From 11e77a77fcbba272ab7f8abaa7af660c40409dea Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 16:49:48 +0100 Subject: [PATCH 01/15] Include fransua's gradient coloring and alpha edges code --- pysankey/gradient_test.ipynb | 184 +++++++++++++++++++++++++++++++++++ pysankey/sankey/__init__.py | 74 ++++++++++++-- 2 files changed, 250 insertions(+), 8 deletions(-) create mode 100644 pysankey/gradient_test.ipynb diff --git a/pysankey/gradient_test.ipynb b/pysankey/gradient_test.ipynb new file mode 100644 index 0000000..e976dbf --- /dev/null +++ b/pysankey/gradient_test.ipynb @@ -0,0 +1,184 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sankey\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv(\n", + " 'fruits.txt', sep=' ', names=['true', 'predicted']\n", + ")\n", + "colorDict = {\n", + " 'apple':'#f71b1b',\n", + " 'blueberry':'#1b7ef7',\n", + " 'banana':'#f3f71b',\n", + " 'lime':'#12e23f',\n", + " 'orange':'#f78c1b',\n", + " 'kiwi':'#9BD937'\n", + "}\n", + "\n", + "ax = sankey.sankey(\n", + " df['true'],\n", + " df['predicted'],\n", + " colorDict=colorDict,\n", + " color_gradient=True\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sankey.sankey(\n", + " df['true'],\n", + " df['predicted'],\n", + " colorDict=colorDict,\n", + " color_gradient=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "alphaDict = {\n", + " 'apple': 0.65,\n", + " 'blueberry': 0.65,\n", + " 'banana': 0,\n", + " 'lime': 1,\n", + " 'orange': 0.65,\n", + " 'kiwi': 0.65\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sankey.sankey(\n", + " df['true'],\n", + " df['predicted'],\n", + " colorDict=colorDict,\n", + " alphaDict=alphaDict,\n", + " color_gradient=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sankey.sankey(\n", + " df['true'],\n", + " df['predicted'],\n", + " colorDict=colorDict,\n", + " alphaDict=alphaDict,\n", + ")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index b9c2f27..39b0ce2 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -29,8 +29,9 @@ from numpy import float64, ndarray from pandas.core.frame import DataFrame from pandas.core.series import Series +import matplotlib as mpl -from pysankey.sankey.exceptions import LabelMismatch, NullsInFrame, PySankeyException +# from pysankey.sankey.exceptions import LabelMismatch, NullsInFrame, PySankeyException LOGGER = logging.getLogger(__name__) @@ -72,6 +73,8 @@ def sankey( closePlot: bool = False, figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, + color_gradient: bool = False, + alphaDict: dict = None ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -128,6 +131,20 @@ def sankey( rightWidths, topEdge = _get_positions_and_total_widths( data_frame, rightLabels, "right" ) + # If no alphaDict given, make one + if alphaDict is None: + alphaDict = {} + for i, label in enumerate(all_labels): + alphaDict[label] = 0.65 + else: + missing = [label for label in all_labels if label not in alphaDict.keys()] + if missing: + msg = ( + "The alphaDict parameter is missing values for the following labels : " + ) + msg += "{}".format(", ".join(missing)) + raise ValueError(msg) + LOGGER.debug("The alphadict value are : %s", alphaDict) # Total vertical extent of diagram xMax = topEdge / aspect draw_vertical_bars( @@ -152,6 +169,8 @@ def sankey( rightLabels, rightWidths, xMax, + color_gradient, + alphaDict ) if figSize is not None: plt.gcf().set_size_inches(figSize) @@ -363,6 +382,8 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, + color_gradient: bool = False, + alphaDict: dict = None ) -> None: # Plot strips for leftLabel in leftLabels: @@ -398,13 +419,50 @@ def plot_strips( # right place leftWidths[leftLabel]["bottom"] += ns_l[leftLabel][rightLabel] rightWidths[rightLabel]["bottom"] += ns_r[leftLabel][rightLabel] - ax.fill_between( - np.linspace(0, xMax, len(ys_d)), - ys_d, - ys_u, - alpha=0.65, - color=colorDict[label_color], - ) + + if color_gradient: + if (leftLabel, rightLabel) in colorDict: + cleft = cright = colorDict[leftLabel, rightLabel] + else: + cleft = colorDict[leftLabel] + cright = colorDict[rightLabel] + if (leftLabel, rightLabel) in alphaDict: + alpha = alphaDict[leftLabel, rightLabel] + else: + alpha = alphaDict[label_color] + + x = list(np.linspace(0, xMax, len(ys_d))) + poly, = ax.fill(x + x[::-1] + [x[0]], list(ys_d) + list(ys_u)[::-1] + [ys_d[0]], facecolor='none') + + # get the extent of the axes + xmin, xmax = ax.get_xlim() + ymin, ymax = ax.get_ylim() + + # create a dummy image + img_data = np.arange(xmin,xmax,(xmax-xmin) / 100.) + img_data = img_data.reshape(img_data.size, 1).T + + # plot and clip the image + im = ax.imshow(img_data, aspect='auto', origin='lower', cmap=mpl.colors.LinearSegmentedColormap.from_list( + 'custom', [cleft, cright]), alpha=alpha, extent=[xmin,xmax,ymin,ymax]) + + im.set_clip_path(poly) + else: + if (leftLabel, rightLabel) in colorDict: + color = colorDict[leftLabel, rightLabel] + else: + color = colorDict[label_color] + if (leftLabel, rightLabel) in alphaDict: + alpha = alphaDict[leftLabel, rightLabel] + else: + alpha = alphaDict[label_color] + ax.fill_between( + np.linspace(0, xMax, len(ys_d)), + ys_d, + ys_u, + alpha=alpha, + color=colorDict[label_color], + ) ax.axis("off") From 1e3fae0078ca72885503076bf7f01e56bfa8c397 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 16:50:25 +0100 Subject: [PATCH 02/15] Reenable exception import --- pysankey/sankey/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 39b0ce2..b2326ee 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -31,7 +31,7 @@ from pandas.core.series import Series import matplotlib as mpl -# from pysankey.sankey.exceptions import LabelMismatch, NullsInFrame, PySankeyException +from pysankey.sankey.exceptions import LabelMismatch, NullsInFrame, PySankeyException LOGGER = logging.getLogger(__name__) From 433475bc2125f089654ab327ff95c665fba72e6a Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 3 Nov 2023 16:03:12 +0000 Subject: [PATCH 03/15] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pysankey/sankey/__init__.py | 32 ++++++++++++++++++++++---------- 1 file changed, 22 insertions(+), 10 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index b2326ee..68520ab 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -22,6 +22,7 @@ from collections import defaultdict from typing import Any, Dict, List, Optional, Set, Tuple, Union +import matplotlib as mpl import matplotlib.pyplot as plt import numpy as np import pandas as pd @@ -29,7 +30,6 @@ from numpy import float64, ndarray from pandas.core.frame import DataFrame from pandas.core.series import Series -import matplotlib as mpl from pysankey.sankey.exceptions import LabelMismatch, NullsInFrame, PySankeyException @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: dict = None + alphaDict: dict = None, ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -170,7 +170,7 @@ def sankey( rightWidths, xMax, color_gradient, - alphaDict + alphaDict, ) if figSize is not None: plt.gcf().set_size_inches(figSize) @@ -383,7 +383,7 @@ def plot_strips( rightWidths: Dict, xMax: float64, color_gradient: bool = False, - alphaDict: dict = None + alphaDict: dict = None, ) -> None: # Plot strips for leftLabel in leftLabels: @@ -432,26 +432,38 @@ def plot_strips( alpha = alphaDict[label_color] x = list(np.linspace(0, xMax, len(ys_d))) - poly, = ax.fill(x + x[::-1] + [x[0]], list(ys_d) + list(ys_u)[::-1] + [ys_d[0]], facecolor='none') + (poly,) = ax.fill( + x + x[::-1] + [x[0]], + list(ys_d) + list(ys_u)[::-1] + [ys_d[0]], + facecolor="none", + ) # get the extent of the axes xmin, xmax = ax.get_xlim() ymin, ymax = ax.get_ylim() # create a dummy image - img_data = np.arange(xmin,xmax,(xmax-xmin) / 100.) + img_data = np.arange(xmin, xmax, (xmax - xmin) / 100.0) img_data = img_data.reshape(img_data.size, 1).T # plot and clip the image - im = ax.imshow(img_data, aspect='auto', origin='lower', cmap=mpl.colors.LinearSegmentedColormap.from_list( - 'custom', [cleft, cright]), alpha=alpha, extent=[xmin,xmax,ymin,ymax]) + im = ax.imshow( + img_data, + aspect="auto", + origin="lower", + cmap=mpl.colors.LinearSegmentedColormap.from_list( + "custom", [cleft, cright] + ), + alpha=alpha, + extent=[xmin, xmax, ymin, ymax], + ) im.set_clip_path(poly) else: if (leftLabel, rightLabel) in colorDict: - color = colorDict[leftLabel, rightLabel] + colorDict[leftLabel, rightLabel] else: - color = colorDict[label_color] + colorDict[label_color] if (leftLabel, rightLabel) in alphaDict: alpha = alphaDict[leftLabel, rightLabel] else: From 5b057839b5a2db1643358f30ae511dad29cd75e5 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:26:08 +0100 Subject: [PATCH 04/15] Fix alphaDict types --- pysankey/sankey/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 68520ab..7962043 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: dict = None, + alphaDict: Optional[dict[str | tuple[str, str], float]] = None ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -382,8 +382,8 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, + alphaDict: dict[str|tuple[str, str], float], color_gradient: bool = False, - alphaDict: dict = None, ) -> None: # Plot strips for leftLabel in leftLabels: From e7cd74a7541fa498c4a3984b4c1f8e41ee067cdc Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:26:20 +0100 Subject: [PATCH 05/15] Use underline instead of unsed variable --- pysankey/sankey/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 7962043..363c6ba 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -483,7 +483,7 @@ def _get_positions_and_total_widths( ) -> Tuple[Dict, float64]: """Determine positions of label patches and total widths""" widths: Dict = defaultdict() - for i, label in enumerate(labels): + for _, label in enumerate(labels): label_widths = {} label_widths[side] = df[df[side] == label][side + "Weight"].sum() if i == 0: From 9427d31833c0e22c8e7c87f8af6d6c04e4d248fe Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 3 Nov 2023 16:26:36 +0000 Subject: [PATCH 06/15] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pysankey/sankey/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 363c6ba..b4829ba 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: Optional[dict[str | tuple[str, str], float]] = None + alphaDict: Optional[dict[str | tuple[str, str], float]] = None, ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -382,7 +382,7 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, - alphaDict: dict[str|tuple[str, str], float], + alphaDict: dict[str | tuple[str, str], float], color_gradient: bool = False, ) -> None: # Plot strips From fb6fdd89e6c23271025423a07c39328c3c695160 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:31:23 +0100 Subject: [PATCH 07/15] Fix index variable --- pysankey/sankey/__init__.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index b4829ba..de6e1ca 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -483,14 +483,14 @@ def _get_positions_and_total_widths( ) -> Tuple[Dict, float64]: """Determine positions of label patches and total widths""" widths: Dict = defaultdict() - for _, label in enumerate(labels): + for idx, label in enumerate(labels): label_widths = {} label_widths[side] = df[df[side] == label][side + "Weight"].sum() - if i == 0: + if idx == 0: label_widths["bottom"] = 0 label_widths["top"] = label_widths[side] else: - bottom_width = widths[labels[i - 1]]["top"] + bottom_width = widths[labels[idx - 1]]["top"] weighted_sum = 0.02 * df[side + "Weight"].sum() label_widths["bottom"] = bottom_width + weighted_sum label_widths["top"] = label_widths["bottom"] + label_widths[side] From 9683f561124e086806375958418b772648c73490 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:31:43 +0100 Subject: [PATCH 08/15] Fix plot_strips argument order --- pysankey/sankey/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index de6e1ca..da924bd 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -169,8 +169,8 @@ def sankey( rightLabels, rightWidths, xMax, - color_gradient, alphaDict, + color_gradient ) if figSize is not None: plt.gcf().set_size_inches(figSize) From 7cbd1323d25e8dfce9ddc03fbffeea3f7a4951ab Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 3 Nov 2023 16:32:28 +0000 Subject: [PATCH 09/15] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pysankey/sankey/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index da924bd..862f00f 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -170,7 +170,7 @@ def sankey( rightWidths, xMax, alphaDict, - color_gradient + color_gradient, ) if figSize is not None: plt.gcf().set_size_inches(figSize) From 325461d2fc1f0df137ec8776b86fc38f6f67a873 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:36:08 +0100 Subject: [PATCH 10/15] Use underline instead of unsed variable --- pysankey/sankey/__init__.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 862f00f..1bde7de 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -134,7 +134,7 @@ def sankey( # If no alphaDict given, make one if alphaDict is None: alphaDict = {} - for i, label in enumerate(all_labels): + for _, label in enumerate(all_labels): alphaDict[label] = 0.65 else: missing = [label for label in all_labels if label not in alphaDict.keys()] @@ -483,14 +483,14 @@ def _get_positions_and_total_widths( ) -> Tuple[Dict, float64]: """Determine positions of label patches and total widths""" widths: Dict = defaultdict() - for idx, label in enumerate(labels): + for i, label in enumerate(labels): label_widths = {} label_widths[side] = df[df[side] == label][side + "Weight"].sum() - if idx == 0: + if i == 0: label_widths["bottom"] = 0 label_widths["top"] = label_widths[side] else: - bottom_width = widths[labels[idx - 1]]["top"] + bottom_width = widths[labels[i - 1]]["top"] weighted_sum = 0.02 * df[side + "Weight"].sum() label_widths["bottom"] = bottom_width + weighted_sum label_widths["top"] = label_widths["bottom"] + label_widths[side] From bc745b777caafdfda29c119cb1d310718d214c36 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Fri, 3 Nov 2023 17:45:08 +0100 Subject: [PATCH 11/15] Allow tuple input for colorDict in plot_strips() --- pysankey/sankey/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 1bde7de..4a51a7b 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -372,7 +372,7 @@ def _create_dataframe( def plot_strips( ax: Any, - colorDict: Union[Dict[str, Tuple[float, float, float]], Dict[str, str]], + colorDict: Union[Dict[str|tuple[str, str], Tuple[float, float, float]], Dict[str|tuple[str, str], str]], dataFrame: DataFrame, leftLabels: ndarray, leftWidths: Dict, From 5adac93e352e544ae151d63458523652361004d6 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 3 Nov 2023 16:45:52 +0000 Subject: [PATCH 12/15] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- pysankey/sankey/__init__.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 4a51a7b..c6589a7 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -372,7 +372,10 @@ def _create_dataframe( def plot_strips( ax: Any, - colorDict: Union[Dict[str|tuple[str, str], Tuple[float, float, float]], Dict[str|tuple[str, str], str]], + colorDict: Union[ + Dict[str | tuple[str, str], Tuple[float, float, float]], + Dict[str | tuple[str, str], str], + ], dataFrame: DataFrame, leftLabels: ndarray, leftWidths: Dict, From 9a2768af14818acd07511f3dfbcf094e2724ee71 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Mon, 6 Nov 2023 11:12:32 +0100 Subject: [PATCH 13/15] Decrease branches by calculating alpha before the gradient check #36 --- pysankey/sankey/__init__.py | 28 ++++++++++++---------------- 1 file changed, 12 insertions(+), 16 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index c6589a7..2bdf916 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: Optional[dict[str | tuple[str, str], float]] = None, + alphaDict: Optional[dict[Union[str, tuple[str, str]], float]] = None, ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -142,7 +142,7 @@ def sankey( msg = ( "The alphaDict parameter is missing values for the following labels : " ) - msg += "{}".format(", ".join(missing)) + msg += ", ".join(missing) raise ValueError(msg) LOGGER.debug("The alphadict value are : %s", alphaDict) # Total vertical extent of diagram @@ -373,8 +373,8 @@ def _create_dataframe( def plot_strips( ax: Any, colorDict: Union[ - Dict[str | tuple[str, str], Tuple[float, float, float]], - Dict[str | tuple[str, str], str], + Dict[Union[str, tuple[str, str]], Tuple[float, float, float]], + Dict[Union[str, tuple[str, str]], str], ], dataFrame: DataFrame, leftLabels: ndarray, @@ -385,7 +385,7 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, - alphaDict: dict[str | tuple[str, str], float], + alphaDict: dict[Union[str, tuple[str, str]], float], color_gradient: bool = False, ) -> None: # Plot strips @@ -423,16 +423,16 @@ def plot_strips( leftWidths[leftLabel]["bottom"] += ns_l[leftLabel][rightLabel] rightWidths[rightLabel]["bottom"] += ns_r[leftLabel][rightLabel] + if (leftLabel, rightLabel) in alphaDict: + alpha = alphaDict[leftLabel, rightLabel] + else: + alpha = alphaDict[label_color] if color_gradient: if (leftLabel, rightLabel) in colorDict: cleft = cright = colorDict[leftLabel, rightLabel] else: cleft = colorDict[leftLabel] cright = colorDict[rightLabel] - if (leftLabel, rightLabel) in alphaDict: - alpha = alphaDict[leftLabel, rightLabel] - else: - alpha = alphaDict[label_color] x = list(np.linspace(0, xMax, len(ys_d))) (poly,) = ax.fill( @@ -464,19 +464,15 @@ def plot_strips( im.set_clip_path(poly) else: if (leftLabel, rightLabel) in colorDict: - colorDict[leftLabel, rightLabel] - else: - colorDict[label_color] - if (leftLabel, rightLabel) in alphaDict: - alpha = alphaDict[leftLabel, rightLabel] + color = colorDict[leftLabel, rightLabel] else: - alpha = alphaDict[label_color] + color = colorDict[label_color] ax.fill_between( np.linspace(0, xMax, len(ys_d)), ys_d, ys_u, alpha=alpha, - color=colorDict[label_color], + color=color, ) ax.axis("off") From e0ca5a892b6a427d500410db5a52af02f67b3184 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Mon, 6 Nov 2023 12:45:13 +0100 Subject: [PATCH 14/15] Use pre 3.9 typing annotations for tuples #36 --- pysankey/sankey/__init__.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index 2bdf916..eae1d99 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: Optional[dict[Union[str, tuple[str, str]], float]] = None, + alphaDict: Optional[dict[Union[str, Tuple[str, str]], float]] = None, ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -373,8 +373,8 @@ def _create_dataframe( def plot_strips( ax: Any, colorDict: Union[ - Dict[Union[str, tuple[str, str]], Tuple[float, float, float]], - Dict[Union[str, tuple[str, str]], str], + Dict[Union[str, Tuple[str, str]], Tuple[float, float, float]], + Dict[Union[str, Tuple[str, str]], str], ], dataFrame: DataFrame, leftLabels: ndarray, @@ -385,7 +385,7 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, - alphaDict: dict[Union[str, tuple[str, str]], float], + alphaDict: dict[Union[str, Tuple[str, str]], float], color_gradient: bool = False, ) -> None: # Plot strips From 90bcdbbdb467699ec77e4507aa495bca3a772211 Mon Sep 17 00:00:00 2001 From: pintergreg Date: Mon, 6 Nov 2023 13:31:32 +0100 Subject: [PATCH 15/15] Use pre 3.9 typing annotations for dicts #36 --- pysankey/sankey/__init__.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pysankey/sankey/__init__.py b/pysankey/sankey/__init__.py index eae1d99..6904a74 100644 --- a/pysankey/sankey/__init__.py +++ b/pysankey/sankey/__init__.py @@ -74,7 +74,7 @@ def sankey( figSize: Optional[Tuple[int, int]] = None, ax: Optional[Any] = None, color_gradient: bool = False, - alphaDict: Optional[dict[Union[str, Tuple[str, str]], float]] = None, + alphaDict: Optional[Dict[Union[str, Tuple[str, str]], float]] = None, ) -> Any: """ Make Sankey Diagram showing flow from left-->right @@ -385,7 +385,7 @@ def plot_strips( rightLabels: ndarray, rightWidths: Dict, xMax: float64, - alphaDict: dict[Union[str, Tuple[str, str]], float], + alphaDict: Dict[Union[str, Tuple[str, str]], float], color_gradient: bool = False, ) -> None: # Plot strips