{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Algoritmos no supervisados: Agrupamiento / Clustering" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "El agrupamiento (*clustering*) es una técnica que nos permite encontrar grupos de similares objetos que están más relacionados entre sí que con objetos de otros grupos. Entre los ejemplos de aplicaciones de agrupación en clústeres orientadas a los negocios se incluyen la agrupación de documentos, música y películas por diferentes temas, o la búsqueda de clientes que compartan intereses similares en función de comportamientos de compra comunes como base para los motores de recomendación.\n", "\n", "Existen númerosos algoritmos de clustering: https://scikit-learn.org/stable/modules/clustering.html#clustering\n", "que consideran diversos criterios como la distancia entre puntos, la densidad, distancia en grafos, etc.\n", "\n", "Introducimos dos algoritmos básicos:\n", "- K-Means\n", "- Spectral Clustering" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## K-Means\n", "El algoritmo K-means reduce la dimensionalidad de las muestras mediante el calculo de centroides. Establece el número de clústers en función del parámetro K." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from sklearn.datasets import make_blobs\n", "import matplotlib.pyplot as plt\n", "\n", "n_samples = 1500\n", "random_state = 12\n", "\n", "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "ax.scatter(X[:, 0], X[:, 1], c=y)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "\n", "model = KMeans(n_clusters=2, random_state=2023)\n", "y_pred = model.fit_predict(X)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "ax.scatter(X[:, 0], X[:, 1], c=y_pred)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Anteriormente, generamos estos datos...\n", "from sklearn.datasets import make_classification\n", "X, y = make_classification(n_samples=1000, n_features=2, n_redundant=0, n_informative=2, \n", " random_state=2023, n_clusters_per_class=1)\n", "rng = np.random.RandomState(2023)\n", "X += 3 * rng.uniform(size=X.shape)\n", "\n", "plt.scatter(X[:,0],X[:,1],c=y)" ] }, { "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Y sobre esos datos volvemos a aplicar nuestro k-Means\n", "model = KMeans(n_clusters=2, random_state=2023)\n", "y_pred = model.fit_predict(X)\n", "\n", "plt.scatter(X[:, 0], X[:, 1], c=y_pred)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Número idóneo de grupos\n", "\n", "Uno de los principales desafíos del aprendizaje no supervisado es que no conocemos la respuesta definitiva. No tenemos las etiquetas de clase en nuestro conjunto de datos. Por lo tanto, para cuantificar la calidad del clustering, necesitamos utilizar métricas intrínsecas, como la SSE dentro de la agrupación para comparar el rendimiento de diferentes agrupaciones.\n", "\n", "$ SSE = \\sum_{i=1}^{n} \\sum_{j=1}^{k} w^{(i,j)} ||x^{(i)} - \\mu^{(j)} ||^2 $\n", "\n", "donde $ \\mu^{(j)}$ es el centroide del _cluster_ $j$, y $w^{(i,j)} = 1$ si la muestra $x^{(i)}$ pertenece al clúster $j$ y $w^{(i,j)} = 0$ en caso contrario.\n", "\n", "Esta técnica se le conoce como el método del codo o **elbow method**\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import make_blobs\n", "\n", "n_samples = 1500\n", "random_state = 2023\n", "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n", "\n", "distortions = []\n", "for i in range(1, 11):\n", " km = KMeans(n_clusters=i,init='random', max_iter=300, random_state=0)\n", " km.fit(X)\n", " distortions.append(km.inertia_)\n", "\n", "plt.plot(range(1,11), distortions, marker='o')\n", "plt.xlabel('Número de clusters')\n", "plt.ylabel('Distortion')\n", "plt.xticks(range(1,11))\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Dendrograma" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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Dsu6CUl8Y9ddS3xh14gYSjcAFAAA4gz4uAADAGQQuAADAGU52ztWzJzQqqZ7GGesDoQAAQO7SE1j07CZ15NZzklImcFHQkp2B4gAAQO7TgK/+AzdTInDxh4RXwvVsBQAAkPdt27bNVjz45/GUCVz85iEFLQQuAAC4JSfdPOicCwAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnEHgAgAAnOHk6NBILZ7nmV37DuT2agBIkuKHFcrRaMFILQQuyPNBy+Vj5plFv/6d26sCIElOrVHOvHNzU4IXxISmIuRpqmkhaAHyt4W//k2tKmJGjQucsXBAK1OiSKHcXg0ACbJz7wFz6sOfsT0RFwIXOENBS4kiZFkASGVxNxXNmTPHtGvXzlSpUsW2R06ePDnse30W7TV8+PDQNDVr1kz3/bBhwxKTIgAAkG/FHbjs2LHDNGzY0IwaNSrq9xs2bAh7vfzyyzYw6dixY9h0Q4YMCZuud+/e2U8FAABICXHXu7dp08a+MlKpUqWw9++//75p3ry5qV27dtjnpUqVSjctAABArt1VtGnTJvPRRx+Z7t27p/tOTUMVKlQwjRo1ss1I+/fvT+aqAACAfCCpPR1feeUVW7PSoUOHsM9vv/12c8opp5jy5cubuXPnmrS0NNtcNGLEiKjz2bNnj335tm3blszVBgAAqRi4qH9Lly5dTLFixcI+79u3b+jvBg0amCJFipibbrrJDB061BQtWjTdfPT54MGDk7mqAAAglZuKPv/8c7N8+XJz4403ZjltkyZNbFPRL7/8EvV71chs3bo19Fq7dm0S1hgAAKRsjcvYsWNN48aN7R1IWVm8eLEpWLCgqVixYtTvVQsTrSYGAACklrgDl+3bt5uVK1eG3q9evdoGHuqvUr169VAflHfeecc88cQT6X4/b948s2DBAnunkfq/6H2fPn1M165dTbly5XKaHgAAkI/FHbgsXLjQBh2R/VW6detmxo8fb/+eOHGiHRyvc+fO6X6vmhN9P2jQINvhtlatWjZwCfZ7AQAASEjg0qxZMxuUZKZnz572FY3uJpo/f368iwUAAGB0aAAA4I6kPoAOAAAgkQhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAABA/g1c5syZY9q1a2eqVKliChQoYCZPnhz2/XXXXWc/D74uvPDCsGn++usv06VLF1O6dGlTtmxZ0717d7N9+/acpwYAAORrcQcuO3bsMA0bNjSjRo3KcBoFKhs2bAi93nzzzbDvFbQsW7bMTJs2zUyZMsUGQz179sxeCgAAQMooHO8P2rRpY1+ZKVq0qKlUqVLU73744QczdepU8/XXX5tTTz3VfvbMM8+Ytm3bmscff9zW5AAAAByyPi6zZs0yFStWNHXr1jW33HKL+fPPP0PfzZs3zzYP+UGLtGrVyhQsWNAsWLAgGasDAABStcYlK2om6tChg6lVq5ZZtWqVue+++2wNjQKWQoUKmY0bN9qgJmwlChc25cuXt99Fs2fPHvvybdu2LdGrDQAAUjFw6dSpU+jv+vXrmwYNGpg6derYWpiWLVtma55Dhw41gwcPTuBaAgAAFyX9dujatWubI444wqxcudK+V9+XzZs3h02zf/9+e6dRRv1i0tLSzNatW0OvtWvXJnu1AQBAKgYu69ats31cKleubN83bdrUbNmyxSxatCg0zYwZM8zBgwdNkyZNMuzsq1ungy8AAJB64m4q0vNW/NoTWb16tVm8eLHto6KXmnQ6duxoa0/Ux6Vfv37mmGOOMa1bt7bT16tXz/aD6dGjhxkzZozZt2+fue2222wTE3cUAQCAhNa4LFy40DRq1Mi+pG/fvvbvBx54wHa+XbJkiWnfvr057rjj7IPlGjdubD7//HNba+J74403zPHHH2/7vOg26LPPPtu88MIL8a4KAABIMXHXuDRr1sx4npfh95988kmW81DNzIQJE+JdNAAASHGMVQQAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAJxB4AIAAPJv4DJnzhzTrl07U6VKFVOgQAEzefLk0Hf79u0z/fv3N/Xr1zclS5a001x77bVm/fr1YfOoWbOm/W3wNWzYsMSkCAAA5FtxBy47duwwDRs2NKNGjUr33c6dO80333xjBg4caP+fNGmSWb58uWnfvn26aYcMGWI2bNgQevXu3Tv7qQAAACmhcLw/aNOmjX1FU6ZMGTNt2rSwz5599llz+umnmzVr1pjq1auHPi9VqpSpVKlSdtYZAACkqKT3cdm6dattCipbtmzY52oaqlChgmnUqJEZPny42b9/f4bz2LNnj9m2bVvYCwAApJ64a1zisXv3btvnpXPnzqZ06dKhz2+//XZzyimnmPLly5u5c+eatLQ021w0YsSIqPMZOnSoGTx4cDJXFQAApHLgoo66V155pfE8z4wePTrsu759+4b+btCggSlSpIi56aabbIBStGjRdPNSYBP8jWpcqlWrlqxVBwAAqRS4+EHLr7/+ambMmBFW2xJNkyZNbFPRL7/8YurWrZvuewUz0QIaAACQWgonK2hZsWKFmTlzpu3HkpXFixebggULmooVKyZ6dQAAQCoHLtu3bzcrV64MvV+9erUNPNRfpXLlyubyyy+3t0JPmTLFHDhwwGzcuNFOp+/VJDRv3jyzYMEC07x5c3tnkd736dPHdO3a1ZQrVy6xqQMAAKkduCxcuNAGHT6/70m3bt3MoEGDzAcffGDfn3zyyWG/U+1Ls2bNbJPPxIkT7bS6W6hWrVo2cAn2YQEAAEhI4KLgQx1uM5LZd6K7iebPnx/vYgEAABirCAAAuINBFgEAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAgDMIXAAAQP4NXObMmWPatWtnqlSpYgoUKGAmT54c9r3neeaBBx4wlStXNsWLFzetWrUyK1asCJvmr7/+Ml26dDGlS5c2ZcuWNd27dzfbt2/PeWoAAEC+FnfgsmPHDtOwYUMzatSoqN8/9thj5umnnzZjxowxCxYsMCVLljStW7c2u3fvDk2joGXZsmVm2rRpZsqUKTYY6tmzZ85SAgAA8r3C8f6gTZs29hWNaltGjhxpBgwYYC655BL72auvvmqOOuooWzPTqVMn88MPP5ipU6ear7/+2px66ql2mmeeeca0bdvWPP7447YmBwAAICGBS2ZWr15tNm7caJuHfGXKlDFNmjQx8+bNs4GL/lfzkB+0iKYvWLCgraG57LLL0s13z5499uXbtm1bIlcbAHKdLvx27d9lUsnOfQcCf+8ypkAhk0qKFy5uu1wgFwMXBS2iGpYgvfe/0/8VK1YMX4nChU358uVD00QaOnSoGTx4cCJXFQDyVNBy7cfXmsW/LzapxDt4mDHmIft3s7fPMwUK7jOppFHFRuaVC18heMmPdxWlpaWZrVu3hl5r167N7VUCgIRRTUuqBS2iQKVUvXvtK9WCFvl287cpV8uW52pcKlWqZP/ftGmTvavIp/cnn3xyaJrNmzeH/W7//v32TiP/95GKFi1qXwCQ3826cpZtQkD+pWCl2dvNcns1nJXQwKVWrVo2+Jg+fXooUFF/FPVdueWWW+z7pk2bmi1btphFixaZxo0b289mzJhhDh48aPvCAEAqU9BS4rASub0aQP4JXPS8lZUrV4Z1yF28eLHto1K9enVz5513mocfftgce+yxNpAZOHCgvVPo0ksvtdPXq1fPXHjhhaZHjx72lul9+/aZ2267zXbc5Y4iAACQ0MBl4cKFpnnz5qH3ffv2tf9369bNjB8/3vTr188+60XPZVHNytlnn21vfy5WrFjoN2+88YYNVlq2bGnvJurYsaN99gsAAEBCA5dmzZrZHvAZ0a1dQ4YMsa+MqHZmwoQJ8S4aAACkOCfuKgIAABACFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAAkLqBS82aNU2BAgXSvXr16mW/b9asWbrvbr755kSvBgAAyIcKJ3qGX3/9tTlw4EDo/dKlS835559vrrjiitBnPXr0MEOGDAm9L1GiRKJXAwAA5EMJD1yOPPLIsPfDhg0zderUMeedd15YoFKpUqVELxoAAORzSe3jsnfvXvP666+bG264wTYJ+d544w1zxBFHmJNOOsmkpaWZnTt3ZjqfPXv2mG3btoW9AABA6kl4jUvQ5MmTzZYtW8x1110X+uzqq682NWrUMFWqVDFLliwx/fv3N8uXLzeTJk3KcD5Dhw41gwcPTuaqAgCAVA9cxo4da9q0aWODFF/Pnj1Df9evX99UrlzZtGzZ0qxatco2KUWjWpm+ffuG3qvGpVq1aslcdQAAkEqBy6+//mo+++yzTGtSpEmTJvb/lStXZhi4FC1a1L4AAEBqS1ofl3HjxpmKFSuaiy66KNPpFi9ebP9XzQsAAMAhr3E5ePCgDVy6detmChf+/4tQc9CECRNM27ZtTYUKFWwflz59+phzzz3XNGjQIBmrAgAA8pGkBC5qIlqzZo29myioSJEi9ruRI0eaHTt22H4qHTt2NAMGDEjGagAAgHwmKYHLBRdcYDzPS/e5ApXZs2cnY5EAACAFMFYRAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABwBoELAABI3cBl0KBBpkCBAmGv448/PvT97t27Ta9evUyFChXM4Ycfbjp27Gg2bdqU6NUAAAD5UFJqXE488USzYcOG0OuLL74IfdenTx/z4YcfmnfeecfMnj3brF+/3nTo0CEZqwEAAPKZwkmZaeHCplKlSuk+37p1qxk7dqyZMGGCadGihf1s3Lhxpl69emb+/PnmjDPOSMbqAACAfCIpNS4rVqwwVapUMbVr1zZdunQxa9assZ8vWrTI7Nu3z7Rq1So0rZqRqlevbubNm5fh/Pbs2WO2bdsW9gIAAKkn4YFLkyZNzPjx483UqVPN6NGjzerVq80555xj/vnnH7Nx40ZTpEgRU7Zs2bDfHHXUUfa7jAwdOtSUKVMm9KpWrVqiVxsAAKRiU1GbNm1Cfzdo0MAGMjVq1DBvv/22KV68eLbmmZaWZvr27Rt6rxoXghcAAFJP0m+HVu3KcccdZ1auXGn7vezdu9ds2bIlbBrdVRStT4yvaNGipnTp0mEvAACQepIeuGzfvt2sWrXKVK5c2TRu3NgcdthhZvr06aHvly9fbvvANG3aNNmrAgAAHJfwpqK7777btGvXzjYP6VbnBx980BQqVMh07tzZ9k/p3r27bfYpX768rTnp3bu3DVq4owgAABzywGXdunU2SPnzzz/NkUceac4++2x7q7P+lieffNIULFjQPnhOdwu1bt3aPPfcc4leDQAAkA8lPHCZOHFipt8XK1bMjBo1yr4AAADiwVhFAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGQQuAADAGYVzewUAAMgNnueZXft3HfLlBpeZG8uX4oWLmwIFChgXJTxwGTp0qJk0aZL58ccfTfHixc2ZZ55pHn30UVO3bt3QNM2aNTOzZ88O+91NN91kxowZk+jVAQAgatBy7cfXmsW/L87VrdPs7Wa5stxGFRuZVy58xcngJeGBiwKSXr16mdNOO83s37/f3HfffeaCCy4w33//vSlZsmRouh49epghQ4aE3pcoUSLRq5L/eJ4x+3aalLL3QOBvpb2QSSmHlTDGwYIFyOtU05HbQUtu+nbzt3YblFAZk+qBy9SpU8Pejx8/3lSsWNEsWrTInHvuuWGBSqVKlRK9+PwdtLzc2pi1C0xK8YoaY8b97+/hxxhTYI9JKdXOMOaGqQQvQBLNunKWbTpJBbv278q1Wh5n+rhs3brV/l++fPmwz9944w3z+uuv2+ClXbt2ZuDAgdS6ZEY1LakWtCjALbDH/FLsapOy1s7/374v8v9rKwEkloIWF2seUlVSA5eDBw+aO++805x11lnmpJNOCn1+9dVXmxo1apgqVaqYJUuWmP79+5vly5fbvjHR7Nmzx75827ZtMynt7pXGFOEgy9fULPb4Mbm9FgCQWoGL+rosXbrUfPHFF2Gf9+zZM/R3/fr1TeXKlU3Lli3NqlWrTJ06daJ2+B08eHAyV9UtClq4AgcApKCkPcfltttuM1OmTDEzZ840VatWzXTaJk2a2P9XrlwZ9fu0tDTb5OS/1q5dm5R1BgAAKVbjolvMevfubd577z0za9YsU6tWrSx/s3jx/3p2q+YlmqJFi9oXACQTz/XgDjakYOCi5qEJEyaY999/35QqVcps3LjRfl6mTBn7XBc1B+n7tm3bmgoVKtg+Ln369LF3HDVo0CDRqwMAMeG5Hu4+1wOpJeGBy+jRo0MPmQsaN26cue6660yRIkXMZ599ZkaOHGl27NhhqlWrZjp27GgGDBiQ6FUBgJjxXA93n+uB1JKUpqLMKFCJfGouAOQlPNcDyLsYqwgA8sFzPRLRPycnv3d57Bu4hcAFAByXqP45OXmiqstj38AtSbsdGgCQOv1z/LFvgGSjxgUA8pFD3T8nP4x9A7cQuABAPuJi/xwgHgQuQGZ0l5wGOcyNsYqi/X0o6eRHfwUgX3XG3hX4jaudsQlcgMyClpdb5/6o3Lk12GK1M4y5YSrBC5DHeCneGZvOuUBGVNOS20FLblo7P3dqmwBkaleKd8amxgWIxd0r/zcqdypQ01Ru1fIAcUrlJpNU7YxN4ALEQkFLkZJsKyAPSfUmk1TtjE3gAiBfSfUr8FSSl5pMUi14yE0ELgDyDa7AU1cqNpmkKgIXAPkGV+CpKxWbTFIVgUu8eK5HUjIikGhcgQP5E4FLPHiuB8/1gDO4AgfyJ57jEg+e68FzPQAAuYoal+ziuR4AABxyBC7ZxXM9kF/7YyVqnCTGOgKQBAQuQH6UqP5YOXmCLmMdAUgC+rgA+VFe6I/FWEcAkoAaFyC/O9T9sRjrCEASEbgA+R39sQDkIzQVAQAAZ6RmjUuq3m2RqukGAOQbqRe4pOrdFqmabgBAvpJ6gUteutuiSMlDt8xUTbdQ0wQA+UbqBS5BqXq3RSqlm5omAMhXUjtwSdW7LVIp3alc0wQA+VBqBy5ILalU0wQA+RSBC1JHKtU0AUA+xXNcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAMwhcAACAM3I1cBk1apSpWbOmKVasmGnSpIn56quvcnN1AABAHpdrgctbb71l+vbtax588EHzzTffmIYNG5rWrVubzZs359YqAQCAPC7XApcRI0aYHj16mOuvv96ccMIJZsyYMaZEiRLm5Zdfzq1VAgAAeVyuBC579+41ixYtMq1atfr/K1KwoH0/b9683FglAADggFwZZPGPP/4wBw4cMEcddVTY53r/448/ppt+z5499uXbunWr/X/btm3xL3zvDmP2eP/7W78vcsAcMiybbU5eS6qd+3aaA7sOhMqH/YftP2SbnGWzzclrWfPP2573f+fh7PBywW+//aY19ubOnRv2+T333OOdfvrp6aZ/8MEH7fS82AbkAfIAeYA8QB4wzm+DtWvXZjuGyJUalyOOOMIUKlTIbNq0Kexzva9UqVK66dPS0mxHXt/BgwfNX3/9ZSpUqGAKFChwSNYZAADkjGpa/vnnH1OlSpVszyNXApciRYqYxo0bm+nTp5tLL700FIzo/W233ZZu+qJFi9pXUNmyZQ/Z+gIAgMQoU6ZMjn6fK4GLqAalW7du5tRTTzWnn366GTlypNmxY4e9ywgAACBPBS5XXXWV+f33380DDzxgNm7caE4++WQzderUdB12AQAAfAXU0SX0DgAAIA9jrCIAAOAMAhcAAOAMAhcAAOAMAhcAAOAM5wOXxx57zBx//PH2OTDJsG/fPlOtWjVz2WWXJXU58fj+++/t2E61atVKerqfe+65XNvmLPvQbfM///zTlCxZ0txwww15Jp/rLkM98+nYY49NqeP7UKQ7Vfd3Xkh35LGsdB9++OH2Ltv8vOxIGli5evXqYcP5xMxz2NatW73y5ct7L7/8cuizO++802vUqJFXrlw5r3jx4t7xxx9vhwz4559/0v1+9+7dXr9+/bzKlSt7xYoVs8MNfPrpp+mm+9e//uUVKFDAe/7550OfTZw40evSpYt3zDHH2McXn3feeVHXUct94IEHvNatW9t10rTjxo1LN92BAwfs5+3atfOqVq3qlShRwjvxxBO9hx56yNu1a1e6dB922GHeKaecYt//8ccf3mOPPeadc8453hFHHOGVKVPGa9KkiV3HaBYuXGjXp1SpUt7hhx/unX/++d63336bbroRI0Z4VapUCVt+Trf5Tz/95F111VXe0UcfbaetW7euN3jwYG/Hjh3ZWnbQypUrvaJFi9pt/PXXX4d9t379eq9///5es2bNbJo1zcyZM6POx4V0axl33HGHnV+RIkXssp977jkvI9OmTfOaN2/ulS5d2qZfeScyf9x0001eoUKFwpYTaz7/6quvvF69enknnHCCzbvVqlXzrrjiCm/58uXpps3sMeCtWrUKS7fW54ILLgh9pu2i47FevXp2O2pbXX755d7SpUvDlvHZZ595119/vXfsscfa6WrVquV1797d5oNEHt/xpDto7969Ng2a9/Dhw8O+i5buePb333//7fXo0cOWBVon5flFixalmy5yf8dbjsRafn7yySfeDTfcYMuzggULejVq1Ig6v5zs75ykO579HU/5GS3d0Y5lLbts2bL2lYhzSfCcojzSsGFDu3/0m8KFC3uDBg2Ke9nx7G/NI9qxrfUO0r496qijvKeeesqLl9OBy5NPPmkL4mAhf9ZZZ3m333679/TTT3svvPCCd8stt9iTmT7Xjgzq1KmT3ZF33323LbSaNm1q33/++edh0+nA0YYfM2ZM2M5RptXJQBkiox2+evVq+9vq1avbAymjzKZMqe/OOOMM7+GHH7brroJXGV6/O3jwYFi6dWBqep2sP/zwQxvIXHLJJd7IkSO9Z5991q6XvldGD9KBrEynAv3xxx+3BVXNmjXtdvzxxx/TFQQqJMeOHZuQbb5mzRp7gOgAHjp0qN3m1113nV3P9u3bZ2vZQQr6SpYsGTVwUZCiz5Vu7efMApe8nu79+/d7Z555pp2uT58+tnDSvtf8HnnkkXTpUSGpE7NOCMobo0ePtkFX5Anz3nvvtfP4+OOP487nHTt29CpVquT17t3be/HFF23ArUJJ++O7774Lm/a1115L99JJWctWfgymW3lVJ6xt27bZzzp06GCPUW1rLUfBX8WKFe1J5Jdffgn9tnHjxjZYUUGr6dLS0uw0WqcNGzYk7PiOJ91BTzzxRCivRu6HyHTHs7+V7zSt5q0TlPa3giqlXcFzZvs7nnIknvKzW7duNj1aL12UZRS45GR/5yTd8ezveMrPaOmOVo5oWSo3VNarnMjpuSS4fG07BU/adpdeeqndv1OmTIl72fHsb81D6Y08xqdPn55unjo+tV2C57d8H7g0aNDA69q1a5bTKYNpJ8+bNy/02YIFC9IVGspMderUsTskcjm60tGVSPBk5J+cFFFntMMVpfoFpU6mGWW2PXv2eF9++WW6z3Wg6je6Yg6uz9VXX20PsIEDB3o///xz2EEsyggtWrSwmXL79u2hz9u2bWt/p6srn65CddCqkIh08cUXh6U7J9tchaw+i7xauvbaa+3nf/31V7aXPXXqVFuwDxgwIGrgooLwzz//tH+/8847mQYueT3db7/9tv1dMLjxT6IqKDdt2hRW2OlEoAArK1qOrrKvueaauPO58q7ycJBOGMp/upLNimpDFFwFB17T+ujqWlfHSuu6detsulVwBs2YMcN+rtoq3+zZs9NdqOgzTXf//fcn7PjOTrq1f7SdhwwZEjVwiUx3PPv7rbfestMqj/s2b95sT0qdO3fOdH/HU47EU35qUF3VMMlFF12UYeCSk/2dk3THs7/jKT+jpTtaOaJl6xyhdKtGKafnkuD2mDRpkufLybLj2d+ah7ZhLFR7pflGC2oy42wfl9WrV5slS5aYVq1aZTltzZo17f9btmwJffbvf//bDvTYs2fP0GfFihUz3bt3N/PmzTNr164NW06zZs3MF198YQd3FLWLq59JVjTGUrSBIyOpbffMM89M97na3uWHH34IW58LLrjArtP7779v+7rUqFEj7HcafFLjQKn98Oeffw59/vnnn9ttpgEqfZUrVzbnnXeemTJlitm+fXvYfM4///xQunO6zf3hzCOfjqzla1tqG2Rn2eqncMcdd9hXnTp1oq5PqVKlTPny5bNc73iXnRvp1j6UTp06hf1O73fv3m3zRLAd+cCBA2bIkCH2vfZvtGdO+stp0qSJ+fDDD0PTxJrPlXcj06G+CieeeGIo72ZEefTdd9+1ebBq1aph63PxxRebBg0a2DRpYLaMtqMUL1489Nm5556bbr31mfJAcH1yenxnJ9333nuvqVu3runatWu676KlO579rXJN26dDhw6hz4488khz5ZVX2un8/gTR9nc85Uis5adoML3DDjss0+2Y0/2dk3THs7/jKT8j061yKlo5omXrHKF0+2nOyblERowYYYfS0flD/VmWLVuWo2XHs799+/fvT3c+iaQxC3VMBvNwLJwNXObOnWv/P+WUU6JusD/++MOsX7/efPrpp2bAgAH2xKUd6fv222/NcccdZ0qXLh32W3+axYsXhy1HgYIyuf/+UNFwCP6I2pHp1k5funRp6MSY1W9FB3DwgPeVKFHC7N27184vSMvw053Tba6Tgyiza/sqs7/11ltm9OjR5vbbb7ed5rKzbI1z9ffff9tlJkpeTrf2oQqRyBOm9qEsWrQo9Nlnn31mO+P95z//sUGB1k2F7sCBA8M6JvrLad68uQ26VNDllNKgEd+D+S8arZuW2aVLl3Tr4+dzvVdQqjQ88cQT9qSzbt0689VXX5mbb77ZnnQjT+yRVIjqFVyfZBzfmaVb6/vKK6/YPBttZPto6Y5nf6tc028jT8LKjzt37jQ//fRT3Ps7WjkSa/kZq5zu72SkO5p4y8/I3/ppjEbp1rrm1LZt2+x2Ou2008x9991nBzQ86aST7HcZdcLNatnx7m9tb5VrKm8UGKm8UeAWjbbHl19+mRqBy48//mj/VwaOtHDhQhttH3300aZ169a2IPnggw/Crrg3bNgQityD/M90Igoux68N0R09h5J6gSuztGnTJl26a9eubU8+/mdBunJ86aWXzDnnnBOWTl3pzZ8/316F+3TALViwwP7922+/hc1Hy/DTndNtfuGFF5qHHnrITJs2zTRq1Mj2KFfh07t3b/Pkk0+mm2csy1ahqnnqFXlQ5UReTrf2ofaf9mOQf2Ue3IcrVqywgZIGL9WdFLpyUl56+OGHzf333x+azl+OCjt/2Tn1xhtv2HXRuGRZTaerycsvvzzd+vj5XMGhglPVzKhAbN++vb1a1JWzghGdkLIaMV7BgvJ6cH2ScXxnlG7lDe1zfd60adOov42WbuWtWPd3vOVaVvs7o3Ik1uXEKqf7O9Hpzki85WfkRY6fxmiUbs03oxN8rFatWmXz2sSJE83LL79szyGqNZN77rnH3kkU77Lj2d8KOFW2vPnmm+bVV1+1+0zlTbQaRn/Z8e6HXBtkMRG3tRUuXNjeyhXphBNOsCcJjTatDK6rzsgqq127dtnCMpKqv/zvg8vxq7B1QB0q//rXv+y667Zg/yANprtcuXJR10nBjK5edUXxzDPPhH136623mltuucVe/ffr189Oq0yljBlMty+4DG3DnGxzvylFVfYdO3a0V/4fffSRTaei8ttuuy3uZffv399m/BtvvNEkUl5O99VXX22bfhSIjBo1yjZNqLbHv308uA/1e+3jYcOG2W0lWgedkJ566il7RaarIj9f6STpLzsndILo1auXPUFrFPjMrg61Ldq2bRt2Isoon+tvDch6xRVXmDPOOMOsXLnSDB061L7XfvCP30hz5swxgwcPtk0HLVq0SLecRB3fmaV7/Pjx5rvvvrPBY0aipVvNELpqjmV/x1uuZba/MytHYl1OrHK6vxOZ7szEW34GKTDIqBwRP905DVy2/1/5o7QqyFLgoHynZesY0/rqYiqeZcezv8eOHRs2zTXXXGObmF588UXTp08fux8jl63fq8bHr0XMt4FLZnTl7bflXXLJJWbChAn2/2+++cY0bNjQfq7qvmj3j6vN2P8+yG8LjVa9mwxqSlCzgw4QHSjRZLROuqpTVK1o10+vT9WsugIfPny4rbKWU0891R6EjzzySLqDKtZ0x7LNdQWgDKxqRP9EoTZpHfw6qXbu3Dms7TirZeugfO2118z06dNjap+OR15Ot4Id1eqoQFATh78eOrnoZBnch8rHCqq0jCC9Vx5RFbACqnjTnRnVgl100UX2ZOu3jWdEV9Q65oLNRJH8dVKBrCtvXTXeddddoe+Vf9UcN27cuKjHioIJtfWruly1B5ktI1npVoCWlpZm1101B7Hw16lixYpx7e9ElWuZlSPxLice2dnfh6o8j7f8jEeixjsu/n9pVc2Ogpagdu3amddff93W/iiQiXXZOd3f2n8KXHRhFxm4ZGdfONtUpIJeGz+zDkU+v8OWTiDBKi4/Sg7yP1PHquBy/M5HWbXXJ4KuJK699lpbCKpzZUbpVlVq5DrpqlJXYrrCVkEXjQ4wtcGrqlkdtr7++utQfwe1YwYFl5HTba71UlOJf/L2qXBStK2TaDzLVmGhKmwdoL/88ot9+VdQ2o9r1qwx2ZWX0y0KNtRZUr9Vp1JVUfsFQnAf+vk4soOjTobBZfnLUT8Cf9nZsXXrVtsUpat0nfT85WfWrKITvTplZpXP1QlQ+VbbLUg1EjqRR2sn13Grk72Wob40ql2KtpycHt9Zpfvxxx8PNVP5edXf1kqf3uv7jI7vWPd3vOVaRvs7q3Ik1uXEKqf7O1HpjkU85WeQAtnMyhE/3Vl1ZM5KtGPeT7eOA9Wq6GImnmXndH/7wbrf+T1y2appiSfYdbbGRR0O/V7i6hGdGUWKylgqXHyqfpw5c6a9Egr2jfDbKvV9cDk6iKRevXommbR8XR0qin/77bfDouLIdOulmgb/YFE18qBBg8ydd94ZahbIiKrnzj777NB7RcI6sfrz92kZfrr97Zfdba6D3a+SDPKrJ/024FiXrcDk119/jdpmrMJOB2nw7p545OV0BwtCP5/6+1CCdw6o0536uehE5/edCbZJq3+O+PtdfXb8ZcdLV1+6olPNktZFzWiZUaGnY/C6665LVw0dmc91gvE7Dwb7F/hXbPoscjuqqlxBi/aJauWitdEn4viOJd3KqyqgdbdRJDUZ6qWgJFq6/X0Uy/7W9zqhKg8GayFVrujk4JcVme3vWMqRWMvPWOV0fyci3fGItfwM8svyjMoRfa59nIjApVKlSmH9bfz1UlObmnciA/islp3T/e3fkebn5chlx7sfnK1x8Tu3+RlQdJKK1kbnVw8rGPCpI6Ay/wsvvBD6TAWcqh9VveZHiP5yPvnkE1uVlVGnukTQ7ZOqZVF/CN1aFy0CDaZbdxOoINQJWk1LukNFVe66FS4e+q2uGlRQRTa5aBl+unO6zVV4qHD2e/j71IlLy408mLNatvbde++9F/ZS9bZ/haur+ezKy+mORncLPProo3ZewROZ30E02O6swl35XB2IFdiIvxwVTspP0U6wmdGxpGUpAHjnnXdiOk5UK+X3o8gqn+u9f/IJ1maJmlF0BalaLZ/eq9+MCm/VtKhfSDQ5Pb5jTbeOzci8+vzzz9vvFLjpvQLwaOmOZ3+rXFOgPGnSpNBnqoXUuim48gPEjPZ3rOVIrOVnrHK6v3Oa7pzIrPwM8tcho2NZ6Y61j0dWlCdVi6ja+2C6FWCpj1e0cj6zZce6vxXYRDYpKdBUvxrRDQyR1Kwe7VEg+bLGRVeParPWjlCnNZk1a5Y96LSRVVCp6lVRuDKzTiTBXs3a2OrgpXbnzZs3m2OOOca2WarKNljI+8uZPXu2Oeuss0J9EdTZTy+/ENGB5O8cVesG+w08++yz9kTnX+X6t/aJTrQ6gFR9qJ2qqzK16arDYpB6aivz+eujznlaJ3UW061valrSurVs2TLdCVuZwr/a1jqrY6euRDW9+oko86mzlp6DEkkZ30+3XjnZ5krXxx9/bJt31CFV81OAps/UuTayujGrZfvt/UF+DYuqk4PBg/j7x78FUv1jVO0ukbdS5+V0++lTflC+Vd8KFSjqE6D5Bgsl9bdRnlCHRhXk6qswefJkm26dOP3C1M9Xyksq6P325ljzudqwdULRb1UdrHb0oGh3FCifKu3+7eJB/vooPaqOV4dXzVsnGuVf1bT5nTV1fKk2Rf3BfDrxKi3aZrogCD5TRf0Q/Lsscnp8x5pu3fIZeRusyhpRmvz18W9dDaY7nv2t/KjtorvIdKeGai7U5KOTjpp/IrdvcH/HU47EWn6K0qFtJNpfqkX0t6Xyo5af0/2dk3THs7/jKT8j060aJDXR6u421Txo+f48FVzrlmLlTaU1J+cS0X5Rjb064vft29d+rtvpdbGl2j1frMuOdX8rCFH/Ob00jTrdKihXs576+UUeAwqYdNyonIqL5zA9OVFPLNy5c6d9r8ff62mktWvXtk8L1VMl9QQ/jR8TfOpj8Ml/eiqjHtmtJ0Oedtpp9gmskfwnnwbHBtE8MxpvRd8F6YmJGU2rJ5sGH+ec0UuPbw6mW+nT5ytWrLBPT8zst8GnK2ob6dHvGs9DadaYJ3oMfeTTP2XLli32abQvvfRSwra5nsDYpk0bu831+OnjjjvObt99+/bFvexo/G0R+eRcyWwbuZZuPfpdy9Y+PPLII+2TlFetWhV1m/jj3GjZmnf9+vW9119/Pd10GstJ2+Kjjz6KO59nND5JtO0rejy6Pu/bt2/UdfbTrfQFHwGvpwwr7dp++k75WI8i11NfYz3mIp/cmpPjO950B/nHfOSTc6OlO579rW2kJxFXqFDBDg2idYx2PETu73jKkXjKz8zmG1muZXd/5yTd8ezveMrPzNIdfKpyos8lPuWPyy67zA4xoG2qcZi0XYLlSDzLjmV/a79orC4Ng6AyUcvT8BsaTiPaY/21LzSEQUo98l+FvAasChbyyeAPwpbZIHaHOt06+Z188slJXY7G1dCAWsGMfqi2Ocs+9Nv85ptvto/+1rgmeYHSrfUJDryYKsf3oUh3qu7v3Ex3RseyynKNH5Zfl53REAYKgjQuVrycDlxk2LBhdqTdyHFJEkVjTWjEVw08lszlxOP777+3Ba2i2mSne9SoUbm2zVn2odvmGntFA9Rp8Me8ks81CJ4CdF0pptLxfSjSnar7Oy+kO/JYVrq1TsExp/LjsiNpsFcdewpg4lVA/8TXuAQAAJA7nL2rCAAApB4CFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCFwAA4AwCF8fpkct6bLUe2ZxX/Pjjj/bx2xrMK97B1uIxfvx4U7ZsWXOo6RH1GpckL9LgeInY5hqgUI8n9x9Ln0gam8d/xH1OKN9r+ILcpKdJ6FHmGvcp2cdhstIbLc/oM40unBe2sQs0vpwe5Z8XjusxY8aEhhPIt+J+8gvC6JHV2ox67HPQe++9l+UjvxPBf2z4t99+m2f2zJVXXum1aNHC++WXX+wDn5JFT/SN98FJegy4Hn+fE3/++WfokeR5jR7T3bBhwxzPR49Zv/HGG71kPcHz77//zvF8lO91nOWm//znP/ahaV9++aW3YcOGdEM4JJLmH8/DuvTI+TJlymQ5nYaECB6nesClv23jXWZ+l9E21aP49bTvZIncR5nR8ANVqlTx5syZ4+VX1LgkgGoWNFKrBkjMLzRoYHatWrXKDvleo0aN0KB1yaDRs1UrcKjp6jpyWPj8RIPBaeC04CB2icxDGvAtN2rKkkF5XQP+aQDCSpUqmcKFkzdurebvD4qZSBpcL3icKk2ige+StcxDLdpI7i6J3EeZ0WCKV199tXn66adNfkXgkgAaVl4HuEbgjaeqT1WLqmKMrELX6J2qplXhrpFI9+/fb0cY1gmzatWqdjTSaM0zKjwVRPmj3QYtXbrUtGnTxh4Amvc111xjRwsONn9o5GI1gWhk1WjDj8vBgwftOmk9VKApTVOnTg19r6pljfipafS30h2Nvzy9dCLTMgcOHGir3n0KBDVabbly5eyQ61r/FStWZNhU5G9jjfqs7ar5durUyY687W9fbZennnrKrpteagrRcjSasEZsVTCk0Z6jbeOMmoq0LO0zjUSsgKZ69ephw79nNA+NLt2vXz+7X5V/IrfVmjVr7MlD+6x06dLmyiuvNJs2bQqbZtiwYXZ/arkKNHbv3p1uWS+99JKpV6+ezRvHH3+8HTU3MxotVvtWzX1B2nann366/U4n63vvvdfmzXjzUGRTUSzbQvtdI9UqDSeccIIdQTvS2rVr7TZSntB8tO38pi4dH8pDEyZMCE2v0XO1vzWacEYyS7PSoRF5tZ+Ul4LHcpCfT9XkorylNGjbaH2DRo8ebUeB14mnbt26Nh8HBZtt/CZijUbevHlzmzaNtDxv3rzQ6OUaKVkjMft5PaNjMVg26W+/mUGjTvujJ0fS/PXd9OnT7WjoWr7Kn+XLl8eVpozyhkZ01vGofH/zzTeHBcEqb3RhpG2qk/nFF18cCraC2+att96yo2pre/sjXWd2LOR0myrgz6wMyCx/+vNXXitZsqSdRqOVa7TmyH2U1bSifaiRqTU6c76U21U++aGpSOOcTJo0yY6GuXbt2qhNRdGq8FW1GBypVvMqVaqU16tXLzt67tixY+08WrdubUew/emnn7yHHnrIVk37y/GbiqpWrer9+9//ttW8quLXfPyqRVXLa0TZtLQ074cffvC++eYb7/zzz/eaN28e1oSiEYjvueceu2y9otEIrhpt9M0337TT9OvXz66P1k1UtaxRku+66y77t6o4o/GXp2YbzUejFWsk0RdeeCE0Tfv27b169erZKs/Fixfb7aBxTDS+TLRqW21jzbNDhw7ed999Z3+nQbzuu+++UBNF06ZNvR49eth102v//v12e2ugMY0kq+05bdo074MPPoi5uUn7UIOXaWwljdatZsOCBQtmuA39eWg7Dho0yG67V155xY4/9emnn9rvNZaI1unss8/2Fi5c6M2fP9+Osqrf+d566y07SqsGTdOy7r//frvfg/lM21UDZb777rt25Fb9r3UdP358hut2++23exdeeGHYZ+vWrbP759Zbb7V5SPlbI+RGjpQcSx7yj5l4tsVJJ53ktWzZ0uaD2bNne40aNQprKlKeUF654YYbvCVLltjjQCMoa1wWf+Re7R/ll19//dUeP+XKlfOeeuqpDLdDVmlWfhoyZIg99pSXNm/eHHU+yqc6Rk499VRv7ty5dn+efvrp3plnnhmaRuWHptE6Ll++3HviiSfsQIAzZswITRNMr3/ca3TiKVOm2N9cfvnlNi+quUpp1uB12q5+Xs/oWAyWTZrGH9XY/100M2fOtNM0adLEmzVrlrds2TLvnHPOiTtN0fKG8tBVV13lLV261KZNZZd/DIvKOeVjHWtqIm/Xrp0d8dwff8ffNhrLzc/369evz/JYyMk2zaoMyCp/av7Kmxp9WSNQ63utl/Jq5D7al8W0smPHDrt87af8iMAlh4KF8BlnnGEzZk4CF70PDvyljK0CwacTrQbFUuAQPNg0eJZPGVuF6aOPPmrfK9jRUOxBKrj1Ox2c/slDJ4OsqO1UQVSQhjdX4e5TOiOHRI+k5elADg5nriHO9ZnoBKb1U98BnwIxDc/+9ttvZxi46EQT7H+ik6gK18z6uKjgu/7667NMe0bz0D7r2rVr6L3SVLFiRTuIWGbzUFASuR21DUQnbRXya9asCX2vk4O2yVdffWXfKwgLbndRWoP5rE6dOt6ECRPCplF+0G8zovzs52OfThzKi8H9pUJaJxk/v8aah6IFLplti08++cQrXLiw99tvv4W+1+BwwRP5a6+9lm79dEJQftHvfRdddJE9nhQE6ZgITh8pljRHHsPR+IGAgk+fAiF9tmDBAvteJ3wF1EFXXHGF17Zt20wDl+BIv37+0Lzj6eMSWTbF0j/PD1w+++yz0GcfffSR/WzXrl0xpyla3lAAoBOvT8dRcJtH+v333+1ydbES3DaRow5ndSzkZJtmVQZklT/Vb07LURCY1T76M4tpfQrMM7tAcRlNRQmkfi6vvPKK+eGHH7I9jxNPPNFW0frUDFC/fv3Q+0KFCtnq0c2bN4f9rmnTpqG/1c6u6lt/Pf773/+amTNn2iYH/6VqUglWsTZu3DjTddu2bZtZv369rZYM0vvspFlNEcGqaKVBTQIHDhyw81M6mjRpEvpe6VZ1c2bLUnV9sP+Jqvcjt1WkW265xUycONFWxaq5Yu7cuXGnpUGDBqG/lSY1d2S13OBvItdVaaxWrZp9+dREomphP/36P7h9IvPBjh077P5VE1Jw3z/88MNh+z2SqpdVlR6kZWnewf2l/b59+3azbt26mPNQTrZFlSpVoqbTz+MrV660+95Pp6rj1XQWTOvLL79slixZYr755hvbhJNRU0g8aY6F8vJpp50Weq/jL3JfZue4Cm43bTPJKt8lUmbLz26a1DyjZhqf9oG2ud+0pjKic+fOpnbt2rYpyW+iU5NdkMrA7BwL2d2mmZUBWeVP/a1mMjUhqplHzdkbNmyIupzyMU6rZlA1X+VHyetJloLUBq/MlJaWZjNWkIKRyIG4o3UYO+yww8Le6wCI9pn6msRKB70yuAKrSP6BKWovdV12tpX6zqh9WH071HeiZcuWplevXubxxx9P6nJzul9j2e/y4osvpgtwFABnRP1TstvRPLt5KBF5XEGT35chSH0lfDqB6CSm41GFfTD/uyi43fwAK5F5KC8uX2WZOv4rXyuY1fLUry+yM3gwL8ZzLGQ3TZnl4Vjyp/rVqa+X+vCof86AAQNseRTZ1yzWaf/666+wvJ+fUOOSYOos+eGHH4Y6dPmUgTZu3BgWvCTymQ/z588P/a3Og+ogq05ocsopp5hly5bZK5Njjjkm7BXPiUZXNyoovvzyy7DP9V61AfFasGBBujSo86IKEq270hGcRs8WUee/7CzLp06CqtGJpP3TrVs38/rrr9tO01l1rk02pV9XmMEOnOpEumXLllD6NU20bRisrdP++vnnn9Pt91q1amW47EaNGqXrsKplKU8H86/2u64g1VH7UGyL4FVlMJ1+HteVuO4yi0yrOmn7BbkuKO6//377vzpkZ9Z5MZFpVl5euHBh6L3ysfalf4zq/0QdV1nl9UMlu2lScBncL9rXqqFQrZtfBuhErQsMLSOWIDu7x0Kitmks+dM/9nThq1pfBWPBzuSRGmUyrWpxVJujafIjApcEU7OOCsTIW9F058Tvv/9uHnvsMZupRo0aZT7++OOELVfze++99+zdE6ot0MGsHu6i9yq0Vb369ddf2+V/8skntod8vAeh7m5SzY2ifBUgustCAdgdd9wR9zqrardv3752Pm+++aZ55plnQvNRAKNe9z169DBffPGFLcy6du1qjj76aPt5dil408levfl1V5WuiB544AHz/vvv26pcBXhTpkwJnVBy8041Py+pWeOrr76yd1jpLgm/ClzbSk0fuvr66aefzIMPPmjXP0h3Z+huN+VHTfPdd9/Z6UeMGJHhslVrqPkETwi33nqrDR50F43ymLaXlqf9F2zaTNa2OO6442xgqXzw+eef2+AjSNtJNUXKG/p+9erV9s4LXZX6zTq6O0UnP530lH7l/bvvvjvD5SYyzboa13yU93RRocBJV8e6M8Q/rtR0pbtwdILT+unulszWL5a8rit93fmjvH6omw2ymybVnKhJR8GzakG1zXW3mra57jBUk7EuLHS8zpgxw+6PWGTnWEjUNs0qf+q9ghAFyqr9/fTTT+02i1YOrY5hWi1DTWm6o8unQO/ZZ581+QGBSxLoVuDIqkVlKt16pwBDbbg6EeWkUIpW06OX5q0TvW6F04Eifi2JCuoLLrjAnhB1y6ra2OMtgHWgqaC466677HxUVallKdCIl07EurJS4a3gSidiPYXUp0JF1au63VHt3LryVUEWWSUbD21z1ejoqk+1LAqedBWlgkBt1Gru0/fq85KbVM2sE6UKaq2TTt4qiBQw+q666ip7C7n65Wg7qRBTf52gG2+80d4Cqm2p/aXARyeTzK4yNZ2uEHW7sE8Bo7a98q3ymIIAnVwUBCSb8qiCcj+vKE2PPPJI2DTqEzFnzhx7G2qHDh3s8ebfHq6awldffdWuv27HVX8T1TSqdk1NBxldQCQyzVq//v372+drqJ+HahCC+1K3AKuvgpon1c/t+eeft/tMFzzZpduTtc7KJ8rrumg6lLKbJp1gVZ4o32vd27dvH7rtWHlBx6aCP9Uy9OnTxwwfPjym9cnOsZCobZpV/tT3Co47duxog3SVgyoTb7rppqjz+jGLaXUhqIu+IF2wBh+B4bIC6qGb2yuB1KPCS51hk/mYbGTfRx99ZK+Y9fyfZNeo5Hc6OepCQU1DyJxqorSdGGYg+5YtW2ZatGhha5WCzVD5CZ1zAaRz0UUX2ern3377LezOJgB524YNG2wNY34NWoTABUBUeXUgSQAZU7NyfkdTEQAAcAaN1wAAwBkELgAAwBkELgAAwBkELgAAwBkELgAAwBkELgAAwBkELgAAwBkELgAAwBkELgAAwLji/wEK3z662gI2PAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Dendrogram\n", "\n", "from scipy.cluster.hierarchy import dendrogram\n", "from sklearn.cluster import AgglomerativeClustering\n", "\n", "def plot_dendrogram(model, **kwargs):\n", " # Create linkage matrix and then plot the dendrogram\n", "\n", " # create the counts of samples under each node\n", " counts = np.zeros(model.children_.shape[0])\n", " n_samples = len(model.labels_)\n", " for i, merge in enumerate(model.children_):\n", " current_count = 0\n", " for child_idx in merge:\n", " if child_idx < n_samples:\n", " current_count += 1 # leaf node\n", " else:\n", " current_count += counts[child_idx - n_samples]\n", " counts[i] = current_count\n", "\n", " linkage_matrix = np.column_stack(\n", " [model.children_, model.distances_, counts]\n", " ).astype(float)\n", "\n", " # Plot the corresponding dendrogram\n", " dendrogram(linkage_matrix, **kwargs)\n", "\n", "n_samples = 1500\n", "random_state = 12\n", "\n", "\n", "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n", "\n", "model = AgglomerativeClustering(distance_threshold=0, n_clusters=None)\n", "model = model.fit(X)\n", "plt.title(\"Hierarchical Clustering Dendrogram\")\n", "plot_dendrogram(model, truncate_mode=\"level\", p=3)\n", "plt.xlabel(\"Number of points in node (or index of point if no parenthesis).\")\n", "plt.show()\n", "#Fuente: https://scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_dendrogram.html" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Spectral Clustering\n", "\n", "La técnica spectral clustering es útil cuando la estructura de los agrupamientos individuales no es muy convexa o, de manera más general, cuando una medida del centro y la dispersión del agrupamiento no es una descripción adecuada del agrupamiento completo. Por ejemplo, cuando los grupos son círculos anidados en el plano 2D.\n", "\n", "https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html\n", "\n", "\n", "Como parámetros más importantes tiene:\n", "\n", "El número de clusters.\n", "assign_labels: La tècnica que se usa para asignar las etiquetas. Se puede usar k-means o discreti\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import SpectralClustering\n", "import numpy as np\n", "from sklearn.datasets import make_blobs\n", "import matplotlib.pyplot as plt\n", "\n", "n_samples = 1500\n", "random_state = 12\n", "\n", "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n", "plt.scatter(X[:, 0], X[:, 1], c=y)\n", "plt.show()\n", "\n", "sc = SpectralClustering(n_clusters=3, assign_labels='discretize', random_state=0)\n", "y_pred = sc.fit_predict(X)\n", "\n", "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**Actividad 6.1**\n", "\n", "Realización un estudio entre K-Means y Spectral Clustering con el siguiente dataset (*data/Live.csv*, https://archive.ics.uci.edu/ml/datasets/Facebook+Live+Sellers+in+Thailand). \n", "- ¿Qué agrupaciones se realizan sobre los datos? Es decir, proporciona una interpretación de cada agrupación. \n", "- Carga, **selecciona** y prepara datos\n", "- Evalua la idoneidad de diferentes grupos\n", "- Visualización acorde a la interpretación" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "datafile = \"...\"" ] } ], "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": "3.12.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }