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An introduction to the regressinator11 months ago
Population setup | Custom response distributions | Categorical predictors | Sampling from the population | Fitting models | Producing diagnostics | Visual inference | Sampling distributions | Parametric bootstrapping
Linear regression diagnostics11 months ago
Residual plots | Partial residual plots | Detecting basic misspecification | Checking for interactions | Cook's distances | Residual Q-Q plots | A case study
Plotting and mapping signals 1 years ago
Choropleth maps | Bubble maps | Time series plots | Manual plotting
Computing signal correlations 1 years ago
Correlations sliced by time | Lagged correlations | Correlations sliced by county | More systematic lag analysis
Manipulating multiple signals 1 years ago
Fetching multiple signals | Aggregating signals, wide format | Aggregating signals, long format | Pivoting longer or wider | A sanity check
Combine external data sources and COVIDcast data 1 years ago
Loading the data | Analysis alongside other signals
Get started with covidcast1 years ago
Installing | Basic examples | API keys | Plotting and mapping | Finding signals of interest | Finding counties and metro areas | Signal metadata | Tracking issues and updates | Data known "as of" a specific date | Multiple issues of observations | Observations issued with a specific lag
Diagnostics for other GLMs1 years ago
Empirical link plots | Naive residual plots | Marginal model plots | Partial residuals | Binned residuals | Randomized quantile residuals | Limitations
Logistic regression diagnostics1 years ago
Empirical logit plots | Naive residual plots | Marginal model plots | Partial residuals | Binned residuals | Randomized quantile residuals