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data-structures

A GeoSeries is a vector where each entry is a set of shapes corresponding to one observation (similar to a pandas Series but with geometric data).

  • Skills
  • Scientific
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What it does and how to use it

A skill that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/data-structures && curl -fsSL https://doutorai.pt/data/lib/skills__data-structures.md -o .claude/skills/data-structures/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# GeoPandas Data Structures

## GeoSeries

A GeoSeries is a vector where each entry is a set of shapes corresponding to one observation (similar to a pandas Series but with geometric data).

```python
import geopandas as gpd
from shapely.geometry import Point, Polygon

# Create a GeoSeries from geometries
points = gpd.GeoSeries([Point(1, 1), Point(2, 2), Point(3, 3)])

# Access geometric properties
points.area
points.length
points.bounds
```

## GeoDataFrame

A GeoDataFrame is a tabular data structure that contains a GeoSeries (similar to a pandas DataFrame but with geographic data).

```pytho

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