{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "0deac92b", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "id": "visualization-intro", "metadata": {}, "source": [ "# Mastering Archetypal Analysis Visualization\n", "\n", "Welcome to this comprehensive visualization tutorial for **Archetypal Analysis**! While archetypal analysis produces powerful mathematical results, the real insights come from effective visualization of the discovered patterns.\n", "\n", "## Why Visualization Matters in Archetypal Analysis\n", "\n", "Archetypal analysis generates three key types of coefficients that can be challenging to interpret numerically:\n", "- **Mixture coefficients**: How each data point mixes the archetypes\n", "- **Archetypal Mixture coefficients**: How archetypes are built from original data\n", "- **Archetypes themselves**: The extreme \"pure types\" discovered\n", "\n", "**This tutorial focuses on two powerful visualization tools:**\n", "- **Simplex plots**: Geometric representation of data points in archetypal space\n", "- **Stacked bar charts**: Composition view showing archetypal mixtures\n", "\n", "Let's dive into creating compelling visualizations that reveal the hidden archetypal structure in your data!" ] }, { "cell_type": "code", "execution_count": 2, "id": "b741a369", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset: 150 flowers Ɨ 4 features\n", "Species: ['setosa' 'versicolor' 'virginica']\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import load_iris\n", "from archetypes import AA\n", "from archetypes.visualization import simplex, stacked_bar, set_cmap, get_cmap\n", "from archetypes.datasets import sort_by_archetype_similarity\n", "\n", "# Set up our data and model\n", "iris = load_iris()\n", "X = iris.data\n", "feature_names = iris.feature_names\n", "target_names = iris.target_names\n", "\n", "print(f\"Dataset: {X.shape[0]} flowers Ɨ {X.shape[1]} features\")\n", "print(f\"Species: {target_names}\")" ] }, { "cell_type": "markdown", "id": "setup-model", "metadata": {}, "source": [ "## Setting Up Our Archetypal Analysis Model\n", "\n", "Before we dive into visualizations, let's train a model on the Iris dataset and extract the key coefficients we'll be visualizing." ] }, { "cell_type": "code", "execution_count": 3, "id": "7405e83c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "āœ… Model trained successfully!\n", "šŸ“Š Final reconstruction error: 25.2730\n", "šŸ”„ Iterations: 48\n", "\n", "šŸŽÆ Results summary:\n", " Archetypes shape: (3, 4)\n", " Coefficients shape: (150, 3)\n", " Archetypal mixture coefficients shape: (3, 150)\n" ] } ], "source": [ "# Train archetypal analysis model\n", "model = AA(n_archetypes=3, random_state=42, max_iter=1000)\n", "model.fit(X)\n", "\n", "# Extract key results\n", "archetypes = model.archetypes_\n", "coefficients = model.coefficients_ # Mixture coefficients\n", "arch_coefficients = model.arch_coefficients_ # Archetypal Mixture coefficients\n", "\n", "print(f\"āœ… Model trained successfully!\")\n", "print(f\"šŸ“Š Final reconstruction error: {model.rss_:.4f}\")\n", "print(f\"šŸ”„ Iterations: {model.n_iter_}\")\n", "print(f\"\\nšŸŽÆ Results summary:\")\n", "print(f\" Archetypes shape: {archetypes.shape}\")\n", "print(f\" Coefficients shape: {coefficients.shape}\")\n", "print(f\" Archetypal mixture coefficients shape: {arch_coefficients.shape}\")" ] }, { "cell_type": "markdown", "id": "customize-colors", "metadata": {}, "source": [ "## šŸŽØ Customizing Color Schemes\n", "\n", "Before creating visualizations, let's explore how to customize color schemes. The `archetypes.visualization` module provides utilities for consistent, beautiful color schemes across all plots.\n", "\n", "### Available Color Controls:\n", "- **`set_cmap()`**: Set global colormap for all visualizations\n", "- **`get_cmap()`**: Get current colormap\n", "- **Integration with `pypalettes`**: Access professional color schemes\n", "\n", "Let's try a few different color schemes:" ] }, { "cell_type": "code", "execution_count": 4, "id": "color-demo", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pypalettes import load_cmap # load more colormaps\n", "\n", "# Demonstrate different color schemes\n", "color_schemes = [\"heat_vice\", \"Shuksan\", \"Charmonix\"] # pypalettes schemes\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "\n", "for i, scheme in enumerate(color_schemes):\n", " # Set the color scheme\n", " set_cmap(scheme)\n", "\n", " # Create a simple visualization\n", " ax = axes[i]\n", " cmap = get_cmap()\n", "\n", " # Show colors\n", " n = 3\n", " colors = cmap(np.linspace(0, 1, n))\n", " bars = ax.bar(range(n), [1] * n, color=colors)\n", " ax.set_title(f\"Color Scheme: {scheme}\", fontweight=\"bold\")\n", " ax.set_xticks(range(n))\n", " ax.set_ylim(0, 1.2)\n", " ax.set_axis_off()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "25104733", "metadata": {}, "outputs": [], "source": [ "# Set a nice color scheme for the rest of the tutorial\n", "cmap = set_cmap(\"heat_vice\")" ] }, { "cell_type": "markdown", "id": "f1d5388d", "metadata": {}, "source": [ "šŸŽØ Using AndyWarhol color scheme for the tutorial\n", "\n", ":::{tip}\n", "\n", "You can use any colormap supported by Matplotlib or `pypalettes`.\n", ":::\n" ] }, { "cell_type": "markdown", "id": "simplex-intro", "metadata": {}, "source": [ "## šŸ“ The Simplex Plot: Geometric Archetypal Visualization\n", "\n", "The **simplex plot** is the crown jewel of archetypal analysis visualization. It represents each data point's archetypal composition in a geometric space where:\n", "\n", "### šŸ” Understanding Simplex Geometry\n", "- **Corners (vertices)** = Pure archetypes (100% one type, 0% others)\n", "- **Edges** = Two-way mixtures between adjacent archetypes\n", "- **Interior** = Multi-way mixtures of all archetypes\n", "- **Distance from corner** = Dissimilarity from that pure archetypal form\n", "\n", "### Key Benefits:\n", "- **Intuitive interpretation**: Immediately see pure vs. mixed examples\n", "- **Pattern recognition**: Spot clusters, gradients, and outliers\n", "- **Archetypal purity**: Identify the most \"pure\" examples of each type\n", "\n", "Let's start with a basic simplex plot and gradually add customizations:" ] }, { "cell_type": "code", "execution_count": 6, "id": "basic-simplex", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a basic simplex plot\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "# Basic simplex plot\n", "simplex(\n", " coefficients, # Our similarity degrees (alpha coefficients)\n", " vertices_params={\"cmap\": cmap},\n", " ax=ax,\n", ")\n", "\n", "ax.set_title(\"Basic Simplex Plot: Iris Flowers in Archetypal Space\", fontsize=16, fontweight=\"bold\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "819e2639", "metadata": {}, "source": [ "šŸŽÆ Quick interpretation:\n", " - Each gray dot represents one iris flower\n", " - Colored X markers show the three archetypes (corners)\n", " - Points near corners are 'pure' examples\n", " - Points in center are balanced mixtures" ] }, { "cell_type": "markdown", "id": "simplex-parameters", "metadata": {}, "source": [ "## šŸ› ļø Simplex Function: Complete Parameter Guide\n", "\n", "The `simplex()` function offers extensive customization options. Let's explore each parameter group:\n", "\n", "### Core Parameters\n", "- **`points`**: The mixture coefficients matrix (n_samples Ɨ n_archetypes)\n", "- **`ax`**: Matplotlib axes object (optional)\n", "\n", "### Simplex Structure Controls\n", "- **`show_axis`**: Whether to draw the simplex edges (default: True)\n", "- **`axis_params`**: Styling for simplex edges (dict)\n", "- **`origin`**: Center position of simplex (default: (0,0))\n", "\n", "### Archetype Vertex Controls \n", "- **`show_vertices`**: Whether to show archetype markers (default: True)\n", "- **`vertices_params`**: Styling for archetype markers (dict)\n", "\n", "### Data Point Styling\n", "- **`**params`**: All matplotlib scatter parameters (color, size, alpha, etc.)\n", "\n", "Let's demonstrate these with progressively more sophisticated examples:" ] }, { "cell_type": "code", "execution_count": 7, "id": "simplex-advanced", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Advanced simplex plot with extensive customization\n", "fig, axes = plt.subplots(1, 3, figsize=(24, 6))\n", "axes = axes.ravel()\n", "\n", "# 1. Custom axis styling\n", "simplex(\n", " coefficients,\n", " show_axis=True,\n", " axis_params={\"color\": \"lightgrey\", \"linewidth\": 3, \"linestyle\": \"--\", \"alpha\": 0.7},\n", " ax=axes[0],\n", ")\n", "axes[0].set_title(\"Custom Simplex Edges\", fontweight=\"bold\")\n", "\n", "# 2. Custom vertex styling\n", "simplex(\n", " coefficients,\n", " vertices_params={\n", " \"c\": [\"red\", \"green\", \"blue\"],\n", " \"s\": 300,\n", " \"marker\": \"X\", # Square markers\n", " \"edgecolor\": \"black\",\n", " \"linewidth\": 2,\n", " },\n", " ax=axes[1],\n", ")\n", "axes[1].set_title(\"Custom Archetype Markers\", fontweight=\"bold\")\n", "\n", "# 3. Custom data point styling\n", "simplex(\n", " coefficients,\n", " # Color points by their true species\n", " c=iris.target,\n", " cmap=\"plasma\",\n", " marker=\"s\",\n", " s=50,\n", " alpha=0.3,\n", " ax=axes[2],\n", ")\n", "axes[2].set_title(\"Custom Data Point Styling\", fontweight=\"bold\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "fa9253b8", "metadata": {}, "source": [ "šŸŽØ Styling Options Demonstrated:\n", " 1. Custom simplex edge appearance\n", " 2. Different archetype marker styles\n", " 3. Custom data point colors and shapes" ] }, { "cell_type": "markdown", "id": "simplex-interpretation", "metadata": {}, "source": [ "### šŸ“Š Advanced Simplex Analysis Techniques\n", "\n", "Let's explore some advanced techniques for extracting insights from simplex plots:" ] }, { "cell_type": "code", "execution_count": 8, "id": "simplex-analysis", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Advanced analysis: Find and highlight archetypal extremes\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "\n", "# Calculate archetypal purity (how close to pure archetypes)\n", "max_similarity = np.max(coefficients, axis=1)\n", "dominant_archetype = np.argmax(coefficients, axis=1)\n", "\n", "# Left plot: Size points by purity\n", "simplex(\n", " coefficients,\n", " s=max_similarity**2 * 100, # Size proportional to purity\n", " c=dominant_archetype,\n", " alpha=0.5,\n", " vertices_params={\"s\": 200},\n", " ax=axes[0],\n", ")\n", "axes[0].set_title(\"Archetypal Purity\", fontweight=\"bold\")\n", "axes[0].legend(loc=\"upper right\")\n", "\n", "# Add explanatory text\n", "textstr = \"\\n\".join(\n", " [\n", " \"Larger points = more pure\\n(closer to a single archetype)\",\n", " ]\n", ")\n", "props = dict(boxstyle=\"round\", facecolor=\"whitesmoke\", alpha=0.8)\n", "axes[0].text(\n", " 0.6, 0.2, textstr, transform=axes[0].transAxes, fontsize=10, verticalalignment=\"top\", bbox=props\n", ")\n", "\n", "\n", "# Right plot: Identify most extreme examples\n", "# Find most pure examples of each archetype\n", "pure_examples = []\n", "for i in range(3):\n", " # Find the most similar to archetype i\n", " most_similar_idx = np.argmax(coefficients[:, i])\n", " pure_examples.append(most_similar_idx)\n", "\n", "# Regular simplex plot\n", "simplex(coefficients, alpha=0.3, ax=axes[1], vertices_params={\"s\": 200, \"alpha\": 0.1})\n", "simplex(\n", " coefficients[pure_examples],\n", " marker=\"*\",\n", " s=100,\n", " c=[0, 1, 2],\n", " show_vertices=False,\n", " zorder=2,\n", " ax=axes[1],\n", " label=\"Purest Observations\",\n", ")\n", "\n", "axes[1].set_title(\"Highlighting Purest Examples\", fontweight=\"bold\")\n", "axes[1].legend(loc=\"upper right\")\n", "\n", "textstr = \"\\n\".join(\n", " [\n", " \"Stars = most archetypal\\nexamples of each archetype\",\n", " ]\n", ")\n", "props = dict(boxstyle=\"round\", facecolor=\"whitesmoke\", alpha=0.8)\n", "axes[1].text(\n", " 0.6, 0.2, textstr, transform=axes[1].transAxes, fontsize=10, verticalalignment=\"top\", bbox=props\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "314af651", "metadata": {}, "source": [ "šŸ” Purity Analysis:\n", "- Average purity: 0.713\n", "- Most pure overall: 1.000\n", "- Least pure (most mixed): 0.360\n", "\n", "⭐ Purest examples of each archetype:\n", "- Archetype 1: Flower #60 (versicolor, purity: 0.898)\n", "- Archetype 2: Flower #22 (setosa, purity: 1.000)\n", "- Archetype 3: Flower #117 (virginica, purity: 1.000)" ] }, { "cell_type": "markdown", "id": "stacked-bar-intro", "metadata": {}, "source": [ "## šŸ“Š Stacked Bar Charts: Composition Analysis\n", "\n", "While simplex plots show geometric relationships, **stacked bar charts** excel at showing detailed compositional breakdowns. They're perfect for:\n", "\n", "### Key Advantages:\n", "- **Individual inspection**: Examine each data point's exact composition\n", "- **Ranking by purity**: Easily identify most/least pure examples\n", "- **Transition patterns**: See gradual changes between archetypal regions\n", "- **Quantitative precision**: Read exact percentage contributions\n", "\n", "### When to Use Stacked Bars vs Simplex:\n", "- **Simplex**: Overall patterns, clustering, geometric intuition\n", "- **Stacked bars**: Precise composition, individual analysis, ranking\n", "\n", "Let's start with basic stacked bar visualizations:" ] }, { "cell_type": "code", "execution_count": 9, "id": "basic-stacked", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Basic stacked bar chart\n", "fig, ax = plt.subplots(figsize=(14, 6))\n", "\n", "idx = np.random.choice(range(coefficients.shape[0]), size=30, replace=False)\n", "# Show 30 random flowers for clarity\n", "stacked_bar(coefficients[idx], cmap=cmap, ax=ax)\n", "\n", "ax.set_title(\"Stacked Bar Chart: Archetypal Composition of Flowers\", fontsize=16, fontweight=\"bold\")\n", "ax.set_xlabel(\"Flower Index\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "956d7ffe", "metadata": {}, "source": [ "šŸ“Š Reading the chart:\n", " - Each bar represents one flower\n", " - Bar height = 1.0 (all compositions sum to 100%)\n", " - Colors show archetypal contributions\n", " - Taller color segments = stronger resemblance to that archetype" ] }, { "cell_type": "markdown", "id": "stacked-parameters", "metadata": {}, "source": [ "## šŸ› ļø Stacked Bar Function: Parameter Reference\n", "\n", "The `stacked_bar()` function provides several customization options:\n", "\n", "### Core Parameters\n", "- **`points`**: The mixture coefficients matrix (n_samples Ɨ n_archetypes)\n", "- **`ax`**: Matplotlib axes object (optional)\n", "\n", "### Styling Parameters\n", "- **`color`**: Colors for each archetype (list or string)\n", "- **`edgecolor`**: Edge colors for bars\n", "- **`width`**: Bar width (default: 1)\n", "- **`**params`**: Additional matplotlib bar parameters\n", "\n", "Let's demonstrate these customization options:" ] }, { "cell_type": "code", "execution_count": 10, "id": "stacked-custom", "metadata": {}, "outputs": [ { "data": { "image/png": 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GEBcXJ5VptVrx8ssvi/j4eCGEEBcvXhT6+voiJydHCCFEVVWVsLCwEGvWrGm03YdVV1cLU1NTsWPHDqkMgJg2bZqsnpubmxg9enSj7dja2ooxY8ZIv2tqakSHDh2kd2PdunXCwcFB1NTUSHUqKyuFsbGx+Omnn4QQD97XgIAAWbt3794V7dq1Exs2bJDKevXqJebMmSO795AhQ2TXBQcHCz8/v0bjTUlJEebm5tLvhp5tXR988IHw8vKSxV8XALF161YhxP+e3erVq6XzycnJAoDYv3+/VDZ//nzh4OAg/X64/3X/fTYkNzdXABC3bt0SQgjxyy+/CABi27ZtsnoxMTHCycmp0fsIoVuehRBi+/btQk9PT1RXVzcaFxERERH9O3CmBhERERE9E4MHD0ZBQYF0LFmypMF6Go0GBgYG6Nevn1Rmbm4OBwcHaDQaAICHhwdOnjyJa9euISMjA56envD09ER6ejq0Wi0OHjwIT09PAEBhYSEqKipgbm4OExMT6SgpKcHvv/8u3cPW1haWlpbSbycnJ3h7e8PR0RFBQUFYtWoVysvLG+3f3bt3AUBauqq5Nv7++29cunQJAwYMkLUzYMAAqZ+16s7+aMzx48dRXV0Ne3t7WT8zMjKkfmo0GlleAcDNza3Zth+uZ2BgALVaLcXZqVMnvPXWW/j+++8BPFgeqrKyEkFBQY229+eff2LixImws7ODmZkZVCoVKioqcO7cuSb7XlBQAG9v7yZjrTsrQKFQwMrKSloeqbCwEGfOnIGpqamUo/bt2+PevXuy9+FhRkZGCA0Nlfp49OhR/Pbbb/VmKDycTzc3N9nz3LdvH7y9vWFtbQ1TU1OEhoairKxMWiqtOWFhYSgoKICDgwMiIyOxZ8+eZq+pm4+XXnoJAODo6Cgrq7t8VHPy8vIwbNgw2NjYwNTUFB4eHgDQ7LPTha55NjY2Rk1NjWxGBxERERH9Oxm0dABERERE9HxSKpWNLkX0qBwdHdG+fXtkZGQgIyMDsbGxsLKyQnx8PHJzc6HVauHu7g4AqKioQMeOHevtLQFAthmyUqmUndPX18fevXtx8OBB7NmzB0uXLsXs2bORk5PT4AbnFhYWAB4sh1U7ONJUG4+yYfLDsTWkoqIC+vr6yMvLq7dXiYmJic73elwREREIDQ3FV199hcTERAQHB0vLfzVk3LhxKCsrQ0JCAmxtbWFoaAg3N7d6m7Q/3HdjY+NmY3nhhRdkvxUKBWpqagA8yFOfPn2QlJRU77q6g1oNiYiIgLOzMy5cuIDExER4eXk90qbwpaWlGDp0KCZNmoTY2Fi0b98eWVlZmDBhAqqqqprMVy0XFxeUlJRg9+7d2LdvH0aOHAkfHx/ZHjMPq5sPhULRYFltfppz+/Zt+Pr6wtfXF0lJSbC0tMS5c+fg6+vb7LPTlS55vnHjBpRKpU7vAxERERE93zhTg4iIiIhaVLdu3XD//n3k5ORIZWVlZSguLkb37t0BPPgIO3DgQGzfvh0nTpzA66+/jl69eqGyshIrVqyAWq2WPqi6uLjgypUrMDAwQNeuXWVH7UBEYxQKBQYMGIDPP/8c+fn5aNOmDbZu3dpg3S5dukClUuHkyZM6taFSqdCpUydkZ2fL6mdnZ0v9bEybNm1QXV0tK+vduzeqq6tx9erVev20srKScls3rwBw+PDhJu/VUL379+8jLy8P3bp1k8r8/f2hVCqxfPlypKWlITw8vMn2srOzERkZCX9/f/To0QOGhoa4fv16s3H06tVL2jD6cbi4uOD06dPo0KFDvTyZmZkBaDi/wIPBNLVajVWrVuHHH39ssI8P5/Pw4cNSnvLy8lBTU4NFixahf//+sLe3x6VLlx65DyqVCsHBwVi1ahU2bNiAzZs3y/aHeZaKiopQVlaGuLg4DBw4EK+99tojzfKo60ny/Ntvv6F3796PdV8iIiIier5wUIOIiIiIWpSdnR0CAgIwceJEZGVlobCwEGPGjIG1tTUCAgKkep6enkhOToazszNMTEygp6eHQYMGISkpSVoOBwB8fHzg5uaGt99+G3v27EFpaSkOHjyI2bNn48iRI43GkZOTgy+++AJHjhzBuXPnsGXLFly7dk32Ib8uPT09+Pj4ICsrS+c2Pv74Y8THx2PDhg0oLi7GzJkzUVBQgKlTpzaZo86dO6OiogL79+/H9evXcefOHdjb22P06NEYO3YstmzZgpKSEvz666+YP38+du7cCQCIjIxEWloaFi5ciNOnT+Obb75BWlpa8w8FwLJly7B161YUFRXh/fffR3l5uexjs76+PsLCwjBr1izY2dk1u6yVnZ0d1q1bB41Gg5ycHIwePVqn/3UfExOD5ORkxMTEQKPR4Pjx44iPj9epDwAwevRoWFhYICAgAJmZmSgpKUF6ejoiIyNx4cIFAA/ye+zYMRQXF+P69evQarXS9REREYiLi4MQAoGBgfXaz87OxoIFC3Dq1CksW7YMKSkp0vPs2rUrtFotli5dij/++APr1q3Dt99+q3PsALB48WIkJyejqKgIp06dQkpKCqysrGSzjp4lGxsbtGnTRupDamoq5s6d+1htPUmeMzMz8eabbz52P4iIiIjo+cFBDSIiIiJqcYmJiejTpw+GDh0KNzc3CCGwa9cu2ZI5Hh4eqK6ulvbOAB4MdDxcplAosGvXLgwaNAjjx4+Hvb093n33XZw9e1baX6AhKpUKBw4cgL+/P+zt7REdHY1FixbBz8+v0WsiIiKwfv16aSmf5tqIjIzERx99hKioKDg6OiItLQ2pqamws7NrMj/u7u547733EBwcDEtLSyxYsEDK29ixYxEVFQUHBwe8/fbbyM3NhY2NDQCgf//+WLVqFRISEuDk5IQ9e/YgOjq6yXvViouLQ1xcHJycnJCVlYXU1NR6M11ql1EaP358s+199913KC8vh4uLC0JDQxEZGYkOHTo0e52npydSUlKQmpoKZ2dneHl54ddff9WpDwDQtm1bHDhwADY2NhgxYgS6deuGCRMm4N69e1CpVACAiRMnwsHBAWq1GpaWlrLZNCEhITAwMEBISIhs/5RaUVFROHLkCHr37o158+Zh8eLF8PX1BfBgj5XFixcjPj4ePXv2RFJSEubPn69z7ABgamqKBQsWQK1Ww9XVFaWlpdi1axf09P6ZP+UsLS2xZs0apKSkoHv37oiLi8PChQsfq63HzfPFixdx8OBBnd4zIiIiInr+KYQQoqWDICIiIiJqjYQQ6NevHz788EOEhIS0dDj/uMzMTHh7e+P8+fNNDhi1ZqWlpejSpQtyc3Ph4uIiO9e5c2dMmzYN06ZNa5ngniNN5fmTTz5BeXk5Vq5c2ULREREREdH/E87UICIiIiJ6TAqFAitXrsT9+/dbOpR/VGVlJS5cuIA5c+YgKCjouRzQ0Gq1uHLlCqKjo9G/f/96H9rp6dAlzx06dHjsJa+IiIiI6PnDQQ0iIiIioifg7OyM0NDQlg7jH5WcnAxbW1vcvHlTWgrreZOdnY2OHTsiNzf3kffBIN3pkueoqKjncuCMiIiIiB4Pl58iIiIiIiIiIiIiIqJWgTM1iIiIiIiIiIiIiIioVeCgBhERERERERERERERtQoc1CAiIiIiIiIiIiIiolaBgxpERERERERERERERNQqcFCDiIiIiIiIiIiIiIhaBQ5qEBERERERERERERFRq8BBDSIiIiIiIiIiIiIiahU4qEFERERERERERERERK3CfwHmumdqKvGA8wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Advanced stacked bar customizations\n", "fig, axes = plt.subplots(3, 1, figsize=(16, 12))\n", "\n", "# 1. Custom colors\n", "stacked_bar(coefficients[idx], color=[\"crimson\", \"forestgreen\", \"royalblue\"], ax=axes[0])\n", "axes[0].set_title(\"Custom Color Scheme\", fontweight=\"bold\", pad=20)\n", "axes[0].set_ylabel(\"Composition\")\n", "\n", "# 2. With custom edge colors for better separation\n", "stacked_bar(\n", " coefficients[idx],\n", " color=[\"crimson\", \"forestgreen\", \"royalblue\"],\n", " edgecolor=[\"darkred\", \"darkgreen\", \"darkblue\"],\n", " width=0.8, # Narrower bars\n", " ax=axes[1],\n", ")\n", "axes[1].set_title(\"With Edge Colors and Custom Width\", fontweight=\"bold\", pad=20)\n", "axes[1].set_ylabel(\"Composition\")\n", "\n", "# 3. Using sorted data for better pattern recognition\n", "sorted_coefficients, sort_info = sort_by_archetype_similarity(\n", " coefficients, [coefficients], archetypes\n", ")\n", "\n", "stacked_bar(sorted_coefficients, edgecolor=\"black\", ax=axes[2])\n", "axes[2].set_title(\n", " \"Sorted by Archetypal Similarity\\n(Shows clear transitions between types)\",\n", " fontweight=\"bold\",\n", " pad=20,\n", ")\n", "axes[2].set_ylabel(\"Composition\")\n", "axes[2].set_xlabel(\"Flowers (sorted by archetypal similarity)\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "48bf71e0", "metadata": {}, "source": [ "šŸŽØ Customization benefits:\n", " 1. Custom colors improve visual distinction\n", " 2. Edge colors help separate contributions\n", " 3. Sorting reveals archetypal progression patterns" ] }, { "cell_type": "markdown", "id": "comparative-analysis", "metadata": {}, "source": [ "### šŸ“ˆ Advanced Stacked Bar Analysis\n", "\n", "Let's explore some advanced techniques for extracting insights from stacked bar charts:" ] }, { "cell_type": "code", "execution_count": 11, "id": "advanced-stacked", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Advanced analysis: Identify interesting patterns\n", "fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n", "axes = axes.ravel()\n", "\n", "# 1. Most pure examples (high max similarity)\n", "pure_indices = np.argsort(max_similarity)[-20:] # 20 most pure\n", "pure_coefficients = coefficients[pure_indices]\n", "stacked_bar(pure_coefficients, ax=axes[0])\n", "axes[0].set_title(\"20 Most Archetypal Pure Examples\", fontweight=\"bold\")\n", "\n", "# 2. Most mixed examples (low max similarity)\n", "mixed_indices = np.argsort(max_similarity)[:20] # 20 most mixed\n", "mixed_coefficients = coefficients[mixed_indices]\n", "stacked_bar(mixed_coefficients, ax=axes[1])\n", "axes[1].set_title(\"20 Most Mixed Examples\", fontweight=\"bold\")\n", "\n", "# 3. Examples from each species\n", "species_coefficients = []\n", "for species_idx in range(3):\n", " species_mask = iris.target == species_idx\n", " species_data = coefficients[species_mask][:15] # First 15 of each species\n", " species_coefficients.append(species_data)\n", "\n", "combined_species = np.vstack(species_coefficients)\n", "stacked_bar(combined_species, ax=axes[2])\n", "axes[2].set_title(\"By Species: 15 each of Setosa|Versicolor|Virginica\", fontweight=\"bold\")\n", "\n", "# Add vertical lines to separate species\n", "axes[2].axvline(14.5, color=\"black\", linestyle=\"--\", alpha=0.7)\n", "axes[2].axvline(29.5, color=\"black\", linestyle=\"--\", alpha=0.7)\n", "\n", "# 4. Highlight transition examples (balanced mixtures)\n", "# Find examples that are roughly balanced between archetypes\n", "balance_score = np.std(coefficients, axis=1) # Low std = more balanced\n", "balanced_indices = np.argsort(balance_score)[:30] # 30 most balanced\n", "balanced_coefficients = coefficients[balanced_indices]\n", "stacked_bar(balanced_coefficients, ax=axes[3])\n", "axes[3].set_title(\"30 Most Balanced (Transitional) Examples\", fontweight=\"bold\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0dff2adc", "metadata": {}, "source": [ "šŸ” Pattern Analysis:\n", "- Pure examples: Clear dominance by single archetype\n", "- Mixed examples: More balanced contributions\n", "- Species patterns: Each species shows distinct archetypal signature\n", "- Transitional examples: Represent 'hybrid' forms" ] }, { "cell_type": "markdown", "id": "combined-analysis", "metadata": {}, "source": [ "## šŸŽÆ Combined Analysis: Simplex + Stacked Bars\n", "\n", "The real power comes from combining both visualization types! Let's create comprehensive analytical views that leverage the strengths of each approach:\n", "\n", "### Best Practices for Combined Analysis:\n", "1. **Use simplex for overview** → patterns, clusters, outliers\n", "2. **Use stacked bars for details** → precise compositions, rankings\n", "3. **Cross-reference findings** → validate patterns across both views\n", "4. **Interactive exploration** → identify interesting points in simplex, examine in detail with stacked bars" ] }, { "cell_type": "code", "execution_count": 12, "id": "combined-analysis", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Comprehensive combined analysis\n", "fig = plt.figure(figsize=(20, 12))\n", "\n", "# Create custom layout\n", "gs = fig.add_gridspec(3, 3, height_ratios=[2, 1, 1], width_ratios=[1, 1, 1])\n", "\n", "# Top row: Two simplex views\n", "ax1 = fig.add_subplot(gs[0, 0])\n", "ax2 = fig.add_subplot(gs[0, 1])\n", "ax3 = fig.add_subplot(gs[0, 2])\n", "\n", "# Simplex 1: Color by species (ground truth)\n", "simplex(\n", " coefficients,\n", " c=iris.target,\n", " s=60,\n", " alpha=0.7,\n", " vertices_params={\"c\": \"black\"},\n", " ax=ax1,\n", ")\n", "ax1.set_title(\"Simplex: Colored by True Species\", fontweight=\"bold\")\n", "\n", "# Simplex 2: Color by archetypal purity\n", "simplex(\n", " coefficients,\n", " c=max_similarity,\n", " cmap=\"viridis_r\", # Sequential colormap for purity\n", " s=60,\n", " alpha=0.7,\n", " vertices_params={\"c\": \"black\"},\n", " ax=ax2,\n", ")\n", "ax2.set_title(\"Simplex: Colored by Purity\", fontweight=\"bold\")\n", "\n", "# Simplex 3: Size by purity, color by dominant archetype\n", "simplex(\n", " coefficients,\n", " c=[i for i in dominant_archetype],\n", " s=max_similarity**2 * 100,\n", " alpha=0.6,\n", " ax=ax3,\n", ")\n", "ax3.set_title(\"Simplex: Colored by Dominant Archetype\", fontweight=\"bold\")\n", "\n", "# Middle row: Stacked bar - sorted by archetypal similarity\n", "ax4 = fig.add_subplot(gs[1, :])\n", "stacked_bar(sorted_coefficients, ax=ax4)\n", "ax4.set_title(\"Stacked Bars: All Flowers Sorted by Archetypal Similarity\", fontweight=\"bold\")\n", "ax4.set_ylabel(\"Composition\")\n", "\n", "# Bottom row: Focused stacked bars\n", "ax5 = fig.add_subplot(gs[2, 0])\n", "ax6 = fig.add_subplot(gs[2, 1])\n", "ax7 = fig.add_subplot(gs[2, 2])\n", "\n", "# Pure examples for each archetype\n", "for arch_idx in range(3):\n", " # Find examples with high similarity to this archetype\n", " arch_similarity = coefficients[:, arch_idx]\n", " top_indices = np.argsort(arch_similarity)[-15:] # Top 15\n", " arch_examples = coefficients[top_indices]\n", "\n", " ax = [ax5, ax6, ax7][arch_idx]\n", " stacked_bar(arch_examples, ax=ax)\n", " ax.set_title(f\"Top 15 Similar to Archetype {arch_idx+1}\", fontweight=\"bold\", fontsize=10)\n", " ax.set_xlabel(\"Examples\", fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5b60e48e", "metadata": {}, "source": [ " šŸ“ Simplex plots reveal:\n", " - Overall archetypal structure and clustering patterns\n", " - Relationship between species and discovered archetypes\n", " - Distribution of purity across the dataset\n", "\n", "šŸ“Š Stacked bar charts show:\n", " - Precise archetypal compositions for each flower\n", " - Clear transitions between archetypal regions\n", " - Most representative examples of each archetype\n", "\n", "šŸ”„ Combined insights:\n", " - Species correspond well to archetypal clusters\n", " - Some flowers are archetypal 'hybrids'\n", " - Clear archetypal hierarchy exists in the data" ] }, { "cell_type": "markdown", "id": "conclusion", "metadata": {}, "source": [ "## šŸŽ“ Key Takeaways\n", "\n", "Congratulations! You've mastered the art of archetypal analysis visualization. Here's what you've learned:\n", "\n", "### šŸ”‘ Core Visualization Concepts\n", "1. **Simplex plots**: Geometric representation revealing archetypal relationships\n", "2. **Stacked bar charts**: Precise compositional analysis and ranking\n", "3. **Combined analysis**: Leveraging strengths of multiple visualization types\n", "4. **Progressive disclosure**: Building complexity gradually for better understanding\n", "\n", "### šŸ› ļø Technical Skills Acquired\n", "- **Function mastery**: Complete control over `simplex()` and `stacked_bar()` parameters\n", "- **Color management**: Professional color schemes using `set_cmap()` and `pypalettes`\n", "- **Advanced styling**: Custom markers, colors, sizes, and annotations\n", "- **Data sorting**: Using `sort_by_archetype_similarity()` for better patterns\n", "\n", "### šŸ“Š Analytical Techniques\n", "- **Purity analysis**: Identifying most/least archetypal examples\n", "- **Pattern recognition**: Spotting clusters, transitions, and outliers\n", "- **Cross-validation**: Using ground truth labels to validate discoveries\n", "- **Interactive exploration**: Moving between overview and detail views\n", "\n", "### šŸŽÆ When to Use Each Visualization\n", "\n", "| Visualization | Best For | Key Strengths |\n", "|---------------|----------|---------------|\n", "| **Simplex Plot** | • Overall patterns
• Geometric intuition
• Cluster identification | • Natural archetypal space
• Easy pure/mixed distinction
• Handles any number of archetypes |\n", "| **Stacked Bar** | • Precise compositions
• Individual analysis
• Ranking by purity | • Quantitative precision
• Easy comparison
• Clear transitions |\n", "\n", "### šŸš€ Next Steps\n", "\n", "Ready to apply these techniques to your own data? Here are your next adventures:\n", "\n", "#### šŸ“š Advanced Techniques\n", "- **Interactive visualizations**: Add `plotly` for web-based exploration\n", "- **Animation**: Show archetypal evolution over time or iterations\n", "- **Custom layouts**: Design domain-specific visualization dashboards\n", "\n", "#### šŸŽØ Visualization Extensions\n", "- **Network plots**: Show relationships between archetypal regions\n", "- **Heatmaps**: Display archetypal similarity matrices\n", "- **Time series**: Track archetypal evolution over time\n", "- **Geographic plots**: Map archetypal patterns to geographic regions\n", "\n", "**Happy visualizing!** šŸŽ‰\n", "\n", "*Remember: Great visualizations don't just show data – they reveal insights that guide better decisions.*" ] } ], "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 5 }