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HeatherSmith
Esri Contributor

To improve a map's legend, often all that’s needed is a bit of tidying: renaming, reordering, and removing items.

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HeatherSmith
Esri Contributor

Three short videos that explain visual hierarchy through examples in ArcGIS Online.

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SilpaGadi
Esri Contributor

New ArcGIS tutorials
 
ArcGIS tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.
 
Map and analyze the urban heat island effect 

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Heat islands are places that experience sustained elevated temperatures compared to surrounding areas, generally occurring in urban spaces with an abundance of impervious surfaces (such as sidewalks, rooftops, and buildings constructed using concrete, asphalt, and metal) and low tree canopy coverage. The dangerous conditions associated with urban heat islands, known as the urban heat island effect, contribute to higher rates of heat-related illnesses and deaths, compromising the health and quality of life of those living in affected communities.

Urban heat islands are also often associated with areas of historic under-investment, and they incur higher rates of energy consumption for cooling, contributing to accelerated resource consumption and emissions that worsen air quality.

In this scenario, you'll use feature and raster analysis tools to identify where the urban heat island effect impacts districts in Richmond, Virginia, and create a dashboard to monitor conditions throughout the city.

 

Get ready for deep learning in ArcGIS Pro 

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Deep learning is used by ArcGIS Pro tools to solve spatial problems, detect objects, and perform pixel classification. Using these tools requires that you have the correct deep learning libraries installed on your computer. In this tutorial, you will learn how to get ready for deep learning, setting up the libraries and checking that the installation was successful. Optionally, you will also learn how to verify your computer’s settings and troubleshoot common issues that might occur.

 

Get started with branch versioning 

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The National Renewable Energy Centre of Spain (CENER) wants to install solar panels on buildings in Madrid. First, they need to calculate the solar potential of each building. Buildings in a few neighborhoods have already been calculated, but it has proven to be a large project. To speed up the process going forward, multiple people will contribute to the project as data editors.

Versioning allows multiple people to edit the same data at the same time without applying locks or duplicating data. Each editor has an isolated view of the data and can merge their changes back into the default version. There are two types of versioning in ArcGIS: branch and traditional. Branch versioning facilitates multiuser editing through feature services and the Web GIS model.

This tutorial series describes the full branch versioning process for the Madrid solar project:

 

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

 

Get started with ArcGIS Video Server 

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ArcGIS Video Server for ArcGIS Enterprise enables indexing, discovering, and publishing video services with geographic and temporal data. When you collect video content from drones, security cameras, or other sensors, you can use Video Server to integrate them as a spatial layer in other enterprise GIS software.

In this tutorial, you'll publish an aerial video of an industrial facility to Video Server using ArcGIS Excalibur. Then, you'll analyze the video layer in Excalibur to inspect the facility for damage, debris, and other differences compared to satellite imagery. Finally, you'll take a screenshot of your findings and download it to share with others. The video in this scenario is useful for multiple workflows, so by uploading it to Video Server, it can be reused for a variety of purposes.

 

Access and prepare data for mapping 

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You're a local student who has been assigned to conduct a community-based project about youth and what they do after school. You're interested in investigating how your city should distribute funding in an equitable way to local youth programs.

You love your city's public murals. All over the city, there is beautiful, inspirational, and thought-provoking art on the walls of buildings and stores. Murals are a way to build community in outdoor spaces where the local community can see themselves represented in art. (See Anchoring Parks in Community: A Creative Placemaking Primer.)

In this tutorial, you will explore different examples of how data is accessed and prepared for mapping. In any map project, the quality of your final map depends on the data used to create it, so it is important ensure you use and prepare the most appropriate data. You will create a map using a provided comma-separated values (.csv) file of the public high school locations and build your own .csv data on mural locations in your community that reflect cultural experiences and values. You will also add demographic data to better understand the racial and ethnic make-up of your community.

 

De-identify health data for visualization and sharing 

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Some organizations hesitate to use GIS due to the sensitive nature of their data and concerns about individual privacy. While geography is an important identifier of individual information, there are methods that help you de-identify your data in ways that preserve spatial patterns. Which methods work best for sharing map visualizations? Which techniques support internal operations and data sharing needs? In this tutorial you will review several options, as a GIS analyst for a childhood lead poisoning prevention program.

Lead is a naturally occurring metal that can cause negative health effects, especially in children under the age of six. These include developmental delays, learning difficulties, behavioral problems, and neurological damage, which may be permanent and disabling. Leaders at your department need to use geographic information to enhance program reports and make decisions to eliminate childhood lead poisoning.

As you analyze the data requested for several departmental workflows, you'll consider the options for visualizing and sharing sensitive information without breaching individual health privacy.

 

Disaggregate and visualize race and ethnicity data 

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Governments and organizations are increasingly interested in applying equity to decision making. To understand who needs additional supportive programming and where there are specific needs within a jurisdiction, organizations can use GIS to disaggregate data and make an equity plan to meet their goals.

In this tutorial, your organization is interested in developing food access resources to reach older adults who may prefer communicating in various Asian languages. An example composite index was created using senior well-being and socioeconomic data from the Census American Community Survey (ACS). However, the example index does not include information disaggregated by race and ethnicity. The index shows you where there might be the highest need for senior food security resources. But to nuance your outreach efforts, you want to consider language needs. You will accomplish this by disaggregating census data for specific Asian groups.

 

Map and chart data 

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Intimate partner violence (IPV), also known as spousal or domestic violence, is a form of gender-based violence that includes physical, sexual, emotional, and financial abuse, and other types of violence and control. Mapping police-reported incident data shows where rates of IPV are highest across Canadian provinces and territories, as well as other patterns. Domestic violence shelters are one type of service available for survivors of IPV and shelter capacity varies across regions.

Working with .csv files of IPV and shelter capacity data from Statistics Canada, you'll join the data to a Canadian provinces and territories boundaries layer from ArcGIS Living Atlas of the World so you can symbolize the provinces based on the IPV data. You will style the layers, customize their pop-ups, and create charts to visualize and analyze the data. Finally, you'll create an app using ArcGIS Instant Apps to share your findings with your organization.

 

Protect patient data when geocoding 

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In this tutorial, you will take on the role of analyst in the strategic planning division of the fictitious Nashville Memorial Health System, in Nashville, Tennessee. You will analyze a fictitious patient population to determine the optimal location for the expansion of your organization’s facilities to provide better access to a currently under-served population. To do this, you will geocode health-care facilities within your organization and compare these to competing facilities, laying the groundwork for your expansion plan. You will calculate service areas for your facilities and compare these to your patient population. You will ensure that your analysis uses the latest data by geocoding and appending new patient data to your database, taking special care to remove all protected personal information.

 

Trace the path of mining contaminants 

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Artisanal mining is a method of extracting minerals using basic mining techniques, often with little or no concern for law, safety, or environmental impact. In parts of the Amazon, artisanal mining techniques are used to extract gold from sediments. The process involves clearing forest, making pools, washing sediment into them, and then amalgamating the small particles of gold from the sediment with mercury and burning the mercury off. The process results in deforestation, sedimentation of streams and rivers, and mercury and cyanide contamination. In this tutorial, as a researcher at an environmental nonprofit organization, you want to determine which downstream areas are impacted by contaminants that leach from mining sites into the network of streams and rivers in the Amazon basin.

To identify mining sites, you’ll use a map containing open-source data from the Amazon Mining Watch, which is generated by interpreting satellite images using machine learning. You’ll create a Sketch layer to add points at some mining sites near the rivers. Finally, you’ll use the Trace Downstream tool to create a feature layer that maps the downstream flowpaths. This output can be used in a presentation for your nonprofit on how mining impacts rivers in the Amazon.

 

Create an environmental justice index map 

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You are a geospatial technician in a state-level government agency concerned with environmental justice. You have been tasked with creating a screening tool that will allow state and local agencies to make decisions based on equity, ensuring that areas that are experiencing a cumulative burden of social and environmental harms are getting the most support. To accomplish this, you will design and create a composite index.

Environmental justice is the process of addressing the historic and current conditions that cause certain communities to experience a disproportionate burden of environmental hazards. It is a process that involves equity, because it recognizes that some communities—usually under-resourced communities of color—experience higher exposure to environmental hazards and are therefore more likely to develop negative health outcomes due to environmental risks. The process of mapping and analyzing inequity is an important first step in the racial equity and social justice workflow.

An index is a number that measures a subject of interest, often something that is difficult to directly measure or define, such as social vulnerability or business innovation. The Calculate Composite Index tool creates an index by combining multiple variables into a single indicator. The tool follows a three-step workflow to preprocess the variables, combine the variables, and postprocess the index. In this tutorial, you will walk through best practices for creating a composite index in ArcGIS Pro.

 

 

 

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

Classify areas by degree of urbanization

classify-areas-by-degree-of-urbanization.pngIn this tutorial, you'll classify the Pacific island of New Caledonia by its degree of urbanization. First, you'll create a population grid, which measures population using spatial units of uniform shape and size. You'll convert this population grid into a degree of urbanization grid, which classifies those spatial units as urban or rural based on population criteria. Last, you'll use the degree of urbanization grid to classify New Caledonia's territorial units as urban or rural.

This workflow can be repeated for any country or territory with population data and a built-up surface raster. During the workflow, you'll learn how to access a built-up surface raster for almost any location around the world, allowing you to apply the workflow to your own population data.

Identify infrastructure at risk of landslides (ArcGIS Online) 

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Parts of the island of Grenada are susceptible to landslides due to high levels of rainfall, steeper slopes, and various soil types. Having recently acquired high-resolution aerial imagery and elevation data, the country wants to update its GIS buildings dataset and identify infrastructure in areas that are susceptible to landslides. To support this effort, you'll upload aerial imagery for a portion of Grenada and use deep learning analysis in ArcGIS Image for ArcGIS Online to extract building footprints from the imagery. Then, you'll use raster analysis tools in ArcGIS Image for ArcGIS Online to classify the island according to landslide susceptibility and identify at-risk buildings.

Identify infrastructure at risk of landslides (ArcGIS Pro) 

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Parts of the island of Grenada are susceptible to landslides due to high levels of rainfall, steeper slopes, and various soil types. Having recently acquired high-resolution aerial imagery and elevation data, the government of Grenada wants to update its GIS buildings dataset and identify infrastructure in areas that are susceptible to landslides. In this tutorial, as an image analyst for the government of Grenada, you'll work with aerial imagery for a portion of Grenada and use deep learning analysis in ArcGIS Pro to extract building footprints from the imagery. Then, you'll use raster analysis tools to classify the island according to landslide susceptibility and identify at-risk buildings.

Manage your ArcGIS Online organization's members 

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Member management can save time for administrators working with an organization of any size, but it is especially crucial for larger organizations. In this tutorial, you'll manage accounts for summer interns who are temporarily joining your organization. To quickly onboard the interns, you'll create a custom role and set New Member Defaults settings.

Using custom roles and member categories to filter members allows you to perform management tasks in batch, such as provisioning licenses, assigning credits, and more. While both methods act as filters when searching for members, they have a few functional differences. Roles are a method of giving privileges and access to features of ArcGIS and can be customized for different users or work requirements as necessary. Member categories are a hierarchical structure that can be set up based on jobs, level of access, or other characteristics that act as a filter when searching for users.

Finally, once the interns have completed their summer with the company, you'll offboard them by disabling their accounts and deleting them.

Improve a deep learning model with transfer learning 

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Pretrained deep learning models that can classify or detect features in imagery are available for download on ArcGIS Living Atlas of the World. Deep learning models work best on imagery that is very similar to the imagery originally used to train them. If the imagery that you have differs from that original imagery, you can improve the model’s performance by giving it examples of the features and imagery in your area of interest. This process is known as transfer learning.

In this tutorial, as a GIS analyst for the City of Seattle, you’ve been tasked with generating building footprint layers for various neighborhoods to support city planning activities. You want to use deep learning to extract building footprints from aerial imagery in ArcGIS Pro. You’ll choose a pretrained model provided by ArcGIS Living Atlas, and use the transfer learning approach to fine-tune the model’s performance on the City of Seattle imagery. You’ll provide a small number of new training samples and further train the model. You’ll then test the fine-tuned model on a Seattle neighborhood and obtain enhanced results.

Clip a layer in Map Viewer 

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As a field scientist, you need to be able to see specific biodiversity and distribution, but you haven't found a layer that shows this information for your location. There is, however, a global layer that contains the information you need.

In this tutorial, you will add a global layer and clip it to match the boundaries of a smaller layer. You will also learn how to style the clipped layer to match the style of the original layer.

 

 

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

Create and manage subnetworks

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You are a GIS analyst who has just implemented a utility network at a water distribution company. You migrated your data into the utility network feature classes, cleaned up the topology and connectivity errors leftover from your previous system, and are ready to tackle the last step of the project: to configure your data so the system can accurately model the flow and pressure of water from your water treatment plants to all your customers. This flow is modeled using subnetworks, which represent your water system and pressure zones. The features that regulate these subnetworks are called subnetwork controllers.

This tutorial is the first in a series about subnetworks:

 

Edit and validate subnetworks 

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You are a GIS analyst at a water utility who has recently implemented ArcGIS Utility Network. You have begun editing your data, which triggers errors. To resolve the errors, you need to validate your edits and update the subnetwork.

In this tutorial, you'll learn how to properly edit, validate, and update a subnetwork. You'll also assess and resolve two subnetwork errors. You'll learn how ArcGIS Utility Network tracks edits so you can identify which subnetworks are affected. You'll also learn how to identify and resolve some of the most common subnetwork errors.

Perform quality assurance on subnetworks 

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Residents of the island of Newfoundland in Canada are considering switching to electric vehicles to reduce their carbon footprint. However, they're concerned that there won't be enough places for them to charge their vehicles.

In this tutorial, you'll determine which areas of the island are accessible to electric vehicles based on their distance from charging stations. First, you'll add Canadian charging station data to a map and filter it to Newfoundland. Then, you'll generate travel areas based on how long an electric vehicle can travel before it needs to recharge.

Get started with administering an ArcGIS Online organization 

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With a subscription to ArcGIS Online, organizations can manage all of their geographic content in a secure, cloud-based Esri environment. ArcGIS Online administrators are responsible for configuring the website, inviting and managing members access and licensing, and managing and monitoring resources.

In this tutorial scenario, you are a newly hired information technology specialist and have been tasked with administering your environmental consulting firm's ArcGIS Online organization. You need to understand and review the key responsibilities you have as an administrator of an ArcGIS Online organization.

 

Maintain your ArcGIS Online organization's content 

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Spatial data, maps, and other content are a core component of an ArcGIS Onlineorganization. Whether your company uses their ArcGIS Online organization to maintain authoritative internal data or publishes content to external stakeholders, one of your most important roles as administrator is to manage and maintain content.

In this tutorial scenario, you are a newly hired information technology specialist and have been tasked with administering your environmental consulting firm's ArcGIS organization. You must understand and review the key responsibilities you have as an administrator of an ArcGIS Online organizational account.

 

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

Analyze aggregated data in ArcGIS Insights

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The number of fatal cycling accidents in Ottawa, Canada, increased between 2015 and 2018. Cycling advocates have called for the city to adopt a Vision Zero policy to eliminate traffic fatalities and increase public safety.

In the previous tutorial, Create a workbook in ArcGIS Insights, you created a workbook, prepared your data, and created a map of collisions. In this tutorial, you will continue the workflow by analyzing how traffic accidents are distributed across wards in Ottawa using spatial and attribute aggregation techniques.

 

Filter and join data in ArcGIS Insights 

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In this tutorial, you'll look closer at the data from Somerset ward to determine the relationship between route type and number of accidents.

You know where in Ottawa the most collisions involving cyclists are occurring. But are there any patterns in the routes where collisions occur? If collisions tend to happen on specific roads, it may help city officials identify the best places to add bike routes or other bicycle safety measures.

 

 
Generate travel areas for charging stations 

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Residents of the island of Newfoundland in Canada are considering switching to electric vehicles to reduce their carbon footprint. However, they're concerned that there won't be enough places for them to charge their vehicles.

In this tutorial, you'll determine which areas of the island are accessible to electric vehicles based on their distance from charging stations. First, you'll add Canadian charging station data to a map and filter it to Newfoundland. Then, you'll generate travel areas based on how long an electric vehicle can travel before it needs to recharge.

 

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

Explore SAR satellite imagery

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Satellites with Synthetic Aperture Radar (SAR) sensors produce images based on radar technology. One of SAR's strengths is that it can create clear images in both daytime and nighttime and regardless of the presence of clouds, smoke, and rain. It has many applications and is often used to detect changes in the environment due to natural- or human-induced events.

In this tutorial, you will explore three applications of SAR imagery: mapping deforestation, monitoring maritime activity, and identifying flooded areas. Your exploration will take you to Brazil, the Panama Canal, and Texas, and you will learn the basics of working with SAR imagery.

Fix connectivity errors in a utility network 

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One of the most important aspects of using any dataset is knowing that the data is correct and can safely be used to make decisions. The rules of a utility network help to keep your data clean as you edit it. They ensure that features are modeled and connected correctly, and that the data meets the topological requirements of the network.

In this tutorial, you will make edits to a utility network. You will resolve connectivity errors created by your own edits and by other people. A connectivity error is a common type of topology error that occurs when two features have connectivity but do not have a corresponding connectivity rule that allows them to be connected. You will learn how to identify these errors, how to verify which connections are valid for a feature, and how to correct the errors.

Fix topology errors in a utility network 

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One of the most important aspects of using any dataset is knowing that the data is correct and can safely be used to make decisions. The rules of a utility network help to keep your data clean as you edit it. They ensure that features are modeled and connected correctly, and the data meets the topological requirements of the network.

In this tutorial, you will make edits to a utility network. You will resolve topology errors created by your own edits and by other people. The examples in this tutorial make assertions about what is and is not allowed to be connected. These rules are configured in the utility network topology by an administrator who understands how the data for the specific utility network should be modeled. Your job as an editor is to correct errors in the data until it complies with these rules.

Configure rules for a utility network 

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One of the most important parts of using any dataset is knowing that the data is correct and can safely be used to make decisions. The rules of a utility network help to keep your data clean as you edit it. They ensure that features are modeled and connected correctly, and the data meets the topological requirements of the network.

You are encouraged to complete the tutorials Fix connectivity errors in a utility network and Fix topology errors in a utility network before this one, but they are not required. These tutorials show how to resolve errors by editing the data. In this tutorial, you are an administrator who will resolve errors by modifying utility network configurations.

Visualize inequity in toxic exposure risk

visualize-inequity-in-toxic-exposure-risk-card.pngIn the late 1970s, people in the United States turned their attention toward the toxic chemicals in their environments. Several toxic exposure incidents were widely broadcast across the nation and galvanized new standards for monitoring and regulating the discharge of toxic chemicals into the environment, leading researchers to investigate the correlation between exposure and people's health. Today, promoting thoughtful urban planning and waste management that minimizes exposure to toxic chemicals is still an urgent concern and is listed as an indicator for progress toward a sustainable city under the United Nations Sustainable Development Goals. In many communities, historic and current land-use policies have resulted in a disproportionate exposure risk on communities of color. In West Virginia, there are examples of how local chemical manufacturing plants have adversely impacted nearby communities of color.

In this tutorial, as an environmental justice analyst, you'll look at toxic chemical release exposure risk to different population subgroups from facilities in the EPA's Toxics Release Inventory and assess environmental equity in Kanawha County, West Virginia, where the city of Charleston is located. You will map the results by political districts, which will allow community members to contact their representatives for direct action on the polluting facilities in their district.

Curate partner content with a sharing group 

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Through ArcGIS Online, sharing data, maps, and apps and collaborating with other users and organizations is at your fingertips. A big part of a having a successful geospatial infrastructure is that your data and apps are shared and discoverable by the GIS community. You can share items from your ArcGIS organization to the public, and so can your partners. Another way of sharing is to create a group in ArcGIS Online that only certain members can access and share data to. In this tutorial, you will create a sharing group in ArcGIS Online, invite members to it, and share data from a trusted partner into the group. Once you have the group created and added the data, you will expand its reach by adding it to your OneMap hub so users can search the hub for shared content.

This tutorial is based on the guide available in this story.

Deploy the OneMap hub template 

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As a geographic information officer, you have been tasked with creating a place that brings data from multiple agencies or departments in a region together. This data will help both internal and external users make informed decisions while planning projects and enable parties to work together to implement their decisions efficiently. ArcGIS Hub is an easy to configure app used to connect multiple organizations and share with internal and external stakeholders. You can build a hub page from scratch or use a template that is provided with the app. In this tutorial, you will use a template called the OneMap template to build your hub. The OneMap template includes a hub site that you can configure with your organization's branding and content. You will use the OneMap template as the basis for your organization's hub site and modify it to make it your own.

Customize an infographic-focused web app 

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You are a researcher at a nonprofit organization. You want to create an app that shares community information in a presentation-ready and interactive format. You'll use ArcGIS Experience Builder to create an app using a Business Analyst template with the What's in My Communityinfographic. You'll customize the app to include a Justice40 web map that visualizes disadvantaged communities. You'll also change the geography of the app and add walk time ring buffers.

 

Distribute data with a checkout replica 

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Argentina's tourism department wants to create a web map to help tourists navigate Buenos Aires, the nation's capital and largest city. However, the data needed for this map is spread across the transportation department, the culture department, and the retail department, each using their own enterprise geodatabase for spatial data management. The data is updated frequently, meaning the web map will become out-of-date if it uses a static copy.

This tutorial will focus on distributing data between the retail department and the tourism department using a checkout/check-in replica (other tutorials in this series focus on the transportation and culture departments and use different types of replicas). Your goal is to coordinate with the retail department to acquire a synchronized copy of their data. To do so, you'll create a replica of the retail department's enterprise geodatabase. You'll identify the appropriate type of replication, implement it, and synchronize changes after the data is updated.

Distribute data with a two-way replica 

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Argentina's tourism department wants to create a web map to help tourists navigate Buenos Aires, the nation's capital and largest city. However, the data needed for this map is spread across the transportation department, the culture department, and the retail department, each using their own enterprise geodatabase for spatial data management. The data is updated frequently, meaning the web map will become out-of-date if it uses a static copy.

This tutorial will focus on distributing data between the culture department and the tourism department using a two-way replica (other tutorials in this series focus on the transportation and retail departments and use different types of replicas). Your goal is to coordinate with the culture department to acquire a synchronized copy of their data. To do so, you'll create a replica of the culture department's enterprise geodatabase. You'll identify the appropriate type of replication, implement it, and synchronize changes after the data is updated.

Distribute data with a one-way replica 

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Argentina's tourism department wants to create a web map to help tourists navigate Buenos Aires, the nation's capital and largest city. However, the data needed for this map is spread across the transportation department, the culture department, and the retail department, each using their own enterprise geodatabase for spatial data management. The data is updated frequently, meaning the web map will become out-of-date if it uses a static copy.

This tutorial will focus on distributing data from the transportation department to the tourism department (other tutorials in this series focus on the culture and retail department). Your goal is to coordinate with the transportation department to acquire a synchronized copy of their data. To do so, you'll create a replica of the transportation department's enterprise geodatabase. You'll identify the appropriate type of replication, implement it, and synchronize changes after the data is updated.

Generate 3D layers with ArcGIS Reality for ArcGIS Pro 

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The City of Orlando is embarking on a mission to supplement their publicly available 2D image basemaps with photo-realistic 3D products. These new products will be used to support building information modeling (BIM), urban planning, and other applications. As an image analyst working for the city, you have been tasked with processing some newly acquired aerial imagery to generate a dense point cloud and a high-fidelity 3D mesh for a section of the City of Orlando.

You will do that with the support of ArcGIS Reality for ArcGIS Pro. You'll download the input data and create a workspace to manage it. You'll then improve the image alignment using tie points and photogrammetric processes. Finally, you'll generate a point cloud and a 3D mesh. While this workflow is demonstrated on a small extent for brevity, ArcGIS Reality for ArcGIS Pro is routinely used to process much larger extents, such as the layer displayed in this web map.

Get started with ArcGIS Reality Studio 

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High resolution imagery, collected using drones, aircraft, and satellites, is increasingly accessible and can be an important resource for developing foundational data layers for mapping and creating digital twins. In this tutorial, you'll use aerial images, position data, and ground control points to create 3D derived imagery products using ArcGIS Reality Studio.

As a geospatial strategist working for the city of Frankfurt, you have been asked to provide a 3D mesh for the city center to support decision makers plan, build, maintain infrastructure, and conduct emergency operations. For that purpose, the city has tasked an aerial survey company to collect aerial images to and to provide accurate GNSS position information per image.

First, you'll create a capture session, which contains the images collected in one flight. Next, you'll perform an image alignment to refine the initial positioning information per image and correct distortion. During the alignment process, you'll use tie points and ground control points to refine the image referencing using updated measurements. Then, you'll generate a point cloud and a textured mesh city model.

Map and analyze food access 

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Access to fresh food is a fundamental indicator of long-term health and well-being. Food deserts are places with low or severely restricted availability of nutritious, affordable food. On a systemic scale, food systems intersect with issues involving equity, raising vital questions about who has access to fresh food and where patterns of access or restriction exist within communities.

Working with data from the Open Data DC Hub and ArcGIS Living Atlas of the World, you'll use spatial analysis tools to visualize food deserts in Washington, D.C., and create an app using ArcGIS Instant Apps to share your findings.

Operationalize an environmental equity plan 

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In this tutorial, you are an equity officer for the City of Fresno and have been tasked with coordinating with various city departments and a community-based organization partner to apply for an environmental justice grant. The grant aims to allocate funding based on equity measures and requires applicants to use a state-provided equity index to demonstrate the need in your project area for environmental justice improvements. You want to work with the community to put forward an application that best reflects their needs and is based on lived experiences. As the equity officer, you want to ensure that the areas in your city that have historically been underserved receive the most benefits from this grant. The grant requires you to use an environmental justice index to demonstrate your community's need and propose an equity-based plan.

For this tutorial, you will explore CalEnviroScreen, California's environmental justice mapping tool, how it specifically relates to a city, define a priority area based on the index values and health risk data, and propose a bike path plan that will provide more connectivity for areas that currently experience higher levels of environmental injustice.

Process Sentinel-1 SAR data 

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A Sentinel-1 Level 1 synthetic aperture radar (SAR) image must be processed before it can be used for visualization or analysis. The aim of processing is to improve the satellite imagery by removing unwanted noise and distortions and enhancing some image features. In this tutorial, as an environmentalist working on a Galveston Bay Protection Project in Texas, you want to use SAR imagery to examine various trends and activities in the bay and the nearby suburbs. You'll process Sentinel-1 Ground Range Detected (GRD) data in ArcGIS Pro to generate analysis-ready SAR imagery.

Issues that need to be addressed when preparing SAR imagery include updating orbit data, removing thermal noise, calibrating to retrieve a meaningful backscatter value, mitigating speckle, removing radiometric and geometric distortions, and converting the image scaling to a different unit. The Synthetic Aperture Radar toolset in the Image Analyst toolbox enables you to perform all these improvements. You can learn more about SAR processing and see an overview of the Sentinel-1 GRD workflow in the documentation.

If you're not yet familiar with SAR imagery, you may want to try the Explore SAR satellite imagery tutorial first.

Share decision-ready data 

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You are an authoritative data provider sharing decision-ready content broadly to different audiences, including GIS users, developers, decision-makers, and the general public. You've read through the guide Good Practices for Authoritative Data Providers and downloaded the checklist. In this tutorial, you will upload a local file geodatabase to ArcGIS Online, set its metadata and display properties, use it to create a web map and web app, and ultimately share these resources with the hub so your users and partners can easily find them and use them in their work.

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RebekaAlvarez-Heck
Esri Contributor

The ArcGIS Tutorial Gallery, contains over 300 tutorials with real-world examples of using GIS to solve problems. Our team is constantly updating and refreshing these tutorials to ensure that we showcase GIS best practices. Occasionally that means we need to archive tutorials if they are no longer realistic or if the workflow is no longer best practice. We are happy to announce that when we archive a tutorial, we will provide a copy of the tutorial in the Archived Learn ArcGIS tutorials group.

Read more...

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SilpaGadi
Esri Contributor

New ArcGIS tutorials

 

A Learn tutorial is a step-by-step workflow that uses a real-world scenario to introduce key ArcGIS tools, products and modern best practices. Here's a roundup of new tutorials in the ArcGIS tutorial Gallery that have appeared in the last month.

Get started with change detection for Africa

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In this second tutorial of the Explore satellite Imagery for Africa you will continue to learn about satellite imagery and remote sensing, but you now focus on identifying, delineating, and extracting change. You will look at three real-life examples: a wildfire in Kenya, water inundations in Chad, and a fast-growing city in Ghana. In all three cases, you will extract change, assess how the landscape was impacted, and understand how your analysis could be used to address resulting challenges.To perform your analyses, you'll use the Digital Earth Africa Explorerapp, the result of a collaboration betweenEsriand theDigital Earth Africa program. The app enables users to seamlessly explore some of the Digital Earth Africa satellite imagery and other earth observation data for the African continent. You'll also learn how to export the data extracted to a local file orArcGIS Online for further use.

 

Automate a geoprocessing workflow with Python (ArcGIS Pro)

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Many workflows in GIS consist of repetitive tasks. Geoprocessing tools can be run using the Geoprocessing pane in ArcGIS Pro, but they are also available in Python as functions of ArcPy. This allows you to automate repetitive geoprocessing tasks using a Python script. In this lesson, you will write a Python script to check the coordinate system of multiple datasets and use that information in the script to determine how the dataset should be processed.

 

Go further with imagery for Africa

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In this third tutorial of the Explore satellite imagery for Africa series, you will continue to learn about satellite imagery and remote sensing. You will now dig deeper and become familiar with essential concepts of imagery analysis, such as spectral profiles and signatures, spectral scatterplots, and spatial resolution. You will also continue to explore real examples on the African continent, such as an oasis in Egypt, mangrove forests in Zanzibar, and a city in South Africa.

To perform your exploration, you will use the Digital Earth Africa Explorer app, which is the result of a collaboration between Esri and the Digital Earth Africa program. The app enables users to seamlessly explore some of the Digital Earth Africa satellite imagery and other earth observation data for the African continent.

 
Cartographic creations in ArcGIS Pro 

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Climate change has caused a rapid and alarming decline of polar sea ice in the twentieth century. Since 1978, this decline has been tracked by satellites, resulting in large amounts of data. In this five-part tutorial series, you are a cartographer who needs to make an educational poster-style map to communicate the ongoing loss of sea ice in the Arctic. Your job is to turn a large dataset into a map that tells a meaningful story. You'll learn how to employ cartographic skills in ArcGIS Pro to make a professional map layout.

 

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