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80e070e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 | import geopandas as gpd
import os
SHAPEFILE_PATH = r'D:\RockGlacier_Project\raw_data\Final_merged01\Final_merged01.shp'
OUT_PATH = r'D:\RockGlacier_Project\EDA\dataset_analysis.md'
def analyze():
gdf = gpd.read_file(SHAPEFILE_PATH)
with open(OUT_PATH, 'w') as f:
f.write('# Rock Glacier Dataset Analysis\n\n')
f.write('## Basic Info\n')
f.write(f'- Total Features: {len(gdf)}\n')
f.write(f'- CRS: {gdf.crs}\n')
f.write(f'- Geometry Types: {gdf.geom_type.unique()}\n')
f.write(f'- Bounds (minx, miny, maxx, maxy): {gdf.total_bounds}\n\n')
f.write('## Columns\n```text\n')
f.write(gdf.dtypes.to_string() + '\n```\n\n')
f.write('## Data Preview (First 5 Rows)\n```text\n')
if 'geometry' in gdf.columns:
f.write(gdf.drop(columns=['geometry']).head(5).to_string() + '\n```\n\n')
else:
f.write(gdf.head(5).to_string() + '\n```\n\n')
f.write('## Numeric Summary\n```text\n')
f.write(gdf.describe().to_string() + '\n```\n')
if __name__ == '__main__':
analyze()
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