| |
| import geopandas as gpd |
| import matplotlib.pyplot as plt |
| import os |
|
|
| |
| |
| SHAPEFILE_PATH = r"D:\RockGlacier_Project\raw_data\Final_merged01\Final_merged01.shp" |
| OUTPUT_DIR = r"D:\RockGlacier_Project\EDA" |
|
|
| |
| print(f"--- Exploring Shapefile: {SHAPEFILE_PATH} ---") |
|
|
| |
| if not os.path.exists(SHAPEFILE_PATH): |
| print(f"Error: Shapefile not found at {SHAPEFILE_PATH}") |
| else: |
| |
| print("Loading data...") |
| gdf = gpd.read_file(SHAPEFILE_PATH) |
|
|
| |
| |
| if 'gdf' in locals(): |
| print("\n[1] Basic Information:") |
| print(f"Total number of features (polygons): {len(gdf)}") |
| print(f"Coordinate Reference System (CRS): {gdf.crs}") |
| |
| |
| |
| if 'gdf' in locals(): |
| print("\n[2] Data Attributes (Columns):") |
| print(gdf.columns.tolist()) |
| |
| print("\n[3] First 5 Rows:") |
| print(gdf.head()) |
|
|
| |
| |
| if 'gdf' in locals(): |
| print("\n[4] Basic Statistics:") |
| print(gdf.describe()) |
| |
| |
| |
| if 'gdf' in locals(): |
| print("\n[5] Generating Plot...") |
| fig, ax = plt.subplots(figsize=(10, 10)) |
| |
| gdf.plot(ax=ax, edgecolor='blue', facecolor='lightblue', linewidth=0.5, alpha=0.7) |
| |
| ax.set_title("Rock Glacier Polygons - Final_merged01", fontsize=15) |
| ax.set_xlabel("Easting / Longitude") |
| ax.set_ylabel("Northing / Latitude") |
| |
| |
| os.makedirs(OUTPUT_DIR, exist_ok=True) |
| plot_path = os.path.join(OUTPUT_DIR, "rock_glaciers_plot.png") |
| plt.savefig(plot_path, dpi=300, bbox_inches='tight') |
| print(f"Plot saved successfully to: {plot_path}") |
| |
| |
| plt.show() |
|
|
