{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example : multiclass classification of the Iris dataset\n", "\n", "This example script can be found at `aweSOM/examples/iris/iris.ipynb`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single aweSOM realization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import aweSOM and iris dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from aweSOM import Lattice\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import load_iris" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basic information about the dataset" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of the data : (150, 4)\n", "Labeled classes : ['setosa' 'versicolor' 'virginica']\n", "Features in the set : ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n" ] } ], "source": [ "iris = load_iris()\n", "\n", "print(\"Shape of the data :\", iris.data.shape)\n", "print(\"Labeled classes :\", iris.target_names)\n", "print(\"Features in the set :\", iris.feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the dataset in a few different ways" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 20})\n", "\n", "# Histogram\n", "plt.figure(figsize=(10, 10))\n", "plt.hist(iris.data[:,0], bins=20, color='r', alpha=0.5, label='Sepal Length')\n", "plt.hist(iris.data[:,1], bins=20, color='g', alpha=0.5, label='Sepal Width')\n", "plt.hist(iris.data[:,2], bins=20, color='b', alpha=0.5, label='Petal Length')\n", "plt.hist(iris.data[:,3], bins=20, color='y', alpha=0.5, label='Petal Width')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatter plots\n", "fig, axs = plt.subplots(2, 2, figsize=(20, 18))\n", "scatter = axs[0,0].scatter(iris.data[:,0], iris.data[:,1], c=iris.target, cmap='viridis')\n", "axs[0,0].set_xlabel('Sepal Length (cm)')\n", "axs[0,0].set_ylabel('Sepal Width (cm)')\n", "axs[0,1].scatter(iris.data[:,0], iris.data[:,2], c=iris.target, cmap='viridis')\n", "axs[0,1].set_xlabel('Sepal Length (cm)')\n", "axs[0,1].set_ylabel('Petal Length (cm)')\n", "axs[1,0].scatter(iris.data[:,0], iris.data[:,3], c=iris.target, cmap='viridis')\n", "axs[1,0].set_xlabel('Sepal Length (cm)')\n", "axs[1,0].set_ylabel('Petal Width (cm)')\n", "axs[1,1].scatter(iris.data[:,1], iris.data[:,2], c=iris.target, cmap='viridis')\n", "axs[1,1].set_xlabel('Sepal Width (cm)')\n", "axs[1,1].set_ylabel('Petal Length (cm)')\n", "plt.legend(scatter.legend_elements()[0], iris.target_names, loc=\"upper right\", title=\"Classes\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pre-processing step : normalize data with either MinMaxScaler (shift the distribution to between 0 and 1) or StandardScaler (shift the mean to 0 and standard deviation of the sample to 1). Here we use the custom scaler described in Ha et al. 2024" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import aweSOM.run_som as rs\n", "iris_data_transformed = rs.manual_scaling(iris.data)\n", "\n", "plt.figure(figsize=(10, 10))\n", "plt.hist(iris_data_transformed[:,0], bins=20, color='r', label='Sepal Length', histtype='step', linewidth=2)\n", "plt.hist(iris_data_transformed[:,1], bins=20, color='g', label='Sepal Width', histtype='step', linewidth=2)\n", "plt.hist(iris_data_transformed[:,2], bins=20, color='b', label='Petal Length', histtype='step', linewidth=2)\n", "plt.hist(iris_data_transformed[:,3], bins=20, color='y', label='Petal Width', histtype='step', linewidth=2)\n", "plt.xlabel('Normalized Feature Value')\n", "plt.ylabel('Frequency')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example lattice:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize the SOM map" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "constructing aweSOM lattice for xdim=20, ydim=8, alpha=1.0, train=1000000...\n" ] } ], "source": [ "xdim, ydim = 20, 8 # small map since there are only 150 samples\n", "alpha_0 = 1.\n", "train = 1000000\n", "\n", "print(f'constructing aweSOM lattice for xdim={xdim}, ydim={ydim}, alpha={alpha_0}, train={train}...', flush=True)\n", "map=Lattice(xdim, ydim, alpha_0, train, )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Train the SOM with only one batch" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting epoch is: 0\n", "stopping epoch is: 1000000\n", "Saving lattice every 5000 epochs\n", "Begin training\n", "Evaluating epoch = 0\n", "Decaying learning rate to 0.75 at epoch 40000\n", "Decaying learning rate to 0.5625 at epoch 80000\n", "Evaluating epoch = 100000\n", "Decaying learning rate to 0.421875 at epoch 120000\n", "Decaying learning rate to 0.31640625 at epoch 160000\n", "Evaluating epoch = 200000\n", "Decaying learning rate to 0.2373046875 at epoch 200000\n", "Decaying learning rate to 0.177978515625 at epoch 240000\n", "Decaying learning rate to 0.13348388671875 at epoch 280000\n", "Evaluating epoch = 300000\n", "Decaying learning rate to 0.1001129150390625 at epoch 320000\n", "Decaying learning rate to 0.07508468627929688 at epoch 360000\n", "Evaluating epoch = 400000\n", "Decaying learning rate to 0.056313514709472656 at epoch 400000\n", "Decaying learning rate to 0.04223513603210449 at epoch 440000\n", "Decaying learning rate to 0.03167635202407837 at epoch 480000\n", "Evaluating epoch = 500000\n", "Shrinking neighborhood size to 21 at epoch 519210\n", "Decaying learning rate to 0.023757264018058777 at epoch 520000\n", "Shrinking neighborhood size to 20 at epoch 538440\n", "Shrinking neighborhood size to 19 at epoch 557670\n", "Decaying learning rate to 0.017817948013544083 at epoch 560000\n", "Shrinking neighborhood size to 18 at epoch 576900\n", "Shrinking neighborhood size to 17 at epoch 596130\n", "Evaluating epoch = 600000\n", "Decaying learning rate to 0.013363461010158062 at epoch 600000\n", "Shrinking neighborhood size to 16 at epoch 615360\n", "Shrinking neighborhood size to 15 at epoch 634590\n", "Decaying learning rate to 0.010022595757618546 at epoch 640000\n", "Shrinking neighborhood size to 14 at epoch 653820\n", "Shrinking neighborhood size to 13 at epoch 673050\n", "Decaying learning rate to 0.00751694681821391 at epoch 680000\n", "Shrinking neighborhood size to 12 at epoch 692280\n", "Evaluating epoch = 700000\n", "Shrinking neighborhood size to 11 at epoch 711510\n", "Decaying learning rate to 0.005637710113660432 at epoch 720000\n", "Shrinking neighborhood size to 10 at epoch 730740\n", "Shrinking neighborhood size to 9 at epoch 749970\n", "Decaying learning rate to 0.004228282585245324 at epoch 760000\n", "Shrinking neighborhood size to 8 at epoch 769200\n", "Evaluating epoch = 800000\n", "Decaying learning rate to 0.0031712119389339932 at epoch 800000\n", "Decaying learning rate to 0.002378408954200495 at epoch 840000\n", "Decaying learning rate to 0.0017838067156503712 at epoch 880000\n", "Evaluating epoch = 900000\n", "Decaying learning rate to 0.0013378550367377784 at epoch 920000\n", "Decaying learning rate to 0.0010033912775533338 at epoch 960000\n", "Evaluating epoch = 1000000\n", "Terminating from step limit reached at epoch 1000000\n", "Training complete\n" ] } ], "source": [ "labels = iris.target\n", "feature_names = iris.feature_names\n", "\n", "map.train_lattice(iris_data_transformed,feature_names,labels,)\n", "lattice = map.lattice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize result with Umatrix" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'UMatrix for 20x8 SOM')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map.umat = map.compute_umat(smoothing=None)\n", "unique_centroids = map.get_unique_centroids(map.compute_centroids())\n", "\n", "unique_centroids['position_x'] = [x+0.5 for x in unique_centroids['position_x']]\n", "unique_centroids['position_y'] = [y+0.5 for y in unique_centroids['position_y']]\n", "\n", "X,Y = np.meshgrid(np.arange(xdim)+0.5, np.arange(ydim)+0.5)\n", "\n", "plt.figure(dpi=250)\n", "plt.pcolormesh(np.log10(map.umat.T), cmap='viridis')\n", "plt.scatter(unique_centroids['position_x'],unique_centroids['position_y'], color='red', s=10)\n", "plt.colorbar(fraction=0.02)\n", "plt.contour(X, Y, np.log10(map.umat.T), levels=np.linspace(np.log10(np.min(map.umat)),np.log10(np.max(map.umat)), 20), colors='black', alpha=0.5)\n", "plt.gca().set_aspect(\"equal\")\n", "plt.title(rf'UMatrix for {xdim}x{ydim} SOM')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of centroids: 6\n" ] } ], "source": [ "print('Number of centroids:', len(unique_centroids['position_x']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also look at the history of the map with umat_history (and lattice_history)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lattice_history = np.array(map.lattice_history)\n", "umat_history = np.array(map.umat_history)\n", "steps = np.linspace(0, lattice_history.shape[0] * map.save_frequency, lattice_history.shape[0], endpoint=False, dtype=int)\n", "\n", "xdim = map.xdim\n", "ydim = map.ydim\n", "alpha_0 = map.alpha_0\n", "train = map.train\n", "X,Y = np.meshgrid(np.arange(xdim)+0.5, np.arange(ydim)+0.5)\n", "\n", "\n", "num_plots = 6\n", "fig, axs = plt.subplots(6, 1, figsize=(10, 25), sharex=True)\n", "fig.subplots_adjust(hspace=0.2)\n", "for i, k in enumerate(range(0, umat_history.shape[0], len(steps)//num_plots+1)):\n", " umat = umat_history[k]\n", "\n", " axs[i].title.set_text(f'Epoch = {steps[k]}')\n", " mesh = axs[i].pcolormesh(umat.T, cmap='viridis')\n", " axs[i].contour(X, Y, umat.T, levels=np.linspace(np.min(umat),np.max(umat), 20), colors='black', alpha=0.5, linewidths=0.7)\n", " axs[i].set_aspect(\"equal\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Merge similar centroids" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Centroid A: (np.int64(0), np.int64(1)), count: 11\n", "Centroid B: (np.int64(0), np.int64(7)), count: 35\n", "Merging...\n", "Centroid A: (np.int64(19), np.int64(7)), count: 25\n", "Centroid B: (np.int64(19), np.int64(0)), count: 23\n", "Merging...\n", "Centroid A: (np.int64(9), np.int64(6)), count: 16\n", "Centroid B: (np.int64(8), np.int64(0)), count: 50\n", "Merging...\n", "Number of unique centroids: 3\n", "Minimum cost between centroids: 0.278679788562555\n" ] } ], "source": [ "map.umat = map.compute_umat(smoothing=None)\n", "naive_centroids = map.compute_centroids()\n", "merge_threshold = 0.2\n", "merged_centroids = map.merge_similar_centroids(naive_centroids, threshold=merge_threshold)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize new centroids after merging" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Centroid A: (np.int64(0), np.int64(1)), count: 11\n", "Centroid B: (np.int64(0), np.int64(7)), count: 35\n", "Merging...\n", "Centroid A: (np.int64(19), np.int64(7)), count: 25\n", "Centroid B: (np.int64(19), np.int64(0)), count: 23\n", "Merging...\n", "Centroid A: (np.int64(9), np.int64(6)), count: 16\n", "Centroid B: (np.int64(8), np.int64(0)), count: 50\n", "Merging...\n", "Number of unique centroids: 3\n", "Minimum cost between centroids: 0.278679788562555\n", "Unique centroids : {'position_x': [np.int64(19), np.int64(0), np.int64(8)], 'position_y': [np.int64(7), np.int64(7), np.int64(0)]}\n", "Begin matching points with nodes\n", "i = i = 120\n", "i = 45\n", "i = 90\n", " 0\n", "i = 60\n", "i = 105\n", "i = 15\n", "i = 135\n", "i = 75\n", "i = 30\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map.plot_heat(map.umat, merge=True, merge_cost=merge_threshold)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Project data onto lattice" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Centroid A: (np.int64(0), np.int64(1)), count: 11\n", "Centroid B: (np.int64(0), np.int64(7)), count: 35\n", "Merging...\n", "Centroid A: (np.int64(19), np.int64(7)), count: 25\n", "Centroid B: (np.int64(19), np.int64(0)), count: 23\n", "Merging...\n", "Centroid A: (np.int64(9), np.int64(6)), count: 16\n", "Centroid B: (np.int64(8), np.int64(0)), count: 50\n", "Merging...\n", "Number of unique centroids: 3\n", "Minimum cost between centroids: 0.278679788562555\n", "Number of clusters : 3\n", "Centroids: [(np.int64(19), np.int64(7)), (np.int64(0), np.int64(7)), (np.int64(8), np.int64(0))]\n" ] }, { "data": { "image/png": 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IGTRoUM4888xMnDgx06ZNyxNPPJGiKNKrV68cddRROfnkkzNixIiyNg8AAACwgtKCkP79++dnP/tZWd0DAAAANFmrTZYKAAAA0NIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGS0ahHzzm99MTU1Nampqcskll7TkpgEAAABaLgh58skn89Of/jQ1NTUttUkAAACA5bRIEDJ//vyMHDkyffr0yWc+85mW2CQAAADAClokCDn33HPzyiuv5LrrrkvXrl1bYpMAAAAAKyg9CHnkkUdy5ZVX5sQTT8yIESPK3hwAAADAKpUahMybNy+f//zn06tXr/z7v/97mZsCAAAA+FBty+z8G9/4Rl5//fWMGTMm3bt3b5Y+Z86cudr2+vr6ZtkOAAAAsOEpLQgZN25crr322nzuc5/LYYcd1mz99u3bt9n6AgAAAKqllCDkvffeyymnnJLNN988V155ZRmbACpsYP9+rV0CAACwniolCDnzzDMzc+bM3HbbbenZs2ez9l1XV7fa9vr6+gwbNqxZtwkAAABsGEoJQsaMGZO2bdvmF7/4RX7xi18s1zZt2rQkyfXXX5/x48end+/eGT16dKP7rq2tbdZaAQAAgOoobY6QxYsX59FHH11l+/Tp0zN9+vRsvfXWZZUAAAAAsJxSHp87e/bsFEWx0p+TTjopSXLxxRenKIpMnz69jBIAAAAAVlBKEAIAAACwLhKEAAAAAJUhCAEAAAAqo7TJUldl1KhRGTVqVEtvFgAAAMAVIQAAAEB1CEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBllBqE3HLLLTnxxBMzaNCgbLHFFmnXrl26du2aYcOG5fvf/37mzZtX5uYBAAAAltO2zM6vvvrqPPnkk9lxxx0zZMiQ9OjRI3/5y1/y1FNP5dlnn80NN9yQRx99NFtuuWWZZQAAAAAkKTkI+elPf5qPfOQj6dGjx3Lvv/POOznssMMyYcKEnHXWWfnVr35VZhkAAAAASUq+NWbXXXddIQRJks022yyXXnppkmTcuHFllgAAAADQoNUmS23b9m8Xo7Rv3761SgAAAAAqplWCkLlz5+bCCy9Mkhx66KGtUQIAAABQQaXOEbLMuHHjcuutt2bp0qUNk6XOnTs3Bx54YH74wx82qa+ZM2eutr2+vn5tSgUAAAA2YC0ShEydOjU33XTTcu8dd9xxueyyy9K1a9cm9dW3b9/mLA0AAACokBa5NebMM89MURT54IMP8uqrr+anP/1p7r///nzsYx/LY4891hIlAAAAALTMFSHLtGvXLtttt12+/vWvZ/fdd88nP/nJHH/88XnppZfSsWPHRvVRV1e32vb6+voMGzasOcoFAAAANjAtGoT8vV133TUf+9jH8j//8z+ZOHFi9thjj0atV1tbW3JlAAAAwIaq1R6fmySdOnVKkrz55putWQYAAABQEa0WhLz99tt54YUXkiQ77LBDa5UBAAAAVEhpQcjUqVNzyy235K9//esKbS+//HKOPvroLFy4MLvttlsGDhxYVhkAAAAADUqbI+TNN9/M8ccfny9/+csZPHhwamtr88EHH2TGjBmZNGlSli5dmh133DG33XZbWSUAAAAALKe0IGSnnXbK9773vTz++OOZNm1aJk+enEWLFqVHjx7Zd999c8QRR+Tkk09O+/btyyoBAAAAYDmlBSGbb755zjvvvLK6BwAAAGiyVn1qDAAAAEBLEoQAAAAAlSEIAQAAACpDEAIAAABUhiAEAAAAqAxBCAAAAFAZghAAAACgMgQhAAAAQGUIQgAAAIDKEIQAAAAAlSEIAQAAACpDEAIAAABUhiAEAAAAqAxBCAAAAFAZghAAAACgMgQhAAAAQGUIQgAAAIDKEIQAAAAAlSEIAQAAACpDEAIAAABUhiAEAAAAqAxBCAAAAFAZghAAAACgMgQhAAAAQGUIQgAAAIDKEIQAAAAAlSEIAQAAACpDEAIAAABUhiAEAAAAqAxBCAAAAFAZghAAAACgMgQhAAAAQGUIQgAAAIDKKC0IWbRoUR566KGcffbZGTp0aLp165Z27dqld+/eOfTQQ3PvvfeWtWkAAACAlWpbVsePPvpo9t9//yRJ7969M3z48HTq1ClTp07N2LFjM3bs2HzpS1/KNddck5qamrLKAAAAAGhQ2hUhG220UY488sg89thjqa+vz29+85vcdtttefHFFzN69Oi0adMm1113XX75y1+WVQIAAADAckoLQvbZZ5/ccccd2WOPPVZoO+aYYzJy5Mgkyc0331xWCQAAAADLabXJUgcPHpwkqaura60SAAAAgIopbY6QD/PKK68kSfr06dOk9WbOnLna9vr6+jWuCQAAANiwtUoQ8sYbb2TUqFFJkiOPPLJJ6/bt27eEigAAAIAqaPFbYxYvXpzjjz8+7733XgYOHJgvf/nLLV0CAAAAUFEtfkXIV77ylTz00EPZbLPNcscdd2TjjTdu0vofNqdIfX19hg0btjYlAgAAABuoFg1CzjjjjFx//fXp3r17Hnzwweywww5N7qO2traEygAAAIAqaLFbY84666xcccUV6datW8aNG9fw1BgAAACAltIiQcg3v/nNXHbZZenatWvGjRuXXXbZpSU2CwAAALCc0oOQc845Jz/+8Y/TtWvXPPjggxk6dGjZmwQAAABYqVKDkPPPPz8//OEP061bNyEIAAAA0OpKmyz1nnvuyfe+970kyfbbb5+f//znK12uZ8+e+clPflJWGQAAAAANSgtC3n333YbXEydOzMSJE1e63NZbby0IAQAAAFpEabfGjBw5MkVRfOjP9OnTyyoBAAAAYDkt9vhcAAAAgNYmCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyig1CHnppZdy5ZVXZuTIkRk4cGDatm2bmpqaXHLJJWVuFgAAAGCl2pbZ+dVXX53LL7+8zE0AAAAANFqpV4TsvPPO+cY3vpFbbrklf/zjH3PCCSeUuTkAAACA1Sr1ipAvfOELy/2+0UamJAEAAABaj2QCAAAAqAxBCAAAAFAZpd4aU4aZM2eutr2+vr6FKgEAAADWN+tdENK3b9/WLgEAAABYT613QQiw5gb279faJQAAALSq9S4IqaurW217fX19hg0b1kLVAAAAAOuT9S4Iqa2tbe0SAAAAgPWUp8YAAAAAlSEIAQAAACpDEAIAAABURqlzhEyaNCmnnnpqw+9/+tOfkiTXXnttfvOb3zS8P2bMmPTp06fMUgAAAADKDULmzJmTp59+eoX3Z86cmZkzZzb8vnDhwjLLAAAAAEhSchCy1157pSiKMjcBAAAA0GjmCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqo0WCkNtvvz177bVXunfvnk6dOmXQoEH50Y9+lEWLFrXE5gEAAACStEAQcuaZZ+azn/1snnjiiQwbNiwHHnhgZsyYkW9961vZZ599smDBgrJLAAAAAEhSchBy11135fLLL0/nzp3z9NNP54EHHsidd96ZV155JQMHDsyECRPyne98p8wSAAAAABqUGoRceumlSZJzzjknQ4YMaXi/Z8+e+cUvfpEkueqqq/Lee++VWQYAAABAkhKDkFmzZuXZZ59Nkhx33HErtA8fPjx9+/bNwoULc99995VVBgAAAECD0oKQyZMnJ0l69OiR/v37r3SZXXbZZbllAQAAAMrUtqyOX3/99SRJv379VrlM3759l1u2MWbOnLna9rq6uobX9XOXNrpfqIJF73pSEwCsbxbPebu1SwBYqSXz3m14vXjx4laspGlKC0Lmzp2bJOnUqdMql+ncuXOSZM6cOY3ud1l40hjD/nN+o5eFaniptQsAAJpsZGsXAPCh3nrrrWyzzTatXUajlP74XAAAAGDD9pe//KW1S2i00q4I6dKlS5Lk/fffX+Uy8+bNS5Jsuummje737299WZnXX389//iP/5gkefLJJ5t0BQnrn/r6+gwbNixJ8swzz6RPnz6tXBFlsr+rxf6uFvu7WuzvarG/q8X+rpa6urp86lOfSpJ89KMfbeVqGq+0IGTZJTGrCy6WtTXl8pna2tpGL9u3b98mLc/6rU+fPvZ3hdjf1WJ/V4v9XS32d7XY39Vif1dLhw4dWruERivt1pjBgwcnSd55551VToY6ceLEJMmQIUPKKgMAAACgQWlBSG1tbYYOHZokufXWW1donzBhQurq6tK+ffuMGDGirDIAAAAAGpQ6Wep5552XJPnBD36QSZMmNbz/zjvv5NRTT02SnHbaaenatWuZZQAAAAAkKTkIOeyww3L66adn3rx52W233XLQQQflqKOOyvbbb58XX3wxu+++ey6++OIySwAAAABoUPrjcy+//PLcdttt+eQnP5knn3wy9913X2pra/ODH/wgv/vd79KxY8eySwAAAABIUuJTY/7eZz/72Xz2s59tiU0BAAAArFLpV4QAAAAArCtqiqIoWrsIAAAAgJbgihAAAACgMgQhAAAAQGUIQgAAAIDKEIQAAAAAlSEIAQAAACpDEAIAAABUhiAEAAAAqAxBCAAAAFAZ63wQcvvtt2evvfZK9+7d06lTpwwaNCg/+tGPsmjRojXq77nnnsvRRx+dXr16pUOHDunfv3/+9V//NW+++WYzV05TLFq0KA899FDOPvvsDB06NN26dUu7du3Su3fvHHroobn33nub3OeFF16Ympqa1f5MmzathE9DY4wcOfJD989f//rXJvdrjK97pk+f/qH7etnPY4891qg+je/W9dJLL+XKK6/MyJEjM3DgwLRt2zY1NTW55JJLPnTd8ePHZ8SIEenZs2c6duyYj370o/n2t7+defPmrXE9r776akaOHJna2tq0b98+tbW1GTlyZF577bU17pP/1dT9vXTp0jz55JP57ne/m+HDh2ezzTZLu3bt0rNnz+y///655ZZbUhRFk+sYNWrUh4773/72t2v7cStvTcZ3mcdk47tca7K/G3tOv/nmmxtdh/HdMtb2O9eGdA5vW2rva+nMM8/M5ZdfnrZt22afffZJ586d87vf/S7f+ta3Mnbs2IwbNy4dO3ZsdH933HFHjj322CxevDhDhw5N//79M3HixFx11VW5/fbbM2HChGy//fYlfiJW5dFHH83++++fJOndu3eGDx+eTp06ZerUqRk7dmzGjh2bL33pS7nmmmtSU1PTpL4HDRqUj3/84ytt69q169qWzlrafffdVznu2rRp06S+jPF1U+fOnXPSSSetsn3q1Kl59tln06VLl3ziE59oUt/Gd+u4+uqrc/nllzd5vZ/97Gf5+te/npqamuyxxx7p1atXHn/88Vx66aW58847M2HChPTs2bNJfT7xxBM54IADMn/+/Oy0004ZPnx4pkyZkptuuil33HFHxo8fn912263JtfK/mrq/X3vttey+++5Jkh49emSXXXZJ9+7d89prr2X8+PEZP358Ro8enTvvvDMbb7xxk+vZbrvtMnz48JW2bbXVVk3uj+Wt6fhOmv+YbHyXb0329+rO6TNmzMjDDz+cmpqa7Lnnnk2ux/gu19p859rgzuHFOmrMmDFFkqJz587Fc8891/D+W2+9VQwcOLBIUpx11lmN7m/WrFnFJptsUiQprr322ob3Fy9eXBx//PFFkmLo0KHF0qVLm/Vz0DgPPfRQceSRRxaPPfbYCm2jR48u2rRpUyQpbrrppkb3ecEFFxRJigsuuKAZK6W5nHTSSUWS4sYbb2yW/ozx9ddBBx1UJCm++MUvNnod47t1/cd//EfxjW98o7jllluKP/7xj8UJJ5xQJCkuvvjiVa4zadKkoqampmjTpk1x3333Nbz//vvvF/vuu2+RpDjyyCObVMf7779fbLnllkWS4txzz12u7dxzzy2SFH379i3mz5/ftA/Icpq6v1999dVin332Ke6///5i8eLFy7U98sgjRadOnYokxUUXXdSkOm688cYiSXHSSSet6UehEdZkfJdxTDa+W8aa7O/V+Zd/+ZciSbH//vs3aT3ju2Ws6XeuDfEcvs4GIUOHDi2SFJdccskKbY8//niRpGjfvn0xe/bsRvV39tlnF0mK/fbbb4W2uXPnFl27di2SFL/97W/Xunaa3ymnnFIkKfbdd99Gr+OL0rqtuYMQY3z9NHPmzGKjjTYqkhS///3vG72e8b1uWTaeV/cP56OPPrpIUnzhC19YoW369OkN/x/88Y9/bPR2f/7znxdJih122KFYsmTJcm1LliwpdthhhyJJcc011zT+w/ChGrO/V+fiiy8ukhTbbbddk9bzRal1NGZ/l3FMNr5bx9qM7wULFhTdunUrkhSjR49u0rrG97phVd+5NsRz+Do5R8isWbPy7LPPJkmOO+64FdqHDx+evn37ZuHChbnvvvsa1eeYMWNW2V/nzp1z6KGHJkl+/etfr2nZlGjw4MFJkrq6ulauhHWVMb5+GjVqVJYuXZqddtopu+66a2uXQ0k++OCDhvuOVzZGt95664ZbKZaN5cZYtuznPve5bLTR8v+k2WijjXLMMcckMe7XNc7pNIbxvf658847M3v27PTo0SOHHXZYa5fDGljZ8XlDPYevk3OETJ48Ocnf7ivt37//SpfZZZddUldXl8mTJ+fYY49dbX9z587Nq6++2rDeqvr75S9/2bBt1i2vvPJKkqRPnz5NXnfSpEk555xz8u6776Zr164ZPHhw/umf/ildunRp7jJZAw8//HBefPHFzJ07N5tttlmGDRuWESNGpH379o3uwxhff40aNSpJcsopp6zR+sb3+uHll1/O/Pnzk6x+jD7++ONNGqPLll1dn3+/HOuGtTmnJ3+bWO/888/Pm2++mc6dO2fnnXfOoYce2uR702l+zXlMNr7XPzfccEOS5Pjjj2/Sv+P+nvHdulZ2fN5Qz+HrZBDy+uuvJ0n69eu3ymX69u273LKrM3369IbXq+qzKf3Rst54442GL0tHHnlkk9dfNvHP3+vatWuuuOKKnHjiic1RImthZTOK9+nTJzfccEMOPPDARvVhjK+fHn300bz66qvZeOONc8IJJ6xRH8b3+mHZuOvWrdsqvxA1dYzOnTs377zzTpIPH/dvvfVW3n///XTq1KlJddP85s+fnyuuuCLJmp3Tk79NrvfEE08s916HDh1y4YUX5lvf+tZa18iaa65jsvG9/pk+fXoefvjhJGv+x43E+G5Nq/rOtaGew9fJW2Pmzp2bJKv9sJ07d06SzJkzp9H9ra7PpvRHy1m8eHGOP/74vPfeexk4cGC+/OUvN3rd7bbbLpdeemkmT56cd999N++++24mTJiQQw45JO+9915OOumk3HLLLSVWz+oMGjQol19+eaZMmZI5c+bkL3/5S8aNG5dPfepTqa+vz6GHHppHHnmkUX0Z4+unZX85WpO/9Bjf65fmPq//fZ+r63dZn03pl3Kdeuqpef3117PlllvmvPPOa9K6vXv3zre//e08/fTTeeuttzJnzpw8++yzOfHEE7Nw4cKcc845ufTSS0uqnNVp7mOy8b3+ufHGG1MURXbZZZf8wz/8Q5PXN75b1+q+c22o5/B18ooQWOYrX/lKHnrooWy22Wa54447mvSYvZX9hXn33XfP2LFjc/rpp+fKK6/M1772tRx99NFr9Pg+1s7Xvva15X7v0qVL9t9//+y33345/PDDc/fdd+fMM8/M888/3zoFUqo5c+bkjjvuSJJ8/vOfb/L6xjesfy6++OLcdNNN6dChQ/77v/87m222WZPWP/DAA1e4UnCXXXbJTTfdlEGDBuWss87Kv/3bv+WUU05Jr169mrN0PoRjcrUtXbq04UqCNTmnJ8Z3a1ub71zrq3XyipBll9y8//77q1xm3rx5SZJNN9200f2trs+m9EfLOOOMM3L99dene/fuefDBB7PDDjs0W98XXnhh2rRpk7feeitPP/10s/XL2qupqclFF12UJHnhhRcaNZmeMb7+GT16dObPn5/a2tp8+tOfbta+je91T3Of1/++z9X1u6zPpvRLOS677LJ897vfTfv27TNmzJiGifWayxlnnJGePXtm4cKFGTduXLP2zdpZk2Oy8b1+GT9+fGbMmJGOHTuudDLNtWV8l+vDvnNtqOfwdTII2WabbZKsfjbxZW3Lll2drbfeuuH1jBkz1ro/ynfWWWfliiuuSLdu3TJu3LiGGYybS48ePbLFFlskSWbOnNmsfbP2dtxxx4bXjdk/xvj6Z9ltMSNHjlxhpvC1ZXyve5aNu9mzZy93Oezfa+oY7dKlS3r06JHkw8d9z549zR/Qiq688sqcddZZ2XjjjXPnnXc2ev6npmjTpk0+8pGPJDHu1zVrckw2vtcvy87pRx55ZLp27drs/Rvf5WnMd64N9Ry+TgYhy3bAO++8s8oJVyZOnJgkGTJkyIf2t+mmm2b77bdfbr216Y9yffOb38xll12Wrl27Zty4caucSXhtLFmyJO+9916SeLrEOmjZ5ElJ4/aPMb5+mTp1ap5++unU1NTk5JNPbvb+je91z4ABA7LJJpskad4xumxZ437d9fOf/zynn356Qwhy8MEHl7atZecO437dsqbHZON7/fDuu+/mrrvuSrJ2k6R+GOO7+TX2O9eGeg5fJ4OQ2traDB06NEly6623rtA+YcKE1NXVpX379hkxYkSj+jz88MNX2d+8efMaZrg+4ogj1rRsmsE555yTH//4x+natWsefPDBhv8Pmts999yT+fPnp6amppSghbUzevToJH8LOAYMGNCodYzx9cf111+fJNl7772z7bbbNnv/xve6Z+ONN274AryyMfrnP/85Tz75ZJL/HcuNsWzZ0aNHZ+nSpcu1LV26NLfddlsS4761XHPNNTnttNMaQpBDDjmktG1NmjQpL7/8cpJk2LBhpW2HplvTY7LxvX645ZZbsnDhwmy33XbZc889S9mG8d38mvKda4M9hxfrqDFjxhRJis6dOxfPPfdcw/tvv/12MXDgwCJJcdZZZy23zq9//etiwIABxT777LNCf7NmzSo22WSTIklx3XXXNby/ePHi4oQTTiiSFEOHDi2WLl1a3oditb797W8XSYpu3boVzzzzTKPWufLKK4sBAwYUJ5xwwnLv//nPfy5++ctfFgsWLFhhnTFjxhQ9evQokhTHH398s9RO00yePLm4++67i0WLFi33/pIlS4r//M//LDp06FAkKc4///zl2o3x9d8HH3xQbLHFFkWS4pZbblntssb3+uOkk04qkhQXX3zxKpd57rnnipqamqJNmzbF/fff3/D++++/X+y7775FkuLII49cYb2nn366GDBgQDFgwIAV2t5///1iyy23LJIU55133nJt5513XpGkqK2tLebPn78Wn47/qzH7+7rrritqamqKjTfeuBg7dmyj+17Vcf79998vrrrqqmLOnDkrrPPoo48W22yzTZGkGD58eOM/CI3yYft7bY7Jxve6pzHj++99/OMfL5IU3/ve9z50WeN73bAm37k2xHN4TVEURTkRy9o744wzcsUVV6Rdu3bZd99906lTpzz00EOZPXt2dt999zz44IPp2LFjw/KjRo3KySefnK233jrTp09fob/bb789xx57bJYsWZJdd90122yzTZ599tm89tpr6dWrVyZMmNBweT0t65577slnPvOZJH+bIXqnnXZa6XI9e/bMT37yk4bfL7zwwlx00UXZc889l3vU6vPPP5/Bgwenc+fOGTx4cLbaaqssWLAgU6dOzSuvvJLkb3+Nvueee5Z7NBMt46677srhhx+e7t27Z8iQIenVq1dmz56dKVOmNNwneOyxx+bmm29O27b/+3ArY3z9N2bMmBxxxBHp1q1b6uvr06FDh1Uua3yvuyZNmpRTTz214fc//elPefvtt1NbW5utttqq4f0xY8akT58+Db//7Gc/y9e//vXU1NRkzz33zBZbbJHHH3889fX1GTBgQCZMmLDCo5QfeeSR7L333kmSlf2T5YknnsgBBxyQ+fPnZ+edd87OO++cKVOmZMqUKenUqVPGjx+f3Xbbrbn/E1RKU/f3888/nyFDhqQoinz0ox/Nrrvuusq+lz1p4u9/X9lxfvbs2enevXvat2+fwYMHp1+/flm8eHFefvnlTJkyJUkycODAPPDAA8v9P0fTrcn+XtNjsvHd+tb0eJ4kkydPzpAhQ9KmTZvMmDEjW2655Wq3ZXy3vjX9zpVsgOfwUuKVZnTbbbcV//iP/1hsuummRceOHYudd965+MEPflAsXLhwhWVvvPHGIkmx9dZbr7K/iRMnFkcccUSx+eabFxtvvHGx9dZbF1/96leLN954o8RPwYdZtu8+7Of/7tsLLrigSFLsueeey73/9ttvF9/61reKffbZp+jXr1/RqVOnol27dkWfPn2KQw45pLj11luLJUuWtNwHZDmvvfZaceaZZxbDhw8vttpqq6JDhw5F+/bti379+hVHHXVUce+99650PWN8/XfIIYcUSYpTTz31Q5c1vtddDz/8cKOO2a+//voK6z744IPFgQceWPTo0aNo37598ZGPfKQ499xzV/qXwP+7rVV55ZVXihNPPLHYcssti3bt2hVbbrllceKJJxavvvpqc33kSmvq/m7s8ivbp6s6zi9cuLD4zne+Uxx00EFF//79iy5duhRt27YtNt9882K//fYrrr322pX+25Cma+r+XptjsvHd+tbmeH7aaacVSYoRI0Y0alvGd+tb0+9cy2xI5/B1+ooQAAAAgOa0Tk6WCgAAAFAGQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAqQxACAAAAVIYgBAAAAKgMQQgAAABQGYIQAAAAoDIEIQAAAEBlCEIAAACAyhCEAAAAAJUhCAEAAAAq4/8DeZzaQoq0FbIAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "final_clusters = map.assign_cluster_to_lattice(smoothing=None,merge_cost=merge_threshold)\n", "\n", "plt.figure(dpi=200)\n", "plt.pcolormesh(final_clusters.T, cmap='tab10', clim=[0,10])\n", "plt.gca().set_aspect(\"equal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Map cluster ids back to each data point" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "som_labels = map.assign_cluster_to_data(map.projection_2d, final_clusters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter plot of cluster ids from SOM" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 20})\n", "fig, axs = plt.subplots(2, 2, figsize=(20, 18))\n", "scatter = axs[0,0].scatter(iris.data[:,0], iris.data[:,1], c=som_labels, cmap='viridis')\n", "axs[0,0].set_xlabel('Sepal Length')\n", "axs[0,0].set_ylabel('Sepal Width')\n", "axs[0,1].scatter(iris.data[:,0], iris.data[:,2], c=som_labels, cmap='viridis')\n", "axs[0,1].set_xlabel('Sepal Length')\n", "axs[0,1].set_ylabel('Petal Length')\n", "axs[1,0].scatter(iris.data[:,0], iris.data[:,3], c=som_labels, cmap='viridis')\n", "axs[1,0].set_xlabel('Sepal Length')\n", "axs[1,0].set_ylabel('Petal Width')\n", "axs[1,1].scatter(iris.data[:,1], iris.data[:,2], c=som_labels, cmap='viridis')\n", "axs[1,1].set_xlabel('Sepal Width')\n", "axs[1,1].set_ylabel('Petal Length')\n", "axs[1,1].legend(scatter.legend_elements()[0], np.unique(final_clusters), loc=\"upper right\", title=\"aweSOM\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize a 2d projection between ground truth and aweSOM result" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(20, 10))\n", "scatter_ground = axs[0].scatter(iris.data[:,1], iris.data[:,2], c=iris.target, cmap='viridis')\n", "axs[0].set_xlabel('Sepal Width')\n", "axs[0].set_ylabel('Petal Length')\n", "axs[0].legend(scatter_ground.legend_elements()[0], iris.target_names, loc=\"upper right\", title=\"Classes\")\n", "scatter_som = axs[1].scatter(iris.data[:,1], iris.data[:,2], c=som_labels, cmap='viridis')\n", "axs[1].set_xlabel('Sepal Width')\n", "axs[1].set_ylabel('Petal Length')\n", "axs[1].legend(scatter_som.legend_elements()[0], np.unique(final_clusters), loc=\"upper right\", title=\"aweSOM\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the real label to the inferred label" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of correct predictions: 139\n", "Accuracy = 92.66666666666666 %\n", "Precision: [100.0, 85.45, 93.33] %\n", "Recall: [100.0, 94.0, 84.0] %\n" ] } ], "source": [ "# Assign cluster number to class label; change manually\n", "label_map = {\n", " 'setosa' : 0, \n", " 'versicolor' : 2, \n", " 'virginica' : 1,\n", " }\n", "correct_label = 0\n", "\n", "for i in range(len(som_labels)):\n", " if int(som_labels[i]) == label_map[iris.target_names[iris.target[i]]]:\n", " correct_label += 1\n", "\n", "print(\"Number of correct predictions: \", correct_label)\n", "print(\"Accuracy = \", correct_label/len(som_labels) * 100, \"%\")\n", "\n", "# Precision and Recall by class\n", "precision = np.zeros(3)\n", "recall = np.zeros(3)\n", "\n", "for i in range(3):\n", " tp = 0\n", " fp = 0\n", " fn = 0\n", " for j in range(len(som_labels)):\n", " if int(som_labels[j]) == label_map[iris.target_names[i]]:\n", " if iris.target[j] == i:\n", " tp += 1\n", " else:\n", " fp += 1\n", " else:\n", " if iris.target[j] == i:\n", " fn += 1\n", " precision[i] = tp/(tp+fp)\n", " recall[i] = tp/(tp+fn)\n", "\n", "print(\"Precision: \", [float(np.round(precision[i],4))*100 for i in range(3)], \"%\")\n", "print(\"Recall: \", [float(np.round(recall[i],4))*100 for i in range(3)], \"%\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Save SOM object (if further examination is warranted)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "with open('iris_som.pkl', 'wb') as f:\n", " pickle.dump(map, f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacking multiple aweSOM realizations for SCE analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we run multiple SOM realizations to obtain SCE clustering\n", "\n", "There are files already saved in `examples/iris/som_results`; run this cell only if you want to generate a different set of aweSOM realizations" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from aweSOM.run_som import save_cluster_labels\n", "parameters = {\"xdim\": [38, 40, 42], \"ydim\": [14, 16], \"alpha_0\": [0.1, 0.5], \"train\": [10000, 50000, 100000]}\n", "merge_threshold = 0.2\n", "\n", "for xdim in parameters[\"xdim\"]:\n", " for ydim in parameters[\"ydim\"]:\n", " for alpha_0 in parameters[\"alpha_0\"]:\n", " for train in parameters[\"train\"]:\n", " print(f'constructing aweSOM lattice for xdim={xdim}, ydim={ydim}, alpha={alpha_0}, train={train}...', flush=True)\n", " map = Lattice(xdim, ydim, alpha_0, train, )\n", " map.train_lattice(iris_data_transformed, feature_names, labels)\n", " # map.umat = map.compute_umat()\n", " projection_2d = map.map_data_to_lattice()\n", " final_clusters = map.assign_cluster_to_lattice(smoothing=None, merge_cost=merge_threshold)\n", " som_labels = map.assign_cluster_to_data(projection_2d, final_clusters)\n", " save_cluster_labels(som_labels, xdim, ydim, alpha_0, train, name_of_dataset='iris')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The generated realizations (named `labels...`) are saved in `aweSOM/examples/iris/`. Move files inside a subfolder, `som_results/`, before proceeding to next step.\n", "\n", "If using pre-generated realizations, the labeled files are already saved in `som_results/`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import os\n", "original_path = os.getcwd()\n", "os.chdir('som_results/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run SCE analysis on the given files, suppress console output" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%run -i ../../../src/aweSOM/sce.py --subfolder SCE --dims 150" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**OPTIONAL:** To obtain complex SCE clustering via analysis of the breaks in $G_{\\rm sum}$ values, do:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "os.chdir('SCE/')\n", "%run -i ../../../../src/aweSOM/make_sce_clusters.py --threshold -0.01 --dims 150 --return_gsum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which then saves two files: `gsum_values.png`, the ranked $G_{\\rm sum}$ plot, and `gsum_deriv.png`, the derivative of the previous, which highlights where the large jumps in $G_{\\rm sum}$ are. Each blue X in the map represents the boundary between two SCE clusters. \n", "\n", "An optional argument, `--save_combined_map`, can be added to combine clusters with similar $G_{\\rm sum}$ values together into a set of SCE clusters and save the combined signal strength to a `.npy` file. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize $G_{\\rm sum}$" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "file_path = original_path+'/som_results/SCE/'\n", "file_name = 'multimap_mappings.txt'\n", "\n", "from aweSOM.make_sce_clusters import get_gsum_values, plot_gsum_values\n", "\n", "ranked_gsum_list, map_list = get_gsum_values(file_path+file_name)\n", "\n", "plot_gsum_values(ranked_gsum_list)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the simplest case, add all gsum values together to obtain final SCE clustering result" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sce_sum = np.zeros((len(iris_data_transformed)))\n", "for i in range(len(ranked_gsum_list)):\n", " current_cluster_mask = np.load(f\"{file_path}/mask-{map_list[i][2]}-id{map_list[i][1]}.npy\")\n", " sce_sum += current_cluster_mask" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 2, figsize=(20, 10), sharey=True)\n", "fig.subplots_adjust(wspace=0.1)\n", "scatter_ground = axs[0].scatter(iris.data[:,1], iris.data[:,2], c=iris.target, cmap='viridis')\n", "axs[0].set_xlabel('Sepal Width')\n", "axs[0].set_ylabel('Petal Length')\n", "axs[0].legend(scatter_ground.legend_elements()[0], iris.target_names, loc=\"upper right\", title=\"Classes\")\n", "scatter_sce = axs[1].scatter(iris.data[:,1], iris.data[:,2], c=sce_sum, cmap='viridis')\n", "axs[1].set_xlabel('Sepal Width')\n", "cbar = plt.colorbar(scatter_sce, ax=axs[1])\n", "cbar.set_label(r'$\\Sigma G_{\\rm sum}$')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the distribution of the SCE values" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 14})\n", "plt.figure(dpi=200)\n", "plt.hist(sce_sum, bins=20, color='r', label='SCE Cluster Sum', histtype='step', linewidth=2)\n", "plt.xlabel('SCE Cluster Sum')\n", "plt.ylabel('Frequency')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set signal cutoffs where the data is clustered" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "signal_cutoff = [8000, 15000]\n", "\n", "sce_clusters = np.zeros((len(iris_data_transformed)), dtype=int)\n", "for i in range(len(sce_sum)):\n", " if sce_sum[i] < signal_cutoff[0]:\n", " sce_clusters[i] = 0\n", " elif sce_sum[i] < signal_cutoff[1]:\n", " sce_clusters[i] = 1\n", " else:\n", " sce_clusters[i] = 2" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams.update({'font.size': 20})\n", "fig, axs = plt.subplots(1, 2, figsize=(22, 10), sharey=True)\n", "fig.subplots_adjust(wspace=0.1)\n", "scatter_ground = axs[0].scatter(iris.data[:,1], iris.data[:,2], c=iris.target, cmap='viridis')\n", "axs[0].set_xlabel('Sepal Width')\n", "axs[0].set_ylabel('Petal Length')\n", "axs[0].legend(scatter_ground.legend_elements()[0], iris.target_names, loc=\"upper right\", title=\"Classes\")\n", "scatter_sce = axs[1].scatter(iris.data[:,1], iris.data[:,2], c=sce_clusters, cmap='viridis')\n", "axs[1].set_xlabel('Sepal Width')\n", "axs[1].legend(scatter_sce.legend_elements()[0], np.unique(sce_clusters), loc=\"upper right\", title=\"SCE\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare real labels to SCE clustering" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of correct predictions: 142\n", "Accuracy = 94.66666666666667 %\n", "Precision: [100.0, 92.0, 92.0] %\n", "Recall: [100.0, 92.0, 92.0] %\n" ] } ], "source": [ "# Assign cluster number to class label; change manually\n", "label_map = {'setosa' : 0, 'versicolor' : 1, 'virginica' : 2}\n", "correct_label = 0\n", "\n", "for i in range(len(sce_clusters)):\n", " if int(sce_clusters[i]) == label_map[iris.target_names[iris.target[i]]]:\n", " correct_label += 1\n", "\n", "print(\"Number of correct predictions: \", correct_label)\n", "print(\"Accuracy = \", correct_label/len(sce_clusters) * 100, \"%\")\n", "\n", "# Precision and Recall by class\n", "precision = np.zeros(3)\n", "recall = np.zeros(3)\n", "\n", "for i in range(3):\n", " tp = 0\n", " fp = 0\n", " fn = 0\n", " for j in range(len(sce_clusters)):\n", " if int(sce_clusters[j]) == label_map[iris.target_names[i]]:\n", " if iris.target[j] == i:\n", " tp += 1\n", " else:\n", " fp += 1\n", " else:\n", " if iris.target[j] == i:\n", " fn += 1\n", " precision[i] = tp/(tp+fp)\n", " recall[i] = tp/(tp+fn)\n", "\n", "print(\"Precision: \", [float(np.round(precision[i],4))*100 for i in range(3)], \"%\")\n", "print(\"Recall: \", [float(np.round(recall[i],4))*100 for i in range(3)], \"%\")\n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }