Data analysis toolkits

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• Toolkit 1: graphically displaying data distributionsPDF
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• Toolkit 2: quantifying data distributions...PDF
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• Toolkit 3: tools for transforming dataPDF

  The ladder of powers and a few other cool transformations

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• Toolkit 4: confidence intervalsPDF
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• Toolkit 5: uncertainty analysis and error propagationPDF

  Gaussian error propagation, monte carlo methods, and first-order, second-...

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• toolkit 6: averaging in nonlinear functionsPDF

  The average of a nonlinear function will not equal the function evaluated at...

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• Toolkit 7: hypothesis testing, significance, and powerPDF

  An overview of basic concepts -- and common pitfalls -- in statistical...

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• Toolkit 8: Hodges-Lehmann estimatorsPDF

  A quick introduction to Hodges-Lehmann estimators (nonparametric measures of...

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• Toolkit 9: Experimentwise error rates and...SERVICE

  Statistical fishing expeditions, and how to avoid being misled by them

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• Toolkit 10: linear regressionPDF

  An overview of the math, logic, and pitfalls of ordinary least-squares linear...

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• Toolkit 11: serial correlationPDF

  Tools for detecting and correcting for serial correlation in analyses of time...

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• Toolkit 12: weighted averages and their uncertaintiesPDF

  There are two different ways to calculate the uncertainty of a weighted...

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