diff --git a/data-analysis/merchant-density-heatmap/merchant-heatmap-generator.py b/data-analysis/merchant-density-heatmap/merchant-heatmap-generator.py index 4d92b24..37d9aa5 100644 --- a/data-analysis/merchant-density-heatmap/merchant-heatmap-generator.py +++ b/data-analysis/merchant-density-heatmap/merchant-heatmap-generator.py @@ -1,63 +1,74 @@ import requests import geopandas as gpd -import os +import pathlib import numpy as np -import h3 +import h3pandas import json # Import the json module +import matplotlib.pyplot as plt -# Set the working directory to the script's directory -script_directory = os.path.dirname(os.path.abspath(__file__)) -os.chdir(script_directory) +# Define script directory +script_directory = pathlib.Path(__file__).parent.absolute() # Step 1: Get Latest Merchants from btcmap.org/elements url = "https://api.btcmap.org/elements" # Updated URL response = requests.get(url) # Check if the response status code indicates success -if response.status_code == 200: - try: - # Attempt to decode the JSON response - data = response.json() - - # Step 2: Extract Element ID and Position (Lon, Lat) - element_info = [] - for item in data: - element_id = item.get('id', None) - lon = item['osm_json'].get('lon', None) - lat = item['osm_json'].get('lat', None) - - # Only add entries with all necessary information - if element_id is not None and lon is not None and lat is not None: - element_info.append({'id': element_id, 'lon': lon, 'lat': lat}) - - if element_info: - # Create a GeoDataFrame from the location data - gdf = gpd.GeoDataFrame(element_info, geometry=gpd.points_from_xy([float(e['lon']) for e in element_info], [float(e['lat']) for e in element_info])) - - # Define the hexagonal grid size in kilometers (adjust as needed) - grid_size_km = 10.0 - - # Create a hexagonal grid over the extent of the merchant data - xmin, ymin, xmax, ymax = gdf.geometry.total_bounds - grid = gpd.GeoDataFrame() - grid['geometry'] = [h3.h3_to_geo(hex_id) for hex_id in h3.h3.polyfill(xmin, ymin, xmax, ymax, grid_size_km)] - grid['hex_id'] = [h3.geo_to_h3(lon, lat, 8) for lon, lat in grid['geometry']] - - # Calculate hexagon-based density as merchants per square kilometer - density = [] - for hex_id in grid['hex_id']: - count = sum(1 for hex_id in gdf.geometry.apply(lambda point: h3.geo_to_h3(point.x, point.y, 8) == hex_id)) - density.append(count / (grid_size_km ** 2)) # Merchants per square kilometer - grid['density'] = density - - # Save the density data as a shapefile in the current script directory - shapefile_output = os.path.join(script_directory, 'merchant_density.shp') - grid.to_file(shapefile_output) - - print(f"Merchant density exported as '{shapefile_output}'") - else: - print("No valid data found in the API response.") - except json.JSONDecodeError: - print("Error decoding JSON response.") -else: - print(f"Failed to retrieve data. Status code: {response.status_code}") \ No newline at end of file +if response.status_code != 200: + raise RuntimeError( + f"Failed to retrieve data. Status code: {response.status_code}" + ) +try: + # Attempt to decode the JSON response + data = response.json() +except json.JSONDecodeError: + raise RuntimeError("Error decoding JSON response.") + +# Step 2: Extract Element ID and Position (Lon, Lat) +ids = [] +lats = [] +lons = [] +for item in data: + osm_json = item['osm_json'] + ids.append(item.get('id')) + lons.append(osm_json.get('lon')) + lats.append(osm_json.get('lat')) + +# Step 3: build gdf of data +gdf = gpd.GeoDataFrame( + data={'id': ids, 'lat': lats, 'lon': lons}, + geometry=gpd.points_from_xy(lons, lats), + crs='EPSG:4326' # load in google WGS84 lat/lon crs +) +gdf = gdf.dropna(how='any') + +if len(gdf) == 0: + raise RuntimeError("No valid data found in the API response.") + +# Step 4: Calculate hexagon-based density as merchants per square kilometer +h3_resolution = 2 # this is not a real unit - 0-15 valid where 0 is coarse +gdf_h3_agg = gdf.h3.geo_to_h3_aggregate(h3_resolution, operation='count') +gdf_h3_agg = gdf_h3_agg[['id', 'geometry']].rename(columns={'id': 'merchant_count'}) +gdf_h3_agg = gdf_h3_agg.to_crs('EPSG:3857') # convert to web mercator for areas +m2_to_km2 = 1_000 ** 2 +gdf_h3_agg['density'] = gdf_h3_agg['merchant_count'] / (gdf_h3_agg.area / m2_to_km2) +gdf_h3_agg = gdf_h3_agg.to_crs('EPSG:4326') # convert back to WGS84 + +# Plot +_, ax = plt.subplots(1, 1, figsize=(12, 8)) +gdf_h3_agg.plot(column='density', legend=True, ax=ax) +plt.title('merchant density per sq km') +plt.savefig(script_directory / 'merchant_density.png') + +# Save the density data as a shapefile in the current script directory +script_directory = pathlib.Path(__file__).parent.absolute() +shapefile_output = script_directory / 'merchant_density' +gdf_h3_agg.to_file(shapefile_output) +print(f"Merchant density exported as '{shapefile_output}'") + +# Save as json +json_output = script_directory / 'merchant_density.json' +json_h3_agg = gdf_h3_agg.to_json() +with open(json_output, "w") as f: + json.dump(json_h3_agg, f) +print(f"Merchant density exported as '{json_output}'") diff --git a/data-analysis/merchant-density-heatmap/merchant_density.json b/data-analysis/merchant-density-heatmap/merchant_density.json new file mode 100644 index 0000000..4c8baad --- /dev/null +++ b/data-analysis/merchant-density-heatmap/merchant_density.json @@ -0,0 +1 @@ +"{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"8206a7fffffffff\", \"type\": \"Feature\", \"properties\": {\"merchant_count\": 1, \"density\": 8.141484753152388e-07}, \"geometry\": {\"type\": \"Polygon\", \"coordinates\": [[[-37.58826504753475, 75.43002491227665], [-43.86951847183958, 76.01639072631193], [-48.306122547956875, 74.83452393322774], [-46.35736886861963, 73.20569227555735], [-40.90055213993225, 72.70830963415911], [-36.63355802484276, 73.76143134862347], [-37.58826504753475, 75.43002491227665]]]}}, {\"id\": \"8206b7fffffffff\", \"type\": \"Feature\", \"properties\": {\"merchant_count\": 1, \"density\": 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-0,0 +1 @@ +ISO-8859-1 \ No newline at end of file diff --git a/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.dbf b/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.dbf new file mode 100644 index 0000000..8361046 Binary files /dev/null and b/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.dbf differ diff --git a/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.prj b/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.prj new file mode 100644 index 0000000..f45cbad --- /dev/null +++ b/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]] \ No newline at end of file diff --git a/data-analysis/merchant-density-heatmap/merchant_density/merchant_density.shp 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