From 169bfa557c1f8777efe2c4f8054ce2b22db056f3 Mon Sep 17 00:00:00 2001 From: GitHub CI Runner Date: Mon, 4 Nov 2024 09:42:29 +0000 Subject: [PATCH] **CI** Formatted code + Updated version number and documentation. [skip ci] --- docs/.buildinfo | 2 +- docs/_modules/index.html | 24 ++- docs/_modules/oplot/matrix.html | 24 ++- docs/_modules/oplot/multi_plot.html | 24 ++- docs/_modules/oplot/multiplots.html | 24 ++- docs/_modules/oplot/outlier_scores.html | 24 ++- docs/_modules/oplot/plot_audio.html | 24 ++- docs/_modules/oplot/plot_data_set.html | 168 +++++++++++++++--- docs/_modules/oplot/plot_stats.html | 24 ++- docs/_modules/oplot/ui_scores_mapping.html | 24 ++- docs/_modules/oplot/util.html | 24 ++- docs/_static/css/badge_only.css | 2 +- docs/_static/css/theme.css | 2 +- docs/_static/documentation_options.js | 2 +- docs/genindex.html | 33 ++-- docs/index.html | 29 ++- docs/module_docs/oplot.html | 24 ++- docs/module_docs/oplot/matrix.html | 24 ++- docs/module_docs/oplot/multi_plot.html | 24 ++- docs/module_docs/oplot/multiplots.html | 24 ++- docs/module_docs/oplot/my.html | 24 ++- docs/module_docs/oplot/outlier_scores.html | 24 ++- docs/module_docs/oplot/plot_audio.html | 24 ++- docs/module_docs/oplot/plot_data_set.html | 65 +++++-- docs/module_docs/oplot/plot_stats.html | 24 ++- docs/module_docs/oplot/ui_scores_mapping.html | 24 ++- docs/module_docs/oplot/util.html | 24 ++- docs/objects.inv | Bin 1200 -> 1218 bytes docs/py-modindex.html | 24 ++- docs/search.html | 24 ++- docs/searchindex.js | 2 +- docs/table_of_contents.html | 25 ++- oplot/plot_data_set.py | 10 +- setup.cfg | 2 +- 34 files changed, 482 insertions(+), 364 deletions(-) diff --git a/docs/.buildinfo b/docs/.buildinfo index f4a4ebb..201ed51 100644 --- a/docs/.buildinfo +++ b/docs/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 6e50ad897fe6971f0581eb044208dc28 +config: 1feaaaa41af38943e2b5e5df91fa7d0f tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_modules/index.html b/docs/_modules/index.html index 06fdacc..4da03a3 100644 --- a/docs/_modules/index.html +++ b/docs/_modules/index.html @@ -1,27 +1,25 @@ + + - Overview: module code — oplot 0.1.11 documentation + Overview: module code — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/matrix.html b/docs/_modules/oplot/matrix.html index 3e1e1a4..725061e 100644 --- a/docs/_modules/oplot/matrix.html +++ b/docs/_modules/oplot/matrix.html @@ -1,27 +1,25 @@ + + - oplot.matrix — oplot 0.1.11 documentation + oplot.matrix — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/multi_plot.html b/docs/_modules/oplot/multi_plot.html index a9e4e7c..cf3a1f6 100644 --- a/docs/_modules/oplot/multi_plot.html +++ b/docs/_modules/oplot/multi_plot.html @@ -1,27 +1,25 @@ + + - oplot.multi_plot — oplot 0.1.11 documentation + oplot.multi_plot — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/multiplots.html b/docs/_modules/oplot/multiplots.html index 229c45e..5490848 100644 --- a/docs/_modules/oplot/multiplots.html +++ b/docs/_modules/oplot/multiplots.html @@ -1,27 +1,25 @@ + + - oplot.multiplots — oplot 0.1.11 documentation + oplot.multiplots — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/outlier_scores.html b/docs/_modules/oplot/outlier_scores.html index 66bd0df..a1ac2aa 100644 --- a/docs/_modules/oplot/outlier_scores.html +++ b/docs/_modules/oplot/outlier_scores.html @@ -1,27 +1,25 @@ + + - oplot.outlier_scores — oplot 0.1.11 documentation + oplot.outlier_scores — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/plot_audio.html b/docs/_modules/oplot/plot_audio.html index fd14add..ef7d889 100644 --- a/docs/_modules/oplot/plot_audio.html +++ b/docs/_modules/oplot/plot_audio.html @@ -1,27 +1,25 @@ + + - oplot.plot_audio — oplot 0.1.11 documentation + oplot.plot_audio — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + diff --git a/docs/_modules/oplot/plot_data_set.html b/docs/_modules/oplot/plot_data_set.html index f4dca97..ea6dc8c 100644 --- a/docs/_modules/oplot/plot_data_set.html +++ b/docs/_modules/oplot/plot_data_set.html @@ -1,27 +1,25 @@ + + - oplot.plot_data_set — oplot 0.1.11 documentation + oplot.plot_data_set — oplot 0.1.12 documentation - - - - - - - - - - + + + + + + + + @@ -108,20 +106,140 @@

Source code for oplot.plot_data_set

 
 """
 
-import numpy as np
-import matplotlib.pyplot as plt
-from sklearn.decomposition import PCA
-from sklearn.manifold import TSNE
-from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
-from mpl_toolkits.mplot3d import Axes3D
+import itertools
 import warnings
 from os.path import expanduser
 from time import gmtime, strftime
 import datetime
+from typing import Any, Mapping, Iterable, Optional, Dict, Callable, Union, Tuple
+
+import numpy as np
+import matplotlib.pyplot as plt
 from matplotlib.backends.backend_pdf import PdfPages
 import matplotlib.patches as mpatches
 import matplotlib
 
+from sklearn.decomposition import PCA
+from sklearn.manifold import TSNE
+from sklearn.discriminant_analysis import LinearDiscriminantAnalysis
+
+import seaborn as sns
+
+
+def ensure_dict(obj: Any) -> Mapping:
+    if isinstance(obj, Mapping):
+        return obj
+    else:
+        if isinstance(obj, Iterable):
+            return dict(enumerate(obj))
+        else:
+            raise ValueError(f'Cannot convert {obj} to a dictionary.')
+
+
+
[docs]def density_distribution(
+    data_dict: Mapping[str, np.ndarray],
+    *,
+    ax: Optional[plt.Axes] = None,
+    axvline_kwargs: Optional[Dict[str, Dict[str, Any]]] = None,
+    line_width: int = 3,
+    location_func: Callable = np.mean,
+    location_linestyle: str = '--',
+    display_location_text: bool = True,
+    colors: tuple = ('blue', 'orange', 'green', 'red', 'purple', 'brown'),
+    density_plot_func: Callable = sns.kdeplot,
+    density_plot_kwargs: Optional[Dict[str, Any]] = None,
+    text_kwargs: Optional[Union[Dict[str, Any], Iterable[Tuple[str, Any]]]] = (
+        ('x', 0.05),
+        ('y', 0.05),
+        ('bbox', dict(facecolor='white', alpha=0.5)),
+    ),
+    mean_line_kwargs: Optional[Dict[str, Any]] = None,
+):
+    """
+    Plots the density distribution of different data sets (arrays).
+    
+    Args:
+        data_dict (dict): A dictionary where keys are labels and values are arrays to plot.
+        ax (plt.Axes, optional): Matplotlib Axes object to plot on. If None, a new figure and axis will be created.
+        axvline_kwargs (dict, optional): A dictionary where keys are labels and values
+            are dictionaries of axvline kwargs.
+            If not provided, default colors and linestyle will be used.
+        line_width (int, optional): Width of the density plot lines.
+        display_means (bool, optional): Whether to display the means as text on the plot.
+        means_linestyle (str, optional): Linestyle for the mean vertical lines.
+        colors (tuple, optional): Tuple of colors to cycle through for the plots.
+        density_plot_func (Callable, optional): Function to use for density plotting.
+        density_plot_kwargs (dict, optional): Additional keyword arguments for density_plot_func.
+        text_kwargs (dict, optional): Additional keyword arguments for plt.text.
+        mean_line_kwargs (dict, optional): Additional keyword arguments for plt.axvline.
+
+    Example:
+
+        >>> import numpy as np
+        >>> data_dict = {
+        ...     'dist1': np.random.normal(0, 1, 100),
+        ...     'dist2': np.random.normal(5, 2, 100)
+        ... }
+        >>> density_distribution(data_dict)
+        >>> # This will plot the density distributions of dist1 and dist2 with vertical lines at their means.
+
+        >>> fig, ax = plt.subplots()
+        >>> density_distribution(data_dict, ax=ax, display_location_text=False, colors=('red', 'blue'))
+        >>> # This will plot the density distributions on the provided axis.
+        
+    """
+    # Define default colors and linestyle
+    colors_cycle = itertools.cycle(colors)
+
+    # Ensure data_dict is a dictionary
+    data_dict = ensure_dict(data_dict)
+
+    # Create a new figure and axis if ax is not provided
+    if ax is None:
+        fig, ax = plt.subplots()
+
+    # Plot density plots and add vertical lines for the mean of each distribution
+    for label, array in data_dict.items():
+        color = next(colors_cycle)
+        density_plot_func(
+            array, label=label, color=color, ax=ax, **(density_plot_kwargs or {})
+        )
+
+        # Make lines thicker if there are any lines plotted
+        if ax.lines:
+            ax.lines[-1].set_linewidth(line_width)
+
+        # Calculate and display location value
+        if location_func:
+            mean_value = location_func(array)
+            linestyle = location_linestyle
+
+            # Get axvline kwargs for the current label
+            if axvline_kwargs and label in axvline_kwargs:
+                kwargs = axvline_kwargs[label]
+                color = kwargs.get('color', color)
+                linestyle = kwargs.get('linestyle', linestyle)
+
+            # Add vertical line for the location
+            ax.axvline(
+                mean_value, color=color, linestyle=linestyle, **(mean_line_kwargs or {})
+            )
+
+        if display_location_text:
+            text_kwargs = dict(
+                (('x', 0.05), ('y', 0.05), ('bbox', dict(facecolor='white', alpha=0.5)))
+            )
+            # Add text box displaying the mean of each distribution
+            text_str = '\n'.join(
+                [f'{label}: {np.mean(array):.2f}' for label, array in data_dict.items()]
+            )
+            ax.text(
+                s=text_str, transform=ax.transAxes, **text_kwargs,
+            )
+
+    # Add legend
+    ax.legend()

+
 
 
[docs]def scatter_and_color_according_to_y(
     X,
@@ -137,7 +255,7 @@ 
Source code for oplot.plot_data_set
     super_alpha=10,
     cmap_col='viridis',
     *args,
-    **kwargs
+    **kwargs,
 ):
     """
     :param X: an array of feature vectors
@@ -231,9 +349,9 @@ 
Source code for oplot.plot_data_set
         else:
             X = X[:, :proj_dim]
 
-    if col is 'rainbow':
+    if col == 'rainbow':
         colors = matplotlib.cm.rainbow(np.linspace(0, 1, n_tags))
-    if col is 'random':
+    if col == 'random':
         colors = matplotlib.colors.hsv_to_rgb(np.random.rand(n_tags, 3))
 
     if projection == '1d':
@@ -253,7 +371,7 @@ 
Source code for oplot.plot_data_set
                     linewidths=0.05,
                     marker='+',
                     *args,
-                    **kwargs
+                    **kwargs,
                 )
                 if legend:
                     handle = mpatches.Patch(color=c, label=i)
@@ -279,7 +397,7 @@ 
Source code for oplot.plot_data_set
                     c=[c],
                     alpha=alpha,
                     *args,
-                    **kwargs
+                    **kwargs,
                 )
                 if legend:
                     handle = mpatches.Patch(color=c, label=i)
@@ -323,7 +441,7 @@ 
Source code for oplot.plot_data_set
                 c=y,
                 alpha=alpha,
                 *args,
-                **kwargs
+                **kwargs,
             )
             fig.colorbar(p)
 
diff --git a/docs/_modules/oplot/plot_stats.html b/docs/_modules/oplot/plot_stats.html
index 027693d..2812cc0 100644
--- a/docs/_modules/oplot/plot_stats.html
+++ b/docs/_modules/oplot/plot_stats.html
@@ -1,27 +1,25 @@
+
+
 
 
 
   
   
-  oplot.plot_stats — oplot 0.1.11 documentation
+  oplot.plot_stats — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
-        
-        
-        
+      
+      
+      
+      
+      
+      
+      
+      
     
     
      
diff --git a/docs/_modules/oplot/ui_scores_mapping.html b/docs/_modules/oplot/ui_scores_mapping.html
index 305f738..c51f485 100644
--- a/docs/_modules/oplot/ui_scores_mapping.html
+++ b/docs/_modules/oplot/ui_scores_mapping.html
@@ -1,27 +1,25 @@
+
+
 
 
 
   
   
-  oplot.ui_scores_mapping — oplot 0.1.11 documentation
+  oplot.ui_scores_mapping — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
-        
-        
-        
+      
+      
+      
+      
+      
+      
+      
+      
     
     
      
diff --git a/docs/_modules/oplot/util.html b/docs/_modules/oplot/util.html
index 7d2f029..82dfff7 100644
--- a/docs/_modules/oplot/util.html
+++ b/docs/_modules/oplot/util.html
@@ -1,27 +1,25 @@
+
+
 
 
 
   
   
-  oplot.util — oplot 0.1.11 documentation
+  oplot.util — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
-        
-        
-        
+      
+      
+      
+      
+      
+      
+      
+      
     
     
      
diff --git a/docs/_static/css/badge_only.css b/docs/_static/css/badge_only.css
index c718cee..88ba55b 100644
--- a/docs/_static/css/badge_only.css
+++ b/docs/_static/css/badge_only.css
@@ -1 +1 @@
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diff --git a/docs/_static/css/theme.css b/docs/_static/css/theme.css
index 19a446a..0f14f10 100644
--- a/docs/_static/css/theme.css
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diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js
index 26e2392..179572e 100644
--- a/docs/_static/documentation_options.js
+++ b/docs/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '0.1.11',
+    VERSION: '0.1.12',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/genindex.html b/docs/genindex.html
index c6c2b49..1a81742 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -1,27 +1,25 @@
+
+
 
 
 
   
   
-  Index — oplot 0.1.11 documentation
+  Index — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
-        
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+      
+      
+      
+      
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+      
     
     
      
@@ -91,6 +89,7 @@ 
Index

  A
  | B
  | C
+ | D
  | F
  | G
  | H
@@ -140,6 +139,14 @@ 
C

   
 
 
+
D

+
+  
+

+
 
F

 

   
    
diff --git a/docs/index.html b/docs/index.html
index 497decb..96b1aee 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  Welcome to oplot’s documentation! — oplot 0.1.11 documentation
+  Welcome to oplot’s documentation! — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
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-        
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+      
+      
+      
+      
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+      
     
     
     
@@ -135,6 +133,7 @@ 
    Welcome to oplot’s documentation!oplot.plot_data_set
-
    Release: 0.1.11
    
-
    Last change: Sep 05, 2024
    
+
    Release: 0.1.12
    
+
    Last change: Nov 04, 2024
    
 
 
 
diff --git a/docs/module_docs/oplot.html b/docs/module_docs/oplot.html
index 36f593f..c0b340f 100644
--- a/docs/module_docs/oplot.html
+++ b/docs/module_docs/oplot.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot — oplot 0.1.11 documentation
+  oplot — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
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+      
+      
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diff --git a/docs/module_docs/oplot/matrix.html b/docs/module_docs/oplot/matrix.html
index f607355..3ecf12d 100644
--- a/docs/module_docs/oplot/matrix.html
+++ b/docs/module_docs/oplot/matrix.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.matrix — oplot 0.1.11 documentation
+  oplot.matrix — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
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+      
+      
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diff --git a/docs/module_docs/oplot/multi_plot.html b/docs/module_docs/oplot/multi_plot.html
index 100da44..b2bc284 100644
--- a/docs/module_docs/oplot/multi_plot.html
+++ b/docs/module_docs/oplot/multi_plot.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.multi_plot — oplot 0.1.11 documentation
+  oplot.multi_plot — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
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+      
+      
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diff --git a/docs/module_docs/oplot/multiplots.html b/docs/module_docs/oplot/multiplots.html
index b01857b..108a1b7 100644
--- a/docs/module_docs/oplot/multiplots.html
+++ b/docs/module_docs/oplot/multiplots.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.multiplots — oplot 0.1.11 documentation
+  oplot.multiplots — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
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diff --git a/docs/module_docs/oplot/my.html b/docs/module_docs/oplot/my.html
index 9c2cde8..741dcb9 100644
--- a/docs/module_docs/oplot/my.html
+++ b/docs/module_docs/oplot/my.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.my — oplot 0.1.11 documentation
+  oplot.my — oplot 0.1.12 documentation
       
       
       
       
 
   
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diff --git a/docs/module_docs/oplot/outlier_scores.html b/docs/module_docs/oplot/outlier_scores.html
index 61b8234..a7dfe8d 100644
--- a/docs/module_docs/oplot/outlier_scores.html
+++ b/docs/module_docs/oplot/outlier_scores.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.outlier_scores — oplot 0.1.11 documentation
+  oplot.outlier_scores — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
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diff --git a/docs/module_docs/oplot/plot_audio.html b/docs/module_docs/oplot/plot_audio.html
index 7786e87..1f6626a 100644
--- a/docs/module_docs/oplot/plot_audio.html
+++ b/docs/module_docs/oplot/plot_audio.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.plot_audio — oplot 0.1.11 documentation
+  oplot.plot_audio — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
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diff --git a/docs/module_docs/oplot/plot_data_set.html b/docs/module_docs/oplot/plot_data_set.html
index 9f99929..5d12f87 100644
--- a/docs/module_docs/oplot/plot_data_set.html
+++ b/docs/module_docs/oplot/plot_data_set.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.plot_data_set — oplot 0.1.11 documentation
+  oplot.plot_data_set — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
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@@ -59,6 +57,7 @@
 
  • oplot.outlier_scores
    • 
 
  • oplot.plot_audio
    • 
 
  • oplot.plot_data_set
      
+
    • density_distribution()
      • 
 
    • ratio_comparison_vlines()
      • 
 
    • save_figs_to_pdf()
      • 
 
    • scatter_and_color_according_to_y()
      • 
@@ -108,6 +107,46 @@
 …    y_conf.append(1)
 y_conf = np.array(y_conf)
      
 
      scatter_and_color_according_to_y(X, y_conf, col=’rainbow’, dim_reduct=’LDA’, projection=’3d’)
      
+
      
+
      
+oplot.plot_data_set.density_distribution(data_dict: ~typing.Mapping[str, ~numpy.ndarray], *, ax: ~matplotlib.axes._axes.Axes | None = None, axvline_kwargs: ~typing.Dict[str, ~typing.Dict[str, ~typing.Any]] | None = None, line_width: int = 3, location_func: ~typing.Callable = <function mean>, location_linestyle: str = '--', display_location_text: bool = True, colors: tuple = ('blue', 'orange', 'green', 'red', 'purple', 'brown'), density_plot_func: ~typing.Callable = <function kdeplot>, density_plot_kwargs: ~typing.Dict[str, ~typing.Any] | None = None, text_kwargs: ~typing.Dict[str, ~typing.Any] | ~typing.Iterable[~typing.Tuple[str, ~typing.Any]] | None = (('x', 0.05), ('y', 0.05), ('bbox', {'facecolor': 'white', 'alpha': 0.5})), mean_line_kwargs: ~typing.Dict[str, ~typing.Any] | None = None)[source]
      
+
      Plots the density distribution of different data sets (arrays).
      
+
      
+
      Parameters:
      
+
        
+
      • data_dict (dict) – A dictionary where keys are labels and values are arrays to plot.
        • 
+
      • ax (plt.Axes, optional) – Matplotlib Axes object to plot on. If None, a new figure and axis will be created.
        • 
+
      • axvline_kwargs (dict, optional) – A dictionary where keys are labels and values
+are dictionaries of axvline kwargs.
+If not provided, default colors and linestyle will be used.
        • 
+
      • line_width (int, optional) – Width of the density plot lines.
        • 
+
      • display_means (bool, optional) – Whether to display the means as text on the plot.
        • 
+
      • means_linestyle (str, optional) – Linestyle for the mean vertical lines.
        • 
+
      • colors (tuple, optional) – Tuple of colors to cycle through for the plots.
        • 
+
      • density_plot_func (Callable, optional) – Function to use for density plotting.
        • 
+
      • density_plot_kwargs (dict, optional) – Additional keyword arguments for density_plot_func.
        • 
+
      • text_kwargs (dict, optional) – Additional keyword arguments for plt.text.
        • 
+
      • mean_line_kwargs (dict, optional) – Additional keyword arguments for plt.axvline.
        • 
+
      
+
      
+
      
+
      Example
      
+
      >>> import numpy as np
+>>> data_dict = {
+...     'dist1': np.random.normal(0, 1, 100),
+...     'dist2': np.random.normal(5, 2, 100)
+... }
+>>> density_distribution(data_dict)
+>>> # This will plot the density distributions of dist1 and dist2 with vertical lines at their means.
+
      
+
      
+
      >>> fig, ax = plt.subplots()
+>>> density_distribution(data_dict, ax=ax, display_location_text=False, colors=('red', 'blue'))
+>>> # This will plot the density distributions on the provided axis.
+
      
+
      
+
      
+
 
      
 
      
 oplot.plot_data_set.ratio_comparison_vlines(y1, y2, c1='b', c2='k')[source]
      
diff --git a/docs/module_docs/oplot/plot_stats.html b/docs/module_docs/oplot/plot_stats.html
index 391a609..e11faff 100644
--- a/docs/module_docs/oplot/plot_stats.html
+++ b/docs/module_docs/oplot/plot_stats.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.plot_stats — oplot 0.1.11 documentation
+  oplot.plot_stats — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
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diff --git a/docs/module_docs/oplot/ui_scores_mapping.html b/docs/module_docs/oplot/ui_scores_mapping.html
index bb3c7f6..6a964b0 100644
--- a/docs/module_docs/oplot/ui_scores_mapping.html
+++ b/docs/module_docs/oplot/ui_scores_mapping.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.ui_scores_mapping — oplot 0.1.11 documentation
+  oplot.ui_scores_mapping — oplot 0.1.12 documentation
       
       
       
       
 
   
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diff --git a/docs/module_docs/oplot/util.html b/docs/module_docs/oplot/util.html
index 17998d0..3f97b7c 100644
--- a/docs/module_docs/oplot/util.html
+++ b/docs/module_docs/oplot/util.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  oplot.util — oplot 0.1.11 documentation
+  oplot.util — oplot 0.1.12 documentation
       
       
       
       
 
   
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"continu": 10, "piec": 10, "sigmoid": 10, "middl": 10, "top": 10, "seen": 10, "train": 10, "min_lin_scor": 10, "max_lin_scor": 10, "top_bas": 10, "bottom_bas": 10, "revers": 10, "radiu": 10, "corner": 10, "control": 10, "exponenti": 10, "mirror": 10, "pyplot": 10, "sigmoid_map": 10, "linspac": 10, "all_norm": 10, "min_percentile_norm": 10, "25": 10, "max_percentile_norm": 10, "min_percentile_abnorm": 10, "max_percentile_abnorm": 10, "lower_bas": 10, "upper_bas": 10, "abnormal_fact": 10, "construct": 10, "raw": 10, "stroll": 10, "larg": 10, "small": 10, "adapt": 10, "otherwis": 10, "sai": 10, "decreas": 10, "averag": 10, "qualiti": 10, "chk_step": 11, "start_at": 11, "stop_at": 11, "return_tail": 11, "bt": 11, "tt": 11, "chunk": 11, "it_1": 11, "it_2": 11, "act": 11, "slice": 11, "exclud": 11, "element": 11, "begin": 11, "build": 11, "inclus": 11, "less": 11, "full": 11, "until": 11, "exhaust": 11, "here": 11, "possibli": 11, "cut": 11, "off": 11, "stop": 11, "17": 11, "try": 11, "assert": 11, "should": 11, "thing": 11, "13": 11, "30": 11, "19": 11, "18": 11, "oplot": 12}, "objects": {"": [[1, 0, 0, "-", "oplot"]], "oplot": [[2, 0, 0, "-", "matrix"], [3, 0, 0, "-", "multi_plot"], [4, 0, 0, "-", "multiplots"], [5, 0, 0, "-", "my"], [6, 0, 0, "-", "outlier_scores"], [7, 0, 0, "-", "plot_audio"], [8, 0, 0, "-", "plot_data_set"], [9, 0, 0, "-", "plot_stats"], [10, 0, 0, "-", "ui_scores_mapping"], [11, 0, 0, "-", "util"]], "oplot.matrix": [[2, 1, 1, "", "get_figsize_to_fit"], [2, 1, 1, "", "heatmap"], [2, 1, 1, "", "heatmap_sns"], [2, 1, 1, "", "hierarchical_cluster_sorted_heatmap"], [2, 1, 1, "", "plot_simil_mat_with_labels"], [2, 1, 1, "", "vlines_ranges"], [2, 1, 1, "", "xy_boxplot"]], "oplot.multi_plot": [[3, 1, 1, "", "ax_func_to_plot"], [3, 1, 1, "", "multi_row_plot"]], "oplot.multiplots": [[4, 1, 1, "", "ax_func_to_plot"], [4, 1, 1, "", "make_space_above"], [4, 1, 1, "", "multiplot_with_max_size"]], "oplot.outlier_scores": [[6, 1, 1, "", 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1, 1, "", "make_tables_tn_fp_fn_tp"], [9, 1, 1, "", "make_tn_fp_fn_tp_tag_lists"], [9, 1, 1, "", "pair_metrics_to_reference"], [9, 1, 1, "", "parallel_sort"], [9, 1, 1, "", "pick_equally_spaced_points"], [9, 1, 1, "", "plot_confusion_matrix"], [9, 1, 1, "", "plot_freqs_stats"], [9, 1, 1, "", "plot_outlier_metric_curve"], [9, 1, 1, "", "rebalance_scores"], [9, 1, 1, "", "rebalancing_normal_outlier_ratio"], [9, 1, 1, "", "render_mpl_table"], [9, 1, 1, "", "smooth_scores"], [9, 1, 1, "", "split_on_consecutive"], [9, 1, 1, "", "vlines"], [9, 1, 1, "", "wiggle_scores"], [9, 1, 1, "", "wiggle_values_keep_order"]], "oplot.ui_scores_mapping": [[10, 1, 1, "", "between_percentiles_mean"], [10, 1, 1, "", "make_bottom_part"], [10, 1, 1, "", "make_linear_part"], [10, 1, 1, "", "make_top_part"], [10, 1, 1, "", "make_ui_score_mapping"], [10, 1, 1, "", "tune_ui_map"]], "oplot.util": [[11, 1, 1, "", "fixed_step_chunker"]]}, "objtypes": {"0": "py:module", "1": "py:function"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"]}, "titleterms": {"welcom": 0, "oplot": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], "": 0, "document": 0, "content": [0, 12], "indic": 0, "tabl": 0, "matrix": 2, "multi_plot": 3, "multiplot": 4, "my": 5, "outlier_scor": 6, "plot_audio": 7, "plot_data_set": 8, "plot_stat": 9, "ui_scores_map": 10, "util": 11}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1, "sphinx": 57}, "alltitles": {"Welcome to oplot\u2019s documentation!": [[0, "welcome-to-oplot-s-documentation"]], "Contents:": [[0, null], [12, null]], "Indices and tables": [[0, "indices-and-tables"]], "oplot": [[1, "module-oplot"]], "oplot.matrix": [[2, "module-oplot.matrix"]], "oplot.multi_plot": [[3, "module-oplot.multi_plot"]], "oplot.multiplots": [[4, "module-oplot.multiplots"]], "oplot.my": [[5, "module-oplot.my"]], "oplot.outlier_scores": [[6, "module-oplot.outlier_scores"]], "oplot.plot_audio": [[7, "module-oplot.plot_audio"]], "oplot.plot_data_set": [[8, "module-oplot.plot_data_set"]], "oplot.plot_stats": [[9, "module-oplot.plot_stats"]], "oplot.ui_scores_mapping": [[10, "module-oplot.ui_scores_mapping"]], "oplot.util": [[11, "module-oplot.util"]]}, "indexentries": {"module": [[1, "module-oplot"], [2, "module-oplot.matrix"], [3, "module-oplot.multi_plot"], [4, "module-oplot.multiplots"], [5, "module-oplot.my"], [6, "module-oplot.outlier_scores"], [7, "module-oplot.plot_audio"], [8, "module-oplot.plot_data_set"], [9, "module-oplot.plot_stats"], [10, "module-oplot.ui_scores_mapping"], [11, "module-oplot.util"]], "oplot": [[1, "module-oplot"]], "get_figsize_to_fit() (in module oplot.matrix)": [[2, "oplot.matrix.get_figsize_to_fit"]], "heatmap() (in module oplot.matrix)": [[2, "oplot.matrix.heatmap"]], "heatmap_sns() (in module oplot.matrix)": [[2, "oplot.matrix.heatmap_sns"]], "hierarchical_cluster_sorted_heatmap() (in module oplot.matrix)": [[2, "oplot.matrix.hierarchical_cluster_sorted_heatmap"]], "oplot.matrix": [[2, "module-oplot.matrix"]], "plot_simil_mat_with_labels() (in module oplot.matrix)": [[2, "oplot.matrix.plot_simil_mat_with_labels"]], "vlines_ranges() (in module oplot.matrix)": [[2, "oplot.matrix.vlines_ranges"]], "xy_boxplot() (in module oplot.matrix)": [[2, "oplot.matrix.xy_boxplot"]], "ax_func_to_plot() (in module oplot.multi_plot)": [[3, "oplot.multi_plot.ax_func_to_plot"]], "multi_row_plot() (in module oplot.multi_plot)": [[3, "oplot.multi_plot.multi_row_plot"]], "oplot.multi_plot": [[3, "module-oplot.multi_plot"]], "ax_func_to_plot() (in module oplot.multiplots)": [[4, "oplot.multiplots.ax_func_to_plot"]], "make_space_above() (in module oplot.multiplots)": [[4, "oplot.multiplots.make_space_above"]], "multiplot_with_max_size() (in module oplot.multiplots)": [[4, "oplot.multiplots.multiplot_with_max_size"]], "oplot.multiplots": [[4, "module-oplot.multiplots"]], "oplot.my": [[5, "module-oplot.my"]], "find_last_normal_idx() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.find_last_normal_idx"]], "find_prop_markers() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.find_prop_markers"]], "get_confused_part() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.get_confused_part"]], "get_confusion_zones_percentiles() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.get_confusion_zones_percentiles"]], "get_confusion_zones_std() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.get_confusion_zones_std"]], "get_percentiles() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.get_percentiles"]], "oplot.outlier_scores": [[6, "module-oplot.outlier_scores"]], "plot_scores_and_zones() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.plot_scores_and_zones"]], "sort_scores_truth() (in module oplot.outlier_scores)": [[6, "oplot.outlier_scores.sort_scores_truth"]], "oplot.plot_audio": [[7, "module-oplot.plot_audio"]], "plot_lines() (in module oplot.plot_audio)": [[7, "oplot.plot_audio.plot_lines"]], "plot_spectro() (in module oplot.plot_audio)": [[7, "oplot.plot_audio.plot_spectro"]], "plot_wf() (in module oplot.plot_audio)": [[7, "oplot.plot_audio.plot_wf"]], "plot_wf_and_spectro() (in module oplot.plot_audio)": [[7, "oplot.plot_audio.plot_wf_and_spectro"]], "plot_wf_with_lines() (in module oplot.plot_audio)": [[7, "oplot.plot_audio.plot_wf_with_lines"]], "density_distribution() (in module oplot.plot_data_set)": [[8, "oplot.plot_data_set.density_distribution"]], "oplot.plot_data_set": [[8, "module-oplot.plot_data_set"]], "ratio_comparison_vlines() (in module oplot.plot_data_set)": [[8, "oplot.plot_data_set.ratio_comparison_vlines"]], "save_figs_to_pdf() (in module oplot.plot_data_set)": [[8, "oplot.plot_data_set.save_figs_to_pdf"]], "scatter_and_color_according_to_y() (in module oplot.plot_data_set)": [[8, "oplot.plot_data_set.scatter_and_color_according_to_y"]], "side_by_side_bar() (in module oplot.plot_data_set)": [[8, "oplot.plot_data_set.side_by_side_bar"]], "apply_function_on_consecutive() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.apply_function_on_consecutive"]], "area_under_points() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.area_under_points"]], "cumulative_tn_fp_fn_tp() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.cumulative_tn_fp_fn_tp"]], "get_tn_fp_fn_tp() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.get_tn_fp_fn_tp"]], "list_mult() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.list_mult"]], "make_heatmap() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.make_heatmap"]], "make_normal_outlier_timeline() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.make_normal_outlier_timeline"]], "make_tables_tn_fp_fn_tp() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.make_tables_tn_fp_fn_tp"]], "make_tn_fp_fn_tp_tag_lists() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.make_tn_fp_fn_tp_tag_lists"]], "oplot.plot_stats": [[9, "module-oplot.plot_stats"]], "pair_metrics_to_reference() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.pair_metrics_to_reference"]], "parallel_sort() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.parallel_sort"]], "pick_equally_spaced_points() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.pick_equally_spaced_points"]], "plot_confusion_matrix() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.plot_confusion_matrix"]], "plot_freqs_stats() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.plot_freqs_stats"]], "plot_outlier_metric_curve() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.plot_outlier_metric_curve"]], "rebalance_scores() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.rebalance_scores"]], "rebalancing_normal_outlier_ratio() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.rebalancing_normal_outlier_ratio"]], "render_mpl_table() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.render_mpl_table"]], "smooth_scores() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.smooth_scores"]], "split_on_consecutive() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.split_on_consecutive"]], "vlines() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.vlines"]], "wiggle_scores() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.wiggle_scores"]], "wiggle_values_keep_order() (in module oplot.plot_stats)": [[9, "oplot.plot_stats.wiggle_values_keep_order"]], "between_percentiles_mean() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.between_percentiles_mean"]], "make_bottom_part() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.make_bottom_part"]], "make_linear_part() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.make_linear_part"]], "make_top_part() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.make_top_part"]], "make_ui_score_mapping() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.make_ui_score_mapping"]], "oplot.ui_scores_mapping": [[10, "module-oplot.ui_scores_mapping"]], "tune_ui_map() (in module oplot.ui_scores_mapping)": [[10, "oplot.ui_scores_mapping.tune_ui_map"]], "fixed_step_chunker() (in module oplot.util)": [[11, "oplot.util.fixed_step_chunker"]], "oplot.util": [[11, "module-oplot.util"]]}})
\ No newline at end of file
diff --git a/docs/table_of_contents.html b/docs/table_of_contents.html
index e92b56c..b0a4489 100644
--- a/docs/table_of_contents.html
+++ b/docs/table_of_contents.html
@@ -1,28 +1,26 @@
+
+
 
 
 
   
 
   
-  <no title> — oplot 0.1.11 documentation
+  <no title> — oplot 0.1.12 documentation
       
       
       
       
 
   
-  
-  
-        
-        
-        
-        
-        
-        
-        
-        
+      
+      
+      
+      
+      
+      
+      
+      
     
     
      
@@ -132,6 +130,7 @@
 
    
 
    • 
 
  • oplot.plot_data_set
      
+
    • density_distribution()
      • 
 
    • ratio_comparison_vlines()
      • 
 
    • save_figs_to_pdf()
      • 
 
    • scatter_and_color_according_to_y()
      • 
diff --git a/oplot/plot_data_set.py b/oplot/plot_data_set.py
index 8328b42..26dd2a0 100644
--- a/oplot/plot_data_set.py
+++ b/oplot/plot_data_set.py
@@ -47,7 +47,7 @@ def ensure_dict(obj: Any) -> Mapping:
         if isinstance(obj, Iterable):
             return dict(enumerate(obj))
         else:
-            raise ValueError(f"Cannot convert {obj} to a dictionary.")
+            raise ValueError(f'Cannot convert {obj} to a dictionary.')
 
 
 def density_distribution(
@@ -144,13 +144,11 @@ def density_distribution(
                 (('x', 0.05), ('y', 0.05), ('bbox', dict(facecolor='white', alpha=0.5)))
             )
             # Add text box displaying the mean of each distribution
-            text_str = "\n".join(
-                [f"{label}: {np.mean(array):.2f}" for label, array in data_dict.items()]
+            text_str = '\n'.join(
+                [f'{label}: {np.mean(array):.2f}' for label, array in data_dict.items()]
             )
             ax.text(
-                s=text_str,
-                transform=ax.transAxes,
-                **text_kwargs,
+                s=text_str, transform=ax.transAxes, **text_kwargs,
             )
 
     # Add legend
diff --git a/setup.cfg b/setup.cfg
index c70b34a..44afa97 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,6 +1,6 @@
 [metadata]
 name = oplot
-version = 0.1.11
+version = 0.1.12
 url = https://github.com/otosense/oplot
 platforms = any
 description_file = README.md