# DS 501: Special Topics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/DS_501)

## 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

f6c81187df7e7b44bbf62836ab5a5123af459d3262b7a641e89b8050cb3ffac3

### course id

DS 501

### course uid

course\_4925cb96bb7a8d9a437bc1c1

### catalog version id

0b353c8e51b6deb02e59ec665220f05da9e69df10ecf91a476428956f386604d

### course number

501

### subjects

* DS

### title

SPECIAL TOPICS

### description

Specialized topics of current interest.

### requirements text

None

### credits min

1

### credits max

3

### credit offering ids

* 1272:359:007206
* 1272:359:007206.187
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### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

fd748253e6247e471bd31f16e8b9fe2bee0a1dd250c8122738dd388b8a773553

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

DS 501 covers specialized topics of current interest in the field.

### llm topics

* Specialized topics of current interest

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* DS 501 special topics
* data science advanced topics
* current interest data science

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

6077c203704de56c0c2e6d6cb13dfd0d2b831fb8e246dbc05073933437660de3

#### course id

DS 501

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_5b1894f21e14d31512fd7aad",
    "message": "No course-specific reviews available",
    "name": "Anika Kozlowski",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
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    "name": "Marina Moskowitz",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:2488922",
    "summary": [
      {
        "citations": [
          {
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            "review_date": "2020-11-03 16:23:55 +0000 UTC",
            "review_id": "d288196087ecb8464f62bb85",
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            "source_instructor_id": "rmp:2488922",
            "source_review_id": "UmF0aW5nLTMzNzYzOTA1",
            "source_url": "https://www.ratemyprofessors.com/professor/2488922",
            "type": "review"
          },
          {
            "instructor_name": "Marina Moskowitz",
            "review_date": "2021-01-13 17:14:07 +0000 UTC",
            "review_id": "f9fd355c6ad8a8a8fb52835a",
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            "source_instructor_id": "rmp:2488922",
            "source_review_id": "UmF0aW5nLTM0MjcyMDYy",
            "source_url": "https://www.ratemyprofessors.com/professor/2488922",
            "type": "review"
          }
        ],
        "text": "Marina Moskowitz is described as kind, caring, and genuinely concerned for student well-being. Reviewers highlight her ability to keep discussions engaging and make lectures interesting, emphasizing learning over busywork."
      }
    ]
  },
  {
    "instructor_uid": "instructor_707cf0fd765434597f585ddf",
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    "name": "Qi Yang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

The course is reading-heavy, though the assigned readings are described as very interesting and worthwhile.

```json
{
  "citations": [
    {
      "instructor_name": "Marina Moskowitz",
      "review_date": "2020-11-03 16:23:55 +0000 UTC",
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      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "type": "review"
    }
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}
```

#### errors

None recorded.

#### historical context

Historical reviews of Uchita Vaid: Uchita Vaid is described as knowledgeable, well-prepared, and accessible, with engaging lectures that balance discussion and reading. Reviewers note she cares about student success and provides relevant information, though the course requires significant reading and synthesis work.

```json
{
  "citations": [
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      "review_date": "2021-11-22 04:15:38 +0000 UTC",
      "review_id": "de195b5d512b9dd20818251a",
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      "source_url": "https://www.ratemyprofessors.com/professor/2738955",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

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#### quick take

Marina Moskowitz is praised as a caring and engaging instructor who prioritizes learning over busywork, making lectures interesting and discussions productive.

```json
{
  "citations": [
    {
      "instructor_name": "Marina Moskowitz",
      "review_date": "2020-11-03 16:23:55 +0000 UTC",
      "review_id": "d288196087ecb8464f62bb85",
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      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "type": "review"
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      "instructor_name": "Marina Moskowitz",
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      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "type": "review"
    }
  ]
}
```

#### student experience

Students report high engagement and genuine care for well-being, with one reviewer noting significant learning outcomes despite the reading load.

```json
{
  "citations": [
    {
      "instructor_name": "Marina Moskowitz",
      "review_date": "2020-11-03 16:23:55 +0000 UTC",
      "review_id": "d288196087ecb8464f62bb85",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2488922",
      "source_review_id": "UmF0aW5nLTMzNzYzOTA1",
      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "type": "review"
    },
    {
      "instructor_name": "Marina Moskowitz",
      "review_date": "2021-01-13 17:14:07 +0000 UTC",
      "review_id": "f9fd355c6ad8a8a8fb52835a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2488922",
      "source_review_id": "UmF0aW5nLTM0MjcyMDYy",
      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "None",
    "course": null,
    "evidence": "None",
    "id": "source_requirements",
    "kind": "condition"
  }
]
```

#### notes

* Display fallback using original requirements text; not an LLM-parsed rule.

#### root

source\_requirements

#### status

needs\_review

### instructors

```json
[
  {
    "instructor_uid": "instructor_5b1894f21e14d31512fd7aad",
    "source": "enrollment",
    "source_instructor_id": "akozlowski3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Anika Kozlowski",
    "email": "AKOZLOWSKI3@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "instructor_url": "/instructors/ANIKA_KOZLOWSKI"
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    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Marina Moskowitz",
    "email": "MMOSKOWITZ@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": 4,
      "quality": 4,
      "difficulty": 2.75,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2488922",
      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:50.488611+00:00",
      "courses": {
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        "course_4925cb96bb7a8d9a437bc1c1": {
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      "prior_weight": 20
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  {
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    "source_instructor_id": "qyang347",
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]
```

### offerings

```json
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    "term_id": "1272",
    "source_course_id": "007206.192",
    "source_subject_id": "359",
    "title": "Fashion Design II",
    "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:1272:29151",
    "term_id": "1272",
    "source_section_id": "29151",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 16,
    "enrolled": 6,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:31418",
    "term_id": "1272",
    "source_section_id": "31418",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 16,
    "enrolled": 9,
    "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:1272:31419",
    "term_id": "1272",
    "source_section_id": "31419",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 48,
    "enrolled": 19,
    "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:1272:35509",
    "term_id": "1272",
    "source_section_id": "35509",
    "identity_basis": "class_number",
    "section_number": "005",
    "section_type": "LEC",
    "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:1272:36595",
    "term_id": "1272",
    "source_section_id": "36595",
    "identity_basis": "class_number",
    "section_number": "006",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 30,
    "enrolled": 27,
    "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_5b1894f21e14d31512fd7aad",
    "source": "enrollment",
    "source_instructor_id": "akozlowski3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Anika Kozlowski",
    "email": "AKOZLOWSKI3@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/ANIKA_KOZLOWSKI"
  },
  {
    "instructor_uid": "instructor_707cf0fd765434597f585ddf",
    "source": "enrollment",
    "source_instructor_id": "qyang347",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Qi Yang",
    "email": "QYANG347@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/QI_YANG"
  },
  {
    "instructor_uid": "instructor_b914faeca9d783084346c596",
    "source": "enrollment",
    "source_instructor_id": "mmoskowitz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Marina Moskowitz",
    "email": "MMOSKOWITZ@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": 4,
      "quality": 4,
      "difficulty": 2.75,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2488922",
      "source_url": "https://www.ratemyprofessors.com/professor/2488922",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:50.488611+00:00",
      "courses": {
        "course_0e49df98173053caa890f050": {
          "review_count": 2,
          "quality": 3.5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_4925cb96bb7a8d9a437bc1c1": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.716404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARINA_MOSKOWITZ"
  }
]
```

### grades

None recorded.

### statistics

#### graded

0

#### counts

* 0
* 0
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_4925cb96bb7a8d9a437bc1c1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_4925cb96bb7a8d9a437bc1c1-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_4925cb96bb7a8d9a437bc1c1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_4925cb96bb7a8d9a437bc1c1-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_4925cb96bb7a8d9a437bc1c1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_4925cb96bb7a8d9a437bc1c1-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_4925cb96bb7a8d9a437bc1c1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_4925cb96bb7a8d9a437bc1c1-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_4925cb96bb7a8d9a437bc1c1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_4925cb96bb7a8d9a437bc1c1-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

None recorded.

## following

None recorded.
