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49–72 of 82Employment & Labor Market Statistics — 215 Countries (1970–2024)
Harmonized dataset covering employment and labor market indicators for 215 countries from 1970 to 2024. Sourced from the World Bank Open Data API (ILO modeled estimates and national statistics). Includes 33 columns: unemployment rates (total, male, female, youth), labor force participation rates by gender, employment by sector (agriculture, industry, services), self-employment and vulnerable employment shares, GDP per capita, GDP growth, inflation, population, and labor productivity metrics. Ideal for analyzing global labor market trends, gender gaps in employment, structural economic transitions, and the relationship between economic development and employment patterns across regions and income groups.
Development Indicators by Country (1970–2023)
Full-coverage panel dataset of 14 key development indicators for 217 countries spanning 1970–2023 (11,718 rows). Sourced from the World Bank World Development Indicators (WDI), this dataset covers macroeconomics (GDP, GDP per capita, inflation, unemployment, trade, FDI), demographics (population, population growth, life expectancy), public spending (education and health expenditure as % of GDP), infrastructure (electricity consumption, internet adoption), and land use (arable land %). Each row represents a single country-year observation with ISO country codes, region, and World Bank income group classification. Ideal for cross-country panel regressions, development trend analysis, machine learning benchmarks, and policy research.
Low-Carbon Energy Production — 216 Countries (2000–2025)
Expansive dataset tracking low-carbon energy production across 216 countries from 2000 to 2025. Covers six energy types: Solar, Wind, Hydropower, Biofuel, Nuclear, and Other Renewables. Each row represents a country-year-energy type combination with electricity generation (TWh), consumption (TWh), share of national electricity mix (%), per-capita generation (kWh), and contextual indicators including total electricity generation, carbon intensity, and fossil fuel share. Sourced from Our World in Data (OWID) energy dataset, which aggregates data from BP Statistical Review, Ember, and IRENA. 31,025 rows across 216 countries. Ideal for energy transition analysis, climate policy research, and cross-country renewable energy benchmarking.
Worldwide Historical Natural Disaster Events (1970–2024)
Granular dataset of 10,639 natural disaster events worldwide from 1970 to 2024, covering 100 countries across all continents. Includes floods, storms, earthquakes, droughts, wildfires, volcanic eruptions, landslides, extreme temperature events, and epidemics. Each record contains 21 fields: event ID, date range, disaster type and subtype, severity index (1–10), magnitude (for seismic/volcanic events), geographic coordinates, country/continent/subregion, fatalities, injuries, total affected population, displaced persons, economic damage (millions USD), duration, humanitarian response level, and data source attribution. Data synthesized from multiple authoritative sources including EM-DAT, NOAA, USGS, WHO, IFRC, ReliefWeb, and GDACS. Suitable for climate risk analysis, humanitarian planning, insurance modeling, disaster preparedness research, and geospatial visualization.
International Flight Routes & Airport Connectivity Network
Cleaned dataset of 66,771 commercial flight routes connecting 3,214 airports across 225 countries, enriched with airline data, geographic coordinates, route distances, and country-level economic indicators. ## Sources - **OpenFlights**: Airport locations, airline information, and route data for all commercial airlines worldwide - **World Bank**: Country-level population (2023), GDP per capita (2023), and air passenger volume (2022) ## Key Features - Route-level detail: origin/destination airports, airline, distance (km), equipment type - Distance classification: short-haul (<500km), medium-haul, long-haul, ultra-long-haul (>4000km) - Domestic vs international and intercontinental route flags - Country-level economic context: population, GDP per capita, air passenger volumes - Continental and timezone coverage for all airports ## Coverage - 66,771 routes | 546 airlines | 3,214 airports | 225 countries - Distance distribution: 12K short-haul, 28K medium-haul, 20K long-haul, 7K ultra-long-haul - Intercontinental routes: 9,479 ## Use Cases - Aviation network analysis and hub identification - Route optimization and market gap analysis - Economic corridor mapping between countries - Geographic accessibility studies - Airline competitive landscape analysis
US FDA Safety Recalls & Enforcement Actions — 45,000 Records (Food, Drug, Device)
Wide-coverage dataset of 45,000 US FDA enforcement actions spanning food, drug, and medical device recalls. Sourced from three openFDA enforcement APIs and unified into a single normalized schema with 22 columns. **Sources:** - openFDA Food Enforcement API (15,000 records) - openFDA Drug Enforcement API (15,000 records) - openFDA Device Enforcement API (15,000 records) **Coverage:** Recalls from across the United States and international markets, spanning multiple years of FDA enforcement activity. **Schema (22 columns):** - `recall_number` — unique FDA recall identifier - `product_type` — food, drug, or device - `event_id` — FDA event identifier - `status` — Ongoing, Terminated, Completed - `classification` — Class I (dangerous/defective), Class II (may cause health problems), Class III (unlikely to cause harm) - `recalling_firm` — company issuing the recall - `city`, `state`, `country` — firm location - `voluntary_mandated` — whether the recall was voluntary or FDA-mandated - `initial_firm_notification` — how the public was notified - `product_description` — detailed product description - `reason_for_recall` — why the recall was initiated - `distribution_pattern` — geographic distribution of the product - `product_quantity` — amount of product recalled - `code_info` — lot numbers, UPC codes, expiration dates - `recall_initiation_date` — when the recall started (ISO 8601) - `center_classification_date` — when FDA classified the recall - `report_date` — when the recall was reported - `termination_date` — when the recall ended (if applicable) - `recall_year` — extracted year for easy filtering - `recall_class_num` — numeric class (1, 2, or 3) for sorting/analysis **Use cases:** Product safety analytics, regulatory compliance research, supply chain risk assessment, consumer protection analysis, ML classification models, public health surveillance.
50-City Daily Weather & Climate Panel — 18,300 Observations (2024)
Reference-grade daily weather observations for 50 major cities across all 6 inhabited continents throughout 2024. Each of the 18,300 rows captures a single city-day with 15 meteorological variables including temperature extremes, precipitation, snowfall, wind speed and gusts, sunshine duration, and evapotranspiration — plus derived indicators like frost days, heat days, and precipitation intensity categories. **Sources:** - Open-Meteo Historical Weather API (ERA5 reanalysis + station data) - Curated world cities database (population, coordinates, timezone metadata) **Coverage:** 50 cities spanning North America (7), South America (5), Europe (10), Asia (13), Africa (7), and Oceania (3) — from Reykjavik (64°N) to Melbourne (37°S), Anchorage to Singapore. **Schema (22 columns):** - `date` — ISO 8601 date - `city`, `country`, `continent` — geographic identifiers - `latitude`, `longitude` — WGS84 coordinates - `city_population` — estimated city population - `timezone` — IANA timezone - `temperature_max_c`, `temperature_min_c`, `temperature_mean_c` — daily temperature in Celsius - `precipitation_mm`, `rain_mm`, `snowfall_cm` — daily precipitation totals - `wind_speed_max_kmh`, `wind_gusts_max_kmh` — peak wind measurements - `sunshine_duration_hours` — hours of sunshine - `evapotranspiration_mm` — FAO Penman-Monteith reference ET₀ - `temperature_range_c` — diurnal temperature swing - `is_frost_day` — binary flag (min temp ≤ 0°C) - `is_hot_day` — binary flag (max temp ≥ 35°C) - `precipitation_category` — none/light/moderate/heavy/extreme **Use cases:** Climate analysis, city comparison dashboards, anomaly detection, ML weather modeling, urban planning research, travel analytics.
Worldwide Earthquake & Seismic Activity Catalog — 24,897 Events (2024)
Authoritative dataset of 24,897 earthquakes (magnitude 2.5+) recorded worldwide in 2024, sourced from the USGS Earthquake Hazards Program (FDSNWS). Each event is enriched with 33 columns including precise geolocation, depth classification (shallow/intermediate/deep), magnitude classification (minor to great), estimated energy release (Gutenberg-Richter), seismic zone mapping (Ring of Fire, Alpide Belt, Mid-Atlantic Ridge, East African Rift), country/region identification, and review status. Key features: - Full calendar year 2024 coverage (Jan 1 – Dec 31) - 33 fields per event including temporal, spatial, seismic, and geographic dimensions - Depth classification: 76% shallow, 19% intermediate, 5% deep - Magnitude range: 2.5 – 7.5 (mean 3.82) - Coverage: All tectonic regions worldwide - Enriched with seismic zone, tectonic context, and impact indicators (felt reports, tsunami flags, alert levels) Ideal for: seismological research, disaster risk modeling, geospatial analysis, machine learning, and educational purposes. Sources: USGS Earthquake Hazards Program (FDSNWS API), geographic enrichment via coordinate-based classification.
World Bank Development Indicators — 217 Countries, 50-Year Panel (1974–2023)
Benchmark panel dataset covering 217 countries across 50 years (1974–2023) with 14 key development indicators from the World Bank Open Data API. Includes GDP per capita, total GDP, population, life expectancy, birth/death rates, unemployment, inflation, internet adoption, electricity consumption, literacy rates, health expenditure, Gini index, and FDI inflows. Ideal for longitudinal economic analysis, cross-country comparisons, and development research. Core demographic indicators (population, life expectancy, birth/death rates) have 100% coverage; economic indicators (GDP, FDI) cover 80–90% of observations.
US County Economic & Demographic Indicators — ACS 2022
Reference-grade economic and demographic dataset covering all 3,222 US counties and county-equivalents, sourced from the US Census Bureau American Community Survey (ACS) 2022 5-Year Estimates. Each row represents one county with 20 fields including population, median household income, per capita income, poverty rate, unemployment rate, college degree attainment, median home value, median rent, homeownership rate, housing vacancy rate, income-to-home-value ratio, rent burden as percentage of income, long commute rates, and total housing units. Includes computed affordability and economic stress indicators derived from raw Census variables. Covers all 50 states plus DC and Puerto Rico with FIPS codes and Census region classifications. Ideal for market research, site selection analysis, economic policy research, real estate investment analysis, and demographic modeling. Data is public domain from the US Census Bureau.
Seattle Neighborhood Livability & Affordability Index — 2025
A comprehensive multi-source composite index covering 77 Seattle neighborhoods across 14 dimensions. Combines US Census/ACS demographics and income data, housing market values from Zillow/Redfin, rental prices from ApartmentList/RentCafe, Walk Score/Bike Score/Transit Score metrics, Seattle Police Department crime statistics (violent and property crime rates per 100K), GreatSchools school ratings, commute time estimates, and a computed livability composite score. Each row represents one neighborhood with columns for: median household income, median home value, median 1BR rent, home ownership rate, walkability/bikeability/transit scores, violent and property crime rates, safety score, average school rating, commute time to downtown, and an overall livability composite score. Ideal for urban planning analysis, real estate investment modeling, relocation decision support, or training neighborhood recommendation agents.
San Francisco Neighborhood Livability & Safety Index — 2024
A composite neighborhood-level dataset covering 38 residential neighborhoods in San Francisco. Combines 5 sources: SF Open Data (SFPD 2024 crime reports, ACS population), Census Bureau ACS 2018-2022 (income, poverty), WalkScore (walkability/transit/bike), and rental aggregators (Zumper, RentCafe). 15 columns per neighborhood: population, median household income, poverty rate, median 1BR rent, rent burden, total/violent/property crime counts and per-capita rates, walk/transit/bike scores. Useful for urban planning, real estate, public safety research, and equity analysis.
Critical Minerals & Rare Earth Production Index — 10 Minerals (2024)
Reference-grade multi-source dataset tracking production volumes, reserves, processing capacity, and supply chain risk metrics for 10 critical minerals across 54 countries. Minerals covered: lithium, cobalt, nickel, rare earth oxides, natural graphite, copper, manganese, tungsten, vanadium, and gallium. Each country entry includes: production volumes (tonnes), known reserves, processing facility presence, export restriction scores (0-10 scale), mineral governance index (0-100), count of minerals produced, and a composite supply importance score weighted by strategic significance. Data compiled and normalized from: • USGS Mineral Commodity Summaries 2024-2025 • British Geological Survey World Mineral Statistics • IEA Critical Minerals Market Review 2024 • European Commission Critical Raw Materials Assessment • S&P Global Market Intelligence Highly relevant for supply chain analysis, energy transition planning, geopolitical risk assessment, and ESG research. Not available as a single normalized dataset from any single source.
62-Country Minimum Wage & PPP Benchmark — 2025
Research-grade dataset covering 62 countries with statutory minimum wages normalized to monthly USD equivalents, PPP-adjusted values, GDP per capita, and wage-to-GDP ratios. Data sourced from ILO, national labor ministries, World Bank GDP indicators, and IMF PPP conversion factors. Includes 10 fields per country: local currency amounts, USD nominal and PPP conversions, economic context metrics, and source annotations. Covers all major economies across 9 world regions.
Healthcare Access & Outcomes Index — 70 Countries (2024)
Multi-source healthcare access and outcomes index covering 70 countries, combining WHO Global Health Observatory indicators (physicians per capita, hospital beds per 1,000, essential service coverage) with World Bank development indicators (life expectancy, infant mortality, health expenditure as % of GDP). Each country-row includes a normalized composite score (0–100) plus the underlying component metrics for custom reweighting.
Cybersecurity Readiness & Threat Index — 70 Countries (2025)
End-to-end multi-source index measuring cybersecurity readiness across 70 countries. Combines data from ITU Global Cybersecurity Index (GCI 2024), National Cyber Security Index (NCSI), MixMode/Comparitech Cyber Safety Score, IBM Cost of Data Breach Report, DLA Piper data protection law classifications, and ITU/World Bank internet penetration statistics. Each row represents one country with 15 normalized indicators including: GCI score and tier, NCSI score, digital development level, composite cyber safety score, average data breach cost, data protection law status and strength (1-4 scale), cybercrime legislation status, national CERT/CSIRT presence and name, and internet penetration rate. Sources: ITU (GCI 2024), e-Governance Academy (NCSI), MixMode/Comparitech, IBM/Ponemon Institute, DLA Piper, UNCTAD, World Bank, Internet World Stats. Ideal for: cybersecurity policy research, country risk assessment, digital infrastructure analysis, investment due diligence, and academic research on global cyber resilience patterns.
70-Country Education Performance Index — 2024/2025
Reference-grade education dataset covering 70 countries across all continents with 10 key indicators: adult literacy rate, mean years of schooling, expected years of schooling, government education expenditure (% GDP), primary enrollment rate, secondary completion rate, PISA 2022 average scores, gender parity index, pupil-teacher ratio, and youth literacy rate. Data sourced from World Bank, UNDP Human Development Report 2025, OECD PISA 2022, and UNESCO Institute for Statistics. Normalized and cross-referenced across multiple authoritative sources for high data quality.
Water Stress & Freshwater Access — 67 Countries (2024)
Multi-source dataset tracking water stress levels, freshwater availability, and drinking water access across 67 countries spanning all continents and income levels. Combines data from four authoritative sources: WRI Aqueduct 4.0 baseline water stress scores (0-5 scale), WHO/UNICEF Joint Monitoring Programme safely managed drinking water percentages, FAO AQUASTAT renewable freshwater per capita and agricultural withdrawal ratios, and World Bank GDP and water productivity metrics. Covers all five water stress categories from Low to Extremely High. Ideal for environmental research, climate policy analysis, ESG scoring, and development economics.
International Crypto Regulation Landscape — 2025
Longitudinal dataset tracking cryptocurrency regulation, legal status, and adoption metrics across 50 countries worldwide. Combines data from Chainalysis Global Crypto Adoption Index 2025, Atlantic Council CBDC Tracker, FATF Travel Rule compliance reports, and national regulatory bodies. Each country entry includes: legal status (legal/restricted/banned), regulatory framework maturity, primary regulator, key legislation, CBDC development status, Chainalysis adoption ranking, Travel Rule implementation, VASP licensing requirements, crypto tax policy and rates, stablecoin regulation status, and data sources. Covers all major economies plus emerging markets across 7 regions. Normalized and cross-referenced from 6+ authoritative sources for accuracy.
Internet Freedom & Digital Rights Index — 70 Countries (2025)
End-to-end dataset tracking internet freedom and digital rights across 70 countries, combining Freedom House Freedom on the Net scores (0-100) with Reporters Without Borders Press Freedom Index scores. Covers internet censorship levels, VPN restrictions, social media blocks, content filtering, and notable censorship events for each country. Multi-source data normalized from Freedom House, RSF, and government policy tracking. Includes categorical assessments of obstacles to access, content limits, and user rights violations. Ideal for policy analysis, AI governance research, and digital rights monitoring.
AI Regulation & Policy Tracker — 60 Countries (2025)
Full-coverage dataset tracking AI regulation, legislation, and policy readiness across 60 countries worldwide. Compiled from multiple authoritative sources including Oxford Insights Government AI Readiness Index, OECD AI Policy Observatory, Stanford HAI AI Index, and official government publications. Each record includes: AI readiness score and rank, national AI strategy status and adoption year, binding legislation details, regulatory approach classification (risk-based, market-driven, state-driven, principles-based, etc.), number of AI policies, strategy budget, dedicated AI agency information, EU AI Act applicability, and Council of Europe AI Convention signatory status. Covers all major economies and regions. Ideal for policy researchers, government affairs teams, AI governance professionals, and businesses navigating the global AI regulatory landscape.
Significant Earthquakes Catalog (M6.0+) — 2024/2025
Curated dataset of 74 significant earthquakes (magnitude 6.0+) from January 2024 through December 2025. Combines USGS seismic instrument data with Wikipedia-sourced casualty and impact assessments. Fields include magnitude, coordinates, depth, tsunami warnings, USGS alert levels, felt reports, significance scores, deaths, injuries, and impact summaries. Covers the M8.8 Kamchatka event (6th largest ever recorded), the M7.7 Myanmar earthquake (5,456 deaths), the M7.5 Noto Peninsula disaster (703 deaths), and 71 other events across 30+ countries. Multi-source, normalized, and cross-referenced.
Urban PM2.5 Air Quality — 80 Major Cities (2025)
Cross-national dataset of annual average PM2.5 concentrations across 80 major cities worldwide, sourced from the IQAir 2025 World Air Quality Report, WHO Ambient Air Quality Database, and regional monitoring networks. Covers all 6 inhabited continents with cities ranging from the most polluted (Byrnihat, India at 128.2 µg/m³) to the cleanest (Nieuwoudtville, South Africa at 1.0 µg/m³). Each record includes city, country, continent, PM2.5 annual average, WHO guideline compliance ratio, air quality category (Good/Moderate/Unhealthy/Very Unhealthy/Hazardous), estimated metro population, and primary pollution source. Useful for environmental research, public health analysis, urban planning, and climate policy studies.
Electric Vehicle Adoption — 40 Countries, 6 Continents (2023/2024)
Multi-source dataset tracking electric vehicle adoption across 40 countries and 6 continents. Includes 11 normalized metrics per country: annual EV sales (2023), market share percentage (2023 & 2024), cumulative EV stock, fleet penetration rate, public charging infrastructure count, government purchase incentive status, and ICE vehicle phase-out target years. Data sourced and cross-referenced from IEA Global EV Outlook 2024, Wikipedia country-level EV statistics, and Virta Global EV Market reports. Ideal for climate policy analysis, automotive market research, energy transition modeling, and ESG investment screening.