Environmental Statistics

  1. Exploratory Data Analysis for Environmental Data
    1. Data Cleaning and Preparation
      1. Data Entry and Coding
        1. Handling Missing Values
          1. Missing Completely at Random
            1. Missing at Random
              1. Missing Not at Random
              2. Data Transformation
                1. Log Transformation
                  1. Square Root Transformation
                    1. Box-Cox Transformation
                  2. Identifying Outliers and Influential Points
                    1. Detection Methods
                      1. Statistical Tests
                        1. Graphical Methods
                        2. Impact on Analysis
                          1. Treatment Strategies
                          2. Graphical Methods for Environmental Data
                            1. Time Series Plots
                              1. Trend Visualization
                                1. Seasonal Patterns
                                2. Spatial Maps
                                  1. Mapping Environmental Variables
                                    1. Contour Maps
                                    2. Quantile-Quantile Plots
                                      1. Assessing Distributional Assumptions
                                      2. Scatterplot Matrices
                                        1. Exploring Multivariate Relationships
                                      3. Assessing Data Distributions
                                        1. Normality Assessment
                                          1. Shapiro-Wilk Test
                                            1. Anderson-Darling Test
                                              1. Kolmogorov-Smirnov Test
                                              2. Skewness and Kurtosis
                                                1. Distribution Fitting
                                                  1. Goodness-of-Fit Tests
                                                    1. Model Selection

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                                                3. Environmental Data Collection and Study Design

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                                                5. Modeling Environmental Data