diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..aab7bab --- /dev/null +++ b/.gitignore @@ -0,0 +1 @@ +python/__pycache__/origami_plot.cpython-311.pyc diff --git a/python/README.md b/python/README.md new file mode 100644 index 0000000..bec7f83 --- /dev/null +++ b/python/README.md @@ -0,0 +1,38 @@ + +# Origami Plot Library + +This library provides functions to create origami plots for visualizing multi-dimensional data. Origami plots are a unique way to represent multiple variables in a single, intuitive graphic. + +## Features + +- Create origami plots with customizable variables and ranges. +- Support for different color schemes, including colorblind-friendly options. +- Configurable figure size for different display needs. +- Grid lines and axis labels for better readability. + +## Installation + +To use the Origami Plot Library, clone the repository and import the module in your Python script or Jupyter notebook. + +```bash +git clone https://github.com/galsapir/origami_plot.git +``` + +Then, you can import the necessary functions in your Python script or Jupyter notebook: + +```python +from origami_plot import create_origami_plot, VariableConfig, ColorScheme +import pandas as pd +``` + +## Usage + +1. **Prepare your data:** Ensure your data is in a Pandas Series. +2. **Define variable configurations:** Create a list of `VariableConfig` objects specifying the name, minimum, and maximum values for each variable. +3. **Create the plot:** Use the `create_origami_plot` function to generate the plot, specifying the data, variable configurations, color scheme, and other optional parameters. + +For detailed usage examples, please refer to the provided Jupyter notebook in the repository. + +## Contributing + +If you would like to contribute to this project, please fork the repository and submit a pull request. diff --git a/python/origami-plot-examples-notebook.ipynb b/python/origami-plot-examples-notebook.ipynb new file mode 100644 index 0000000..10d8edc --- /dev/null +++ b/python/origami-plot-examples-notebook.ipynb @@ -0,0 +1,95 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from origami_plot import create_origami_plot, create_radar_plot, VariableConfig\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from dataclasses import dataclass\n", + "from typing import List, Tuple\n", + "import pandas as pd\n", + "from matplotlib.colors import LinearSegmentedColormap\n", + "import matplotlib.patches as patches\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Example usage\n", + "variable_configs = [\n", + " VariableConfig('mean', 0, 200),\n", + " VariableConfig('CV', 0, 30),\n", + " VariableConfig('GMI', 0, 10),\n", + " VariableConfig('in_range_70_180', 0, 100),\n", + " VariableConfig('above_180', 0, 100)\n", + "]\n", + "\n", + "# Create sample data with patient ID\n", + "data = {\n", + " 'patient_id': ['A001', 'B002'],\n", + " 'mean': [150, 160],\n", + " 'CV': [20, 22],\n", + " 'GMI': [7, 7.5],\n", + " 'in_range_70_180': [70, 75],\n", + " 'above_180': [20, 18]\n", + "}\n", + "df = pd.DataFrame(data)\n", + "\n", + "# Create the origami plot\n", + "create_origami_plot(df, variable_configs, title=\"Origami Plot\", show_legend=True)\n", + "\n", + "# Create the radar plot\n", + "create_radar_plot(df, variable_configs, title=\"Radar Plot\", show_legend=True)" + ] + } + ], + "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": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/python/origami_plot.py b/python/origami_plot.py new file mode 100644 index 0000000..cced479 --- /dev/null +++ b/python/origami_plot.py @@ -0,0 +1,187 @@ +import numpy as np +import matplotlib.pyplot as plt +from dataclasses import dataclass +from typing import List, Tuple, Optional +import pandas as pd +from matplotlib.colors import LinearSegmentedColormap +import matplotlib.patches as patches + +@dataclass +class VariableConfig: + name: str + min_value: float + max_value: float + +def create_radar_plot(df: pd.DataFrame, variable_configs: List[VariableConfig], + title: str = "", figsize: Tuple[int, int] = (10, 10), + show_legend: bool = True, show_title: bool = True) -> None: + fig, ax = plt.subplots(figsize=figsize, subplot_kw=dict(projection='polar')) + ax.set_theta_offset(np.pi / 2) + ax.set_theta_direction(-1) + + n_variables = len(variable_configs) + theta = np.linspace(0, 2 * np.pi, n_variables, endpoint=False) + + labels = [config.name for config in variable_configs] + + # Add the variable names as labels + ax.set_xticks(theta) + ax.set_xticklabels(labels, fontsize=24) + + # Move labels outward + ax.tick_params(pad=18) + + # Generate colors for generated signals + generated_colors = generate_colors(len(df) - 1) # Generate one less color + + # Plot each data series + for i, row in df.iterrows(): + values = [] + for config in variable_configs: + value = row[config.name] + normalized_value = (value - config.min_value) / (config.max_value - config.min_value) + values.append(normalized_value) + + values = np.array(values) + values = np.concatenate((values, [values[0]])) # repeat first value to close the polygon + + if i == 0: + label = 'Original Signal' + color = 'black' + alpha = 0.1 # You might want to adjust this for visibility + else: + label = f'Generated Signal {i}' + color = generated_colors[i-1] # Use generated colors for other signals + alpha = 0.2 + + ax.plot(np.concatenate((theta, [theta[0]])), values, color=color, linewidth=2, + label=label) + ax.fill(np.concatenate((theta, [theta[0]])), values, color=color, alpha=alpha) + + # Add points at the nodes + ax.scatter(theta, values[:-1], color=color, s=30, zorder=10) + + # Set the limits of the plot + ax.set_ylim(0, 1) + + # Add concentric circles for the grid at 25% intervals + ax.set_rgrids([0.25, 0.5, 0.75], angle=0, fontsize=20) + ax.set_yticklabels([]) + + # Add title if show_title is True + if show_title: + ax.set_title(title, pad=20) + + # Add legend if show_legend is True + if show_legend: + ax.legend(loc='lower center', bbox_to_anchor=(0.5, -0.1), ncol=2, fontsize=24) + + # Adjust the outermost ring to match inner rings + ax.spines['polar'].set_color('gray') # Set color to match inner rings + ax.spines['polar'].set_linewidth(0.5) # Set line width to match inner rings + ax.spines['polar'].set_alpha(0.2) # Set transparency to match inner rings + plt.tight_layout() + plt.show() + + +def create_origami_plot(df: pd.DataFrame, variable_configs: List[VariableConfig], + title: str = "", figsize: Tuple[int, int] = (10, 10), + show_legend: bool = True) -> None: + fig, ax = plt.subplots(figsize=figsize) + ax.set_xlim(-1.2, 1.2) + ax.set_ylim(-1.2, 1.2) + ax.set_aspect('equal') + ax.axis('off') + ax.set_title(title, pad=20) + + n_variables = len(variable_configs) + theta = np.linspace(0, 2 * np.pi, n_variables, endpoint=False) + theta = np.roll(theta, -1) # Ensure the first variable is at the top + + x_coordinates = np.cos(theta) + y_coordinates = np.sin(theta) + + # Draw main axes + for x, y, config in zip(x_coordinates, y_coordinates, variable_configs): + ax.plot([0, x], [0, y], color='gray', alpha=0.3, linewidth=1, linestyle='-') + # Add labels + label_x, label_y = x * 1.2, y * 1.2 + ha = 'left' if x > 0 else 'right' if x < 0 else 'center' + va = 'bottom' if y > 0 else 'top' if y < 0 else 'center' + ax.text(label_x, label_y, config.name, ha=ha, va=va, fontsize=8) + + # Draw grid + for i in range(1, 5): + circle = plt.Circle((0, 0), i / 4, fill=False, linestyle=':', linewidth=0.5, color='black') + ax.add_artist(circle) + ax.text(-0.05, i / 4, f'{i / 4:.2f}', ha='right', va='center', color='gray') + + # Generate colors for each data series + colors = generate_colors(len(df)) + + # Plot each data series + for i, row in df.iterrows(): + opacity = 1 if i == 0 else 0.5 # Full opacity for first series, half for others + plot_data_series(ax, row, variable_configs, colors[i], opacity, x_coordinates, y_coordinates) + + # Add legend if show_legend is True + if show_legend: + legend_elements = [ + plt.Line2D([0], [0], color=colors[0], lw=2, label=f'Patient {df.iloc[0, 0]} (outline)') + ] + if len(df) > 1: + legend_elements.extend([ + plt.Line2D([0], [0], color=colors[1], lw=2, alpha=0.5, label=f'Patient {df.iloc[1, 0]} (outline)') + ]) + ax.legend(handles=legend_elements, loc='upper right', bbox_to_anchor=(1.3, 1)) + + plt.tight_layout() + plt.show() + +def plot_data_series(ax, data, variable_configs, color, opacity, x_coordinates, y_coordinates): + n_variables = len(variable_configs) + + max_values = np.array([config.max_value for config in variable_configs]) + min_values = np.array([config.min_value for config in variable_configs]) + data_values = np.array([data[config.name] for config in variable_configs]) + + scale = (data_values - min_values) / (max_values - min_values) + + main_x = x_coordinates * scale + main_y = y_coordinates * scale + + # Calculate auxiliary points + aux_theta = np.linspace(0, 2 * np.pi, n_variables, endpoint=False) + (np.pi / n_variables) + aux_theta = np.roll(aux_theta, -1) # Ensure auxiliary points align with main points + aux_x = np.cos(aux_theta) * 0.1 + aux_y = np.sin(aux_theta) * 0.1 + + # Create a list of points for the polygon + polygon_points = [] + for i in range(n_variables): + polygon_points.append((main_x[i], main_y[i])) + polygon_points.append((aux_x[i], aux_y[i])) + + # Create and add the polygon patch + polygon = patches.Polygon(polygon_points, closed=True, fill=True, + facecolor=color, edgecolor=color, + alpha=opacity * 0.2) # Adjust alpha for fill opacity + ax.add_patch(polygon) + + # Draw lines and points + for i in range(n_variables): + next_i = (i + 1) % n_variables + ax.plot([main_x[i], aux_x[i], main_x[next_i]], + [main_y[i], aux_y[i], main_y[next_i]], + color=color, alpha=opacity, linewidth=2) + + # Plot main points + ax.scatter(main_x, main_y, color=color, alpha=opacity, s=30) + + # Plot auxiliary points + ax.scatter(aux_x, aux_y, color=color, alpha=opacity * 0.5, s=15) + +def generate_colors(n): + # Create a custom colormap + cmap = LinearSegmentedColormap.from_list("custom", ["#4B0082", "#9400D3", "#00CED1", "#20B2AA"]) + return [cmap(i) for i in np.linspace(0, 1, n)] \ No newline at end of file