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def hist_density (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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+ df : pd .DataFrame | None = None ,
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sort : bool = True ,
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bins : int = 100 ,
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) -> tuple [ArrayLike , ArrayLike , ArrayLike ]:
@@ -59,13 +59,13 @@ def hist_density(
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def density_scatter (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- ax : plt .Axes = None ,
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+ df : pd .DataFrame | None = None ,
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+ ax : plt .Axes | None = None ,
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sort : bool = True ,
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log_cmap : bool = True ,
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density_bins : int = 100 ,
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- xlabel : str = None ,
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- ylabel : str = None ,
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+ xlabel : str | None = None ,
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+ ylabel : str | None = None ,
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identity : bool = True ,
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stats : bool | dict [str , Any ] = True ,
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** kwargs : Any ,
@@ -132,13 +132,13 @@ def density_scatter(
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def scatter_with_err_bar (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- xerr : ArrayLike = None ,
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- yerr : ArrayLike = None ,
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- ax : plt .Axes = None ,
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+ df : pd .DataFrame | None = None ,
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+ xerr : ArrayLike | None = None ,
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+ yerr : ArrayLike | None = None ,
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+ ax : plt .Axes | None = None ,
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xlabel : str = "Actual" ,
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ylabel : str = "Predicted" ,
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- title : str = None ,
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+ title : str | None = None ,
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** kwargs : Any ,
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) -> plt .Axes :
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"""Scatter plot with optional x- and/or y-error bars. Useful when passing model
@@ -179,9 +179,9 @@ def scatter_with_err_bar(
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def density_hexbin (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- ax : plt .Axes = None ,
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- weights : ArrayLike = None ,
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+ df : pd .DataFrame | None = None ,
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+ ax : plt .Axes | None = None ,
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+ weights : ArrayLike | None = None ,
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xlabel : str = "Actual" ,
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ylabel : str = "Predicted" ,
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** kwargs : Any ,
@@ -227,8 +227,8 @@ def density_hexbin(
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def density_scatter_with_hist (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- cell : GridSpec = None ,
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+ df : pd .DataFrame | None = None ,
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+ cell : GridSpec | None = None ,
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bins : int = 100 ,
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** kwargs : Any ,
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) -> plt .Axes :
@@ -243,8 +243,8 @@ def density_scatter_with_hist(
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def density_hexbin_with_hist (
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x : ArrayLike | str ,
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y : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- cell : GridSpec = None ,
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+ df : pd .DataFrame | None = None ,
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+ cell : GridSpec | None = None ,
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bins : int = 100 ,
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** kwargs : Any ,
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) -> plt .Axes :
@@ -259,8 +259,8 @@ def density_hexbin_with_hist(
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def residual_vs_actual (
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y_true : ArrayLike | str ,
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y_pred : ArrayLike | str ,
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- df : pd .DataFrame = None ,
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- ax : plt .Axes = None ,
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+ df : pd .DataFrame | None = None ,
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+ ax : plt .Axes | None = None ,
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xlabel : str = r"Actual value" ,
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ylabel : str = r"Residual ($y_\mathrm{true} - y_\mathrm{pred}$)" ,
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** kwargs : Any ,
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