Earth - Stats and Data Analysis

Earth - Stats and Data Analysis

Matthew E. Clapham via YouTube Direct link

1: Central tendency (mean and median)

1 of 38

1 of 38

1: Central tendency (mean and median)

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Earth - Stats and Data Analysis

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  1. 1 1: Central tendency (mean and median)
  2. 2 2: Data dispersion
  3. 3 3: Standard error/confidence intervals
  4. 4 Statistical testing procedures and the p value
  5. 5 6: The t test
  6. 6 7: the F test
  7. 7 8: ANOVA
  8. 8 Shapiro-Wilk test
  9. 9 10: Kolmogorov-Smirnov test
  10. 10 11: Mann-Whitney U test
  11. 11 12: Kruskal-Wallis test
  12. 12 13: Levene's Test
  13. 13 14: Categorical data (intro and test choice)
  14. 14 15: Exact binomial test/exact multinomial test
  15. 15 16: Fisher's exact test
  16. 16 17: Chi-squared test
  17. 17 18: Pearson product-moment correlation
  18. 18 19: Non-parametric correlation
  19. 19 Linear regression
  20. 20 21: ANCOVA
  21. 21 22: Logistic regression
  22. 22 23: Mahalanobis distance
  23. 23 24: Hotelling T2 test
  24. 24 25: MANOVA
  25. 25 Linear mixed effects models
  26. 26 26: Resampling methods (bootstrapping)
  27. 27 27: Resampling (two-sample tests)
  28. 28 28: Principal Component Analysis
  29. 29 29: Non-Metric Multidimensional Scaling (NMDS)
  30. 30 30: Maximum likelihood estimation
  31. 31 Multiple regression
  32. 32 Partial and semipartial correlation
  33. 33 Generalized least squares regression
  34. 34 Factorial ANOVA
  35. 35 Nested ANOVA
  36. 36 Time series and first differences
  37. 37 Statistical power
  38. 38 Regression with Count Data: Poisson and Negative Binomial

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