iLoveNatura
      All Tools
      • DocumentationLeaderboardHub ToolsSolutionsCredits
    iLoveNatura

    KPI Documentation

    Technical documentation for environmental indicators used in the ILoveNatura platform

    Filter by iLoveNatura plan
    Climate
    Pollution
    Water
    Biodiversity
    Risks
    Monitoring
    244 indicators found
    RGB satellite imagery
    Maps

    RGB satellite imagery

    RGB satellite imagery

    2.00 credits/per_km2
    rgb
    Documentation
    High resolution RGB imagery
    Maps

    High resolution RGB imagery

    High resolution RGB imagery

    8.00 credits/per_km2
    rgb_high_res
    Documentation
    Land Surface Temperature
    Maps

    Land Surface Temperature

    Land Surface Temperature

    3.00 credits/per_km2
    lst
    Documentation
    LST annual range
    Maps

    LST annual range

    Annual mean of each pixel over the selected period

    15.00 credits/per_km2
    lst_range
    Documentation
    LST range delta between years
    Maps

    LST range delta between years

    Difference between the annual mean of each pixel in two distinct periods

    15.00 credits/per_km2
    lst_range_delta
    Documentation
    Night Land Surface Temperature
    Maps

    Night Land Surface Temperature

    Night Land Surface Temperature

    3.00 credits/per_km2
    night_lst
    Documentation
    Urban Thermal Field Variance Index
    Maps

    Urban Thermal Field Variance Index

    Urban Thermal Field Variance Index

    4.00 credits/per_km2
    utfvi
    Documentation
    Normalized Difference Vegetation Index
    Maps

    Normalized Difference Vegetation Index

    Normalized Difference Vegetation Index

    4.00 credits/per_km2
    ndvi
    Documentation
    NDVI annual range
    Maps

    NDVI annual range

    Annual mean of each pixel over the selected period

    5.00 credits/per_km2
    ndvi_range
    Documentation
    NDVI range delta between years
    Maps

    NDVI range delta between years

    Difference between the annual mean of each pixel in two distinct periods

    6.00 credits/per_km2
    ndvi_range_delta
    Documentation
    Normalized Difference Water Index
    Maps

    Normalized Difference Water Index

    Normalized Difference Water Index

    4.00 credits/per_km2
    ndwi
    Documentation
    NDWI annual range
    Maps

    NDWI annual range

    Annual mean of each pixel over the selected period

    5.00 credits/per_km2
    ndwi_range
    Documentation
    NDWI range delta between years
    Maps

    NDWI range delta between years

    Difference between the annual mean of each pixel in two distinct periods

    6.00 credits/per_km2
    ndwi_range_delta
    Documentation
    Normalized Difference Moisture Index
    Maps

    Normalized Difference Moisture Index

    Normalized Difference Moisture Index

    4.00 credits/per_km2
    ndmi
    Documentation
    NDMI annual range
    Maps

    NDMI annual range

    Annual mean of each pixel over the selected period

    5.00 credits/per_km2
    ndmi_range
    Documentation
    NDMI range delta between years
    Maps

    NDMI range delta between years

    Difference between the annual mean of each pixel in two distinct periods

    6.00 credits/per_km2
    ndmi_range_delta
    Documentation
    Artificial light intensity
    Maps

    Artificial light intensity

    Artificial light intensity

    3.00 credits/per_km2
    light_pollution
    Documentation
    Light pollution annual range
    Maps

    Light pollution annual range

    Annual mean of each pixel over the selected period

    4.00 credits/per_km2
    light_pollution_range
    Documentation
    Light pollution range delta
    Maps

    Light pollution range delta

    Difference between the annual mean of each pixel in two distinct periods

    5.00 credits/per_km2
    light_pollution_range_delta
    Documentation
    Built-up Surface Fraction
    Maps

    Built-up Surface Fraction

    Built-up Surface Fraction

    3.00 credits/per_km2
    busf
    Documentation
    Population Density
    Maps

    Population Density

    Population Density

    3.00 credits/per_km2
    pd
    Documentation
    Aridity
    Maps

    Aridity

    Aridity index based on the ratio of precipitation to evapotranspiration

    1.00 credits/per_km2
    aridity
    Documentation
    Hydrogeological flood risk
    Maps

    Hydrogeological flood risk

    Hydrogeological flood risk

    4.00 credits/per_km2
    flood_risk
    Documentation
    Evapotranspiration
    Maps

    Evapotranspiration

    Evapotranspiration

    3.00 credits/per_km2
    et
    Documentation
    Degree of Urbanization
    Maps

    Degree of Urbanization

    Degree of Urbanization

    3.00 credits/per_km2
    du
    Documentation
    Protected natural areas
    Maps

    Protected natural areas

    Protected natural areas

    2.00 credits/
    protected_areas
    Documentation
    European ecosystems classification
    Maps

    European ecosystems classification

    European ecosystems classification

    0.20 credits/per_km2
    eu_ecosystems
    Documentation
    Wildlife corridors
    Maps

    Wildlife corridors

    Wildlife corridors

    0.50 credits/per_km2
    ecological_corridors
    Documentation
    Stepping stone habitats
    Maps

    Stepping stone habitats

    Stepping stone habitats

    0.50 credits/per_km2
    stepping_zones
    Documentation
    Ecological transition areas
    Maps

    Ecological transition areas

    Ecological transition areas

    0.50 credits/per_km2
    transition_areas
    Documentation
    Carbon stock overview
    Maps

    Carbon stock overview

    Carbon stock overview

    6.00 credits/per_km2
    carbon_stock
    Documentation
    Current above-ground biomass carbon
    Maps

    Current above-ground biomass carbon

    Current above-ground biomass carbon

    6.00 credits/per_km2
    carbon_stock_current_agb
    Documentation
    Current below-ground biomass carbon
    Maps

    Current below-ground biomass carbon

    Current below-ground biomass carbon

    6.00 credits/per_km2
    carbon_stock_current_bgb
    Documentation
    Current total biomass carbon
    Maps

    Current total biomass carbon

    Current total biomass carbon

    6.00 credits/per_km2
    carbon_stock_current_agb_bgb
    Documentation
    Current soil organic carbon
    Maps

    Current soil organic carbon

    Current soil organic carbon

    6.00 credits/per_km2
    carbon_stock_current_soc
    Documentation
    Current total carbon stock
    Maps

    Current total carbon stock

    Current total carbon stock

    8.00 credits/per_km2
    carbon_stock_current_total
    Documentation
    Unrealized AGB carbon potential
    Maps

    Unrealized AGB carbon potential

    Unrealized AGB carbon potential

    8.00 credits/per_km2
    carbon_stock_unrealized_potential_agb
    Documentation
    Unrealized BGB carbon potential
    Maps

    Unrealized BGB carbon potential

    Unrealized BGB carbon potential

    8.00 credits/per_km2
    carbon_stock_unrealized_potential_bgb
    Documentation
    Unrealized biomass carbon potential
    Maps

    Unrealized biomass carbon potential

    Unrealized biomass carbon potential

    8.00 credits/per_km2
    carbon_stock_unrealized_potential_agb_bgb
    Documentation
    Unrealized SOC potential
    Maps

    Unrealized SOC potential

    Unrealized SOC potential

    8.00 credits/per_km2
    carbon_stock_unrealized_potential_soc
    Documentation
    Unrealized total carbon potential
    Maps

    Unrealized total carbon potential

    Unrealized total carbon potential

    10.00 credits/per_km2
    carbon_stock_unrealized_potential_total
    Documentation
    Future unrealized carbon potential
    Maps

    Future unrealized carbon potential

    Future unrealized carbon potential

    10.00 credits/per_km2
    carbon_stock_future_unrealized_potential
    Documentation
    Future carbon potential change
    Maps

    Future carbon potential change

    Future carbon potential change

    10.00 credits/per_km2
    carbon_stock_future_unrealized_potential_change
    Documentation
    Active fire detection
    Maps

    Active fire detection

    Active fire detection

    3.00 credits/per_km2
    active_fire
    Documentation
    Socioeconomic indicators
    Maps

    Socioeconomic indicators

    Socioeconomic indicators

    2.00 credits/per_km2
    socioeconomic
    Documentation
    Harmonized World Soil Database
    Maps

    Harmonized World Soil Database

    Harmonized World Soil Database

    2.00 credits/per_km2
    hwsd
    Documentation
    Distance to green areas
    Maps

    Distance to green areas

    Distance to green areas

    3.00 credits/per_km2
    distance_to_green
    Documentation
    Distance to small gardens
    Maps

    Distance to small gardens

    Distance to small gardens

    3.00 credits/per_km2
    distance_to_small_gardens
    Documentation
    Distance to parks
    Maps

    Distance to parks

    Distance to parks

    3.00 credits/per_km2
    distance_to_parks
    Documentation
    Carbon Monoxide
    Maps

    Carbon Monoxide

    Carbon monoxide (CO) concentration analysis over time

    1.00 credits/per_km2
    carbon_monoxide
    Documentation
    Formaldehyde concentration
    Maps

    Formaldehyde concentration

    Formaldehyde concentration

    3.00 credits/per_km2
    formaldehyde
    Documentation
    Methane
    Maps

    Methane

    Methane (CH4) concentration analysis over time

    1.00 credits/per_km2
    methane
    Documentation
    Nitrogen Dioxide
    Maps

    Nitrogen Dioxide

    Nitrogen dioxide (NO2) concentration analysis over time

    1.00 credits/per_km2
    nitrogen_dioxide
    Documentation
    Ozone
    Maps

    Ozone

    Ozone (O3) concentration analysis over time

    1.00 credits/per_km2
    ozone
    Documentation
    Sulfur dioxide concentration
    Maps

    Sulfur dioxide concentration

    Sulfur dioxide concentration

    3.00 credits/per_km2
    sulfur_dioxide
    Documentation
    UV aerosol index
    Maps

    UV aerosol index

    UV aerosol index

    3.00 credits/per_km2
    uv_aerosol_index
    Documentation
    Fertilizer pollution overview
    Maps

    Fertilizer pollution overview

    Fertilizer pollution overview

    3.00 credits/per_km2
    fertilizer_pollution
    Documentation
    Nitrogen fertilizer pollution
    Maps

    Nitrogen fertilizer pollution

    Nitrogen fertilizer pollution

    3.00 credits/per_km2
    fertilizer_pollution_n
    Documentation
    Phosphorus fertilizer pollution
    Maps

    Phosphorus fertilizer pollution

    Phosphorus fertilizer pollution

    3.00 credits/per_km2
    fertilizer_pollution_p
    Documentation
    Potassium fertilizer pollution
    Maps

    Potassium fertilizer pollution

    Potassium fertilizer pollution

    3.00 credits/per_km2
    fertilizer_pollution_k
    Documentation
    Toxic metals soil pollution
    Maps

    Toxic metals soil pollution

    Toxic metals soil pollution

    4.00 credits/per_km2
    toxic_metals_soil_pollution
    Documentation
    Land Cover Classification
    Maps

    Land Cover Classification

    CLC computation prerequisite for biodiversity maps (MSA, PA, NS, NP, FA)

    0.10 credits/per_km2
    clc
    Documentation
    Soil impermeability
    Maps

    Soil impermeability

    Soil impermeability

    0.10 credits/per_km2
    impermeability
    Documentation
    Natural and Agricultural Areas
    Maps

    Natural and Agricultural Areas

    Natural and Agricultural Areas

    0.10 credits/per_km2
    naa
    Documentation
    Spectrum device heatmap
    Maps

    Spectrum device heatmap

    Spectrum device heatmap

    spectrum_heatmap
    Documentation
    PollyX device heatmap
    Maps

    PollyX device heatmap

    PollyX device heatmap

    pollyx_heatmap
    Documentation
    Extreme weather events
    Maps

    Extreme weather events

    Extreme weather events

    extreme_events
    Documentation
    Cultural and artistic heritage POIs
    Data

    Cultural and artistic heritage POIs

    Cultural and artistic heritage POIs

    artistic_heritage
    Documentation
    3Bee Oasi ecological features
    Data

    3Bee Oasi ecological features

    3Bee Oasi ecological features

    threebee_oasi
    Documentation
    Aqueduct Water Risk
    KPI

    Aqueduct Water Risk

    Water risk assessment using WRI Aqueduct data

    5.00 credits/fixed
    water_risk
    Documentation
    IUCN Red List
    KPI

    IUCN Red List

    Evaluates species presence against IUCN Red List of Threatened Species

    5.00 credits/fixed
    red_list
    Documentation
    Biodiversity Report
    Reports

    Biodiversity Report

    Full biodiversity report with data aggregation, charts, and AI analysis via Google Docs

    5.00 credits/fixed
    report_generation
    Documentation
    AI Comment Generation
    AI

    AI Comment Generation

    AI-powered analysis and commentary on monitoring data using Gemini

    3.00 credits/fixed
    ai_comments
    Documentation
    Mean Species Abundance
    Maps

    Mean Species Abundance

    Mean Species Abundance

    10.00 credits/per_km2
    msa
    Documentation
    MSA Climate Change component
    Maps

    MSA Climate Change component

    MSA Climate Change component

    8.00 credits/per_km2
    msa_cc
    Documentation
    MSA Infrastructure component
    Maps

    MSA Infrastructure component

    MSA Infrastructure component

    8.00 credits/per_km2
    msa_i
    Documentation
    MSA Fragmentation component
    Maps

    MSA Fragmentation component

    MSA Fragmentation component

    8.00 credits/per_km2
    msa_f
    Documentation
    MSA Land Use - Plants
    Maps

    MSA Land Use - Plants

    MSA Land Use - Plants

    8.00 credits/per_km2
    msa_lu_plants
    Documentation
    MSA Land Use - Animals
    Maps

    MSA Land Use - Animals

    MSA Land Use - Animals

    8.00 credits/per_km2
    msa_lu_animals
    Documentation
    Pollination Abundance
    Maps

    Pollination Abundance

    Pollination Abundance

    10.00 credits/per_km2
    pa
    Documentation
    PA - Soil excavators nesting
    Maps

    PA - Soil excavators nesting

    PA - Soil excavators nesting

    6.00 credits/per_km2
    pa_ns_soilexcavators
    Documentation
    PA - Sand excavators nesting
    Maps

    PA - Sand excavators nesting

    PA - Sand excavators nesting

    6.00 credits/per_km2
    pa_ns_sandexcavators
    Documentation
    PA - Underground cavities nesting
    Maps

    PA - Underground cavities nesting

    PA - Underground cavities nesting

    6.00 credits/per_km2
    pa_ns_underground_cavities
    Documentation
    PA - Wetland cavities nesting
    Maps

    PA - Wetland cavities nesting

    PA - Wetland cavities nesting

    6.00 credits/per_km2
    pa_ns_aboveground_cavities_wetland
    Documentation
    PA - Vegetated cavities nesting
    Maps

    PA - Vegetated cavities nesting

    PA - Vegetated cavities nesting

    6.00 credits/per_km2
    pa_ns_aboveground_cavities_vegetated
    Documentation
    PA - Artificial nesting
    Maps

    PA - Artificial nesting

    PA - Artificial nesting

    6.00 credits/per_km2
    pa_ns_artificial
    Documentation
    PA - Coastal area nesting
    Maps

    PA - Coastal area nesting

    PA - Coastal area nesting

    6.00 credits/per_km2
    pa_ns_coastal_area
    Documentation
    Nesting Sites suitability
    Maps

    Nesting Sites suitability

    Nesting Sites suitability

    10.00 credits/per_km2
    ns
    Documentation
    NS - Soil excavators
    Maps

    NS - Soil excavators

    NS - Soil excavators

    6.00 credits/per_km2
    ns_ns_soilexcavators
    Documentation
    NS - Sand excavators
    Maps

    NS - Sand excavators

    NS - Sand excavators

    6.00 credits/per_km2
    ns_ns_sandexcavators
    Documentation
    NS - Underground cavities
    Maps

    NS - Underground cavities

    NS - Underground cavities

    6.00 credits/per_km2
    ns_ns_underground_cavities
    Documentation
    NS - Wetland cavities
    Maps

    NS - Wetland cavities

    NS - Wetland cavities

    6.00 credits/per_km2
    ns_ns_aboveground_cavities_wetland
    Documentation
    NS - Vegetated cavities
    Maps

    NS - Vegetated cavities

    NS - Vegetated cavities

    6.00 credits/per_km2
    ns_ns_aboveground_cavities_vegetated
    Documentation
    NS - Artificial nesting
    Maps

    NS - Artificial nesting

    NS - Artificial nesting

    6.00 credits/per_km2
    ns_ns_artificial
    Documentation
    NS - Coastal areas
    Maps

    NS - Coastal areas

    NS - Coastal areas

    6.00 credits/per_km2
    ns_ns_coastal_area
    Documentation
    Nectariferous Potential
    Maps

    Nectariferous Potential

    Nectariferous Potential

    8.00 credits/per_km2
    np
    Documentation
    Flowering Area
    Maps

    Flowering Area

    Flowering Area

    8.00 credits/per_km2
    fa
    Documentation
    Climate Change
    Risks

    Climate Change

    Change in average temperature compared to the 1950-1970 baseline and increase in extreme event frequency.

    0.50 credits/fixed
    climate_change
    Documentation
    Wind
    Risks

    Wind

    Wind speed and direction analysis over time

    0.30 credits/fixed
    wind
    Documentation
    Heat Wave
    Risks

    Heat Wave

    Extended periods of extreme temperatures causing infrastructure strain and productivity loss.

    0.30 credits/fixed
    heat_wave
    Documentation
    Cold Wave
    Risks

    Cold Wave

    Extended periods of extremely low temperatures impacting infrastructure and operations.

    0.30 credits/fixed
    cold_wave
    Documentation
    Total Precipitation
    Risks

    Total Precipitation

    Total precipitation (rain + snow) analysis over time

    0.50 credits/fixed
    precipitation
    Documentation
    Precipitation Pattern Change
    Risks

    Precipitation Pattern Change

    Long-term change in precipitation patterns impacting land productivity.

    2.30 credits/fixed
    precipitation_pattern_change
    Documentation
    Wildfire
    Risks

    Wildfire

    Risk of wildfires threatening structures, grounds, and air quality.

    2.40 credits/fixed
    fire
    Documentation
    Heat Stress
    Risks

    Heat Stress

    Health and productivity risk from prolonged excessive heat conditions.

    0.60 credits/fixed
    heat_stress
    Documentation
    Extreme Heat
    Risks

    Extreme Heat

    Record-breaking temperatures causing infrastructure failures and health risks.

    3.10 credits/fixed
    extreme_heat
    Documentation
    Extreme Storm
    Risks

    Extreme Storm

    Violent storms with hurricane-force winds and risk of structural failure.

    0.60 credits/fixed
    extreme_storm
    Documentation
    Drought
    Risks

    Drought

    Prolonged water scarcity with operational restrictions and increased costs.

    0.50 credits/fixed
    drought
    Documentation
    Desertification
    Risks

    Desertification

    Progressive land degradation with loss of productivity and land value.

    0.50 credits/fixed
    desertification
    Documentation
    Flood
    Risks

    Flood

    Risk of flooding with structural damage and operational disruption.

    0.50 credits/fixed
    flood
    Documentation
    Aridity
    Risks

    Aridity

    Long-term drying trend impacting land productivity and increasing water costs.

    0.60 credits/fixed
    risk_aridity
    Documentation
    Water Stress
    Risks

    Water Stress

    Imbalance between water demand and supply leading to restrictions and rationing.

    1.00 credits/fixed
    water_stress
    Documentation
    Air Quality
    Risks

    Air Quality

    Health risk from air pollution and associated mortality rates.

    0.10 credits/fixed
    air_quality
    Documentation
    Landslide
    Risks

    Landslide

    Risk of slope instability with potential damage to foundations and structures.

    2.20 credits/fixed
    landslide
    Documentation
    Biodiversity Loss
    Risks

    Biodiversity Loss

    Decline of local ecosystem health impacting ecosystem services like pollination.

    2.40 credits/fixed
    biodiversity_loss
    Documentation
    Earthquake
    Risks

    Earthquake

    Seismic risk with potential structural damage ranging from minor to catastrophic.

    0.10 credits/fixed
    earthquake
    Documentation
    Volcanic Eruption
    Risks

    Volcanic Eruption

    Risk from ash, lahars, and pyroclastic flows with potential destruction.

    0.10 credits/fixed
    volcanic_eruption
    Documentation
    Rising Ocean Temperature
    Risks

    Rising Ocean Temperature

    Sea surface temperature anomalies impacting coastal ecosystems and ocean-dependent operations.

    0.50 credits/fixed
    rising_ocean_temperature
    Documentation
    Sea Level Rise
    Risks

    Sea Level Rise

    Recurring high-tide flooding, salinization, and progressive coastal land loss.

    0.10 credits/fixed
    sea_level_rise
    Documentation
    Coastal Flooding
    Risks

    Coastal Flooding

    Risk of storm surge flooding with structural damage and corrosion.

    0.10 credits/fixed
    coastal_flooding
    Documentation
    Coastal Erosion
    Risks

    Coastal Erosion

    Shoreline retreat impacting foundations, infrastructure, and access routes.

    0.10 credits/fixed
    coastal_erosion
    Documentation
    Ocean Acidification
    Risks

    Ocean Acidification

    Changes in ocean pH impacting marine ecosystems and ocean-dependent operations.

    0.30 credits/fixed
    ocean_acidification
    Documentation
    Historical Temperature
    KPI

    Historical Temperature

    Historical analysis of mean, max and min temperatures over time

    1.00 credits/fixed
    temperature_historical
    Documentation
    Future Temperature
    KPI

    Future Temperature

    Climate temperature projections based on SSP scenarios

    1.00 credits/fixed
    temperature_future
    Documentation
    Rainfall
    KPI

    Rainfall

    Rainfall precipitation analysis over time

    1.00 credits/fixed
    rain
    Documentation
    Weather Distribution
    KPI

    Weather Distribution

    Distribution of weather codes and atmospheric conditions

    1.00 credits/fixed
    weather_distribution
    Documentation
    Cloud Cover
    KPI

    Cloud Cover

    Cloud cover mean analysis over time

    1.00 credits/fixed
    historical_cloud_cover
    Documentation
    Evapotranspiration
    KPI

    Evapotranspiration

    FAO reference evapotranspiration analysis over time

    1.00 credits/fixed
    historical_evapotranspiration
    Documentation
    Snow
    KPI

    Snow

    Snowfall precipitation analysis over time

    1.00 credits/fixed
    historical_snowfall
    Documentation
    Apparent Temperature
    KPI

    Apparent Temperature

    Apparent (feels-like) temperature mean, max and min analysis over time

    1.00 credits/fixed
    historical_apparent_temperature
    Documentation
    Daylight Duration
    KPI

    Daylight Duration

    Daylight duration analysis over time

    1.00 credits/fixed
    historical_daylight_duration
    Documentation
    Sunshine Duration
    KPI

    Sunshine Duration

    Actual sunshine hours analysis over time

    1.00 credits/fixed
    historical_sunshine_duration
    Documentation
    Wind Gusts
    KPI

    Wind Gusts

    Wind gusts mean, max and min analysis over time

    1.00 credits/fixed
    historical_wind_gusts
    Documentation
    Shortwave Radiation
    KPI

    Shortwave Radiation

    Shortwave solar radiation analysis over time

    1.00 credits/fixed
    historical_shortwave_radiation
    Documentation
    Dew Point
    KPI

    Dew Point

    Dew point mean, max and min analysis over time

    1.00 credits/fixed
    historical_dew_point
    Documentation
    Relative Humidity
    KPI

    Relative Humidity

    Relative humidity mean, max and min analysis over time

    1.00 credits/fixed
    historical_relative_humidity
    Documentation
    Atmospheric Pressure
    KPI

    Atmospheric Pressure

    Atmospheric pressure (MSL) mean, max and min analysis over time

    1.00 credits/fixed
    historical_pressure
    Documentation
    Wet Bulb Temperature
    KPI

    Wet Bulb Temperature

    Wet bulb temperature mean, max and min analysis over time

    1.00 credits/fixed
    historical_wet_bulb_temperature
    Documentation
    Soil Moisture
    KPI

    Soil Moisture

    Soil moisture analysis at various depths over time

    1.00 credits/fixed
    historical_soil_moisture
    Documentation
    Soil Temperature
    KPI

    Soil Temperature

    Soil temperature analysis at various depths over time

    1.00 credits/fixed
    historical_soil_temperature
    Documentation
    River Discharge
    KPI

    River Discharge

    River discharge analysis over time

    1.00 credits/fixed
    river_discharge
    Documentation
    PM10
    KPI

    PM10

    PM10 particulate matter analysis over time

    1.00 credits/fixed
    pm10
    Documentation
    PM2.5
    KPI

    PM2.5

    PM2.5 fine particulate matter analysis over time

    1.00 credits/fixed
    pm2_5
    Documentation
    Carbon Dioxide
    KPI

    Carbon Dioxide

    Carbon dioxide (CO2) concentration analysis over time

    1.00 credits/fixed
    carbon_dioxide
    Documentation
    Sulphur Dioxide
    KPI

    Sulphur Dioxide

    Sulphur dioxide (SO2) concentration analysis over time

    1.00 credits/fixed
    sulphur_dioxide
    Documentation
    Aerosol Optical Depth
    KPI

    Aerosol Optical Depth

    Aerosol optical depth (AOD) analysis over time

    1.00 credits/fixed
    aerosol_optical_depth
    Documentation
    Dust
    KPI

    Dust

    Dust concentration analysis over time

    1.00 credits/fixed
    dust
    Documentation
    UV Index
    KPI

    UV Index

    Ultraviolet radiation index analysis over time

    1.00 credits/fixed
    uv_index
    Documentation
    UV Index Clear Sky
    KPI

    UV Index Clear Sky

    UV index under clear sky conditions analysis over time

    1.00 credits/fixed
    uv_index_clear_sky
    Documentation
    European Air Quality Index
    KPI

    European Air Quality Index

    European Air Quality Index (EAQI) analysis over time

    1.00 credits/fixed
    european_aqi
    Documentation
    US Air Quality Index
    KPI

    US Air Quality Index

    US Air Quality Index (US AQI) analysis over time

    1.00 credits/fixed
    us_aqi
    Documentation
    Landslides
    KPI

    Landslides

    Landslide and erosion risk assessment based on past events

    1.00 credits/fixed
    landslides
    Documentation
    Distances
    KPI

    Distances

    Distances from geographical features and urban centres

    1.00 credits/fixed
    distances
    Documentation
    Protected Areas Index
    KPI

    Protected Areas Index

    KPI based on proximity and coverage of protected areas

    protected_areas_index
    Documentation
    Historical Precipitations
    KPI

    Historical Precipitations

    Historical analysis of total, mean and max precipitations over time

    1.00 credits/fixed
    precipitation_historical
    Documentation
    Future Precipitations
    KPI

    Future Precipitations

    Climate precipitations projections based on SSP scenarios

    1.00 credits/fixed
    precipitation_future
    Documentation
    Annual Wind
    KPI

    Annual Wind

    Wind speed and direction analysis for the year

    1.00 credits/fixed
    wind_year
    Documentation
    Historical Temperature
    KPI

    Historical Temperature

    Historical analysis of mean, max and min temperatures over time

    1.00 credits/fixed
    historical_temperature
    Documentation
    Historical Climate — Total Precipitation
    KPI

    Historical Climate — Total Precipitation

    Historical analysis of total precipitations over time

    1.00 credits/fixed
    historical_precipitation
    Documentation
    Historical Rainfall
    KPI

    Historical Rainfall

    Historical rainfall precipitation analysis over time

    1.00 credits/fixed
    historical_rain
    Documentation
    Historical Wind Speed
    KPI

    Historical Wind Speed

    Historical wind speed mean, max and min analysis over time

    1.00 credits/fixed
    historical_wind_speed
    Documentation
    Historical Soil Moisture (0-7 cm)
    KPI

    Historical Soil Moisture (0-7 cm)

    Historical soil moisture analysis at 0-7 cm depth

    1.00 credits/fixed
    historical_soil_moisture_0_to_7cm
    Documentation
    Historical Soil Moisture (7-28 cm)
    KPI

    Historical Soil Moisture (7-28 cm)

    Historical soil moisture analysis at 7-28 cm depth

    1.00 credits/fixed
    historical_soil_moisture_7_to_28cm
    Documentation
    Historical Soil Moisture (28-100 cm)
    KPI

    Historical Soil Moisture (28-100 cm)

    Historical soil moisture analysis at 28-100 cm depth

    1.00 credits/fixed
    historical_soil_moisture_28_to_100cm
    Documentation
    Historical Soil Moisture (0-100 cm)
    KPI

    Historical Soil Moisture (0-100 cm)

    Historical soil moisture analysis at 0-100 cm depth

    1.00 credits/fixed
    historical_soil_moisture_0_to_100cm
    Documentation
    Historical Soil Temperature (0-7 cm)
    KPI

    Historical Soil Temperature (0-7 cm)

    Historical soil temperature analysis at 0-7 cm depth

    1.00 credits/fixed
    historical_soil_temperature_0_to_7cm
    Documentation
    Historical Soil Temperature (7-28 cm)
    KPI

    Historical Soil Temperature (7-28 cm)

    Historical soil temperature analysis at 7-28 cm depth

    1.00 credits/fixed
    historical_soil_temperature_7_to_28cm
    Documentation
    Historical Soil Temperature (28-100 cm)
    KPI

    Historical Soil Temperature (28-100 cm)

    Historical soil temperature analysis at 28-100 cm depth

    1.00 credits/fixed
    historical_soil_temperature_28_to_100cm
    Documentation
    Historical Soil Temperature (0-100 cm)
    KPI

    Historical Soil Temperature (0-100 cm)

    Historical soil temperature analysis at 0-100 cm depth

    1.00 credits/fixed
    historical_soil_temperature_0_to_100cm
    Documentation
    Future Temperature
    KPI

    Future Temperature

    Climate projections of mean, max and min temperature

    1.00 credits/fixed
    future_temperature
    Documentation
    Future Climate — Total Precipitation
    KPI

    Future Climate — Total Precipitation

    Climate projections of total precipitations

    1.00 credits/fixed
    future_precipitation
    Documentation
    Future Rainfall
    KPI

    Future Rainfall

    Climate projections of rainfall precipitation

    1.00 credits/fixed
    future_rain
    Documentation
    Future Snowfall
    KPI

    Future Snowfall

    Climate projections of snowfall precipitation

    1.00 credits/fixed
    future_snowfall
    Documentation
    Future Wind Speed
    KPI

    Future Wind Speed

    Climate projections of mean and max wind speed

    1.00 credits/fixed
    future_wind_speed
    Documentation
    Future Shortwave Radiation
    KPI

    Future Shortwave Radiation

    Climate projections of shortwave solar radiation

    1.00 credits/fixed
    future_shortwave_radiation
    Documentation
    Future Evapotranspiration
    KPI

    Future Evapotranspiration

    Climate projections of FAO reference evapotranspiration

    1.00 credits/fixed
    future_evapotranspiration
    Documentation
    Future Cloud Cover
    KPI

    Future Cloud Cover

    Climate projections of mean cloud cover

    1.00 credits/fixed
    future_cloud_cover
    Documentation
    Future Dew Point
    KPI

    Future Dew Point

    Climate projections of mean, max and min dew point

    1.00 credits/fixed
    future_dew_point
    Documentation
    Future Relative Humidity
    KPI

    Future Relative Humidity

    Climate projections of mean, max and min relative humidity

    1.00 credits/fixed
    future_relative_humidity
    Documentation
    Future Atmospheric Pressure
    KPI

    Future Atmospheric Pressure

    Climate projections of mean atmospheric pressure

    1.00 credits/fixed
    future_pressure
    Documentation
    Future Soil Moisture
    KPI

    Future Soil Moisture

    Climate projections of soil moisture at 0-10 cm depth

    1.00 credits/fixed
    future_soil_moisture
    Documentation
    Plastic Input in Rivers
    Maps

    Plastic Input in Rivers

    Mismanaged plastic waste flowing from rivers into oceans (kg/year)

    1.00 credits/per_km2
    plastic_input_rivers
    Turbidity (NDTI)
    Maps

    Turbidity (NDTI)

    Normalized Difference Turbidity Index - measures water turbidity at 10m resolution

    4.00 credits/per_km2
    turbidity
    Turbidity (NDTI) Annual Range
    Maps

    Turbidity (NDTI) Annual Range

    Annual mean of water turbidity over the selected period

    5.00 credits/per_km2
    turbidity_range
    Turbidity (NDTI) Range Delta
    Maps

    Turbidity (NDTI) Range Delta

    Water turbidity change between two annual periods

    6.00 credits/per_km2
    turbidity_range_delta
    Secchi Disk Depth
    Maps

    Secchi Disk Depth

    Estimates water visibility depth in meters (transparency)

    4.00 credits/per_km2
    secchi_depth
    Secchi Disk Depth Annual Range
    Maps

    Secchi Disk Depth Annual Range

    Annual mean of water transparency over the selected period

    5.00 credits/per_km2
    secchi_depth_range
    Floating Algae (FAI)
    Maps

    Floating Algae (FAI)

    Detects floating algae and aquatic vegetation on water surface

    4.00 credits/per_km2
    floating_algae
    Floating Algae (FAI) Annual Range
    Maps

    Floating Algae (FAI) Annual Range

    Annual mean of floating algae over the selected period

    5.00 credits/per_km2
    floating_algae_range
    Floating Algae (FAI) Range Delta
    Maps

    Floating Algae (FAI) Range Delta

    Floating algae change between two annual periods

    6.00 credits/per_km2
    floating_algae_range_delta
    Algal Bloom Intensity (MCI)
    Maps

    Algal Bloom Intensity (MCI)

    Maximum Chlorophyll Index - detects and quantifies intense algal blooms

    4.00 credits/per_km2
    algal_bloom_intensity
    Algal Bloom Intensity (MCI) Annual Range
    Maps

    Algal Bloom Intensity (MCI) Annual Range

    Annual mean of algal bloom intensity over the selected period

    5.00 credits/per_km2
    algal_bloom_intensity_range
    Water Occurrence
    Maps

    Water Occurrence

    Percentage of time water was detected (1984-2021, JRC, 30m)

    2.00 credits/per_km2
    water_occurrence
    Surface Water Transition
    Maps

    Surface Water Transition

    Changes in surface water over time (permanent, seasonal, lost, new)

    2.00 credits/per_km2
    surface_water_transition
    Maps

    Infant Mortality

    Subnational infant mortality rate (deaths per 1,000 live births, CIESIN 2015 data)

    2.00 credits/per_km2
    infant_mortality
    Biodiversity Intactness
    Maps

    Biodiversity Intactness

    Proportion of original biodiversity remaining (BII). Values near 1 indicate pristine ecosystems.

    2.00 credits/per_km2
    biodiversity_intactness
    Human Footprint
    Maps

    Human Footprint

    Cumulative human pressure on ecosystems (0–1 scale). Combines infrastructure, land use, population density, and night lights.

    2.00 credits/per_km2
    human_footprint
    Soil Erosion (2020)
    Maps

    Soil Erosion (2020)

    Classification of soil loss by water erosion (RUSLE, 2020 data)

    2.00 credits/per_km2
    soil_erosion
    Soil Organic Carbon
    Maps

    Soil Organic Carbon

    Soil organic carbon content in the topsoil layer (0–30cm depth). Higher values indicate richer, healthier soils with greater carbon sequestration potential.

    2.00 credits/per_km2
    soil_carbon
    Tree Cover Loss
    Maps

    Tree Cover Loss

    Pixel-level deforestation history (2001–2023). Each pixel records the year tree cover was lost.

    2.00 credits/per_km2
    tree_cover_loss
    Tree Cover Height
    Maps

    Tree Cover Height

    Tree cover canopy height in meters (WRI DataLab, 10m)

    2.00 credits/per_km2
    tree_cover_height
    Forest GHG Net Flux
    Maps

    Forest GHG Net Flux

    Net greenhouse gas flux from forests. Negative = carbon sink, positive = carbon source. Units: Mg CO₂e/ha/yr.

    2.00 credits/per_km2
    forest_ghg_flux
    GLAD Deforestation Alerts
    Maps

    GLAD Deforestation Alerts

    Near-real-time deforestation alerts (UMD GLAD, 30m)

    2.00 credits/per_km2
    glad_alerts
    Cumulative Tree Cover Gain
    Maps

    Cumulative Tree Cover Gain

    Cumulative tree cover gain (WRI DataLab, 5m)

    2.00 credits/per_km2
    cumulative_tree_cover_gain
    Forest Height Change
    Maps

    Forest Height Change

    Change in forest canopy height at 30m resolution. Shows tree growth (gain) and height loss (logging, storms).

    2.00 credits/per_km2
    forest_height_change
    Impervious Surfaces (2015)
    Maps

    Impervious Surfaces (2015)

    Percentage of impervious surface cover per pixel (30m)

    2.00 credits/per_km2
    impervious_surfaces
    Erosion Risk
    Maps

    Erosion Risk

    Soil erosion risk classification (RUSLE, 2020 data)

    2.00 credits/per_km2
    erosion_risk
    Wetlands & Waterbodies
    Maps

    Wetlands & Waterbodies

    Global wetland extent from GLWD-3 (11 classes): lakes, reservoirs, rivers, marshes, swamp forests, coastal wetlands, bogs.

    2.00 credits/per_km2
    wetlands
    Urban Built-Up Area
    Maps

    Urban Built-Up Area

    Shows when each pixel was first built-up across four time periods (before 1975, 1975-1990, 1990-2000, 2000-2020)

    3.00 credits/per_km2
    bua
    Maps

    Forest Restoration Opportunity

    Forest landscape restoration opportunities (~1km). Classes: wide-scale, mosaic, remote restoration.

    forest_restoration
    Maps

    Potential Natural Vegetation

    What would grow without human interference. 15 biome classes (Ramankutty & Foley 1999). Restoration benchmark.

    potential_vegetation
    Maps

    Species Richness

    Combined amphibian and mammalian species richness at ~10km resolution. Each cell shows total known species count.

    species_richness
    PM2.5 Air Quality
    Maps

    PM2.5 Air Quality

    Annual mean fine particulate matter (PM2.5) at ~10km. WHO guideline: <5 μg/m³. Values >25 indicate unhealthy air.

    pm25
    Accessibility to Cities
    Maps

    Accessibility to Cities

    Travel time to the nearest city (>50,000 pop) in minutes. Low = urban/accessible, high = remote. 2015 snapshot.

    accessibility_to_cities
    Gridded GDP
    Maps

    Gridded GDP

    Gridded total GDP per capita at ~10km resolution (2015). Derived from national accounts and sub-national GDP estimates. Values in millions USD PPP.

    gridded_gdp
    GDP Per Capita
    Maps

    GDP Per Capita

    National GDP per capita gridded at ~10km (2015). World Bank PPP estimates. Useful for socioeconomic context of biodiversity sites.

    gdp_per_capita
    Maps

    Population Density

    Gridded population estimates at ~100m resolution (WorldPop, 2020). Total population count per grid cell.

    population_density
    WebGIS

    Buffer

    Create a buffer zone around geometries

    0.20 credits/flat
    webgis_buffer
    WebGIS

    Union

    Merge all features into a single geometry

    0.10 credits/flat
    webgis_union
    WebGIS

    Simplify

    Reduce geometry complexity while preserving shape

    0.10 credits/flat
    webgis_simplify
    WebGIS

    Bounding Box

    Calculate the bounding box of all features

    0.10 credits/flat
    webgis_bbox
    WebGIS

    Convex Hull

    Calculate the convex hull of all features

    0.10 credits/flat
    webgis_hull
    WebGIS

    Centroid

    Calculate the centroid of all features

    0.10 credits/flat
    webgis_centroid
    WebGIS

    Dissolve

    Merge features by a shared property

    0.20 credits/flat
    webgis_dissolve
    WebGIS

    Split

    Split multi-geometries into individual features

    0.10 credits/flat
    webgis_split
    Maps

    Water Bodies

    Rivers, lakes, canals and seas from OpenStreetMap

    0.50 credits/per_km2
    water_bodies
    GIS Editor

    GIS Editor Chat

    AI-assisted GIS editor conversation

    0.10 credits/flat
    gis_editor_chat
    Terrain Slope
    Maps

    Terrain Slope

    Terrain slope map in degrees (0-90), derived from the SRTM digital elevation model at 30m resolution. Useful for soil stability analysis, landslide risk, agricultural planning, and water runoff assessment.

    0.50 credits/per_km2
    terrain_slope
    Documentation
    Flow Accumulation
    Maps

    Flow Accumulation

    Hydrological flow accumulation map: for each pixel, shows how many upstream pixels drain to that point. High values indicate runoff concentration (rivers, channels). Derived from the MERIT Hydro DEM at 90m.

    0.50 credits/per_km2
    flow_accumulation
    Documentation
    Hydro Elevation
    Maps

    Hydro Elevation

    Hydrologically conditioned digital elevation model (MERIT Hydro). Artificial depressions are filled and SRTM errors corrected to ensure continuous water flow. Resolution 90m.

    0.50 credits/per_km2
    hydro_elevation
    Documentation
    Stream Network
    Maps

    Stream Network

    Stream network map derived from MERIT Hydro. Shows rivers and channels identified by thresholding upstream drainage area (>1 km2). Color indicates basin size: thin channels (light blue) to major rivers (dark blue).

    0.50 credits/per_km2
    stream_network
    Documentation
    Flow Direction
    Maps

    Flow Direction

    D8 flow direction map: for each pixel, indicates which of the 8 adjacent pixels water flows to following the steepest descent. Derived from the MERIT Hydro DEM at 90m.

    0.50 credits/per_km2
    flow_direction
    Documentation
    Soil Erosion Risk (RUSLE)
    Maps

    Soil Erosion Risk (RUSLE)

    Estimated soil loss in tonnes per hectare per year (t/ha/yr) computed using the RUSLE equation (Revised Universal Soil Loss Equation). Combines rainfall erosivity (CHIRPS), soil erodibility (OpenLandMap), slope length and steepness (SRTM + MERIT Hydro), and vegetation cover (Sentinel-2 NDVI). Resolution 30m.

    1.50 credits/per_km2
    soil_erosion_risk_rusle
    Documentation
    Wildfire Risk
    Maps

    Wildfire Risk

    Structural wildfire susceptibility (0-1) computed as weighted overlay of vegetation type (ESA WorldCover), summer NDVI (Sentinel-2), aridity index, and summer LST (Landsat 8/9). Mediterranean Italy AHP approach.

    1.50 credits/per_km2
    fire_risk_map
    Documentation
    Maps

    Noise Pollution

    Noise pollution exposure index (0-1) computed as weighted overlay of distance to major roads (OSM), railways (OSM), airports (OSM), urban built-up density (GHSL), and industrial/commercial land (OSM). Global proxy approach, compatible with EU END directive.

    1.50 credits/per_km2
    noise_pollution_map
    Documentation
    Geological Map of Greece
    Maps

    Geological Map of Greece

    Geological Map of Greece (EAGME 500K) — 91 lithological-stratigraphic units from the Hellenic Survey of Geology and Mineral Exploration

    2.00 credits/
    geological_map_gr
    Documentation
    Surface Runoff Risk
    Maps

    Surface Runoff Risk

    Composite surface runoff risk index (0-1) combining flow accumulation (MERIT Hydro), impervious surfaces (Copernicus 30m) and inverted terrain slope (NASA SRTM 30m). High values mark flat impervious areas where rainwater concentrates and cannot infiltrate.

    0.50 credits/per_km2
    surface_runoff_risk
    Forest Height Change (2000-2024)
    Maps

    Forest Height Change (2000-2024)

    Change in forest canopy height at 30m resolution. Shows tree growth (gain) and height loss (logging, storms). 2000-2024 extended variant, derived from Hansen GFC v1.12 and ETH Global Canopy Height 2020 (approximation of the GLCLUC 7-class scheme).

    2.00 credits/per_km2
    forest_height_change_extended
    kpi-documentation.macro.biodiversity

    ESG Report Evaluation

    AI evaluation of an ESG report PDF against industry benchmarks

    5.00 credits/flat
    esg_report_evaluation
    kpi-documentation.macro.biodiversity

    Report HTML Render

    Render a saved report as HTML via the report-generator service

    1.00 credits/flat
    report_generator_render_html
    kpi-documentation.macro.biodiversity

    Report AI Field

    Generate a single AI-written field for a report template

    1.00 credits/flat
    report_generator_generate_ai
    kpi-documentation.macro.biodiversity

    Report PDF Import

    Import an existing PDF into the report-generator pipeline

    2.00 credits/flat
    report_generator_import_pdf
    Geological Map of Italy
    Maps

    Geological Map of Italy

    Geological Map of Italy — INSPIRE-harmonised 1:100K geological vector data published by ISPRA Servizio Geologico d'Italia (CC-BY 4.0). 8,934 dissolved lithostratigraphic units covering mainland, Sicily and Sardinia.

    2.00 credits/
    geological_map_it
    Documentation
    Geological Map of Spain
    Maps

    Geological Map of Spain

    Geological Map of Spain — IGME-CSIC OneGeology 1:1M geological vector data (CC-BY 4.0). 16,041 lithostratigraphic units covering the Iberian peninsula, Balearic and Canary Islands.

    2.00 credits/
    geological_map_es
    Documentation