MIPAS Temperature and Pressure Validation by RO Data
|
|
|
- Jeffery Rodgers
- 6 years ago
- Views:
Transcription
1 MIPAS and Validation by RO Data Marc Schwaerz and Gottfried Kirchengast Wegener Center (WEGC), Graz, Austria MIPAS Quality Working Group Meeting 40, November 3, 2015
2 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
3 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
4 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
5 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
6 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
7 MMValRO project provision of long-term RO validation data provision of long-term RO validation data for long-loop monitoring of trends for spaceborne instrument and climate system variability for in-depth examination of tropospheric and stratospheric profiles retrieved from ESA satellite atmospheric observations for intercomparison of RO data with radiosonde datasets.
8 MMValRO project RO has unique combination of global coverage high accuracy long-term stability all weather capability up to about 2500 profiles per day
9 provided atmospheric parameter especially for UTLS region long-term database of temperature specific humidity pressure refractivity density (derived from above parameter) as a function of mean-sea-level altitude
10 Validation Processing PROF DB PROF DB PROF DB Validation Processing RO Validation (internal) PROF DB PROF DB RO - internal RO-external ECMWF-Colloc Validation Processing External Profile Validation external L2 Profs MIPAS, etc. RO - internal Validation Processing plot generaltion VALID DB validate.globclim.org and internal website plot generaltion VALID DB
11 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
12 validation steps validation steps search for collocated measurements quality control of candidate instruments quality control of reference instruments interpolation to common grid (currently 0 35 km in 100 m steps) gaussian smoothing with width of partner instrument calculation of statistical measures (systematic difference, stdev., etc.) plotting of the data presentation of the data on a web-page validate.globclim.org
13 collocation criteria collocation criteria reference measurement is used if max. 300 km distance max. 3 h time difference all found collocated measurements are used better sampling
14 validated dataset qc MIPAS MIPAS ML2PPv6.0 reprocessed dataset from 2002 to 2012 new MIPAS ML2PPv7.03 dataset from 2002 to 2012 MIPAS QC no extra quality control if a profile is present in the dataset then it is used.
15 reference dataset qc RO RO QC newest versions of OPSv5.6 from 2002 to 2012; bending angle quality flag: 0, 2 refractivity quality flag: 0 dry profile quality flag: 0 physical profile quality flag: 0
16 reference dataset additional info updates OPSv5.6 inclusion of waveoptics processing, i. e., tropospheric processing provision of physical temperature, pressure, and humidity profiles via 1DVar approach provision of general uncertainties of RO profile data
17 ad interpolation and smoothing interpolation temperature: linear pressure: log-linear smoothing Gaussian Smoothing Gaussian Smoothing vs. Averaging Kernels
18 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
19 number of MIPAS RO collocations Overview on the number of events of MIPAS and RO data and number of collocations
20 MIPAS temperarture temperature
21 MIPASv6.0 vs. ROv5.6 temperature timeseries top: mean difference; middle: standard deviation; bottom: counts
22 MIPASv7.03 vs. ROv5.6 temperature timeseries top: mean difference; middle: standard deviation; bottom: counts
23 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
24 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
25 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
26 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
27 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
28 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
29 MIPAS vs. ROv5.6 temperature; July 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
30 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
31 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
32 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
33 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
34 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
35 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
36 MIPAS vs. ROv5.6 temperature; July 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
37 MIPAS pressure pressure
38 MIPASv6.0 vs. ROv5.6 pressure timeseries top: mean difference; middle: standard deviation; bottom: counts
39 MIPASv7.03 vs. ROv5.6 pressure timeseries top: mean difference; middle: standard deviation; bottom: counts
40 MIPAS vs. ROv5.6 pressure; January 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
41 MIPAS vs. ROv5.6 pressure; January 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
42 MIPAS vs. ROv5.6 pressure; January 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
43 MIPAS vs. ROv5.6 pressure; January 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
44 MIPAS vs. ROv5.6 pressure; January 2003 left panel: MIPASv6.0; right panel: MIPASv7.03
45 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
46 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
47 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
48 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
49 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
50 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
51 MIPAS vs. ROv5.6 pressure; February 2008 left panel: MIPASv6.0; right panel: MIPASv7.03
52 MIPASv7.03 quality issue; November 2002
53 MIPASv7.03 quality issue; November 2002
54 MIPASv7.03 quality issue; November 2002
55 MIPASv7.03 quality issue; November 2002
56 MIPASv7.03 quality issue; November 2002
57 MIPASv7.03 quality issue; November 2002
58 MIPASv7.03 quality issue; November 2002
59 Outline 1 2 Validation and Reference 3 Validation Results Validation Validation 4 Summary
60 summary summary almost no differences between MIPASv6.0 and v7.03 in temperature RO day/night differences are negligible within RO error bounds differences between MIPASv6.0 and v7.03 in pressure are about 1% to 2% not shown result: GRUAN vs. MIPAS similar to RO.vs.MIPAS
61 outlook validation with new datasets new RO dataset with new rops processor including: integrated uncertainty propagation per profile starting from L0 uncertainty input. completely new coding of ops based on so-called "base-bandmethod (doing retrieval steps on residual signal) implementation of new ionospheric correction scheme including also non-esa mipas datasets?!
62 That s it!
IGS Tropospheric Products and Services at a Crossroad
IGS Tropospheric Products and Services at a Crossroad Position paper for the March 2004 IGS Analysis Center Workshop Yoaz Bar-Sever, JPL This position paper addresses two issues that are facing the IGS
Support Vector Machines
Support Vector Machines Linearly Separable Data SVM: Simple Linear Separator hyperplane Which Simple Linear Separator? Classifier Margin Objective #1: Maximize Margin MARGIN MARGIN How s this look? MARGIN
Probabilistic earthquake early warning in complex earth models using prior sampling
Probabilistic earthquake early warning in complex earth models using prior sampling Andrew Valentine, Paul Käufl & Jeannot Trampert EGU 2016 21 st April www.geo.uu.nl/~andrew a.p.valentine@uu.nl A case
STATISTICAL GRAPHICS FOR VISUALIZING DATA
STATISTICAL GRAPHICS FOR VISUALIZING DATA Tables and Figures, I William G. Jacoby Michigan State University and ICPSR University of Illinois at Chicago October 14-15, 21 http://polisci.msu.edu/jacoby/uic/graphics
A Global Economy-Climate Model with High Regional Resolution
A Global Economy-Climate Model with High Regional Resolution Per Krusell Institute for International Economic Studies, CEPR, NBER Anthony A. Smith, Jr. Yale University, NBER February 6, 2015 The project
Climate Change Around the World
Climate Change Around the World Per Krusell Institute for International Economic Studies, NBER, CEPR Joint with Anthony A. Smith, Jr. Yale University, NBER World Congress Montréal Août, 215 The project
Classifier Evaluation and Selection. Review and Overview of Methods
Classifier Evaluation and Selection Review and Overview of Methods Things to consider Ø Interpretation vs. Prediction Ø Model Parsimony vs. Model Error Ø Type of prediction task: Ø Decisions Interested
Data Assimilation & OSSEs
Data Assimilation & OSSEs Jean-Noël Thépaut March 2013 Slide 1 Acknowledgements: L. Isaksen, E. Andersson Slide 1, ECMWF Outline Ø WGNE and Data Assimilation Ø OSSEs Slide 2 Slide 2, ECMWF WGNE and Data
Data Assimilation in Geosciences
Data Assimilation in Geosciences Alberto Carrassi The Nordic Centre of Excellence for ensemble-based data assimilation Laurent Bertino (Lead), Alberto Carrassi (Co-Lead), Colin Grudzien (PD), Patrick Raanes
σ IηIη Andrew Askew Florida State University
σ IηIη Andrew Askew Florida State University Ø As I have doubtless said previously, photon identification is difficult. There are many reasons for this, but foremost among them is that you have few direct
B (bottom) Package type descriptive code. LFBGA624 Package type industry code. LFBGA624 Package style descriptive code
LFBGA624, plastic, low profile finepitch ball grid array; 624 bumps; 0.8 pitch; 21 x 21 x 1.6 body 24 January 2019 1 Package information Package suary Terminal position code B (bottom) Package type descriptive
Statistical Analysis of Corruption Perception Index across countries
Statistical Analysis of Corruption Perception Index across countries AMDA Project Summary Report (Under the guidance of Prof Malay Bhattacharya) Group 3 Anit Suri 1511007 Avishek Biswas 1511013 Diwakar
Web Appendix to Authority, Incentives and Performance: Evidence from a Chinese Newspaper
Web Appendix to Authority, Incentives and Performance: Evidence from a Chinese Newspaper Yanhui Wu Marshall School of Business, University of Southern California August 2015 This web-based appendix includes
Search for Dark Matter Captured in the Sun with the IceCube Neutrino Observatory
Search for Dark Matter Captured in the Sun with the IceCube Neutrino Observatory for the IceCube Collaboration The Oscar Klein Centre for Cosmoparticle Physics, Stockholm University 9th International Conference
Chapter. Describing the Relation between Two Variables Pearson Pren-ce Hall. All rights reserved
Chapter 34 Describing the Relation between Two Variables 2010 Pearson Pren-ce Hall. All rights Section 4.1 Scatter Diagrams and Correlation 2010 Pearson Pren-ce Hall. All rights 4-2 2010 Pearson Pren-ce
Meditating and Mediating Change:
INTErNATIONAL.UNI-GrAz.AT/EN/GUSEGG/ Meditating and Mediating Change: state society religion July 1 st - July 14 th, 2018 Seggau Castle Leibnitz Austria 2018 Meditating and Mediating Change: State Society
Hoboken Public Schools. AP Statistics Curriculum
Hoboken Public Schools AP Statistics Curriculum AP Statistics HOBOKEN PUBLIC SCHOOLS Course Description AP Statistics is the high school equivalent of a one semester, introductory college statistics course.
Do two parties represent the US? Clustering analysis of US public ideology survey
Do two parties represent the US? Clustering analysis of US public ideology survey Louisa Lee 1 and Siyu Zhang 2, 3 Advised by: Vicky Chuqiao Yang 1 1 Department of Engineering Sciences and Applied Mathematics,
Earnings Inequality: Stylized Facts, Underlying Causes, and Policy
Earnings Inequality: Stylized Facts, Underlying Causes, and Policy Barry Hirsch W.J. Usery Chair of the American Workplace Department of Economics Andrew Young School of Policy Sciences Georgia State University
Climate Change Around the World
Climate Change Around the World Per Krusell Institute for International Economic Studies, NBER, CEPR Anthony A. Smith, Jr. Yale University, NBER The Macro and Micro Economics of Climate Change Laboratory
Cluster Analysis. (see also: Segmentation)
Cluster Analysis (see also: Segmentation) Cluster Analysis Ø Unsupervised: no target variable for training Ø Partition the data into groups (clusters) so that: Ø Observations within a cluster are similar
Evaluating the Connection Between Internet Coverage and Polling Accuracy
Evaluating the Connection Between Internet Coverage and Polling Accuracy California Propositions 2005-2010 Erika Oblea December 12, 2011 Statistics 157 Professor Aldous Oblea 1 Introduction: Polls are
Remittances and the Brain Drain: Evidence from Microdata for Sub-Saharan Africa
Remittances and the Brain Drain: Evidence from Microdata for Sub-Saharan Africa Julia Bredtmann 1, Fernanda Martinez Flores 1,2, and Sebastian Otten 1,2,3 1 RWI, Rheinisch-Westfälisches Institut für Wirtschaftsforschung
Working Papers in Economics
University of Innsbruck Working Papers in Economics Foreign Direct Investment and European Integration in the 90 s Peter Egger and Michael Pfaffermayr 2002/2 Institute of Economic Theory, Economic Policy
UNITED NATIONS CHILDREN S FUND
UNITED NATIONS CHILDREN S FUND Office in Serbia is seeking a qualified Consultants for the revision of social inclusion poverty reduction in the area of social protection VN: 40-2016-A UNICEF in Serbia
Do People Pay More Attention to Earthquakes in Western Countries?
2nd International Conference on Advanced Research Methods and Analytics (CARMA2018) Universitat Politècnica de València, València, 2018 DOI: http://dx.doi.org/10.4995/carma2018.2018.8315 Do People Pay
* Source: Part I Theoretical Distribution
Problem: A recent report from Pew Research Center (September 14, 2018) discussed key finding about U.S. immigrants. One result was that Mexico is the top origin country of the U.S. immigrant population.
S-1. Supplementary Provisions. (Date of Enforcement) Article 1 These Articles of Agreement shall come into force as of July 1, 1999.
S-1 Supplementary Provisions (Date of Enforcement) Article 1 These Articles of Agreement shall come into force as of July 1, 1999. (Interim Measures Concerning Application of Charges, Etc.) Article 2 With
Appendix for: The Electoral Implications. of Coalition Policy-Making
Appendix for: The Electoral Implications of Coalition Policy-Making David Fortunato Texas A&M University fortunato@tamu.edu 1 A1: Cabinets evaluated by respondents in sample surveys Table 1: Cabinets included
The Determinants of Low-Intensity Intergroup Violence: The Case of Northern Ireland. Online Appendix
The Determinants of Low-Intensity Intergroup Violence: The Case of Northern Ireland Online Appendix Laia Balcells (Duke University), Lesley-Ann Daniels (Institut Barcelona d Estudis Internacionals & Universitat
A Retrospective Study of State Aid Control in the German Broadband Market
A Retrospective Study of State Aid Control in the German Broadband Market Tomaso Duso 1 Mattia Nardotto 2 Jo Seldeslachts 3 1 DIW Berlin, TU Berlin, Berlin Centre for Consumer Policies, CEPR, and CESifo
Democratic Tipping Points
Democratic Tipping Points Antonio Ciccone March 2018 Barcelona GSE Working Paper Series Working Paper nº 1026 Democratic Tipping Points Antonio Ciccone March 2018 Abstract I examine whether transitory
PASW & Hand Calculations for ANOVA
PASW & Hand Calculations for ANOVA Gravetter & Wallnau Chapter 13, Problem 6 One possible reason that some birds migrate and others don t is intelligence. Birds with small brains relative to their body
The Influence of Climate Variability on Internal Migration Flows in South Africa
The Influence of Climate Variability on Internal Migration Flows in South Africa Marina Mastrorillo, Rachel Licker, Pratikshya Bohra-Mishra, Giorgio Fagiolo, Lyndon Estes and Michael Oppenheimer July,
Just launched: The Year of Polar Prediction (YOPP)
Just launched: The Year of Polar Prediction (YOPP) Kirstin Werner, Thomas Jung Helge Goessling, Winfried Hoke Katharina Kirchoff International Coordination Office for Polar Prediction @Alfred Wegener Institute,
Naturalisation of Whanganui River at Te Maire flow record and analysis of 7- day and 1-day MALF
Naturalisation of Whanganui River at Te Maire flow record and analysis of 7- day and 1-day MALF NIWA Client Report: CHC2010-009 February 2010 NIWA Project: GPL10502/HMW10501 Naturalisation of Whanganui
Quantitative Research in the Field of Migration and Integration in Europe PROMINSTAT Project
Quantitative Research in the Field of Migration and Integration in Europe PROMINSTAT Project David Reichel Outline of the presentation ICMPD and Research at ICMPD PROMINSTAT project overview Country Reports
The Collective Action Factors: Russian Mass Protests
: Russian Mass Protests 2011-2012 Motivation Why do individuals participate in collective actions? (Olson, 1965): small groups VS large groups The aims of collective actions specific public goods => «free-rider»
INTErNATIONAL.UNI-GrAz.AT/EN/GUSEGG/ radical definitions: state society religion. July 2 nd July 15 th, 2017 Seggau Castle Leibnitz Austria
INTErNATIONAL.UNI-GrAz.AT/EN/GUSEGG/ radical definitions: state society religion July 2 nd July 15 th, 2017 Seggau Castle Leibnitz Austria 2017 TOPIC RADICal DEFINITIONS: state SOCIety RELIGION Definitions
Income, Deprivation, and Perceptions in Latin America and the Caribbean:
Income, Deprivation, and Perceptions in Latin America and the Caribbean: New Evidence from the Gallup World Poll Leonardo Gasparini* Walter Sosa Escudero** Mariana Marchionni* Sergio Olivieri* * CEDLAS
Natural disasters, migration and education: an empirical analysis in developing countries
Natural disasters, migration and education: an empirical analysis in developing countries Alassane DRABO Fondation pour les études et recherches sur le développement international (FERDI), Clermont-Ferrand,
The UK Policy Agendas Project Media Dataset Research Note: The Times (London)
Shaun Bevan The UK Policy Agendas Project Media Dataset Research Note: The Times (London) 19-09-2011 Politics is a complex system of interactions and reactions from within and outside of government. One
Impact of Human Rights Abuses on Economic Outlook
Digital Commons @ George Fox University Student Scholarship - School of Business School of Business 1-1-2016 Impact of Human Rights Abuses on Economic Outlook Benjamin Antony George Fox University, bantony13@georgefox.edu
United Nations Framework Convention on Climate Change
United Nations Framework Convention on Climate Change (UNFCCC) Towards 2015 Agreement Bahrain May 05, 2015 1 Overview I. Key messages II. III. IV. Background Key Issues to be Resolved Status of Negotiations
How representative is the European Union parliament?
How representative is the European Union parliament? Serguei Kaniovski a *, Dennis C. Mueller b a Austrian Institute of Economic Research (WIFO), P.O. Box 91, A-1103 Vienna, Austria b University of Vienna,
Random Forests. Gradient Boosting. and. Bagging and Boosting
Random Forests and Gradient Boosting Bagging and Boosting The Bootstrap Sample and Bagging Simple ideas to improve any model via ensemble Bootstrap Samples Ø Random samples of your data with replacement
Quantitative Prediction of Electoral Vote for United States Presidential Election in 2016
Quantitative Prediction of Electoral Vote for United States Presidential Election in 2016 Gang Xu Senior Research Scientist in Machine Learning Houston, Texas (prepared on November 07, 2016) Abstract In
Target group and Audience Effectiveness
Target group and Audience Effectiveness The target group for this event is all the emergency medicine interested medical staff in Austria. Including all the staff who is working in one of the following
LICENCE AGREEMENT FOR THE SUPPLY OF EUROPEAN CENTRE for MEDIUM-RANGE WEATHER FORECASTS (ECMWF) PRODUCTS
Agreement Number: LICENCE AGREEMENT FOR THE SUPPLY OF EUROPEAN CENTRE for MEDIUM-RANGE WEATHER FORECASTS (ECMWF) PRODUCTS Between Name of NMS of State or Co-operating State or ECMWF Address of NMS of State
Estimating Global Migration Flow Tables Using Place of Birth Data
Estimating Global Migration Flow Tables Using Place of Birth Data Guy J. Abel Wittgenstein Centre for Demography and Global Human Capital, Vienna Institute of Demography, Austria October 2011 1 Introduction
Climate Change, Extreme Weather Events and International Migration*
and International Migration* Nicola Coniglio and Giovanni Pesce Fondazione Eni Enrico Mattei (FEEM) and University of Bari Milan, 23 September 2010 *This research has been conducted within the CIRCE (Climate
Member Handbook. Version 15 March 24, Yearbook of Experts, Authorities & Spokespersons and
Member Handbook Version 15 March 24, 2010 Yearbook of Experts, Authorities & Spokespersons and www.newsreleasewire.com Your profile is shown at www. Updated versions of this manual can be downloaded in
IGS Ionosphere WG Status Report: Performance of IGS. Ionosphere TEC Maps -Position Paper-
IGS Ionosphere WG Status Report: Performance of IGS Ionosphere TEC Maps -Position Paper- Manuel Hernández-Pajares, on behalf of the IGS Ionosphere WG. Research group of Astronomy and Geomatics, Technical
Data manipulation in the Mexican Election? by Jorge A. López, Ph.D.
Data manipulation in the Mexican Election? by Jorge A. López, Ph.D. Many of us took advantage of the latest technology and followed last Sunday s elections in Mexico through a novel method: web postings
IPUMS samples for NSSO (India)
IPUMS samples for NSSO (India) Presentation by- Subhash Chand Seddey Director General & CEO National Sample Survey Organization To workshop on Integrating Global Census Microdata Durban, South Africa 15-27
Rainfall and Migration in Mexico Amy Teller and Leah K. VanWey Population Studies and Training Center Brown University Extended Abstract 9/27/2013
Rainfall and Migration in Mexico Amy Teller and Leah K. VanWey Population Studies and Training Center Brown University Extended Abstract 9/27/2013 Demographers have become increasingly interested over
The Political Economy of Data. Tim Besley. Kuwait Professor of Economics and Political Science, LSE. IFS Annual Lecture. October 15 th 2007
The Political Economy of Data Tim Besley Kuwait Professor of Economics and Political Science, LSE IFS Annual Lecture October 15 th 2007 Bank of England There is nothing a politician likes so little as
Unemployment of Non-western Immigrants in the Great Recession
DISCUSSION PAPER SERIES IZA DP No. 7598 Unemployment of Non-western Immigrants in the Great Recession Jakub Cerveny Jan C. van Ours August 2013 Forschungsinstitut zur Zukunft der Arbeit Institute for the
Space Climate Observatory
Séminaire THEIA 17 octobre, Agropolis International, Montpellier Dr. Selma Cherchali SCO Program Director SWOT and SWOT downstream program manager Space Climate Observatory International framework Illustration
GCE. Edexcel GCE. Geography A (8214 / 9214) Summer Edexcel GCE. Mark Scheme (Results) Geography A (8214 / 9214)
GCE Edexcel GCE Geography A (8214 / 9214) 6462 Summer 2005 Mark Scheme (Results) Edexcel GCE Geography A (8214 / 9214) 6462 6462 Summer 2005 Mark Scheme SECTION A 1 Study Figure 1 which shows global variations
And Yet it Moves: The Effect of Election Platforms on Party. Policy Images
And Yet it Moves: The Effect of Election Platforms on Party Policy Images Pablo Fernandez-Vazquez * Supplementary Online Materials [ Forthcoming in Comparative Political Studies ] These supplementary materials
Introduction-cont Pattern classification
How are people identified? Introduction-cont Pattern classification Biometrics CSE 190-a Lecture 2 People are identified by three basic means: Something they have (identity document or token) Something
Incumbency as a Source of Spillover Effects in Mixed Electoral Systems: Evidence from a Regression-Discontinuity Design.
Incumbency as a Source of Spillover Effects in Mixed Electoral Systems: Evidence from a Regression-Discontinuity Design Forthcoming, Electoral Studies Web Supplement Jens Hainmueller Holger Lutz Kern September
Data 100. Lecture 9: Scraping Web Technologies. Slides by: Joseph E. Gonzalez, Deb Nolan
Data 100 Lecture 9: Scraping Web Technologies Slides by: Joseph E. Gonzalez, Deb Nolan deborah_nolan@berkeley.edu hellerstein@berkeley.edu? Last Week Visualization Ø Tools and Technologies Ø Maplotlib
Governance and the City:
Governance and the City: Global Determinants of Urban Performance and Implications from an International Perspective Daniel Kaufmann, Frannie Léautier & Massimo Mastruzzi The World Bank Institute http://worldbank.org/wbi/governance/
MARK SCHEME for the October/November 2014 series 0460 GEOGRAPHY. 0460/42 Paper 4 (Alternative to Coursework), maximum raw mark 60
CAMBRIDGE INTERNATIONAL EXAMINATIONS Cambridge International General Certificate of Secondary Education MARK SCHEME for the October/November 2014 series 0460 GEOGRAPHY 0460/42 Paper 4 (Alternative to Coursework),
What does the Tourism Demand Surveys tell about long distance travel? Linda Christensen Otto Anker Nielsen
What does the Tourism Demand Surveys tell about long distance travel? Linda Christensen Otto Anker Nielsen Overview of the presentation 1. The Tourism Demand Survey 2. Data 3. Share of respondents travelling
Risk Sharing and Transaction Costs: Evidence from Kenya s Mobile Money Revolution. William Jack and Tavneet Suri
Risk Sharing and Transaction Costs: Evidence from Kenya s Mobile Money Revolution William Jack and Tavneet Suri Research Questions What is the role of the financial sector in development? How important
Migrant Wages, Human Capital Accumulation and Return Migration
Migrant Wages, Human Capital Accumulation and Return Migration Jérôme Adda Christian Dustmann Joseph-Simon Görlach February 14, 2014 PRELIMINARY and VERY INCOMPLETE Abstract This paper analyses the wage
Is inequality an unavoidable by-product of skill-biased technical change? No, not necessarily!
MPRA Munich Personal RePEc Archive Is inequality an unavoidable by-product of skill-biased technical change? No, not necessarily! Philipp Hühne Helmut Schmidt University 3. September 2014 Online at http://mpra.ub.uni-muenchen.de/58309/
Online Appendix for. Home Away From Home? Foreign Demand and London House Prices
Online Appendix for Home Away From Home? Foreign Demand and London House Prices List of Tables A.1 Summary statistics across wards..................... 14 A.2 Robustness of the results.........................
Modeling Spray Drift: A Dispersion Model Case Study
Modeling Spray Drift: A Dispersion Model Case Study Introduction Ø Ongoing concern in WA State over pesticide use and potential impacts from spray drift l l l Potential acute or chronic health concerns
DOCKET NO ORDER NO. Ill-Io
THE STATE OIL AND GAS BOARD OF MISSISSIPPI DOCKET NO. 126-70-237 ORDER NO. Ill-Io ORDER This cause came on this day for hearing before the State Oil and Gas Board on the petition of PAN AMERICAN PETROLEUM
Becoming an Effective Consumer of Descriptive Evidence
Becoming an Effective Consumer of Descriptive Evidence What Is This Course About? The use of data and statistics for the analysis of public policy Goal: Make you a better policy analyst and a better consumer
Monitoring Governance in Poor Countries. Steve Knack DECRG-PRMPS June 13, 2002
Monitoring Governance in Poor Countries Steve Knack DECRG-PRMPS June 13, 2002 Governance: World Bank definition Good Governance is epitomized by predictable, open and enlightened policy making (that is,
Estimating the foreign-born population on a current basis. Georges Lemaitre and Cécile Thoreau
Estimating the foreign-born population on a current basis Georges Lemaitre and Cécile Thoreau Organisation for Economic Co-operation and Development December 26 1 Introduction For many OECD countries,
Discussion of "Risk Shocks" by Larry Christiano
Discussion of "Risk Shocks" by Larry Christiano Conference Celebrating Tom Sargent & Chris Sims Lee E. Ohanian Minneapolis Fed May, 2012 Ohanian (Institute) Ohanian 10/10 1 / 15 Firm-Level Shifts in Variance
Estimation of coastal populations exposed to 26 December 2004 Tsunami
Estimation of coastal populations exposed to 26 December 2004 Tsunami CIESIN Deborah Balk, Yuri Gorokhovich, Marc Levy 1 31 January 2005 (this is a revision to a 7 January 2005 estimate) Summary This note
III. Wage Inequality and Labour Market Institutions
Fortin Econ 56 Lecture 3D III. Wage Inequality and Labour Market Institutions D. Labour Market Institutions 1. Overview 2. Effect of Minimum Wages 3. Effect of Unions on Wage Inequality Fortin Econ 56
SIMPLE LINEAR REGRESSION OF CPS DATA
SIMPLE LINEAR REGRESSION OF CPS DATA Using the 1995 CPS data, hourly wages are regressed against years of education. The regression output in Table 4.1 indicates that there are 1003 persons in the CPS
IV. Labour Market Institutions and Wage Inequality
Fortin Econ 56 Lecture 4B IV. Labour Market Institutions and Wage Inequality 5. Decomposition Methodologies. Measuring the extent of inequality 2. Links to the Classic Analysis of Variance (ANOVA) Fortin
Theory and practice of falsified elections
MPRA Munich Personal RePEc Archive Oleg Kapustenko Statistical Institute for Democracy 23 December 2011 Online at https://mpra.ub.uni-muenchen.de/35543/ MPRA Paper No. 35543, posted 23 December 2011 15:46
Die Messung von Bildung bei Migrantinnen und Migranten der ersten Generation: Ein neues adaptives Instrument für Umfragen
Die Messung von Bildung bei Migrantinnen und Migranten der ersten Generation: Ein neues adaptives Instrument für Umfragen Outline Project background and aims Components of the CAMCES tool Pilot study:
Examination Procedure. Japan Patent Office
Examination Procedure Japan Patent Office 0 Outline I. Overview II. First Action (FA) III. Second Action (SA) 1 Outline I. Overview II. First Action (FA) III. Second Action (SA) 2 I. Overview A. General
The RAND 2016 Presidential Election Panel Survey (PEPS) Michael Pollard, Joshua Mendelsohn, Alerk Amin
The RAND 2016 Presidential Election Panel Survey (PEPS) Michael Pollard, Joshua Mendelsohn, Alerk Amin mpollard@rand.org May 14, 2016 Six surveys throughout election season Comprehensive baseline in December
CHARACTERISTICS OF TRAVEL DEMAND
CHARACTERISTICS OF TRAVEL DEMAND 3. CHARACTERISTICS OF TRAVEL DEMAND 3.1 Transportation Surveys and Databases 1) Travel Demand Related Surveys The Study Team conducted a series of transportation surveys
TNAU Weather so. Weather Database cum weather analysis so.ware
TNAU Weather so. Weather Database cum weather analysis so.ware Dr. Ga. Dheebakran Ph.D., Assistant Professor (Agronomy) Agro Climate Research Centre Tamil Nadu Agricultural University Coimbatore 641 003
British Election Leaflet Project - Data overview
British Election Leaflet Project - Data overview Gathering data on electoral leaflets from a large number of constituencies would be prohibitively difficult at least, without major outside funding without
A Report of Using Nighttime Satellite Imagery as a Proxy Measure of Human Well-Being
A Report of Using Nighttime Satellite Imagery as a Proxy Measure of Human Well-Being Mengting Lei December 2018 1 Introduction In 1973, the Defense Meteorological Satellite Program (DMSP) was established
EUROPEAN CITIZENSHIP
Standard Eurobarometer 81 Spring 2014 EUROPEAN CITIZENSHIP REPORT Fieldwork: June 2014 This survey has been requested and co-ordinated by the European Commission, Directorate-General for Communication.
Data challenges and integration of data driven subnational planning
Data challenges and integration of data driven subnational planning Thematic Session 1: Risk Informed Development Planning Demystifying the Global Agenda Frameworks into Practice Presented by - Rajesh
A positive correlation between turnout and plurality does not refute the rational voter model
Quality & Quantity 26: 85-93, 1992. 85 O 1992 Kluwer Academic Publishers. Printed in the Netherlands. Note A positive correlation between turnout and plurality does not refute the rational voter model
IGS Strategic Implementation Plan 2014 Compiled from 2013 Component Reports February 19, 2014
IGS Strategic Implementation Plan 2014 Compiled from 2013 Component Reports February 19, 2014 As part of an annual strategic implementation planning cycle, at the year-end Governing Board meeting in December,
Jurisdiction and control at sea: the case of evidence from satellites
Jurisdiction and control at sea: the case of evidence from satellites Marco Ferrazzani Legal Counsel and Head of the Legal Department, European Space Agency 1 st MARSAFENET Plenary Conference 6 June 2013,
The Role of Asian Cities in Global Climate Diplomacy
The Role of Asian Cities in Global Climate Diplomacy Luncheon Discussion Hong Kong, 17 November 2016 Dr Maria Francesch, PhD Principal Investigator Transnational Climate Governance KAS-RECAP Project Konrad
Supporting Information for Signaling and Counter-Signaling in the Judicial Hierarchy: An Empirical Analysis of En Banc Review
Supporting Information for Signaling and Counter-Signaling in the Judicial Hierarchy: An Empirical Analysis of En Banc Review In this appendix, we: explain our case selection procedures; Deborah Beim Alexander
Chapter. Estimating the Value of a Parameter Using Confidence Intervals Pearson Prentice Hall. All rights reserved
Chapter 9 Estimating the Value of a Parameter Using Confidence Intervals 2010 Pearson Prentice Hall. All rights reserved Section 9.1 The Logic in Constructing Confidence Intervals for a Population Mean
Employment Outlook 2017
Annexes Chapter 3. How technology and globalisation are transforming the labour market Employment Outlook 2017 TABLE OF CONTENTS ANNEX 3.A3 ADDITIONAL EVIDENCE ON POLARISATION BY REGION... 1 ANNEX 3.A4
Rainfall, Internal Migration and Local Labor Markets in Brazil
Rainfall, Internal Migration and Local Labor Markets in Brazil Raphael Corbi * and Tiago Ferraz Preliminar version: July 21, 2017 Abstract We investigate the labor market impacts of internal migration
( 3 ) Report of the Group of Governmental Experts on Transparency and Confidence-Building Measures in Outer Space Activities
( 3 ) Report of the Group of Governmental Experts on Transparency and Confidence-Building Measures in Outer Space Activities Summary The present report contains the study on outer space transparency and