GIS use in Public Health 1
|
|
- Myles Phelps
- 6 years ago
- Views:
Transcription
1 Geographic Information Systems (GIS) use in Public Health Douglas Morales, MPH Epidemiologist/GIS Coordinator Office of Health Assessment and Epidemiology Epidemiology Unit Objectives Define GIS and justify its use Analyze data spatially and temporally Apply GIS to Public Health and health outcomes Review historical medical mapping examples in disease outbreaks Introduce to LA County Department of Public Health (DPH) Use of GIS in DPH Career Options My first map El Norte 1
2 VB Corona Virus Disclaimer! 4 What is GIS? Integration of: Hardware, Software & Data Purpose: capture, manage, analyze and display geographically referenced information Cartographic, graphic and statistical approach 5 2
3 Why use GIS? To visualize, understand, question and interpret data To reveal spatial and temporal relationships, patterns and trends Facilitates the integration and analysis of data from different sources for better decision making Tobler s First Law of Geography Everything is related to everything else, but near things are more related than distant things Waldo Tobler Why use GIS in Public Health? Epidemiology The basic science of public health Epi means upon Demos means people as in democracy Logos the study of the study of what is upon the people Definition (Last, JM) The study of the distribution and determinants of healthrelated states or events in specified populations and the application of control of health problems 7 Why use GIS in Public Health? To reveal relationships, patterns and trends about the interaction between host, agent, vector and the environment Epidemiology Triad Demographic and Geographic characteristics of host and pathogenic communities encourage and inhibit disease 8 3
4 GIS in Public Health: Dengue 9 Medical Mapping Examples 10 Arrieta: Bubonic Plague (Bari, 1694) 10 miles Districts where plague had be active 11 4
5 Bubonic Plague Pandemic ( ) Spatiotemporal distribution of 6,929 documented plague outbreaks. 12 Leonhard Ludwig Finke, 1792 Nosological Map of the World Drawn but not published because Finke was afraid that work would be too expensive Attempted to describe a broad topography of disease in Germany First use of phrase Medical Geography 13 Seaman: Yellow Fever (New York, 1798) 7 8 S S S S
6 Shapter Cholera (Exeter, 1832) 15 Edwin Chadwick (Leeds, 1842) 16 John Snow and Spot Maps (1854) Father of Modern Epidemiology Cholera London Broad Street Pump Chlorine in Water 17 6
7 John Snow Cholera (London, 1854) 13 water pumps 574 cholera fatalities in 10 days Multiple deaths at single address stacked black line Snow proved those affected drank water from the Broad Street Pump 18 John Snow Cholera (London, 1854) John Snow Cholera (London, 1854) 7
8 John Snow Cholera (London, 1854) John Snow Cholera (London, 1854) John Snow Cholera (London, 1854) 8
9 Polio Distribution, Obesity Trends* Among U.S. Adults BRFSS, 1990, 2000, 2010 (*BMI 30, or about 30 lbs. overweight for 5 4 person) No Data <10% 10% 14% 15% 19% 20% 24% 25% 29% 30% 9
10 2010 State Obesity Rates State % State % State % State % Alabama 32.2 Illinois 28.2 Montana 23.0 Rhode Island 25.5 Alaska 24.5 Indiana 29.6 Nebraska 26.9 South Carolina 31.5 Arizona 24.3 Iowa 28.4 Nevada 22.4 South Dakota 27.3 Arkansas 30.1 Kansas 29.4 New Hampshire 25.0 Tennessee 30.8 California 24.0 Kentucky 31.3 New Jersey 23.8 Texas 31.0 Colorado 21.0 Louisiana 31.0 New Mexico 25.1 Utah 22.5 Connecticut 22.5 Maine 26.8 New York 23.9 Vermont 23.2 Delaware 28.0 Maryland 27.1 North Carolina 27.8 Virginia 26.0 District of 22.2 Massachusetts 23.0 North Dakota 27.2 Washington 25.5 Columbia Florida 26.6 Michigan 30.9 Ohio 29.2 West Virginia 32.5 Georgia 29.6 Minnesota 24.8 Oklahoma 30.4 Wisconsin 26.3 Hawaii 22.7 Mississippi 34.0 Oregon 26.8 Wyoming 25.1 Idaho 26.5 Missouri 30.5 Pennsylvania Where does GIS fit within the Department of Public Health
11 Office of Health Assessment and Epidemiology (OHAE) Units Epidemiology Health Assessment Data Collections and Analysis IRB 30 Epidemiology Unit Epidemiology Support & Training Demographic, Childhood Obesity, Life Expectancy Data Special Studies & Health Reports Geographic Information Systems 31 Office of Health Assessment and Epidemiology Epidemiology Unit GIS Unit Aida Angelescu/Douglas Morales Data Requests/Web GIS Officially the Unofficial GIS Unit Quarterly Health GIS meetings Next meeting: May
12 8 Service Planning Areas (SPA) 4 Area Health Officers One per 2 SPAs 26 Health Districts (HD) with the 8 SPAs Built upon Census Tracts 14 Public Health Centers (PHC) 88 Incorporated Cities in Los Angeles County Is Panorama City a City? East LA? Lennox? GIS Data Requests Spatio Temporal Analysis 35 12
13 36 37 Results consistent with Study that showed three LA restaurant hubs Who is more likely to complain? First time these data were spatially enabled 38 13
14 What are potential Sites for a Warehouse Median Center is downtown LA Standard Deviational Ellipses Can factor in traffic conditions and routing 39 Eliminating downtown LA as a candidate Pasadena location a good alternative?
15 3/4/ Skid Row Project Guidelines Map locations of: Los Angeles City Public Restrooms Trash cans Rodent Burrows Feces Urine Problem! No GPS device 44 15
16 3/4/
17 WNV + Animal Distribution Legend WNV+ Birds Year Mean Center Median Center Standard Devational Ellipse WNV + Geographic Distribution Legend WNV+ Birds Year Mean Center Median Center Standard Devational Ellipse 17
18 SPA 6 Demographics (Census 1990) SPA 6 Demographics (Census 2010) 18
19 MLK, Jr. PHC Demographics (Census 1990) MLK, Jr. PHC Demographics (Census 2010) Web GIS Application 56 19
20 DPH GIS Map Viewer Internet application Open to the public Interactive experience Latitude Geographics Geocortex Essentials Geocortex Viewer for Silverlight (v. 1.2) 57 LA County Health View Under development Added tools New/Updated data Latitude Geographics Geocortex Essentials Geocortex Viewer for Silverlight (v. 1.9) HTML5 Viewer (TBD) ios/android compatible
21
22 63 VB Corona Virus Experience using geographic information systems (GIS) software to create thematic maps and conduct spatial analysis
23 Career Options 66 **New** GIS Job Series Not Public yet 67 Recommended GIS Books 68 23
24 GIS Classes, Degrees and Certificate Programs is gis/learn gis Think Spatially! Douglas Morales, MPH
Standard Indicator That s the Latitude! Students will use latitude and longitude to locate places in Indiana and other parts of the world.
Standard Indicator 4.3.1 That s the Latitude! Purpose Students will use latitude and longitude to locate places in Indiana and other parts of the world. Materials For the teacher: graph paper, globe showing
More informationChallenge 1: Learning About the Physical Geography of Canada and the United States
60ºN S T U D E N T H A N D O U T Challenge 1: Learning About the Physical Geography of Canada and the United States 170ºE 10ºW 180º 20ºW 60ºN 30ºW 1 40ºW 160ºW 50ºW 150ºW 60ºW 140ºW N W S E 0 500 1,000
More informationNew Educators Campaign Weekly Report
Campaign Weekly Report Conversations and 9/24/2017 Leader Forms Emails Collected Text Opt-ins Digital Journey 14,661 5,289 4,458 7,124 317 13,699 1,871 2,124 Pro 13,924 5,175 4,345 6,726 294 13,086 1,767
More informationJakarta International School 6 th Grade Formative Assessment Graphing and Statistics -Black
Jakarta International School 6 th Grade Formative Assessment Graphing and Statistics -Black Name: Date: Score : 42 Data collection, presentation and application Frequency tables. (Answer question 1 on
More information, District of Columbia
State Capitals These are the State Seals of each state. Fill in the blank with the name of each states capital city. (Hint: You may find it helpful to do the word search first to refresh your memory.),
More informationPreview: Making a Mental Map of the Region
Preview: Making a Mental Map of the Region Draw an outline map of Canada and the United States on the next page or on a separate sheet of paper. Add a compass rose to your map, showing where north, south,
More informationIntercity Bus Stop Analysis
by Karalyn Clouser, Research Associate and David Kack, Director of the Small Urban and Rural Livability Center Western Transportation Institute College of Engineering Montana State University Report prepared
More informationAdditional VEX Worlds 2019 Spot Allocations
Overview VEX Worlds 2019 Spot s Qualifying spots for the VEX Robotics World Championship are calculated twice per year. On the following table, the number in the column is based on the number of teams
More informationCorrection to Spatial and temporal distributions of U.S. winds and wind power at 80 m derived from measurements
JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 109,, doi:10.1029/2004jd005099, 2004 Correction to Spatial and temporal distributions of U.S. winds and wind power at 80 m derived from measurements Cristina L. Archer
More informationA. Geography Students know the location of places, geographic features, and patterns of the environment.
Learning Targets Elementary Social Studies Grade 5 2014-2015 A. Geography Students know the location of places, geographic features, and patterns of the environment. A.5.1. A.5.2. A.5.3. A.5.4. Label North
More informationPrintable Activity book
Printable Activity book 16 Pages of Activities Printable Activity Book Print it Take it Keep them busy Print them out Laminate them or Put them in page protectors Put them in a binder Bring along a dry
More informationQF (Build 1010) Widget Publishing, Inc Page: 1 Batch: 98 Test Mode VAC Publisher's Statement 03/15/16, 10:20:02 Circulation by Issue
QF 1.100 (Build 1010) Widget Publishing, Inc Page: 1 Circulation by Issue Qualified Non-Paid Circulation Qualified Paid Circulation Individual Assoc. Total Assoc. Total Total Requester Group Qualified
More informationAbortion Facilities Target College Students
Target College Students By Kristan Hawkins Executive Director, Students for Life America Ashleigh Weaver Researcher Abstract In the Fall 2011, Life Dynamics released a study entitled, Racial Targeting
More informationCooperative Program Allocation Budget Receipts Southern Baptist Convention Executive Committee May 2018
Cooperative Program Allocation Budget Receipts May 2018 Cooperative Program Allocation Budget Current Current $ Change % Change Month Month from from Contribution Sources 2017-2018 2016-2017 Prior Year
More informationCooperative Program Allocation Budget Receipts Southern Baptist Convention Executive Committee October 2017
Cooperative Program Allocation Budget Receipts October 2017 Cooperative Program Allocation Budget Current Current $ Change % Change Month Month from from Contribution Sources 2017-2018 2016-2017 Prior
More informationCooperative Program Allocation Budget Receipts Southern Baptist Convention Executive Committee October 2018
Cooperative Program Allocation Budget Receipts October 2018 Cooperative Program Allocation Budget Current Current $ Change % Change Month Month from from Contribution Sources 2018-2019 2017-2018 Prior
More informationChapter. Organizing and Summarizing Data. Copyright 2013, 2010 and 2007 Pearson Education, Inc.
Chapter 2 Organizing and Summarizing Data Section 2.1 Organizing Qualitative Data Objectives 1. Organize Qualitative Data in Tables 2. Construct Bar Graphs 3. Construct Pie Charts When data is collected
More informationHourly Precipitation Data Documentation (text and csv version) February 2016
I. Description Hourly Precipitation Data Documentation (text and csv version) February 2016 Hourly Precipitation Data (labeled Precipitation Hourly in Climate Data Online system) is a database that gives
More informationNorth American Geography. Lesson 2: My Country tis of Thee
North American Geography Lesson 2: My Country tis of Thee Unit Overview: As students work through the activities in this unit they will be introduced to the United States in general, different regions
More informationSummary of Natural Hazard Statistics for 2008 in the United States
Summary of Natural Hazard Statistics for 2008 in the United States This National Weather Service (NWS) report summarizes fatalities, injuries and damages caused by severe weather in 2008. The NWS Office
More informationMultivariate Statistics
Multivariate Statistics Chapter 3: Principal Component Analysis Pedro Galeano Departamento de Estadística Universidad Carlos III de Madrid pedro.galeano@uc3m.es Course 2017/2018 Master in Mathematical
More informationOsteopathic Medical Colleges
Osteopathic Medical Colleges Matriculants by U.S. States and Territories Entering Class 0 Prepared by the Research Department American Association of Colleges of Osteopathic Medicine Copyright 0, AAM All
More informationCrop Progress. Corn Mature Selected States [These 18 States planted 92% of the 2017 corn acreage]
Crop Progress ISSN: 00 Released October, 0, by the National Agricultural Statistics Service (NASS), Agricultural Statistics Board, United s Department of Agriculture (USDA). Corn Mature Selected s [These
More informationOffice of Special Education Projects State Contacts List - Part B and Part C
Office of Special Education Projects State Contacts List - Part B and Part C Source: http://www.ed.gov/policy/speced/guid/idea/monitor/state-contactlist.html Alabama Customer Specialist: Jill Harris 202-245-7372
More informationRELATIONSHIPS BETWEEN THE AMERICAN BROWN BEAR POPULATION AND THE BIGFOOT PHENOMENON
RELATIONSHIPS BETWEEN THE AMERICAN BROWN BEAR POPULATION AND THE BIGFOOT PHENOMENON ETHAN A. BLIGHT Blight Investigations, Gainesville, FL ABSTRACT Misidentification of the American brown bear (Ursus arctos,
More informationJAN/FEB MAR/APR MAY/JUN
QF 1.100 (Build 1010) Widget Publishing, Inc Page: 1 Circulation Breakdown by Issue Qualified Non-Paid Qualified Paid Previous This Previous This Total Total issue Removals Additions issue issue Removals
More informationMultivariate Statistics
Multivariate Statistics Chapter 4: Factor analysis Pedro Galeano Departamento de Estadística Universidad Carlos III de Madrid pedro.galeano@uc3m.es Course 2017/2018 Master in Mathematical Engineering Pedro
More information2005 Mortgage Broker Regulation Matrix
2005 Mortgage Broker Regulation Matrix Notes on individual states follow the table REG EXEMPTIONS LIC-EDU LIC-EXP LIC-EXAM LIC-CONT-EDU NET WORTH BOND MAN-LIC MAN-EDU MAN-EXP MAN-EXAM Alabama 1 0 2 0 0
More informationHigh School World History Cycle 2 Week 2 Lifework
Name: Advisory: Period: High School World History Cycle 2 Week 2 Lifework This packet is due Monday, November 7 Complete and turn in on Friday for 10 points of EXTRA CREDIT! Lifework Assignment Complete
More informationMultivariate Statistics
Multivariate Statistics Chapter 6: Cluster Analysis Pedro Galeano Departamento de Estadística Universidad Carlos III de Madrid pedro.galeano@uc3m.es Course 2017/2018 Master in Mathematical Engineering
More informationOnline Appendix: Can Easing Concealed Carry Deter Crime?
Online Appendix: Can Easing Concealed Carry Deter Crime? David Fortunato University of California, Merced dfortunato@ucmerced.edu Regulations included in institutional context measure As noted in the main
More informationWhat Lies Beneath: A Sub- National Look at Okun s Law for the United States.
What Lies Beneath: A Sub- National Look at Okun s Law for the United States. Nathalie Gonzalez Prieto International Monetary Fund Global Labor Markets Workshop Paris, September 1-2, 2016 What the paper
More informationSUPPLEMENTAL NUTRITION ASSISTANCE PROGRAM QUALITY CONTROL ANNUAL REPORT FISCAL YEAR 2008
SUPPLEMENTAL NUTRITION ASSISTANCE PROGRAM QUALITY CONTROL ANNUAL REPORT FISCAL YEAR 2008 U.S. DEPARTMENT OF AGRICULTURE FOOD AND NUTRITION SERVICE PROGRAM ACCOUNTABILITY AND ADMINISTRATION DIVISION QUALITY
More informationMINERALS THROUGH GEOGRAPHY
MINERALS THROUGH GEOGRAPHY INTRODUCTION Minerals are related to rock type, not political definition of place. So, the minerals are to be found in a variety of locations that doesn t depend on population
More informationGrand Total Baccalaureate Post-Baccalaureate Masters Doctorate Professional Post-Professional
s by Location of Permanent Home Address and Degree Level Louisiana Acadia 19 13 0 3 0 3 0 0 0 Allen 5 5 0 0 0 0 0 0 0 Ascension 307 269 2 28 1 6 0 1 0 Assumption 14 12 0 1 0 1 0 0 0 Avoyelles 6 4 0 1 0
More informationOUT-OF-STATE 965 SUBTOTAL OUT-OF-STATE U.S. TERRITORIES FOREIGN COUNTRIES UNKNOWN GRAND TOTAL
Report ID: USSR8072-V3 Page No. 1 Jurisdiction: ON-CAMPUS IL Southern Illinois University - Carb 1 0 0 0 Black Hawk College Quad-Cities 0 0 1 0 John A Logan College 1 0 0 0 Rend Lake College 1 0 0 0 Aurora
More informationClub Convergence and Clustering of U.S. State-Level CO 2 Emissions
Methodological Club Convergence and Clustering of U.S. State-Level CO 2 Emissions J. Wesley Burnett Division of Resource Management West Virginia University Wednesday, August 31, 2013 Outline Motivation
More informationMeteorology 110. Lab 1. Geography and Map Skills
Meteorology 110 Name Lab 1 Geography and Map Skills 1. Geography Weather involves maps. There s no getting around it. You must know where places are so when they are mentioned in the course it won t be
More informationA Summary of State DOT GIS Activities
A Summary of State DOT GIS Activities Prepared for the 2006 AASHTO GIS-T Symposium Columbus, OH Introduction This is the 11 th year that the GIS-T Symposium has conducted a survey of GIS activities at
More informationLecture 5: Ecological distance metrics; Principal Coordinates Analysis. Univariate testing vs. community analysis
Lecture 5: Ecological distance metrics; Principal Coordinates Analysis Univariate testing vs. community analysis Univariate testing deals with hypotheses concerning individual taxa Is this taxon differentially
More informationMultivariate Analysis
Multivariate Analysis Chapter 5: Cluster analysis Pedro Galeano Departamento de Estadística Universidad Carlos III de Madrid pedro.galeano@uc3m.es Course 2015/2016 Master in Business Administration and
More informationGrand Total Baccalaureate Post-Baccalaureate Masters Doctorate Professional Post-Professional
s by Location of Permanent Home Address and Degree Level Louisiana Acadia 26 19 0 6 1 0 0 0 0 Allen 7 7 0 0 0 0 0 0 0 Ascension 275 241 3 23 1 6 0 1 0 Assumption 13 12 0 1 0 0 0 0 0 Avoyelles 15 11 0 3
More informationLecture 5: Ecological distance metrics; Principal Coordinates Analysis. Univariate testing vs. community analysis
Lecture 5: Ecological distance metrics; Principal Coordinates Analysis Univariate testing vs. community analysis Univariate testing deals with hypotheses concerning individual taxa Is this taxon differentially
More informationLABORATORY REPORT. If you have any questions concerning this report, please do not hesitate to call us at (800) or (574)
LABORATORY REPORT If you have any questions concerning this report, please do not hesitate to call us at (800) 332-4345 or (574) 233-4777. This report may not be reproduced, except in full, without written
More informationAlpine Funds 2017 Tax Guide
Alpine s 2017 Guide Alpine Dynamic Dividend ADVDX 1/30/17 1/31/17 1/31/17 0.020000000 0.019248130 0.000000000 0.00000000 0.019248130 0.013842273 0.000000000 0.000000000 0.000751870 0.000000000 0.00 0.00
More informationLABORATORY REPORT. If you have any questions concerning this report, please do not hesitate to call us at (800) or (574)
LABORATORY REPORT If you have any questions concerning this report, please do not hesitate to call us at (800) 332-4345 or (574) 233-4777. This report may not be reproduced, except in full, without written
More informationAlpine Funds 2016 Tax Guide
Alpine s 2016 Guide Alpine Dynamic Dividend ADVDX 01/28/2016 01/29/2016 01/29/2016 0.020000000 0.017621842 0.000000000 0.00000000 0.017621842 0.013359130 0.000000000 0.000000000 0.002378158 0.000000000
More informationMINERALS THROUGH GEOGRAPHY. General Standard. Grade level K , resources, and environmen t
Minerals through Geography 1 STANDARDS MINERALS THROUGH GEOGRAPHY See summary of National Science Education s. Original: http://books.nap.edu/readingroom/books/nses/ Concept General Specific General Specific
More informationInsurance Department Resources Report Volume 1
2014 Insurance Department Resources Report Volume 1 201 Insurance Department Resources Report Volume One 201 The NAIC is the authoritative source for insurance industry information. Our expert solutions
More informationKS PUBL 4YR Kansas State University Pittsburg State University SUBTOTAL-KS
Report ID: USSR8072-V3 Page No. 1 Jurisdiction: ON-CAMPUS IL PUBL TCH DeVry University Addison 1 0 0 0 Eastern Illinois University 1 0 0 0 Illinois State University 0 0 2 0 Northern Illinois University
More informationextreme weather, climate & preparedness in the american mind
extreme weather, climate & preparedness in the american mind Extreme Weather, Climate & Preparedness In the American Mind Interview dates: March 12, 2012 March 30, 2012. Interviews: 1,008 Adults (18+)
More informationMultivariate Classification Methods: The Prevalence of Sexually Transmitted Diseases
Multivariate Classification Methods: The Prevalence of Sexually Transmitted Diseases Summer Undergraduate Mathematical Sciences Research Institute (SUMSRI) Lindsay Kellam, Queens College kellaml@queens.edu
More informationAn Analysis of Regional Income Variation in the United States:
Modern Economy, 2017, 8, 232-248 http://www.scirp.org/journal/me ISSN Online: 2152-7261 ISSN Print: 2152-7245 An Analysis of Regional Income Variation in the United States: 1969-2013 Orley M. Amos Jr.
More informationOffice of Budget & Planning 311 Thomas Boyd Hall Baton Rouge, LA Telephone 225/ Fax 225/
Louisiana Acadia 20 17 3 0 0 0 Allen 2 2 0 0 0 0 Ascension 226 185 37 2 1 1 Assumption 16 15 1 0 0 0 Avoyelles 20 19 1 0 0 0 Beauregard 16 11 4 0 0 1 Bienville 2 2 0 0 0 0 Bossier 22 18 4 0 0 0 Caddo 91
More informationParametric Test. Multiple Linear Regression Spatial Application I: State Homicide Rates Equations taken from Zar, 1984.
Multiple Linear Regression Spatial Application I: State Homicide Rates Equations taken from Zar, 984. y ˆ = a + b x + b 2 x 2K + b n x n where n is the number of variables Example: In an earlier bivariate
More informationJAN/FEB MAR/APR MAY/JUN
QF 1.100 (Build 1010) Widget Publishing, Inc Page: 1 Circulation Breakdown by Issue Analyzed Nonpaid and Verified Paid Previous This Previous This Total Total issue Removals Additions issue issue Removals
More informationBlackRock Core Bond Trust (BHK) BlackRock Enhanced International Dividend Trust (BGY) 2 BlackRock Defined Opportunity Credit Trust (BHL) 3
MUNICIPAL FUNDS Arizona (MZA) California Municipal Income Trust (BFZ) California Municipal 08 Term Trust (BJZ) California Quality (MCA) California Quality (MUC) California (MYC) Florida Municipal 00 Term
More informationRank University AMJ AMR ASQ JAP OBHDP OS PPSYCH SMJ SUM 1 University of Pennsylvania (T) Michigan State University
Rank University AMJ AMR ASQ JAP OBHDP OS PPSYCH SMJ SUM 1 University of Pennsylvania 4 1 2 0 2 4 0 9 22 2(T) Michigan State University 2 0 0 9 1 0 0 4 16 University of Michigan 3 0 2 5 2 0 0 4 16 4 Harvard
More informationFLOOD/FLASH FLOOD. Lightning. Tornado
2004 Annual Summaries National Oceanic and Atmospheric Administration National Environmental Satellite Data Information Service National Climatic Data Center FLOOD/FLASH FLOOD Lightning Tornado Hurricane
More informationMO PUBL 4YR 2090 Missouri State University SUBTOTAL-MO
Report ID: USSR8072-V3 Page No. 1 Jurisdiction: ON-CAMPUS IL American Intercontinental Universit 0 0 1 0 Northern Illinois University 0 0 4 0 Southern Illinois Univ - Edwardsvil 2 0 2 0 Southern Illinois
More informationA GUIDE TO THE CARTOGRAPHIC PRODUCTS OF
A GUIDE TO THE CARTOGRAPHIC PRODUCTS OF THE FEDERAL DEPOSITORY LIBRARY PROGRAM (FDLP) This guide was designed for use as a collection development tool by map selectors of depository libraries that participate
More informationUnited States Geography Unit 1
United States Geography Unit 1 I WANT YOU TO STUDY YOUR GEORGAPHY Name: Period: Due Date: Geography Key Terms Absolute Location: Relative Location: Demographic Map: Population Density: Sun-Belt: Archipelago:
More informationNational Organization of Life and Health Insurance Guaranty Associations
National Organization of and Health Insurance Guaranty Associations November 21, 2005 Dear Chief Executive Officer: Consistent with prior years, NOLHGA is providing the enclosed data regarding insolvency
More informationPima Community College Students who Enrolled at Top 200 Ranked Universities
Pima Community College Students who Enrolled at Top 200 Ranked Universities Institutional Research, Planning and Effectiveness Project #20170814-MH-60-CIR August 2017 Students who Attended Pima Community
More informationInfant Mortality: Cross Section study of the United State, with Emphasis on Education
Illinois State University ISU ReD: Research and edata Stevenson Center for Community and Economic Development Arts and Sciences Fall 12-15-2014 Infant Mortality: Cross Section study of the United State,
More informationCCC-A Survey Summary Report: Number and Type of Responses
CCC-A Survey Summary Report: Number and Type of Responses Suggested Citation: American Speech-Language-Hearing Association. (2011). 2011 Membership survey. CCC-A survey summary report: Number and type
More informationNational Council for Geographic Education Curriculum & Instruction Committee Geography Club Submitted by: Steve Pierce
National Council for Geographic Education Curriculum & Instruction Committee Geography Club Submitted by: Steve Pierce stevepierce@charter.net Ninth Month Activities Geography for Life: National Geography
More informationNon-iterative, regression-based estimation of haplotype associations
Non-iterative, regression-based estimation of haplotype associations Benjamin French, PhD Department of Biostatistics and Epidemiology University of Pennsylvania bcfrench@upenn.edu National Cancer Center
More informationIntroducing North America
Introducing North America I. Quick Stats Includes U.S. & Canada U.S consists of 50 States Federal Government Democracy 4 th in world w/ land area 3 rd in population Economic leader of free world II. Major
More informationOffice of Budget & Planning 311 Thomas Boyd Hall Baton Rouge, LA Telephone 225/ Fax 225/
Louisiana Acadia 25 19 4 2 0 0 Allen 8 7 1 0 0 0 Ascension 173 143 26 1 0 3 Assumption 14 12 2 0 0 0 Avoyelles 51 41 9 0 0 1 Beauregard 18 14 3 0 0 1 Bienville 5 0 4 0 1 0 Bossier 28 27 0 1 0 0 Caddo 95
More informationSummary of Terminal Master s Degree Programs in Philosophy
Summary of Terminal Master s Degree Programs in Philosophy Faculty and Student Demographics All data collected by the ican Philosophical Association. The data in this publication have been provided by
More informationStem-and-Leaf Displays
3.2 Displaying Numerical Data: Stem-and-Leaf Displays 107 casts in your area? (San Luis Obispo Tribune, June 15, 2005). The responses are summarized in the table below. Extremely 4% Very 27% Somewhat 53%
More informationLast time: PCA. Statistical Data Mining and Machine Learning Hilary Term Singular Value Decomposition (SVD) Eigendecomposition and PCA
Last time: PCA Statistical Data Mining and Machine Learning Hilary Term 2016 Dino Sejdinovic Department of Statistics Oxford Slides and other materials available at: http://www.stats.ox.ac.uk/~sejdinov/sdmml
More informationThis project is supported by a National Crime Victims' Right Week Community Awareness Project subgrant awarded by the National Association of VOCA
TABLE OF CONTENTS ACTIVITY PAGES Coloring Pages Younger Children (6) Coloring Pages Older (2) Connect the Dots (1 English, 1 Spanish) Word Search 1 (1 English, 1 Spanish) Younger Children Word Search 2
More informationDirect Selling Association 1
Total Number of Firms 1,100 104 58 46 14 41 22 27 44 60 1 U.S. Sales Volume & Growth 1 Average Retail Sales per Firm ($thousands) 2015 $32,836 $210,572 $320,820 $69,556 $1,041 $11,788 $100,216 $721,897
More informationWarmup. 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 informationFungal conservation in the USA
The following supplements accompany the article Fungal conservation in the USA Jessica L. Allen*, James C. Lendemer *Corresponding author: jlendemer@nybg.org Endangered Species Research 28: 33 42 (2015)
More information112th U.S. Senate ACEC Scorecard
112th U.S. Senate ACEC Scorecard HR 658 FAA Funding Alaska Alabama Arkansas Arizona California Colorado Connecticut S1 Lisa Murkowski R 100% Y Y Y Y Y Y Y Y Y S2 Mark Begich D 89% Y Y Y Y N Y Y Y Y S1
More informationDOWNLOAD OR READ : USA PLANNING MAP PDF EBOOK EPUB MOBI
DOWNLOAD OR READ : USA PLANNING MAP PDF EBOOK EPUB MOBI Page 1 Page 2 usa planning map usa planning map pdf usa planning map Printable USA Blank Map, USA Blank Map PDF, Blank US State Map. Thursday, 19
More informationTexas 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 information2011 NATIONAL SURVEY ON DRUG USE AND HEALTH
2011 NATIONAL SURVEY ON DRUG USE AND HEALTH PERSON-LEVEL SAMPLING WEIGHT CALIBRATION Prepared for the 2011 Methodological Resource Book Contract No. HHSS283200800004C RTI Project No. 0211838.207.004 Phase
More informationEarl E. ~rabhl/ This report is preliminary and has not been reviewed for conformity with U.S. Geological Survey editoral standards GEOLOGICAL SURVEY
UNITED STATES DEPARTMENT OF THE INTERIOR GEOLOGICAL SURVEY Minimum landslide damage in the United States, 1973-1983 by Earl E. ~rabhl/ Open-File Report 84-486 This report is preliminary and has not been
More informationIf you have any questions concerning this report, please feel free to contact me. REPORT OF LABORATORY ANALYSIS
#=CL# LI USE: FR - JILL LAVOIE LI OBJECT ID: August 22, 2014 Jill Lavoie Merrimack Village District - UCMR3 2 Greens Pond Road Merrimack, NH 03054 RE: Dear Jill Lavoie: Enclosed are the analytical results
More informationEvidence for increasingly extreme and variable drought conditions in the contiguous United States between 1895 and 2012
Evidence for increasingly extreme and variable drought conditions in the contiguous United States between 1895 and 2012 Sierra Rayne a,, Kaya Forest b a Chemologica Research, 318 Rose Street, PO Box 74,
More informationGreen Building Criteria in Low-Income Housing Tax Credit Programs Analysis
Green Building Criteria in Low-Income Housing Tax Credit Programs 2010 Analysis www.globalgreen.org September 2010 Green Building Criteria in State Low-Income Housing Tax Credit Programs 2 Introduction
More informationSt. Luke s College Institutional Snapshot
1. Student Headcount St. Luke s College Institutional Snapshot Enrollment # % # % # % Full Time 139 76% 165 65% 132 54% Part Time 45 24% 89 35% 112 46% Total 184 254 244 2. Average Age Average Age Average
More informationAll-Time Conference Standings
All-Time Conference Standings Pac 12 Conference Conf. Matches Sets Overall Matches Team W L Pct W L Pct. Score Opp Last 10 Streak Home Away Neutral W L Pct. Arizona 6 5.545 22 19.537 886 889 6-4 W5 4-2
More informationPhysical Features of Canada and the United States
I VIUAL Physical Features of Canada and the United tates 170 ARCTIC OCA Aleutian s 1 Bering ea ALAKA Yukon R. Mt. McKinley (20,320 ft. 6,194 m) Gulf of Alaska BROOK RAG RAG Queen Charlotte s R Vancouver
More informationConduent EDI Solutions, Inc. EDI Direct Pass Thru Fees
Conduent EDI Solutions, Inc. EDI Direct Pass Thru Fees Eligibility/Claim Status Payer $ Eligibility/Claim Status Payer $ Aetna Better Health (LA) 0.04 257 BCBS of Western New York (Healthnow) 0.07 255
More informationOctober 2016 v1 12/10/2015 Page 1 of 10
State Section S s Effective October 1, 2016 Overview The tables list the Section S items that will be active on records with a target date on or after October 1, 2016. The active on each item subset code
More informationPhysical Features of Canada and the United States
Physical Features of Canada and the United tates 170 ARCTIC OCA Aleutian s 1 1 Bering ea ALAKA Yukon R. Mt. McKinley (20,320 ft. 6,194 m) Gulf of Alaska BROOK RAG RAG Queen Charlotte s R Vancouver O C
More informationThe Heterogeneous Effects of the Minimum Wage on Employment Across States
The Heterogeneous Effects of the Minimum Wage on Employment Across States Wuyi Wang a, Peter C.B. Phillips b, Liangjun Su c a Institute for Economic and Social Research, Jinan University b Yale University,
More informationOutline. Administrivia and Introduction Course Structure Syllabus Introduction to Data Mining
Outline Administrivia and Introduction Course Structure Syllabus Introduction to Data Mining Dimensionality Reduction Introduction Principal Components Analysis Singular Value Decomposition Multidimensional
More information14. Where in the World is Wheat?
14. Where in the World is Wheat? Overview Every year thousands of acres of land are planted with wheat, which provides food for people and animals around the world. However, wheat cannot be grown in all
More informationChapter 11 : State SAT scores for 1982 Data Listing
EXST3201 Chapter 12a Geaghan Fall 2005: Page 1 Chapter 12 : Variable selection An example: State SAT scores In 1982 there was concern for scores of the Scholastic Aptitude Test (SAT) scores that varied
More informationThe State of Obesity:
EXECUTIVE SUMMARY The State of Obesity: Better Policies for a Healthier America 2017 DECEMBER 2017 This executive summary includes the latest data on state obesity rates, national obesity trends and policy
More informationIf you have any questions concerning this report, please feel free to contact me. REPORT OF LABORATORY ANALYSIS
#=CL# LIMS USE: FR - JILL LAVOIE LIMS OBJECT ID: July 16, 2015 Jill Lavoie Merrimack Village District - UCMR3 2 Greens Pond Road Merrimack, NH 03054 RE: Dear Jill Lavoie: Enclosed are the analytical results
More informationThe Distribution and Concentration of Population in the United States, Gregory K. Ingram John Whitehead
The Distribution and Concentration of Population in the United States, 19-2 Gregory K. Ingram John Whitehead 28 Lincoln Institute of Land Policy Lincoln Institute of Land Policy Working Paper The findings
More informationPHYSICS BOWL - APRIL 22, 1998
AAPT/Metrologic High School Physics Contest PHYSICS BOWL - APRIL 22, 1998 40 QUESTIONS 45 MINUTES This contest is sponsored by the American Association of Physics Teachers (AAPT) and Metrologic Instruments
More informationPackage ZIM. R topics documented: August 29, Type Package. Title Statistical Models for Count Time Series with Excess Zeros. Version 1.
Package ZIM August 29, 2013 Type Package Title Statistical Models for Count Time Series with Excess Zeros Version 1.0 Date 2013-06-15 Author Ming Yang, Gideon K. D. Zamba, and Joseph E. Cavanaugh Maintainer
More information