Fall 2026

Data and GIS Tools for Ecology

F&WECOL 395 teaches quantitative tools, GIS, and spatial analysis for ecological investigations.

no offering record for this termCredits unavailable
Recorded instructors · Fall 2026 No instructors listed

Summary

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Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=23 letter grades).

Grade history

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average GPA
letter grades
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Prerequisites

Course map

MATH 113, 114, 171, placement into MATH 221, or graduate/professional standing

    • take one
    • placement into MATH 221
    • graduate/professional standing
    take one
F&WECOL 395

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Professors

Fall 2026

No instructors recorded for this selection.

Historical instructors & teaching patterns

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Calendar & sections

Fall 2026

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Meeting source records

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Student experience

the class

Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=23 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Statistics, GIS, Remote Sensing, and spatial analysis.
  • Practical applications with ecological and environmental data.

Skills

  • Application of quantitative tools and spatial analysis to ecological problems.
  • Use of Geographic Information Systems (GIS) and Remote Sensing techniques.

Grades

Latest available · Spring 2026— not enough history to project Fall 2026.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

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AB
B
BC
C
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F

Grades over time

Through Spring 2026

More grade details Grade mix, volume & source data

Not enough comparable courses for Fall 2026 in UW–Madison.

Sources & history

UW–Madison

Catalog & offerings

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Grade history

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Dataset & model

Recorded 2026-09-07

View the dataset on Hugging Face
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
LLM outputs across runs
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Full model traces

Recorded model configuration, reasoning, and tool conversations.

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Model & dataset provenance 
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "2c6f3ff87b24168ec4cab157e010ad45489086e589064b6a55049ebb03e62a8c",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}