# city_fingerprints

generated_at: 2025-10-13 08:01:21
version: 1.1
data_sources: []
demographics:
{"population_total": 79545, "density_per_km2": 2854.14, "age_pct": {"lt_18": null, "from_18_to_65": null, "gt_65": null}, "gender_ratio_m_per_100f": null, "migration_balance_per_1000": null, "education_tertiary_pct": null, "household_size_avg": null, "population_density_method": "building_density_proxy"}

economy:
{"gdp_per_capita_local": null, "gdp_currency": "RUB", "employment_rate_pct": null, "unemployment_rate_pct": 3.0, "sector_share_pct": {"agriculture": 13, "industry": 42, "services": 45}, "avg_salary_local": 52000, "registered_businesses_per_1k": null, "industrial_output_per_capita_local": null, "retail_area_m2_per_1k": null, "business_data_source": "google_places_api_new"}

morphology_infrastructure:
{"built_up_pct": 40, "avg_building_floors": 2.5, "land_use_pct": {"residential": null, "industrial": null, "commercial": null, "green": 30, "water": null, "other": null}, "road_network_km": {"total": 400, "by_class_km": {}}, "intersection_density_per_km2": 70, "paved_pct": 85, "transit_stops_per_km2": null, "avg_commute_km": null, "housing_units_per_1k": null}

environment:
{"green_cover_pct": 30, "ndvi_mean": null, "aqi_pm25_annual": 15, "noise_db_day": null, "protected_area_pct": null, "water_surface_pct": null, "climate_normals": {"mean_temp_c": 3.9, "annual_precip_mm": 634}, "elevation_m": {"min": null, "mean": 315, "max": null}, "air_quality_pm25": 15.0, "avg_temperature_celsius": 3.9, "annual_precipitation_mm": 634}

social_infrastructure:
{"schools_per_10k": 4, "hospital_beds_per_10k": 65, "cultural_facilities_per_10k": 2.5, "crime_per_1k": 5, "public_wifi_per_km2": null, "internet_penetration_pct": null, "sports_area_m2_per_capita": null}

energy_utilities:
{"electricity_kwh_per_capita": null, "renewables_share_pct": 6, "gas_coverage_pct": null, "water_coverage_pct": 98, "wastewater_treatment_pct": 95, "district_heating_coverage_pct": null, "solid_waste_kg_per_capita_year": null}

derived_indices:
{"urban_efficiency_index": 0.799, "connectivity_index": 3.52, "green_equity_index": 21.438, "infrastructure_adequacy_index": 1.008, "sustainability_index": 0.412}


