Description
These are condensed notes covering selected key points in data analysis and statistics. They were developed by James Kirchner for the course "Analysis of Environmental Data" at Berkeley in the 1990's and 2000's. They are not intended to be comprehensive, and thus are not a substitute for a good textbook or a good education!
License: These notes are released by James Kirchner under a Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.
Resources
| Name | Format | Description | Link |
|---|---|---|---|
| Toolkit 10: linear regression | Open resource | ||
| Toolkit 10: linear regression | Open resource | ||
| toolkit 6: averaging in nonlinear functions | Open resource | ||
| toolkit 6: averaging in nonlinear functions | Open resource | ||
| Toolkit 1: graphically displaying data distributions | Open resource | ||
| Toolkit 1: graphically displaying data distributions | Open resource | ||
| Toolkit 5: uncertainty analysis and error propagation | Open resource | ||
| Toolkit 5: uncertainty analysis and error propagation | Open resource | ||
| Toolkit 9: Experimentwise error rates and statistical fishing expeditions | Unknown | Open resource | |
| Toolkit 9: Experimentwise error rates and statistical fishing expeditions | Unknown | Open resource | |
| Toolkit 12: weighted averages and their uncertainties | Open resource | ||
| Toolkit 12: weighted averages and their uncertainties | Open resource | ||
| Toolkit 7: hypothesis testing, significance, and power | Open resource | ||
| Toolkit 7: hypothesis testing, significance, and power | Open resource | ||
| Toolkit 11: serial correlation | Open resource | ||
| Toolkit 11: serial correlation | Open resource | ||
| Toolkit 2: quantifying data distributions using descriptive statistics | Open resource | ||
| Toolkit 2: quantifying data distributions using descriptive statistics | Open resource | ||
| Toolkit 4: confidence intervals | Open resource | ||
| Toolkit 4: confidence intervals | Open resource | ||
| Toolkit 8: Hodges-Lehmann estimators | Open resource | ||
| Toolkit 8: Hodges-Lehmann estimators | Open resource | ||
| Toolkit 3: tools for transforming data | Open resource | ||
| Toolkit 3: tools for transforming data | Open resource |