ArcGIS API For Python - Gisworx
ArcGIS API for PythonExperience ArcGIS in a NotebookZiad Siebaagistec
AgendaArcGIS API for PythonJupyter Notebook / LabDemo (Deep Learning / Palm Detection Using ArcGIS API for Python)ArcGIS NotebooksQuick tour of ArcGIS NotebooksArcGIS Notebook Real SamplesQuestions & Answers
PythonPython is one of the most widely used programming languages. It is free, crossplatform, easy to learn and interpret, and can be applied to many disciplines.Python was introduced to the ArcGIS community with ArcGIS 9.0.ArcPy (Python 3.X)ArcPy (Python 2.X)ArcPyPython GIS use casesWeb GISAdministrationContentManagementAnalysis andData Science
What is ArcGIS API for Python? Pythonlibrary for spatial analysis, mapping and GIS Powerful, modern and easy to use Powered by Web GIS, with local capabilitiesMade for AUTOMATION and DATA SCIENCE
ArcGIS API for Python and ArcPyArcPyArcGIS API for Python ArcGIS Desktop ArcMap – Python 2.x ArcGIS Pro – 3.x Script against a portal Mostly geoprocessing Analysis, Portal Admin, Content Creation,Big Data Analysis Some map automation ArcGIS Online or ArcGIS Enterprise Python 3.x
ArcGIS API for Python What can it do for you?ImageryPower UsersDevelopersData ScientistsAnalystsUsers, Roles & Group managementAdministratorsDevOpsContent PublishersYour Web GISScript and automate your Web GIS
geoanalyticsAPI etryarcgis orkappsLearnschematics
How do I get “ArcGIS API for Python”? Try it Live! – https://notebooks.esri.com ArcGIS Pro 2.1 and later – included pip install arcgis conda install -c esri arcgis docker pull esridocker/arcgis-api-python-notebookFor More /install-and-set-up/
Differences between Conda, MiniConda, and AnacondaPackage & EnvironmentManagement System
Python Jupyter Notebook It is a web-based, interactive, computational environment for you to write,document, and run code all in one place. Jupyter is a popular open source notebook environment Jupyter gets its name from three programming languages: Julia, Python, and R The ArcGIS API for Python was developed to make the most of Jupyter’sfunctionality.
ArcGIS Jupyter Text goes here
DemoPalm Detection using DeepLearning In Jupyter Notebook/Lab
Image Classification vs Object DetectionImage ClassificationObject Detection
Deep LearningPalm DetectionInputTanga / Kolovai
Deep LearningPalm DetectionOutput
Deep LearningPalm DetectionFeature To Point
Deep Learning / Object Detection Workflow in ArcGISTraining SamplesTagging/LabelTraining DataPrepareInference resultsTrained deeplearning modelTrainArcGIS API for Pythonarcgis.learnmoduleInference
ArcGIS NotebooksIntroduction
What is ArcGIS Notebooks?A new capability that lets you create hosted Python notebooksusing a Juypter scripting environment that has been built intoArcGIS.In 2020, ArcGIS Notebooks will be available in ArcGISEnterpriseArcGISProArcGISOnline
ArcGIS Notebooks sits at the intersection of ArcGIS and open data scienceArcGIS ArcGIS API for PythonArcPyAnalytics Geoprocessing Web GIS analysis GeoAnalytics Raster AnalyticsOpen SourcePython & Data Science
DemoQuick tour of ArcGIS Notebooks
How is ArcGIS Notebooks different than “traditional” Jupyter? Built within ArcGIS rather than sitting beside it Leverages an integrated UI Automatically insert Python snippets Quickly access a gallery of samples Notebooks as items Use ArcPy without ArcGIS Pro Centrally manage libraries and packages
Computationalenvironment.Could be used withother programminglanguages.Python ! NotebooksProgramminglanguage.There are many waysto write and executePython code.
Why do we talk about Python and notebooks together?ArcGIS ProArcGIS NotebooksArcGIS API for PythonArcGIS APIArcGIS APIfor Pythonfor PythonArcPyArcPyArcGIS EnterpriseArcGIS OnlinePython windowPython IDEUser managed JupyterIntegrated experiencewithin the Web GIS
What does ArcGIS Notebooks provide? Ready-to-use scripting libraries-ArcGIS API for Python- Mathematical, statistical, and machine learning libraries- ArcPy- Python libraries and packages are synchronized across the organization A gallery of curated notebook samples-Samples generated by Esri data scientists, engineers, and analytical teams- Notebook samples are end-to-end workflows that include all necessary datasets- Administrative notebook samples included One-click access to a new notebook Seamless integration with the Web GIS interface- Access to data and analysis tools in your Web GIS, collaborate and shareSecure identity-based access-Read-only previews of notebooks
How do notebooks help people solve problems? They tell a story-Promote transparency and reproducibility-Help turn analysis into action They allow you to iterate and get feedback quickly because they are interactive Help people create more effective models by using spatial data and analysis tools Integration with ArcGIS, to promote collaboration and sharing
Essential knowledgeImages and containers
Terminology - Docker Docker is a tool designed to make it easier to create, deploy, and run applications byusing containers. Container – A virtualized workspace that packages up all the code and dependencies auser needs to run the application. Not a VM Virtual machines virtualize hardware Containers virtualize the OS Image – Instructions for Docker on how to setup the container. ArcGIS Notebook Server includes two images: ArcGIS Notebook Server Standard ArcGIS Notebook Server Advanced Customers have the option of creating their own custom images to use with ArcGIS Notebook Server Within the product we refer to the Docker images as notebook runtimes Within ArcGIS Notebook Server, each user gets one container per notebook runtime theyhave access to.
Conceptual ArchitectureUser 1ArcGISWeb AdaptorArcGISWeb AdaptorPortalfor ArcGISArcGISWeb AdaptorHostingServerArcGISData Store(relational tile cache)Base DeploymentArcGIS NotebookServerInstall and configureDocker on the samemachine as yourNotebook Server.User 2User 3One container, multiple openNotebooks
Why do we use Docker? Security Code isolation
Who can create and run notebooks? Administrators Non-administrators will require a custom role These are the only people who will see the Notebook option in thetop ribbon of the portal Minimum user type is a Creator If a notebook is shared with someone who does not have privilegesto create and run notebooks they will only be able to: View the notebook’s item details page Preview the notebook Download the notebook
Sample notebooks
Samples Types of samples: Data science and analysis Content management Administration Some notebooks are ready-to-run, others require additionalconfiguration Notebook samples that use ArcPy require Advanced privileges Some samples require utility services Data is included and available for all notebooks
This notebook provided you the workflow for searching through allUsers in an Organization, and will notify/disable them if they haven'tlogged in for a certain amount of days. This notebook can be apowerful tool to automatically manage these inactive users sinceOrganizations can become cluttered with many users over time.Sample #1Administration: Manage inactiveusersGIS AdministratorUser1User2User3
Active User60 DaysSample #1Administration: Manage inactiveusersNo ActionInactive UserWarned User90 DaysNotifyInactivate Users WorkflowDisable
Sample #2Data Science: Site Selection /Restaurant clusters
Deployment, Setup and LicensingImages and containers
ArcGIS Notebooks In ArcGIS Enterprise at 10.7 we talk about ArcGIS NotebookServer Server licensing role 2 levels: Standard and Advanced In ArcGIS Online 2020 we talk about ArcGIS Notebooks There is no server or infrastructure for the customer to setup More details to be announced later this year
What’s the difference between Standard and Advanced ArcPy!StandardArcGIS API for Python 3rdparty Python libraries(over 175 Library)AdvancedStandard ArcPy libraries
Note: Don’t let the names fool you The terms Standard and Advanced only denote functionalitydifferences relative to the specific server role. ArcGIS Enterprise Standard or Advanced is a prerequisite,however: An ArcGIS Enterprise Standard customer could choose to purchaseArcGIS Notebook Server Advanced An ArcGIS Enterprise Advanced customer could choose to only useArcGIS Notebook Server Standard
WindowsPrerequisites HyperV Docker rsDocker must use LinuxcontainersLinux Docker-The specific version of Dockerwill depend on the OS selected 8 GB RAM 50 GB disk space 8 GB RAM 50 GB on /var directory Window Server 2016 Windows Server 2019 Red Hat Enterprise LinuxServer 7 Ubuntu LTS Server 16.04 or18.04 Chrome Firefox Edge Chrome Firefox Edge(Standard or higher)
Resources Website: https://developers.arcgis.com/python/ GitHub repo: https://github.com/Esri/arcgis-python-api Try it Live!: https://notebooks.esri.com API Reference: ml/ Community: i/ Documentation: /index.html Object Detection rning-to-assess-palm-tree-health/
Thank you!Ziad SiebaaZiad.Siebaa@gistec.com 971 52 777 1500
Ready-to-use scripting libraries-ArcGIS API for Python-Mathematical, statistical, and machine learning libraries-ArcPy-Python libraries and packages are synchronized across the organization . ArcGIS Notebook Server includes two images: ArcGIS Notebook Server Standard
ArcGIS Network Analyst ArcGIS Publisher Schematics for ArcGIS ArcGIS Maplex ArcScan Job Tracking JTX (Workflow manager) Server Software ArcGIS Server (Basic, Standard, Advanced) ArcIMS ArcGIS Server Extensions Spatial 3D Network Geostatistical Schematic GeoPortal Image Extension Mobile Software ArcGIS Mobile ArcGIS Engine Runtime - Spatial-3D .
ArcGIS before doing this, you will still be able to use the ArcGIS Administrator (accessed from Start - Programs - ArcGIS - ArcGIS Administrator) to authenticate the installation after the fact. Step Two: Install ArcGIS These procedures work whether you download the installation files or use the installation DVD for ArcGIS Desktop 10 available
ArcGIS Online: Map Viewer 6 9/28/2021 Step 1 -Find/Upload Layer - Find existing data shared by others on ArcGIS Online - Upload your data to ArcGIS Online (e.g CSV File) - Create maps in ArcGIS Pro and upload it to ArcGIS Online - In general, the data needs to be either already available in ArcGIS Online platform or you need to upload data to it.
Manual: LMSS Waypoint Converter ArcGIS Extension Last Modified: October 24, 2015 3 Installing the LMSS ArcGIS Tools For ArcGIS 9.x First close ArcGIS if it is open. Tools do not install properly if ArcGIS is running during the installation. Install the LMSS ArcGIS Tools extension by double-clicking on the file LMSS_Converter_9x.exe
Python Programming for the Absolute Beginner Second Edition. CONTENTS CHAPTER 1 GETTING STARTED: THE GAME OVER PROGRAM 1 Examining the Game Over Program 2 Introducing Python 3 Python Is Easy to Use 3 Python Is Powerful 3 Python Is Object Oriented 4 Python Is a "Glue" Language 4 Python Runs Everywhere 4 Python Has a Strong Community 4 Python Is Free and Open Source 5 Setting Up Python on .
Python 2 versus Python 3 - the great debate Installing Python Setting up the Python interpreter About virtualenv Your first virtual environment Your friend, the console How you can run a Python program Running Python scripts Running the Python interactive shell Running Python as a service Running Python as a GUI application How is Python code .
to your ArcGIS Online administrator to sign up for the trial. 2. Go to the GeoPlanner listing on ArcGIS Marketplace. 3. Click the "Free Trial" button and enter your ArcGIS Online credentials to submit your trial request in ArcGIS Marketplace. Access the application GeoPlanner is a web application built using the ArcGIS JavaScript Web API.
Abrasive Water Jet Machining (AWJM) is the non-traditional material removal process. It is an effective machining process for processing a variety of Hard and Brittle Material. And has various unique advantages over the other non-traditional cutting process like high machining versatility, minimum stresses on the work piece, high flexibility no thermal distortion, and small cutting forces .
