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_e68c879a0e7d47f4c7fdac7e",
    "message": "No course-specific reviews available",
    "name": "Ryan Tamura",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "MATH 96",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 18,
            "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
            "source_record": {
              "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "MATH 96",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 12,
            "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
            "source_record": {
              "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 2.71 GPA, 42.9% A/AB (n=42 letter grades); Fall 2025: 2.99 GPA, 53.7% A/AB (n=54 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_70937914bd651203f08978c2",
    "message": "No course-specific reviews available",
    "name": "Zaidan Wu",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2923961",
    "summary": []
  },
  {
    "instructor_uid": "instructor_faebd30a7508082c15e9b8b0",
    "message": "No course-specific reviews available",
    "name": "Zihao Sun",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

One historical review rated the difficulty as very low, suggesting minimal effort was required.

```json
{
  "citations": [
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-09-10 09:55:02 +0000 UTC",
      "review_id": "e917c6bde5a413330645a994",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMwNDkxNjQ2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews for Chaojie Yuan describe him as kind and helpful, offering extensions and ensuring student understanding. However, one reviewer noted his accent could initially make lectures difficult to follow, though this improved over time.

```json
{
  "citations": [
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-09-10 09:55:02 +0000 UTC",
      "review_id": "e917c6bde5a413330645a994",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMwNDkxNjQ2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    },
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-12-19 20:39:29 +0000 UTC",
      "review_id": "b022c7d754135df55730319c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMxMTAzODU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Chaojie Yuan describe the course as easy and the instructor as kind and accommodating, though his accent can initially hinder clarity.

```json
{
  "citations": [
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-09-10 09:55:02 +0000 UTC",
      "review_id": "e917c6bde5a413330645a994",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMwNDkxNjQ2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    },
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-12-19 20:39:29 +0000 UTC",
      "review_id": "b022c7d754135df55730319c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMxMTAzODU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 2.47 GPA, 30.4% A/AB (n=92 letter grades); Fall 2025: 2.96 GPA, 47.2% A/AB (n=684 letter grades); Spring 2026: 2.59 GPA, 31.9% A/AB (n=72 letter grades).

```json
{
  "citations": [
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of Chaojie Yuan: Students appreciated the instructor's willingness to provide extensions and ensure understanding, despite occasional difficulties with his accent.

```json
{
  "citations": [
    {
      "instructor_name": "Chaojie Yuan",
      "review_date": "2018-12-19 20:39:29 +0000 UTC",
      "review_id": "b022c7d754135df55730319c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2402238",
      "source_review_id": "UmF0aW5nLTMxMTAzODU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

CHAOJIE YUAN is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    }
  ]
}
```

JIA HAO TAN is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

RYAN TAMURA is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 18,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "MATH 96",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
      "source_record": {
        "entity_id": "5d74a1e4-7ee9-351c-ab73-a8bcdd84a334",
        "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": "Placement intoMATH 96",
    "course": null,
    "evidence": "Placement intoMATH 96",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

* The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96

#### root

n0

#### status

needs\_review

### instructors

```json
[
  {
    "instructor_uid": "instructor_0cb802c31df94c0cd00de8b2",
    "source": "enrollment",
    "source_instructor_id": "aligholi",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ali Aligholi",
    "email": "ALIGHOLI@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/ALI_ALIGHOLI"
  },
  {
    "instructor_uid": "instructor_d9c856084a1e4b5c6717a38b",
    "source": "enrollment",
    "source_instructor_id": "gutierrez24",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Awildo Gutierrez",
    "email": "AWILDO.GUTIERREZ@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/AWILDO_GUTIERREZ"
  },
  {
    "instructor_uid": "instructor_c18bf38b5c60e2fa76d6fafb",
    "source": "enrollment",
    "source_instructor_id": "ebhansali",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Eshaan Bhansali",
    "email": "EBHANSALI@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/ESHAAN_BHANSALI"
  },
  {
    "instructor_uid": "instructor_3d9153f2e7e9f2eb1e676403",
    "source": "enrollment",
    "source_instructor_id": "htnguyen34",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hieu Nguyen",
    "email": "HTNGUYEN34@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/HIEU_NGUYEN"
  },
  {
    "instructor_uid": "instructor_00f2ba366c62bbcaa751e191",
    "source": "enrollment",
    "source_instructor_id": "jtan84",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jia Hao Tan",
    "email": "JTAN84@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/JIA_HAO_TAN"
  },
  {
    "instructor_uid": "instructor_d64373cb988c2ba3d9f54d46",
    "source": "enrollment",
    "source_instructor_id": "okwon9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ohhoon Kwon",
    "email": "KWON@MATH.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/OHHOON_KWON"
  },
  {
    "instructor_uid": "instructor_e367b2cd20bda57d0cd50db6",
    "source": "enrollment",
    "source_instructor_id": "rheikkinen",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Rachel Heikkinen",
    "email": "RHEIKKINEN@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/RACHEL_HEIKKINEN"
  },
  {
    "instructor_uid": "instructor_e68c879a0e7d47f4c7fdac7e",
    "source": "enrollment",
    "source_instructor_id": "rtamura2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ryan Tamura",
    "email": "RTAMURA2@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/RYAN_TAMURA"
  },
  {
    "instructor_uid": "instructor_70937914bd651203f08978c2",
    "source": "enrollment",
    "source_instructor_id": "zwu432",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Zaidan Wu",
    "email": "ZWU432@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": {
      "review_count": 3,
      "quality": 2.33,
      "difficulty": 4.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2923961",
      "source_url": "https://www.ratemyprofessors.com/professor/2923961",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:56:09.365368+00:00",
      "courses": {
        "course_dcdb624e3fb8cbaf9a557ab9": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.4862485074318217,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ZAIDAN_WU"
  },
  {
    "instructor_uid": "instructor_faebd30a7508082c15e9b8b0",
    "source": "enrollment",
    "source_instructor_id": "zsun333",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Zihao Sun",
    "email": "ZSUN333@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/ZIHAO_SUN"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:600:024585",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1272",
    "source_course_id": "024585",
    "source_subject_id": "600",
    "title": "Preparatory Algebra",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall, Spring"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19288",
    "term_id": "1272",
    "source_section_id": "19288",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 38,
    "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:1272:19289",
    "term_id": "1272",
    "source_section_id": "19289",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 52,
    "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:1272:20774",
    "term_id": "1272",
    "source_section_id": "20774",
    "identity_basis": "class_number",
    "section_number": "006",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 50,
    "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:1272:22599",
    "term_id": "1272",
    "source_section_id": "22599",
    "identity_basis": "class_number",
    "section_number": "008",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 52,
    "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:1272:26535",
    "term_id": "1272",
    "source_section_id": "26535",
    "identity_basis": "class_number",
    "section_number": "010",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 50,
    "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:1272:28283",
    "term_id": "1272",
    "source_section_id": "28283",
    "identity_basis": "class_number",
    "section_number": "013",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 31,
    "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:1272:29087",
    "term_id": "1272",
    "source_section_id": "29087",
    "identity_basis": "class_number",
    "section_number": "009",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 45,
    "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:1272:29088",
    "term_id": "1272",
    "source_section_id": "29088",
    "identity_basis": "class_number",
    "section_number": "011",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 42,
    "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:1272:30285",
    "term_id": "1272",
    "source_section_id": "30285",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 47,
    "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:1272:30754",
    "term_id": "1272",
    "source_section_id": "30754",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 52,
    "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:1272:30755",
    "term_id": "1272",
    "source_section_id": "30755",
    "identity_basis": "class_number",
    "section_number": "005",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 57,
    "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:1272:30756",
    "term_id": "1272",
    "source_section_id": "30756",
    "identity_basis": "class_number",
    "section_number": "007",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 53,
    "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:1272:30757",
    "term_id": "1272",
    "source_section_id": "30757",
    "identity_basis": "class_number",
    "section_number": "012",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 34,
    "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_579d5b4f9ba5121b8093add3",
    "source": "madgrades",
    "source_instructor_id": "5908375",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ZONGSHEN WU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.972,
      "graded": 54,
      "counts": [
        17,
        6,
        11,
        9,
        7,
        2,
        2
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/ZONGSHEN_WU"
  },
  {
    "instructor_uid": "instructor_b735967ec14242dac7410f8a",
    "source": "madgrades",
    "source_instructor_id": "5862512",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YUGALI GULLAPALLI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.188,
      "graded": 24,
      "counts": [
        9,
        5,
        2,
        6,
        1,
        0,
        1
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/YUGALI_GULLAPALLI"
  },
  {
    "instructor_uid": "instructor_d82d6f5bab3029ebbdfcf0a6",
    "source": "madgrades",
    "source_instructor_id": "5052434",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TASNIA TABASSUM",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.36,
      "graded": 50,
      "counts": [
        20,
        12,
        11,
        2,
        4,
        0,
        1
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/TASNIA_TABASSUM--instructor_d82d6f5bab3029ebbdfcf0a6"
  },
  {
    "instructor_uid": "instructor_1298f1293fb6711365c394f8",
    "source": "madgrades",
    "source_instructor_id": "5915562",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BHASKAR PUGGAL",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.727,
      "graded": 220,
      "counts": [
        32,
        23,
        73,
        17,
        59,
        12,
        4
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/BHASKAR_PUGGAL"
  },
  {
    "instructor_uid": "instructor_264804abb7b3f239720328ef",
    "source": "madgrades",
    "source_instructor_id": "5015791",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL POWERS",
    "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": 5,
      "quality": 3.2,
      "difficulty": 2.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2205740",
      "source_url": "https://www.ratemyprofessors.com/professor/2205740",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:41.194775+00:00",
      "courses": {
        "course_3464c11254a81dbe86277318": {
          "review_count": 3,
          "quality": 2,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.5677486268372762,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.881,
      "graded": 118,
      "counts": [
        26,
        11,
        33,
        19,
        22,
        7,
        0
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/MICHAEL_POWERS"
  },
  {
    "instructor_uid": "instructor_75f4d452fcafe70df5fad76b",
    "source": "madgrades",
    "source_instructor_id": "5258575",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHAOJIE YUAN",
    "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": 3,
      "quality": 4.67,
      "difficulty": 2.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2402238",
      "source_url": "https://www.ratemyprofessors.com/professor/2402238",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:16.455535+00:00",
      "courses": {
        "course_8634dde81cc95f6c58014087": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_d50f100f2b6a26994da36e3f": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.79146589873617,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.734,
      "graded": 32,
      "counts": [
        6,
        4,
        8,
        3,
        8,
        2,
        1
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/CHAOJIE_YUAN--instructor_75f4d452fcafe70df5fad76b"
  },
  {
    "instructor_uid": "instructor_7c48e21869c0eed8036f2961",
    "source": "madgrades",
    "source_instructor_id": "6183325",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JUSTIN SUKIENNIK",
    "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": 70,
      "quality": 2.96,
      "difficulty": 3.6,
      "quality_count": 70,
      "difficulty_count": 70,
      "profile_id": "rmp:2521051",
      "source_url": "https://www.ratemyprofessors.com/professor/2521051",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:29:19.159502+00:00",
      "courses": {
        "course_6bc496e4640fd08f71e1b041": {
          "review_count": 10,
          "quality": 4.5,
          "difficulty": 3.2,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_65e8e94bbd9a434f7539af0a": {
          "review_count": 10,
          "quality": 4.5,
          "difficulty": 2.9,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_60c2767a206a079d3af2a1a4": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_7e12e6bf6be7a81f7ca74420": {
          "review_count": 10,
          "quality": 1.7,
          "difficulty": 4.5,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_3464c11254a81dbe86277318": {
          "review_count": 31,
          "quality": 1.9,
          "difficulty": 3.61,
          "quality_count": 31,
          "difficulty_count": 31
        },
        "course_fa53f4954bab469b5d4c4fe3": {
          "review_count": 7,
          "quality": 5,
          "difficulty": 3.57,
          "quality_count": 7,
          "difficulty_count": 7
        }
      },
      "bayesian_quality": 3.115485729677021,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.721,
      "graded": 3249,
      "counts": [
        563,
        394,
        853,
        408,
        708,
        216,
        107
      ],
      "sections": 105
    },
    "instructor_url": "/instructors/JUSTIN_SUKIENNIK--instructor_7c48e21869c0eed8036f2961"
  },
  {
    "instructor_uid": "instructor_9e2b9a0608bc4bdc5421a62c",
    "source": "madgrades",
    "source_instructor_id": "5907938",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JENNY WEI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 1,
      "difficulty": 5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2955552",
      "source_url": "https://www.ratemyprofessors.com/professor/2955552",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:08.798032+00:00",
      "courses": {
        "course_3464c11254a81dbe86277318": {
          "review_count": 2,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.417896166860541,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.671,
      "graded": 211,
      "counts": [
        32,
        27,
        55,
        24,
        52,
        12,
        9
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/JENNY_WEI--instructor_9e2b9a0608bc4bdc5421a62c"
  },
  {
    "instructor_uid": "instructor_7e0ff01721a2109ef384e09a",
    "source": "madgrades",
    "source_instructor_id": "5182990",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAKE MALLOY",
    "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": 20,
      "quality": 2.5,
      "difficulty": 3.45,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:2289672",
      "source_url": "https://www.ratemyprofessors.com/professor/2289672",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:34:58.338082+00:00",
      "courses": {
        "course_3464c11254a81dbe86277318": {
          "review_count": 19,
          "quality": 2.42,
          "difficulty": 3.53,
          "quality_count": 19,
          "difficulty_count": 19
        }
      },
      "bayesian_quality": 3.0798428917732976,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.888,
      "graded": 410,
      "counts": [
        115,
        52,
        79,
        42,
        90,
        20,
        12
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/JAKE_MALLOY--instructor_7e0ff01721a2109ef384e09a"
  },
  {
    "instructor_uid": "instructor_0ec4c3df07eca2281f3f5730",
    "source": "madgrades",
    "source_instructor_id": "4976824",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PARTH KHATRI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.465,
      "graded": 43,
      "counts": [
        1,
        6,
        10,
        8,
        13,
        5,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/PARTH_KHATRI"
  },
  {
    "instructor_uid": "instructor_1c955a650f99c6571c466738",
    "source": "madgrades",
    "source_instructor_id": "5666451",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SIDNEY JENNINGS",
    "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": 1,
      "quality": 4,
      "difficulty": 3,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2559340",
      "source_url": "https://www.ratemyprofessors.com/professor/2559340",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:35.226527+00:00",
      "courses": {},
      "bayesian_quality": 3.675891222425329,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.551,
      "graded": 273,
      "counts": [
        177,
        28,
        39,
        5,
        15,
        4,
        5
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/SIDNEY_JENNINGS--instructor_1c955a650f99c6571c466738"
  },
  {
    "instructor_uid": "instructor_8918970a9ed3e055f047ae0c",
    "source": "madgrades",
    "source_instructor_id": "5271626",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ALEXANDER MINE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.96,
      "graded": 137,
      "counts": [
        40,
        14,
        32,
        17,
        26,
        6,
        2
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/ALEXANDER_MINE--instructor_8918970a9ed3e055f047ae0c"
  },
  {
    "instructor_uid": "instructor_fcda7b161c36e16f0b4de11f",
    "source": "madgrades",
    "source_instructor_id": "5183889",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HYEJIN YEON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 5,
      "difficulty": 2,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2476594",
      "source_url": "https://www.ratemyprofessors.com/professor/2476594",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:20.214553+00:00",
      "courses": {
        "course_c9bdf631650ccfb896fcfc26": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.781532530496905,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.781,
      "graded": 128,
      "counts": [
        31,
        13,
        29,
        17,
        24,
        9,
        5
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/HYEJIN_YEON--instructor_fcda7b161c36e16f0b4de11f"
  },
  {
    "instructor_uid": "instructor_21fdf1d25cb03060e5c4ff0b",
    "source": "madgrades",
    "source_instructor_id": "6069398",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "WILLIAM HARDT",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.284,
      "graded": 37,
      "counts": [
        2,
        6,
        6,
        3,
        12,
        6,
        2
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/WILLIAM_HARDT--instructor_21fdf1d25cb03060e5c4ff0b"
  },
  {
    "instructor_uid": "instructor_5178f2a1ef8ab44b236a6a00",
    "source": "madgrades",
    "source_instructor_id": "5539880",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRYAN OAKLEY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 1.75,
      "difficulty": 3.5,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2690031",
      "source_url": "https://www.ratemyprofessors.com/professor/2690031",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:50:47.873747+00:00",
      "courses": {
        "course_3464c11254a81dbe86277318": {
          "review_count": 4,
          "quality": 1.75,
          "difficulty": 3.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.341404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.639,
      "graded": 184,
      "counts": [
        29,
        26,
        49,
        19,
        36,
        12,
        13
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/BRYAN_OAKLEY"
  },
  {
    "instructor_uid": "instructor_33cd01c693408844a87936f1",
    "source": "madgrades",
    "source_instructor_id": "6378035",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ROSA DANESHVAR",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.577,
      "graded": 252,
      "counts": [
        60,
        35,
        57,
        8,
        39,
        18,
        35
      ],
      "sections": 12
    },
    "instructor_url": "/instructors/ROSA_DANESHVAR"
  },
  {
    "instructor_uid": "instructor_5ca6dd0ccf199aac31a605f4",
    "source": "madgrades",
    "source_instructor_id": "5522714",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "EWAN DALBY",
    "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": 1,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2833266",
      "source_url": "https://www.ratemyprofessors.com/professor/2833266",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:40:00.117644+00:00",
      "courses": {},
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.823,
      "graded": 181,
      "counts": [
        49,
        26,
        35,
        20,
        28,
        13,
        10
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/EWAN_DALBY"
  },
  {
    "instructor_uid": "instructor_ad492529c6d927e86461682d",
    "source": "madgrades",
    "source_instructor_id": "6284836",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ALLISON BYARS",
    "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": 1,
      "quality": 5,
      "difficulty": 3,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2726426",
      "source_url": "https://www.ratemyprofessors.com/professor/2726426",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:56:31.078576+00:00",
      "courses": {},
      "bayesian_quality": 3.7235102700443767,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.622,
      "graded": 37,
      "counts": [
        8,
        6,
        4,
        6,
        8,
        1,
        4
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/ALLISON_BYARS--instructor_ad492529c6d927e86461682d"
  },
  {
    "instructor_uid": "instructor_cd4e0217fe7750e12bcf42e9",
    "source": "madgrades",
    "source_instructor_id": "6220702",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HAI MAIN-LUU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.988,
      "graded": 42,
      "counts": [
        18,
        3,
        7,
        4,
        5,
        2,
        3
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/HAI_MAIN-LUU--instructor_cd4e0217fe7750e12bcf42e9"
  },
  {
    "instructor_uid": "instructor_1d24da2b67050f6a9625119e",
    "source": "madgrades",
    "source_instructor_id": "6373185",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANTONIO NAKID CORDERO",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.067,
      "graded": 134,
      "counts": [
        45,
        23,
        28,
        11,
        17,
        5,
        5
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/ANTONIO_NAKID_CORDERO"
  },
  {
    "instructor_uid": "instructor_6c5911658027b3821642dc87",
    "source": "madgrades",
    "source_instructor_id": "5074187",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SOPHIA WIEDMANN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.639,
      "graded": 90,
      "counts": [
        18,
        13,
        15,
        10,
        20,
        10,
        4
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/SOPHIA_WIEDMANN"
  },
  {
    "instructor_uid": "instructor_ac7c3bb1c749cbbb8dc701c5",
    "source": "madgrades",
    "source_instructor_id": "6398033",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KWAME NYAMEKYE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.316,
      "graded": 79,
      "counts": [
        9,
        8,
        14,
        8,
        21,
        15,
        4
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/KWAME_NYAMEKYE"
  },
  {
    "instructor_uid": "instructor_da0ea0f9f0fff00dd0239ded",
    "source": "madgrades",
    "source_instructor_id": "4957894",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "OH HOON KWON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.965,
      "graded": 2894,
      "counts": [
        831,
        450,
        744,
        254,
        316,
        182,
        117
      ],
      "sections": 50
    },
    "instructor_url": "/instructors/OH_HOON_KWON--instructor_da0ea0f9f0fff00dd0239ded"
  },
  {
    "instructor_uid": "instructor_e011a162feaaac9cd6574356",
    "source": "madgrades",
    "source_instructor_id": "4890204",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YU HUANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.065,
      "graded": 62,
      "counts": [
        21,
        7,
        16,
        7,
        7,
        2,
        2
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/YU_HUANG"
  },
  {
    "instructor_uid": "instructor_0a4bef75d10f277a34971c44",
    "source": "madgrades",
    "source_instructor_id": "5678021",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "VICKY WEN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.926,
      "graded": 128,
      "counts": [
        37,
        14,
        30,
        15,
        20,
        10,
        2
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/VICKY_WEN"
  },
  {
    "instructor_uid": "instructor_100a92e5c1a0121d618c626e",
    "source": "madgrades",
    "source_instructor_id": "6295022",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CAITLIN DAVIS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.909,
      "graded": 99,
      "counts": [
        26,
        17,
        23,
        9,
        14,
        5,
        5
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/CAITLIN_DAVIS"
  },
  {
    "instructor_uid": "instructor_430c6dc159b3af98210cb026",
    "source": "madgrades",
    "source_instructor_id": "6277339",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HALEY KOTTLER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.708,
      "graded": 48,
      "counts": [
        16,
        7,
        7,
        3,
        4,
        5,
        6
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/HALEY_KOTTLER"
  },
  {
    "instructor_uid": "instructor_638a131f4a0eac5e6ca31d02",
    "source": "madgrades",
    "source_instructor_id": "6257960",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACOB DENSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.755,
      "graded": 53,
      "counts": [
        7,
        10,
        21,
        2,
        7,
        1,
        5
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/JACOB_DENSON"
  },
  {
    "instructor_uid": "instructor_640159ac0126e5e545c1ab9a",
    "source": "madgrades",
    "source_instructor_id": "6287186",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ALICE VIDRINE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.589,
      "graded": 45,
      "counts": [
        6,
        7,
        12,
        4,
        8,
        6,
        2
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/ALICE_VIDRINE"
  },
  {
    "instructor_uid": "instructor_8460f1e139d375ca25303dde",
    "source": "madgrades",
    "source_instructor_id": "5387628",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AMIN IDELHAJ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.464,
      "graded": 42,
      "counts": [
        8,
        5,
        5,
        4,
        12,
        5,
        3
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/AMIN_IDELHAJ--instructor_8460f1e139d375ca25303dde"
  },
  {
    "instructor_uid": "instructor_8a73bfbaff39e7b512fd59ac",
    "source": "madgrades",
    "source_instructor_id": "6216897",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NATHAN NICHOLSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.821,
      "graded": 56,
      "counts": [
        12,
        9,
        15,
        7,
        6,
        4,
        3
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/NATHAN_NICHOLSON"
  },
  {
    "instructor_uid": "instructor_ae5aabfd8ced9822f28329f9",
    "source": "madgrades",
    "source_instructor_id": "5827019",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ZINAN WANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.957,
      "graded": 46,
      "counts": [
        14,
        10,
        7,
        4,
        5,
        4,
        2
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/ZINAN_WANG"
  },
  {
    "instructor_uid": "instructor_d4e33ae9bbb026f2b9e7085f",
    "source": "madgrades",
    "source_instructor_id": "4147792",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RAHUL MAHAJAN",
    "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": 19,
      "quality": 1.47,
      "difficulty": 4.32,
      "quality_count": 19,
      "difficulty_count": 19,
      "profile_id": "rmp:1819100",
      "source_url": "https://www.ratemyprofessors.com/professor/1819100",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:44.730082+00:00",
      "courses": {
        "course_3c64a84a8de25196b895fe0d": {
          "review_count": 2,
          "quality": 1.5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_06abb97e9793bf858754daa3": {
          "review_count": 7,
          "quality": 1.29,
          "difficulty": 4,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_8c0f7542356f64346bde176d": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_e98ad79895268d06c19712d3": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 5,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 2.5929157864341517,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.808,
      "graded": 383,
      "counts": [
        85,
        53,
        85,
        48,
        71,
        33,
        8
      ],
      "sections": 12
    },
    "instructor_url": "/instructors/RAHUL_MAHAJAN--instructor_d4e33ae9bbb026f2b9e7085f"
  },
  {
    "instructor_uid": "instructor_1f39b6b7f1e5a4edddf7cdc1",
    "source": "madgrades",
    "source_instructor_id": "6059130",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HONGJING HUANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.476,
      "graded": 41,
      "counts": [
        6,
        2,
        14,
        7,
        3,
        5,
        4
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/HONGJING_HUANG--instructor_1f39b6b7f1e5a4edddf7cdc1"
  },
  {
    "instructor_uid": "instructor_280615f0623ec30daaa8107c",
    "source": "madgrades",
    "source_instructor_id": "6373391",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BOYANA MARTINOVA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.229,
      "graded": 142,
      "counts": [
        52,
        35,
        25,
        10,
        12,
        4,
        4
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/BOYANA_MARTINOVA--instructor_280615f0623ec30daaa8107c"
  },
  {
    "instructor_uid": "instructor_2f075600528b2b17c34b8896",
    "source": "madgrades",
    "source_instructor_id": "6296018",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KARTHIK RAVISHANKAR",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.773,
      "graded": 139,
      "counts": [
        34,
        20,
        24,
        13,
        34,
        7,
        7
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/KARTHIK_RAVISHANKAR--instructor_2f075600528b2b17c34b8896"
  },
  {
    "instructor_uid": "instructor_3edc0bacb1dc0e4550715832",
    "source": "madgrades",
    "source_instructor_id": "6461808",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACOB WOOD",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.182,
      "graded": 85,
      "counts": [
        35,
        19,
        15,
        4,
        3,
        3,
        6
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/JACOB_WOOD--instructor_3edc0bacb1dc0e4550715832"
  },
  {
    "instructor_uid": "instructor_45d95a162091ac690f9a5c5a",
    "source": "madgrades",
    "source_instructor_id": "5540242",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RAJAT SRIVASTAVA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.488,
      "graded": 85,
      "counts": [
        11,
        9,
        18,
        14,
        19,
        9,
        5
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/RAJAT_SRIVASTAVA"
  },
  {
    "instructor_uid": "instructor_50c76ca2dea867c0c7a7e82c",
    "source": "madgrades",
    "source_instructor_id": "6365278",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KAIYI HUANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.742,
      "graded": 31,
      "counts": [
        8,
        3,
        6,
        3,
        7,
        3,
        1
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/KAIYI_HUANG--instructor_50c76ca2dea867c0c7a7e82c"
  },
  {
    "instructor_uid": "instructor_88fc86ab3e6ed0c24af137c2",
    "source": "madgrades",
    "source_instructor_id": "6461566",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JIA HAO TAN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.005,
      "graded": 96,
      "counts": [
        30,
        13,
        25,
        8,
        11,
        6,
        3
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/JIA_HAO_TAN--instructor_88fc86ab3e6ed0c24af137c2"
  },
  {
    "instructor_uid": "instructor_a138531b12656df2f4aee46f",
    "source": "madgrades",
    "source_instructor_id": "6284915",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QI SUN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.653,
      "graded": 98,
      "counts": [
        21,
        13,
        20,
        9,
        18,
        12,
        5
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/QI_SUN--instructor_a138531b12656df2f4aee46f"
  },
  {
    "instructor_uid": "instructor_b5f135b75e43d68e51e9deb3",
    "source": "madgrades",
    "source_instructor_id": "5782158",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ALEX MENZIA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.783,
      "graded": 46,
      "counts": [
        12,
        5,
        10,
        3,
        11,
        3,
        2
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/ALEX_MENZIA--instructor_b5f135b75e43d68e51e9deb3"
  },
  {
    "instructor_uid": "instructor_cae9fdc39a6b85a3b91c6568",
    "source": "madgrades",
    "source_instructor_id": "6459652",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RYAN TAMURA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.87,
      "graded": 96,
      "counts": [
        23,
        24,
        18,
        7,
        9,
        10,
        5
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/RYAN_TAMURA--instructor_cae9fdc39a6b85a3b91c6568"
  },
  {
    "instructor_uid": "instructor_db8689caa86d3b6ee7339a85",
    "source": "madgrades",
    "source_instructor_id": "6460672",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KEVIN DAO",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.596,
      "graded": 136,
      "counts": [
        20,
        17,
        27,
        17,
        38,
        14,
        3
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/KEVIN_DAO--instructor_db8689caa86d3b6ee7339a85"
  },
  {
    "instructor_uid": "instructor_e10e9255de9a2d724d0ef2ad",
    "source": "madgrades",
    "source_instructor_id": "6375877",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ELLIE THIEU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.023,
      "graded": 87,
      "counts": [
        24,
        24,
        14,
        6,
        11,
        4,
        4
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/ELLIE_THIEU--instructor_e10e9255de9a2d724d0ef2ad"
  },
  {
    "instructor_uid": "instructor_e26353267d512476a44147be",
    "source": "madgrades",
    "source_instructor_id": "5858150",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DANNY DUAN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.738,
      "graded": 107,
      "counts": [
        25,
        15,
        21,
        11,
        17,
        16,
        2
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/DANNY_DUAN--instructor_e26353267d512476a44147be"
  },
  {
    "instructor_uid": "instructor_2be2239d668e505470cb89ae",
    "source": "madgrades",
    "source_instructor_id": "6460783",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MOHAMMADALI ALIGHOLI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.849,
      "graded": 106,
      "counts": [
        32,
        12,
        25,
        6,
        16,
        10,
        5
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/MOHAMMADALI_ALIGHOLI"
  },
  {
    "instructor_uid": "instructor_8b1da138e1c617c29bd1d2b4",
    "source": "madgrades",
    "source_instructor_id": "6398919",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YIHAN GU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.291,
      "graded": 43,
      "counts": [
        6,
        5,
        9,
        6,
        3,
        9,
        5
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/YIHAN_GU--instructor_8b1da138e1c617c29bd1d2b4"
  },
  {
    "instructor_uid": "instructor_45577aa884b5767e213a55fc",
    "source": "madgrades",
    "source_instructor_id": "6460169",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ARI DAVIDOVSKY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.525,
      "graded": 138,
      "counts": [
        22,
        17,
        26,
        16,
        33,
        17,
        7
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/ARI_DAVIDOVSKY--instructor_45577aa884b5767e213a55fc"
  },
  {
    "instructor_uid": "instructor_b2bcb570c77ceb0593cbb522",
    "source": "madgrades",
    "source_instructor_id": "6373402",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANUK DAYAPREMA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.692,
      "graded": 138,
      "counts": [
        37,
        12,
        25,
        19,
        21,
        17,
        7
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/ANUK_DAYAPREMA--instructor_b2bcb570c77ceb0593cbb522"
  },
  {
    "instructor_uid": "instructor_eaaf37a73a51315e665373bb",
    "source": "madgrades",
    "source_instructor_id": "6548101",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACK PIAZZA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.891,
      "graded": 46,
      "counts": [
        11,
        5,
        16,
        5,
        4,
        3,
        2
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/JACK_PIAZZA--instructor_eaaf37a73a51315e665373bb"
  },
  {
    "instructor_uid": "instructor_d2d1e71b4b848421a21bb6b5",
    "source": "madgrades",
    "source_instructor_id": "6400397",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RUOCHENG YANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 2.708,
      "graded": 36,
      "counts": [
        9,
        5,
        8,
        4,
        3,
        4,
        3
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/RUOCHENG_YANG--instructor_d2d1e71b4b848421a21bb6b5"
  },
  {
    "instructor_uid": "instructor_00f2ba366c62bbcaa751e191",
    "source": "enrollment",
    "source_instructor_id": "jtan84",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jia Hao Tan",
    "email": "JTAN84@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/JIA_HAO_TAN"
  },
  {
    "instructor_uid": "instructor_0cb802c31df94c0cd00de8b2",
    "source": "enrollment",
    "source_instructor_id": "aligholi",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ali Aligholi",
    "email": "ALIGHOLI@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/ALI_ALIGHOLI"
  },
  {
    "instructor_uid": "instructor_3d9153f2e7e9f2eb1e676403",
    "source": "enrollment",
    "source_instructor_id": "htnguyen34",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hieu Nguyen",
    "email": "HTNGUYEN34@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/HIEU_NGUYEN"
  },
  {
    "instructor_uid": "instructor_70937914bd651203f08978c2",
    "source": "enrollment",
    "source_instructor_id": "zwu432",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Zaidan Wu",
    "email": "ZWU432@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": {
      "review_count": 3,
      "quality": 2.33,
      "difficulty": 4.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2923961",
      "source_url": "https://www.ratemyprofessors.com/professor/2923961",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:56:09.365368+00:00",
      "courses": {
        "course_dcdb624e3fb8cbaf9a557ab9": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.4862485074318217,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ZAIDAN_WU"
  },
  {
    "instructor_uid": "instructor_c18bf38b5c60e2fa76d6fafb",
    "source": "enrollment",
    "source_instructor_id": "ebhansali",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Eshaan Bhansali",
    "email": "EBHANSALI@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/ESHAAN_BHANSALI"
  },
  {
    "instructor_uid": "instructor_d64373cb988c2ba3d9f54d46",
    "source": "enrollment",
    "source_instructor_id": "okwon9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ohhoon Kwon",
    "email": "KWON@MATH.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/OHHOON_KWON"
  },
  {
    "instructor_uid": "instructor_d9c856084a1e4b5c6717a38b",
    "source": "enrollment",
    "source_instructor_id": "gutierrez24",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Awildo Gutierrez",
    "email": "AWILDO.GUTIERREZ@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/AWILDO_GUTIERREZ"
  },
  {
    "instructor_uid": "instructor_e367b2cd20bda57d0cd50db6",
    "source": "enrollment",
    "source_instructor_id": "rheikkinen",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Rachel Heikkinen",
    "email": "RHEIKKINEN@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/RACHEL_HEIKKINEN"
  },
  {
    "instructor_uid": "instructor_e68c879a0e7d47f4c7fdac7e",
    "source": "enrollment",
    "source_instructor_id": "rtamura2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ryan Tamura",
    "email": "RTAMURA2@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/RYAN_TAMURA"
  },
  {
    "instructor_uid": "instructor_faebd30a7508082c15e9b8b0",
    "source": "enrollment",
    "source_instructor_id": "zsun333",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Zihao Sun",
    "email": "ZSUN333@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/ZIHAO_SUN"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "TASNIA TABASSUM",
      "YUGALI GULLAPALLI",
      "ZONGSHEN WU"
    ],
    "a": 46,
    "ab": 23,
    "b": 24,
    "bc": 17,
    "c": 12,
    "d": 2,
    "f": 4,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 128,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "BHASKAR PUGGAL"
    ],
    "a": 5,
    "ab": 5,
    "b": 5,
    "bc": 2,
    "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": 19,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "CHAOJIE YUAN",
      "JENNY WEI",
      "JUSTIN SUKIENNIK",
      "MICHAEL POWERS"
    ],
    "a": 27,
    "ab": 11,
    "b": 23,
    "bc": 11,
    "c": 26,
    "d": 3,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 103,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "JAKE MALLOY",
      "JUSTIN SUKIENNIK"
    ],
    "a": 5,
    "ab": 0,
    "b": 3,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 4,
    "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": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "ALEXANDER MINE",
      "JAKE MALLOY",
      "JUSTIN SUKIENNIK",
      "PARTH KHATRI",
      "SIDNEY JENNINGS"
    ],
    "a": 32,
    "ab": 31,
    "b": 40,
    "bc": 16,
    "c": 33,
    "d": 9,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 162,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "HYEJIN YEON",
      "JUSTIN SUKIENNIK"
    ],
    "a": 15,
    "ab": 1,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 3,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 1,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "BRYAN OAKLEY",
      "HYEJIN YEON",
      "JUSTIN SUKIENNIK",
      "SIDNEY JENNINGS",
      "WILLIAM HARDT"
    ],
    "a": 9,
    "ab": 17,
    "b": 20,
    "bc": 12,
    "c": 25,
    "d": 10,
    "f": 5,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 99,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "ALLISON BYARS",
      "EWAN DALBY",
      "HAI MAIN-LUU",
      "JUSTIN SUKIENNIK",
      "ROSA DANESHVAR"
    ],
    "a": 28,
    "ab": 20,
    "b": 21,
    "bc": 16,
    "c": 28,
    "d": 9,
    "f": 14,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 137,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "JUSTIN SUKIENNIK",
      "ROSA DANESHVAR"
    ],
    "a": 1,
    "ab": 1,
    "b": 4,
    "bc": 0,
    "c": 6,
    "d": 3,
    "f": 5,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 1,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "ANTONIO NAKID CORDERO",
      "EWAN DALBY",
      "KWAME NYAMEKYE",
      "OH HOON KWON",
      "ROSA DANESHVAR",
      "SOPHIA WIEDMANN",
      "YU HUANG"
    ],
    "a": 53,
    "ab": 32,
    "b": 55,
    "bc": 33,
    "c": 33,
    "d": 17,
    "f": 17,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 40,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 280,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "OH HOON KWON",
      "ROSA DANESHVAR"
    ],
    "a": 8,
    "ab": 4,
    "b": 6,
    "bc": 1,
    "c": 9,
    "d": 2,
    "f": 7,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 37,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "ALEXANDER MINE",
      "ALICE VIDRINE",
      "AMIN IDELHAJ",
      "CAITLIN DAVIS",
      "HALEY KOTTLER",
      "JACOB DENSON",
      "NATHAN NICHOLSON",
      "RAHUL MAHAJAN",
      "ROSA DANESHVAR",
      "VICKY WEN",
      "Xinyan Wang"
    ],
    "a": 119,
    "ab": 88,
    "b": 142,
    "bc": 49,
    "c": 87,
    "d": 51,
    "f": 39,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 5,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 580,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "OH HOON KWON",
      "RAHUL MAHAJAN"
    ],
    "a": 8,
    "ab": 8,
    "b": 21,
    "bc": 14,
    "c": 13,
    "d": 10,
    "f": 8,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 82,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Alex Menzia",
      "BOYANA MARTINOVA",
      "Danny Duan",
      "ELLIE THIEU",
      "Hongjing Huang",
      "Jacob Wood",
      "Jia Hao Tan",
      "Kaiyi Huang",
      "Karthik Ravishankar",
      "Kevin Dao",
      "OH HOON KWON",
      "QI SUN",
      "RAJAT SRIVASTAVA",
      "Ryan Tamura"
    ],
    "a": 120,
    "ab": 101,
    "b": 122,
    "bc": 62,
    "c": 90,
    "d": 48,
    "f": 32,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 3,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 578,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "MOHAMMADALI ALIGHOLI",
      "Yihan Gu"
    ],
    "a": 19,
    "ab": 9,
    "b": 19,
    "bc": 10,
    "c": 11,
    "d": 16,
    "f": 8,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 92,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "ANTONIO NAKID CORDERO",
      "ANUK DAYAPREMA",
      "Ari Davidovsky",
      "BOYANA MARTINOVA",
      "CAITLIN DAVIS",
      "Jack Piazza",
      "Jia Hao Tan",
      "Karthik Ravishankar",
      "MOHAMMADALI ALIGHOLI",
      "OH HOON KWON",
      "QI SUN",
      "Ryan Tamura"
    ],
    "a": 219,
    "ab": 104,
    "b": 144,
    "bc": 45,
    "c": 97,
    "d": 46,
    "f": 29,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 684,
    "source_aliases": [
      "MATH 96"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MATH 96",
    "course_uid": "course_d50f100f2b6a26994da36e3f",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "ANUK DAYAPREMA",
      "RUOCHENG YANG"
    ],
    "a": 16,
    "ab": 7,
    "b": 17,
    "bc": 8,
    "c": 8,
    "d": 11,
    "f": 5,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 73,
    "source_aliases": [
      "MATH 96"
    ]
  }
]
```

### statistics

#### gpa

2.776

#### graded

3053

#### counts

* 730
* 462
* 668
* 296
* 479
* 237
* 181

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d50f100f2b6a26994da36e3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d50f100f2b6a26994da36e3f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d50f100f2b6a26994da36e3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d50f100f2b6a26994da36e3f-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_d50f100f2b6a26994da36e3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_d50f100f2b6a26994da36e3f-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d50f100f2b6a26994da36e3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d50f100f2b6a26994da36e3f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d50f100f2b6a26994da36e3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d50f100f2b6a26994da36e3f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

2.77628562070095

#### count

3053

#### university

##### size

5099

##### gpa Percentile

0

##### count Percentile

97

##### median Count

159

##### 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 | 7     | true    |
| 2.8–3.2 | 264   | false   |
| 3.2–3.6 | 1268  | false   |
| 3.6–4.0 | 3559  | false   |

#### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 125,
      "gpaPercentile": 2,
      "countPercentile": 92,
      "medianCount": 163,
      "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": 3,
          "current": true
        },
        {
          "range": "2.8–3.2",
          "count": 27,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 31,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 64,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1182

##### term

1182

##### gpa

3.1640625

##### count

128

##### university

###### size

1025

###### gpa Percentile

21

###### count Percentile

76

###### median Count

69

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 216   | true    |
| 3.2–3.6 | 369   | false   |
| 3.6–4.0 | 418   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 36,
      "gpaPercentile": 71,
      "countPercentile": 63,
      "medianCount": 80,
      "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": 5,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 21,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": false
        }
      ]
    }
  }
]
```

#### 1184

##### term

1184

##### gpa

3.026315789473684

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| MATH    |            |

#### 1192

##### term

1192

##### gpa

2.8932038834951457

##### count

103

##### university

###### size

1077

###### gpa Percentile

4

###### count Percentile

69

###### 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   | true    |
| 3.2–3.6 | 370   | false   |
| 3.6–4.0 | 481   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 39,
      "gpaPercentile": 24,
      "countPercentile": 53,
      "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": 4,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 24,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": false
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

2.3846153846153846

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| MATH    |            |

#### 1202

##### term

1202

##### gpa

2.9285714285714284

##### count

161

##### university

###### size

1102

###### gpa Percentile

4

###### count Percentile

83

###### 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   | true    |
| 3.2–3.6 | 371   | false   |
| 3.6–4.0 | 498   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 40,
      "gpaPercentile": 26,
      "countPercentile": 74,
      "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": 4,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 24,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.861111111111111

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| MATH    |            |

#### 1212

##### term

1212

##### gpa

2.5051020408163267

##### count

98

##### university

###### size

1111

###### gpa Percentile

0

###### count Percentile

66

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

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 41,
      "gpaPercentile": 0,
      "countPercentile": 58,
      "medianCount": 87,
      "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": 2,
          "current": true
        },
        {
          "range": "2.8–3.2",
          "count": 18,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

2.573529411764706

##### count

136

##### university

###### size

1157

###### gpa Percentile

0

###### count Percentile

77

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

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 39,
      "gpaPercentile": 8,
      "countPercentile": 71,
      "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": true
        },
        {
          "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": false
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

1.725

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| MATH    |            |

#### 1232

##### term

1232

##### gpa

2.7270833333333333

##### count

240

##### university

###### size

1216

###### gpa Percentile

1

###### count Percentile

89

###### 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    | true    |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 7,
      "countPercentile": 76,
      "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": true
        },
        {
          "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": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

2.3378378378378377

##### count

37

##### university

###### size

1188

###### gpa Percentile

0

###### count Percentile

15

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

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 41,
      "gpaPercentile": 0,
      "countPercentile": 23,
      "medianCount": 67,
      "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": 2,
          "current": true
        },
        {
          "range": "2.4–2.8",
          "count": 5,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 13,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": false
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

2.708695652173913

##### count

575

##### university

###### size

1295

###### gpa Percentile

0

###### count Percentile

98

###### 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    | true    |
| 2.8–3.2 | 162   | false   |
| 3.2–3.6 | 394   | false   |
| 3.6–4.0 | 726   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 5,
      "countPercentile": 88,
      "medianCount": 80,
      "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": true
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

2.3658536585365852

##### count

82

##### university

###### size

1241

###### gpa Percentile

0

###### count Percentile

60

###### 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     | true    |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 2,
      "countPercentile": 60,
      "medianCount": 68,
      "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": 2,
          "current": true
        },
        {
          "range": "2.4–2.8",
          "count": 2,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 20,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

2.752173913043478

##### count

575

##### university

###### size

1333

###### gpa Percentile

1

###### count Percentile

97

###### 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    | true    |
| 2.8–3.2 | 115   | false   |
| 3.2–3.6 | 431   | false   |
| 3.6–4.0 | 773   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 7,
      "countPercentile": 83,
      "medianCount": 74,
      "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": 5,
          "current": true
        },
        {
          "range": "2.8–3.2",
          "count": 20,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 2,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

2.472826086956522

##### count

92

##### university

###### size

1289

###### gpa Percentile

0

###### count Percentile

66

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

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 39,
      "gpaPercentile": 0,
      "countPercentile": 53,
      "medianCount": 89,
      "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": 6,
          "current": true
        },
        {
          "range": "2.8–3.2",
          "count": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 4,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

2.959795321637427

##### count

684

##### university

###### size

1320

###### gpa Percentile

3

###### count Percentile

98

###### 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   | true    |
| 3.2–3.6 | 381   | false   |
| 3.6–4.0 | 797   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 43,
      "gpaPercentile": 19,
      "countPercentile": 90,
      "medianCount": 81,
      "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": 3,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 18,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

2.5902777777777777

##### count

72

##### university

###### size

1283

###### gpa Percentile

0

###### count Percentile

53

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 20    | true    |
| 2.8–3.2 | 130   | false   |
| 3.2–3.6 | 343   | false   |
| 3.6–4.0 | 789   | false   |

##### departments

```json
[
  {
    "subject": "MATH",
    "comparison": {
      "size": 42,
      "gpaPercentile": 7,
      "countPercentile": 46,
      "medianCount": 80,
      "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": 7,
          "current": true
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

5099

###### gpa

3.6995792410818003

###### top Share

84.30705259287105

###### count

159

##### MATH

###### size

125

###### gpa

3.552868397124633

###### top Share

75.28641455895304

###### count

163

#### terms

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### MATH

###### size

36

###### gpa

3.0839531022443034

###### top Share

48.116975859522796

###### count

80

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### MATH

###### size

36

###### gpa

3.0650838986714333

###### top Share

47.42689290604571

###### count

83.5

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### MATH

###### size

39

###### gpa

3.1003216533236415

###### top Share

50.01588968281552

###### count

99

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### MATH

###### size

38

###### gpa

3.133406260873163

###### top Share

53.17595010634325

###### count

71.5

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### MATH

###### size

40

###### gpa

3.1467748801316944

###### top Share

52.57847974231038

###### count

90.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### MATH

###### size

29

###### gpa

3.478717830475146

###### top Share

69.61236805388549

###### count

83

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### MATH

###### size

41

###### gpa

3.3211331103538813

###### top Share

59.85093623917685

###### count

87

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### MATH

###### size

39

###### gpa

3.2083447119296955

###### top Share

56.75007696473496

###### count

63

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### MATH

###### size

34

###### gpa

3.1555898753466907

###### top Share

53.444319815085976

###### count

87.5

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### MATH

###### size

43

###### gpa

3.2486774162409366

###### top Share

56.56203211471963

###### count

69

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### MATH

###### size

41

###### gpa

3.178489266862151

###### top Share

56.06874885619616

###### count

67

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### MATH

###### size

43

###### gpa

3.2449031633350183

###### top Share

58.03783489438137

###### count

80

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### MATH

###### size

43

###### gpa

3.228240949537157

###### top Share

55.86451059486035

###### count

68

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### MATH

###### size

43

###### gpa

3.185692541204979

###### top Share

54.14175342403773

###### count

74

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### MATH

###### size

39

###### gpa

3.180435541912479

###### top Share

53.878371816747475

###### count

89

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### MATH

###### size

43

###### gpa

3.2481769276584003

###### top Share

56.325967864851854

###### count

81

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### MATH

###### size

42

###### gpa

3.13598176627681

###### top Share

52.25969905887213

###### count

80

## instructor Trends

```json
[
  {
    "uid": "instructor_7c48e21869c0eed8036f2961",
    "name": "JUSTIN SUKIENNIK",
    "count": 549,
    "terms": [
      {
        "term": "1192",
        "count": 103,
        "sections": 6,
        "gpa": 2.8932038834951457
      },
      {
        "term": "1194",
        "count": 13,
        "sections": 1,
        "gpa": 2.3846153846153846
      },
      {
        "term": "1202",
        "count": 161,
        "sections": 9,
        "gpa": 2.9285714285714284
      },
      {
        "term": "1204",
        "count": 18,
        "sections": 1,
        "gpa": 3.861111111111111
      },
      {
        "term": "1212",
        "count": 98,
        "sections": 7,
        "gpa": 2.5051020408163267
      },
      {
        "term": "1222",
        "count": 136,
        "sections": 8,
        "gpa": 2.573529411764706
      },
      {
        "term": "1224",
        "count": 20,
        "sections": 1,
        "gpa": 1.725
      }
    ]
  },
  {
    "uid": "instructor_da0ea0f9f0fff00dd0239ded",
    "name": "OH HOON KWON",
    "count": 479,
    "terms": [
      {
        "term": "1232",
        "count": 240,
        "sections": 12,
        "gpa": 2.7270833333333333
      },
      {
        "term": "1234",
        "count": 37,
        "sections": 2,
        "gpa": 2.3378378378378377
      },
      {
        "term": "1244",
        "count": 42,
        "sections": 1,
        "gpa": 2.392857142857143
      },
      {
        "term": "1252",
        "count": 50,
        "sections": 1,
        "gpa": 2.8
      },
      {
        "term": "1262",
        "count": 110,
        "sections": 2,
        "gpa": 2.940909090909091
      }
    ]
  },
  {
    "uid": "instructor_33cd01c693408844a87936f1",
    "name": "ROSA DANESHVAR",
    "count": 233,
    "terms": [
      {
        "term": "1222",
        "count": 38,
        "sections": 2,
        "gpa": 2.6052631578947367
      },
      {
        "term": "1224",
        "count": 20,
        "sections": 1,
        "gpa": 1.725
      },
      {
        "term": "1232",
        "count": 34,
        "sections": 2,
        "gpa": 2.426470588235294
      },
      {
        "term": "1234",
        "count": 37,
        "sections": 2,
        "gpa": 2.3378378378378377
      },
      {
        "term": "1242",
        "count": 104,
        "sections": 3,
        "gpa": 2.605769230769231
      }
    ]
  },
  {
    "uid": "instructor_2be2239d668e505470cb89ae",
    "name": "MOHAMMADALI ALIGHOLI",
    "count": 106,
    "terms": [
      {
        "term": "1254",
        "count": 49,
        "sections": 1,
        "gpa": 2.63265306122449
      },
      {
        "term": "1262",
        "count": 57,
        "sections": 1,
        "gpa": 3.0350877192982457
      }
    ]
  },
  {
    "uid": "instructor_280615f0623ec30daaa8107c",
    "name": "BOYANA MARTINOVA",
    "count": 102,
    "terms": [
      {
        "term": "1252",
        "count": 43,
        "sections": 1,
        "gpa": 2.9767441860465116
      },
      {
        "term": "1262",
        "count": 59,
        "sections": 1,
        "gpa": 3.110169491525424
      }
    ]
  },
  {
    "uid": "instructor_100a92e5c1a0121d618c626e",
    "name": "CAITLIN DAVIS",
    "count": 99,
    "terms": [
      {
        "term": "1242",
        "count": 48,
        "sections": 2,
        "gpa": 2.6979166666666665
      },
      {
        "term": "1262",
        "count": 51,
        "sections": 1,
        "gpa": 3.107843137254902
      }
    ]
  },
  {
    "uid": "instructor_a138531b12656df2f4aee46f",
    "name": "QI SUN",
    "count": 98,
    "terms": [
      {
        "term": "1252",
        "count": 43,
        "sections": 1,
        "gpa": 2.744186046511628
      },
      {
        "term": "1262",
        "count": 55,
        "sections": 1,
        "gpa": 2.581818181818182
      }
    ]
  },
  {
    "uid": "instructor_88fc86ab3e6ed0c24af137c2",
    "name": "JIA HAO TAN",
    "count": 96,
    "terms": [
      {
        "term": "1252",
        "count": 41,
        "sections": 1,
        "gpa": 2.792682926829268
      },
      {
        "term": "1262",
        "count": 55,
        "sections": 1,
        "gpa": 3.1636363636363636
      }
    ]
  },
  {
    "uid": "instructor_cae9fdc39a6b85a3b91c6568",
    "name": "RYAN TAMURA",
    "count": 96,
    "terms": [
      {
        "term": "1252",
        "count": 42,
        "sections": 1,
        "gpa": 2.7142857142857144
      },
      {
        "term": "1262",
        "count": 54,
        "sections": 1,
        "gpa": 2.990740740740741
      }
    ]
  },
  {
    "uid": "instructor_b2bcb570c77ceb0593cbb522",
    "name": "ANUK DAYAPREMA",
    "count": 91,
    "terms": [
      {
        "term": "1262",
        "count": 55,
        "sections": 1,
        "gpa": 3.081818181818182
      },
      {
        "term": "1264",
        "count": 36,
        "sections": 1,
        "gpa": 2.4722222222222223
      }
    ]
  },
  {
    "uid": "instructor_2f075600528b2b17c34b8896",
    "name": "KARTHIK RAVISHANKAR",
    "count": 88,
    "terms": [
      {
        "term": "1252",
        "count": 35,
        "sections": 1,
        "gpa": 2.6285714285714286
      },
      {
        "term": "1262",
        "count": 53,
        "sections": 1,
        "gpa": 3.0283018867924527
      }
    ]
  },
  {
    "uid": "instructor_1d24da2b67050f6a9625119e",
    "name": "ANTONIO NAKID CORDERO",
    "count": 87,
    "terms": [
      {
        "term": "1232",
        "count": 35,
        "sections": 2,
        "gpa": 2.7142857142857144
      },
      {
        "term": "1262",
        "count": 52,
        "sections": 1,
        "gpa": 2.9038461538461537
      }
    ]
  },
  {
    "uid": "instructor_8918970a9ed3e055f047ae0c",
    "name": "ALEXANDER MINE",
    "count": 82,
    "terms": [
      {
        "term": "1202",
        "count": 35,
        "sections": 2,
        "gpa": 2.9285714285714284
      },
      {
        "term": "1242",
        "count": 47,
        "sections": 2,
        "gpa": 2.9680851063829787
      }
    ]
  },
  {
    "uid": "instructor_d4e33ae9bbb026f2b9e7085f",
    "name": "RAHUL MAHAJAN",
    "count": 78,
    "terms": [
      {
        "term": "1242",
        "count": 38,
        "sections": 2,
        "gpa": 2.6842105263157894
      },
      {
        "term": "1244",
        "count": 40,
        "sections": 1,
        "gpa": 2.3375
      }
    ]
  },
  {
    "uid": "instructor_5ca6dd0ccf199aac31a605f4",
    "name": "EWAN DALBY",
    "count": 74,
    "terms": [
      {
        "term": "1222",
        "count": 31,
        "sections": 2,
        "gpa": 2.467741935483871
      },
      {
        "term": "1232",
        "count": 43,
        "sections": 2,
        "gpa": 2.6627906976744184
      }
    ]
  },
  {
    "uid": "instructor_1c955a650f99c6571c466738",
    "name": "SIDNEY JENNINGS",
    "count": 63,
    "terms": [
      {
        "term": "1202",
        "count": 41,
        "sections": 2,
        "gpa": 3.231707317073171
      },
      {
        "term": "1212",
        "count": 22,
        "sections": 2,
        "gpa": 2.1818181818181817
      }
    ]
  },
  {
    "uid": "instructor_8a73bfbaff39e7b512fd59ac",
    "name": "NATHAN NICHOLSON",
    "count": 56,
    "terms": [
      {
        "term": "1242",
        "count": 56,
        "sections": 2,
        "gpa": 2.8214285714285716
      }
    ]
  },
  {
    "uid": "instructor_7e0ff01721a2109ef384e09a",
    "name": "JAKE MALLOY",
    "count": 55,
    "terms": [
      {
        "term": "1194",
        "count": 13,
        "sections": 1,
        "gpa": 2.3846153846153846
      },
      {
        "term": "1202",
        "count": 42,
        "sections": 3,
        "gpa": 3.107142857142857
      }
    ]
  },
  {
    "uid": "instructor_579d5b4f9ba5121b8093add3",
    "name": "ZONGSHEN WU",
    "count": 54,
    "terms": [
      {
        "term": "1182",
        "count": 54,
        "sections": 2,
        "gpa": 2.9722222222222223
      }
    ]
  },
  {
    "uid": "instructor_638a131f4a0eac5e6ca31d02",
    "name": "JACOB DENSON",
    "count": 53,
    "terms": [
      {
        "term": "1242",
        "count": 53,
        "sections": 2,
        "gpa": 2.7547169811320753
      }
    ]
  },
  {
    "uid": "instructor_d82d6f5bab3029ebbdfcf0a6",
    "name": "TASNIA TABASSUM",
    "count": 50,
    "terms": [
      {
        "term": "1182",
        "count": 50,
        "sections": 2,
        "gpa": 3.36
      }
    ]
  },
  {
    "uid": "instructor_0a4bef75d10f277a34971c44",
    "name": "VICKY WEN",
    "count": 48,
    "terms": [
      {
        "term": "1242",
        "count": 48,
        "sections": 2,
        "gpa": 2.6145833333333335
      }
    ]
  },
  {
    "uid": "instructor_430c6dc159b3af98210cb026",
    "name": "HALEY KOTTLER",
    "count": 48,
    "terms": [
      {
        "term": "1242",
        "count": 48,
        "sections": 2,
        "gpa": 2.7083333333333335
      }
    ]
  },
  {
    "uid": "instructor_ae5aabfd8ced9822f28329f9",
    "name": "ZINAN WANG",
    "count": 46,
    "terms": [
      {
        "term": "1242",
        "count": 46,
        "sections": 2,
        "gpa": 2.9565217391304346
      }
    ]
  },
  {
    "uid": "instructor_b5f135b75e43d68e51e9deb3",
    "name": "ALEX MENZIA",
    "count": 46,
    "terms": [
      {
        "term": "1252",
        "count": 46,
        "sections": 1,
        "gpa": 2.782608695652174
      }
    ]
  },
  {
    "uid": "instructor_e011a162feaaac9cd6574356",
    "name": "YU HUANG",
    "count": 46,
    "terms": [
      {
        "term": "1232",
        "count": 46,
        "sections": 2,
        "gpa": 2.8369565217391304
      }
    ]
  },
  {
    "uid": "instructor_e26353267d512476a44147be",
    "name": "DANNY DUAN",
    "count": 46,
    "terms": [
      {
        "term": "1252",
        "count": 46,
        "sections": 1,
        "gpa": 2.6956521739130435
      }
    ]
  },
  {
    "uid": "instructor_eaaf37a73a51315e665373bb",
    "name": "JACK PIAZZA",
    "count": 46,
    "terms": [
      {
        "term": "1262",
        "count": 46,
        "sections": 1,
        "gpa": 2.891304347826087
      }
    ]
  },
  {
    "uid": "instructor_640159ac0126e5e545c1ab9a",
    "name": "ALICE VIDRINE",
    "count": 45,
    "terms": [
      {
        "term": "1242",
        "count": 45,
        "sections": 2,
        "gpa": 2.588888888888889
      }
    ]
  },
  {
    "uid": "instructor_0ec4c3df07eca2281f3f5730",
    "name": "PARTH KHATRI",
    "count": 43,
    "terms": [
      {
        "term": "1202",
        "count": 43,
        "sections": 2,
        "gpa": 2.4651162790697674
      }
    ]
  },
  {
    "uid": "instructor_8b1da138e1c617c29bd1d2b4",
    "name": "YIHAN GU",
    "count": 43,
    "terms": [
      {
        "term": "1254",
        "count": 43,
        "sections": 1,
        "gpa": 2.2906976744186047
      }
    ]
  },
  {
    "uid": "instructor_e10e9255de9a2d724d0ef2ad",
    "name": "ELLIE THIEU",
    "count": 43,
    "terms": [
      {
        "term": "1252",
        "count": 43,
        "sections": 1,
        "gpa": 2.9651162790697674
      }
    ]
  },
  {
    "uid": "instructor_8460f1e139d375ca25303dde",
    "name": "AMIN IDELHAJ",
    "count": 42,
    "terms": [
      {
        "term": "1242",
        "count": 42,
        "sections": 2,
        "gpa": 2.4642857142857144
      }
    ]
  },
  {
    "uid": "instructor_ac7c3bb1c749cbbb8dc701c5",
    "name": "KWAME NYAMEKYE",
    "count": 42,
    "terms": [
      {
        "term": "1232",
        "count": 42,
        "sections": 2,
        "gpa": 2.630952380952381
      }
    ]
  },
  {
    "uid": "instructor_1f39b6b7f1e5a4edddf7cdc1",
    "name": "HONGJING HUANG",
    "count": 41,
    "terms": [
      {
        "term": "1252",
        "count": 41,
        "sections": 1,
        "gpa": 2.475609756097561
      }
    ]
  },
  {
    "uid": "instructor_3edc0bacb1dc0e4550715832",
    "name": "JACOB WOOD",
    "count": 41,
    "terms": [
      {
        "term": "1252",
        "count": 41,
        "sections": 1,
        "gpa": 2.8292682926829267
      }
    ]
  },
  {
    "uid": "instructor_6c5911658027b3821642dc87",
    "name": "SOPHIA WIEDMANN",
    "count": 40,
    "terms": [
      {
        "term": "1232",
        "count": 40,
        "sections": 2,
        "gpa": 3.0375
      }
    ]
  },
  {
    "uid": "instructor_9e2b9a0608bc4bdc5421a62c",
    "name": "JENNY WEI",
    "count": 40,
    "terms": [
      {
        "term": "1192",
        "count": 40,
        "sections": 2,
        "gpa": 2.8
      }
    ]
  },
  {
    "uid": "instructor_db8689caa86d3b6ee7339a85",
    "name": "KEVIN DAO",
    "count": 38,
    "terms": [
      {
        "term": "1252",
        "count": 38,
        "sections": 1,
        "gpa": 2.6447368421052633
      }
    ]
  },
  {
    "uid": "instructor_21fdf1d25cb03060e5c4ff0b",
    "name": "WILLIAM HARDT",
    "count": 37,
    "terms": [
      {
        "term": "1212",
        "count": 37,
        "sections": 2,
        "gpa": 2.2837837837837838
      }
    ]
  },
  {
    "uid": "instructor_45577aa884b5767e213a55fc",
    "name": "ARI DAVIDOVSKY",
    "count": 37,
    "terms": [
      {
        "term": "1262",
        "count": 37,
        "sections": 1,
        "gpa": 2.554054054054054
      }
    ]
  },
  {
    "uid": "instructor_ad492529c6d927e86461682d",
    "name": "ALLISON BYARS",
    "count": 37,
    "terms": [
      {
        "term": "1222",
        "count": 37,
        "sections": 2,
        "gpa": 2.6216216216216215
      }
    ]
  },
  {
    "uid": "instructor_d2d1e71b4b848421a21bb6b5",
    "name": "RUOCHENG YANG",
    "count": 36,
    "terms": [
      {
        "term": "1264",
        "count": 36,
        "sections": 1,
        "gpa": 2.7083333333333335
      }
    ]
  },
  {
    "uid": "instructor_45d95a162091ac690f9a5c5a",
    "name": "RAJAT SRIVASTAVA",
    "count": 35,
    "terms": [
      {
        "term": "1252",
        "count": 35,
        "sections": 1,
        "gpa": 2.6714285714285713
      }
    ]
  },
  {
    "uid": "instructor_75f4d452fcafe70df5fad76b",
    "name": "CHAOJIE YUAN",
    "count": 32,
    "terms": [
      {
        "term": "1192",
        "count": 32,
        "sections": 2,
        "gpa": 2.734375
      }
    ]
  },
  {
    "uid": "instructor_264804abb7b3f239720328ef",
    "name": "MICHAEL POWERS",
    "count": 31,
    "terms": [
      {
        "term": "1192",
        "count": 31,
        "sections": 2,
        "gpa": 3.1774193548387095
      }
    ]
  },
  {
    "uid": "instructor_50c76ca2dea867c0c7a7e82c",
    "name": "KAIYI HUANG",
    "count": 31,
    "terms": [
      {
        "term": "1252",
        "count": 31,
        "sections": 1,
        "gpa": 2.7419354838709675
      }
    ]
  },
  {
    "uid": "instructor_5178f2a1ef8ab44b236a6a00",
    "name": "BRYAN OAKLEY",
    "count": 30,
    "terms": [
      {
        "term": "1212",
        "count": 30,
        "sections": 2,
        "gpa": 2.95
      }
    ]
  },
  {
    "uid": "instructor_cd4e0217fe7750e12bcf42e9",
    "name": "HAI MAIN-LUU",
    "count": 30,
    "terms": [
      {
        "term": "1222",
        "count": 30,
        "sections": 2,
        "gpa": 2.5833333333333335
      }
    ]
  },
  {
    "uid": "instructor_fcda7b161c36e16f0b4de11f",
    "name": "HYEJIN YEON",
    "count": 27,
    "terms": [
      {
        "term": "1204",
        "count": 18,
        "sections": 1,
        "gpa": 3.861111111111111
      },
      {
        "term": "1212",
        "count": 9,
        "sections": 1,
        "gpa": 2.7222222222222223
      }
    ]
  },
  {
    "uid": "instructor_b735967ec14242dac7410f8a",
    "name": "YUGALI GULLAPALLI",
    "count": 24,
    "terms": [
      {
        "term": "1182",
        "count": 24,
        "sections": 1,
        "gpa": 3.1875
      }
    ]
  },
  {
    "uid": "instructor_1298f1293fb6711365c394f8",
    "name": "BHASKAR PUGGAL",
    "count": 19,
    "terms": [
      {
        "term": "1184",
        "count": 19,
        "sections": 1,
        "gpa": 3.026315789473684
      }
    ]
  }
]
```

## following

| code            | title                                      |
| --------------- | ------------------------------------------ |
| COMPSCI/LIS 102 | INTRODUCTION TO COMPUTING                  |
| ECON 100        | ECONOMIC APPROACH TO CURRENT ISSUES        |
| INTER-LS 144    | SUCCESS IN YOUR MATH COURSE                |
| MATH 112        | COLLEGE ALGEBRA                            |
| MATH 114        | PRECALCULUS                                |
| MATH 141        | QUANTITATIVE REASONING AND PROBLEM SOLVING |
| PHILOS 210      | REASON IN COMMUNICATION                    |

## projection

### target

1272

### interval

#### lower

2.3

#### upper

3.26

#### coverage

80

#### terms

6

### gpa

2.7800701996635544

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 24.303314275346192 |
| AB    | 15.439621300197404 |
| B     | 21.38559056086871  |
| BC    | 9.673301671178253  |
| C     | 15.427012469503373 |
| D     | 7.561037514721218  |
| F     | 6.210122208184845  |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

2210

### same Season

true

### historical Range

* 2.573529411764706
* 2.959795321637427

### backtest

#### terms

6

#### gpa Error

0.18256821533837378

#### mix Error

10.493165900810576
