scmagnify.plotting.distplot

Contents

scmagnify.plotting.distplot#

scmagnify.plotting.distplot(data_dict, thresholds, figsize=None, dpi=300, nrows=None, ncols=3, wspace=0.1, hspace=None, sharex=False, sharey=False, bins=30, kde=True, palette='tab10', context=None, font_scale=1, default_context=None, theme='whitegrid', show=None, save=None)#

Plot the distribution of multiple parameters with thresholds on separate subplots.

Parameters:

  • data_dict (dict[str, Series]) – A dictionary where keys are parameter names and values are pandas Series containing the data.

  • thresholds (dict[str, float]) – A dictionary where keys are parameter names and values are the threshold values to be marked on the plots.

  • figsize (Optional[tuple] (default: None)) – Figure size in inches (width, height). See matplotlib.figure.Figure.

  • dpi (int (default: 300)) – Dots per inch (resolution) of the figure. See matplotlib.figure.Figure.

  • nrows (Optional[int] (default: None)) – Number of subplot rows. If None, it will be calculated automatically.

  • ncols (int | None (default: 3)) – Number of subplot columns. If None, it will be calculated automatically.

  • wspace (float | None (default: 0.1)) – Width space between subplots. See matplotlib.pyplot.subplots().

  • hspace (Optional[float] (default: None)) – Height space between subplots. See matplotlib.pyplot.subplots().

  • sharex (bool | None (default: False)) – If True, subplots will share the x-axis. See matplotlib.pyplot.subplots().

  • sharey (bool | None (default: False)) – If True, subplots will share the y-axis. See matplotlib.pyplot.subplots().

  • bins (int (default: 30)) – Number of bins for the histogram.

  • kde (bool (default: True)) – Whether to include a kernel density estimate (KDE) in the plot.

  • palette (str (default: 'tab10')) – Color palette name, list, or dictionary. See seaborn.color_palette().

  • context (Optional[str] (default: None)) – Seaborn context, e.g., ‘notebook’, ‘paper’. See seaborn.set_context().

  • default_context (Optional[dict] (default: None)) – If True, reset to default seaborn context before plotting.

  • theme (str | None (default: 'whitegrid')) – Theme name or rcParams overrides. See seaborn.set_theme().

  • font_scale (float | None (default: 1)) – Scale factor applied to fonts for the plot. See seaborn.set_context().

  • show (bool | None)

  • save (bool | str | None)

Returns:

None

Contents