Habitat-based Models of Cetacean Density and Distribution in the Central North Pacific, 2015
Data Set (DS) | NMFS Office of Science and Technology (OST)GUID: gov.noaa.nmfs.inport:55531 | Updated: March 29, 2026 | Published / External
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Summary
Short Citation
NMFS Office of Science and Technology, 2026: Habitat-based Models of Cetacean Density and Distribution in the Central North Pacific, 2015, https://www.fisheries.noaa.gov/inport/item/55531.
Full Citation Examples
The central North Pacific Ocean includes diverse temperate and tropical pelagic habitats. Studies of the abundance and distribution of cetaceans within these dynamic marine ecosystems have generally been patchy or conducted at coarse spatial and temporal scales, limiting their utility for pelagic conservation planning. Habitat-based density models provide a tool for identifying pelagic areas of importance to cetaceans, because model predictions are spatially explicit. In this study, we present habitat-based models of cetacean density that were developed and validated for the central North Pacific. Spatial predictions of cetacean densities and measures of uncertainty were derived based on data collected during 15 large-scale shipboard cetacean and ecosystem assessment surveys conducted from 1997 to 2012. We developed generalized additive models using static and remotely sensed dynamic habitat variables, including distance to land, sea-surface temperature (SST), standard deviation of SST, surface chlorophyll concentration, seasurface height (SSH), and SSH root-mean-square variation. The resulting models, developed using new grid-based prediction methods, provide finer scale information on the distribution and density of cetaceans than previously available. Habitat-based abundance estimates around Hawaii are similar to those derived from standard line-transect analyses of the same data and provide enhanced spatial resolution to inform management and conservation of pelagic cetacean species.
These models have been used by the Navy and others to assess potential impacts on cetaceans in compliance with U.S. regulations such as the Endangered Species Act and Marine Mammal Protection Act, which require species-specific assessments of the number of animals potentially affected by their activities.
Data Access & Downloads
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Shapefile
Data access URL
*** No Warranty*** The user assumes the entire risk related to its use of these data. NMFS is providing these data "as is," and NMFS disclaims any and all warranties, whether express or implied, including (without limitation) any implied warranties of merchantability or fitness for a particular purpose. No warranty expressed or implied is made regarding the accuracy or utility of the data on any other system or for general or scientific purposes, nor shall the act of distribution constitute any such warranty. It is strongly recommended that careful attention be paid to the contents of the metadata file associated with these data to evaluate dataset limitations, restrictions or intended use. In no event will NMFS be liable to you or to any third party for any direct, indirect, incidental, consequential, special or exemplary damages or lost profit resulting from any use or misuse of this data.
Controlled Theme Keywords
biota, oceans
URLs
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Online Resource
Child Items
| Type | Title |
|---|---|
| Entity | Shapefile Data Attributes for All Species |
Contact Information
Point of Contact
Karin A Forney
karin.forney@noaa.gov
831-771-4155
Metadata Contact
Timothy J Haverland
tim.haverland@noaa.gov
301-427-8137
Extents
-179.999989° W,
179.999989° E,
43.050763° N,
-0.068371° S
1997-03-01 00:00:00+0000 - 1997-06-30 00:00:00+0000
1998-10-01 00:00:00+0000 - 1998-12-31 00:00:00+0000
1998-08-01 00:00:00+0000 - 1998-09-30 00:00:00+0000
1999-08-01 00:00:00+0000 - 1999-09-30 00:00:00+0000
2000-07-01 00:00:00+0000 - 2000-09-30 00:00:00+0000
2002-07-01 00:00:00+0000 - 2002-12-31 00:00:00+0000
2003-08-01 00:00:00+0000 - 2003-09-30 00:00:00+0000
2003-11-01 00:00:00+0000 - 2003-11-30 00:00:00+0000
2005-07-01 00:00:00+0000 - 2005-11-30 00:00:00+0000
2006-08-01 00:00:00+0000 - 2006-09-30 00:00:00+0000
2010-09-01 00:00:00+0000 - 2010-10-31 00:00:00+0000
2011-10-01 00:00:00+0000 - 2011-11-30 00:00:00+0000
2012-04-01 00:00:00+0000 - 2012-05-31 00:00:00+0000
2010-08-01 00:00:00+0000 - 2010-12-31 00:00:00+0000
Item Identification
| Title: | Habitat-based Models of Cetacean Density and Distribution in the Central North Pacific, 2015 |
|---|---|
| Status: | Completed |
| Publication Date: | 2015-02-11 |
| Abstract: |
The central North Pacific Ocean includes diverse temperate and tropical pelagic habitats. Studies of the abundance and distribution of cetaceans within these dynamic marine ecosystems have generally been patchy or conducted at coarse spatial and temporal scales, limiting their utility for pelagic conservation planning. Habitat-based density models provide a tool for identifying pelagic areas of importance to cetaceans, because model predictions are spatially explicit. In this study, we present habitat-based models of cetacean density that were developed and validated for the central North Pacific. Spatial predictions of cetacean densities and measures of uncertainty were derived based on data collected during 15 large-scale shipboard cetacean and ecosystem assessment surveys conducted from 1997 to 2012. We developed generalized additive models using static and remotely sensed dynamic habitat variables, including distance to land, sea-surface temperature (SST), standard deviation of SST, surface chlorophyll concentration, seasurface height (SSH), and SSH root-mean-square variation. The resulting models, developed using new grid-based prediction methods, provide finer scale information on the distribution and density of cetaceans than previously available. Habitat-based abundance estimates around Hawaii are similar to those derived from standard line-transect analyses of the same data and provide enhanced spatial resolution to inform management and conservation of pelagic cetacean species. |
| Purpose: |
These models have been used by the Navy and others to assess potential impacts on cetaceans in compliance with U.S. regulations such as the Endangered Species Act and Marine Mammal Protection Act, which require species-specific assessments of the number of animals potentially affected by their activities. |
Keywords
Theme Keywords
| Thesaurus | Keyword |
|---|---|
| ISO 19115 Topic Category |
biota
|
| ISO 19115 Topic Category |
oceans
|
| UNCONTROLLED | |
| None | Balaenoptera edeni |
| None | bottlenose dolphin |
| None | Bryde's whale |
| None | cetacean |
| None | density |
| None | distribution |
| None | False killer whale |
| None | Globicephala macrorhynchus |
| None | Pantropical spotted dolphin |
| None | Physeter macrocephalus |
| None | Pseudorca crassidens |
| None | Rough-toothed dolphin |
| None | Short-finned pilot whale |
| None | Sperm whale |
| None | Spinner dolphin |
| None | Stenella attenuata |
| None | Stenella coeruleoalba |
| None | Stenella longirostris |
| None | Steno bredanensis |
| None | Striped dolphin |
| None | Tursiops truncatus |
Spatial Keywords
| Thesaurus | Keyword |
|---|---|
| UNCONTROLLED | |
| None | Central Pacific Ocean |
| None | Hawaii |
Physical Location
| City: | Moss Landing |
|---|---|
| State/Province: | CA |
Data Set Information
| Data Set Scope Code: | Data Set |
|---|---|
| Maintenance Frequency: | Irregular |
| Data Presentation Form: | Map (digital) |
| Data Set Credit: | Forney, KA, EA Becker, DG Foley, J Barlow, EM Oleson. 2015. Habitat-based models of cetacean density and distribution in the central North Pacific. Endangered Species Research 27: 1–20. [doi: 10.3354/esr00632] |
Support Roles
Data Steward
| Date Effective From: | 2025-11-12 |
|---|---|
| Date Effective To: | |
| Contact (Person): | Gedamke, Jason |
| Address: |
1315 East West Highway Silver Spring, MD 20910 |
| Email Address: | jason.gedamke@noaa.gov |
| Phone: | 301-427-8133 |
Data Steward
| Date Effective From: | 2018-06 |
|---|---|
| Date Effective To: | |
| Contact (Person): | Haverland, Timothy J |
| Address: |
1315 East West Hwy Silver Spring, MD 20910-3282 USA |
| Email Address: | tim.haverland@noaa.gov |
| Phone: | 301-427-8137 |
| Fax: | 301-713-4137 |
Distributor
| Date Effective From: | 2018-06 |
|---|---|
| Date Effective To: | |
| Contact (Organization): | NMFS Office of Science and Technology (OST) |
| Address: |
1315 East West Highway Silver Spring, MD 20910 USA |
| ROR: | https://ror.org/04950b532 |
| Phone: | 301-427-8100 |
| URL: | NOAA Fisheries Office of Science and Technology |
| Business Hours: | 0700 - 1800 EST/EDT |
Metadata Contact
| Date Effective From: | 2018-06 |
|---|---|
| Date Effective To: | |
| Contact (Person): | Haverland, Timothy J |
| Address: |
1315 East West Hwy Silver Spring, MD 20910-3282 USA |
| Email Address: | tim.haverland@noaa.gov |
| Phone: | 301-427-8137 |
| Fax: | 301-713-4137 |
Point of Contact
| Date Effective From: | 2018-06 |
|---|---|
| Date Effective To: | |
| Contact (Person): | Forney, Karin A |
| Address: |
7544 Sandholdt Rd Moss Landing, CA 95039 USA |
| Email Address: | karin.forney@noaa.gov |
| Phone: | 831-771-4155 |
| Fax: | (858) 546-7003 |
| Business Hours: | M-F 8:00 - 16:30 |
Extents
| Currentness Reference: | Publication Date |
|---|
Extent Group 1
| Extent Description: |
California, Oregon, Washington, Eastern Pacific Ocean |
|---|
Extent Group 1 / Geographic Area 1
| W° Bound: | -179.999989 | |
|---|---|---|
| E° Bound: | 179.999989 | |
| N° Bound: | 43.050763 | |
| S° Bound: | -0.068371 |
Extent Group 1 / Time Frame 1
| Time Frame Type: | Range |
|---|---|
| Start: | 1997-03-01 00:00:00+0000 |
| End: | 1997-06-30 00:00:00+0000 |
Extent Group 1 / Time Frame 2
| Time Frame Type: | Range |
|---|---|
| Start: | 1998-10-01 00:00:00+0000 |
| End: | 1998-12-31 00:00:00+0000 |
Extent Group 1 / Time Frame 3
| Time Frame Type: | Range |
|---|---|
| Start: | 1998-08-01 00:00:00+0000 |
| End: | 1998-09-30 00:00:00+0000 |
Extent Group 1 / Time Frame 4
| Time Frame Type: | Range |
|---|---|
| Start: | 1999-08-01 00:00:00+0000 |
| End: | 1999-09-30 00:00:00+0000 |
Extent Group 1 / Time Frame 5
| Time Frame Type: | Range |
|---|---|
| Start: | 2000-07-01 00:00:00+0000 |
| End: | 2000-09-30 00:00:00+0000 |
Extent Group 1 / Time Frame 6
| Time Frame Type: | Range |
|---|---|
| Start: | 2002-07-01 00:00:00+0000 |
| End: | 2002-12-31 00:00:00+0000 |
Extent Group 1 / Time Frame 7
| Time Frame Type: | Range |
|---|---|
| Start: | 2003-08-01 00:00:00+0000 |
| End: | 2003-09-30 00:00:00+0000 |
Extent Group 1 / Time Frame 8
| Time Frame Type: | Range |
|---|---|
| Start: | 2003-11-01 00:00:00+0000 |
| End: | 2003-11-30 00:00:00+0000 |
Extent Group 1 / Time Frame 9
| Time Frame Type: | Range |
|---|---|
| Start: | 2005-07-01 00:00:00+0000 |
| End: | 2005-11-30 00:00:00+0000 |
Extent Group 1 / Time Frame 10
| Time Frame Type: | Range |
|---|---|
| Start: | 2006-08-01 00:00:00+0000 |
| End: | 2006-09-30 00:00:00+0000 |
Extent Group 1 / Time Frame 11
| Time Frame Type: | Range |
|---|---|
| Start: | 2010-09-01 00:00:00+0000 |
| End: | 2010-10-31 00:00:00+0000 |
Extent Group 1 / Time Frame 12
| Time Frame Type: | Range |
|---|---|
| Start: | 2011-10-01 00:00:00+0000 |
| End: | 2011-11-30 00:00:00+0000 |
Extent Group 1 / Time Frame 13
| Time Frame Type: | Range |
|---|---|
| Start: | 2012-04-01 00:00:00+0000 |
| End: | 2012-05-31 00:00:00+0000 |
Extent Group 1 / Time Frame 14
| Time Frame Type: | Range |
|---|---|
| Start: | 2010-08-01 00:00:00+0000 |
| End: | 2010-12-31 00:00:00+0000 |
Access Information
| Security Class: | Unclassified |
|---|---|
| Data Use Constraints: |
*** No Warranty*** The user assumes the entire risk related to its use of these data. NMFS is providing these data "as is," and NMFS disclaims any and all warranties, whether express or implied, including (without limitation) any implied warranties of merchantability or fitness for a particular purpose. No warranty expressed or implied is made regarding the accuracy or utility of the data on any other system or for general or scientific purposes, nor shall the act of distribution constitute any such warranty. It is strongly recommended that careful attention be paid to the contents of the metadata file associated with these data to evaluate dataset limitations, restrictions or intended use. In no event will NMFS be liable to you or to any third party for any direct, indirect, incidental, consequential, special or exemplary damages or lost profit resulting from any use or misuse of this data. |
Distribution Information
Distribution 1
| Download URL: | https://cetsound.noaa.gov/packages/swfsc_CenPac_Forney_et_al_2015.zip |
|---|---|
| Distributor: | NMFS Office of Science and Technology (OST) (2018-06 - Present) |
| Description: |
Data access URL |
| File Type (Deprecated): | Shapefile |
| Distribution Format: | Shapefile |
| Compression: | Zip |
URLs
URL 1
| URL: | https://cetsound.noaa.gov |
|---|---|
| Name: | Citation URL |
| URL Type: |
Online Resource
|
| File Resource Format: | Information |
| Description: |
Online Resource |
Technical Environment
| Description: |
Version 6.2 (Build 9200) ; Esri ArcGIS 10.5.1.7333 |
|---|
Data Quality
| Representativeness: |
No report |
|---|---|
| Horizontal Positional Accuracy: |
No report |
| Vertical Positional Accuracy: |
No report |
Lineage
Sources
Model outputs
| Contact Role Type: | Originator |
|---|---|
| Contact Type: | Organization |
| Contact Name: | Southwest Fisheries Science Center |
| Source Contribution: |
Model outputs |
Process Steps
Process Step 1
| Description: |
Outputs from models were assigned to cells in the study area. |
|---|---|
| Process Date/Time: | 2016-01-01 00:00:00 |
| Process Contact: | Southwest Fisheries Science Center (SWFSC) |
| ROR: | https://ror.org/022d75229 |
| Phone (Voice): | (858)546-7000 |
Child Items
Rubric scores updated every 15m
|
|
Type | Title |
|---|---|---|
| Entity | Shapefile Data Attributes for All Species |
Catalog Details
| Catalog Item ID: | 55531 |
|---|---|
| GUID: | gov.noaa.nmfs.inport:55531 |
| Metadata Record Created By: | Timothy J Haverland |
| Metadata Record Created: | 2019-02-14 11:04+0000 |
| Metadata Record Last Modified By: | SysAdmin InPortAdmin |
| Metadata Record Last Modified: | 2026-03-29 23:00+0000 |
| Metadata Record Published: | 2019-03-27 |
| Owner Org: | OST |
| Metadata Publication Status: | Published Externally |
| Do Not Publish?: | N |
| Metadata Last Review Date: | 2019-03-27 |
| Metadata Review Frequency: | 1 Year |
| Metadata Next Review Date: | 2020-03-27 |
