# GEOG 475: Topics in Geography | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/GEOG_475)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

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

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| 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

a05cb3e7c9415a12b99409a4edd614928f05476a2a6d2c93baec2fa44988f14b

### course id

GEOG 475

### course uid

course\_e5323d3900078270948c4142

### catalog version id

cc9f598e0eb6f867228360ffe749342d8ce6df77eb4ddccd58a8e77d3f9aa05a

### course number

475

### subjects

* GEOG

### title

TOPICS IN GEOGRAPHY

### description

Explores emerging topics in Geography.

### requirements text

Sophomore standing

### credits min

1

### credits max

4

### credit offering ids

* 1272:416:023835.28
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### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

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### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

GEOG 475 explores emerging topics in Geography.

### llm topics

* Topics in Geography

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* GEOG 475 topics geography
* advanced geography seminar
* emerging topics geography course

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

dda69192f6b3a747471788e48e470f8cde94c6c69e8a1cc5bd153322f67a097a

#### course id

GEOG 475

#### current instructors

None recorded.

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

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#### quick take

Recent recorded grades — Spring 2024: 3.70 GPA, 85.2% A/AB (n=27 letter grades); Fall 2024: 3.80 GPA, 100.0% A/AB (n=5 letter grades); Spring 2025: 3.74 GPA, 90.9% A/AB (n=33 letter grades).

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#### student experience

None recorded.

#### task hash

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#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

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```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

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### sections

None recorded.

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### grades

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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Asligul Gocmen",
      "Keith Woodward"
    ],
    "a": 14,
    "ab": 0,
    "b": 0,
    "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": 14,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Almita Miranda",
      "Christian Andresen"
    ],
    "a": 12,
    "ab": 5,
    "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": 19,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Asligul Gocmen",
      "Bill Limpisathian"
    ],
    "a": 19,
    "ab": 4,
    "b": 2,
    "bc": 0,
    "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": 27,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Lisa Bhungalia"
    ],
    "a": 3,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
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    "no_credit": 0,
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    "not_reported": 0,
    "other": 0,
    "total": 7,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Bill Limpisathian",
      "Joseph Mason",
      "Lisa Bhungalia"
    ],
    "a": 29,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 2,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
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    "other": 0,
    "total": 35,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Almita Miranda",
      "Asligul Gocmen",
      "Lisa Bhungalia"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "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": 0,
    "source_aliases": [
      "GEOG 475"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOG 475",
    "course_uid": "course_e5323d3900078270948c4142",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Almita Miranda",
      "Maddy Kroot"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "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": 0,
    "source_aliases": [
      "GEOG 475"
    ]
  }
]
```

### statistics

#### gpa

3.77

#### graded

198

#### counts

* 148
* 28
* 13
* 3
* 5
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_e5323d3900078270948c4142-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e5323d3900078270948c4142-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_e5323d3900078270948c4142-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e5323d3900078270948c4142-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_e5323d3900078270948c4142-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e5323d3900078270948c4142-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

```json
[
  {
    "uid": "instructor_41e57c8091439f0222f335ba",
    "name": "CHRISTIAN ANDRESEN",
    "count": 46,
    "terms": [
      {
        "term": "1212",
        "count": 16,
        "sections": 1,
        "gpa": 3.90625
      },
      {
        "term": "1222",
        "count": 11,
        "sections": 1,
        "gpa": 3.8181818181818183
      },
      {
        "term": "1234",
        "count": 19,
        "sections": 1,
        "gpa": 3.763157894736842
      }
    ]
  },
  {
    "uid": "instructor_3a75a72d5c885f36f3346bba",
    "name": "ASLIGUL GOCMEN",
    "count": 33,
    "terms": [
      {
        "term": "1194",
        "count": 10,
        "sections": 1,
        "gpa": 3.9
      },
      {
        "term": "1204",
        "count": 6,
        "sections": 2,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1224",
        "count": 5,
        "sections": 2,
        "gpa": 4
      },
      {
        "term": "1244",
        "count": 12,
        "sections": 1,
        "gpa": 3.4583333333333335
      }
    ]
  },
  {
    "uid": "instructor_76b74f18454b9ad4e68ca8ef",
    "name": "BILL LIMPISATHIAN",
    "count": 30,
    "terms": [
      {
        "term": "1244",
        "count": 15,
        "sections": 1,
        "gpa": 3.9
      },
      {
        "term": "1254",
        "count": 15,
        "sections": 1,
        "gpa": 3.433333333333333
      }
    ]
  },
  {
    "uid": "instructor_f597007ec773086625f38e00",
    "name": "MORGAN ROBERTSON",
    "count": 21,
    "terms": [
      {
        "term": "1134",
        "count": 12,
        "sections": 1,
        "gpa": 3.5416666666666665
      },
      {
        "term": "1142",
        "count": 9,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_df3ac802450842d03baf5cfe",
    "name": "JOSEPH ADLAND MASON",
    "count": 18,
    "terms": [
      {
        "term": "1254",
        "count": 18,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_7f02cbe6e816f8505e307425",
    "name": "TANYA BUCKINGHAM",
    "count": 16,
    "terms": [
      {
        "term": "1142",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1152",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_06dc6faff8f7a7aa5a9df8af",
    "name": "ANTHONY FONTES",
    "count": 15,
    "terms": [
      {
        "term": "1172",
        "count": 15,
        "sections": 1,
        "gpa": 3.433333333333333
      }
    ]
  },
  {
    "uid": "instructor_a04b8461e4e6a0a7691d06b3",
    "name": "KEITH WOODWARD",
    "count": 9,
    "terms": [
      {
        "term": "1224",
        "count": 9,
        "sections": 2,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_7eabe98a7fd3b7b19df19ede",
    "name": "ALMITA MIRANDA",
    "count": 5,
    "terms": [
      {
        "term": "1204",
        "count": 5,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_972a3ddeaf1077b536f97b84",
    "name": "LISA BHUNGALIA",
    "count": 5,
    "terms": [
      {
        "term": "1252",
        "count": 5,
        "sections": 1,
        "gpa": 3.8
      }
    ]
  }
]
```

## following

None recorded.
