Model Mapper for Predicted Species Density Online Help

Quick Start

The Model Mapper has been developed by OBIS-SEAMAP and hosted by Marine Geospatial Ecology Lab, Duke University with contributions from partners. It is designed as a common platform for different projects / models. While there are small differences in terms of features or contents among the projects, the Model Mapper provides the same user interface and functionality to all projects. Below are the currently supported projects/products. The descriptions and screen shots are based on the Marine Mammal Density for the U.S. Atlantic project.


The Model Mapper has two editions: Standard (STD) and Professional (PRO). This online help describes the features mainly based on the STD edition but additional features for the PRO edition are also described. You can quickly switch between the two editions by clicking Standard icon or Pro icon in the left-side toolbar.

If the project has multiple versions and you are interested in an older version, click the project link found in the above table, which loads the latest version, first. In the main title bar, there is a three-dot icon (...) next to the project title. Click it and you will see a list of the versions. Click the version you are interested in.

Easy steps to explore species density and statistics

  1. Go to the Model Mapper (see the above URL).
  2. The species are listed in the right-side Density Model Panel. Click one of the species / guild to display the density layer on the map.
  3. Move your cursor over the density layer to display the density value at that location..
  4. To see the statistics and explore the model layer with a histogram, click Histogram Icon (Stats & Histogram icon).
  5. To see the legend or change the symbology, click Symbology Icon (Drawing Options & Legend icon).
Start by clicking [Select Model] button

 

Density Models Panel

The Density Models Panel shows available models / species. Each species is presented as a card with a species illustration and a thumbnail of the density layer. The card also provides tools to explore the species.

The Panel can be collapsed by clicking the up arrow icon at the upper right.

Select species / model

Click anywhere above the tool buttons within the species card to select the model / species. The selected card is highlighted in orange and its density layer is overlaid on the map. When you click the already selected card, the species / model is deselected.

You can choose multiple species by clicking the species cards. This results in an Aggregated Summary placed on the top of the Panel. The Aggregated Summary merges the selected species' density layers and calculates the total density (adding up the densities of the selected species). The aggregated density is displayed on the map.

A species may have monthly (January through December) or seasonal (Spring through Winter) periods of the prediction. In such a case, the period selection dropdown and buttons appear below the thumbnail. You can click [Prev] or [Next] button to move the period back and forth or choose a particular period from the dropdown. Either way, the density layer on the map will be updated accordingly.

Filter by species group or protected status

You can filter the species by species group or protected status. To do so, click multi-lines icon at the upper left of the Panel.

By default, "All species" is selected. You can click one of the groups to list up the species in that group.

"ESA/IUCN-listed species" lists the species with the status of endangered or vulnerable in either Endangered Species Act or IUCN Red list. The protected statuses are also flagged in the species card (e.g. "E" or "EN" = the endangered status).

Species groups vary by project. See the table below regarding which groups are included in projects.

Species group by project
Taxon groupsDUKE_ECDUKE_GOMDUKE_ARCTICNOAA_GOMNOAA_CCENOAA_PACGOANUWC_EC
Baleen whales-
Beaked and sperm whales--
Beluga------
Large delphinoids-
Pinnipeds------
Porpoises-----
Seals------
Seals and sea lions------
Small delphinoids-
Sea turtles----
ESA/IUCN-listed species

Tools available in species card

In the bottom of each species card, there is a toolbar. Tools are described below. Some of the tools are available in the PRO edition only.

Icon
STD PRO Description
Histogram Icon
Y
Y
Display histogram of the model density. When it's on, the histogram of the layer's density is generated. See below for more details.
Symbology Icon
Y
Y
Toggle Drawing Options & Legend section. In the section, there are a couple of options to change the layer's drawing. You can also see the legend. See below for more details.
Animation Icon
Y
Y
Start the animation of the density layers over periods. This tool is available for the species with monthly or seasonal periods. See below for more details.
Download Icon
Y
Y
Download the model data. This is a per-species, pre-zipped file containing density raster(s), report(s) etc.

Notes:

  • This feature is not available for [PACGOA] or [CCE].
Show OBIS-SEAMAP data
N
Y
Display the OBIS-SEAMAP sightings on top of the model layer. By default, the rectangular grid summary is overlaid. See below for more details.
OBIS-SEAMAP in a new window Icon
N
Y
Show the OBIS-SEAMAP sightings in a new tab / window. This brings up the OBIS-SEAMAP advanced mapping tool, showing the species sightings.
Google Earth
N
Y

Load the model layer on Google Earth.

If a species has more than one layers (i.e. 12 monthly layers), all of them are loaded into Google Earth.

When you click this icon for the Aggregated Summary, all species included in the current aggregation are loaded but they are not merged.

Notes:

  • The layer to be loaded on Google Earth with this icon is "pre-configured" or rendered with default settings. It does not reflect the current symbology, color ramp or spatial filtering set on the map.
  • To load the model outputs currently visible on the map, use another Google Earth icon in the left-side toolbar.
  • The map image loaded on Google Earth is dynamic. Thus, you will see the image refreshed when zooming in/out. Depending on the zoom level and angle, the density layer may not be visible.

Drawing options & legend

The Drawing Options & Legend section provides several options to change how the density layer is visualized on the map. This section also shows the legend of the current density layer.

Layer Type

When the density layer is generated, supplementary layers such as CV, standard error are also produced. You can investigate these supplementary layers by choosing such a layer from the dropdown. What supplementary layers are available depends on the projects.

  • DUKE_EC, DUKE_GOM: Density, CV, Standard error, 5 percent CI, 95 percent CI
  • DUKE_ARCTIC, NOAA_GOM, NOAA_CCE, NUWC_EC: Density, CV
  • NOAA_PACGOA: Density

Symbology

The symbology defines how to render the density layer. DUKE_EC, DUKE_GOM, DUKE_ARCTIC and NUWC_EC have pre-defined symbologies and each species gets assigned the most appropriate one as a default symbology. For the other projects, each species has its own symbology. In addition, there are symbologies that statistically define breaks.

Legend
Available symbologies
Symbology #classes Value range Description
Highest density 15 (fixed) 0 - 1000 Pre-defined symbology for species with highest density
High density 15 (fixed) 0 - 100 Pre-defined symbology for species with high density
Low density 15 (fixed) 0 - 10 Pre-defined symbology for species with low density
Lowest density 15 (fixed) 0 - 1 Pre-defined symbology for species with lowest density
Equal interval Variable Min - Max Divides the range of values into equal-sized breaks.
Quantile Variable Min - Max Distributes the values so that each class or break contains an equal number of pixels.
Jenks natural breaks Variable Min - Max Minimizes variation within breaks and maximizes variation between classes based on natural groupings in the data.
Population Auto Min - Max Defines the classes based on the population threshold specified in the Threshold box. The threshold is a percentage that defines the area where that percentage of the population is expected to occur.

For symbologies that accept a variable number of classes, you can change it using the #classes box. Note that Jenks natural breaks may take a long time to calculate class breaks (usually around 10 seconds).

For the population symbology, you can enter one or multiple integers from 0 to 100 as breaks with a dash ("-") as a delimiter (e.g. 25-50-75). This symbology is good to reveal a high concentration area (an area of high density cells) that covers the specified percent of the species population. The default threshold is 99 %, so you can see the area where 99 % of the population occur (good to show presence and absence areas).

For the Aggregated Summary, the symbologies other than the pre-defined ones require the histogram. So, before changing the symbology, make sure the histogram is generated.

Color ramp

You can choose one of the color ramps from the Color Ramp dropdown to change the color scheme of the density layer. Looking at the color ramp samples in the table to the right, the colors toward the left are applied to the lower density values and those toward the right are applied to the higher density values.

Available color ramps
Color ramp  
Default 2022
Rainbow
Viridis
Viridis Plasma
Viridis Magma
Darkblue
Grayscale
Cold to Hot
Yellow to Red
Darkgreen

Histogram & Statistics

Basic features

One of the essential features of the Model Mapper is to draw an interactive histogram that gives you non-spatial representation of the model output. The histogram calculates frequency of cells over binned density values of the model output.

Above the histogram is the summary statistics of the layer. If the species has monthly or seasonal density estimates, you can compare them in a tabular format. To do so, you move forward or backward of the period by clicking [Prev] or [Next] button below the thumbnail or choose a particular month or season from the dropdown. When the statistics table has multiple periods (e.g. January, February, March etc), you can also click a row of the period to change the density layer of the map to that period.

The x-axis of the histogram is the value of the density. The values are split into bins whose size is automatically determined based on the value range and the number of bins which is 20 by default. The y-axis on the left is the frequency or the count of cells within each bin. Below the histogram is the table showing the statistics of the density.

Clickable bins allow you to filter the density layer based on the density range. When one of the bins is selected, it's highligted in red and the statistics table shows the stats within the selected bin, the range below the bin and the range above the bin.

Legend
Histogram & Map with no filteringHistogram & Map with filtering
Histogram Histogram
Map Map

There is also a slider below the histogram where you can define a range of the density by moving the two dots. This is useful if you are interested in a particular density range rather than auto-calculated bins.

In the PRO edition, if you want to set a range with particular values (e.g. density within 10.0 to 20.0), choosing the appropriate slider increment helps you move the two dots to such exact values. For example, if you choose "10" from the Slider Increment options, the dot on the slider steps over to 0, 10, 20, 30,... If you choose "0.1", the dot moves to 0, 0.1, 0.2,... The available options depend on the density range of the species. For example, for the Atlantic spotted dolphin in the US EC, there are "Auto", "0.1", "1" and "10". The North Atlantic right whale gets "Auto", "0.01", "0.1" and "1".

Legend
(Pro edition only)
Legend

Supplementary charts

Supplementary charts are available to turn on or off. In the STD edition, only the mean density is available and turned on by default. You can't turn it off.

Chart elementDescription
Mean DensityVertical dotted red line to represent the mean of the density.
Cum. PopulationPopulation trend by adding up the abundance (density x cell area) from the cells with small density to the cells with high density.
Cum. Population (rev.)Population trend by adding up the abundance (density x cell area) from the cells with high density to the cells with small density.
Population Two vertical dotted blue lines that represent a certain percentage of the population by adding up the abundance (density x cell area) from the cells with high density to the cells with small density.
By default, two lines for 25 % and 75 % of the poluation are drawn but you can change these percentages.
Histogram Pro options

Histogram visualization options

Species density data is often heavily skewed toward lower values. In a standard histogram, this can make the data difficult to explore because bins at the lower range are crowded on the left, while bins for higher density values are often too short to see. To make the distribution easier to analyze, you can use the following visualization options:

  • Switch to a Logarithmic (Log) Scale: You can change the Y-axis from the default Linear scale to a Log scale. This compresses the visual difference between the highest and lowest cell counts, making shorter, high-density bins appear taller and more visible.
  • Reflect Map Symbology (Pro edition only): You can set the histogram bins to match the class breaks used in the map symbology. This alignment allows you to quickly identify which colors on the map represent specific density ranges.
  • Equalize Bin Widths (Pro edition only): In some views, bins representing small density ranges may appear very narrow or "packed" together. You can choose to display all bins with the same width, regardless of the numerical range they cover. This ensures that every density category is easy to distinguish and interact with.

By combining these settings—such as using an Equal bin width with a Log Y-axis—you can create a balanced view that makes even the rarest high-density areas easy to analyze.

Automatic binsReflect symbology (auto bin width)Reflect symbology (equal bin width)
Linear
scale
Histogram Pro options Histogram Pro options Histogram Pro options
Log
scale
Histogram Pro options Histogram Pro options Histogram Pro options

Map Interaction with Density Layer

Upon selecting the species, its density layer is mapped with the default symbology. You can move the mouse cursor over the density layer and you will see the popup that follows the mouse move, showing the density range of the location that corresponds to the symbology class / break.

If you want to know the exact density, you can identify the cell by cliking on the density layer. The Identify popup shows the location of the click (usually longitude and latitude but can vary depending on the projection) and the density of the species in the period chosen. If the Aggregated Summary is mapped, the density of each species that contributes to the Aggregated Summary is also shown.

The identify popup also has the Snapshot tool icon. By clicking it, a close-up image of the density layer is shown within the popup. If the Aggregated Summary is mapped, you can see the close-up images for all species in the Aggregated Summary so you can visually compare the densities of the species.

Identify
Identify

Analyzing with Region of Interest

To analyze the density or species distribution within a particular area (region of interest or ROI), you can draw a rectangular or circular region or a polygon on the map to define your ROI.

To do so, click draw roi and choose the type of the ROI (Rectangle, Polygon or Circle). Right after you chose the ROI type, the popup disappears and the mouse cursor changes to a drawing mode. How to draw a ROI varies depending on the ROI type. You can draw multiple ROIs.

  • Rectangle: Press the mouse at the location of one of the four corners and drag the mouse to the opposite corner and release the mouse.
  • Polygon: Click the mouse at the location of the first vertex of the polygon. Move the mouse to the next vertex and click. Continue this and at the last vertex, instead of a single click, double click the mouse to finish the drawing.
  • Circle: Click the mouse at the center location of the circle. Move the mouse as far as the radius of the circle and click again to finish the drawing.

After finishing the ROI drawing, click the histogram icon. The density statistics are calculated usinig the cells within the ROI(s) and the histogram is drawn based on these data. Please be patient as the calculation may take a minute or so. As described above, you can play around with the interactive histogram. When you select a bin or define a range of the density, the map gets updated to show only the cells within that density range inside the ROI(s).

Identify
=>
Identify

You can modify the shape of the ROI. To do so, click it on the map. Then, the square or bounding box of the ROI appears with movable dots along the lines. You can drag and drop the movable dots to change the shape. Once done, click the outside of the ROI (on an empty space of the map). If the ROI actually is changed, the statistics and histogram will be refreshed automatically.

To delete the ROI, click the ROI. Then Identify popup opens up with "Delete ROI" button available. Just click the button and the ROI is removed from the map and the statistics and histogram are refreshed automatically.

Identify Identify

You can also upload a polygon as a ROI. Currently, ESRI shapefile is supported.

To do so, click draw roi and choose the ""Upload a shapefile" (the last icon within the popup). Choose a shapefile. As a shapefile consists of multiple files, they have to be zipped. Then, click [UPLOAD] button.

Optionally, you can add a buffer around the polygon you are going to upload. Enter the buffer size in the box and choose the unit. You can modify or delete the polygon once the shapefile is uploaded and added to the map in the same way as for the ROI you draw using the drawing tools.

Notes

  • The maximum size of the zipfile allowed is 2MB.
  • The projection of the shapefile should be WGS84 or Web Mercator. Other projections may work but not guaranteed.

Identify

Compare Two Density Layers

There is a feature that allows you to compare two density layers side by side. This is useful to compare the density layers of two species or two months of the same species (e.g. January and July).

To use this feature, click Compare two layers and a popup shows up. Choose "Two maps side by side". Then, the second map is brought up to the right. A click anywhere on the right-side map or a circle placed above the zoom buttons makes the right-side map active. When activated, the circle above the zoom buttons turns green.

The Density Models Panel always works for the active map. When the right-side map is open and active (the circle above the zoom buttons is green), a click on the species card in the Density Models Panel displays its density layer on the right-side map.

"Sync both maps" option is very useful to synchronize the two maps for panning, zooming and identifying the density. When you click the density layer on the left-side map to identify the density value, the Identify popup opens not only on the left side but also on the right side, showing the density of the left and right side maps at the exactly same location.

Legend

Another way to compare two maps is to overlay them. To do so, enable the "Overlap two maps" option. In this mode, the two maps are aligned and displayed on top of each other. Drag the slider (swipe bar) left or right to adjust how much of each map is visible, making it easy to compare differences between the maps.

Identify Identify

Export Data, Map, Chart & Summary

You can export the map, summary statistics, histogram and its data that you are seeing now. To do so, click Download and go through the download wizard. There are three steps in the wizard.

  1. Agree to Terms of Use: Please carefully read the terms of use. Most importantly, you have to include the citations to the model mapper and OBIS-SEAMAP.
  2. Fill in Contacts & Intented Use: Please provde your full name, affiliation, email address and the intended use of the data. All fields are required and they are recorded in the OBIS-SEAMAP database for internal reference. No individual information is provided outside of the lab.
  3. Start downloading: At this step, you decide which area of the map to capture and what format to download.
    From "Map extent to capture" options, choose "Whole map" if you want to capture the entire map visible in your browser. If you want to focus on a particular area, choose "Define a new extent now". Then, the wizard popup temporarily disappears and you can draw an extent over the map (the same action to draw a rectangular ROI). Once finished, the wizard popup reappears and "Use the following extent" option is automatically chosen with the information of the extent you just drew displayed below.
    Then, click "DOWNLOAD" button.
Identify
=>
Identify
=>
Identify

If you chose "PDF", a new tab or window opens up that loads the PDF (How a PDF is treated will depend on Depending on your browser's setting). If you chose "As individual files", an image for the map and histogram and a couple of CSV files for data and summary statistics are zipped and the browser will ask you to save it in a folder. A sample of PDF is shown below.

Identify Identify Identify

Advanced Use (PRO edition only)

Managing Layers

You can choose the basemap or turn on / off additional layers using the Layers popup. In addition to the pre-defined layers, you can also overlay external resources served through ArcGIS Servers.

Click Compare two layers to open up the Layers popup. The Layers popup has three tabs: Basemaps / Pre-defined Layers / External Services

Basemaps

There are many basemaps. Simply choose the one you want to see.

Notes:
  • Most of the basemaps are for Web Mercator projection.
  • When you choose a Web Mercator basemap while the map is projectd with another projection, the map projection is switched back to Web Mercator.
Legend

Pre-defined Layers

There are five pre-defined layers that you can turn on / off. You can change the opacity of the layers except "Boundaries and labels". Opacity of 1 is completely opaque. Opacity of 0 is completely transparent. You can also turn on / off the fill of the polygons for the EEZs and MEOW layers. When you turn the Fill option off, the layer is rendered with outline only.

Layer Source Opacity Fill
Boundaries and labels ESRI World Ocean Reference
-
-
Continents ESRI countries
Y
-
EEZs Maritime Boundaries (version 12; Low resolution); marineregions.org; Flanders Marine Institute (2018)
Y
Y
MEOW Marine Ecoregions of the World (2007); Spalding et al. (2007)
Y
Y
Bathymetry ETOPO2
Y
-

External Services

In addition to the pre-defined layers, you can also overlay layers from external services served through ArcGIS Servers. The URL of the external resource is needed. It should look like:

https://coast.noaa.gov/arcgis/rest/services/MarineCadastre/BoundariesAndRegions/MapServer/
(Boundaries and Regions resource by NOAA)

To overlay an external layer, follow the steps below.

  1. Open the Layers popup by clicking Layers icon.
  2. If this is the first time to access the service, enter the URL of the external service into the textbox and click "+" button. The information of the service and available layers will be displayed.
  3. If you have used the services before, they should be listed. Click the title of the service.
  4. Turn on one of the layers to display on the map.
  5. You can change the opacity of the layer by entering value from 0.0 to 1.0 into the box next to the service title. 1 is opaque and 0 is completely transparent.
  6. You can select multiple layers and change the order of the layers by dragging and dropping the two-line icon at the left of the service title.
Legend

You can pick up a polygon of the external service layer and make it as a ROI. To do so, click (identify) the polygon on the map. The Identify popup opens up with "Add to ROI" button available. Then, click the button. Once it's added as a ROI, the density statistics and histogram are calculated using the cells within the ROI. The other operations to the ROI described above can be applied to this ROI.

External service as a ROI

Mapping Options

In the PRO edition, you can control how the map behaves and renders the layers. Click Mapping Options to open the Mapping Options popup.

Option Description
Projection By default, the map is projected with Web Mercator but you can change it. The available projections depend on the project. All of them are equal area projections. The possbile selection of the projections are:
  • Web Mercator
  • Geographic (WGS 1984)
  • Albers Equal Area
  • North Pole Lambert Azimuthal Equal Area
  • North Pole LAEA Alaska
  • World Mollweide
Density layer opacity You can change the density layer opacity (0-100%) with 100% being opaque and 0% being transparent. This helps you see the background layer(s) like EEZ or Bathymetry.
Scalebar You can turn the scalebar on or off. The scalebar will be placed at the lower left of the map if it's on.
Active legend The active legend presents the density class at the cursor. By default, it follows the mouse but you can place it at the bottom by choosing "Fixed" or completely hide it by turning it off.
Calculate with all ROIs combined
-- OR --
Calculate per ROI
When multiple ROIs are present, the statistics and histogram are generated using all the cells within all the ROIs. You can change this behavior by selecting "Calculate per ROI". When "Calculate per ROI" is selected, the statistics and histogram are generated per ROI using the cells within a particular ROI. This way, you can compare, for example, which ROI observes the highest abundance of the speices or which ROI has the lowest mean density.
Mapping options

OBIS-SEAMAP Layer

There are two ways to explore the OBIS-SEAMAP sightings along with the density layer.

Overlaying on density layer

You can display the OBIS-SEAMAP sightings on top of the model layer. Click Show OBIS-SEAMAP data and the OBIS-SEAMAP data will be visualized. By default, it's a gridded summary at a certain resolution. The summarizing resolution (grid size) changes according to the zoom level. To see the legend, click the down arrow at the right of the icon, which opens up the OBIS-SEAMAP Options & Legend Panel.

There are viewing options in the the OBIS-SEAMAP Options & Legend Panel. The legend is also shown in thie panel.

  • Rectangular gridded summary: The OBIS-SEAMAP sightings are aggregated by rectangular grids at a certain resolution.
  • Hexagonal gridded summary: The OBIS-SEAMAP sightings are aggregated by hexagonal grids at a certain resolution.
  • Points: Individual sightings in the OBIS-SEAMAP database are mapped.
  • Filter by month or season: If the species has monthly or seasonal density layers, the OBIS-SEAMAP data are filtered with the same period as for the density layer. You can turn this option off to see all the sightings of the species. This option is not applied to the species with annual density prediction. For the aggregated summary, the period of each species is reflected.
  • Filter by year: If you are interested in more recent sightings or those within a certain range of years, you can specify the years and turn this option on.
  • Data within U.S. EEZs: The OBIS-SEAMAP sightings are initially filtered within U.S. EEZs. however, you can turn this option off so you can see the sightings outsite the U.S. waters.
OBIS-SEAMAP layer OBIS-SEAMAP layer

Overlaying on density layer

By clicking OBIS-SEAMAP in a new window Icon, you can bring up a new tab / window showing the OBIS-SEAMAP Advanced Mapping Tool with the species sightings pre-loaded. The viewing option "Filter by month or season" in the the OBIS-SEAMAP Options & Legend Panel is applied but the other options are not due to the limitation of the Advancd Mapping Tool.

Metric for Aggregated Summary

The PRO edition introduces the metric for the aggregated summary. The metric defines how to merge the multiple species' densities and visualize the aggregated summary.

Density

The default metric is "Density" where the multiple model layers are merged by summing up the cell values, which is an predicted density, to represent the total density of the selected species.

Richness

The density layer for each species is first reclassified into two classes / areas so that 99% of the species abundance is grouped into the species occurrence area (the cell value turns to 1) and the remaining area is regarded as a species absence area (the cell value turns to 0). Then, those reclassified layers for selected species are merged by adding the cell values (0 or 1) up. The result can be seen as the species richness of the selected species. Thus, the max value of the layer will be the number of species in the aggregation.

You can change the threshold (the default is 99%), which also means you change the definition of the richness. Any integer can be entered in the box next to "Richness".

Core habitat

The concept of the Core habitat is same as the richness. The only difference is the threshold, which is 75% in this metric. The area that covers 75% of the species abundance is reclassified as a core area (the cell value turns to 1). The remaining area is classified as a non-core area (the cell value turns to 0). All the model layers of selected species are merged by adding the cell values (0 or 1) up. The result can indicate where the core habitat areas of multiple species congregate.

You can change the threshold (the default is 75%), which also means you change the definition of the core habitat. Any integer can be entered in the box next to "Core habitat".

Custom

You can create your own metric by giving one or more thresholds that are used to reclassify the model layers in the same way as the core habitat. You can enter multiple thresholds separated by dashes ("-"), from lowest to highest (e.g., "25-50-90"). When multiple thresholds are entered, higher thresholds are given a lower weight. For example, if you enter "50-70", the 70% threshold (a broader area) is given a weight of 1 and the 50% threshold (smaller, more concentrated area) a weight of 2.

Aggregated summary with density metric Aggregated summary with custom metric

FAQs

Is there a way to download everything (density layer, documents etc) at once?
In the Density Models Panel, each species has a download icon which allows you to download density layer, documents and uncertainly layers in a zipped file.
The same link can be found on the Repository page. There is also a link to download all species at once.
We do not have such links for NOAA_PACGOA and NOAA_CCCE at this moment, though.
Can I have a direct link to the particular species?
Yes, you can add species name at the end of the URL following a slash ("/").
For example, the humpback whale in the North Atlantic can be accessed at:
https://seamap.env.duke.edu/models/mapper/DUKE_EC/Humpback%20whale
You can find these direct links on the Repository page, too.
What is the best way to use the density layers with ESRI products (e.g. ArcGIS Pro)?
You can download the data and relevant documents for individual species as a zipfile. The zipfile includes raster density layers, symbology files and relevant PDFs. You can add rasters to your ESRI products.
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