# ATMOCN 903: Research Advances in the Atmospheric and Oceanic Sciences | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ATMOCN_903)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f

### observed at

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

### built at

2026-09-10T23:19:01.870283+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

636378e737b1a91150a6a0968079e44cc0d075fe552ecff81fbe0ef576c4ac43

### course id

ATMOCN 903

### course uid

course\_6df31af9d2baf16c369920cb

### catalog version id

c6012c415f23d88ebf017b1b6789572975344f3f8f6722f925345e01db3b1e9d

### course number

903

### subjects

* ATMOCN

### title

RESEARCH ADVANCES IN THE ATMOSPHERIC AND OCEANIC SCIENCES

### description

Discussions on philosophy of science, literature review, development of ideas in Atmospheric and Oceanic Sciences, training in proposal writing, and preparation for Ph.D. dissertation proposal in advance of preliminary exam.

### requirements text

Graduate/professional standing

### credits min

1

### credits max

1

### credit offering ids

* 1272:640:026599

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

56669a142738005b1a136f58b8c3e4ced391ba7a9559700604cb668106c07c19

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ATMOCN 903 prepares graduate students for their Ph.D. preliminary exam through philosophy of science discussions, literature reviews, and proposal writing training.

### llm topics

* Philosophy of science
* Development of ideas in Atmospheric and Oceanic Sciences
* Ph.D. dissertation proposal preparation

### llm skills

* Proposal writing
* Philosophy of science discussion
* Literature review

### llm assumed background

* Graduate or professional student standing

### llm search phrases

* atmospheric science philosophy
* oceanic sciences proposal writing
* PhD dissertation preparation
* graduate research seminar

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

f2662fc2243f94257fa08d0e7cde14c80b039c488f0a95a493de7367cb78299d

#### course id

ATMOCN 903

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_bec67ecd471b303ed3a35fe9",
    "message": "No course-specific reviews available",
    "name": "Ankur Desai",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1262870",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ATMOCN 903",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "e9d4b619-ebf4-3d83-b1d7-e6dbb7110729",
            "source_record": {
              "entity_id": "e9d4b619-ebf4-3d83-b1d7-e6dbb7110729",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.92 GPA, 91.7% A/AB (n=12 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90

#### quick take

Recent recorded grades — Fall 2024: 3.92 GPA, 91.7% A/AB (n=12 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ATMOCN 903",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "e9d4b619-ebf4-3d83-b1d7-e6dbb7110729",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "ATMOCN 903",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "e9d4b619-ebf4-3d83-b1d7-e6dbb7110729",
      "source_record": {
        "entity_id": "e9d4b619-ebf4-3d83-b1d7-e6dbb7110729",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_bec67ecd471b303ed3a35fe9",
    "source": "enrollment",
    "source_instructor_id": "ardesai2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ankur Desai",
    "email": "DESAI@AOS.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": 8,
      "quality": 4.62,
      "difficulty": 2.25,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1262870",
      "source_url": "https://www.ratemyprofessors.com/professor/1262870",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:55:01.147610+00:00",
      "courses": {},
      "bayesian_quality": 3.9340612739618543,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ANKUR_DESAI"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:640:026599",
    "course_id": "ATMOCN 903",
    "course_uid": "course_6df31af9d2baf16c369920cb",
    "term_id": "1272",
    "source_course_id": "026599",
    "source_subject_id": "640",
    "title": "Research Advances in the Atmospheric and Oceanic Sciences",
    "credits_min": 1,
    "credits_max": 1,
    "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:1272:35956",
    "term_id": "1272",
    "source_section_id": "35956",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "SEM",
    "instruction_mode": "Classroom Instruction",
    "capacity": 12,
    "enrolled": 8,
    "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_88e14e33097577d69888160a",
    "source": "madgrades",
    "source_instructor_id": "4310416",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANKUR DESAI",
    "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": 8,
      "quality": 4.62,
      "difficulty": 2.25,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1262870",
      "source_url": "https://www.ratemyprofessors.com/professor/1262870",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:55:01.147610+00:00",
      "courses": {},
      "bayesian_quality": 3.9340612739618543,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.746,
      "graded": 811,
      "counts": [
        572,
        126,
        83,
        20,
        4,
        2,
        4
      ],
      "sections": 117
    },
    "instructor_url": "/instructors/ANKUR_DESAI--instructor_88e14e33097577d69888160a"
  },
  {
    "instructor_uid": "instructor_bec67ecd471b303ed3a35fe9",
    "source": "enrollment",
    "source_instructor_id": "ardesai2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ankur Desai",
    "email": "DESAI@AOS.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": 8,
      "quality": 4.62,
      "difficulty": 2.25,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1262870",
      "source_url": "https://www.ratemyprofessors.com/professor/1262870",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:55:01.147610+00:00",
      "courses": {},
      "bayesian_quality": 3.9340612739618543,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ANKUR_DESAI"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ATMOCN 903",
    "course_uid": "course_6df31af9d2baf16c369920cb",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Ankur Desai"
    ],
    "a": 11,
    "ab": 0,
    "b": 1,
    "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": 12,
    "source_aliases": [
      "ATMOCN 903"
    ]
  }
]
```

### statistics

#### gpa

3.917

#### graded

12

#### counts

* 11
* 0
* 1
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6df31af9d2baf16c369920cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6df31af9d2baf16c369920cb-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6df31af9d2baf16c369920cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6df31af9d2baf16c369920cb-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_6df31af9d2baf16c369920cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_6df31af9d2baf16c369920cb-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6df31af9d2baf16c369920cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6df31af9d2baf16c369920cb-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9166666666666665

#### count

12

#### departments

| subject | comparison |
| ------- | ---------- |
| ATMOCN  |            |

### terms

#### 1252

##### term

1252

##### gpa

3.9166666666666665

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ATMOCN  |            |

### benchmarks

#### all

##### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

#### terms

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

## instructor Trends

```json
[
  {
    "uid": "instructor_88e14e33097577d69888160a",
    "name": "ANKUR DESAI",
    "count": 12,
    "terms": [
      {
        "term": "1252",
        "count": 12,
        "sections": 1,
        "gpa": 3.9166666666666665
      }
    ]
  }
]
```

## following

None recorded.
