Session 2477: The Role of Advanced Computational Tools in Visualizing Spatiotemporal Complexity

Size: px
Start display at page:

Download "Session 2477: The Role of Advanced Computational Tools in Visualizing Spatiotemporal Complexity"

Transcription

1 2011 Annual AAG Meeting, Seattle, Washington. April 13, 2011 Session 2477: The Role of Advanced Computational Tools in Visualizing Spatiotemporal Complexity Visualizing and Analyzing the Spatiotemporal Dynamics of Global Diffusion of Ideas in Cyberspace. Ming-Hsiang Tsou sdsu Associate Professor, San Diego State t University, it Li An. lan@mail.sdsu.edu, Associate Professor, San Diego State University. Sarah Wandersee, Ph.D. student, San Diego State University. Main Contact: Ming-Hsiang Tsou (Ming) mtsou@mail.sdsu.edu The Department of Geography, San Diego State University, USA Funded by NSF Cyber-Enabled Discovery and Innovation (CDI) program. Award # (four years ) 2014) PI: Dr. Ming-Hsiang (Ming) Tsou (Geography) mtsou@mail.sdsu.edu Co-PI: Dr. Dipak K Gupta (Political Science), dgupta@mail.sdsu.edu Co-PI: Dr. Jean Marc Gawron (Linguistic), gawron@mail.sdsu.edu Co-PI: Dr. Brian Spitzberg (Communication) spitz@mail.sdsu.edu Senior Personnel: Dr. Li An (Geography) lan@mail.sdsu.edu 1

2 Spatial Web Automatic Reasoning and Mapping System (SWARMS ) prototype A GENERIC WEB KEYWORD SEARCH ( white power ) The GREEN text is the URL (web address) for each web page. 2

3 OUR CYBER-DISCOVERY SEARCH ENGINE (COMBINE 1000 RESULTS TOGETHER) Converted to Excel format (with Latitude and Longitude) and Search DATE (Time) Space-Time Analysis. 3

4 USE URLS TO FIND OUT THE LOCATION OF HOST SERVER (EXAMPLE: SDSU.EDU) WHOIS databases host registrant street address Latitude/Longitude IPPAGES.COM SOAP IP ADDRESS LOOKUP SERVICE THIS WEB SERVICE LOOKS UP LOCATION DATA FOR A PARTICULAR IP OR A HOST. 4

5 Convert to GIS maps (ArcGIS) Each Website can be associated with a physical location (the web server registration address). Lat/long = (0, 0). (unsuccessful geocoding) -- 10% in our tests (1000 records). Visualization maps (Testing Keyword: "Jerry Sanders in Yahoo.com on MARCH 9, 2011, 978 records, 81 failed in geocoding. 91.7% successful geocoding rate.) 5

6 CREATING INFORMATION LANDSCAPES Kernel point density function was performed in the ArcGIS. using 3 map unit threshold (radius) and 0.5 map unit output scale. 1 map unit =~ 50 miles. the ranking of search results were considered as the "popularity" and the "population" in the kernel density algorithm. population = ( rank#). A website ranked #1 will be assigned to "1000" (1001-1) for its population parameter. Compare two keywords: Jerry Sanders (San Diego Mayor) Antonio Villaraigosa (L.A. Mayor) Map Algebra (Raster-based) in ArcGIS Using Raster Calculator to compute the differences between two maps (information landscapes) 6

7 Map Algebra (Raster-based). Differential Value = ( Keyword-A / Maximum-Kernel-Value-of-Keyword-A ) - ( Keyword-B / Maximum-Kernel-Value-of-Keyword-B ) The red hotspots in the new map indicate that "Jerry Sanders" is more popular than "Antonio Villaraigosa" in these areas and the blue color areas indicate that "Antonio Villaraigosa" is more popular than "Jerry Sanders". The differential information landscape map illustrated important geospatial fingerprints hidden in the text-based web search results depending on the context of selected keywords. Analysis of the Denver Hotspot Many web pages located in Denver are created by very conservative republicans or anti-illegal immigrant groups. These web pages created a negative popularity" hotspot in the information landscape. These anti-immigrant groups dislike Villaraigosa very much because he is one of few Hispanic mayors in big cities in the United States. 7

8 The spatial scale dependency We suggested the following settings of kernel density thresholds for detecting spatial fingerprints at different map scales. 6-8 map units for detecting the State level spatial fingerprints. 2-3 map units for detecting the County level spatial fingerprints map units for detecting the City level spatial fingerprints map units for detecting the Zipcode level spatial fingerprints. Radical Ideas Analysis: Burn Koran The kernel density of burn Koran keyword search results and 1000 associated websites (red dots) with weighted ranks (radius: 3.0 map units, output grid: 0.5 map units) using Yahoo search engine on January 30, How to standardize these information landscapes? 1.Compare two similar keyword maps. 2.Standardized by the population density (U.S. maps). 8

9 Radical Ideas Analysis: Burn Koran, January 30, 2011 The U.S population density map was used to standardize the popularity density map of burn Koran. After the standardization, the red color hot spots indicate that San Jose, Houston, and the middle of Kansas State are the popular areas of "burn Koran" keywords. The blue color hot spots indicate the negative value (less popular) of "burn Koran" standardized by city population density. WHY the hotspot in the middle of Kansas? Near the City of Topeka? (after the original event happen in the church located in Gainesville, Florida (green symbol), another church in the city of Topeka, Kansas claimed that they will continue the action of burn Koran. ) Comparing burn Koran between Jan 30 and April 03, 2011 (immediately actual incident date). Hot spots: Saint Louis, Pittsburgh, Philadelphia NEW trends? 9

10 Popular Websites about burn Koran in Saint Louis. Popular Websites about burn Koran in Pittsburgh. Multivariate LISA (Local indicators of spatial association) Analysis (Max & Closest Points) Link the Spatial Analysis to Real World Census Data! Dissolved points by maximum modified rank (popularity#) Assigned values to counties by spatial join GeoDa : LISA of inverted rank and population K-nearest neighbor (8) for spatial weights Shows local correlation between the Modified Rank Sum of a location and the average population of the neighbors 10

11 Max Modified Rank and % Over 65 (Older people are more likely to support burn Koran?) Moran s I = Max Modified Rank and % White Why some areas are immune to the radical concepts? Why some areas are infected by radical concepts? Moran s I =

12 SPACE-TIME Analysis (Whooping Cough) from December 27, 2010 Jan 8, (animation) WHOOPING COUGH SPACE-TIME Whooping Cough keyword search data Dates: Dec , ,109 Counties in Contiguous US Local Moran s I Univariate: Modified Rank) Bivariate: i Modified d Rank & Population % Children % Below Poverty Employment Ratio % Foreign Born 12

13 Employment Ratio % Foreign Born in Population 13

14 Suggestion: Cyber-Geography New Research Direction for Geographers: Marketing (iphone, Android, ipad, GIS, GPS with keyword search). National Security: militia groups, terrorism, radical movements. Infectious Diseases: SARS, Flu, Whooping Coughs. Natural Disaster Responses and Recovery: Earthquake, Wildfires, Hurricanes Analyze the SPACE-TIME relationships among these concepts, ideas and events. iphone popularity [Minus] Android popularity = differences between iphone and Android? (Use Map Algebra method) 14

15 iphone popularity [Minus] ipad popularity =? (Use Map Algebra method) with Standard Deviation Classification. Thank You Q & A mtsou@mail.sdsu.edu Funded by NSF Cyber-Enabled Discovery and Innovation (CDI) program. Award # (four years ) 2014) 15

Mapping Cyberspace: Tracking the Spread of Ideas on the Internet

Mapping Cyberspace: Tracking the Spread of Ideas on the Internet 25 th International Cartographic Conference Paris, France. July 3 8, 2011 Mapping Cyberspace: Tracking the Spread of Ideas on the Internet Ming-Hsiang Tsou mtsou@mail.sdsu.edu, Associate Professor, San

More information

Mapping ideas from cyberspace to realspace: visualizing the spatial context of keywords from web page search results

Mapping ideas from cyberspace to realspace: visualizing the spatial context of keywords from web page search results International Journal of Digital Earth, 2014 Vol. 7, No. 4, 316335, http://dx.doi.org/10.1080/17538947.2013.781240 Mapping ideas from cyberspace to realspace: visualizing the spatial context of keywords

More information

Hayward, P. (2007). Mexican-American assimilation in U.S. metropolitan areas. The Pennsylvania Geographer, 45(1), 3-15.

Hayward, P. (2007). Mexican-American assimilation in U.S. metropolitan areas. The Pennsylvania Geographer, 45(1), 3-15. PETER HAYWARD Assistant Professor of Geography and GIS Faculty Fellow SUNY College at Oneonta 323 Milne Library Oneonta, NY 13820 Phone: 607-436-3398 Email: haywarpm@oneonta.edu Web: http://employees.oneonta.edu/haywarpm

More information

Acknowledgments xiii Preface xv. GIS Tutorial 1 Introducing GIS and health applications 1. What is GIS? 2

Acknowledgments xiii Preface xv. GIS Tutorial 1 Introducing GIS and health applications 1. What is GIS? 2 Acknowledgments xiii Preface xv GIS Tutorial 1 Introducing GIS and health applications 1 What is GIS? 2 Spatial data 2 Digital map infrastructure 4 Unique capabilities of GIS 5 Installing ArcView and the

More information

Geo Business Gis In The Digital Organization

Geo Business Gis In The Digital Organization We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with geo business gis in

More information

Intro to GIS In Review

Intro to GIS In Review Intro to GIS In Review GIS Analysis Winter 2016 GIS A quarter in review Geographic data types Acquiring GIS data Projections / Coordinate systems Working with attribute tables Data classification Map design

More information

Tracey Farrigan Research Geographer USDA-Economic Research Service

Tracey Farrigan Research Geographer USDA-Economic Research Service Rural Poverty Symposium Federal Reserve Bank of Atlanta December 2-3, 2013 Tracey Farrigan Research Geographer USDA-Economic Research Service Justification Increasing demand for sub-county analysis Policy

More information

SPACE Workshop NSF NCGIA CSISS UCGIS SDSU. Aldstadt, Getis, Jankowski, Rey, Weeks SDSU F. Goodchild, M. Goodchild, Janelle, Rebich UCSB

SPACE Workshop NSF NCGIA CSISS UCGIS SDSU. Aldstadt, Getis, Jankowski, Rey, Weeks SDSU F. Goodchild, M. Goodchild, Janelle, Rebich UCSB SPACE Workshop NSF NCGIA CSISS UCGIS SDSU Aldstadt, Getis, Jankowski, Rey, Weeks SDSU F. Goodchild, M. Goodchild, Janelle, Rebich UCSB August 2-8, 2004 San Diego State University Some Examples of Spatial

More information

Implications for the Sharing Economy

Implications for the Sharing Economy Locational Big Data and Analytics: Implications for the Sharing Economy AMCIS 2017 SIGGIS Workshop Brian N. Hilton, Ph.D. Associate Professor Director, Advanced GIS Lab Center for Information Systems and

More information

Chapter 6. Fundamentals of GIS-Based Data Analysis for Decision Support. Table 6.1. Spatial Data Transformations by Geospatial Data Types

Chapter 6. Fundamentals of GIS-Based Data Analysis for Decision Support. Table 6.1. Spatial Data Transformations by Geospatial Data Types Chapter 6 Fundamentals of GIS-Based Data Analysis for Decision Support FROM: Points Lines Polygons Fields Table 6.1. Spatial Data Transformations by Geospatial Data Types TO: Points Lines Polygons Fields

More information

Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis. Nicholas M. Giner Esri Parrish S.

Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis. Nicholas M. Giner Esri Parrish S. Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis Nicholas M. Giner Esri Parrish S. Henderson FBI Agenda The subjectivity of maps What is Hot Spot Analysis? Why do Hot

More information

GeoHealth Applications Platform ESRI Health GIS Conference 2013

GeoHealth Applications Platform ESRI Health GIS Conference 2013 GeoHealth Applications Platform ESRI Health GIS Conference 2013 Authors Thomas A. Horan, Ph.D. Professor, CISAT Director April Moreno Health GeoInformatics Ph.D. Student Brian N. Hilton, Ph.D. Clinical

More information

Advanced Calculus For Applications Hildebrand Solution Manual

Advanced Calculus For Applications Hildebrand Solution Manual Advanced Calculus For Applications Hildebrand Solution Manual We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer,

More information

Faculty Disclosures Center for Health Research / Loma Linda University Pramil N. Singh, Dr.PH. No relevant commercial interests.

Faculty Disclosures Center for Health Research / Loma Linda University Pramil N. Singh, Dr.PH. No relevant commercial interests. Faculty Disclosures Center for Health Research / Loma Linda University Pramil N. Singh, Dr.PH No relevant commercial interests. Geographic Information Systems for Health Care Research, Practice, and Management

More information

Applications: Introduction Task 1: Introduction to ArcCatalog Task 2: Introduction to ArcMap Challenge Question References

Applications: Introduction Task 1: Introduction to ArcCatalog Task 2: Introduction to ArcMap Challenge Question References CHAPTER 1 INTRODUCTION 1.1 GIS? 1.1.1 Components of a GIS 1.1.2 A Brief History of GIS 1.1.3 GIS Software Products Box 1.1 A List of GIS Software Producers and Their Main Products 1.2 GIS Applications

More information

Texas A&M University

Texas A&M University Texas A&M University CVEN 658 Civil Engineering Applications of GIS Hotspot Analysis of Highway Accident Spatial Pattern Based on Network Spatial Weights Instructor: Dr. Francisco Olivera Author: Zachry

More information

Applying Health Outcome Data to Improve Health Equity

Applying Health Outcome Data to Improve Health Equity Applying Health Outcome Data to Improve Health Equity Devon Williford, MPH, Health GIS Specialist Lorraine Dixon-Jones, Policy Analyst CDPHE Health Equity and Environmental Justice Collaborative Mile High

More information

GeoEd 17 Conference Jefferson Community & Technical College, Louisville, KY Wednesday, June 07, 2017, 1:00pm 1:30pm

GeoEd 17 Conference Jefferson Community & Technical College, Louisville, KY Wednesday, June 07, 2017, 1:00pm 1:30pm GeoEd 17 Conference Jefferson Community & Technical College, Louisville, KY Wednesday, June 07, 2017, 1:00pm 1:30pm Big Data and Impact on Geospatial Education Dr. Ming-Hsiang Tsou Email: mtsou@mail.sdsu.edu,

More information

AP HUG REVIEW WELCOME TO 2 ND SEMESTER! Annette Parkhurst, M.Ed. January, 2015

AP HUG REVIEW WELCOME TO 2 ND SEMESTER! Annette Parkhurst, M.Ed. January, 2015 AP HUG REVIEW WELCOME TO 2 ND SEMESTER! Annette Parkhurst, M.Ed. January, 2015 Movement Globalization Latitude & Elevation Levels of Economic Activities CONNECTIONS Human Geography Human is the geography

More information

Spatial Analysis 1. Introduction

Spatial Analysis 1. Introduction Spatial Analysis 1 Introduction Geo-referenced Data (not any data) x, y coordinates (e.g., lat., long.) ------------------------------------------------------ - Table of Data: Obs. # x y Variables -------------------------------------

More information

Medical GIS: New Uses of Mapping Technology in Public Health. Peter Hayward, PhD Department of Geography SUNY College at Oneonta

Medical GIS: New Uses of Mapping Technology in Public Health. Peter Hayward, PhD Department of Geography SUNY College at Oneonta Medical GIS: New Uses of Mapping Technology in Public Health Peter Hayward, PhD Department of Geography SUNY College at Oneonta Invited research seminar presentation at Bassett Healthcare. Cooperstown,

More information

Minnesota USA Tornado Frequency and Intensity from 1997 to 2012

Minnesota USA Tornado Frequency and Intensity from 1997 to 2012 Minnesota USA Tornado Frequency and Intensity from 1997 to 212 Michael Etter Department of Resource Analysis, Saint Mary s University of Minnesota, Minneapolis, MN 5544 Keywords: Tornado, ArcGIS, Geographic

More information

Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis. Nicholas M. Giner Esri Parrish S.

Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis. Nicholas M. Giner Esri Parrish S. Finding Hot Spots in ArcGIS Online: Minimizing the Subjectivity of Visual Analysis Nicholas M. Giner Esri Parrish S. Henderson - FBI Agenda The subjectivity of maps What is Hot Spot Analysis? What is Outlier

More information

Cartographic and Geospatial Futures

Cartographic and Geospatial Futures Cartographic and Geospatial Futures 1. Web Cartography, WebGIS, & Virtual Globes--New Roles for Maps, GIS, and GIS professionals 2. Map Mashups, the Neo Neo-geography Movement, & Crowd-sourcing Geospatial

More information

John Laznik 273 Delaplane Ave Newark, DE (302)

John Laznik 273 Delaplane Ave Newark, DE (302) Office Address: John Laznik 273 Delaplane Ave Newark, DE 19711 (302) 831-0479 Center for Applied Demography and Survey Research College of Human Services, Education and Public Policy University of Delaware

More information

1. Richard Milton 2. Steven Gray 3. Oliver O Brien Centre for Advanced Spatial Analysis (UCL)

1. Richard Milton 2. Steven Gray 3. Oliver O Brien Centre for Advanced Spatial Analysis (UCL) UCL CENTRE FOR ADVANCED SPATIAL ANALYSIS Apps Delivering Information to Mass Audiences 1. Richard Milton 2. Steven Gray 3. Oliver O Brien Centre for Advanced Spatial Analysis (UCL) Scott Adams 1995 The

More information

Answer key for chapter questions in Getting to Know ArcGIS Desktop, 5th edition

Answer key for chapter questions in Getting to Know ArcGIS Desktop, 5th edition Answer Key 1 Answer key for chapter questions in Getting to Know ArcGIS Desktop, 5th edition Exercise 3a Q: Two countries display populations greater than 500 million. Can you name them? A: China and India

More information

Gridded Ambient Air Pollutant Concentrations for Southern California, User Notes authored by Beau MacDonald, 11/28/2017

Gridded Ambient Air Pollutant Concentrations for Southern California, User Notes authored by Beau MacDonald, 11/28/2017 Gridded Ambient Air Pollutant Concentrations for Southern California, 1995-2014 User Notes authored by Beau, 11/28/2017 METADATA: Each raster file contains data for one pollutant (NO2, O3, PM2.5, and PM10)

More information

Lecture 9: Geocoding & Network Analysis

Lecture 9: Geocoding & Network Analysis Massachusetts Institute of Technology - Department of Urban Studies and Planning 11.520: A Workshop on Geographic Information Systems 11.188: Urban Planning and Social Science Laboratory Lecture 9: Geocoding

More information

5A.10 A GEOSPATIAL DATABASE AND CLIMATOLOGY OF SEVERE WEATHER DATA

5A.10 A GEOSPATIAL DATABASE AND CLIMATOLOGY OF SEVERE WEATHER DATA 5A.10 A GEOSPATIAL DATABASE AND CLIMATOLOGY OF SEVERE WEATHER DATA Steve Ansari * and Stephen Del Greco NOAA National Climatic Data Center, Asheville, North Carolina Mark Phillips University of North Carolina

More information

THE EFFECT OF GEOGRAPHY ON SEXUALLY TRANSMITTED

THE EFFECT OF GEOGRAPHY ON SEXUALLY TRANSMITTED THE EFFECT OF GEOGRAPHY ON SEXUALLY TRANSMITTED INFECTIONS Tommi L. Gaines, Dr.P.H. University of California, San Diego Division of Global Public Health Geospatial Frontiers in Health and Social Environments

More information

Lesson 1 - Pre-Visit Safe at Home: Location, Place, and Baseball

Lesson 1 - Pre-Visit Safe at Home: Location, Place, and Baseball Lesson 1 - Pre-Visit Safe at Home: Location, Place, and Baseball Objective: Students will be able to: Define location and place, two of the five themes of geography. Give reasons for the use of latitude

More information

Effective Use of Geographic Maps

Effective Use of Geographic Maps Effective Use of Geographic Maps Purpose This tool provides guidelines and tips on how to effectively use geographic maps to communicate research findings. Format This tool provides guidance on geographic

More information

Warmup. geography compass rose culture longitude

Warmup. geography compass rose culture longitude Warmup geography compass rose culture longitude ecosystem latitude 1. study of the special physical and human characteristics of a place or region 2. learned system of shared beliefs, traits, and values

More information

GIS = Geographic Information Systems;

GIS = Geographic Information Systems; What is GIS GIS = Geographic Information Systems; What Information are we talking about? Information about anything that has a place (e.g. locations of features, address of people) on Earth s surface,

More information

Joanne N. Halls, PhD Dept. of Geography & Geology David Kirk Information Technology Services

Joanne N. Halls, PhD Dept. of Geography & Geology David Kirk Information Technology Services Joanne N. Halls, PhD Dept. of Geography & Geology David Kirk Information Technology Services Geographic Information Systems manage and analyze data to solve spatial problems. Real World Abstraction Analysis

More information

Purpose Study conducted to determine the needs of the health care workforce related to GIS use, incorporation and training.

Purpose Study conducted to determine the needs of the health care workforce related to GIS use, incorporation and training. GIS and Health Care: Educational Needs Assessment Cindy Gotz, MPH, CHES Janice Frates, Ph.D. Suzanne Wechsler, Ph.D. Departments of Health Care Administration & Geography California State University Long

More information

Teaching GIS for Land Surveying

Teaching GIS for Land Surveying Teaching GIS for Land Surveying Zhanjing (John) Yu Evergreen Valley College, San Jose, California James Crossfield California State University at Fresno, Fresno California 7/13/2006 1 Outline of the Presentation

More information

Where to Invest Affordable Housing Dollars in Polk County?: A Spatial Analysis of Opportunity Areas

Where to Invest Affordable Housing Dollars in Polk County?: A Spatial Analysis of Opportunity Areas Resilient Neighborhoods Technical Reports and White Papers Resilient Neighborhoods Initiative 6-2014 Where to Invest Affordable Housing Dollars in Polk County?: A Spatial Analysis of Opportunity Areas

More information

Leilei Duan. Spatial Science Institute University of Southern California Los Angeles, CA 90089

Leilei Duan. Spatial Science Institute University of Southern California Los Angeles, CA 90089 Leilei Duan Spatial Science Institute University of Southern California Los Angeles, CA 90089 Email: leileidu@usc.edu Web resume: https://goo.gl/btwwip Phone: +1 352 213 3511 EDUCATION Post-doc Teaching

More information

Overview key concepts and terms (based on the textbook Chang 2006 and the practical manual)

Overview key concepts and terms (based on the textbook Chang 2006 and the practical manual) Introduction Geo-information Science (GRS-10306) Overview key concepts and terms (based on the textbook 2006 and the practical manual) Introduction Chapter 1 Geographic information system (GIS) Geographically

More information

Driving Forces of Houston s Burglary Hotspots During Hurricane Rita

Driving Forces of Houston s Burglary Hotspots During Hurricane Rita Driving Forces of Houston s Burglary Hotspots During Hurricane Rita Marco Helbich Department of Geography University of Heidelberg Heidelberg, Germany & Michael Leitner Department of Geography and Anthropology

More information

Big Data Discovery and Visualisation Insights for ArcGIS

Big Data Discovery and Visualisation Insights for ArcGIS Big Data Discovery and Visualisation Insights for ArcGIS Create Enrich - Collaborate Lee Kum Cheong GIS CONVERSATIONS At Esri, we believe people can do amazing things with applied geography. GIS CONVERSATIONS

More information

by Dr. Ming-Hsiang (Ming) Tsou Associate Professor Internet-based Mapping is a new form (medium) of maps in cartography and for geographic research.

by Dr. Ming-Hsiang (Ming) Tsou Associate Professor Internet-based Mapping is a new form (medium) of maps in cartography and for geographic research. San Diego State University GEOG 104 Class New Research Directions of Internet GIS and Disaster Management and Lessons Learned from the San Diego 2007 Wildfires. Technology Advancement by Dr. Ming-Hsiang

More information

Your web browser (Safari 7) is out of date. For more security, comfort and the best experience on this site: Update your browser Ignore

Your web browser (Safari 7) is out of date. For more security, comfort and the best experience on this site: Update your browser Ignore Your web browser (Safari 7) is out of date. For more security, comfort and the best experience on this site: Update your browser Ignore Activityengage MAPPING A LO NDON EPIDEMIC How can maps be used as

More information

What is 511? Need for 511 Services. Development & Deployment of Regional Road and Weather Information Supporting 511 Traveler Services

What is 511? Need for 511 Services. Development & Deployment of Regional Road and Weather Information Supporting 511 Traveler Services Development & Deployment of Regional Road and Weather Information Supporting 511 Traveler Services Leon F. Osborne University of North Dakota Regional Weather Information Center Grand Forks, ND David L.

More information

ArcGIS Online Analytics. Mike Flanagan

ArcGIS Online Analytics. Mike Flanagan ArcGIS Online Analytics Mike Flanagan MFlanagan@esri.com Agenda Introduction to ArcGIS Online Spatial Analysis ArcGIS Online Spatial Analysis Workflow Demos and Examples Wrap-up Q&A ArcGIS A complete web

More information

DIFFERENT INFLUENCES OF SOCIOECONOMIC FACTORS ON THE HUNTING AND FISHING LICENSE SALES IN COOK COUNTY, IL

DIFFERENT INFLUENCES OF SOCIOECONOMIC FACTORS ON THE HUNTING AND FISHING LICENSE SALES IN COOK COUNTY, IL DIFFERENT INFLUENCES OF SOCIOECONOMIC FACTORS ON THE HUNTING AND FISHING LICENSE SALES IN COOK COUNTY, IL Xiaohan Zhang and Craig Miller Illinois Natural History Survey University of Illinois at Urbana

More information

Exploratory Spatial Data Analysis (ESDA)

Exploratory Spatial Data Analysis (ESDA) Exploratory Spatial Data Analysis (ESDA) VANGHR s method of ESDA follows a typical geospatial framework of selecting variables, exploring spatial patterns, and regression analysis. The primary software

More information

Spatial analysis. Spatial descriptive analysis. Spatial inferential analysis:

Spatial analysis. Spatial descriptive analysis. Spatial inferential analysis: Spatial analysis Spatial descriptive analysis Point pattern analysis (minimum bounding box, mean center, weighted mean center, standard distance, nearest neighbor analysis) Spatial clustering analysis

More information

GIS CONCEPTS ARCGIS METHODS AND. 3 rd Edition, July David M. Theobald, Ph.D. Warner College of Natural Resources Colorado State University

GIS CONCEPTS ARCGIS METHODS AND. 3 rd Edition, July David M. Theobald, Ph.D. Warner College of Natural Resources Colorado State University GIS CONCEPTS AND ARCGIS METHODS 3 rd Edition, July 2007 David M. Theobald, Ph.D. Warner College of Natural Resources Colorado State University Copyright Copyright 2007 by David M. Theobald. All rights

More information

Use of PRISM Data. for Precipitation Estimates. in ESPAM2 AS BUILT

Use of PRISM Data. for Precipitation Estimates. in ESPAM2 AS BUILT Use of PRISM Data for Precipitation Estimates in ESPAM2 AS BUILT Prepared by Idaho Water Resources Research Institute In fulfillment of the Water-Budget Component Precipitation of Contract # CON00803 for

More information

USP/PLSI 493: Methods of Planning Data Analysis (4 credits) San Francisco State University Spring 2011

USP/PLSI 493: Methods of Planning Data Analysis (4 credits) San Francisco State University Spring 2011 USP/PLSI 493: Methods of Planning Data Analysis (4 credits) Department of Urban Studies and Planning Professor Ayse Pamuk San Francisco State University Spring 2011 Mondays and Wednesdays 10:10-11:50pm

More information

Enhance Security, Safety and Efficiency With Geospatial Visualization

Enhance Security, Safety and Efficiency With Geospatial Visualization Areas within 10 minutes of an exit are emphasized on this map, to give an indication of how accessible neighborhoods are by highway. The colors represent 1, 3, 5 and 10 minute increments from the exits.

More information

The Calculus With Analytic Geometry Louis Leithold

The Calculus With Analytic Geometry Louis Leithold We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with the calculus with analytic

More information

Earth And Space 2018 Wall Calendar Photographs From The Archives Of Nasa

Earth And Space 2018 Wall Calendar Photographs From The Archives Of Nasa Earth And Space 2018 Wall Calendar Photographs From The Archives Of Nasa We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it

More information

Texas Geography. Understanding the physical and human characteristics of our state

Texas Geography. Understanding the physical and human characteristics of our state Texas Geography Understanding the physical and human characteristics of our state To understand Texas you must first learn about its Geography. Geography- The study of the world, its people, and the interaction

More information

PhD Candidate, BDSS-IGERT Fellow, Bunton-Waller Fellow, The Pennsylvania State University

PhD Candidate, BDSS-IGERT Fellow, Bunton-Waller Fellow, The Pennsylvania State University JenniferMASON PhD Candidate, BDSS-IGERT Fellow, Bunton-Waller Fellow, The Pennsylvania State University PERSONAL Name Website Contact Jennifer Mason (née Smith) www.personal.psu.edu/jms1186 (310) 869-4958

More information

Integrating GIS into Food Access Analysis

Integrating GIS into Food Access Analysis GIS Day at Kansas University Integrating GIS into Food Access Analysis Daoqin Tong School of Geography and Development Outline Introduction Research questions Method Results Discussion Introduction Food

More information

GIS for Crime Analysis. Building Better Analysis Capabilities with the ArcGIS Platform

GIS for Crime Analysis. Building Better Analysis Capabilities with the ArcGIS Platform GIS for Crime Analysis Building Better Analysis Capabilities with the ArcGIS Platform Crime Analysis The Current State One of the foundations of criminological theory is that three things are needed for

More information

Agenda. What can GIS do? Use of Geographical Information Systems (GIS) in Health Care. What is Geographical Information Systems (GIS)?

Agenda. What can GIS do? Use of Geographical Information Systems (GIS) in Health Care. What is Geographical Information Systems (GIS)? For: Presenter: Use of Geographical Information Systems (GIS) in Health Care Center for Global Development Naoru Koizumi, PhD, Assistant Professor School of Public Policy, George Mason University Agenda

More information

This report details analyses and methodologies used to examine and visualize the spatial and nonspatial

This report details analyses and methodologies used to examine and visualize the spatial and nonspatial Analysis Summary: Acute Myocardial Infarction and Social Determinants of Health Acute Myocardial Infarction Study Summary March 2014 Project Summary :: Purpose This report details analyses and methodologies

More information

Are You Maximizing The Value Of All Your Data?

Are You Maximizing The Value Of All Your Data? Are You Maximizing The Value Of All Your Data? Using The SAS Bridge for ESRI With ArcGIS Business Analyst In A Retail Market Analysis SAS and ESRI: Bringing GIS Mapping and SAS Data Together Presented

More information

Research Interests Vulnerability and sustainability indicators, flood hazards, uncertainty analysis, geospatial modeling

Research Interests Vulnerability and sustainability indicators, flood hazards, uncertainty analysis, geospatial modeling ERIC TATE Assistant Professor Department of Geography, University of Iowa 302 Jessup Hall Iowa City, IA 52242 (319) 335-0259 eric- tate@uiowa.edu www.uiowa.edu/~geog/faculty/tate Research Interests Vulnerability

More information

Monsuru Adepeju 1 and Andy Evans 2. School of Geography, University of Leeds, LS21 1HB 1

Monsuru Adepeju 1 and Andy Evans 2. School of Geography, University of Leeds, LS21 1HB 1 Investigating the impacts of training data set length (T) and the aggregation unit size (M) on the accuracy of the self-exciting point process (SEPP) hotspot method Monsuru Adepeju 1 and Andy Evans 2 1,

More information

Why Is It There? Attribute Data Describe with statistics Analyze with hypothesis testing Spatial Data Describe with maps Analyze with spatial analysis

Why Is It There? Attribute Data Describe with statistics Analyze with hypothesis testing Spatial Data Describe with maps Analyze with spatial analysis 6 Why Is It There? Why Is It There? Getting Started with Geographic Information Systems Chapter 6 6.1 Describing Attributes 6.2 Statistical Analysis 6.3 Spatial Description 6.4 Spatial Analysis 6.5 Searching

More information

Utilizing GIS Technology for Rockland County. Rockland County Planning Department Douglas Schuetz & Scott Lounsbury

Utilizing GIS Technology for Rockland County. Rockland County Planning Department Douglas Schuetz & Scott Lounsbury Utilizing GIS Technology for Rockland County Rockland County Planning Department Douglas Schuetz & Scott Lounsbury Presentation Agenda Introduction What is GIS What can GIS do GIS Efforts for BOE Resources

More information

Unraveling the Mysteries of Seismicity in Oklahoma. A Story Map

Unraveling the Mysteries of Seismicity in Oklahoma. A Story Map Unraveling the Mysteries of Seismicity in Oklahoma A Story Map Background Why create a story map? Visualization of various types of data (graphics, text, symbols, etc.) within a geographical context to

More information

GEOGRAPHIC INFORMATION SYSTEMS

GEOGRAPHIC INFORMATION SYSTEMS GEOGRAPHIC INFORMATION SYSTEMS 4-H Round-Up Community Transitions Workshop Daniel Hanselka June 14, 2011 Goals of the Workshop Answer the question: What is GIS? Uses of GIS. Some of the Common Terminology

More information

Working with Temporal Data in ArcGIS

Working with Temporal Data in ArcGIS Working with Temporal Data in ArcGIS By Aileen Buckley, Esri Research Cartographer Time is an important dimension in many types of geospatial visualizations and analyses. The temporal aspect adds when

More information

GIS Lecture 4: Data. GIS Tutorial, Third Edition GIS 1

GIS Lecture 4: Data. GIS Tutorial, Third Edition GIS 1 GIS Lecture 4: Data GIS 1 Outline Data Types, Tables, and Formats Geodatabase Tabular Joins Spatial Joins Field Calculator ArcCatalog Functions GIS 2 Data Types, Tables, Formats GIS 3 Directly Loadable

More information

NOMAD Workshop Linking Humanitarian Organizations with Mobile Data Collection Tool Providers, 15 th -17 th May, Paris!

NOMAD Workshop Linking Humanitarian Organizations with Mobile Data Collection Tool Providers, 15 th -17 th May, Paris! NOMAD Workshop Linking Humanitarian Organizations with Mobile Data Collection Tool Providers, 15 th -17 th May, Paris! Their Work is Contributing to build a Better World... IAEA UNODC Public Health Global

More information

Washington Master Address Services: Project Overview Ben Vaught, OCIO David Wright, DOR Craig Erickson, DOH Tom Kimpel, OFM

Washington Master Address Services: Project Overview Ben Vaught, OCIO David Wright, DOR Craig Erickson, DOH Tom Kimpel, OFM Washington Master Address Services: Project Overview Ben Vaught, OCIO David Wright, DOR Craig Erickson, DOH Tom Kimpel, OFM 2014 IPMA Forum May 21, 2014 Saint Martin's University Lacey, WA March 18 th

More information

Geocoding and Business Intelligence By Dr. Ramon Barquin and Diogenes Torres

Geocoding and Business Intelligence By Dr. Ramon Barquin and Diogenes Torres Geocoding and Business Intelligence By Dr. Ramon Barquin and Diogenes Torres Geocoding and Business Intelligence By Dr. Ramon Barquin and Diogenes Torres Have you ever sensed the frustration of a TV detective

More information

Introduction to ArcGIS GeoAnalytics Server. Sarah Ambrose & Noah Slocum

Introduction to ArcGIS GeoAnalytics Server. Sarah Ambrose & Noah Slocum Introduction to ArcGIS GeoAnalytics Server Sarah Ambrose & Noah Slocum Agenda Overview Analysis Capabilities + Demo Deployment and Configuration Questions ArcGIS GeoAnalytics Server uses the power of distributed

More information

Detecting Origin-Destination Mobility Flows From Geotagged Tweets in Greater Los Angeles Area

Detecting Origin-Destination Mobility Flows From Geotagged Tweets in Greater Los Angeles Area Detecting Origin-Destination Mobility Flows From Geotagged Tweets in Greater Los Angeles Area Song Gao 1, Jiue-An Yang 1,2, Bo Yan 1, Yingjie Hu 1, Krzysztof Janowicz 1, Grant McKenzie 1 1 STKO Lab, Department

More information

Development of an On-Line Interactive GIS Map 1995 OAS Geology Field Trip in NE Oklahoma

Development of an On-Line Interactive GIS Map 1995 OAS Geology Field Trip in NE Oklahoma Development of an On-Line Interactive GIS Map 1995 OAS Geology Field Trip in NE Oklahoma JODIE MURRAY BURNS NORTHWEST ARKANSAS COMMUNITY COLLEGE, ROGERS, ARKANSAS FALL 2015 INDEPENDENT STUDY PROJECT PROFESSOR:

More information

Utilizing Data from American FactFinder with TIGER/Line Shapefiles in ArcGIS

Utilizing Data from American FactFinder with TIGER/Line Shapefiles in ArcGIS Utilizing Data from American FactFinder with TIGER/Line Shapefiles in ArcGIS Web Adams, GISP Data Dissemination Specialist U.S. Census Bureau New York Regional Office 1 What We Do Decennial Census Every

More information

GIS CONCEPTS ARCGIS METHODS AND. 2 nd Edition, July David M. Theobald, Ph.D. Natural Resource Ecology Laboratory Colorado State University

GIS CONCEPTS ARCGIS METHODS AND. 2 nd Edition, July David M. Theobald, Ph.D. Natural Resource Ecology Laboratory Colorado State University GIS CONCEPTS AND ARCGIS METHODS 2 nd Edition, July 2005 David M. Theobald, Ph.D. Natural Resource Ecology Laboratory Colorado State University Copyright Copyright 2005 by David M. Theobald. All rights

More information

A FOSS Web Tool for Spatial Regression Techniques and its Application to Explore Bike Sharing Usage Patterns

A FOSS Web Tool for Spatial Regression Techniques and its Application to Explore Bike Sharing Usage Patterns A FOSS Web Tool for Spatial Regression Techniques and its Application to Explore Bike Sharing Usage Patterns MGIS Capstone Proposal Author: Spencer Bell Presentation Outline Background Bike Share Spatial

More information

GIS Spatial Statistics for Public Opinion Survey Response Rates

GIS Spatial Statistics for Public Opinion Survey Response Rates GIS Spatial Statistics for Public Opinion Survey Response Rates July 22, 2015 Timothy Michalowski Senior Statistical GIS Analyst Abt SRBI - New York, NY t.michalowski@srbi.com www.srbi.com Introduction

More information

Arcgis Enterprise Performance And Scalability Best Practices

Arcgis Enterprise Performance And Scalability Best Practices Arcgis Enterprise Performance And Scalability Best Practices We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer,

More information

EXAMINING THE DEMOGRAPHICS OF THE DOG RIVER WATERSHED

EXAMINING THE DEMOGRAPHICS OF THE DOG RIVER WATERSHED EXAMINING THE DEMOGRAPHICS OF THE DOG RIVER WATERSHED Phillip B. Whatley, Department of Earth Sciences, University of South Alabama, Mobile, AL, 36688. Email: pbw401@jaguar1.usouthal.edu. Examining the

More information

Getting to know GIS. Chapter 1. Introducing GIS. Part 1. Learning objectives

Getting to know GIS. Chapter 1. Introducing GIS. Part 1. Learning objectives Part Getting to know GIS Chapter Introducing GIS Learning objectives Learn the uses of geographic information systems (GIS) Learn how GIS layers work Differentiate between GIS features and surfaces Obtain

More information

What is Human Geography? HUMAN GEOGRAPHY. Human Geography. Human Geography 5/18/2015. Example of Differences: Hurricane Katrina

What is Human Geography? HUMAN GEOGRAPHY. Human Geography. Human Geography 5/18/2015. Example of Differences: Hurricane Katrina What is Human Geography? Geography is the science of place and space. Geographers ask: Where are things located? Why things are located where they are? How places differ from one another? How people interact

More information

ArcGIS Enterprise: What s New. Philip Heede Shannon Kalisky Melanie Summers Sam Williamson

ArcGIS Enterprise: What s New. Philip Heede Shannon Kalisky Melanie Summers Sam Williamson ArcGIS Enterprise: What s New Philip Heede Shannon Kalisky Melanie Summers Sam Williamson ArcGIS Enterprise is the new name for ArcGIS for Server What is ArcGIS Enterprise ArcGIS Enterprise is powerful

More information

Cartography Visualization Of Spatial Data 3rd Edition By Kraak Menno Jan Ormeling Fj 2009 Paperback

Cartography Visualization Of Spatial Data 3rd Edition By Kraak Menno Jan Ormeling Fj 2009 Paperback Cartography Visualization Of Spatial Data 3rd Edition By Kraak Menno Jan Ormeling Fj 2009 Paperback We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks

More information

Using ArcGIS Server to Bring Geospatial Analysis

Using ArcGIS Server to Bring Geospatial Analysis Using ArcGIS Server to Bring Geospatial Analysis and Mapping to non-gis Analysts ESRI Health User Conference September 22, 2009 Jim Laramie, Altarum Institute Sam Wang, Altarum Institute Agenda Agenda

More information

The Church Demographic Specialists

The Church Demographic Specialists The Church Demographic Specialists Easy-to-Use Features Map-driven, Web-based Software An Integrated Suite of Information and Query Tools Providing An Insightful Window into the Communities You Serve Key

More information

netw rks Guided Reading Activity Essential Question: How does geography influence the way people live? What Is Geography?

netw rks Guided Reading Activity Essential Question: How does geography influence the way people live? What Is Geography? Guided Reading Activity What Is Geography? Lesson 1 Thinking Like a Geographer Essential Question: How does geography influence the way people live? Directions: Read the lesson and use your textbook to

More information

To: Ross Martin, Lisa Stapleton From: Brad Lind Subject: Joint Funding Agreement with USGS for 2012 Imagery Date: March 14, 2012.

To: Ross Martin, Lisa Stapleton From: Brad Lind Subject: Joint Funding Agreement with USGS for 2012 Imagery Date: March 14, 2012. To: Ross Martin, Lisa Stapleton From: Brad Lind Subject: Joint Funding Agreement with USGS for 2012 Imagery Date: March 14, 2012 Attached are two copies of the Joint Funding Agreement (JFA) between SanGIS

More information

Spatial Data, Spatial Analysis and Spatial Data Science

Spatial Data, Spatial Analysis and Spatial Data Science Spatial Data, Spatial Analysis and Spatial Data Science Luc Anselin http://spatial.uchicago.edu 1 spatial thinking in the social sciences spatial analysis spatial data science spatial data types and research

More information

Idaho Content Standards Science Grade: 3 - Adopted: 2006

Idaho Content Standards Science Grade: 3 - Adopted: 2006 Main Criteria: Idaho Content Standards Secondary Criteria: Subjects: Science, Social Studies Grade: 3 Correlation Options: Show Correlated Idaho Content Standards Science Grade: 3 - Adopted: 2006 STANDARD

More information

SRJC Applied Technology 54A Introduction to GIS

SRJC Applied Technology 54A Introduction to GIS SRJC Applied Technology 54A Introduction to GIS Overview Lecture of Geographic Information Systems Fall 2004 Santa Rosa Junior College Presented By: Tim Pudoff, GIS Coordinator, County of Sonoma, Information

More information

GIS for Actuaries Part 1 CAS RPM Garrett Bradford March 15, 2016

GIS for Actuaries Part 1 CAS RPM Garrett Bradford March 15, 2016 GIS for Actuaries Part 1 CAS RPM 2016 Garrett Bradford March 15, 2016 GIS for Actuaries Workshop Outline I. Introduction to GIS: the basics II. Geocoding, Uncertainty, and GIS Data Sources III. Spatial

More information

Geography General Course Year 12. Selected Unit 3 syllabus content for the. Externally set task 2019

Geography General Course Year 12. Selected Unit 3 syllabus content for the. Externally set task 2019 Geography General Course Year 12 Selected Unit 3 syllabus content for the Externally set task 2019 This document is an extract from the Geography General Course Year 12 syllabus, featuring all of the content

More information

Aileen Buckley, Ph.D. and Charlie Frye

Aileen Buckley, Ph.D. and Charlie Frye An Information Model for Maps: Towards Production from GIS Databases Aileen Buckley, Ph.D. and Charlie Frye Researchers, ESRI GIS vs. cart GIS Outline of the presentation Introduction Differences between

More information

Crime Analysis. GIS Solutions for Intelligence-Led Policing

Crime Analysis. GIS Solutions for Intelligence-Led Policing Crime Analysis GIS Solutions for Intelligence-Led Policing Applying GIS Technology to Crime Analysis Know Your Community Analyze Your Crime Use Your Advantage GIS aids crime analysis by Identifying and

More information

Merging statistics and geospatial information

Merging statistics and geospatial information Merging statistics and geospatial information Demography / Commuting / Spatial planning / Registers Mirosław Migacz Chief GIS Specialist Janusz Dygaszewicz Director Central Statistical Office of Poland

More information

Zip Code Atlas: The United States Mail Business Bible (United States Zip Code Atlas) By American Map Corporation READ ONLINE

Zip Code Atlas: The United States Mail Business Bible (United States Zip Code Atlas) By American Map Corporation READ ONLINE Zip Code Atlas: The United States Mail Business Bible (United States Zip Code Atlas) By American Map Corporation READ ONLINE If you are searched for the ebook Zip Code Atlas: The United States Mail Business

More information