Graphics¶
Goodness of Fit Plots¶
qqplot (data[, dist, distargs, a, loc, …]) |
Q-Q plot of the quantiles of x versus the quantiles/ppf of a distribution. |
qqline (ax, line[, x, y, dist, fmt]) |
Plot a reference line for a qqplot. |
qqplot_2samples (data1, data2[, xlabel, …]) |
Q-Q Plot of two samples’ quantiles. |
ProbPlot (data[, dist, fit, distargs, a, …]) |
Q-Q and P-P Probability Plots |
Boxplots¶
violinplot (data[, ax, labels, positions, …]) |
Make a violin plot of each dataset in the data sequence. |
beanplot (data[, ax, labels, positions, …]) |
Bean plot of each dataset in a sequence. |
Correlation Plots¶
plot_corr (dcorr[, xnames, ynames, title, …]) |
Plot correlation of many variables in a tight color grid. |
plot_corr_grid (dcorrs[, titles, ncols, …]) |
Create a grid of correlation plots. |
scatter_ellipse (data[, level, varnames, …]) |
Create a grid of scatter plots with confidence ellipses. |
Functional Plots¶
hdrboxplot (data[, ncomp, alpha, threshold, …]) |
High Density Region boxplot |
fboxplot (data[, xdata, labels, depth, …]) |
Plot functional boxplot. |
rainbowplot (data[, xdata, depth, method, …]) |
Create a rainbow plot for a set of curves. |
banddepth (data[, method]) |
Calculate the band depth for a set of functional curves. |
Regression Plots¶
plot_fit (results, exog_idx[, y_true, ax, vlines]) |
Plot fit against one regressor. |
plot_regress_exog (results, exog_idx[, fig]) |
Plot regression results against one regressor. |
plot_partregress (endog, exog_i, exog_others) |
Plot partial regression for a single regressor. |
plot_partregress_grid (results[, exog_idx, …]) |
Plot partial regression for a set of regressors. |
plot_ccpr (results, exog_idx[, ax]) |
Plot CCPR against one regressor. |
plot_ccpr_grid (results[, exog_idx, grid, fig]) |
Generate CCPR plots against a set of regressors, plot in a grid. |
plot_ceres_residuals (results, focus_exog[, …]) |
Conditional Expectation Partial Residuals (CERES) plot. |
abline_plot ([intercept, slope, horiz, vert, …]) |
Plot a line given an intercept and slope. |
influence_plot (results[, external, alpha, …]) |
Plot of influence in regression. |
plot_leverage_resid2 (results[, alpha, ax]) |
Plot leverage statistics vs. |
Time Series Plots¶
plot_acf (x[, ax, lags, alpha, use_vlines, …]) |
Plot the autocorrelation function |
plot_pacf (x[, ax, lags, alpha, method, …]) |
Plot the partial autocorrelation function |
month_plot (x[, dates, ylabel, ax]) |
Seasonal plot of monthly data. |
quarter_plot (x[, dates, ylabel, ax]) |
Seasonal plot of quarterly data |
Other Plots¶
interaction_plot (x, trace, response[, func, …]) |
Interaction plot for factor level statistics. |
mosaic (data[, index, ax, horizontal, gap, …]) |
Create a mosaic plot from a contingency table. |
mean_diff_plot (m1, m2[, sd_limit, ax, …]) |
Construct a Tukey/Bland-Altman Mean Difference Plot. |