Find point clusters

gp_find_point_clusters

GIS analysisran in 25 samples291 images
What it does

Density-based clusters (DBSCAN, HDBSCAN or OPTICS, optionally space-time) with hulls and noise.

The ArcGIS Pro tools it stands for

  • Density-based Clustering (Spatial Statistics, Mapping Clusters)
  • Find Point Clusters (Other toolboxes, GeoAnalytics Desktop)

From the product's Esri parity register.

Public safety Chicago, Illinois, United States

3 calls succeeded. 6 output layers on the sample's interactive map.

Clusters: licensed premises
Clusters: licensed premisesmap
Clusters: incidents
Clusters: incidentsmap
Clusters: street light outages
Clusters: street light outagesmap
Find point clusters: Licensed premises
Find point clusters: Licensed premiseschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Incidents
Find point clusters: Incidentschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Street light outages
Find point clusters: Street light outageschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Street light outages over time
Find point clusters: Street light outages over timechart
Find point clusters: Incidents over time
Find point clusters: Incidents over timechart

Insurance Brisbane, Queensland, Australia

2 calls succeeded. 4 output layers on the sample's interactive map.

Find point clusters: Claims
Find point clusters: Claimsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Insured properties
Find point clusters: Insured propertiesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Claims
Find point clusters: Claimschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Insured properties
Find point clusters: Insured propertieschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Claims over time
Find point clusters: Claims over timechart

Retail Manchester, England, United Kingdom

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Stores
Find point clusters: Storesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Competitor stores
Find point clusters: Competitor storesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Footfall counts by week
Find point clusters: Footfall counts by weekmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Stores
Find point clusters: Storeschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Competitor stores
Find point clusters: Competitor storeschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Footfall counts by week
Find point clusters: Footfall counts by weekchart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Footfall counts by week over time
Find point clusters: Footfall counts by week over timechart

Logistics Madrid, Spain

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Delivery stops
Find point clusters: Delivery stopsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Parcel lockers
Find point clusters: Parcel lockersmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Loading bays
Find point clusters: Loading baysmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Delivery stops
Find point clusters: Delivery stopschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Parcel lockers
Find point clusters: Parcel lockerschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Loading bays
Find point clusters: Loading bayschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Delivery stops over time
Find point clusters: Delivery stops over timechart

Electricity utility Houston, Texas, United States

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Poles
Find point clusters: Polesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Outages
Find point clusters: Outagesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Vegetation work orders
Find point clusters: Vegetation work ordersmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Poles
Find point clusters: Poleschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Outages
Find point clusters: Outageschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Vegetation work orders
Find point clusters: Vegetation work orderschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Vegetation work orders over time
Find point clusters: Vegetation work orders over timechart
Find point clusters: Outages over time
Find point clusters: Outages over timechart

Water utility Cape Town, Western Cape, South Africa

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Valves
Find point clusters: Valvesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Leak and burst repairs
Find point clusters: Leak and burst repairsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Customer complaints
Find point clusters: Customer complaintsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Valves
Find point clusters: Valveschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Leak and burst repairs
Find point clusters: Leak and burst repairschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Customer complaints
Find point clusters: Customer complaintschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Customer complaints over time
Find point clusters: Customer complaints over timechart
Find point clusters: Leak and burst repairs over time
Find point clusters: Leak and burst repairs over timechart

Telecom Medellin, Antioquia, Colombia

2 calls succeeded. 6 output layers on the sample's interactive map.

Clusters: dropped calls
Clusters: dropped callsmap
Clusters: coverage complaints
Clusters: coverage complaintsmap
Clusters of all inputs together: dropped calls and coverage complaints
Clusters of all inputs together: dropped calls and coverage complaintsmap
Find point clusters: Dropped calls
Find point clusters: Dropped callschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Coverage complaints
Find point clusters: Coverage complaintschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Clusters of all inputs together: dropped calls and coverage complaints over time
Clusters of all inputs together: dropped calls and coverage complaints over timechart
Find point clusters: Coverage complaints over time
Find point clusters: Coverage complaints over timechart
Find point clusters: Dropped calls over time
Find point clusters: Dropped calls over timechart

Mining Newman, Pilbara, Western Australia

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Drill holes
Find point clusters: Drill holesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Prism readings
Find point clusters: Prism readingsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Monitoring prisms
Find point clusters: Monitoring prismsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Drill holes
Find point clusters: Drill holeschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Prism readings
Find point clusters: Prism readingschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Monitoring prisms
Find point clusters: Monitoring prismschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Prism readings over time
Find point clusters: Prism readings over timechart
Find point clusters: Drill holes over time
Find point clusters: Drill holes over timechart

Oil and gas pipelines Midland, Texas, United States

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Valves and stations
Find point clusters: Valves and stationsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Incidents
Find point clusters: Incidentsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Crossings
Find point clusters: Crossingsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Valves and stations
Find point clusters: Valves and stationschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Incidents
Find point clusters: Incidentschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Crossings
Find point clusters: Crossingschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Incidents over time
Find point clusters: Incidents over timechart

Agriculture Fresno County, California, United States

3 calls succeeded. 5 output layers on the sample's interactive map.

Find point clusters: Pest scouting
Find point clusters: Pest scoutingmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Wells
Find point clusters: Wellsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Soil samples
Find point clusters: Soil samplesmap
Find point clusters: Pest scouting
Find point clusters: Pest scoutingchart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Wells
Find point clusters: Wellschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Soil samples
Find point clusters: Soil sampleschart
Find point clusters: Soil samples over time
Find point clusters: Soil samples over timechart
Find point clusters: Pest scouting over time
Find point clusters: Pest scouting over timechart

Forestry and wildfire Bend, Oregon, United States

1 call succeeded. 2 output layers on the sample's interactive map.

Find point clusters: Ignitions
Find point clusters: Ignitionsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Ignitions
Find point clusters: Ignitionschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Ignitions over time
Find point clusters: Ignitions over timechart

Real estate and urban planning Lisbon, Portugal

3 calls succeeded. 5 output layers on the sample's interactive map.

Find point clusters: Transit stations
Find point clusters: Transit stationsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Property sales
Find point clusters: Property salesmap
Find point clusters: Building permits
Find point clusters: Building permitsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Transit stations
Find point clusters: Transit stationschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Property sales
Find point clusters: Property saleschart
Find point clusters: Building permits
Find point clusters: Building permitschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Building permits over time
Find point clusters: Building permits over timechart
Find point clusters: Property sales over time
Find point clusters: Property sales over timechart

Transportation safety Sao Paulo, Brazil

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Schools
Find point clusters: Schoolsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Crashes
Find point clusters: Crashesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Pedestrian crossings
Find point clusters: Pedestrian crossingsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Schools
Find point clusters: Schoolschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Crashes
Find point clusters: Crasheschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Pedestrian crossings
Find point clusters: Pedestrian crossingschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Crashes over time
Find point clusters: Crashes over timechart

Public health Kampala, Uganda

2 calls succeeded. 3 output layers on the sample's interactive map.

Clusters: community health worker visits
Clusters: community health worker visitsmap
Clusters: cases
Clusters: casesmap
Find point clusters: Cases
Find point clusters: Caseschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Cases over time
Find point clusters: Cases over timechart
Find point clusters: Community health worker visits over time
Find point clusters: Community health worker visits over timechart

Conservation Okavango Delta near Maun, Botswana

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Water points
Find point clusters: Water pointsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Camera traps
Find point clusters: Camera trapsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Wildlife sightings
Find point clusters: Wildlife sightingsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Water points
Find point clusters: Water pointschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Camera traps
Find point clusters: Camera trapschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Wildlife sightings
Find point clusters: Wildlife sightingschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Wildlife sightings over time
Find point clusters: Wildlife sightings over timechart

Water resources Chiang Mai, Thailand

3 calls succeeded. 5 output layers on the sample's interactive map.

Find point clusters: Citizen flood reports
Find point clusters: Citizen flood reportsmap
Find point clusters: River gauge stations
Find point clusters: River gauge stationsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Rain gauges
Find point clusters: Rain gaugesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Citizen flood reports
Find point clusters: Citizen flood reportschart
Find point clusters: River gauge stations
Find point clusters: River gauge stationschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Rain gauges
Find point clusters: Rain gaugeschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Citizen flood reports over time
Find point clusters: Citizen flood reports over timechart

Renewable energy Ouarzazate, Draa-Tafilalet, Morocco

1 call succeeded. 2 output layers on the sample's interactive map.

Find point clusters: Bird surveys
Find point clusters: Bird surveysmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Bird surveys
Find point clusters: Bird surveyschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Bird surveys over time
Find point clusters: Bird surveys over timechart

Corporate security and travel risk Mexico City, Mexico

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Hospitals
Find point clusters: Hospitalsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Safe havens
Find point clusters: Safe havensmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Protest events
Find point clusters: Protest eventsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Hospitals
Find point clusters: Hospitalschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Safe havens
Find point clusters: Safe havenschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Protest events
Find point clusters: Protest eventschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Protest events over time
Find point clusters: Protest events over timechart

Disaster response Kathmandu, Nepal

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Shelters
Find point clusters: Sheltersmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Relief distributions
Find point clusters: Relief distributionsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Health posts
Find point clusters: Health postsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Shelters
Find point clusters: Shelterschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Relief distributions
Find point clusters: Relief distributionschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Health posts
Find point clusters: Health postschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Relief distributions over time
Find point clusters: Relief distributions over timechart

Ports and maritime operations Rotterdam, South Holland, Netherlands

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Equipment faults
Find point clusters: Equipment faultsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Reefer points
Find point clusters: Reefer pointsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Truck gate transactions
Find point clusters: Truck gate transactionsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Equipment faults
Find point clusters: Equipment faultschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Reefer points
Find point clusters: Reefer pointschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Truck gate transactions
Find point clusters: Truck gate transactionschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Truck gate transactions over time
Find point clusters: Truck gate transactions over timechart
Find point clusters: Equipment faults over time
Find point clusters: Equipment faults over timechart

Field operations terrain Sennybridge, Brecon Beacons, Wales, United Kingdom

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Observation posts
Find point clusters: Observation postsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Obstacles
Find point clusters: Obstaclesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Patrol reports
Find point clusters: Patrol reportsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Observation posts
Find point clusters: Observation postschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Obstacles
Find point clusters: Obstacleschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Patrol reports
Find point clusters: Patrol reportschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Patrol reports over time
Find point clusters: Patrol reports over timechart
Find point clusters: Obstacles over time
Find point clusters: Obstacles over timechart

Education Toronto, Ontario, Canada

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Student homes
Find point clusters: Student homesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Childcare centers
Find point clusters: Childcare centersmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Housing developments
Find point clusters: Housing developmentsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Student homes
Find point clusters: Student homeschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Childcare centers
Find point clusters: Childcare centerschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Housing developments
Find point clusters: Housing developmentschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Housing developments over time
Find point clusters: Housing developments over timechart
Find point clusters: Student homes over time
Find point clusters: Student homes over timechart

Construction Al Reem Island, Abu Dhabi, United Arab Emirates

2 calls succeeded. 4 output layers on the sample's interactive map.

Find point clusters: Inspections and defects
Find point clusters: Inspections and defectsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Settlement monitoring
Find point clusters: Settlement monitoringmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Inspections and defects
Find point clusters: Inspections and defectschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Settlement monitoring
Find point clusters: Settlement monitoringchart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Settlement monitoring over time
Find point clusters: Settlement monitoring over timechart
Find point clusters: Inspections and defects over time
Find point clusters: Inspections and defects over timechart

Banking Mumbai, Maharashtra, India

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: ATM faults
Find point clusters: ATM faultsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: ATMs
Find point clusters: ATMsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Branches
Find point clusters: Branchesmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: ATM faults
Find point clusters: ATM faultschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: ATMs
Find point clusters: ATMschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Branches
Find point clusters: Brancheschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: ATM faults over time
Find point clusters: ATM faults over timechart

Smart city sensors Krakow, Lesser Poland, Poland

3 calls succeeded. 6 output layers on the sample's interactive map.

Find point clusters: Schools
Find point clusters: Schoolsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Traffic counters
Find point clusters: Traffic countersmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Air quality sensors
Find point clusters: Air quality sensorsmap
Find point clusters: cluster hulls
Find point clusters: cluster hullsmap
Find point clusters: Schools
Find point clusters: Schoolschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Traffic counters
Find point clusters: Traffic counterschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart
Find point clusters: Air quality sensors
Find point clusters: Air quality sensorschart
Find point clusters: cluster hulls
Find point clusters: cluster hullschart