# ME 310: Manufacturing: Polymer Processing and Engineering | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ME_310)

## 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

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### term

1272

### departments

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

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

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

### record version id

96409cb56537d4a37d6f2be011ea767538d6077dfec4110402a066a07e55f554

### course id

ME 310

### course uid

course\_144155603c58477b09f7bb94

### catalog version id

3b7e93288121b82ea58114304db520948db0bd72ca1f3d7a5b239a467f1f7588

### course number

310

### subjects

* ME

### title

MANUFACTURING: POLYMER PROCESSING AND ENGINEERING

### description

Introduction to all important aspects of polymer processing and engineering including polymeric materials, material properties, design and manufacturing considerations, processing methods, part performance, post-consumer recycling and upcycling, societal responsibilities and ethics, and various techniques for modeling in materials processing like dimensional analysis, design of experiments, analytical solutions, and computer simulation.

### requirements text

(M E 306 orE M A 303) andM E 231

### credits min

3

### credits max

3

### credit offering ids

* 1272:612:025964

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

828b255bbf351fcbbbdf2ccab78dcd2a864752edac37c75ff055540b2a5e170a

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Introduction to polymer processing and engineering, covering material properties, manufacturing methods, design, performance, recycling, ethics, and modeling techniques.

### llm topics

* Polymeric materials and properties
* Processing methods
* Part performance
* Post-consumer recycling and upcycling
* Societal responsibilities and ethics
* Modeling techniques: dimensional analysis, design of experiments, analytical solutions, computer simulation

### llm skills

* Modeling techniques including dimensional analysis, design of experiments, analytical solutions, and computer simulation
* Polymer material properties, processing methods, and design considerations

### llm assumed background

* Fundamentals of solid mechanics and stress analysis
* Computer-aided design (CAD) and geometric modeling

### llm search phrases

* polymer processing engineering
* polymer manufacturing
* polymeric materials design
* materials processing modeling
* polymer recycling upcycling

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

d99a4dcd78ae412f542ee5ff974bacf1a0df8602b7c288be9f5ca7d453050bad

#### course id

ME 310

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_563b2d845e55dcb652c246cf",
    "message": "No course-specific reviews available",
    "name": "Lih-Sheng Turng",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
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          {
            "course_id": "ME 310",
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            "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
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            "table": "section_grades_latest",
            "term_id": "1264",
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        ],
        "text": "Recent recorded grades — Spring 2025: 3.40 GPA, 60.6% A/AB (n=137 letter grades); Fall 2025: 3.40 GPA, 64.4% A/AB (n=160 letter grades); Spring 2026: 3.30 GPA, 61.1% A/AB (n=131 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_543d2f936befcfe19d5926bc",
    "message": "No course-specific reviews available",
    "name": "Xiao Kuang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
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          {
            "course_id": "ME 310",
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        "text": "Recent recorded grades — Fall 2025: 3.40 GPA, 64.4% A/AB (n=160 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

Historical reviews of Tim Osswald: Reviewers report that exams are surprisingly difficult and studying is hard because labs differ significantly from lecture material.

```json
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  "citations": [
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-10 22:56:28 +0000 UTC",
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      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-28 14:56:32 +0000 UTC",
      "review_id": "f7b86e155b52b12e02327f5b",
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      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Tim Osswald: Tim Osswald is knowledgeable and passionate but struggles with course structure and technology. Reviewers cite disorganized labs, confusing exams, and tangential lectures as major issues, though he avoids trick questions.

```json
{
  "citations": [
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-10 22:56:28 +0000 UTC",
      "review_id": "d88e50961dbe93972d81c871",
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      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM2MzAyOTQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-18 17:40:14 +0000 UTC",
      "review_id": "8125a4a112a3f913fe559cf5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM2MzY4MDAy",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-16 21:10:54 +0000 UTC",
      "review_id": "9bb34f3db8efe78d17204161",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM3MTYwMTY3",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-28 14:56:32 +0000 UTC",
      "review_id": "f7b86e155b52b12e02327f5b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM3MjU0NzU5",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Tim Osswald describe a knowledgeable but disorganized instructor with poor course structure and technology issues, making exam preparation difficult despite his passion.

```json
{
  "citations": [
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-10 22:56:28 +0000 UTC",
      "review_id": "d88e50961dbe93972d81c871",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM2MzAyOTQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-18 17:40:14 +0000 UTC",
      "review_id": "8125a4a112a3f913fe559cf5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM2MzY4MDAy",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-16 21:10:54 +0000 UTC",
      "review_id": "9bb34f3db8efe78d17204161",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM3MTYwMTY3",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-28 14:56:32 +0000 UTC",
      "review_id": "f7b86e155b52b12e02327f5b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM3MjU0NzU5",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.40 GPA, 60.6% A/AB (n=137 letter grades); Fall 2025: 3.40 GPA, 64.4% A/AB (n=160 letter grades); Spring 2026: 3.30 GPA, 61.1% A/AB (n=131 letter grades).

```json
{
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}
```

#### student experience

Historical reviews of Tim Osswald: Students find lectures engaging due to the instructor's passion, but struggle with tangents, confusing exam questions, and disorganized lab structures.

```json
{
  "citations": [
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-05-10 22:56:28 +0000 UTC",
      "review_id": "d88e50961dbe93972d81c871",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM2MzAyOTQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "type": "review"
    },
    {
      "instructor_name": "Tim Osswald",
      "review_date": "2022-12-16 21:10:54 +0000 UTC",
      "review_id": "9bb34f3db8efe78d17204161",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:828843",
      "source_review_id": "UmF0aW5nLTM3MTYwMTY3",
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      "type": "review"
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}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

LIH-SHENG TURNG is recorded teaching in Spring 2023, Fall 2023, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
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    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

TIM OSSWALD is recorded teaching in Fall 2021, Spring 2022, Fall 2022, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    }
  ]
}
```

XIAO KUANG is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ME 310",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
      "source_record": {
        "entity_id": "1bf8f6e7-f847-31ab-bdd5-95f1b0d5fe50",
        "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": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "(M E 306 orE M A 303) andM E 231",
    "id": "n0",
    "kind": "all"
  },
  {
    "children": [
      "n3",
      "n4"
    ],
    "condition": null,
    "course": null,
    "evidence": "(M E 306 orE M A 303)",
    "id": "n1",
    "kind": "any"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 231,
      "minimum_grade": null,
      "subjects": [
        "ME"
      ],
      "timing": "prior"
    },
    "evidence": "M E 231",
    "id": "n2",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "M E 306",
    "course": null,
    "evidence": "M E 306",
    "id": "n3",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 303,
      "minimum_grade": null,
      "subjects": [
        "EMA"
      ],
      "timing": "prior"
    },
    "evidence": "E M A 303",
    "id": "n4",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name                    | email                  | first\_observed\_at              | last\_observed\_at               | instructor\_url                        |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ----------------------- | ---------------------- | -------------------------------- | -------------------------------- | -------------------------------------- |
| instructor\_bd6aaca87ff1a33cbab27cec | enrollment | clin349                | netid           | source\_identified | Chung-Yin Lin           | CLIN349\@WISC.EDU      | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHUNG-YIN\_LIN            |
| instructor\_4866de069bf3b3c1eb0ea1af | enrollment | edchen                 | netid           | source\_identified | Edward Chen             | EDCHEN\@WISC.EDU       | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/EDWARD\_CHEN              |
| instructor\_e877f86b623ea1b43df78a36 | enrollment | gwu37                  | netid           | source\_identified | Guan-Yu Wu              | GWU37\@WISC.EDU        | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/GUAN-YU\_WU               |
| instructor\_de008b037415257fdfce2022 | enrollment | arroyavemira           | netid           | source\_identified | Hector Arroyave Miranda | ARROYAVEMIRA\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/HECTOR\_ARROYAVE\_MIRANDA |
| instructor\_563b2d845e55dcb652c246cf | enrollment | lturng                 | netid           | source\_identified | Lih-Sheng Turng         | TURNG\@ENGR.WISC.EDU   | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/LIH-SHENG\_TURNG          |
| instructor\_78412d1897b8b31917da1255 | enrollment | dibisa                 | netid           | source\_identified | Oliyad Dibisa           | DIBISA\@WISC.EDU       | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/OLIYAD\_DIBISA            |
| instructor\_543d2f936befcfe19d5926bc | enrollment | xkuang9                | netid           | source\_identified | Xiao Kuang              | XKUANG9\@WISC.EDU      | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/XIAO\_KUANG               |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:612:025964",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1272",
    "source_course_id": "025964",
    "source_subject_id": "612",
    "title": "Manufacturing: Polymer Processing and Engineering",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:22646",
    "term_id": "1272",
    "source_section_id": "22646",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 197,
    "enrolled": 185,
    "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:1272:22648",
    "term_id": "1272",
    "source_section_id": "22648",
    "identity_basis": "class_number",
    "section_number": "301",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 15,
    "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:1272:22649",
    "term_id": "1272",
    "source_section_id": "22649",
    "identity_basis": "class_number",
    "section_number": "302",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 18,
    "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:1272:22650",
    "term_id": "1272",
    "source_section_id": "22650",
    "identity_basis": "class_number",
    "section_number": "303",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 18,
    "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:1272:22651",
    "term_id": "1272",
    "source_section_id": "22651",
    "identity_basis": "class_number",
    "section_number": "304",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 16,
    "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:1272:22652",
    "term_id": "1272",
    "source_section_id": "22652",
    "identity_basis": "class_number",
    "section_number": "305",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 17,
    "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:1272:22653",
    "term_id": "1272",
    "source_section_id": "22653",
    "identity_basis": "class_number",
    "section_number": "306",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 18,
    "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:1272:22654",
    "term_id": "1272",
    "source_section_id": "22654",
    "identity_basis": "class_number",
    "section_number": "307",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 18,
    "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:1272:22655",
    "term_id": "1272",
    "source_section_id": "22655",
    "identity_basis": "class_number",
    "section_number": "308",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 15,
    "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:1272:29463",
    "term_id": "1272",
    "source_section_id": "29463",
    "identity_basis": "class_number",
    "section_number": "310",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 16,
    "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:1272:35828",
    "term_id": "1272",
    "source_section_id": "35828",
    "identity_basis": "class_number",
    "section_number": "309",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 18,
    "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:1272:37558",
    "term_id": "1272",
    "source_section_id": "37558",
    "identity_basis": "class_number",
    "section_number": "312",
    "section_type": "LAB",
    "instruction_mode": "Classroom Instruction",
    "capacity": 18,
    "enrolled": 16,
    "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_db4e9ea38d07c11120b2edce",
    "source": "madgrades",
    "source_instructor_id": "965150",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TIM OSSWALD",
    "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": 26,
      "quality": 4.5,
      "difficulty": 2.54,
      "quality_count": 26,
      "difficulty_count": 26,
      "profile_id": "rmp:828843",
      "source_url": "https://www.ratemyprofessors.com/professor/828843",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:01:48.688519+00:00",
      "courses": {
        "course_144155603c58477b09f7bb94": {
          "review_count": 4,
          "quality": 3.25,
          "difficulty": 3.25,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_86280689fd02225b9d3fd366": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_453ca64eed29a33a46958f53": {
          "review_count": 12,
          "quality": 4.83,
          "difficulty": 2.08,
          "quality_count": 12,
          "difficulty_count": 12
        },
        "course_93f8e31da361a257e831ecd4": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.1346459928463455,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.704,
      "graded": 3008,
      "counts": [
        1779,
        746,
        437,
        34,
        10,
        0,
        2
      ],
      "sections": 338
    },
    "instructor_url": "/instructors/TIM_OSSWALD--instructor_db4e9ea38d07c11120b2edce"
  },
  {
    "instructor_uid": "instructor_782f1394f9ec00ad5dd857d7",
    "source": "madgrades",
    "source_instructor_id": "3230512",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LIH-SHENG TURNG",
    "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": 3.38,
      "graded": 1069,
      "counts": [
        316,
        334,
        305,
        90,
        17,
        6,
        1
      ],
      "sections": 187
    },
    "instructor_url": "/instructors/LIH-SHENG_TURNG--instructor_782f1394f9ec00ad5dd857d7"
  },
  {
    "instructor_uid": "instructor_9710aeea28568416eddfe493",
    "source": "madgrades",
    "source_instructor_id": "5348406",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HECTOR PEREZ",
    "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": 3.52,
      "graded": 248,
      "counts": [
        117,
        58,
        53,
        10,
        8,
        2,
        0
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/HECTOR_PEREZ--instructor_9710aeea28568416eddfe493"
  },
  {
    "instructor_uid": "instructor_98ec945b3fa562773931b804",
    "source": "madgrades",
    "source_instructor_id": "6590195",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JINSU GIM",
    "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": 3.3,
      "graded": 135,
      "counts": [
        35,
        37,
        48,
        8,
        5,
        2,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/JINSU_GIM"
  },
  {
    "instructor_uid": "instructor_befb265ab137089e518fcef0",
    "source": "madgrades",
    "source_instructor_id": "6210556",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOHN ESTELA GARCIA",
    "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": 3.866,
      "graded": 123,
      "counts": [
        106,
        9,
        5,
        2,
        0,
        0,
        1
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/JOHN_ESTELA_GARCIA"
  },
  {
    "instructor_uid": "instructor_30ce09e191a7f279bf8dbcdf",
    "source": "madgrades",
    "source_instructor_id": "605495",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL DECICCO",
    "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": 3.352,
      "graded": 1416,
      "counts": [
        468,
        380,
        357,
        140,
        57,
        9,
        5
      ],
      "sections": 29
    },
    "instructor_url": "/instructors/MICHAEL_DECICCO--instructor_30ce09e191a7f279bf8dbcdf"
  },
  {
    "instructor_uid": "instructor_bc82e9ed1d5602a16d73180e",
    "source": "madgrades",
    "source_instructor_id": "6695132",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "XIAO KUANG",
    "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": 3.497,
      "graded": 194,
      "counts": [
        75,
        61,
        42,
        14,
        2,
        0,
        0
      ],
      "sections": 10
    },
    "instructor_url": "/instructors/XIAO_KUANG--instructor_bc82e9ed1d5602a16d73180e"
  },
  {
    "instructor_uid": "instructor_4866de069bf3b3c1eb0ea1af",
    "source": "enrollment",
    "source_instructor_id": "edchen",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Edward Chen",
    "email": "EDCHEN@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/EDWARD_CHEN"
  },
  {
    "instructor_uid": "instructor_543d2f936befcfe19d5926bc",
    "source": "enrollment",
    "source_instructor_id": "xkuang9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Xiao Kuang",
    "email": "XKUANG9@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/XIAO_KUANG"
  },
  {
    "instructor_uid": "instructor_563b2d845e55dcb652c246cf",
    "source": "enrollment",
    "source_instructor_id": "lturng",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lih-Sheng Turng",
    "email": "TURNG@ENGR.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/LIH-SHENG_TURNG"
  },
  {
    "instructor_uid": "instructor_78412d1897b8b31917da1255",
    "source": "enrollment",
    "source_instructor_id": "dibisa",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Oliyad Dibisa",
    "email": "DIBISA@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/OLIYAD_DIBISA"
  },
  {
    "instructor_uid": "instructor_bd6aaca87ff1a33cbab27cec",
    "source": "enrollment",
    "source_instructor_id": "clin349",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Chung-Yin Lin",
    "email": "CLIN349@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/CHUNG-YIN_LIN"
  },
  {
    "instructor_uid": "instructor_de008b037415257fdfce2022",
    "source": "enrollment",
    "source_instructor_id": "arroyavemira",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hector Arroyave Miranda",
    "email": "ARROYAVEMIRA@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/HECTOR_ARROYAVE_MIRANDA"
  },
  {
    "instructor_uid": "instructor_e877f86b623ea1b43df78a36",
    "source": "enrollment",
    "source_instructor_id": "gwu37",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Guan-Yu Wu",
    "email": "GWU37@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/GUAN-YU_WU"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "TIM OSSWALD"
    ],
    "a": 63,
    "ab": 26,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 91,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "TIM OSSWALD"
    ],
    "a": 33,
    "ab": 55,
    "b": 22,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 110,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "TIM OSSWALD"
    ],
    "a": 55,
    "ab": 34,
    "b": 38,
    "bc": 4,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 131,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Lih-Sheng Turng"
    ],
    "a": 23,
    "ab": 25,
    "b": 54,
    "bc": 25,
    "c": 4,
    "d": 0,
    "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": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "HECTOR PEREZ",
      "JINSU GIM",
      "Lih-Sheng Turng"
    ],
    "a": 35,
    "ab": 37,
    "b": 48,
    "bc": 8,
    "c": 5,
    "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": 136,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "JOHN ESTELA GARCIA",
      "TIM OSSWALD"
    ],
    "a": 106,
    "ab": 9,
    "b": 5,
    "bc": 2,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 124,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Lih-Sheng Turng"
    ],
    "a": 22,
    "ab": 45,
    "b": 68,
    "bc": 23,
    "c": 2,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 161,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Lih-Sheng Turng",
      "Michael DeCicco"
    ],
    "a": 34,
    "ab": 49,
    "b": 48,
    "bc": 5,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 137,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Lih-Sheng Turng",
      "Xiao Kuang"
    ],
    "a": 42,
    "ab": 61,
    "b": 41,
    "bc": 14,
    "c": 2,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 160,
    "source_aliases": [
      "ME 310"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ME 310",
    "course_uid": "course_144155603c58477b09f7bb94",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Lih-Sheng Turng",
      "Michael DeCicco"
    ],
    "a": 31,
    "ab": 49,
    "b": 33,
    "bc": 12,
    "c": 2,
    "d": 4,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 131,
    "source_aliases": [
      "ME 310"
    ]
  }
]
```

### statistics

#### gpa

3.426

#### graded

1310

#### counts

* 444
* 390
* 359
* 93
* 16
* 6
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_144155603c58477b09f7bb94-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_144155603c58477b09f7bb94-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_144155603c58477b09f7bb94-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_144155603c58477b09f7bb94-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_144155603c58477b09f7bb94-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_144155603c58477b09f7bb94-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_144155603c58477b09f7bb94-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_144155603c58477b09f7bb94-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_144155603c58477b09f7bb94-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_144155603c58477b09f7bb94-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.4263358778625954

#### count

1310

#### university

##### size

4461

##### gpa Percentile

16

##### count Percentile

95

##### median Count

127

##### 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 | 13    | false   |
| 2.8–3.2 | 236   | false   |
| 3.2–3.6 | 1075  | true    |
| 3.6–4.0 | 3137  | false   |

#### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 70,
      "gpaPercentile": 20,
      "countPercentile": 86,
      "medianCount": 153,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 28,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 38,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1222

##### term

1222

##### gpa

3.8351648351648353

##### count

91

##### university

###### size

1157

###### gpa Percentile

76

###### count Percentile

62

###### median Count

64

###### histogram

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

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 28,
      "gpaPercentile": 81,
      "countPercentile": 56,
      "medianCount": 71.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.55

##### count

110

##### university

###### size

1171

###### gpa Percentile

43

###### count Percentile

74

###### median Count

64

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 3     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 173   | false   |
| 3.2–3.6 | 358   | true    |
| 3.6–4.0 | 616   | false   |

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 24,
      "gpaPercentile": 52,
      "countPercentile": 52,
      "medianCount": 102.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.5343511450381677

##### count

131

##### university

###### size

1216

###### gpa Percentile

40

###### count Percentile

76

###### 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

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 25,
      "gpaPercentile": 46,
      "countPercentile": 58,
      "medianCount": 118,
      "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": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.145038167938931

##### count

131

##### university

###### size

1188

###### gpa Percentile

11

###### count Percentile

78

###### median Count

65

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 3     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 144   | true    |
| 3.2–3.6 | 374   | false   |
| 3.6–4.0 | 650   | false   |

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 26,
      "gpaPercentile": 16,
      "countPercentile": 56,
      "medianCount": 107.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 5,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": false
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.3

##### count

135

##### university

###### size

1295

###### gpa Percentile

19

###### count Percentile

78

###### 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

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 31,
      "gpaPercentile": 20,
      "countPercentile": 63,
      "medianCount": 107,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 15,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.8658536585365852

##### count

123

##### university

###### size

1241

###### gpa Percentile

77

###### 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 | 2     | false   |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | true    |

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 27,
      "gpaPercentile": 85,
      "countPercentile": 62,
      "medianCount": 109,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.1739130434782608

##### count

161

##### university

###### size

1333

###### gpa Percentile

8

###### count Percentile

82

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

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 28,
      "gpaPercentile": 0,
      "countPercentile": 78,
      "medianCount": 116.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 1,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.4014598540145986

##### count

137

##### university

###### size

1289

###### gpa Percentile

24

###### 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 | 0     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 128   | false   |
| 3.2–3.6 | 379   | true    |
| 3.6–4.0 | 765   | false   |

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 28,
      "gpaPercentile": 33,
      "countPercentile": 59,
      "medianCount": 121.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.396875

##### count

160

##### university

###### size

1320

###### gpa Percentile

22

###### count Percentile

82

###### 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

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 31,
      "gpaPercentile": 30,
      "countPercentile": 67,
      "medianCount": 99,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 15,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.301526717557252

##### count

131

##### university

###### size

1283

###### gpa Percentile

16

###### count Percentile

77

###### median Count

66

###### histogram

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

##### departments

```json
[
  {
    "subject": "ME",
    "comparison": {
      "size": 25,
      "gpaPercentile": 33,
      "countPercentile": 42,
      "medianCount": 131,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4461

###### gpa

3.7000604158847126

###### top Share

84.3655473985339

###### count

127

##### ME

###### size

70

###### gpa

3.626130079153396

###### top Share

79.48302715603973

###### count

153

#### terms

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ME

###### size

28

###### gpa

3.5317658980245055

###### top Share

73.85244504654484

###### count

71.5

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### ME

###### size

24

###### gpa

3.523850925666045

###### top Share

74.7737178649795

###### count

102.5

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ME

###### size

25

###### gpa

3.572892556393539

###### top Share

76.54575303131045

###### count

118

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ME

###### size

26

###### gpa

3.5441004803192864

###### top Share

74.40600351589543

###### count

107.5

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ME

###### size

31

###### gpa

3.5460868086391497

###### top Share

75.80892567064664

###### count

107

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ME

###### size

27

###### gpa

3.5546362177685946

###### top Share

76.5080798186604

###### count

109

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### ME

###### size

28

###### gpa

3.5912563782704816

###### top Share

76.82128204846178

###### count

116.5

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ME

###### size

28

###### gpa

3.6206917860927894

###### top Share

78.31689014028125

###### count

121.5

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ME

###### size

31

###### gpa

3.5621240602604693

###### top Share

74.89090043988932

###### count

99

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ME

###### size

25

###### gpa

3.5110862399220912

###### top Share

72.3479757717731

###### count

131

## instructor Trends

```json
[
  {
    "uid": "instructor_782f1394f9ec00ad5dd857d7",
    "name": "LIH-SHENG TURNG",
    "count": 855,
    "terms": [
      {
        "term": "1234",
        "count": 131,
        "sections": 1,
        "gpa": 3.145038167938931
      },
      {
        "term": "1242",
        "count": 135,
        "sections": 1,
        "gpa": 3.3
      },
      {
        "term": "1252",
        "count": 161,
        "sections": 1,
        "gpa": 3.1739130434782608
      },
      {
        "term": "1254",
        "count": 137,
        "sections": 1,
        "gpa": 3.4014598540145986
      },
      {
        "term": "1262",
        "count": 160,
        "sections": 1,
        "gpa": 3.396875
      },
      {
        "term": "1264",
        "count": 131,
        "sections": 1,
        "gpa": 3.301526717557252
      }
    ]
  },
  {
    "uid": "instructor_db4e9ea38d07c11120b2edce",
    "name": "TIM OSSWALD",
    "count": 455,
    "terms": [
      {
        "term": "1222",
        "count": 91,
        "sections": 1,
        "gpa": 3.8351648351648353
      },
      {
        "term": "1224",
        "count": 110,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1232",
        "count": 131,
        "sections": 1,
        "gpa": 3.5343511450381677
      },
      {
        "term": "1244",
        "count": 123,
        "sections": 1,
        "gpa": 3.8658536585365852
      }
    ]
  },
  {
    "uid": "instructor_30ce09e191a7f279bf8dbcdf",
    "name": "MICHAEL DECICCO",
    "count": 268,
    "terms": [
      {
        "term": "1254",
        "count": 137,
        "sections": 1,
        "gpa": 3.4014598540145986
      },
      {
        "term": "1264",
        "count": 131,
        "sections": 1,
        "gpa": 3.301526717557252
      }
    ]
  },
  {
    "uid": "instructor_bc82e9ed1d5602a16d73180e",
    "name": "XIAO KUANG",
    "count": 160,
    "terms": [
      {
        "term": "1262",
        "count": 160,
        "sections": 1,
        "gpa": 3.396875
      }
    ]
  },
  {
    "uid": "instructor_9710aeea28568416eddfe493",
    "name": "HECTOR PEREZ",
    "count": 135,
    "terms": [
      {
        "term": "1242",
        "count": 135,
        "sections": 1,
        "gpa": 3.3
      }
    ]
  },
  {
    "uid": "instructor_98ec945b3fa562773931b804",
    "name": "JINSU GIM",
    "count": 135,
    "terms": [
      {
        "term": "1242",
        "count": 135,
        "sections": 1,
        "gpa": 3.3
      }
    ]
  },
  {
    "uid": "instructor_befb265ab137089e518fcef0",
    "name": "JOHN ESTELA GARCIA",
    "count": 123,
    "terms": [
      {
        "term": "1244",
        "count": 123,
        "sections": 1,
        "gpa": 3.8658536585365852
      }
    ]
  }
]
```

## following

| code   | title                             |
| ------ | --------------------------------- |
| ME 419 | FUNDAMENTALS OF INJECTION MOLDING |
| ME 437 | ADVANCED MATERIALS SELECTION      |
| ME 514 | POLYMER ADDITIVE MANUFACTURING    |

## projection

### target

1272

### gpa

3.399713451191595

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 30.826801491627815  |
| AB    | 30.645346248549338  |
| B     | 29.129433486583263  |
| BC    | 7.595943241251183   |
| C     | 1.372608040887121   |
| D     | 0.2820526380735805  |
| F     | 0.14781485302769162 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

678

### same Season

true

### historical Range

* 3.173913043478261
* 3.8351648351648353

### backtest

#### terms

3

#### gpa Error

0.1883243186509418

#### mix Error

19.435050366289556
