# PHMSCI 420: Physicochemical Principles of Drug Formulation and Delivery | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/PHMSCI_420)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

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

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
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| AFAERO    | 10    |
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| ANESTHES  | 8     |
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| ART       | 125   |
| ARTED     | 10    |
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| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
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| 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   |
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| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
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| DYSCI     | 35    |
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| ECON      | 145   |
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| 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

5ce33a1d316ee4b3a398852eab30be83ed44836db56ef34b8592913bb7e2cd1b

### course id

PHMSCI 420

### course uid

course\_798dcd39c6379d92bf6fe7ec

### catalog version id

96a0aca7b4ab8cd9c0b9e0b99c34f013921da5066690f19a30ff01846874311d

### course number

420

### subjects

* PHMSCI

### title

PHYSICOCHEMICAL PRINCIPLES OF DRUG FORMULATION AND DELIVERY

### description

Applications of physicochemical principles to pharmaceutical systems.

### requirements text

Declared in Doctor of Pharmacy program

### credits min

3

### credits max

3

### credit offering ids

* 1272:718:014380

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

f6bf7c09cccd07b86d5407f9012e526b9f8c0092a60a3e6a5d83864170c6fe30

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

PHYSICOCHEMICAL PRINCIPLES OF DRUG FORMULATION AND DELIVERY applies physicochemical principles to pharmaceutical systems.

### llm topics

None recorded.

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* physicochemical principles pharmaceutical systems
* drug formulation delivery
* pharmaceutical applications chemistry

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

PHMSCI 420

#### current instructors

```json
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    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_3759d499e7ee87a36aeb9ee9",
    "message": "No course-specific reviews available",
    "name": "Lian Yu",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
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            "table": "section_grades_latest",
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        "text": "Recent recorded grades — Fall 2023: 3.27 GPA, 49.5% A/AB (n=93 letter grades); Fall 2024: 3.37 GPA, 58.4% A/AB (n=125 letter grades); Fall 2025: 3.27 GPA, 47.7% A/AB (n=132 letter grades). Includes jointly taught sections."
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  {
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    "message": "No course-specific reviews available",
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    "rmp_instructor_id": null,
    "summary": [
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        "citations": [
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      }
    ]
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```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

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#### quick take

Recent recorded grades — Fall 2023: 3.27 GPA, 49.5% A/AB (n=93 letter grades); Fall 2024: 3.37 GPA, 58.4% A/AB (n=125 letter grades); Fall 2025: 3.27 GPA, 47.7% A/AB (n=132 letter grades).

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```

#### student experience

None recorded.

#### task hash

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#### teaching history

LIAN YU is recorded teaching in Fall 2008, Fall 2010, Fall 2011, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
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      "source_record": {
        "entity_id": "486c3064-a720-31db-8d0c-3d1398b53f3e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "PHMSCI 420",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "486c3064-a720-31db-8d0c-3d1398b53f3e",
      "source_record": {
        "entity_id": "486c3064-a720-31db-8d0c-3d1398b53f3e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

NINA HAWKINS is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "PHMSCI 420",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "486c3064-a720-31db-8d0c-3d1398b53f3e",
      "source_record": {
        "entity_id": "486c3064-a720-31db-8d0c-3d1398b53f3e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Declared in Doctor of Pharmacy program",
    "course": null,
    "evidence": "Declared in Doctor of Pharmacy program",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

* Unlinked course mention 'Doctor of Pharmacy program' requires identity verification.

#### root

n0

#### status

needs\_review

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name           | email               | first\_observed\_at              | last\_observed\_at               | instructor\_url              |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | -------------- | ------------------- | -------------------------------- | -------------------------------- | ---------------------------- |
| instructor\_c903d1d2efff7265d913daef | enrollment | cmroach                | netid           | source\_identified | Caroline Roach | CMROACH\@WISC.EDU   | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CAROLINE\_ROACH |
| instructor\_3759d499e7ee87a36aeb9ee9 | enrollment | yu1                    | netid           | source\_identified | Lian Yu        | LIAN.YU\@WISC.EDU   | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/LIAN\_YU        |
| instructor\_ac0ed1cad493e16b540a97c5 | enrollment | njhawkins              | netid           | source\_identified | Nina Hawkins   | NJHAWKINS\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/NINA\_HAWKINS   |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:718:014380",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1272",
    "source_course_id": "014380",
    "source_subject_id": "718",
    "title": "Physicochemical Principles of Drug Formulation and Delivery",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:17169",
    "term_id": "1272",
    "source_section_id": "17169",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 130,
    "enrolled": 139,
    "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_c376240df6e1a53868445e05",
    "source": "madgrades",
    "source_instructor_id": "3074537",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SANDRO MECOZZI",
    "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": 3.302,
      "graded": 2444,
      "counts": [
        723,
        705,
        552,
        289,
        159,
        15,
        1
      ],
      "sections": 123
    },
    "instructor_url": "/instructors/SANDRO_MECOZZI--instructor_c376240df6e1a53868445e05"
  },
  {
    "instructor_uid": "instructor_648fd13c620fb46f330409bd",
    "source": "madgrades",
    "source_instructor_id": "3011968",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "WEIYUAN KAO",
    "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": 3.234,
      "graded": 867,
      "counts": [
        129,
        332,
        276,
        89,
        35,
        5,
        1
      ],
      "sections": 76
    },
    "instructor_url": "/instructors/WEIYUAN_KAO--instructor_648fd13c620fb46f330409bd"
  },
  {
    "instructor_uid": "instructor_9611266a2644ceeb00324f3e",
    "source": "madgrades",
    "source_instructor_id": "3776988",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LIAN YU",
    "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": 3.253,
      "graded": 3181,
      "counts": [
        790,
        817,
        986,
        411,
        165,
        12,
        0
      ],
      "sections": 108
    },
    "instructor_url": "/instructors/LIAN_YU--instructor_9611266a2644ceeb00324f3e"
  },
  {
    "instructor_uid": "instructor_8dc6984819feed2c2a84eaa8",
    "source": "madgrades",
    "source_instructor_id": "204338",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARK SACCHETTI",
    "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": 3.44,
      "graded": 427,
      "counts": [
        152,
        133,
        93,
        37,
        12,
        0,
        0
      ],
      "sections": 8
    },
    "instructor_url": "/instructors/MARK_SACCHETTI--instructor_8dc6984819feed2c2a84eaa8"
  },
  {
    "instructor_uid": "instructor_327f44f6b062c910479da81b",
    "source": "madgrades",
    "source_instructor_id": "5261920",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MALIK EBBINI",
    "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": 3.241,
      "graded": 199,
      "counts": [
        44,
        43,
        86,
        19,
        6,
        1,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/MALIK_EBBINI"
  },
  {
    "instructor_uid": "instructor_47ed075934b02f7c8ad44e50",
    "source": "madgrades",
    "source_instructor_id": "5663745",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KENNEDY BORCHARDT",
    "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": 3.108,
      "graded": 139,
      "counts": [
        23,
        32,
        49,
        22,
        13,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/KENNEDY_BORCHARDT"
  },
  {
    "instructor_uid": "instructor_6a2dd0353f33ec4ae27701fb",
    "source": "madgrades",
    "source_instructor_id": "6292999",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AMY NEUSAENGER",
    "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": 3.108,
      "graded": 139,
      "counts": [
        23,
        32,
        49,
        22,
        13,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/AMY_NEUSAENGER"
  },
  {
    "instructor_uid": "instructor_72299e010b350b242ac3989d",
    "source": "madgrades",
    "source_instructor_id": "5827955",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CAROLINE FATINA",
    "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": 3.27,
      "graded": 98,
      "counts": [
        24,
        26,
        31,
        13,
        4,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/CAROLINE_FATINA"
  },
  {
    "instructor_uid": "instructor_253e4e1e092f6efff5edd61c",
    "source": "madgrades",
    "source_instructor_id": "5412261",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHRISTOPHER STEVENS",
    "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": 3.274,
      "graded": 93,
      "counts": [
        23,
        23,
        34,
        8,
        5,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/CHRISTOPHER_STEVENS"
  },
  {
    "instructor_uid": "instructor_8710b92b1bce764441f21402",
    "source": "madgrades",
    "source_instructor_id": "6091789",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "XUEQING NIE",
    "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": 3.274,
      "graded": 93,
      "counts": [
        23,
        23,
        34,
        8,
        5,
        0,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/XUEQING_NIE--instructor_8710b92b1bce764441f21402"
  },
  {
    "instructor_uid": "instructor_0065896c8ef3171d5cfbf1ac",
    "source": "madgrades",
    "source_instructor_id": "6560532",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NINA HAWKINS",
    "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": 3.305,
      "graded": 259,
      "counts": [
        72,
        70,
        78,
        24,
        14,
        1,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/NINA_HAWKINS--instructor_0065896c8ef3171d5cfbf1ac"
  },
  {
    "instructor_uid": "instructor_7f7ac5b5ac13850d12d1a2e5",
    "source": "madgrades",
    "source_instructor_id": "6559672",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JU HONG",
    "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": 3.372,
      "graded": 125,
      "counts": [
        37,
        36,
        40,
        7,
        5,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/JU_HONG"
  },
  {
    "instructor_uid": "instructor_3ff3759484bde24a1b1de1c4",
    "source": "madgrades",
    "source_instructor_id": "6647052",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MAYRA HERNANDEZ",
    "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": 3.265,
      "graded": 132,
      "counts": [
        31,
        32,
        52,
        10,
        7,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/MAYRA_HERNANDEZ"
  },
  {
    "instructor_uid": "instructor_7febe6ab6b11bec5bdbb9e34",
    "source": "madgrades",
    "source_instructor_id": "6646342",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "XINRAN ZHU",
    "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": 3.265,
      "graded": 132,
      "counts": [
        31,
        32,
        52,
        10,
        7,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/XINRAN_ZHU--instructor_7febe6ab6b11bec5bdbb9e34"
  },
  {
    "instructor_uid": "instructor_3759d499e7ee87a36aeb9ee9",
    "source": "enrollment",
    "source_instructor_id": "yu1",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lian Yu",
    "email": "LIAN.YU@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/LIAN_YU"
  },
  {
    "instructor_uid": "instructor_ac0ed1cad493e16b540a97c5",
    "source": "enrollment",
    "source_instructor_id": "njhawkins",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nina Hawkins",
    "email": "NJHAWKINS@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/NINA_HAWKINS"
  },
  {
    "instructor_uid": "instructor_c903d1d2efff7265d913daef",
    "source": "enrollment",
    "source_instructor_id": "cmroach",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Caroline Roach",
    "email": "CMROACH@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/CAROLINE_ROACH"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "Sandro Mecozzi"
    ],
    "a": 16,
    "ab": 30,
    "b": 55,
    "bc": 25,
    "c": 17,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 144,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "Sandro Mecozzi"
    ],
    "a": 22,
    "ab": 30,
    "b": 41,
    "bc": 32,
    "c": 11,
    "d": 1,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 138,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1092",
    "term_name": "Fall 2008",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi",
      "WEIYUAN KAO"
    ],
    "a": 28,
    "ab": 39,
    "b": 24,
    "bc": 21,
    "c": 16,
    "d": 3,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 1,
    "total": 132,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "Sandro Mecozzi"
    ],
    "a": 17,
    "ab": 40,
    "b": 35,
    "bc": 25,
    "c": 17,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 134,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi"
    ],
    "a": 17,
    "ab": 33,
    "b": 36,
    "bc": 29,
    "c": 18,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 1,
    "total": 137,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi"
    ],
    "a": 41,
    "ab": 25,
    "b": 29,
    "bc": 12,
    "c": 22,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 132,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "Sandro Mecozzi"
    ],
    "a": 45,
    "ab": 57,
    "b": 21,
    "bc": 10,
    "c": 6,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 139,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "Sandro Mecozzi"
    ],
    "a": 33,
    "ab": 72,
    "b": 18,
    "bc": 10,
    "c": 2,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 136,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "Lian Yu",
      "MARK SACCHETTI",
      "Sandro Mecozzi"
    ],
    "a": 36,
    "ab": 46,
    "b": 34,
    "bc": 7,
    "c": 5,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 128,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Lian Yu",
      "MARK SACCHETTI",
      "Sandro Mecozzi"
    ],
    "a": 46,
    "ab": 43,
    "b": 38,
    "bc": 19,
    "c": 3,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 149,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Lian Yu",
      "MARK SACCHETTI",
      "Sandro Mecozzi"
    ],
    "a": 70,
    "ab": 44,
    "b": 21,
    "bc": 11,
    "c": 4,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 150,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi"
    ],
    "a": 44,
    "ab": 46,
    "b": 29,
    "bc": 19,
    "c": 5,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 144,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi"
    ],
    "a": 68,
    "ab": 28,
    "b": 27,
    "bc": 5,
    "c": 6,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 135,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Lian Yu",
      "Sandro Mecozzi"
    ],
    "a": 46,
    "ab": 34,
    "b": 34,
    "bc": 10,
    "c": 3,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 127,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Lian Yu",
      "MALIK EBBINI"
    ],
    "a": 20,
    "ab": 17,
    "b": 55,
    "bc": 6,
    "c": 2,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 101,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "AMY NEUSAENGER",
      "KENNEDY BORCHARDT",
      "Lian Yu"
    ],
    "a": 23,
    "ab": 32,
    "b": 49,
    "bc": 22,
    "c": 13,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 139,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "CAROLINE FATINA",
      "Lian Yu",
      "MALIK EBBINI"
    ],
    "a": 24,
    "ab": 26,
    "b": 31,
    "bc": 13,
    "c": 4,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 98,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "CHRISTOPHER STEVENS",
      "Lian Yu",
      "XUEQING NIE"
    ],
    "a": 23,
    "ab": 23,
    "b": 34,
    "bc": 8,
    "c": 5,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 93,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "JU HONG",
      "Lian Yu",
      "Nina Hawkins"
    ],
    "a": 37,
    "ab": 36,
    "b": 40,
    "bc": 7,
    "c": 5,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 125,
    "source_aliases": [
      "PHMSCI 420"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PHMSCI 420",
    "course_uid": "course_798dcd39c6379d92bf6fe7ec",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Lian Yu",
      "MAYRA HERNANDEZ",
      "XINRAN ZHU"
    ],
    "a": 31,
    "ab": 32,
    "b": 52,
    "bc": 10,
    "c": 7,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 132,
    "source_aliases": [
      "PHMSCI 420"
    ]
  }
]
```

### statistics

#### gpa

3.271

#### graded

2608

#### counts

* 687
* 733
* 703
* 301
* 171
* 13
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_798dcd39c6379d92bf6fe7ec-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_798dcd39c6379d92bf6fe7ec-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_798dcd39c6379d92bf6fe7ec-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_798dcd39c6379d92bf6fe7ec-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_798dcd39c6379d92bf6fe7ec-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_798dcd39c6379d92bf6fe7ec-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_798dcd39c6379d92bf6fe7ec-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_798dcd39c6379d92bf6fe7ec-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.270705521472393

#### count

2608

#### university

##### size

4146

##### gpa Percentile

11

##### count Percentile

95

##### median Count

193

##### 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 | 10    | false   |
| 2.8–3.2 | 326   | false   |
| 3.2–3.6 | 1185  | true    |
| 3.6–4.0 | 2625  | false   |

#### departments

```json
[
  {
    "subject": "PHMSCI",
    "comparison": {
      "size": 21,
      "gpaPercentile": 10,
      "countPercentile": 90,
      "medianCount": 319,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

2.9965277777777777

##### count

144

##### university

###### size

723

###### gpa Percentile

19

###### count Percentile

79

###### 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 | 62    | false   |
| 2.8–3.2 | 174   | true    |
| 3.2–3.6 | 306   | false   |
| 3.6–4.0 | 180   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1082

##### term

1082

##### gpa

3.0583941605839415

##### count

137

##### university

###### size

723

###### gpa Percentile

22

###### count Percentile

77

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 51    | false   |
| 2.8–3.2 | 202   | true    |
| 3.2–3.6 | 265   | false   |
| 3.6–4.0 | 204   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1092

##### term

1092

##### gpa

3.114503816793893

##### count

131

##### university

###### size

732

###### gpa Percentile

26

###### count Percentile

74

###### 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 | 41    | false   |
| 2.8–3.2 | 208   | true    |
| 3.2–3.6 | 271   | false   |
| 3.6–4.0 | 211   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1102

##### term

1102

##### gpa

3.0559701492537314

##### count

134

##### university

###### size

774

###### gpa Percentile

22

###### count Percentile

77

###### 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 | 1     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 49    | false   |
| 2.8–3.2 | 201   | true    |
| 3.2–3.6 | 287   | false   |
| 3.6–4.0 | 235   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1112

##### term

1112

##### gpa

2.977777777777778

##### count

135

##### university

###### size

805

###### gpa Percentile

15

###### count Percentile

79

###### 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 | 45    | false   |
| 2.8–3.2 | 218   | true    |
| 3.2–3.6 | 316   | false   |
| 3.6–4.0 | 225   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1122

##### term

1122

##### gpa

3.16412213740458

##### count

131

##### university

###### size

804

###### gpa Percentile

31

###### count Percentile

78

###### 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 | 3     | false   |
| 2.4–2.8 | 47    | false   |
| 2.8–3.2 | 224   | true    |
| 3.2–3.6 | 282   | false   |
| 3.6–4.0 | 248   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1132

##### term

1132

##### gpa

3.449640287769784

##### count

139

##### university

###### size

851

###### gpa Percentile

56

###### count Percentile

80

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 40    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 303   | true    |
| 3.6–4.0 | 272   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1142

##### term

1142

##### gpa

3.4411764705882355

##### count

136

##### university

###### size

853

###### gpa Percentile

56

###### count Percentile

80

###### 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 | 4     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 320   | true    |
| 3.6–4.0 | 268   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1152

##### term

1152

##### gpa

3.39453125

##### count

128

##### university

###### size

918

###### gpa Percentile

49

###### count Percentile

77

###### 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 | 1     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 227   | false   |
| 3.2–3.6 | 371   | true    |
| 3.6–4.0 | 286   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1162

##### term

1162

##### gpa

3.3691275167785233

##### count

149

##### university

###### size

954

###### gpa Percentile

42

###### count Percentile

82

###### median Count

64.5

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 350   | true    |
| 3.6–4.0 | 345   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1172

##### term

1172

##### gpa

3.55

##### count

150

##### university

###### size

991

###### gpa Percentile

56

###### count Percentile

82

###### 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 | 0     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 226   | false   |
| 3.2–3.6 | 353   | true    |
| 3.6–4.0 | 390   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1182

##### term

1182

##### gpa

3.3506944444444446

##### count

144

##### university

###### size

1025

###### gpa Percentile

36

###### count Percentile

80

###### 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   | false   |
| 3.2–3.6 | 369   | true    |
| 3.6–4.0 | 418   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1192

##### term

1192

##### gpa

3.5296296296296297

##### count

135

##### university

###### size

1077

###### gpa Percentile

48

###### count Percentile

77

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 203   | false   |
| 3.2–3.6 | 370   | true    |
| 3.6–4.0 | 481   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1202

##### term

1202

##### gpa

3.4330708661417324

##### count

127

##### university

###### size

1102

###### gpa Percentile

39

###### count Percentile

75

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 371   | true    |
| 3.6–4.0 | 498   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1212

##### term

1212

##### gpa

3.212871287128713

##### count

101

##### university

###### size

1111

###### gpa Percentile

15

###### count Percentile

68

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 4     | false   |
| 2.8–3.2 | 159   | false   |
| 3.2–3.6 | 337   | true    |
| 3.6–4.0 | 611   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1222

##### term

1222

##### gpa

3.1079136690647484

##### count

139

##### university

###### size

1157

###### gpa Percentile

11

###### count Percentile

78

###### median Count

64

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 174   | true    |
| 3.2–3.6 | 351   | false   |
| 3.6–4.0 | 614   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1232

##### term

1232

##### gpa

3.270408163265306

##### count

98

##### university

###### size

1216

###### gpa Percentile

20

###### count Percentile

67

###### median Count

66

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1242

##### term

1242

##### gpa

3.274193548387097

##### count

93

##### university

###### size

1295

###### gpa Percentile

18

###### count Percentile

64

###### median Count

67

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

#### 1252

##### term

1252

##### gpa

3.372

##### count

125

##### university

###### size

1333

###### gpa Percentile

20

###### count Percentile

75

###### median Count

69

###### histogram

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

##### departments

```json
[
  {
    "subject": "PHMSCI",
    "comparison": {
      "size": 12,
      "gpaPercentile": 0,
      "countPercentile": 91,
      "medianCount": 65,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.265151515151515

##### count

132

##### university

###### size

1320

###### gpa Percentile

14

###### count Percentile

75

###### median Count

70

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| PHMSCI  |            |

### benchmarks

#### all

##### school

###### size

4146

###### gpa

3.655576857310451

###### top Share

81.61127984016484

###### count

193

##### PHMSCI

###### size

21

###### gpa

3.672622649012828

###### top Share

80.38945293763786

###### count

319

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### PHMSCI

###### size

12

###### gpa

3.728543154478551

###### top Share

84.94017449057357

###### count

65

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_c376240df6e1a53868445e05",
    "name": "SANDRO MECOZZI",
    "count": 1920,
    "terms": [
      {
        "term": "1072",
        "count": 144,
        "sections": 1,
        "gpa": 2.9965277777777777
      },
      {
        "term": "1082",
        "count": 137,
        "sections": 1,
        "gpa": 3.0583941605839415
      },
      {
        "term": "1092",
        "count": 131,
        "sections": 1,
        "gpa": 3.114503816793893
      },
      {
        "term": "1102",
        "count": 134,
        "sections": 1,
        "gpa": 3.0559701492537314
      },
      {
        "term": "1112",
        "count": 135,
        "sections": 1,
        "gpa": 2.977777777777778
      },
      {
        "term": "1122",
        "count": 131,
        "sections": 1,
        "gpa": 3.16412213740458
      },
      {
        "term": "1132",
        "count": 139,
        "sections": 1,
        "gpa": 3.449640287769784
      },
      {
        "term": "1142",
        "count": 136,
        "sections": 1,
        "gpa": 3.4411764705882355
      },
      {
        "term": "1152",
        "count": 128,
        "sections": 1,
        "gpa": 3.39453125
      },
      {
        "term": "1162",
        "count": 149,
        "sections": 1,
        "gpa": 3.3691275167785233
      },
      {
        "term": "1172",
        "count": 150,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1182",
        "count": 144,
        "sections": 1,
        "gpa": 3.3506944444444446
      },
      {
        "term": "1192",
        "count": 135,
        "sections": 1,
        "gpa": 3.5296296296296297
      },
      {
        "term": "1202",
        "count": 127,
        "sections": 1,
        "gpa": 3.4330708661417324
      }
    ]
  },
  {
    "uid": "instructor_9611266a2644ceeb00324f3e",
    "name": "LIAN YU",
    "count": 1918,
    "terms": [
      {
        "term": "1092",
        "count": 131,
        "sections": 1,
        "gpa": 3.114503816793893
      },
      {
        "term": "1112",
        "count": 135,
        "sections": 1,
        "gpa": 2.977777777777778
      },
      {
        "term": "1122",
        "count": 131,
        "sections": 1,
        "gpa": 3.16412213740458
      },
      {
        "term": "1152",
        "count": 128,
        "sections": 1,
        "gpa": 3.39453125
      },
      {
        "term": "1162",
        "count": 149,
        "sections": 1,
        "gpa": 3.3691275167785233
      },
      {
        "term": "1172",
        "count": 150,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1182",
        "count": 144,
        "sections": 1,
        "gpa": 3.3506944444444446
      },
      {
        "term": "1192",
        "count": 135,
        "sections": 1,
        "gpa": 3.5296296296296297
      },
      {
        "term": "1202",
        "count": 127,
        "sections": 1,
        "gpa": 3.4330708661417324
      },
      {
        "term": "1212",
        "count": 101,
        "sections": 1,
        "gpa": 3.212871287128713
      },
      {
        "term": "1222",
        "count": 139,
        "sections": 1,
        "gpa": 3.1079136690647484
      },
      {
        "term": "1232",
        "count": 98,
        "sections": 1,
        "gpa": 3.270408163265306
      },
      {
        "term": "1242",
        "count": 93,
        "sections": 1,
        "gpa": 3.274193548387097
      },
      {
        "term": "1252",
        "count": 125,
        "sections": 1,
        "gpa": 3.372
      },
      {
        "term": "1262",
        "count": 132,
        "sections": 1,
        "gpa": 3.265151515151515
      }
    ]
  },
  {
    "uid": "instructor_8dc6984819feed2c2a84eaa8",
    "name": "MARK SACCHETTI",
    "count": 427,
    "terms": [
      {
        "term": "1152",
        "count": 128,
        "sections": 1,
        "gpa": 3.39453125
      },
      {
        "term": "1162",
        "count": 149,
        "sections": 1,
        "gpa": 3.3691275167785233
      },
      {
        "term": "1172",
        "count": 150,
        "sections": 1,
        "gpa": 3.55
      }
    ]
  },
  {
    "uid": "instructor_327f44f6b062c910479da81b",
    "name": "MALIK EBBINI",
    "count": 199,
    "terms": [
      {
        "term": "1212",
        "count": 101,
        "sections": 1,
        "gpa": 3.212871287128713
      },
      {
        "term": "1232",
        "count": 98,
        "sections": 1,
        "gpa": 3.270408163265306
      }
    ]
  },
  {
    "uid": "instructor_47ed075934b02f7c8ad44e50",
    "name": "KENNEDY BORCHARDT",
    "count": 139,
    "terms": [
      {
        "term": "1222",
        "count": 139,
        "sections": 1,
        "gpa": 3.1079136690647484
      }
    ]
  },
  {
    "uid": "instructor_6a2dd0353f33ec4ae27701fb",
    "name": "AMY NEUSAENGER",
    "count": 139,
    "terms": [
      {
        "term": "1222",
        "count": 139,
        "sections": 1,
        "gpa": 3.1079136690647484
      }
    ]
  },
  {
    "uid": "instructor_3ff3759484bde24a1b1de1c4",
    "name": "MAYRA HERNANDEZ",
    "count": 132,
    "terms": [
      {
        "term": "1262",
        "count": 132,
        "sections": 1,
        "gpa": 3.265151515151515
      }
    ]
  },
  {
    "uid": "instructor_7febe6ab6b11bec5bdbb9e34",
    "name": "XINRAN ZHU",
    "count": 132,
    "terms": [
      {
        "term": "1262",
        "count": 132,
        "sections": 1,
        "gpa": 3.265151515151515
      }
    ]
  },
  {
    "uid": "instructor_648fd13c620fb46f330409bd",
    "name": "WEIYUAN KAO",
    "count": 131,
    "terms": [
      {
        "term": "1092",
        "count": 131,
        "sections": 1,
        "gpa": 3.114503816793893
      }
    ]
  },
  {
    "uid": "instructor_0065896c8ef3171d5cfbf1ac",
    "name": "NINA HAWKINS",
    "count": 125,
    "terms": [
      {
        "term": "1252",
        "count": 125,
        "sections": 1,
        "gpa": 3.372
      }
    ]
  },
  {
    "uid": "instructor_7f7ac5b5ac13850d12d1a2e5",
    "name": "JU HONG",
    "count": 125,
    "terms": [
      {
        "term": "1252",
        "count": 125,
        "sections": 1,
        "gpa": 3.372
      }
    ]
  },
  {
    "uid": "instructor_72299e010b350b242ac3989d",
    "name": "CAROLINE FATINA",
    "count": 98,
    "terms": [
      {
        "term": "1232",
        "count": 98,
        "sections": 1,
        "gpa": 3.270408163265306
      }
    ]
  },
  {
    "uid": "instructor_253e4e1e092f6efff5edd61c",
    "name": "CHRISTOPHER STEVENS",
    "count": 93,
    "terms": [
      {
        "term": "1242",
        "count": 93,
        "sections": 1,
        "gpa": 3.274193548387097
      }
    ]
  },
  {
    "uid": "instructor_8710b92b1bce764441f21402",
    "name": "XUEQING NIE",
    "count": 93,
    "terms": [
      {
        "term": "1242",
        "count": 93,
        "sections": 1,
        "gpa": 3.274193548387097
      }
    ]
  }
]
```

## following

| code       | title                                                   |
| ---------- | ------------------------------------------------------- |
| PHMSCI 541 | PHARMACEUTICAL CALCULATIONS, DISPENSING AND COMPOUNDING |

## projection

### target

1272

### interval

#### lower

2.99

#### upper

3.56

#### coverage

80

#### terms

8

### gpa

3.2739427072108565

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 24.485106776872442 |
| AB    | 25.619852150413223 |
| B     | 35.4077950720786   |
| BC    | 9.172967739284624  |
| C     | 5.314278261351109  |
| D     | 0                  |
| F     | 0                  |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

587

### same Season

true

### historical Range

* 3.107913669064749
* 3.3720000000000003

### backtest

#### terms

8

#### gpa Error

0.09882578315682411

#### mix Error

12.928594463606135
