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I Software, Statistics, and Data ; 1 Hurricanes, Climate, and Statistics; 1.1 Hurricanes; 1.2 Climate; 1.3 Statistics; 1.4 R; 1.5 Organization; 2 R Tutorial; 2.1 Introduction; 2.2 Data; 2.2.1 Small amounts; 2.2.2 Functions; 2.2.3 Vectors; 2.2.4 Structured data; 2.2.5 Logic; 2.2.6 Imports; 2.3 Tables and Plots; 3 Classical Statistics; 3.1 Descriptive Statistics; 3.2 Probability and Distributions; 3.3 One-Sample Tests; 3.4 Wilcoxon Signed-Rank Test; 3.5 Two-Sample Tests; 3.6 Statistical Formula; 3.7 Compare Variances; 3.8 Two-Sample Wilcoxon Test; 3.9 Correlation; 3.10 Linear Regression; 3.11 Multiple Linear Regression; 4 Bayesian Statistics; 4.1 Learning About the Proportion of Landfalls; 4.2 Inference; 4.3 Credible Interval; 4.4 Predictive Density; 4.5 Is Bayes Rule Needed?; 4.6 Bayesian Computation; 5 Graphs and Maps; 5.1 Graphs; 5.2 Time series; 5.3 Maps; 5.4 Coordinate Reference Systems; 5.5 Export; 5.6 Other Graphic Packages; 6 Data Sets; 6.1 Best-Tracks; 6.2 Annual Aggregation; 6.3 Coastal County Winds; 6.4 NetCDF Files; II Models and Methods ; 7 Frequency Models; 7.1 Counts; 7.2 Environmental Variables; 7.3 Bivariate Relationships; 7.4 Poisson Regression; 7.5 Model Predictions; 7.6 Forecast Skill; 7.7 Nonlinear Regression Structure; 7.8 Zero-Inflated Count Model; 7.9 Machine Learning; 7.10 Logistic Regression; 8 Intensity Models 211; 8.1 Lifetime Highest Intensity; 8.2 Fastest Hurricane Winds; 8.3 Categorical Wind Speeds by County; 9 Spatial Models; 9.1 Track Hexagons; 9.2 SST Data; 9.3 SST and Intensity; 9.4 Spatial Autocorrelation; 9.5 Spatial Regression Models; 9.6 Spatial Interpolation; 10 Time Series Models; 10.1 Time Series Overlays; 10.2 Discrete Time Series; 10.3 Change Points; 10.4 Continuous Time Series; 10.5 Time Series Network; 11 Cluster Models; 11.1 Time Clusters; 11.2 Spatial Clusters; 11.3 Feature Clusters; 12 Bayesian Models; 12.1 Long-Range Outlook; 12.2 Seasonal Model; 12.3 Consensus Model; 12.4 Space-Time Model; 13 Impact Models; 13.1 Extreme Losses; 13.2 Future Wind Damage; A Functions, Packages, and Data ; A.1 Functions; A.2 Packages; A.3 Data Sets; B Install Package From Source

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