# ENVIRST 971: Environmental Sensing Technologies | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ENVIRST_971)

## 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

b9365cec51844b0d6f79c602224a8b63d9fb1ef4cc98733f217712afd10b8077

### course id

ENVIRST 971

### course uid

course\_2ca42a08f05366f351c31860

### catalog version id

0007a18cac65862d8cc0db181f2ea90dd8e1b10733c8733ef70dbc9d5efc5545

### course number

971

### subjects

* ENVIRST

### title

ENVIRONMENTAL SENSING TECHNOLOGIES

### description

Many diverse technologies for monitoring the environment have become available in recent years, including traditional remote sensing data sources: aerial photography and satellite imagery, hyper-spectral data, imagery on demand, RADAR and LiDAR.  Other new data sources are quite unconventional, with many emerging relatively recently: unmanned aerial vehicles (UAVs or drones), social media, smartphones as sources of crowd-sourced data, and more.  Sophisticated data management, analytics, and presentation technology are required to effectively leverage both the spatial (including 3D) and temporal dimensions of these often untapped data sources. Intended to survey and explore these newly developing technologies, and provide direct experience to the student to understand and interact with the data and methods (geocomputing, coding, cloud-based platforms), and to learn to plan, manage, and utilize them effectively.

### requirements text

LAND ARC/​ENVIR ST/​G L E/​GEOG/​GEOSCI  371and graduate/professional standing (or FW ECOL 371 prior to Summer 2026)

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

2cfc910f8ee0aed07e8127ab396a139c8cef5485b7a47030296569778c307c70

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ENVIRONMENTAL SENSING TECHNOLOGIES surveys emerging environmental monitoring technologies and provides hands-on experience with data analytics and geocomputing.

### llm topics

* Traditional remote sensing data sources.
* Unconventional and emerging data sources.
* Spatial and temporal data dimensions.

### llm skills

* Geocomputing, coding, and cloud-based platform usage.
* Planning, managing, and utilizing environmental data technologies.

### llm assumed background

* Prerequisite knowledge in environmental remote sensing fundamentals and introductory calculus.

### llm search phrases

* environmental remote sensing technologies
* UAV drone data analytics
* LiDAR and RADAR monitoring
* geocomputing cloud platforms
* crowd-sourced environmental data

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

605af77ac19df27e581b68288941afe101421a09780decbae980d007c985a7bf

#### course id

ENVIRST 971

#### current instructors

None recorded.

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

false

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Spring 2024: 3.88 GPA, 100.0% A/AB (n=8 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Spring 2026: 3.88 GPA, 100.0% A/AB (n=13 letter grades).

```json
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}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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    "kind": "condition"
  }
]
```

#### notes

* Reference to 'FW ECOL 371' is unlinked in linked\_courses; identity and logic require review.

#### root

n0

#### status

needs\_review

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
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    "name": "SARAH WEGMUELLER",
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```

### grades

```json
[
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    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ENVIRST 971",
    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Annemarie Schneider",
      "SARAH WEGMUELLER"
    ],
    "a": 11,
    "ab": 2,
    "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,
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    "total": 13,
    "source_aliases": [
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    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ENVIRST 971",
    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Annemarie Schneider"
    ],
    "a": 14,
    "ab": 0,
    "b": 1,
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    "c": 0,
    "d": 0,
    "f": 0,
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    "passed": 0,
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    "other": 0,
    "total": 15,
    "source_aliases": [
      "ENVIRST 971"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1234",
    "term_name": "Spring 2023",
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    "a": 7,
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    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1244",
    "term_name": "Spring 2024",
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  },
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ENVIRST 971",
    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Annemarie Schneider"
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  },
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_2ca42a08f05366f351c31860",
    "term_id": "1264",
    "term_name": "Spring 2026",
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      "Annemarie Schneider"
    ],
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    "source_aliases": [
      "ENVIRST 971"
    ]
  }
]
```

### statistics

#### gpa

3.913

#### graded

63

#### counts

* 54
* 7
* 2
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_2ca42a08f05366f351c31860-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_2ca42a08f05366f351c31860-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_2ca42a08f05366f351c31860-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_2ca42a08f05366f351c31860-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_2ca42a08f05366f351c31860-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_2ca42a08f05366f351c31860-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9126984126984126

#### count

63

#### university

##### size

3143

##### gpa Percentile

75

##### count Percentile

27

##### median Count

119

##### 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 | 10    | false   |
| 2.8–3.2 | 166   | false   |
| 3.2–3.6 | 756   | false   |
| 3.6–4.0 | 2211  | true    |

#### departments

```json
[
  {
    "subject": "ENVIRST",
    "comparison": {
      "size": 70,
      "gpaPercentile": 83,
      "countPercentile": 19,
      "medianCount": 184.5,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 20,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 46,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1204

##### term

1204

##### gpa

3.923076923076923

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

#### 1224

##### term

1224

##### gpa

3.933333333333333

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

#### 1234

##### term

1234

##### gpa

3.875

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

#### 1244

##### term

1244

##### gpa

3.875

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

#### 1254

##### term

1254

##### gpa

4

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

#### 1264

##### term

1264

##### gpa

3.8846153846153846

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ENVIRST |            |

### benchmarks

#### all

##### school

###### size

3143

###### gpa

3.700510183496391

###### top Share

84.47071099002075

###### count

119

##### ENVIRST

###### size

70

###### gpa

3.66758172795774

###### top Share

82.76666859356422

###### count

184.5

#### terms

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### ENVIRST

###### size

29

###### gpa

3.674529525693237

###### top Share

82.258961157806

###### count

79

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### ENVIRST

###### size

30

###### gpa

3.5164528238553183

###### top Share

73.38013651241461

###### count

83.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ENVIRST

###### size

35

###### gpa

3.562190005068061

###### top Share

74.74595421679987

###### count

75

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ENVIRST

###### size

40

###### gpa

3.609333958752014

###### top Share

78.44870523269554

###### count

71

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ENVIRST

###### size

39

###### gpa

3.6271091837384972

###### top Share

80.50128090125337

###### count

73

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ENVIRST

###### size

39

###### gpa

3.6234319124309753

###### top Share

80.66171436378418

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_234794bfea356012b6077041",
    "name": "ANNEMARIE SCHNEIDER",
    "count": 63,
    "terms": [
      {
        "term": "1204",
        "count": 13,
        "sections": 1,
        "gpa": 3.923076923076923
      },
      {
        "term": "1224",
        "count": 15,
        "sections": 1,
        "gpa": 3.933333333333333
      },
      {
        "term": "1234",
        "count": 8,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1244",
        "count": 8,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1254",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1264",
        "count": 13,
        "sections": 1,
        "gpa": 3.8846153846153846
      }
    ]
  },
  {
    "uid": "instructor_3efb15617b6d78332f9bda76",
    "name": "SARAH WEGMUELLER",
    "count": 13,
    "terms": [
      {
        "term": "1204",
        "count": 13,
        "sections": 1,
        "gpa": 3.923076923076923
      }
    ]
  }
]
```

## following

None recorded.
