# LSC 299: Independent Study | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/LSC_299)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

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

### courses

8951

### current instructors

5754

### limited

false

### terms

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

### term

1272

### departments

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

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

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

### record version id

a2b288015c48d013a5bef12e4d39c7e5672662fdbc4075e2d5f735235485785e

### course id

LSC 299

### course uid

course\_b642429f1034be9c8840545f

### catalog version id

c0cebfe221e5bba463f0218d3f4a1c6934af5faeff237ca910feb101503b629c

### course number

299

### subjects

* LSC

### title

INDEPENDENT STUDY

### description

Research work for students under direct guidance of a faculty member in an area encompassing Life Sciences Communication. Students are responsible for arranging the work and credits with the supervising instructor.

### requirements text

Consent of instructor

### credits min

1

### credits max

3

### credit offering ids

* 1272:120:000608

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

77125e9738637508f81fd27f6c83f5b1aac7f2ec2185b8a80c9c710498436c8a

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

LSC 299 is an independent study course involving research work in Life Sciences Communication under faculty guidance.

### llm topics

* Life Sciences Communication

### llm skills

* Conducting research under faculty guidance
* Arranging independent study work and credits

### llm assumed background

None recorded.

### llm search phrases

* LSC 299 independent study
* Life Sciences Communication research
* LSC faculty supervision

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

1391f14aaeaf27fb6a5472dbb9b6d2dc591d6ee2dfc2ff8bd9e3dc54bc391c0d

#### course id

LSC 299

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_b667bc2ac1bf8983a999e4c0",
    "message": "No course-specific reviews available",
    "name": "Bret Shaw",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_5379a7cc3c50656de8effe72",
    "message": "No course-specific reviews available",
    "name": "Dominique Brossard",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:575191",
    "summary": []
  },
  {
    "instructor_uid": "instructor_bf40981dbe8a3e9fa580dee5",
    "message": "No course-specific reviews available",
    "name": "Kaiping Chen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2697891",
    "summary": []
  },
  {
    "instructor_uid": "instructor_da97d308c515cf7827d49ec7",
    "message": "No course-specific reviews available",
    "name": "Michael Xenos",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:764795",
    "summary": []
  },
  {
    "instructor_uid": "instructor_4c79a8a077ed24474ec96fe2",
    "message": "No course-specific reviews available",
    "name": "Nan Li",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_00c5b3a4014e087754fad5ab",
    "message": "No course-specific reviews available",
    "name": "Todd Newman",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Spring 2012: 3.97 GPA, 100.0% A/AB (n=18 letter grades); Spring 2013: 3.83 GPA, 100.0% A/AB (n=18 letter grades); Spring 2014: 3.89 GPA, 100.0% A/AB (n=9 letter grades).

```json
{
  "citations": [
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1134",
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    },
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1144",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

DOMINIQUE BROSSARD is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
      "source_record": {
        "entity_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
      "source_record": {
        "entity_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
      "source_record": {
        "entity_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "LSC 299",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 9,
      "source_course_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
      "source_record": {
        "entity_id": "57d1e1c0-9899-33e6-8a2d-dbaaac15ea19",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Consent of instructor",
    "course": null,
    "evidence": "Consent of instructor",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_b667bc2ac1bf8983a999e4c0",
    "source": "enrollment",
    "source_instructor_id": "brshaw",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bret Shaw",
    "email": "BRSHAW@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/BRET_SHAW"
  },
  {
    "instructor_uid": "instructor_5379a7cc3c50656de8effe72",
    "source": "enrollment",
    "source_instructor_id": "dbrossard",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Dominique Brossard",
    "email": "DBROSSARD@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 7,
      "quality": 3.86,
      "difficulty": 2.57,
      "quality_count": 7,
      "difficulty_count": 7,
      "profile_id": "rmp:575191",
      "source_url": "https://www.ratemyprofessors.com/professor/575191",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:25.413329+00:00",
      "courses": {
        "course_12cd95ac5e46e8b391c94d96": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_247011492894b805502b5973": {
          "review_count": 1,
          "quality": 3,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.711619098923404,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/DOMINIQUE_BROSSARD"
  },
  {
    "instructor_uid": "instructor_bf40981dbe8a3e9fa580dee5",
    "source": "enrollment",
    "source_instructor_id": "kchen67",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kaiping Chen",
    "email": "KCHEN67@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.67,
      "difficulty": 2.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2697891",
      "source_url": "https://www.ratemyprofessors.com/professor/2697891",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:47.830016+00:00",
      "courses": {
        "course_887d019bdf21ec7676231bc8": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_270e5bf9ade902304083d7c9": {
          "review_count": 1,
          "quality": 3,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.6610311161274747,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KAIPING_CHEN"
  },
  {
    "instructor_uid": "instructor_da97d308c515cf7827d49ec7",
    "source": "enrollment",
    "source_instructor_id": "xenos",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Xenos",
    "email": "XENOS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 15,
      "quality": 4.27,
      "difficulty": 2.6,
      "quality_count": 15,
      "difficulty_count": 15,
      "profile_id": "rmp:764795",
      "source_url": "https://www.ratemyprofessors.com/professor/764795",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:21.906293+00:00",
      "courses": {
        "course_2c19c96e1ce94b072c025245": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.9212490191694833,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MICHAEL_XENOS"
  },
  {
    "instructor_uid": "instructor_4c79a8a077ed24474ec96fe2",
    "source": "enrollment",
    "source_instructor_id": "nli8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nan Li",
    "email": "NLI8@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/NAN_LI"
  },
  {
    "instructor_uid": "instructor_00c5b3a4014e087754fad5ab",
    "source": "enrollment",
    "source_instructor_id": "tpnewman",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Todd Newman",
    "email": "TPNEWMAN@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/TODD_NEWMAN"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:120:000608",
    "course_id": "LSC 299",
    "course_uid": "course_b642429f1034be9c8840545f",
    "term_id": "1272",
    "source_course_id": "000608",
    "source_subject_id": "120",
    "title": "Independent Study",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:10548",
    "term_id": "1272",
    "source_section_id": "10548",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "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:1272:37769",
    "term_id": "1272",
    "source_section_id": "37769",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "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:1272:37770",
    "term_id": "1272",
    "source_section_id": "37770",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "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:1272:37771",
    "term_id": "1272",
    "source_section_id": "37771",
    "identity_basis": "class_number",
    "section_number": "005",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "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:1272:37772",
    "term_id": "1272",
    "source_section_id": "37772",
    "identity_basis": "class_number",
    "section_number": "006",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 1,
    "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:1272:37773",
    "term_id": "1272",
    "source_section_id": "37773",
    "identity_basis": "class_number",
    "section_number": "007",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "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
[
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    "instructor_uid": "instructor_28ef55b603db4b50cf79b45e",
    "source": "madgrades",
    "source_instructor_id": "465586",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SARAH BOTHAM",
    "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": 3.842,
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      "counts": [
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      ],
      "sections": 55
    },
    "instructor_url": "/instructors/SARAH_BOTHAM--instructor_28ef55b603db4b50cf79b45e"
  },
  {
    "instructor_uid": "instructor_f33acc8aed4064b918dcc597",
    "source": "madgrades",
    "source_instructor_id": "712293",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LARRY MEILLER",
    "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": 3.817,
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      "counts": [
        523,
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        1,
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      ],
      "sections": 94
    },
    "instructor_url": "/instructors/LARRY_MEILLER--instructor_f33acc8aed4064b918dcc597"
  },
  {
    "instructor_uid": "instructor_3da0644451a14d87300f0654",
    "source": "madgrades",
    "source_instructor_id": "540911",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "GARY GEORGE LAKE",
    "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": 4,
      "graded": 7,
      "counts": [
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      ],
      "sections": 3
    },
    "instructor_url": "/instructors/GARY_GEORGE_LAKE"
  },
  {
    "instructor_uid": "instructor_4afcae5844cd2164311dd493",
    "source": "madgrades",
    "source_instructor_id": "2601436",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL FLAHERTY",
    "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": {
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      "quality": 3.9,
      "difficulty": 3.1,
      "quality_count": 10,
      "difficulty_count": 10,
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      "source_url": "https://www.ratemyprofessors.com/professor/794446",
      "match_basis": "exact_name",
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      "courses": {},
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    "grade_statistics": {
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      ],
      "sections": 10
    },
    "instructor_url": "/instructors/MICHAEL_FLAHERTY--instructor_4afcae5844cd2164311dd493"
  },
  {
    "instructor_uid": "instructor_d645a5a77f7f913bc89fec40",
    "source": "madgrades",
    "source_instructor_id": "1080206",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACQUELINE CLAIRE BUSH HITCHON",
    "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": 3.763,
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      "counts": [
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      ],
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    },
    "instructor_url": "/instructors/JACQUELINE_CLAIRE_BUSH_HITCHON--instructor_d645a5a77f7f913bc89fec40"
  },
  {
    "instructor_uid": "instructor_fc47cdfa4d16766a8755e8b4",
    "source": "madgrades",
    "source_instructor_id": "782454",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PATRICIA LOEW",
    "email": null,
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
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    "instructor_url": "/instructors/PATRICIA_LOEW--instructor_fc47cdfa4d16766a8755e8b4"
  },
  {
    "instructor_uid": "instructor_f90c35e9297f350ddf132171",
    "source": "madgrades",
    "source_instructor_id": "368932",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SHIELA REAVES",
    "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": {
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    "instructor_url": "/instructors/SHIELA_REAVES--instructor_f90c35e9297f350ddf132171"
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    "name": "DONALD STANLEY",
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    "instructor_url": "/instructors/DONALD_STANLEY"
  },
  {
    "instructor_uid": "instructor_96c4a81d93d9102421e5207e",
    "source": "madgrades",
    "source_instructor_id": "123093",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACOB STOCKINGER",
    "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": {
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    "instructor_url": "/instructors/JACOB_STOCKINGER"
  },
  {
    "instructor_uid": "instructor_5a0eb7c5823ee069ab1cdba7",
    "source": "madgrades",
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    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KRISTIN KLARKOWSKI",
    "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": {
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    },
    "instructor_url": "/instructors/KRISTIN_KLARKOWSKI"
  },
  {
    "instructor_uid": "instructor_044c14fb3451985e6c91aa62",
    "source": "madgrades",
    "source_instructor_id": "280437",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "WILLIAM SEELY",
    "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": {
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    },
    "instructor_url": "/instructors/WILLIAM_SEELY"
  },
  {
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    "source": "madgrades",
    "source_instructor_id": "1591621",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL XENOS",
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    "ratings": {
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      "difficulty_count": 15,
      "profile_id": "rmp:764795",
      "source_url": "https://www.ratemyprofessors.com/professor/764795",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:21.906293+00:00",
      "courses": {
        "course_2c19c96e1ce94b072c025245": {
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      },
      "bayesian_quality": 3.9212490191694833,
      "prior_mean": 3.6596857835465957,
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    },
    "grade_statistics": {
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    "instructor_url": "/instructors/MICHAEL_XENOS--instructor_1ed286ab4368a34b00a0fc9d"
  },
  {
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    "source": "madgrades",
    "source_instructor_id": "3919931",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DOMINIQUE BROSSARD",
    "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": 7,
      "quality": 3.86,
      "difficulty": 2.57,
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      "difficulty_count": 7,
      "profile_id": "rmp:575191",
      "source_url": "https://www.ratemyprofessors.com/professor/575191",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:25.413329+00:00",
      "courses": {
        "course_12cd95ac5e46e8b391c94d96": {
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        },
        "course_247011492894b805502b5973": {
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      },
      "bayesian_quality": 3.711619098923404,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.726,
      "graded": 1240,
      "counts": [
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      ],
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    },
    "instructor_url": "/instructors/DOMINIQUE_BROSSARD--instructor_8ad88f7eca6e32428d207003"
  },
  {
    "instructor_uid": "instructor_00c5b3a4014e087754fad5ab",
    "source": "enrollment",
    "source_instructor_id": "tpnewman",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Todd Newman",
    "email": "TPNEWMAN@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/TODD_NEWMAN"
  },
  {
    "instructor_uid": "instructor_4c79a8a077ed24474ec96fe2",
    "source": "enrollment",
    "source_instructor_id": "nli8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nan Li",
    "email": "NLI8@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/NAN_LI"
  },
  {
    "instructor_uid": "instructor_5379a7cc3c50656de8effe72",
    "source": "enrollment",
    "source_instructor_id": "dbrossard",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Dominique Brossard",
    "email": "DBROSSARD@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "quality": 3.86,
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      "difficulty_count": 7,
      "profile_id": "rmp:575191",
      "source_url": "https://www.ratemyprofessors.com/professor/575191",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:25.413329+00:00",
      "courses": {
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    "instructor_url": "/instructors/DOMINIQUE_BROSSARD"
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  {
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    "source_instructor_id": "brshaw",
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    "identity_status": "source_identified",
    "name": "Bret Shaw",
    "email": "BRSHAW@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/BRET_SHAW"
  },
  {
    "instructor_uid": "instructor_bf40981dbe8a3e9fa580dee5",
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    "source_instructor_id": "kchen67",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kaiping Chen",
    "email": "KCHEN67@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "quality": 3.67,
      "difficulty": 2.33,
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      "difficulty_count": 3,
      "profile_id": "rmp:2697891",
      "source_url": "https://www.ratemyprofessors.com/professor/2697891",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:47.830016+00:00",
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        },
        "course_270e5bf9ade902304083d7c9": {
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      },
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    },
    "instructor_url": "/instructors/KAIPING_CHEN"
  },
  {
    "instructor_uid": "instructor_da97d308c515cf7827d49ec7",
    "source": "enrollment",
    "source_instructor_id": "xenos",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Xenos",
    "email": "XENOS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 15,
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      "quality_count": 15,
      "difficulty_count": 15,
      "profile_id": "rmp:764795",
      "source_url": "https://www.ratemyprofessors.com/professor/764795",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:21.906293+00:00",
      "courses": {
        "course_2c19c96e1ce94b072c025245": {
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      },
      "bayesian_quality": 3.9212490191694833,
      "prior_mean": 3.6596857835465957,
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    },
    "instructor_url": "/instructors/MICHAEL_XENOS"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
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]
```

### statistics

#### gpa

3.928

#### graded

83

#### counts

* 72
* 10
* 1
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b642429f1034be9c8840545f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b642429f1034be9c8840545f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b642429f1034be9c8840545f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b642429f1034be9c8840545f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b642429f1034be9c8840545f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b642429f1034be9c8840545f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

```json
[
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        "sections": 1,
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      },
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      },
      {
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        "sections": 1,
        "gpa": 3.8333333333333335
      },
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      }
    ]
  },
  {
    "uid": "instructor_f33acc8aed4064b918dcc597",
    "name": "LARRY MEILLER",
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    "terms": [
      {
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      },
      {
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      },
      {
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        "sections": 1,
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      },
      {
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      },
      {
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      },
      {
        "term": "1124",
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        "sections": 1,
        "gpa": 3.9375
      }
    ]
  }
]
```

## following

None recorded.
