Mark V. Janikas Marjean Pobuda Integrating Open Source Statistical Packages with ArcGIS Python Spatial Analysis Library (PySAL) ArcGIS – R Project Mark V. Janikas Marjean Pobuda G67940_UC15_Tmplt_16x9_4-15 Esri Corporate Template-Dark v3.2 16:9 version – March 19, 2015 For more templates, sample files, and icons, see https://compass.esri.com/resources/presentations/Pages/Main.aspx To add footer text in Windows On the Home tab, under Insert, click Text, and then click Header and Footer. Click the Slide tab, select the Footer check box, and then type the footer text that you want. Click either Apply or Apply to All. To add footer text on a Mac On the View menu, select Header and Footer. Select the Footer check box and then type the footer text that you want. If footers don't appear on the slides If footers don't appear on title slides, in the Header and Footer dialog box make sure the Don't show on title slide check box is not selected. If the footers are missing from other slides, the placeholders for these items might have been removed from specific slide layouts or the slide master.

Introduction Traditional Spatial Analysis Spatial Analyst Geostatistics Spatial Statistics Most Useful Tools Best Implementation Scalable, Intuitive and Well Documented

Integrating ArcGIS with Open Source Software Supporting the Scientific Community Advanced Analytics Peer reviewed across a vast number of Academic Disciplines Methodologies range from empirically broad to specific Python [NumPy] Increase Core Python Modules SciPy, PANDAS, Matplotlib, NetCDF4-Python Conda in ArcGIS Pro 1.3 Data Access Directly extendable Raster/Vector NumPy Spatial Statistics Data Object and Utilities Selection and Feature/NumPy Index Mapping All Data Formats Environments Localization, Errors/Warnings, Bad Records Info

Python Spatial Analysis Library Advanced Spatio-Temporal Analytics Cutting Edge Techniques Spatial Econometrics, Spatio-Temporal Dynamics, ESDA etc… Trusted Techniques Luc Anselin, Sergio Rey etal. Designed to Support Various High-Level Front Ends ArcGIS, QGIS, Web PySAL on GitHub Install ArcGIS Pro 1.3 conda install pysal ArcGIS Pro < 1.3 and ArcGIS Classic pip install pysal

Spatial Statistics API and Integration Framework GIS Statistics Jupyter Notebook Tutorials https://github.com/Esri/gis-stat-analysis-py-tutor

Download Toolbox on GitHub PySAL ArcGIS Toolbox Download Toolbox on GitHub https://github.com/Esri/PySAL-ArcGIS-Toolbox

Demo

R Integration Highly Active Community Old Method (Indirect) New Method Over 6000 Libraries Old Method (Indirect) Out of Proc Python as the Glue New Method In Proc Native Data Access Honors Selection Sets and Projections Vector Data Charts and Graphs GUI Interface

What is it? Who is it for? R Users ArcGIS Users Provide an open source bridge library to move data between R and ArcGIS Fast (Native) All Vector Formats Projection Engine ArcGIS Users Expand accessibility of R in the ArcGIS community Run R from ArcGIS geoprocessing tool Works like any other GP tool Selection and Environments Work within GNU licensing and R project intent Build a collaborative GitHub community for GP tool development and education

https://github.com/R-ArcGIS R-ArcGIS Links https://r-arcgis.github.io https://github.com/R-ArcGIS

Installation Via Python Toolbox R Package Manager

Standard R Documentation

Demo

Moving Forward - PySAL Spatial Econometrics Spatial Dynamics Maximum Likelihood Spatial Dynamics Panel Data Model – Space-Time Pattern Mining Supporting Charts and Graphs Pro Application Documentation Luc Anselin and Serio Rey (2014) Modern Spatial Econometrics in Practice Formal Publication Submission

Moving Forward - R Documentation/Tutorials Collaborative Projects Raster Support R Consortium at the Silver Level Continue to monitor/support changes in the R spatial community

Session Reviews on your Mobile App Please tell us how we did! Day [Session Info] Wed [1868 / 1029] Thur [1868 / 1034]

Mark Janikas mjanikas@esri.com Marjean Pobuda mpobuda@esri.com