Visualizing data patterns with micromaps:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton [u.a.]
Chapman & Hall/CRC
2010
|
| Schriftenreihe: | Chapman & Hall/CRC interdisciplinary statistics series
A Chapman & Hall book |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references (p. [153]-159) and index |
| Beschreibung: | XVII, 164 S. Ill., graph. Darst., Kt. |
| ISBN: | 9781420075731 142007573X |
Internformat
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Datensatz im Suchindex
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| adam_text | Titel: Visualizing data patterns with micromaps
Autor: Carr, Daniel B.
Jahr: 2010
Contents
Preface.....................................................................................................................................................................xiii
The Authors............................................................................................................................................................xvii
Chapter 1 An Introduction to Micromaps................................................................................................................1
1.1 Introduction...................................................................................................................................1
1.2 Row-Labeled Plots.........................................................................................................................1
1.3 Linked Micromaps........................................................................................................................4
1.4 Conditioned Micromaps................................................................................................................7
1.5 Comparative Micromaps...............................................................................................................8
1.6 Summary and Preview of Book Chapters...................................................................................10
Chapter 2 Research Influencing Micromap Design...............................................................................................11
2.1 Introduction.................................................................................................................................11
2.2 Influence of Statistical Graphics Research on Micromap Designs..............................................11
2.3 Contributions from Other Research Areas..................................................................................14
2.4 Human Perceptual and Cognitive Strengths and Limitations Impacting Data Visualization.....17
2.4.1 A Model of Cognitive Processing....................................................................................18
2.4.2 Sensation and Perception.................................................................................................18
2.4.3 Attention..........................................................................................................................19
2.4.4 Color................................................................................................................................20
2.4.5 Comprehension, Learning, and Working Memory..........................................................22
2.4.6 Retention, Remembering, and Long-Term Memory........................................................25
2.5 Summary.....................................................................................................................................26
Further Reading.....................................................................................................................................26
Theoretical Background....................................................................................................................26
Applications of Visualization Theory...............................................................................................26
Chapter 3 Data Visualization Design Principles....................................................................................................27
3.1 Introduction.................................................................................................................................27
3.2 Enabling Accurate Comparisons.................................................................................................27
3.2.1 Comparisons Using Position along a Scale......................................................................28
3.2.2 Improvements to These Basic Designs............................................................................29
3.2.3 Zooming in to the Data....................................................................................................30
3.2.3.1 Scales and Scale Labels.....................................................................................30
3.2.3.2 Dot Plots............................................................................................................31
3.2.4 Time Series Data.............................................................................................................31
3.2.5 Map Patterns and Comparisons.......................................................................................32
3.2.6 Hypothesis Generation.....................................................................................................33
3.2.7 Transformations...............................................................................................................34
3.2.8 Panel Arrangement..........................................................................................................36
3.3 Strive for Simple Appearance......................................................................................................36
3.3.1 Perceptual Grouping and Alignment...............................................................................37
3.3.2 Aggregation.....................................................................................................................41
x Contents
3.3.3 Smoothing........................................................................................................................41
3.4 Engage the Analyst......................................................................................................................45
3.4.1 Attracting the Analyst.....................................................................................................45
3.4.2 Encouraging Continued Use............................................................................................45
3.4.2.1 Space.................................................................................................................46
3.4.2.2 Time..................................................................................................................46
3.4.2.3 Attributes...........................................................................................................46
3.4.2.4 Internal Comparisons and Relationships...........................................................46
3.4.2.5 Scale..................................................................................................................47
3.4.3 Empowering the Analyst.................................................................................................47
3.4.3.1 Analytic Management Tools..............................................................................47
3.4.3.2 Analyst Support...............................................................................................................47
3.4.3.3 Promote Meaningful Interpretation...................................................................49
3.5 Summary.....................................................................................................................................50
Chapter 4 Linked Micromaps................................................................................................................................51
4.1 Introduction.................................................................................................................................51
4.2 Page Layout.................................................................................................................................53
4.2.1 Perceptual Grouping of Rows..........................................................................................53
4.2.2 Layout Features for Columns...........................................................................................56
4.2.3 Map Layout......................................................................................................................56
4.2.4 Enhancements to the Page Layout...................................................................................58
4.3 Data Encodings............................................................................................................................58
4.3.1 Bars, Dots, Lines, and Arrows.........................................................................................58
4.3.2 Value-Added Data Encodings: Confidence Intervals, Box Plots, Ranks, and
Smoothes.........................................................................................................................58
4.4 Micromap Highlighting...............................................................................................................64
4.5 Multivariate Data.........................................................................................................................67
4.6 Multivariate Sorting.....................................................................................................................70
4.7 Pushing the Envelope..................................................................................................................71
4.8 Software.......................................................................................................................................76
4.9 Summary.....................................................................................................................................77
Chapter 5 Conditioned Micromaps........................................................................................................................79
5.1 Introduction.................................................................................................................................79
5.2 One-Way Conditioned Layouts....................................................................................................82
5.2.1 Continuous versus Categorical Mapping.........................................................................82
5.2.2 One-Way Conditioned Scatterplots..................................................................................83
5.2.3 One-Way Conditioned Micromaps..................................................................................84
5.2.4 An Introduction to Sliders...............................................................................................86
5.3 Two-Way Layouts........................................................................................................................89
5.3.1 Introduction to Two-Way Layouts Using Tables..............................................................89
5.3.2 Conditioning in Two-Way Layouts..................................................................................89
5.3.3 Choices for Conditioning Variables.................................................................................92
5.4 Higher-Order Layouts..................................................................................................................94
5.5 Describing and Comparing Groups of Regions...........................................................................95
5.5.1 Comparison of Micromap Means....................................................................................95
5.5.2 Data Models, Fitting Means, and the Search for Good Slider Settings...........................96
Contents xi
5.5.3 ANOVA-Like Descriptions..............................................................................................97
5.5.4 Randomization Tests to Assess Patterns Induced by Conditioning.................................99
5.6 Weighted Descriptions and Comparisons....................................................................................99
5.7 Alternative Views......................................................................................................................100
5.7.1 Model-Based Views.......................................................................................................100
5.7.2 Conditioned Scatterplot Views......................................................................................103
5.7.3 Conditioned QQ Plot Views..........................................................................................104
5.8 CCmaps Software Options........................................................................................................106
5.8.1 Variable Selection..........................................................................................................106
5.8.2 Snapshots.......................................................................................................................106
5.8.3 Display Options.............................................................................................................107
5.9 Summary...................................................................................................................................107
Chapter 6 Comparative Micromaps.....................................................................................................................109
6.1 Introduction...............................................................................................................................109
6.2 Representing Change—One-Way Comparisons........................................................................110
6.2.1 Layouts for Unordered Categorical Variables................................................................110
6.2.2 Layouts for Ordered Categories.....................................................................................Ill
6.2.3 Representing Change.....................................................................................................113
6.3 Types of Comparisons...............................................................................................................117
6.4 Two-Way Comparisons..............................................................................................................118
6.5 Rates of Change.........................................................................................................................121
6.6 Alternative Views......................................................................................................................123
6.6.1 Temporal Change Maps with Alternative Views...........................................................123
6.6.2 More General Geovisualization Tools...........................................................................126
6.7 Summary and Future Directions...............................................................................................129
Chapter 7 Putting It All Together.........................................................................................................................131
7.1 Summary...................................................................................................................................131
7.2 Exploration of Louisiana Population Changes after the 2005 Hurricanes................................132
7.2.1 Background....................................................................................................................132
7.2.2 Population Characteristics by Parish.............................................................................132
7.2.3 Design Issues with the Louisiana Linked Micromap Plot.............................................136
7.2.4 Population Changes after the 2005 Hurricanes.............................................................136
7.2.5 Changes in Population by Race and Poverty Level.......................................................138
7.2.6 Longer-Term Population Trends by Race......................................................................141
7.2.7 Summary of the Analysis..............................................................................................142
7.3 Concluding Remarks.................................................................................................................145
Appendix 1: Data Sources and Notes..................................................................................................................149
Appendix 2: Suggested Symmetric Partitionings for Micromap Perceptual Groupings..........................................151
References..............................................................................................................................................................................153
Index.......................................................................................................................................................................................161
|
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| spelling | Carr, Daniel B. Verfasser (DE-588)143546295 aut Visualizing data patterns with micromaps Daniel B. Carr ; Linda Williams Pickle Boca Raton [u.a.] Chapman & Hall/CRC 2010 XVII, 164 S. Ill., graph. Darst., Kt. txt rdacontent n rdamedia nc rdacarrier Chapman & Hall/CRC interdisciplinary statistics series A Chapman & Hall book Includes bibliographical references (p. [153]-159) and index Mathematical statistics Graphic methods Datenanalyse (DE-588)4123037-1 gnd rswk-swf Visualisierung (DE-588)4188417-6 gnd rswk-swf Kartenentwurf (DE-588)4199902-2 gnd rswk-swf USA (DE-588)4078704-7 gnd rswk-swf Kartenentwurf (DE-588)4199902-2 s Visualisierung (DE-588)4188417-6 s DE-604 USA (DE-588)4078704-7 g Datenanalyse (DE-588)4123037-1 s Pickle, Linda Williams Sonstige (DE-588)143546171 oth HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024558641&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Carr, Daniel B. Visualizing data patterns with micromaps Mathematical statistics Graphic methods Datenanalyse (DE-588)4123037-1 gnd Visualisierung (DE-588)4188417-6 gnd Kartenentwurf (DE-588)4199902-2 gnd |
| subject_GND | (DE-588)4123037-1 (DE-588)4188417-6 (DE-588)4199902-2 (DE-588)4078704-7 |
| title | Visualizing data patterns with micromaps |
| title_auth | Visualizing data patterns with micromaps |
| title_exact_search | Visualizing data patterns with micromaps |
| title_full | Visualizing data patterns with micromaps Daniel B. Carr ; Linda Williams Pickle |
| title_fullStr | Visualizing data patterns with micromaps Daniel B. Carr ; Linda Williams Pickle |
| title_full_unstemmed | Visualizing data patterns with micromaps Daniel B. Carr ; Linda Williams Pickle |
| title_short | Visualizing data patterns with micromaps |
| title_sort | visualizing data patterns with micromaps |
| topic | Mathematical statistics Graphic methods Datenanalyse (DE-588)4123037-1 gnd Visualisierung (DE-588)4188417-6 gnd Kartenentwurf (DE-588)4199902-2 gnd |
| topic_facet | Mathematical statistics Graphic methods Datenanalyse Visualisierung Kartenentwurf USA |
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