Earth 125 (Stats and data analysis)
38 videos • 58,300 views • by Matthew E. Clapham
Videos for EART125 class at the University of California, Santa Cruz.
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1: Central tendency (mean and median)
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2
2: Data dispersion
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3
3: Standard error/confidence intervals
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4
Statistical testing procedures and the p value
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5
6: The t test
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6
7: the F test
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7
8: ANOVA
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8
Shapiro-Wilk test
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9
10: Kolmogorov-Smirnov test
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10
11: Mann-Whitney U test
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11
12: Kruskal-Wallis test
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12
13: Levene's Test
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13
14: Categorical data (intro and test choice)
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14
15: Exact binomial test/exact multinomial test
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15
16: Fisher's exact test
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16
17: Chi-squared test
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17
18: Pearson product-moment correlation
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18
19: Non-parametric correlation
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19
Linear regression
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20
21: ANCOVA
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21
22: Logistic regression
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22
23: Mahalanobis distance
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23
24: Hotelling T2 test
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24
25: MANOVA
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25
Linear mixed effects models
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26: Resampling methods (bootstrapping)
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27
27: Resampling (two-sample tests)
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28
28: Principal Component Analysis
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29
29: Non-Metric Multidimensional Scaling (NMDS)
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30
30: Maximum likelihood estimation
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31
Multiple regression
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32
Partial and semipartial correlation
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33
Generalized least squares regression
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34
Factorial ANOVA
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35
Nested ANOVA
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36
Time series and first differences
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37
Statistical power
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38
Regression with Count Data: Poisson and Negative Binomial
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