From d082935e5c9cfe721f6d92fc15a4a895998e9b55 Mon Sep 17 00:00:00 2001 From: Titouan Labourdette Date: Wed, 6 Oct 2021 15:04:03 +0200 Subject: [PATCH] =?UTF-8?q?pr=C3=A9paration=20pour=20le=20TP2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .ipynb_checkpoints/3 agglo-checkpoint.ipynb | 781 ++++++++++++++++++++ tp.ipynb => 1-2 kmeans.ipynb | 36 +- 3 agglo.ipynb | 781 ++++++++++++++++++++ 3 files changed, 1580 insertions(+), 18 deletions(-) create mode 100644 .ipynb_checkpoints/3 agglo-checkpoint.ipynb rename tp.ipynb => 1-2 kmeans.ipynb (80%) create mode 100644 3 agglo.ipynb diff --git a/.ipynb_checkpoints/3 agglo-checkpoint.ipynb b/.ipynb_checkpoints/3 agglo-checkpoint.ipynb new file mode 100644 index 0000000..abbad4d --- /dev/null +++ b/.ipynb_checkpoints/3 agglo-checkpoint.ipynb @@ -0,0 +1,781 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 54, + "id": "13b7eb33", + "metadata": {}, + "outputs": [ + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "### 2 Clustering aggloméré\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = KMeans(n_clusters=3, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"3 clusters in 2sp2glob\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "e576f7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "### 2 Clustering k-means (suite)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = KMeans(n_clusters=9, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"9 clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "a9fddea2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.352, 0.388, 0.393, 0.415, 0.413, 0.466, 0.5, 0.549, 0.522, 0.493, 0.472]\n", + "Temps : [0.063, 0.061, 0.1, 0.11, 0.144, 0.121, 0.129, 0.1, 0.157, 0.184, 0.187]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "### Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "nb_clusters = range(2, 13)\n", + "for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + "print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + "### Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster_max_score = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + "### Affiche les résultats \n", + "### Graphes des metrics\n", + "fig, figs = plt.subplots(nrows=1, ncols=2)\n", + "figs[0].scatter(nb_clusters, temps)\n", + "figs[0].grid()\n", + "figs[0].title.set_text('Temps')\n", + "figs[1].scatter(nb_clusters, mesures)\n", + "figs[1].grid()\n", + "figs[1].title.set_text('Mesures')\n", + "fig.tight_layout()\n", + "\n", + "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + "### Appel de la méthode de clusterization\n", + "pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + "### Affiche la clusterisations\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "d75ca794", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.468, 0.622, 0.68, 0.734, 0.722, 0.766, 0.81, 0.838, 0.774, 0.726, 0.668]\n", + "Temps : [0.035, 0.044, 0.045, 0.064, 0.093, 0.096, 0.071, 0.088, 0.13, 0.154, 0.143]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.441, 0.489, 0.495, 0.495, 0.493, 0.509, 0.501, 0.526, 0.537, 0.552, 0.581]\n", + "Temps : [0.051, 0.049, 0.073, 0.072, 0.087, 0.085, 0.089, 0.105, 0.105, 0.106, 0.115]\n", + "Clusters : 12\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.576, 0.489, 0.492, 0.458, 0.439, 0.413, 0.415, 0.413, 0.415, 0.371, 0.374]\n", + "Temps : [0.026, 0.043, 0.042, 0.057, 0.06, 0.067, 0.07, 0.076, 0.083, 0.1, 0.134]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.527, 0.587, 0.618, 0.575, 0.578, 0.553, 0.542, 0.541, 0.521, 0.519, 0.508]\n", + "Temps : [0.025, 0.033, 0.038, 0.056, 0.083, 0.092, 0.095, 0.114, 0.116, 0.138, 0.129]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.605, 0.594, 0.641, 0.624, 0.588, 0.453, 0.458, 0.45, 0.423, 0.414, 0.406]\n", + "Temps : [0.029, 0.033, 0.046, 0.063, 0.077, 0.102, 0.1, 0.111, 0.119, 0.139, 0.125]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.723, 0.867, 0.867, 0.724, 0.579, 0.57, 0.564, 0.56, 0.547, 0.546, 0.553]\n", + "Temps : [0.026, 0.028, 0.034, 0.049, 0.066, 0.079, 0.082, 0.098, 0.1, 0.109, 0.111]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.452, 0.326, 0.323, 0.335, 0.336, 0.329, 0.332, 0.339, 0.331, 0.33, 0.327]\n", + "Temps : [0.026, 0.069, 0.091, 0.162, 0.128, 0.102, 0.124, 0.14, 0.166, 0.17, 0.162]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.661, 0.696, 0.546, 0.556, 0.556, 0.449, 0.358, 0.342, 0.351, 0.357, 0.35]\n", + "Temps : [0.042, 0.03, 0.094, 0.061, 0.106, 0.128, 0.136, 0.133, 0.173, 0.157, 0.199]\n", + "Clusters : 3\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.347, 0.361, 0.355, 0.348, 0.351, 0.356, 0.366, 0.376, 0.359, 0.366, 0.375]\n", + "Temps : [0.047, 0.047, 0.038, 0.05, 0.063, 0.068, 0.06, 0.081, 0.063, 0.066, 0.078]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.456, 0.523, 0.524, 0.498, 0.509, 0.481, 0.453, 0.458, 0.478, 0.453, 0.43]\n", + "Temps : [0.037, 0.05, 0.051, 0.059, 0.064, 0.097, 0.101, 0.121, 0.119, 0.128, 0.133]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.698, 0.835, 0.841, 0.83, 0.492, 0.475, 0.477, 0.434, 0.443, 0.444, 0.41]\n", + "Temps : [0.019, 0.028, 0.038, 0.045, 0.067, 0.065, 0.086, 0.097, 0.112, 0.117, 0.111]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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qnctqs/BxxWtNsvixNqEopZrFy/95m6Ktxf9LclHqiCX5pbzwj9fZtjG/WqLclafcy5a1jT8ZXkpGCv9664Yq2ypKK7jrtOrJG4g4SnOHWEyuqL1QlFKN6pcZORFrqJF4yj28/9gnWG01pyJnkgNLLfari0hD/H/6YA4B/+4/UHZlsVoYceSQJql9707C1sADwSCL1+UhQP+ubbFGmNtAKdX8ktNc5O9+6pMqgsEgVlvNqai8uPEXFm7fo/os2MXbI0++VdmOFXm8bh9JqS6SWyVzzdMXV9svGAwyf9YC1ixcT+e+HRl+xN6NmuQTMoHPW76Bm6bOxOML3bBwOWw8cMnx7NOr5o78SqmmdcKVR/PcLf+tNoVsNEF/EI8/etNEUxERLn3wHN59ZCZvPzCDkvwS+o3szRn/OKnGY212G5c9ci75mwrp3LcD+5+0Lw5X1T7oZUVlXH/wv8lduQW/z4/NYSOrfSaP/HgnGdmtGqcMiXYTs6jMzTH/eI6KXW54JDvtfHrXhaQlRx4QoJRqHoFAgAcvfJqvXv4+rlfdueH5y1i7aAMznv6iyoeNK8XJ3gcNjLrSjjPJwQGn7Mffpl+12/M/fMmzfDn92yrT01rtVsaMH8Ftb99Yp1ibYkm1mPgiZ2nEfxTGGL6ctzwGESmlKrNardz84pUMHNM31qFEJRbh5w/n8OETn0ZYbMKLI8lBq+z0iMeeePXR3Pj85TVe45s3fqySvAECvgA/f5gTdebEukq4BF5YVoEnQl9Prz9AYWnjt5EppaILBoPMfPZLLhh0LZO7XMIjl04lf3MBAOMvO3LnfCfxxgQNsz+eh89TPZcYY/jx3dkUbSuOeOyqv9bVapWfYCDytw9jTKN9M0m4BD6ibxdcEVa0dtisjOjbJQYRKbXneuzyaTx7w3TWLd7I9o35fPbCLC4ddjPF+SUcPHksvYf2iHWIUUVLsDtFefuPbxfW6vyjjx9erXeNxSIMHTe40W5kJlwC36dXR0b260JSpSGzSQ47owd2Z68e9V+OSSlVN1s3bOeL6d9VmRgq4A9QVlTOJ1O/wlPhpf+o3ljtzdu1rqmJ1C5tXvbwuWR1yCQpNXRfzpXiJL1NGtc8U723Sn0lXC8UEeHBS4/nk9mL+fDnhYgIJ4wZxNGj+lcZBquUalorfl+N3WmrNoLSW+Hlo6c/58V/vk4wGL83MevLYhUqytwkRZlBcYes9pm8uORRvn/7V1bMX023gV04ZPKYKvPANFTC9UJRSsWHFfNXc+3+/6reXTDK0PmWwpns4OL7zmb85Uc22zVbTC8UpVR8aN+9LWmZKaGEXVkLSt7OCDdhPeVefvsschfD5qYJXClVZwV5RVy01/UUby+pkrDjtddJfVjt1qjNsot+WcqzN71MwZbC5g1qF5rAlVJ1Nv22NyjYUlR9IeEWdBvK5rCSlOrCEmGl+uLtpXzw+KdcvPcNO7tNxoImcKVUrXndXu4+81E+nvpVxAmrdjcfd6IJ+IJMvnkCvYZ0wx5hEWa/109pYRlv3vdhDKIL0QSulKqRp8KDz+vj4Uue5cf3Zkfdz++t3SyEiSAYCHDomQfwVM593PbWDRGbh/y+AL99Nr/5gwtLuG6ESqnms3bReh644GmW5awECY1gNC2wa2Akbbtm8/lL33D42QfTe2j3qHOWt+6Q0byBVaI1cKVURMXbS7h2/3+xdM5ygoEgQX9wj0neAJtX5/Hc3//LOb2vJG/9dgaO7odtl0FJzmQnE288IUYRagJXSkXx2Yvf4PP4YrLSTLwwAUNFqZt7znyMf751HYPG9sfhspOcnoQz2cn5UyYz6uihMYtPm1CUUhEt/nVpaE1LRX5uARUlbh6Y9R+2rN1KwZZCug3qUuNozKamCVwpVUVFaQU/vjeHX2fOi3UocSMYNNjC8y+165ZNu27ZMY4opNYJXESsQA6w0RhznIhkAW8C3YE1wCRjTOw6RCqlGuyzF2fxxFXPE/AF8Psi9ygRi+xRbeEA3Qd1pk3HrFiHUU1d2sCvARZXen0L8LUxpg/wdfi1UipBrfpzLU9c+Tyecm/U5G21Wxl22N7NHFlspWWlcPL1x1NeEn/rDdQqgYtIZ+BY4LlKm08ApoefTwcmNGpkSqlm9fG0r6rNLFiNgS1rtzZPQLEm0Co7Ha/bz+NXPMek9hfy3qMzYx1VFbWtgT8C3AxU7gjZzhiTCxB+rL68MyAiF4tIjojkbN26h/zilUpAxduKa5z+1RhD7qotzRRRjBko2laMp9xDWVE5ngovz1z/Mtce8E8W/LQk1tEBtUjgInIckGeMmVufCxhjphpjRhhjRmRnx0fDv1Kqun2PHY4z2bH7nQRaWr9Ci8USfS2BXYpqjGHhT0u55cg7+erV75o+uBrUpgY+FhgvImuAN4BxIvIqsEVEOgCEH/OaLEqlVJMpyCvi3yfexwPnP4mnfPfdBoP+IP1G9m6myJrHFY+dV+dZFD3lXp646gX8vtjO/VJjAjfG/N0Y09kY0x2YDMwyxpwJfAScE97tHCB2M7ootQf67bPfuWz4zYxPP4tLh93E7E/q3u0vGAxy/YH/YvbHcwn4a14p3WK1cPQFh9Yn3LjUdUBnjr/sSG7/4GaSUl0kpSWRlOrC7rRVG3W5q2AgyIZluc0UaWQNGYl5D3C4iCwHDg+/Vko1g19m5HD7KQ+w4vfVVJS6WTl/DXdOepCfPphTp/PM++ovtucW1Cp5QyhpiUXoOaRbfcKOGzaHlQGj+/DEnLsREYaO24u3Nj/HTS9czjVPX8x/1z7DFY+dv9smJb8vQHrr1GaMuro6DeQxxnwLfBt+vh1oOR/FSiWQqTe/Uq25w1PuZepNLzN2wqhan2fTis0EfLVL3jt899bPXP7Iedx06O0J1x+8VZs0Tr3lREYcvjc99qr6IeRKdjJgdF/8Xj8Z2ekcd8kRdBvYhak3v8LSOSuovPykzW5lrwMGkNU+s7mLUIXOhaJUAtq4PPJX99xVedRlndsee3XFYqtbGlg+bxVDDhrEpBvH1+m4eOAp95KWkVIteeeu2sLlI//G2b2u5MJB13FOnytZ9Osy9jpgAI//chfnTTkNR5KDlFbJOJIcDBzdj3+8cW1sClGJDqVXKoFUlFbw2l3vRV03OLNdq+g9KiIYvH9/ug/qwvJ5qwhEGbyzq7ZdQ73JLrznTJbPW80f3y2s9bGx5i738Prd73PU+eN2bgv4A1x30G3k5xbs/EaRuyqPW464k+nLHyezXQan3XIiJ1xxFKv/WkdWhww69GgXqyJUoTVwpRJEMBjkhoP/zbsPfxyxv7YrxckZ/zqlTucUEe778l+Mv+zI/7X3hvO/M8URcYm0/Y4dtvP5f967kf1PHIW1jrX4WNqybitF24p3vv7ts/mUF5dXaw4K+AN8Pv3bna+T05IYNKZf3CRv0ASuVMLI+fwPNizLjTha0pXq5Nw7J3P8pUfU+bxJqUlc/sh5vLziCVplp2O1hXpfeMq8Eav57zw8kymnP8xDFz/D6gXr+ecb13P2vychlsRYEDPoD3DZ8JspKyoDYNvGfIIRbuJ63T62rInv3tHahKJUgliWsxJ3mafadhHh1JtO4ORrj4t6bDAYxO8L4HBWX9txhzfv+5CywrIam0PKiyv49o2fERFmvfYDJ159LB8++WnC3NA0Boq3lfDxtK+ZdON4+o/qHfGbRlKqi70OGNj8AdaB1sCVShDtumVHHHDiSnHSrnvEmSzwenw8cfXzjE87i+NTzuDCwdfx5/eLIu6b8/n8qJNYRWKMwVPu5a37P8TbyPOGR1oJvjF5Krz8/vWfAPQe2oNhh+1dpcug3Wmnbdc2HHDyvk0aR0NpAlcqQRxwyn7YXfYqNylFBIfLwQEn7xfxmHvPeoxPn5+Fp8JLMGhYu2gDtx5zF6sXrKu2b1b7jHrFZYypdT/y2oq2/mRjsVgttK/0offvd27kvP87ja4DOtGhVzsm3nA8j/48Bbsj+jeWeKAJXKkE4Up28sgPd9JnWA9sDhs2h40+w3vyyI934kquXjPftimfX2bMrVY79nl8vHV/9YHTp9wwPuJ5ahSjlhOrzYLNYSM5PYmktLqtjGN32phw1dGVzmXl5GuP4/mFj/Dy8ic47/9OIyU9ubFDbnQJ3Qa+paCEWb+vIBAMcuDevejaNiPWISnVpLr068STv91L8fYSANJbp0Xdd/PqPBwue7WbnsFAkDUL1lfbf99jhnHOnZN5/u//xe+NPMeHxWqJUDtuWAav7wIRAX+Q1p0yuH7qpYjA5jVbeezyadX269CrHSmtklm7cANWmwVXiosbnruMbgO7NCjueJCwCfzDnxdw9xuzgNBXuCc/+omLjtmP84+q/Sg0pRLV7hL3Dp37dsDrjjy/d7Sh8KdcdxwHnzqGs3tdgc9TNYk7k50cd+nhzHjqc2x2G0ioCaf30O78+d3iOg0gqsxiFbBIvZphgoFglUWF23fP5slrXiBv/Xay2mdw0b1nctDEMQBszy2gvLicjr3bY7Xufp6TRJGQCXxrUSn3vDEL7y43XKZ9MpuD9u5Jr45tYhSZUvEjI7sV3Qd3YfncVdXeK95eGvW4Nh2z+NvLV3PfuU9AuH3bZrdyzIWHcsn9Z3P6rScxf9YCnEkOhh62N6v+WMNV+91a7zgDviBtu7Uh6A9SWliGCRqyOmSybVM+vigfQAB2h42DJo6usm3kUUN5aenjEfdv3SGT1h1iO/S9sSVkAv/uz+r/IAH8gQBfzF3GZZrAlQJg6/ptEbeHepz4QzXpCA6aOJrB+/fn+7d/wV3mYb/jhu0cfp6elcaBp/wvcebnFuJMduIpr97FEYHWHTMp2loStVkGYPvGfN7b/iLbNhZgd9jo0LMdS+YsZ+pNr7Bs7ipSM1Mo2V4CAt4KH0mpLrI6ZHL2fybV4afR8iRcAq/w+Hjr2/l4InR3CgQNr8/6nW//WMnAbu3Yt39XDh7SG5cj4YqpVKPwVkSuwQYDoX7h0RI4hGqsJ159TI3X8Hl8WKN0+zt48v5c89SFTGp/4W7PYbFacbgcdO3faee2/qP68NB3d+x8XVJQyqzXfmDjis30H9WH/U/ad7f92vcECZXZfIEAVzz+Hqty86PuU+r2snzjNpZv3MYnc5aQ7PyGaddNpHcnrZWrPc/wI/bmp/fnVBt632OvrvXrcRLBsMP3jriwgSvVxdjxI/j5g9/oNqgLaxasw++tXvGyu+yMO23/3X6YAKRlpnLCFUfj9fgoKyxLqOH7TSVhfgIlFR5OvfMV5q/cRLCWN0t8/gBFZW5umjqz3jdYlEpkF99/NqmZKThcoZqqzWEjKdXFdc9eUqfzBAKBqH9DaZmpXPHY+TiSHDuTqivFSe8h3Xnggqd54qrnWb94IwF/aC7xHQsl2J02HC47+xw8iCseO7/mGPwBnrlhOie1PpczelzOpPYX8ukLX9epHC1NwtTAn535Cxu2Fdbr2M0FJWzYVkSX7IxGjUmpeNe+e1teWPwoM5/9ksW/LKP74C6Mv/zInTMK1mTZ3JU8etk0ls9dhd1p44hzD+HSB8/GmVS19n7MhYcxaGx/vnrlO8qKKxh5xBCmnP5otXZxR5KDq564gEGj+7J1YwEderSlQ8/aTQ417ZZXmfnsFzvnQfe5fTx59Qu0apPOmPEja3WOliZhEvjnOUvxB+pXixahxtW2lWqpWrVJ54x/nFzn4zavyePGQ/5DRakbCE3u9MVL35C3bitTZlbvddJtQGcuuOsMILToQ6Th8H6Pj5Xz13DUeePo0r9zrWPxenzMfPoLPBXVF7F45fa399gEnjBNKJY6zHG8q4yUJB3ko1Qdvf/oJ9UGAXndPuZ/s5CNK3a/FqTP64+4en0waCLOpliTkvzSqMOF8tZF7mmzJ0iYBD6ib+0/rXd1xIi+dZrkXikFK/9YE3FyK7vDxsblm3d77Mij9iHgr36sK8XJQZPG1DmWjLbpOJMir0/ZZ3jPOp+vpUiIBF5U5mbuso31Pn75xj33E1qp+uo3sje2CF1wfR4fXQd0inDE/7Rqk87lj56HM8mB1WZFRHClODnwlNHsc8jgOsditVq58J4zcO7Sc8aZ7OT8KafV+XwtRUK0gT/+wY9sLYo+cmx3LCJkt0pp5IiUavlOvPpoZj77BQGff2driCPJwX7HDqsyk180x150OHsfOJBZr/2Au8zDmBNGMXj//vX+NnzMhYeR3jqNV+94m7wN2+kztCfn33U6fYf3qtf5WgJpzu51I0aMMDk5OXU+7oBrn6TMU7/5hl12G8/dMJGB3drX63il9mRrF2/g6Wtf5M/vF5GU6uLYSw7n7H9PqrHPtmpcIjLXGDNi1+0J8Vvw+qMPwd2VAC6HHYtFCAYNf5t8iCZvpeqp24DO3PP5v2IdhooiIRJ4ktOOL9I8CxGY8P8PG9qXmyYdQrJrzx5qq5RqueI+gRtjKK3jck0VXj+fz11Km1YpXHHC2CaKTKn6M8bwy4wcPpn2FZ4KL4eefgCHnXWgNk2oOon7fy1vf/9HrYfOV+b2+nn1q3lcfOx+2G0tY+5f1XI8de2LfPbCrJ2LFC+ZvZyvXv2ee7/8V4uZq1o1vbjuRpizbD0PvP1dvY/3+P28+PmcRoxIqYbbtHIzn0z7qsoK8+4yD0tzVjLnk99jGJlKNHGdwB9461v8DVzc9IXPfqOgpLyRIlKq4ebPWoBYqv/puUvdzPlkXgwiUomqxgQuIi4RmSMif4jIQhG5Pbw9S0S+FJHl4cdGX+pixabtDT6HzWph9pLqK3ArFStpWakR5wkB+O2z36koczdzRCpR1aYG7gHGGWOGAPsAR4nIfsAtwNfGmD7A1+HXjapVSt1Wmo5ERHDqjSEVR/Y9dljUuay35xby7A3TmzkilahqTOAmZMcwSHv4PwOcAOz4lzYdmNDYwZ19+HCslobPYTJ6YPeGB6NUI3G4HNz7xb9CgxZ24ff6+fKV7yPOvb1t43bmf7OAbRsb/s1UtQy1qpqKiBWYC/QGnjTGzBaRdsaYXABjTK6I1Dy2to7OOmwEWwpKeePb+XU+NsUVmvjmkctP0CXVVNzpO7wXVpuVQITJonweH8aYnUPOfV4f95/3FD+9Pxu7047P42PMhFHc/NIV2B06zmFPVqubmMaYgDFmH6AzMEpEaj0bjYhcLCI5IpKzdevWugVnETq2TsdWx1p4RqqL2885ki/vvYThfeo/i6FSTWmfQwZXmxdEBAaP7Y+l0k3Ol257k58+mIPX7aOsqByv28fPH/7GS7e92dwhqzhTp14oxphC4FvgKGCLiHQACD/mRTlmqjFmhDFmRHZ27VYB2WFV7nae+PAn/HVcjMFptzFuH13MWMW3Kx87n5RWyTuXO7M77SSlJXH1UxdV2W/mM1/g3WUwm7fCy8xnvmi2WFV8qjHDiUg24DPGFIpIEnAYcC/wEXAOcE/48cPGDu6LnKV4I8wpXJMtBaVc8fh77DegGyeOHUxqUuMs3qpUY+rctyMvLHmUj5/9gmU5q+g1tDvHXXIErTtU7dBVub94ZTtWylF7rtpUUTsA08Pt4BbgLWPMTBH5BXhLRC4A1gETGzu4snqs3LHDL4vW8vuKjbw+63deu/UMMlKTGjEypRpHZttWnPmv3f/p9BvZm8W/Lqu2vf+oPk0VlkoQtemF8qcxZqgxZm9jzGBjzB3h7duNMYcaY/qEH/MbO7hhvXc/aXxN3F4/24vLeOmL3xopIqWa31VPXIAr1YU1PCWE1WbFleriysdrXsldtWxxPRLzgL16Yo8y4KG2fIEg38xf2UgRKdX8+gzrybO/388xFx5K/337cPQF43j29/v36IUMVEhc3+WzWS2MHz2Id3/8q0HnSY2ylp5SiaJjr/bVbm4qFdc1cIChDWxGSXLYOG3c0EaKRiml4kdc18AB2mWm1uu4ZKcdfyDICWMGc+yoAY0clVJKxV7cJ/Bu7bLqddw5hw9nwti9yM6o3weAUkrFu7hvQnnjm/n1Os7rC2jyVkq1aHGfwN/8bn69jmvdKqVxA1FKqTgT1wncGEOZu27rYQI4bFaOHNm/CSJSSqn4EdcJXESw1bEfuABPXnUSmTryUinVwsX1TUxjDFLH9Yyfu2EiQ3vrDIRKqZYvrmvg5R4fgTquSK/JWym1p4jrBO5y2HDYrbXev2vbjKYLRiml4kxcJ3CrxcKkg4bgtNWcxB1WC9eddGAzRKWUUvEhrhM4wJUn7M/4MYNrXJXn5snjOGiITu6jlNpzxH0Ct1kt/P20cbx929m73S+/uLyZIlJKqfgQ9wl8h69+Xx5pEW8g1HXQHwg2ZzhKKRVzCZPAv563gmj9Uew2K+OG9m7WeJRSKtYSIoFvLy5jXV5B1PeP328gfTvXbcFkpZRKdHE9kGeHm6bOxO31R3yvS3YG/zjjsGaOSKmWo9zv4ZONv5OTv4rOyVmc3HVfOiRl1nygirm4T+C5+cUsWreFYIQBPQ6blaevOSkGUSnVMhR6yznnlyco8JbhDviwiZW31v3CI8PPYVhWz1iHp2oQ900oJeUebJbIYXZq04qOrVs1c0RKtRwvrJzFNncJ7oAPAL8J4A74+M+f72DqOApaNb+4T+A92mdhidAH3G6zcODeWkNQqiG+3bIInwlU217gLWWLuygGEam6iPsEbrdZuWXyOFwOGxLO4w67lczUZM4+bHhsg1Mqwbms9ojbg8bgtMZ9C+seLyF+Q8eMGkDXtpn89+u5bC4oZczAbkw6aB9apbhiHZpSCe2UrvvxxNLPcAd9O7dZEQZndCHToStaxbuESOAAg7u35+4Ljo11GEq1KCd33ZcFhev5ZssCrBL6Qp7tSuf/hkyOcWSqNhImgfv8Ad794S9m/roIq1U4cexeHD96INbwDc7iMjeBYJDMtOQYR6pU4rCKhTuGTGJ92aEsKtpAu6RWDMnohsju5x5S8SEhEngwaLj8sfdYuHbzzv7gyzdu48cFq7lx4sH888VP+Wt1LojQNTuDO887iv5d2sY4aqUSR5eU1nRJaR3rMFQdxf1NTIBfl6xl8botVQbzuL1+flq4mrPufY0/Vm3CFwji8wdYmbudix56m4LSihhGrJRSTa/GBC4iXUTkGxFZLCILReSa8PYsEflSRJaHH5ts6FbO0g2Ue3zVtvsDQYrLPQSCptr2mb8uaqpwlFIqLtSmBu4HbjDGDAD2A64QkYHALcDXxpg+wNfh100iu1UKTnv11h6LRSIONvD4/KzPK2yqcJRSKi7UmMCNMbnGmHnh5yXAYqATcAIwPbzbdGBCE8XIUaP6Rx7MY7VGXLU+yWlnSK+OTRWOUkrFhTq1gYtId2AoMBtoZ4zJhVCSB5rsrmFmahJPXHkibdKTSXbaSXLY6ZCVxrTrJzKkZ8cqtXO71UKb9BQOG9anqcJRSqm4ILWd70BEUoHvgCnGmPdEpNAYk1Hp/QJjTLV2cBG5GLgYoGvXrsPXrl1b72CDQcOKTduwiNCrY2tEBK/Pz/Qvc/jgpwX4AkEOH9aHi48drYN8lFIthojMNcaMqLa9NglcROzATOBzY8xD4W1LgYONMbki0gH41hjTb3fnGTFihMnJyalXAZRSak8VLYHXpheKAM8Di3ck77CPgHPCz88BPmyMQJVSStVObQbyjAXOAv4SkfnhbbcC9wBvicgFwDpgYpNEqJRSKqIaE7gx5keIup7woY0bjlJKqdpKiJGYSimlqtMErpRSCUoTuFJKJShN4EoplaA0gSulVILSBK6UUglKE7hSSiUoTeBKKZWgEiKBB4MGfyAY6zCUUiquxPWamOVuL/e//S2fzlmCLxBgcPf2/OP0w+jbOTvWoSmlVMzFdQ382qc/5NM5S/D6AxgDf63ezAUPvkleYWmsQ1NKqZiL2wS+YuM2FqzejNcfqLLd6wvy1rfzYxOUUkrFkbhN4GvzCrBGWC7NFwiwbMPWGESklFLxJW4TeK8OrSPeuHTYrAzq3j4GESml6sMYw6KiDfy2fSUVfm+sw2lR4vYmZvf2Wezbvwuzl6zD4ws1o4iA02Fj4oFDYhydUqo21pTmcc3clyj0lmMRIWCC3DRgPMd3Hl6r440xrCrNo8zvoV96B5xWexNHnFjiNoED3HfRcTw98xfe/3EBbq+Pkf26cNOkg8lKT451aEqpGgRMkCt+e4FtnmIqL9x436KP6Jfegb7pHXd7/KbyAq6bO51cdwFWsRAwQYZkdKPE76ZnalvO6H4AvdLaNW0h4lytFzVuDLomplItkzGGH7cu4bftKxmQ3okjOw7h9/w13DDvFcoDnir7WhBO6DySvw+esNvznfzDg2wqLyBI9RxlQXBYbDwy4hyGZfVs7OLEnWhrYsZ1DVwpFf9KfW5O+eEh8r3/6957z6IPuKbfMRGX8gpiWFayCWMMIoI74GVTRQHZznTsFisWsbC0eBP5ntKIyXvHOdxBH3cv/IC3D7i+iUoW/zSBK6Ua5Pp5L1dJ3gAVAR/Pr5yFzwQiHrOkaCOPL/2UVLuLl1Z+B4An6APAIhb6pXXAF4x8bGXry7ZT4feyqnQL766fTaG3nEPaDeLIjkNwWFp+emv5JVRKNZplxZt4a+2v5HmK2D+7H8d3GsEfBWsi7rvVU0L/9I4sKd5U7b0AhlfX/BjxuIAJsrR4E4Eote/KDIYZG3J4fOlneIwfgJz8lbyz7lem7XcJNrHwzZaFfLzxdwQ4rtMwDm43CJFoy/wmFm0DV0rVyueb/mDKgvfwBv0EMbgsdjIcKWx2F8YsJguCVQSfqdrl2Ck2bhh4PHO2r+CnrUupCIS6LyZZHeyV0ZUuya1xWm0c03EYfdM7xCL0OonWBq4JXClVI2/Qz5GzplDm99S8czMSiFpPH5DWiZVlW/AG/RHftyDYLTYu63s4p3ffv8libAzREnjcDuRRSsWPFSWbo2fKGNpdSCtKN0dN3hC6EeoJ+nhq2Rdscxc3fnDNQNvAlVI1SrG5CJjEmtLZH+UG6q6sYuHXbcs5rhaDi/zBALO2LOC7LYvIcKQwoctI+qTFrglGE7hSLVieuwiLWGjjTGvQebqltKFzchYrS7fEY0U8otrGKQgOa82p0Bf0c/mc51lWkktFwIsF4aMNc7lp4PGM71ytdaNZaAJXqgVaWryJf/7xJrkVBRgMPVPaMWWfyXRNaVPvc945ZDJn/PQYJmFSeO0ECTI2u3+N+3226Q+WlmzCHfCFjws1wdy/aAaHtd+LZJuzqUOtRtvAlWpEhd4yXln9PXf89Q7vrptNeQxu+hX7Krh0zjTWlm3FG/TjCwZYVpLLxbOn7rZNuCbz8le1mL7VToudZKsTl9XOvfucQUotku9Xm//cmbwrs4mFPwrWNkWYNWoZvw2l4sCKks1cPHsqvqAfT9DP15v/4oWV3zB99OW0caU3Wxyfb5pPIFi1vdpgcAd8/JC3mEPb71Wv8y4s3IA7WD2BJRqbWBia2Z3jOg9jbHb/WiVvIOp+BkiyORoxwtrTGrhSjeTOv96l1O/GE67lVgR85HtLeWLZ580aR25FQcRE6wv6yWtAbwunrWXMBOg3QWwWK0d0GFLr5A1wYpd9cUWYDTHZFupbHgs1JnAReUFE8kRkQaVtWSLypYgsDz9mNm2YSsW3Cr+XZSW51bYHTJAf8hY3ayx7ZXYjyVq9RmizWBnUqnO9z9spKT7+zC0RZ1j5H6vsPq05LXaGZfWo83VHtu7F2T0OxGGxkWx1kmJ1kuFI4ZHh59Z4zaZSmyaUl4AngJcrbbsF+NoYc4+I3BJ+/bfGD0+pxGARiZpW7BZrs8ZyQHZ/OidnsbZs2842b6fFxqBWnRtUUxzQqvPOaV0jEaTJb3BaxYLdYo3YFg3gstgZmtWD2duWR53FMM3uYkLnkfW6/oW9D2VCl1H8nr+aVJuLka17YWvm329lNX5sGGO+B/J32XwCMD38fDowoXHDUiqxOK12Rrfpi22XmpjDYuP4Ts3bxcxmsTJt30s4o/v+dEzKpEtyay7oNY5HRpzboDlAhmf1oENSRsT3rGIhzeaq97lrK9uZjl0iJ0wLwsCMzjw07CxSosSSZk/i5TFXkmqvf6xtnGkc3mFvRmf3jWnyhvrfxGxnjMkFMMbkikjbaDuKyMXAxQBdu8amnUip5vDPvU7iktnTyHMXYQjNaT04owsX9h7X7LEk25xc1vcILut7RNR9jDF8tCGH6au/p8Bbyl4ZXbmq31FRB6ZYxMLlfY7k1j9er/ZewAQp9lc0WvyRry+c2GUkrZ1pPLBoRrV2/hO7jOTa/sdSEfRREYjc+8cT9DW4T3w8afJeKMaYqcBUCM2F0tTXUypWMh2pvLn/tczLX83Ginz6pHVgQKtOsQ4rqmkrvubV1T/sTIS/blvOHwVrmT76crqnVq+TBU2QBxfPqNM1JPz/mppWkqx2rFi5f9iZDG/dk9fX/MTTy77YGZvdYiXbmc7ErqNJtbvIdqbzwqpv2FxRyN4Z3bi496F0S80O7WusJFkdlPjd1a7jDvi4b9FH3DjgOCwxarduTPVN4FtEpEO49t0ByGvMoJRKVCLC8NY9GU58rxJT4ffyyuofds7BvYMn4OP5ld9w55BTqx2zuaKIYl/1pLg7XVOyObHzSD7amIM74GNsdj/6pnUgzZ7E3hndWFy8gYWF62mflMlhHfYiNdz0cVr3sfROa88ba35iu7eUA9sOYFI4eQOMzu7L6Oy+Ea9pEQsX9B7HM8u+jNgbZ+aGuXRLacOp3cbUqSzxqL4J/CPgHOCe8OOHjRaRUqrJbazIxyYWdm1oCGJYWLQh4jHJNieGus2HsqF8O6d1H8vpPSLP9neAawAHtB0Q8b2RrXsxsnWvOl1vh9O6jUWM8PDSj6u95w76eGPNzy0igdemG+HrwC9APxHZICIXEErch4vIcuDw8GulVILIdqZHXS2na3LriNszHMl1Xn/SgsRk8QQR4ehOQ6Pe8Cxp4vb65lKbXiinGWM6GGPsxpjOxpjnjTHbjTGHGmP6hB937aWilIpjrRzJHNZ+L5yWqgNTXBY75/c6JOpxdw6ZRO+09lTuNGlBcERIlDaxcEj7QY0XdB21sieRHWEErAVhVFb9avbxRofSK7WH+sfgE0m2OZmxIYeAMbR2pnLTwPHsndkt6jGZjlReG3s1y4o3sbhoE1nOFEZk9cIb9HPer0+xzVNCIBgM3XR0pXPjgOObsURViQi3DjqRG+e9snMVIbtYcVkdXN7vyJjF1Zh0RR6l9nC+oJ+KgI80m6tBzR1BE2T2thWsKs2jR2o2+7bpE7MRipWtLNnCf9f8wNqybeyT2Y3J3cZGrJnHM11STSmlEpQuqaaUUi2MJnCllEpQmsCVUipBaQJXSqkEpQlcKaUSlCZwpZRKUJrAlVIqQWkCV0qpBKUJXCmlEpQmcKWUSlCawJVSKkFpAldKqQSlCVwppRKUJnCllEpQmsCVUipBaQJXSqkEpQlcKaUSlK6JqZRqEvPyV/PK6u/JrShgeFZPzu55EO1crWIdVouiCVwp1ejeXTubBxbPIEAQgLWlW/ls0x+8OvZKOiRlxji6lkObUJRSjWpzRSH3Lf5wZ/IGCGAo81cwbcWsGEbW8mgCV0o1qseXfkqkpdKDwG/bljd3OC2aJnClVKOal7866nvpjuRmjKTl0zZwpfZQQRNkc0URKTYnreqRWAMmyJe5fzJjw1y2uIso8JbhC/p3e8xp3faP+p4xhoVF61lfvp2eqe3ol96RQm8Z32xZiDvgY0x2P7qltKlznC2ZJnCl9kA/5i1hysL3KfO5CZggI1r35I69T61VIq/we8lzF/Hwko+Zm78KTw1Je4dUq5Pv8xbx1rqfSbMl4Qn6+atwbcTmFitCpj2F7b7Sne8/vORj2thTuXbgsRzUdgB2i43PN/3BG2t/ptTvZlTr3pzb6+A9qqeLGBPpx9c0RowYYXJycprtei2BCeRiyt+FYB7iHAvOQxFp+Oeu8S3EVMwAAojrKMQxHGMMpvw1KHkYKA7vaQdrF7DthSQfB44DAD+m9DkomwaUhfdrBda2EFgFGLD2hoxHsNh777xm0L8Riu+GwAqwDQTnAeCdB6YodB1bNyT5ZMTaqeHlC2zBVLwLgc2IY19wHYGIvcHnbQlWlGzm/F+exh307dxmEyv90zvywujLquy7tnQrH2+aR6nPzdjs/szNX8nb62YDptaJu7kIQprdxX/HXEW7pIxYh9OoRGSuMWZEte0NSeAichTwKGAFnjPG3LO7/TWB143x/IgpuBwIAD6QZLD1QbJeRcRZ7/MGS5+C0mcAL2AAFySfApICZVOhUu+BqpLAuS8E/eD7sRZXskCbL7HYuhB0/wCFF4avF40VsCOZjyHOg+tSpCqMdw6m4CIwAUJlTAZbVyTrDcSibbB3/vUuH2+cR3CX34XLYmf6mCvokdoWgE82zuPuhR8QMEH8JohNLASNqXZcPLEgTOgyilsGnRDrUBpVtARe75uYImIFngSOBgYCp4nIwPqHqCozxo8pvB5wA+GakikH31JM+ev1P69/HZQ+HT5vkFBCrYDyt6DseaInb0L7eX4F3y+1vFoQim8LPS26lt0nbwh9ULkxhTdijK+GfSMzJhj6uZkKQskboBz8qzHlL9XrnC3NhvLtEZOwzWJhi7sIgFK/m7sXfogn6MdvQv8m/CYY18kbIIhhzvYVsQ6j2TSkF8ooYIUxZpUxxgu8AbSsj71Y8i9hZ+Kuwg0VM+p/Xs+3Ud7wsvvkXen6BGp/Pd+fBINuMCW1P4Yg+BbUYf9KAquiXMsDFTPrd84WZnjrnjgs1ZvhvMEAfdM6ADB3+ypskpid1No602MdQrNpyG+oE7C+0usN4W1ViMjFIpIjIjlbt25twOX2NA6iJtQGNJ8gDiL/2i3UXEOuB0smIHU8KNiAMjogWrNgQ35uLcikrqNJtTmxVkrQLoudk7qMIsuZChAxwScCq1g4q+eBsQ6j2TQkgUf6q6z2l2OMmWqMGWGMGZGdnd2Ay+1hbH3AEqnLVBKSPLn+53UdQeREbQPHIbU5AVCHGk7qtVgsTrC0r/0xkgG2AbXfv/Khtq6hm67V/nkmQVIDfm4tSIYjhVfGXMX4TiNo62pFr9R23DRwPNf1P3bnPiNa98Qidf3gjb0Le41jbHa/WIfRbBryMbsB6FLpdWdgU8PCUTuICGQ8jck/C/CGb8gZSDoaXMfV/7yWLEyr+6HoJsASynMmAGn/QJJPwhTdBu73dj0KsIcek89BUiZjtk4CdveNSiD5IixJ4VizpsO24/lfu3Tlc+/4QEkCcSKZz4TKX98yZj6ByT8j1A5uws09rnFI8in1PmdLk+1K5++DJ0R9326x8eDws7k2ZzoQ6jMexHB4+73Y5ilhddlWuiRl4bLa+b1gDeWBXX+v0VkRAnX4ttfOkU6PtLZs95Rhs1gImCBry7bitNjJcqYiBgZmdOLC3ofRKTmr1udtCerdC0VCfdmWAYcCG4HfgNONMQujHaO9UOrOGC94voPgdnCMRGy9Gue8waJQe7gJgPMgxNq60jV9mEBu6D1xgHc+Qhk4xiC2zjv3C/qWQdl08K8Ee09IPhskCYLbEFt/xJJS5ZrBYAAqpoNvIdiHg3004p+DMW7AiljbgvNgRBwNL5/xgecHCOaBfRhi79vgc+6JKvxefty6hDK/h33b9I46EVW+p5Sfty7FbwJYsLDRnU8gGKSVLYXNngJ8wQBDM7vjDvhIdyQxNrs/68q28trqn/CbAGd2359+rTpR4qtgUdEGvstbjMtq59iOw+idXodvby1UU3UjPAZ4hFD/rxeMMVN2t78mcKWUqrtoCbxBdyqMMZ8AnzTkHEoppeonMfsJKaWU0gSulFKJShO4UkolKE3gSimVoJp1NkIR2QqsrefhbYBtjRhOPNIythx7Qjm1jM2nmzGm2kjIZk3gDSEiOZG60bQkWsaWY08op5Yx9rQJRSmlEpQmcKWUSlCJlMCnxjqAZqBlbDn2hHJqGWMsYdrAlVJKVZVINXCllFKVaAJXSqkEFfcJXESOEpGlIrJCRG6JdTyNRUReEJE8EVlQaVuWiHwpIsvDj5Hn7kwQItJFRL4RkcUislBErglvbzHlFBGXiMwRkT/CZbw9vL3FlHEHEbGKyO8iMjP8uiWWcY2I/CUi80UkJ7wtbssZ1wm8hS+c/BJw1C7bbgG+Nsb0Ab4Ov05kfuAGY8wAYD/givDvryWV0wOMM8YMAfYBjhKR/WhZZdzhGmBxpdctsYwAhxhj9qnU/ztuyxnXCZwWvHCyMeZ7IH+XzScA08PPpwMTmjOmxmaMyTXGzAs/LyH0x9+JFlROE1IafmkP/2doQWUEEJHOwLHAc5U2t6gy7kbcljPeE3itFk5uQdoZY3IhlPyAtjGOp9GISHdgKDCbFlbOcNPCfCAP+NIY0+LKSGjhlpuputJ2SysjhD58vxCRuSJycXhb3JYz3peertXCySq+iUgq8C5wrTGmuCHrXcYjY0wA2EdEMoD3RWRwjENqVCJyHJBnjJkrIgfHOJymNtYYs0lE2gJfisiSWAe0O/FeA9/TFk7eIiIdAMKPeTGOp8FExE4oef/XGLNjteQWV04AY0wh8C2hexstqYxjgfEisoZQM+Y4EXmVllVGAIwxm8KPecD7hJpx47ac8Z7AfwP6iEgPCa10Oxn4KMYxNaWPgHPCz88BPoxhLA0moar288BiY8xDld5qMeUUkexwzRsRSQIOA5bQgspojPm7MaazMaY7ob/BWcaYM2lBZQQQkRQRSdvxHDgCWEAclzPuR2LWdeHkRCEirwMHE5qucgvwb+AD4C2gK7AOmGiM2fVGZ8IQkf2BH4C/+F/b6a2E2sFbRDlFZG9CN7ashCpEbxlj7hCR1rSQMlYWbkK50RhzXEsro4j0JFTrhlDz8mvGmCnxXM64T+BKKaUii/cmFKWUUlFoAldKqQSlCVwppRKUJnCllEpQmsCVUipBaQJXSqkEpQlcKaUS1P8Dq+RQVr+yzHwAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.488, 0.535, 0.594, 0.635, 0.646, 0.649, 0.642, 0.637, 0.342, 0.357, 0.537]\n", + "Temps : [0.022, 0.053, 0.059, 0.07, 0.067, 0.099, 0.072, 0.11, 0.099, 0.114, 0.119]\n", + "Clusters : 7\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.465, 0.454, 0.462, 0.476, 0.505, 0.502, 0.522, 0.521, 0.52, 0.518, 0.512]\n", + "Temps : [0.06, 0.108, 0.119, 0.134, 0.149, 0.177, 0.165, 0.153, 0.221, 0.211, 0.232]\n", + "Clusters : 8\n" + ] + }, + { + "data": { + "image/png": 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\n", 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yYrxiGzYAt2bvnrWxFtvIx8gn7y1o8WkH4kZIYKMDc0/b/noNz+iHx06RYGMxtrsmRmwD30g0BTs06NB2n3pu6Hd+1OPFwTJ+yFtERcjHIVkD6Z/W9lJ82MQP28hHwTRN3v/fL8x47SdKiivoO6ATg0d0Y+4Pa6NWQrKJgiFI/5aXRbMuHOgoCefIiZV7lj/Nud1P4JgOh/LSxg/4ds98/EYAhUKTcGWuaVs+56j2h/CHgb+xF2htmgU7Tj4KL/73Sz6c/mu12bvL7SA5xU1Zidc29A2i4HA/jvO9VgtpEbjFyZ8GX8bhOSOslmLTArDj5GNkz65iXn7iK+b9vI6kZBdnnj+OKRcdTiAQ4sNpv9Qqih0IhDBCBobRluIhDxBdIX2sjpNvfoSmiY71qyBf755rG3mbZqFNGvmSogpuvPgZSku8mIaitNjL689+x4Y1u7jo6mPQ9CgLhgrbwMeKAyTV/qwaQ2N359rYxEqbDH/45N35eCsCmFWMtt8X5MdvVoVj4G13zEGgwAXSvy3M5Jvuz2fJ3rXcvewpFu1d3WR92thAG53JL1+8hYC/thFyOnV2bt9Lx66ZbNuUb4GyFopDhX9MgXQT/eoyoqRrr2Tf9v+WjtmEG6e8pp+Fe1ezcO9q3JqTK3qfyWldjkKTNjkPs2lC2uQ3qEfv9jgctd+6YZikZSSxM0qSsbbK0EO6199AU2j3F6FfW4Z+Swn6XSVIx7qNn0O0qAU76uze0oTF1uA3gzy34T3+tfo1q6XYtALa5Ez+zPPH8el786tFyTgcOr37dSQjM7kN5H2PDU+Sk4CvgZDBHDO817VXbKGFOjqapoHRsDunvSuLoApVSwrWVjBRzM5bxE95S3DqDo7rMJYr+kwmyU5rbNNI2uRMvnO3bP7+xKV069kOh0PH4dQZf9QA/vbfi2mXk9Zq0xZIJPNArBiGYtTYXuhRnnoq0VTUb5GGxtD0vjjFQbLuqfy5d9i13D/selL0JJJ1D06t7nlG9+SO9EruHLvgVoZCEcLAa/j5Ytcv3LPsaawKebZpubTJmTzA0FE9ePG9mykprsDlcuBJCm8/nzVzkcXKYkcEdF1jzIT+FOSVsm7VjqjtdF3QNI3DJw4iNc3DN58trSxF6Ely0ndgZ1Yt3YZp7jcgbo+Tk88azbmXHsmsmYspKaqo1qemCeOOGsCiXzcS2lOB6mwgVb5NTk3nhv7n0d6dxeKitThFZ1TWQFyaE4A3D/8bi4vWMr9gJV/u+gW/qr2jeGnxujborIlOUIXYUJbLurKtDEjrabUcmxZEmzXy+0jPSAagvNTHw/e+x5zZayxWFBsOp8ajL11Nj97t8SS5+Msfp0U18i63g/sfu4gBQ7qSkupBKcVRJwzly48Wo5Ti+FNHMmZCP3ZsK+TF/3zJkvmbSE1PYspvDueM88aiaRpPvHFtZE/BejweB5POGMXF1xwLCp586BO+fGURXFSC6hFE13VS3UncMuBCeqV0AeCInJG1dDk1J2OzhzIwrRdf7P4lasB5qBG7S9sCAmwp32UbeZtGEdOOVxE5GXiccPm/F5RSD9Y4nwG8AfQgfOP4l1Lq5fr6TIQdr3m7i/nyo8UU5JeyfOEWtmzc02L88U6nzoxvbicpOeyjXbZwM3++6Y1qu3Q1XejTvxNPvnlds2opL/NRmF+Gq51GyBGisyenUVEhs/cs5NG1byIIhmkQwjbu0XDh4O+jbmJwem+rpdhYSJPveBURHXgSmATkAvNEZKZSamWVZr8DViqlzhCR9sAaEXkzUtg7IVnwywbu/+M0QoZJKNiyjIrTqXPY0QMrDTzA8NG9uPbWk3ju0VlomoYRMujRtwN/+fdF9fTUNKSkekhJPfDk8Ud3GM2IzP78nL+EoBnihY3vt4oQy6bG43AzKK2X1TJsWhixuGvGAeuVUhsBRGQ6MJlwwe59KCBNwhmWUoFCIGF3wxghgwfvmoGvhWWWTEp2YhqKQcO78Ye7J9c6f9o5Yzn+1JFsXLebjMxkuvZoZ4HKAyPTlcapXY4EYMHeVSzau7qWodcQFPvDKrPdGRT4i1BV9ovqonFI5iDauzP5evc8AlF8/S2V9p4sNpTl0ie1qx0/bxMzsRj5rsC2Kq9zgfE12jwBzAR2AGnABUqpWiEqInINcA1Ajx7xS69qGCYLf9nAvJ/XsuCXDezYWlhtkTHREREmHDOQ088fR8fOmfUab0+SiyEjGohtT3Bu6Hc+ty5+BL8RwGcG8GguPLqbmwdMZU3JFn7IW0R+oIg8f7imro4WzuCowFAme/yFnNx5AmtLt7Ldm4fPrF2ztSWyoSyXWxY9jIbGVX0mc1a3Y62WZNMCiMXIRwtwqGkhTwIWA8cBfYEvReQHpVRJtYuUeg54DsI++UarPQBKS7z88eqX2LV9b4vMCe9yOzhtyhiuvuVEHM7YNxG1ZDolteOFsffw3Z75bC7fQe+UrkzsOIYk3U2S7uHD7d8RMPf/XxqY1b6RWyt28dDqV7ln6G8pD3n5bs8C5hWuaDULuSYmz298n06eHA7LGW61HJsEJxYjnwtUnRp2Izxjr8oVwIMqvIq7XkQ2AYOAuU2i8iB4/rEvyN2S3+Ly0YjApNNHcfOfz8DpbHtBUMkOT6X7pirLitbhMxte6gmYQd7c8hn/GvUHsl0ZLC5aS8hoOUZeFw2j9sNwNZ7b8K5t5G0aJBbH3jygv4j0FhEXMJWwa6YqW4HjAUSkIzAQ2NiUQg+U72Yta3EGHsDldnLKlDFt0sDXR6YrDXck1r4hcit2AzAwvReuejZdJSI6GrcPupxTOx1RZ5vCQEmd52xs9tGgkVdKhYAbgVnAKuBtpdQKEblORPbF5v0VmCAiy4CvgduVUgmR4SsYSNj130rcHicOh4YnyYnT5cDldjDlosNavG+9OTi6/eiYFx27JHUAwrPi/zfkapJ0Nx7NjVMS3+AHVIhH17zJ6OzBdbbp4MmOoyKblkpM33al1KfApzWOPVPl9x3AiU0rre1gmoqnpl3PyiXb8PuCjD2yP127t5zImHiS5kzh/mHX8/eVL+IzAygVdm2FTIOg2n9Dd2tOLu11WuXrIRl9eG38X5lTsJTSYDkL965i0d41CR2qGVBByoIVdHRns9tfPWmehnBN3ykWKbNpSST+lOYgSUp2UV6WONEVKWkeAv5Q5ROGJ8nJGeeNo2efDvTs08FidS2DIRl9eO2wv7KpfDsg9EruzMwds5mx7UuKg2V08bTnt33PZlTWwGrXJTs8HN9xHADj2g3jloUP4zcC4YXbBGXa1s/J9xdVO+YUB38ccDFjsodYI8qmRdHqjfwpZx/KzLfmEkgAt42mCU+8fg1ffbKEn75ZRUqah7OmHsZRJ9h/rI1FE42+qfvdWWd3O5azux2LUiqmgthdktrzxKG38/bWL1lRsoGO7nYk625m5ydW7qKaM3gIv/csT4YFamxaIq3eyF92/XFs3rCHRb9utDy7pMOpozt0Lr3uOC697jhLtbRWYjHw++joacdNA6ZWvr5x/oP1tE4cAmaA2XsWMiyjr9VSWgS+UJB3Nyzn861ryHQnccnA0Yzr2HbWu1q9kXe5nZx7yQSWzN+I1RF06RnJdOhkz8ASEdM02VQRPYtn4iE4NHvHayz4jBDnfP4GG4sL8BohBPhq23r+eMjRXD1k7AH16TdCfL99I0UBH4d37EH3tMwm1dzUtHoj7w0W8vz0fxEMtAcEZ0qAYLkTEDSnQc/Dd9N5RAGrP+tG4YZMGpVwvQ6Skl14KwKIgFLhdMAOp86t957VqJmmTfxYUbLBagkxo3Yl8+O35by7+2l6ds7munMnMHpw25mZNob3NyxnY0kh3kiRGgV4jSAPL/qe8/oNJ8PVuJxLKwp3c/GX0wmaBqZSGEpxUf+R3DP2hIT9227VRn5jySx+2P0XDGMo7foVc9j1K3AmhfjwxqPRnSFO/NtcUjt4cbhN1sxqmj+SQcO68vir11BW6uWz9xaweP4munTPZvIF4+nWM6dJxrBpWoJmiL+ufKHO8xoSzpBp4QKtUeQgtNeF6dPw/9qe/GA4QrmodDt/+Nf7PHjLGRw+ws5OWZPPt67BG6q9092paSzYk8tx3frF3JepFFd+PYO9fm+142+tX8qEzr2Y1L3/QettDlqtkV9d9C5z8x4DoM/E7bTrV4rTE/bXZPYopcsheaR1qkB3Kkp3JVG0JY2DncW73Ho4zzqQmpbEeZcdyXmX1d61aZNYLC1aV2/FpT8OuoSXN84kP1AUP1ERzBCUftOeYG5SuApXUKNmVhFfIMSjb3zH4Q/ZRr4m2Z5khNp5WJSC9EbO4pcW7KQsWHu3dUUoyP/WLkpYI98qHXuGGWBh/tOoSF7yjkOL0B37HfITblpOzwm70Z3h//qKAg/JOV7aD9qLJyNauKUialWLKmiacMyk4YyZEPvMwCYxCJjBOo380PS+TOwwhuJgWZxVhQ1R+S/ZBLclgaFBUKeuicjWnXvt0oBRuGTgaDx69bmsABluD6Pbd21UX34jhFbHPNAbsj56ry5a5Uy+LLQDs8qjtQjVStNldC3HrLIImzOgiFMf/BUjqKE7TTb/1Im5zw9GmZF7oACq/ll+coqbP95n+9xbIj2SO+GNkqnSgc6ZXY8GoHdqF9aWbm2yMfdt4qrvvAoK/tVpDX73ADLTk+zvXhRGt+/KHYceyz8WfItT0zBV2MC/fsIFaA18XrsqSnl11QI+3bKabeXFJOlOAlEK0CfpTs7sXffOZKtplUberWVhKF+9bbQqCR3DM3qF7grfGHoevovyPDfL3+uL7jJxpQTw7k2qt78OnTPtP7IWyue7fkZDqzYxgHC2x9FZ4T/eK3tP5p7lTxMwm2bGZuzV0TMMEKiapWHfZDy4003ZDzkxGXiPy8Flp49rEl2tkcsGHcqUPsNYkLeddJebUTldGjTwM9Yv5a45nxOskiSuPBRAIzznEwQThVvTGZrdgXP7jmjeN3EQtEojH1TlhD1RB7ZQ5vCYDDx1G+X5SfQ7fjvleUn8+vxgDH/Vj0ux79HZ5dG46KqjD1a2jUUsKFxVy8ADuHUX27172OUt4In1b8VkcGPBtzGZ8p+zyJqyA6PcgSMrhDLDM3sVEoo+6Yi5111vH5oITqeOJsIlp41h6smjm0Rba0UTYU1RHq+vXkierwyX5uDM3oO57ZCJZLj3++Z9oSCr9u7hz7/Mqmbg97HvyL4yNX7TYENJIQvycjm8U2LW3m2VRl4QNByYHHj1QXdqiMNvCBe/yhlQzK4V2Wz5qVO4f01hhsJ/8JpDceiFeRx1wtCDF25jCdmuDLZU7Kx13FAGewMlPLr2Dfxm7LUI6nLFKBOC291UzMtCeZ0Uvd8Vvb0Po9CFs2MA06sT3OFp8Gaia8IL915ITmYKWenJOB1to87AgVIc8HH6Ry+TW15cubLmNwymr1vCnF1b+eyMK5mzawt/m/c160tq7zBuiL1+L1d8PYNvzrqGLinpTSu+CWiVRj7V2RmPI4uK0O4m6U8EDrt2JYNP30ze6ixcqUFSO5TjTDJJbudDjy3zrU2CMqXbsaws2Yi/Sp56XXQGpPXkuz0LGu+iMQmXvCds2DEE06tT8lV7jGInRCYIZoUDc0sqAP5SV8zd//OWMxnSp1PjNLVhnlvxKzsrSmuFThhKsaO8hJHTHsN3kG64oGnw1rol/GHUUQfVT3PQKo28UiaGUb9P/kDI6FpBRteKWjO1ZN1OLNaSGZ09mCt6n8krm2aiiUZIGQxI68Gfh1zNX1c8V6WCbMME8114F6WTdmwBZhCKP+kEhoZZ4mB/ZMyBR8FoAtkZyQd8fVtk1ta1hOoowOKLspB6IBhKkVtW3CR9NTWt0siXBrfjV6XN1n9VA6/hYlS7q5ptLJv4cEbXo5nU6TC2lO8ky5VWmat9VOYg1pVuq5bGOBpKASHBtyyNwOYUCqcl4ejgwyx2gVnT/XLgvn1TwfV/n8G//jCZccMS0wecaKQ561/faAo0hMHZHViYtx1dNIa369Tg4m68aJVG3lQhDnTRtbEoDMxWUju0rePRXQxMr244z+h6NJ/t/InSUHlljViXODmi/Qg6edozt2A5Wyt2UbzMQ8Wv2aDCoTLKpxPcmtIsOv2BEP98+SvefaT65GJvSQXTZy1k7vItdMpJ5zenjGFYv87NoqElcW6/4awo3EXAbD6bYKJ4YP43JDvCvtsUp4vnjj2HUTldmm3MWBGrNlCMGTNGzZ8/v1n6zi3/ha933NosfUdDFxdTer1DssNOW9Aa2RsoYca2r5hXsIJ0ZwpndTuWI3NGISIEzCDPrX+Xd99ZS8Wq1LjqeuiWMzlmTHjzXUFROb/58+uUVfgJhgwEcLsc3HXViZw0YVBcdSUKIdPkrl8+58ONKzAJ+83jiVM0RuZ0YVROZ64YPIauqU2TnFBEFiilxsTaPqYdryJysoisEZH1InJHlPN/EpHFkZ/lImKIiGW1yVId8Z29KCXklv8Y1zFt4keWK51r+k7h+XF388ght3JU+0Mq90Q4xUGHzQNxbI3/Df6epz/F6wtH/bw881dKy30EQ2FDpginO3j4ta8JWZxi2yoeW/IjH21aid804m7gAYLKZH5eLq+uWcCJH73I6r174q4BYjDyIqIDTwKnAEOAC0WkWpULpdTDSqlRSqlRwJ3A90qpxsciNRGZ7p5IHD1RJkGaInulTcvj8f99z5Nv/0BJedMv9DeEaMLcFVsAmLN0c1RjHjJMtu3aG29pCcGrqxdUZp+0kqBpUh4McN/crywZPxZLOA5Yr5TaCCAi04HJwMo62l8ITGsaebGjlEnALMOpJbOu+BMU8fzPNcl09YnjeDZWsWTtdr6YsxpNE448pC/vfr2EQNCaNRmvL8hXv6zhmEP7kZmaRO7uolptDMMkPaVxibhaA0opSoOJU/YTYN6eXEvGjcXIdwW2VXmdC4yP1lBEkoGTgRvrOH8NcA1Ajx49GiV0H0opNpV+wcqitwiYZfRIOZoURyeW7n2ZgFEKSGRmHV8W5j9Lx6QR9Ek/kQxXr7iP31xUBIK8/PMCPl62Gqeuc8Ghw7lgzAgceqvMbVcvj77xHR98uxR/MAQIH3y7zPKkYLMXbmDBqm385rRD+cuzn+Pz75/cOHSNkQO60i6zeRaAE5mSgD9q9kkrSXFYs6EmFiMfzQ9R12d3BvBTXa4apdRzwHMQXniNSWEN5uX9h3UlHxKK5KZZWfRWZbZJK9ntW8ge3xJWFE1jTM6NDMo8x2pJDVJQVsEny9ewt8LL4X16MLZnV7YXlfDZirUEQgZH9+/FPR99xYa8AgIRV8BDX87m3cUrOLpfLwZ2zOH4Qf1wtYEdl2u37OH9b5fir6wVrCybwVfFHwjxwbfL+OsNp7Ipt4BXPpqLy6ETNEwG9erAA787zWqJljBr21pcugN/ArhrANy6gwsHjLJk7FiMfC5QtaJGN6CuOmlTaUZXTUUonzUl72Oq/TsTE8HA70NhYCiD+fn/pWfqsSQ5LFt7bpA5G7dyw7QPMZXCHzJ4Zc5Cumels7mgCEMplFI888OvBGv4ef0hg5U797By5x6SXU4e+eon3v7tVLJTWvcGnR8Wbqhc1EwkFFDuDbslrjr7cC44aTTrtuaRk5VC945Z1oqzEF8oSCLM49OcbgJmiOO69uWPo6zJbxXLM/c8oL+I9BYRF2FDPrNmIxHJAI4BPmxaifsp8K1Gl8TPISDobK+YY7WMOgkaBr+f8QneYAh/xHB5g0HW7ikgYBgYpompVC0DX5OKQJBdJaX8c9bseMi2FLfLiV5XMnGL2ZhbwCsf/kqZ109qsptDBnVr0wYe4JiufbAyGMKtO3h4wqn89+jJfDX5tzw98WxcujVPvA0aeaVUiLCPfRawCnhbKbVCRK4TkeuqND0b+EIpVd48UiHZkYOqY3tyYhFOkJaoLNu+C6OJNoaETJMvVq3DME22FhaxtyJcGq2owseWgqJWE753wvgBCbODsSY780t4+p2fmHLri5RaEOWTiPRMy+K3Q8bi0qwxrH4jxH1zv2R8x+50T820RMM+WtRmKKUUM7deQnFgS0K4aTScKMxaWnRxc37vj3Dp8d0cEyuLtu3g6tffpzxw4Fk6a+LSdXRNCJmKdI+bEq8Ph67jcuj8v1MmcsaIxC2qECuf/LCCf778FbquEQiGCBnWuwNqcvrRQ7n7tydZLSNhOP/zN5m7Z1vDDZuJk7v355ljm3Z9rlk2QyUKIsKkro/R3jOURJCuiU7f9FPQxIUubhyShC5uju50v2UGPmgYvPDjfE78z8sc++8XeOiL2ZR4q8/uRnTthFNr2s8vYBh4gyGChkFBeQVB08QbDFLs9XH3R18xf4s14WNNyWlHDeWjx6/htsuP5/SjhpHkru06tNql883cdZaOn2hUzRVvBZ9vW8ekD5+3bCMUJIKlbARKKYoDW2jnGUyf1EmWu0RCykfI9HJ2z+mMzbmZ8R1u5bzeH9Ij1bp0ozdO/4gnvpvD1sIidpaU8vqvizj/hekEIjUo9/17yrABcdPkC4Z4/sd5cRuvOclIS+KUI4bwh4snkpLkqmbUHQ6Nju3ScTms+7NqTMbMtsA5fYdV5pOxinXFBZz3+RsUB6xxpSWu47gGSpnM3nUvueU/EVJ+BL1ZXTa6JHFsp7+zbO9r7PYtqrOdofykOjsxMPPsZtMSKyt27ObXzdvwVSkqHDRM9pSW8cJP8/lq9QZW78pD1wTTjK8x2F7UfFlBrcDjdvLyXy7iX699y0+LN6JrGseN68+tlxzLxtwC7n7qE/YUxr/493g7M2U1Tuw+gBO792fW1nV4jfjvn9lHaTDA66sXcuOICXEfu8UY+dzyOeSW/1wZH9/cO1oN5UWJyR7fsnrbJevtm1VHY1i2Y3fUqLGKQJCnvv+VUGSx1YyzL9mhaYzv1S2uY8aDDtlpPPT7M2sdHzWwKzMf+y2PvP4tM75cHDc9HreD2y47Pm7jtQQ0ER498gyWFOxk9o5NPL/iV0qDTbcW1RhmbFhqiZFvMe6aTaVfElLeuI45P++/Dd5M1pd+xoaSz+OkqH46p6dF9QlrAqaFOzOTXU6uPnKsZeNbgYhw0uGDcLviN49KS3bz4+KNlu/CTTREhFE5Xbh5xBF8ceZvyXYnWaJjW6k1RUVajJHXNCfxjnstDm5usI2hfMzNe5SgGd8bUDSO6NuT9CRPlFA/sczI98jK4P3rLqZzRpol41vJ0L6d47oQm7e3nH+//i1vzarbvdjW6ZySxoLzb2baiRfGfWyr1ktajJHvn34aujR/hZcDIWCW8vHWywkYzbZFICYcusYbV5wfjp6JhC/2apfJMf17WaKnQ1oK7177G7pmJl5x43igaUKyJ/barU2BLxDi+ffnNNk+iNaIiDC2Q3dc0mLM30HRYnzyHZNGMSTzAlYWTUMpMLHGr1YX5aHdrC5+hxHZl1mqo2tmOtOvnkpheQVBw8ShCcc99qIlWsr8AdyOFvMVa3LmrdhCflH8b/w+f5CPZ69gYK8ODOrVMe7jtwQcmkaX1HQ2lxbFbUwR4ePNqzi9V3z3jLSoW9nonGuZ3PN/tPMkXqUbQwXYUvad1TIqyU5JpmN6Ko99M6cydUG8UQr2lMY/wiRReP+bpZaMGzJMHn39W67921tced//KKtIrJS7VpPnLeeeX7+Iq4GH8LrYn376hKeX/xLXcVuUkQdIc3Yh37fcahlRcWuJ53f+bMUay8ZWStGulScuq48deSWWje0NhPD5Q6zZvJsHX/7SMh2Jxl6fl1M/eon/rbVm3cJrhPjP0p/whuIXztnijHyBbzUqTkW6G4MubgZlnme1jGqEDIMyvzVuLU1gbK+ubdZd8/XctWzeUWC1DEKG4pu56xIyg6YVvLZmISVBHyELI5A0hC2l8avW1WKMvFKKtcUz+WL7LVZLiUqKo5OlO12j8eOGLZaNbSqYv2U7f3z3U8s0WMWPizZy/7Of4/UnRi5zw1QUFlsbFJAo/LRzM37D2hue1wjyy+6tlAbi40ZrMUZ+VfEM5uY9RsBMzJ2TftOaGNj62FpYZOn43mCIb9duZMWO3ZbqiDdPzfgRXyAxDPw+Xpk5t9VkBD0YuqVmWC0BpRQPLfyew955kgVxKAnYIoy8qQyWFLyIoRI3jWqSnnj5u/t3yLFaAr5giG/WbLRaRlzZHqXWqtV8NHsFZ/3hBXbsSbzJSDxYW5THlV/P4Iut1q1R7UMBFaEg5aEAv/323WYPd20RRj5olhMyE9fAO8TDsKxLrJZRi0RJJTBjofW1UOOJJ0p2SqsJhgwKisq564mPrZYSdzaVFHL2p6/x7fYNlMVxwXMfbk2v09AGTIPF+XUV2msaWoSRd2op6Fr0TSUZrt70Tj3JkoyUeiTF8LCsi+mTllg5vJfk7uSMp163WgYApV4/S3J3WS0jbiTqIqepFBu25VNgQey+lTyx9Gd8Rsiy/Jx3jz2Bfhl1P1WHmrkQUosw8projMi6DF2q54bWxc2YnBvJdvfHilJfgk6Wqw/prh5xH7s+dhSVcMVr77IhP2o99bijaRq721C8vCRoBSkIa2trvvmF+TswLHqSdIjGxQMP4frhh5EUJeWxIByS07VZNcRk5EXkZBFZIyLrReSOOtpMFJHFIrJCRL5vWpkwNOs3jG53LR49E4BURxeO6ngvXZMPY2nhy5jE/zEspLzk+1fx8+6/Mz//ibiPXxfP/zQPb8C6tKo1CZoGw7u0nZ2XQ/p0slpCnbTPTqVDdmJWLGsueqdZu15mmCZn9hrChE49KnPbuzWdJN3BE0dPbvbarw36OEREB54EJgG5wDwRmamUWlmlTSbwFHCyUmqriHRoaqEiwpCsCxiSdQFKmYhomCrEF7m3EGy+srIxEVI+Vhe/y9CsC0l2WLvY6QuGeHfhioQqHTFpcF+6tJH8Nas27mLJmu1Wy4iKrmvcf/0pCf2k0Rz8bvjhzNm1Ba+xP+LJozs4qnMvtpQVsbYov9nGFuDX3VuZ0LkXLxx7LnN2b+XHHZvJcnuY3HsoHZKb/4Yby0x+HLBeKbVRKRUApgOTa7S5CHhPKbUVQCnVrLWuJJJYaE3xB+T5E2P3qy5O8n0rG27YzHy2Yo2laYVrIkCntMTbCdxcvPjhrwSCiRU+CeHNac/+vwsY2rez1VLizqEduvH4UWfSKTkNp6bj1h2c3WcYTxxzFg+MP6lZHb26CCXBcDy8iDChU09uG30Mvx06Pi4GHmJLUNYVqFoJNxcYX6PNAMApIt8BacDjSqnXanYkItcA1wD06HHwfuz1JZ8kTFilUiZJFs/iATbkFVYWB6mJU9MIxjk7oQJe/WURQzp34LThiZdzqKnZlJufUE9R+0hP8XDfM59RVOplRP8u3DT1KPp0s/77Gi9O7DGASd37U+T3kex04tbDpu+p5XOa9f/LZxr8ec4slubv5OYRR+CxoBRhLDP5aDe6mp+LAzgUOA04CbhbRGoVEVVKPaeUGqOUGtO+feJUVGo81T82QSfZ0YEcd3yzy0VjYMcckl21v0gOTbPMLx4yTe79+GsCCRp10pT079meRPSGFJX5yN1dRFmFnzlLNnHlX6axdVf8ttYnAiJCliep0sDne8v5aWfz7wov8Ffw4sp5XPrV25aEEsdi5HOB7lVedwNqBnbmAp8rpcqVUvnAbGBk00ism37pp6ER/xzzOi5cWioOSUYXF9nuAZzY7T8J4es8cXB/MpI86FW0ODWN7JQkFuXutEyXUrB2T/P5PhOFKycfjtuZ2Pl6FBAIhHhl5q9WS7GUQn8FTq15Fz334TcNlhfuYmEzx8RHIxYjPw/oLyK9RcQFTAVm1mjzIXCUiDhEJJmwO2dV00qtzcCMs0hzxt/HaOBDcHFKt2c4q+c0Tu/xIikO659M9lZ4eWvBMib2782obp1xO3SSnA6OGdCbUq+/2d0ImgjtkqOXVjNMkzR3YhZ9aUoG9GzPE3ecy5A+nXDoGtnpyTgSMFDZMBXL11t3008EeqVlx/Wpy1SKlQXxT/HR4NdPKRUCbgRmETbcbyulVojIdSJyXaTNKuBzYCkwF3hBKdXsK6KaOCzbhOQ392IQINWCm0w0luTu5ITHXuSRr35g2vylrNqdx4AOOXxx85XM27Idb6h5FwMdmsZLl0zh/jMnkVRjJquJ0Dsni57tMptVQ6IwvH8XXrrvQn7/m2PwBYKEEjAsXYDunRIvFUc8cek6vx9xZNzG00WjW1r8c+fE9FyplPoU+LTGsWdqvH4YeLjppDXMHu8ylu19NZ5DVkFREtiKho5HzyLF2eRRo7ErUYpbZ3xKeZXY+IpAkLV7Crjnoy8JNLOBh/AspXNGOj2yM7j88EN58af5uBw6plJ0Sk/lqQtrBmS1bmZ8uYgn30q8RGX7cLkcXH7mOKtlWE5RwIdDtGbfdaqLkO1J4ujOvZt1nGgktvOwHpQy+W7nnwlZGF0zZ88/0dAxCdHeM4KJnf+GW49/PPjWwmIKKypqHfeHQizYugNvPEL6lOLlOQu47/TjueW4CVwyfhRLt++iXUoyw7p0TIj1inihlOKF939JWAOvacIDvzuN4f26WC3Fcn7Ysan5DTzC4Z168sgRp6Fr8ffdJaC3MDb2BjYQNK3dBGUoP0FVgaEC7PEu4fudd1uiQ9cEsw6HuzcYn52vJrBs+/78NNkpyUwc0IfhXTu1KQMP4A+EKE3QkntOXeOB353GUaP7Wi0lIeiSkt6scfJu3cGzx07hjUlT6ZhszX6RFmvkEw2TILt9SygP5cV97G5ZGXStY0dpMI55StbszmflzmbdB9cicLscpCUn3iKzJsKNU4/muHG1opvbLFcPGVsZUtkc+I0Qr65e0Gz9x0KLNfJZrr64tMTKwaHhwBeyJinYo+eeakGKtuqETJN7P/rKYhXWIyJcfkbN/YLWk57q4bwTR1ktI2HYWV5Cga+C64YeRqojepbbpmC319rkfC3WyBsqSPeUxCq3B5Dp6mXJuGX+QNRNUPFm2Y7dPPDZt7y7cDkVCZQkLd5cdOqhpCQ1n+FoLLoWzltjhU840VBKcfcvXzDx/We59aePeW7lr3ROSeOhw0+mU1LTTxzHd7Q2S22L/B83VYjPc29gfeknVkupRMPBmJzfoWvWPKb7Q6GE8X2//uti/vbpt5z4+EvsKCqxWo5l9EigEEVNg7e+WGS1jITgnQ3LeGfjMvymQVkwQEUoyPriAm6fM4tdzTDrHp5tbVbSFmnkc8t/pjiwGUMlzuLW8OzLGJh5tmXjH9K9S0LlCfeGQhRWeLnvk6+tlmIJSil8/sR5kgmGTOat2MqOvLZZ/q8qr6yaj7dGhSgFqGbaLrihpIDLv3qbcz97g1dWzccX5+pULdLI7/YuJqS8VsuoxKNnMyL7Mks1JLmcnDXK+tw5VTGV4qf1WzDrCv1ppazYsJOL7nqNTTsSo2jLPpy6xs78tvtktY+SYCCu4z2/Yi7f7djI/LxcHlz4Hed9/iYBI355nFqkkU92tEeXxIheSHV05bTuz6OJ9VsODuneBU+C5U0RkYRM2NVcrN+Wxw1/n8HG3AKrpdSi3Bck1AaSxDXEid3744zj2oRZ5QnBZ4TYUFLAJ1uaPetLJS3SyPdNOxmJKl2Iz1sSeqQcw5SeMzin94yESW0wcUCf2vlBLUQTYdLgfgmzVhAPXvzgF/zBxDWktzz8Hl/PXWu1DEv53fDDyfGk4IpTcrKaVISCfJO7IW7jtUgj73FkManrY6Q4OuIQD7q4yXD2ZHKPN7ioz5d13ACaCuHwDrdxbJd/kOZq3tqMjcUbCDKqe/iGI4BDs9a4Jjmd3HPqcZZqiDdrN++xJJ1srCgF9z3zGQXFbauYd1WyPcl8cMqllhXX0UXI8aTEbbzEerZvBB2ShnNOr/coCW5F0El3dQPCkTfhe1fTL0KmOroyqeujlWMlCoFQiGd/mMvTs+dWfnFV5Kd5PonY6JGdQVZK9KyUrZVeXbLZvqe4zgeq1GQXZRXx9QnXRIDv5q3nnBOaPRt4wjJz88pmT2dQFy5N5zcDRsVtvBZr5CHs781w9ax+DB1dnIRU0+UN0cXDUR3vpWfaMU3WZ1OhlOKq199j4dYdtWYmhsULnkf262Xp+FZw5VmHMX/ltmp5azRN6JCVyi2/mcgxo/ty/h2vkLurqEnGy0zz4PUFG+UiMhUJWaIwnvywc7Ml42oI/2/McfTLjF9VrhbprqkPQ/mbLGnZsMyLOabT37io7xcJaeABftm0jRU79mAkmIvA5dD57RFjrJYRd4b27cw/f38mPTplISIkeZxcfOoY3n3kKo4b2x9d13jh7ql075h50GO5XQ7+cdMZdT41uBzRfc6aCEcc0uegx2/JxNNdUh3F+xvjWwu6Rc/ko6GLC4d4DjrEMsvVj0Pb39BEqpqPRdt2xC0JWawI8Mol55Ce5LFaiiUcNrwXMx6+gmDIwKFrLF23g/ue+ZS9JV6OHt2PM48ZRvdOWWzbXXRQ4+iaRkFxBaceMYTPfl6Fv8rTg8fl4IEbT+Odr5Ywd8VWDMNERHA7dS465dCE2qhlBVcOHsP7G1c0W2x8XZjAssKd7CwvoXNKfDLWtjojL6IxOPN8Vha9dcBFvnVxM7b9zU2srHlon5qCx+mITzrhGElyOdleXMJoEmthOt44HTozvlzEE9N/wB8IoYDl63fy/rdLOG5sf+av3ErgICJxDNOkX/ccJo7ph+7Q+Pj7FQB43A5uvugYjjykL0eM6sPSdTv4Ys5qNE3j5AmDGNo3MaLBrGJjSSHvbFhGp+RUdleUxn3NSheNkoCfznF6mIjJyIvIycDjgE646tODNc5PJFwCcFPk0HtKqfubTmbjGNXuakKml7UlH2KqICrKf6Og0TftNAJmCYYKUB7agzeUR4arN6NzrqVj0qj4Cz8AThk6gH9+MdtqGdUQoF1KstUyLKfcG+C/EQO/D18gxM68EorLfIQOomSU2+lg3NAe9O7aDoDbLjuemy88mrIKP1npyZU5akSEkQO6MnJA277h7uOHHZu45tt3CZomIWXi1DRMM75m3lCKvhnt4jZeg0ZeRHTgSWAS4YLd80RkplKqpmPpB6XU6c2gsdFoojOuw+85JOda9niX8t3OP2OqICZBQEfHwYnd/kuHpGFAuABJwCzDqSUnxKamxpDqcfPa5edxy9sfk1dajkJhmCYhixZdJaJpfO/uDbZt7azYsBOnrlEz+YYvEOK9b5bGHMInAi5nOH2x1x/A43Zx9rHDufzM6pkuPS4nngRIUpeomErxfz99gtfYf9MNxtnAQ/gJzG+EcGjxSWAXi0UbB6xXSm0EEJHpwGQgvqsHB4BTS6JrynjO6vk/VhXNIN+/kmx3fwZnnk+aM1wVZ33xJywoeIqAUYomLoZkXcCo7KsQaTlr0kM6d+CLm69ga2Exq3bt4fb3PieENRtyumVl8MLFU+xsh0BaiqfuCKcY7LuIcObRQ+nbPYfh/bswpI+1ia5aOtvLiikOWFdJbh8eh4NtZUUMyopPydBYjHxXYFuV17lAtGTZh4vIEmAH8H9KqRVNoK9JSHF2YEz739U6vrXse37Je6TSd2+qECv2TkMpk9E518Zb5kEhIvRsl8n7i1fENS9GNQ3AeaOH0SM7/sWKE5FBvTrQLjMlHDdfZdau6xpGlGRyDl0YO7Qn3Ttm0rtrO049cggetz0zbyqSnS7LNkBVJWgadIpjlahYplvRtk3W/KQWAj2VUiOB/wIfRO1I5BoRmS8i8/Py4l9BqSaLC16stThrKB+rit6ObKpqeSS7nDgsmkUr4N9f/8RhDz3N7hJrCyUkAiLC43+aQpf26SS5naQkuXA7HZw8YRBJntrG2+FwcNXZh/HHS49jyvEjbQPfxLTzJDO6fVccFj6le3QHZ/QaQqY7fpsEY5nJ5wJVHazdCM/WK1FKlVT5/VMReUpEcpRS+TXaPQc8BzBmzBjLb6lloV1Rj5uECJjlePSWNyM9bfggnvz+F+u2uQLFXj/H/Pt5rjh8NLedeDQiQrHXx1erN+ANBDmyX096tWsbIXzdOmby7r+uZPWm3RSX+xjWtzMel4M1m/ewddfeyugat8vByP5dGNbGI1+am/8ePZlLvpzO1rIiNBGCpsGRnXuxNH8Xeb6mT/WQ7nST4nSR5y3HoWlc0H8kfz40vqk+pKE8GyLiANYCxwPbgXnARVXdMSLSCditlFIiMg54h/DMvs7Ox4wZo+bPn98Eb+HA+Wzb9ezxLal13K2lc36fT9DEmgRGB8slL73FvK07Gm4YB8b27Mo1R43j5rc+QhCMyFbyS8cfwh8nJV5lr3hR7g3w+sfzmDVnFbquceYxw7nw5NE469jAZNN0KKVYWrCLnRUljGjXmS4p6RimSf83HmryuZFT07ly0KHcOOIIkhxN85QtIguUUjHvNGxwJq+UConIjcAswiGULymlVojIdZHzzwDnAteLSAjwAlPrM/CJwqE5N/DF9purFR/RxcMhOde1WAPvD4ZYsn231TIqmbdlO8t2fISvRhz/G3MXc8yA3ozpmVh5gOJFSpKL6847guvOO8JqKW0OEWFkTmdGEn5qKvRV4DebZx0raBp8t2MTd46xLlFfTPGCSqlPgU9rHHumyu9PAE80rbTmp0PScE7s+jgL8p9ib2ADyY4OjMq+il5pLTdzYkUgGPddfA0RrWiILxjig8Wr2qyRt7GeDcUF3PLDTNYU5dN8daEgx2PtnpGWFRTeDHRIGsEp3Z9puGELITPZQ05qCjuLS62WUkkwSrSPquO4jU08qAgGOPfzNyjye5t1SpSkO7l6yLhmHKFh7GDmVoaIcN9pxydUhahof0TJTienDx8Udy02NgCfbFmN3wg1q4HXRfj9qCM5tltfS2sM2Ea+FXLMgN68ccX5HNKtc9T4VysQwKlpCOFiIicM7suR/Xo2dJmNTbOwvbyEimYuqH35oDEU+ioYNu3f9Hn9n5z5ySssyot/QETiTPdsmpRhXToyoGMOi3J3Wi0FgIEdczhpSH/KA0GOG9iHQ7p3qVUWcEdRCd+t3YSmCScM6ktOqlXpYG1aE+uLC/jL3C/5dfc2khxOLuw/kkPadyHF4aS8mQy9SzRWFOxiccFOfJE0CksLdnHRl9P4+LTLEyt3jU3LQynFnI1beWfhcqulVDKoU3uuP+awOs+/MmcBj379U/jJQ4R/fP4d958xickjB8dNo03rY09FGWd/+hplQT8KCAQMXlm9gA3FBfRKz2b13uapxRBSJr/s2VbruC8U5Jllv/Dwkac1+Zh1YbtrWhll/gDnPT+N66d9mFCFRJbk7uKej77i1hmf8PmKtRhVEkNtzCvk0a9/xh8y8IUMfMEQ/pDBPR99SX5Z261FanPwvLp6QS3fu88I8cPOzTx8+Kkk682zq7iueHsFfLsjfkW8wZ7Jtzoe+mI2a3bnEYySG8VKNhXsZXPB3vCXfO0mZixcxnO/ORtd0/h0xRqMKHHKmghfrd7A1DEj4i/YplWwpGAngSjfrYBpcNucTykLxb/e7l6/l7Kgn1SnOy7j2TP5VsbHy1YnnIHfx77ZlDcYZNHWnXy9OjyjMUxFtGSNSqlqM34bm8YyNLsjTq32xkZTKZYX7rZkR4lbd7CtrDhu49lGvpXRUoxiRTDIrJXrADhxcD9ceu0/RAUcO6Bt1yK1OTguG3QorihGfh/iM0ifnU+7Gbmkzi2EsiDudaUQMsFQ0AwuT0OZdI5jFkrbXdPKOLpfb75esyEhUqrWhyZCuif8uDq4cwcuHj+KN35dTMAw0AR0Tef3x02gS2Z86mDatE66pKTz9sm/4YxPXqn1N+Hc46fbX1ejBUw0v4npFDqFFMopmB6dkiPaEcpyUnJkO1TyflMpfgPl1EBrfIByOAvl4ITLQmnTgvjzKRNZlLuDEq/fsrzyseDSdc4ZPazy9f9NOorThg3ki1Xr0DWNU4cOpE/7bAsV2rQWhmZ3pFdaFhtLCiuPaSVBOrywCb0shERsvxYMpzbQAgotECL7s92YDsG1y0fepeE9HUmrS0leVkzBWV1iNvJCuK6rU9O4cMAo7jz02CZ+h/VjG/lWRqeMNGbddAUfLV3Fm/OWsDG/sO7qRBahiXDrCUcyrEtHlFJs21uMx+lgcOcODO4cn2o5Nm2Lm4ZP4K5fZuEr99Hp2U0kLytGQrWLZdR8rYUUGd/kk7S2nPwpXej04mZMl0bh5C4x+/MdovHR6VfQL6OdJbUebCPfCklxu5g6diRTx47km9XruemtjxMqnNKhCRMH9OaXTdu4/f3PKfb6ME3F4M7teey80+mcET9/pU3b4Oy+wyjwV/DSZS+QtKwErRE1gQRw53rp/NRGlICz3KDDi5vZc1UvlFPCRXjrwe1wEDBClhXzsRdeWzHLtu/i1nc/SygDD2AqePTrn7juzffZXVKGLxgiYBgs376by16ZETVrZTSUWYYy7QpUNrFxQechZCwrRQsd2N+DFlJowfC16b/upfeNi0laXRpeoK0HBQzIan9AYzYFtpFvxTz69U+18rgnAiHT5ItV6/CFqq8ZGEqRX17B/K3b671ehbZgFpyP2jMOtWccZsFFqFDt3YU2NlUpLTz4CUHVObseUHR+dD1aRQiCkag2w0T8Bs4d3nCeJt3BfWNPwKNb5zSx3TWtmJU791gtoU4MUyGY9MsuJK8ihSLf/miD3SV1p0lWyosqOB9UEZWR98GFqMKp0P5bRFzNK9ymxZKRk0Yo0LSTHj2g6HnHCopO6oh3UBrOPT6yZu0hKaTR73+TuWrIOEa379qkYzYW28i3YrpmplPk9dU6rmuCACGLF2QVGttKMvh06jTOnnE+xX4Phmkyoms9dU59n4HyUz2BsQmqAnxfQlL8coLYtCye/b/XEZEmT/vrKDfIea96dknd4+Qv/Y4mp338EpHVRUzuGhE5WUTWiMh6EbmjnnZjRcQQkXObTqLNgfK7iYfVyivvcTq44NDhZCYnNfNCUO0/JF1Mrh89j4VXP8fDx39Ju6QKXLpBpsfL1KHLSXI6OHnoAHq2y6y711AuUBHlhA+M3KaTb9OqME2Tr96YHbe87kFfkNKixMi71OBfuYjowJPAKcAQ4EIRGVJHu38SrgVrkwAcN7Av/++UiaS6nAjh0MUB7dtx1RFjeP/ai5k6ZnhcV/wdmsnkgWvxOAxO7LOB6VPeZcrAVXgcJif13cEdJx3DPyafVG8f4hwCEqWcmrjBWetraWMDgGmYhOK8PvXE716M63h1Ectf+DhgvVJqo1IqAEwHJkdpdxPwLpC4juA2xswlq/jH57MpCwRRhPN1rNqVx+Sn32BvhZfLDhvdZEVFNExSnAGSHQFceoiT+mwgyREkxRkgxRnArYe4+6jZ9MgoAcCpK7I9Xn4/bi4Agzqkc8GYEWgNbTBxTwS9K1A1e6AL9F7gsotit1Vy1+3k6Vtf4d4pDzHzqVmUF5cz97NFzHrlW3LX7cThdNB/dHxTZCydvdLSilD7iMUn3xWoGrqQC4yv2kBEugJnA8cBY5tMnc0BM39LLvd8/FWt6JqgaRL0Bzjn2TcZ2rlDI7+ECh2TTmmlXH/oQo7qsZUSv5tXl45g7vYu3DbhF0r9LsZ13U7n1HLKA05+2NadkKlzZPetZHr81XpLclaJrjG3obzvgec0ROrOzifigOzpqLL/gO9jQMBzJpJ6EyJ2sFhbw1vu45Grnub7GT9Xegjnf76YJ295CZfHSTAQwggZuJPcHHn2OLauyiUUNAgFQmi6htnMyfxM00SPkpcpnsRi5KNNrWpahseA25VSRs1qP9U6ErkGuAagR48eMUq0ORBe/GlBveGTQdNk6Y7djcpx43GEeGPy+wzOKQhv/xZon+zljgk/s6Ewk+Ed86u1T3EFObnvxtg6V2Wo4rug9GlU9psQyoXy/0BoIzgHIWk3Ic7hAIiWhqT/GdL/HLN2m9aHYRjcesw9rF+4qdrxgC9c7clXvn9S4a/w891bP9GpdwcOnTSCT577CiPUvAZe0zXLDTzEZuRzge5VXncDahYqHANMjxj4HOBUEQkppT6o2kgp9RzwHMCYMWOsf45pxewoLmmwTWOTmOmiQASR6nf+ZGeIYR3y67wudkwwt0D+kdUPB3ahCuZA9kuIy35QtAkzf9YStq2uf09FVYyQye4t+Wxevq3ZDTzAsRcd2XCjOBDL8+08oL+I9JZwEPJUYGbVBkqp3kqpXkqpXsA7wA01DbxNfDmsd3ecemzuC8EkWjRMTVy6wcDsguh9NHvFcD+q5G/NPYhNC2Lt/A34KxpX9CMUCLF09qpmUrQfTRP6DE8Mb0WDVkApFQJuJBw1swp4Wym1QkSuE5HrmlugzYFx5YQxpLhc6A0sZDq1EGcPXE2KM0hdht6phUhyBPnXCV+iaxY+gIXWRD2sjDxUxZuo8ldRoa1xFmVjFR165OBJ9VgtIyqmqdi5cbfVMgAQq1Z/x4wZo+bPn2/J2G2FXcWlPDX7V37esIVUt4tdJWWU+nzVUm0kOwLMvOAtyoMurvrodLwhJ4iDoOnkxMH9SXEU0dk5k7MGrqJDSpT49LiSidZpbrUjpvdjKL6TsAPJDP+bej1a6g1WCLSJI95yHxf3up6SAuvyF4kGKornx5Pq4eYnrmbSpcc0/ZgiC5RSY2Jubxv5tkN+WTm3vfc587bkIig6pRTz92O/ZnTnXQAYpjB3Rw9K5FTGD7qW7JRklFmI2jOBuksTxxHHoWg50ypfhrUdA/hrNPQg7aaHY+ptWjVbV2/nwYv/w6ZlW1AKjFB8ayg4PU5SMpKpKK6oXPB1OHVyurXjxRWP4vI0fZoN28jbNEiJ14c3GCDHezqi9lDdgCch7T9F9P35NsyCiyCYCP9XbiTnY9A7gPKifN9C6V/DKQ2qoUHylWjpt1mi0ib+FOUV89kLX/Py3dNRcU7X4XA5OOP6k5g9Yw5GMMRR5x7G5fdPJb1d86TMbqyRt3PXtEHSkzykJ3lQyW+gim6A0BYQHSQZyXi4moFXKghapnViq+FH5Z8KGIAOkgoq2sxNse/GpZQXvB+jgkvB0RdJOgtJmPdj01Q4XQ6+ePX7uBt4AHeSi/GnHsINj14e97FjwTbybRhx9EByPg6n6VW+sBGssaFIlT4I/h8tUhiNYORfE9TeOtp4EM8pKCMfVTAFzGLAC3hQZU9A9jTE2T8+cm3iwl2n/YMdG3ZZMnbQHySnWzveeugDvnpjNpqucerVx3PaNZNwOK03sdYrsLEUZZaAuQu0jrUNvPJBxdvU9nknGlrkxwRckHwh4hqJWXw7mPnAvk1hPlB+VMmdSLt3LFNr07S89fCHrPw5euRVc6PpGiOPHcojVz3FxiVb8HvDIZ3P3/4G8z5fzF9n3kF9G0TjgW3k2yhKKVT5E1D2HIgTVAjlHI5kPYVoGeFG5l6ib3iuCzfW3BBM8JwFelfEc/z+BVff1+w38PtQEFyBMisQLUqiM5sWxZaV23jl7umWjW8aJrs357Fna36lgQfwVwRY8t0KVs9dz+Dx1j412sk+2ir+z6H8BcAPqgzwQXAxqujW/W209uEbQOydNrHIRuD7APxfofReVQ7WNYeR8BqETYvn0xe+xjTiG1FTk21rdlRLobCPUNCw7AmjKraRb6Oo8hdAeWscDULgV5RZCESSgaVcS+Nm81ZhQmgV7Dkcc+/NmHtvANcIoGYImwNcR9abBM3GepRSfPzsF1zS93dMzryUu079O5uW197oVpxXgtlAjdXmpq7FXqfLQXbnrDirqY3trmmrmHUsWoojvFCpZaOUH7zWPQofGN7wUwoAOuGUxG4qZ+9aByTj79bJs4mJl/78P97/z2f4K8Iz5PmzFrH8x1U8teAhuvXfXzmsx5BuVkmsFxFwuh1MmBxzpGOzYc/k2yquo4h+j3eCHslH5/sUzEJiyWuTmBiAD/Q+kHYnkvkkkvMZoudYLcymHspLKnjvsU8qDTyAUuD3Bpj+j/cqj5mmyWcvfm2FxFokpXnI6ZaNJ8WNO9lF1/6d+de3f8GdZP0Toz2Tb6NI6g0o3+egyoEAYZeMB9LvC7tpABVYGmWjUQvEWIM4ByGuQ6xWYhMDO9bvwuFyVO4g3YdpmKz6dT0QLhJy2wl/IW9b9IR5cUXCC62hoMFhp43m0vvOp+eQ7pZH1ezDnsm3UUTviOR8AilXgGM4uE9Csl9Dq1oI29EXSLJMY9NhovzfWC3CJkbad29H0F+7FoIIdB/YGaUUd536AHm51hr41MxkNF0DFb4BBX1Bfv1kIS/9eVrCGHiwjXybQqkAKrgcFdoCgOg5aGl/RMt5Fy3rP4hrZLX2knRmI6NrEphodWEbgTLLMIvvwtw1AnPXEMzCq8ObyGyanMz2GRw5ZTyupOqL5q4kFxfeOYUNizeHZ/AWexGTM1LCfqQqBHxBFnyxhD3bmqK+QtNgG/k2gun9FLXncFThJaj8MzDzz0IZO+u9RrR0pN100PvGOErKwQttFgT832OWv4FZ8R6q/DVUaH3MVyulUIWXgXcm4ANCEPgRVXAuyixtNtVtmf976QZOvGwiLo8Th1OnY8/23P32Hxk4th8FOwsJBeJblDsayjAxo0TWON1Odm/Os0BRdGyffBtABVdB8R2EDVSE0GpU4eWQ83m9j5bi6Ac5n6LyJoHZUK52XwPnrUJBcGH4Bw2FDqU6KulMJP2vDT9aBxeBsYHw2sU+TFA+lPd9JOXSZtTeNnG5ndzy1G/53eNX4Cv3k5KRXPn/lCi1fNt1zWLv7iJCwepx+kF/kO6Dulikqja2kW8DqIo3qG6gIFxqbzeEloFzRL3Xiwi0exOVdyLhHDB1Ye2mlNgwIz9B8H6ACq1HOUciyecjjjqeWEIbaj2Wh/FCaGUzam07mKbJnJnz+eHdX/Ckuuk1pDvrFm5Cc2hMuuQYRhw9BMMwWPzNcjYt2xKXItwNsX7hJpxuJ0bIqPx6uJPdnHj5RDLbZ1iqrSq2kW8LGDuJng9eAyMfJZsgtBb0nohzUNQuRO+ISrkKyp9oVqnxJRCZ4S9FVUxDZfwLLenE2s0cfcKrfrXsfBI4BsdDaKvGNE3uOeshlny3HF9Z9Z2jIvDdtJ+YOHUC8z5fjLfURyAQtNzAQ9iNd+pvTyB37Q6W/bCK1MwUptxyKmffclrDF8eRmIy8iJwMPE54d8kLSqkHa5yfDPyVsCUJAb9XSiVS6sK2jfsYCMynljtF+VEV/4PAr5H8NUGU1g7cxyKeE8A1oZorQ1KuQJW/BLSCsMpqhMI/JXegPBMJlzKugnN0ONY+tJb9T0QaiAdJOjvOWlsHm5Zt4du3fsYMGWR1ymTJdytqGXgIP0D5Kvx8/vK3li+01kQpRVpWKn/76E6rpdRLg0ZeRHTgSWASkAvME5GZSqmqz6lfAzOVUkpERgBvA9GnhDZxR5LORVW8DsZu9ueXSQLHIAjMDR9TkePmDvC+ifK9D65xkPk0Esnzoozt1E741coIrgTXqGqHRASyX0OV/h28HwNBcB2BpN+DaOmWyGzJTPvHe7zx13cI+oMoQBOJuoBZDQsNfPseOeRtrR0t43Q5mXDWWAsUNY5YVjDGAeuVUhuVUgFgOjC5agOlVJnaX2IqhYS757ZtREtB2r0PqdeGDbtzHJL5MBhbqHOxVFWEZ/i+zwAwvZ9BwRRq+/ZbEcqHInphaNFS0TL+jtZpKVqnVWjZLyCOHnEW2PLZsWEXr977NgFfMOzHVjRs4C3kqPMO5+XVj3HY6YcimiAiiIA72cWUP5xG72GJ/x2IxV3TFagaEJwLjK/ZSETOBv4BdACiOqVE5BrgGoAePRL/w2lNiJaGpN4IqTdWHlPFf6r/IuVFeT8A90Qovp1WP4vHAO87KG0q6L0R0VGhLajyV8KuGtdIJPlSRO/UpKOawdVQ8QYEN4CzHziHg/87UBWI51RIOqu2CykGSgpK+fDJz1n87XK69OnIlN+fRu/hPZtUe2P54tXv4l6H9WDwlno5v9NvgXDCseT0ZI4+7zBOufJ4+h3S22J1sdFgjVcROQ84SSl1deT1JcA4pdRNdbQ/GrhHKXVCff3aNV6tx9x7A/i/od4i3e4TkKTJqOI7IymJ2wJOIBlSr4Py/4AKEr7BOcN++HYzEEefBntRRj4qtBa8X4KxERAw88KuMecg8JwJ5c9AaHndnUh4cVeyX0eibEwzTZOvXv+eBV8upfewHpz7f2fgcDgo2LmX6w75ExUl4QLTmq7hdDu5+60/MP60Qw/0gzlo7j/vEX549xfLxm8sDpejWky+pmt06deJl1Y+Ztmu1uao8ZoLdK/yuhuwo67GSqnZItJXRHKUUomz7cumFpJ2ByowL1z6L2oueDeSdB5hA5e4j9RNTxAohrJ/1j6uQqiSfyDZz6MCC1De90D5Ec9pKOdR4H0tvGnK2EI43LSOG6h/K/i/aFiK8kJoNfi+hKRTq50qKyrjkr43Ura3vPLYK/e+xRO//oOPn/mS0sKyylmzaZj4K/w88ttnmJ77LJoW3VNbVlRO0B8kq2Nmw9oOgL6jerUYIy+aYASrP72ahkn+9kLWzFvPoHEto4RkLEZ+HtBfRHoD24GpwEVVG4hIP2BDZOF1NOEk3gmQOcimPsTRA9rPQlVMA9834Zj5ahgoSUWcQ2nYyLtBUsAxAozV4ZKCrRIFgZ8xSx6FihfZt0ahfF9QGaXT5ENWoPzfIFWMvAqu4+FL/0V5URlV8/0bQYPbJ92PO9kd1S1SXlTOR898waCx/Rgwpm/lbLRw114evOS/LPthFSJCx57tue3VG2OqarR3TzHLf1xNWlYKw48ejK7XXZDlhEuOtrSSU6NQ0bdHaJpQtKck/noOkAaNvFIqJCI3ArMIh1C+pJRaISLXRc4/A5wDXCoiQcLTlwtUQ34gm4RAtGwk9XeYZmG46EY1IxWCktsh52sk41FU0S2EDUoI0MF9VMT2e5Gk08FzBiJOzNBWyD+Ret1ALZogVDxd41gz7/aVNADM4CoovApUPpfd6qJj52xmvtwBI7Tf0JcUlNG9Y/Son4AvyIt3vokyFV37deafX95NWnYqfzz2PnZu2IURCv+f5a7dwe2T7uel1Y+T0yW7TllvPvAu/3vgXRwuB0pBcpqHf35xNz2HdI/afvu6XbVcIIlKXSYs6A8xaHy/OKs5cGLaH6yU+lQpNUAp1Vcp9UDk2DMRA49S6p9KqaFKqVFKqcPtGPkWiO9Los5CjTwwdyOeY5EO3yHpdyJptyI576FlPYmW/SRa9ktI0pRKn7Hm6AGec+MoXqfV7+sLbcYsnwEF50DEC9prUIBr79vF+2uXMmRsebXmp1xxPO7k6LnMvaU+fOV+Nq/cxj8vfYJlP6yiYHthpYGvHDJo8OnzX0Xto3RvGe/8+yPefOBdAr4gFSVevKVeCnfu5c5T/o5pRr/Br1uwsc5KSi0BT4qb8/50ZkLtaG2IVv6XYRMzUldKYRMipfJEy4bkqUB4UdEsfRj8c8IFtFOuBi0dFVwD/u/DNVfjRsuJ1jhggj+Ff2ogAm4PPPL+eu6c2ofFP6bhcDk499YzKNheyMxnvsDldlJeXHsDmxE0WPTNsjqrFwX9Qbav25/ETinFO49+xKv3vF2toEdVlAqvFayZt6GWq+fH93/lvcc/TujomrqeMjRN6DuqFxfffR4TJid+bHxVGoyuaS7s6JrEwix/DUofoXpuGh2cY9DavV6trTJ2ofInR6JtglSvAdtyZ2ktnYAffnfiQHZsSeWBj+/kyzdms33tDjr0aM/sGXPqdD+kZCRTUeqNOsP2pLg55w+nc9Q5h/HFq9/x0dNfEPQHo/SyH4dTZ8CYfpx42TGk56SxbfUOPnzycwp31lFy0kIcLh3dodNjUDcOP2ssa+au49ePF9Zqpzt13s17iZT0g0tZ3RQ0NrrGNvI2AChlhOPmfV+G67yiQOsYDt3TO1RraxbfA953aP1x8y0HpeDyCQPJ3+EiFGz6LI2JkBAsHoguqCiFwXWnzodFryZEOb/mCKG0aQOI6Ejmv1GhzRBcDnoncB4aPRbY/wO2gU8sdm11smtL9N26TUFbMPBAVAMP4PI42bx8GwPHtpwF133YRt6mGuLoBY5e9TfSs8HcHg85NjHg8wov/DVx8pe3RoyQSXpOmtUyDojEyL5v06KQ5KtoHbVfWz7BIDzyh+78+Gmm1VJaLbpDp9+oXnTu3dFqKQeEbeRtGo/nFEj9LeCmfmPf0LZv++t3sBhBjV++aDnhfC2J5Ixk3Eku+h/ah/vev81qOQeM7a6xaTQigqTeiEq+DBVcCnuvp/ZmIAek/h9o7aDkTqL78IVwnpj6ozVs6sadZPLkrDVUlOk8cE1P9mx30fDN1aYhRk4cwuX3TyWzYybd+ne2Ws5BYU+lbOpFKYUKbQ6XyasRiSVaGpr7CMh4CPBQOWeQZHCND9c+9ZwMel2ZD416ztnEggj06B9A0xRF+U5sA3/wiCZcet8FDDtycIs38GDP5G3qQQXXoopuBGNX2JpIOmQ+hriqZzHUkk5GOYeEk3WZRYjnWHAdBUYuFE4Fs7yOEQjnrU++Biqea+Z3sw8HrTEyaNsGNwG/beCbAofTUedu4ZaIbeRtoqKUH1V4MaiiyAHC+eULr0Rl3BsOoxQPknQu4joUcfRA0n5frQ+z+FYwC6k3h42ZD8lXQ8XLNK/bxglaNqCBubPB1i2Jd57J4ZV/dg6XobX3oh00DqfOttXbGTimjsLuLQzbyNtEx/cV0Y2uH4rvZt9OV+X9BJV6HVrqDdVaKbMQgqtoOEmZC/KPqGOspkADx0BIuRKCa6HihWYaxxq85cL8b9MJ+m3Pa1NhmoqeQ7pZLaPJsL8ZNtEx8yPFMmqdYL9BVoAPyp4OpzowyzHL38IsvhdV/k6MA+1LjRCN2kUyKtG6xti/CaH1UHwPVLxCa0u7kJSiuO/lTYw+ptRqKa2CcEqGPvQf3XBRmJaCbeRtouM6lHB2xxgQHeX7DJV/IpT+HbzToPxJ6k8cFsvGknpm964jY9NW2Y+3/v5aMJ5kxXX32ZvTmgJTKf708o0NN2xB2EbeJiriHAbuI6geB1+X0RfwfgJmAfsTnHkJz5r1/X1IMjgGQPt5HPTip7G1Hj1tj+79/bS2pxQrcDodzP20doKyloztk7epE8n8D6piBnjfBoLhiJmKN6kdEy+RgiM1/e8qfCztdjC2I64R4D4eFdpG9HKDNdGp82kguKDuc9VwR9q1pIgaB+HPMvZ8MSWFOnb45METChp4y5q5AEycsY28TZ2IOJCUCyHlwspjpqM3lPw1kqlSAEGynkXtvboOH74DSb4QEUGZZeGQTP8PxDbrrM/IBeo4roHraAitBUd3JOUGVOkjkWLZLSHJlhNch0Hgh5iv8FUIbz/ZoeGGbRgRoV3XbPqO7MmmZVvJ6pjBxqVba6VNdjh1xp1yiEUqm4eYjLyInAw8Tnhq9YJS6sEa538D3B55WQZcr5Ra0pRCbRIDLfl8lOckCPwSLibimoCIC+U5DbwfUt34OsFzcmUmS1V8B/h/JHbf+AG4HyQFSf0t4qpS2MHxOCr/dFD1xOsnDAYEahcHqQul4LM3s/nwpXaVx0STFl19KRqaLnTu04m83AIC3rpu8NUZe/IorvrHb1g7fwO9hvVg0Lh+1bKq/vuaZ/h22o/4ysNPlZ4UN5MuPYY+I1rXBr0GjbyI6MCTwCQgF5gnIjOVUiurNNsEHKOU2isipwDPAeObQ7CN9YiWAZ6Tqh9LuwMVXAHGZlAmiA56FyT9bgCUWQT+76h7Bl4XLsJLRwFimokrP+i9q2vTu6JIB1qCkW/c04YIHDuliK3rPPz4aTt0VwZle70NFvZoeQhHnTOe9//zacxXLP5uBd0GdKbvyF5Rz//h2Ws56pzD+Or12YgmnHDx0Rw6aUQT6U0cGiwaIiKHA/cppU6KvL4TQCn1jzraZwHLlVL1xrjZRUNaDyq4DowtKMcAxNwFoXWg9wmnNpDw2r4KbUEVTA7vcG0UHsieDsW3gbG24bZJp6FlhL+aprEXSh+HwGwwd5MQ0TXOsWG3VmhxE3cs4J7E9t03cu0hfyHob0lrEM1DUpqHv39yF8OOHGy1lCalOYqGdAW2VXmdS/2z9KuAz+oQdw1wDUCPHj1ilGiTqCizDLX3mnCREXGACqI8xyMZD1cW9a5E70rjl4A0cI5Ecw3BdA5r2MgnnYOk/xkAs/xlKP0nsc+M61nkjcq+x/5Y3SIaOEejtXszrK/o9+CLfVbaMAr831K+bTVBf1YT9ttyUaYiJcP6cn1WE0sIZbQl+6jfbBE5lrCRvz3aeaXUc0qpMUqpMe3bt49dpU1CokrugeBSwBep9+oH3zeo8udrtRVxQNqfaVQeeucIJOvZ8O/JlzTc3vs/lH8uKjAfSv9N41wfjfVhq3quEcLvc997dQLJkP63/S3SbqOpc/IH/CHuuzS1Sfu0Ak1vgshugfbdc+g1zJ5MxvJp5gLdq7zuBuyo2UhERgAvAJOVUgVNI88mUVEqAL5Z1Pax+6Dif1Gv0ZLPRrKeI7ZQPyeoEKr0L6jgWjTX0LCro35VUHQTqvxNYgvRrIJkEvb/NwUK9M4gTvanUjah6Prw2gQgehek3ZuEs3c2BjdISjhZHNWTaP38WQYVZS1z64vu1Ok3ujcX/XkK1z58KZ6UgytlmN0piwc+uTN6+co2RizPz/OA/iLSG9gOTAUuqtpARHoA7wGXKKUacpzatAZUxHBFPVe3313c41GOIRBaUUcLncpZcmg5hFaivJ9B1tPgngjBeQ0IC4SzXzYWVY7kfIIqfwW87xG+SRxEyKWxOfLLvj4qwMhFlT6MZDwAhDecKXGBakxctkD6AxDcDBWPVTtTlK/j87Y8I+9KcvL0gofpMSi8jGcYBgu+WsLS71fhK/eh6RoOhw6aEPIHMSORQ6JJODRXqcpoIodTp+uALjy7+GF03d4sBzHM5JVSIeBGYBawCnhbKbVCRK4Tkesize4B2gFPichiEbFXVFs5oqWAI1qWPg1cR9R/bdod1J7BeiD9IXAfH3m9b+HQBHyoorug7L+xKAPXBGrOchtEy0EcPdEy7kU6Loakizm4bSTRNjMFwVdjuUrvVcf1SUTf0RsC3zdQ8UytMyddWIgnKbZ1BVdSUz21QLuuWaTnpOFOcuF0O+jYq33M+7JEoGPPDnQfuL9Gra7r/HXmHfy/6b/n5CuO5eybT+WJeQ/y3JJ/cfR5h5PdKZO+o3px15u38EHRq1x01xQ69MihY8/2TL3zbJ749R+2ga9Cg9E1zYUdXdPyUYElqL2XRWb1QcKuBA/S7j3E0b2Ba+ehSv8dicTpgaTdjLgnYu4eD2pvlCsc4bj8hmLdJRv0TpEduLF+t92Q9me0lKn79ZW/HN5E1eiQzwaQNLSOC8JjKIXKmxg99bH7TAh8E1nrqMm+p53qNxGlhAdvOoQfPgIjGDb2lXsUIn/nTreD4y46kkmXTuTuMx7E7/VjGgduA1xJLv74/HUcc8EECncWkZqVQlKKh+/e/okHpj5W77W6QyctO5VHvvtL5SzepmGaI7rGxiYq4hoJ7T5GVbweNtbOQ5DkixC9XQzXjkXaTat9QksHI5qRJxx/XycOwj51E0KradRCavJFSPIF1Y+5J0UWbw+UfQ/JVTU7w/Vx9xFcBKok+rXirGMHMdQVBVRcmE5JUUdMI3zTEE04/MwxHHn2eH56fy6arnHS5RMZd+poRIS3djzH4zc8z/dv/Uwo2JjIojC6U+eiu6Zw7IVHIiK077b//33i+Ufgqwjw+HXPEQrsD+fUHRoOl5PkNA/XPHQpx1xwOE5XPdlGbQ4aeyZvk1CY5W9C6UPsT3QG4Aq7cUJrwdhEdcPphqTzENfIcMGM0vuizPY16vWvJ12ElnFfFC2vQenD1L5hKGrH3FcNwUyC1Jug4tXwTFx5QTygdUbaTQ9vJgOU73NU8Z3Rn07cJ4T/9X9Vt+6qihRcc+wgtm9Kwgjuf69JqR5eWv04OV2yo15XUerl+tG3kb+9gICv7n0ENQuSjDlpJHfP+CPJqfVHCBmGwdZV23Enuchdu5Otq3LpOaQboyeNsF0qB0hjZ/K2kbdJKJQyUaV/g4q3I+6ZALgORTKfAFWMKrwazB2ADioEabehpVwcvrb8ZVTpv2j8pic3kjMTcfSudUaFtoH/S0ChKj6IxOpX/ZtxROrY9gD/bNA7IilXIq6xkQikr8DYEs6+6Z5IeAN5pG9jOyrvJGq7hJIg7U9I8vmo3SOpO37fVXntsl+zufvinnjLq9/MnG4nF955Npfcc16d7768pIKZT37Oj+/PZe/uYor2FFXbTOVKcnLc1CPZuHQL2V2yOPcPZzBy4tA6+7NpXmx3jU2LRkRD0u9Bpfwu4q/vgjj2xTqnQs6nEFoDZjE4h4UXgPfhHF6Hm8NN9WInNTHB/w04rqqtx9EdHFeizDIo/Re1Z/Uh8M9G6zgfapQ/FHFB0ql1v1e9KyrpbPDNDM/2AXCB3g5JOjucE8h9QuQmU9V4CzhGhVNB+2aBls7u/MNB5lEzQ2jQH2TbmloRz9VISU/mwjuncOGdUzBCBi//v2l8+OTnBLwBOvbqwI3/varVJe1qS9hG3iYhEb0dRPHtiwg4B0W/yHkoOIZDcAn7jZ0LHL3C7o/yp4nuttFpMEa+MutmtHMHHqki6X8B56jwuoYqA89JSMpvK29ekn4XqmA+mBWEXVgeEBeS+Q/E0QfSbgag//itGMavtfr3pLgZdkQdn1cUdIfO1Q9ezJV/v4hQIITL03RRODbWYBt5m1aDiED2i6jyF8D7LigDks5AUq5FtFRM93FQOJXaM3pVK+Fa7b49KNcRkQyRVfPCuCFpykFo1iD5HCT5nOjn9c6Q8yXK+wGEloE+AEk+B9Eyq7XrPawHh04awcIvl+KPZGnUHTqpWSmccMnRjdalaZpt4FsJtk/epk1hVrwLJfeFs2QqAAMy/oGWdHqD1yojH1V4EZh54RsIAs7hSPYLiBzcDs2mIBQM8fa/ZvLJs1/irwgw4ayxXPHXqWR1zLRamk0TYi+82tg0gDILI2mPJbwYqsWe0EspEwJzwNgGjsHh/Dr21nmbOGIvvNrYNIBo2QfsYhHRIrVvbWxaBi0v0YWNjY2NTczYRt7GxsamFWMbeRsbG5tWjG3kbWxsbFoxtpG3sbGxacVYFkIpInnAlmbqPgfIb6a+m4OWphdanmZbb/Ni621equrtqZSKuX6qZUa+ORGR+Y2JI7WalqYXWp5mW2/zYuttXg5Gr+2usbGxsWnF2EbexsbGphXTWo38c1YLaCQtTS+0PM223ubF1tu8HLDeVumTt7GxsbEJ01pn8jY2NjY22EbexsbGplXToo28iJwsImtEZL2I3BHl/G9EZGnk52cRGWmFzip6GtI7OaJ1sYjMF5EjrdBZRU+9equ0GysihoicG099UXQ09PlOFJHiyOe7WETusUJnFT0Nfr4RzYtFZIWIfB9vjVH0NPQZ/6nK57s88r2IXkU8DsSgN0NEPhKRJZHP+AordFbR05DeLBF5P2In5orIsAY7VUq1yB/CNds2AH0I125bAgyp0WYCkBX5/RTg1wTXm8r+dZIRwOpE1lul3TfAp8C5iawXmAh8bJXGA9CbCawEekRed0h0zTXanwF8k8h6gbuAf0Z+bw8UAq4E1vswcG/k90HA1w3125Jn8uOA9UqpjUqpADAdmFy1gVLqZ6XU3sjLX4BucdZYlVj0lqnI/x6QQu2q0fGkQb0RbgLeBfbEU1wUYtWbKMSi9yLgPaXUVgClVEv7jC8EpsVFWXRi0auANAlXfkklbORDWEMseocAXwMopVYDvUSkY32dtmQj3xXYVuV1buRYXVwFfNasiuonJr0icraIrAY+Aa6Mk7ZoNKhXRLoCZwPPxFFXXcT6fTg88mj+mYgMjY+0qMSidwCQJSLficgCEbk0buqiE/PfnIgkAycTngBYRSx6nwAGAzuAZcAtSqlo1d7jQSx6lwBTAERkHNCTBiavLdnIR6u5FnXmKyLHEjbytzerovqJSa9S6n2l1CDgLOCvzS2qHmLR+xhwu1LKaH45DRKL3oWE836MBP4LfNDcouohFr0O4FDgNOAk4G4RGdDcwuoh5r85wq6an5RShc2opyFi0XsSsBjoAowCnhCR9OaVVSex6H2Q8I1/MeGn6EU08OTRksv/5QLdq7zuRvhuXA0RGQG8AJyilCqIk7ZoxKR3H0qp2SLSV0RylFJWJFKKRe8YYHqkxmkOcKqIhJRSH8RFYXUa1KuUKqny+6ci8lSCf765QL5SqhwoF5HZwEhgbXwk1qIx3+GpWOuqgdj0XgE8GHGTrheRTYR93XPjI7EasX6HrwCIuJg2RX7qxqpFkSZYpHAAG4He7F+kGFqjTQ9gPTChhejtx/6F19HA9n2vE1FvjfavYO3Cayyfb6cqn+84YGsif76E3QhfR9omA8uBYYn8GUfaZRD2badYpbURn/HTwH2R3ztG/uZyElhvJpGFYeC3wGsN9dtiZ/JKqZCI3AjMIrwq/ZJSaoWIXBc5/wxwD9AOeCoy2wwpizLPxaj3HOBSEQkCXuACFfnfTFC9CUOMes8FrheREOHPd2oif75KqVUi8jmwFDCBF5RSy63QG6vmSNOzgS9U+AnEMmLU+1fgFRFZRthdcruy5skuVr2DgddExCAceXVVQ/3aaQ1sbGxsWjEteeHVxsbGxqYBbCNvY2Nj04qxjbyNjY1NK8Y28jY2NjatGNvI29jY2LRibCNvY2Nj04qxjbyNjY1NK+b/A7uAjlYalfhpAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m \u001b[0mmetricsandclusterisationof\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mmetricsandclusterisationof\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[0mt2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels_\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 31\u001b[1;33m \u001b[0mmesure\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msilhouette_score\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnpliste\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'euclidean'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 32\u001b[0m \u001b[0mtemps\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mt2\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mt1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[0mmesures\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mmesure\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m 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labels, metric, sample_size, random_state, **kwds)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 116\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msilhouette_samples\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmetric\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0;36meuclidean_distances\u001b[1;34m(X, Y, Y_norm_squared, squared, X_norm_squared)\u001b[0m\n\u001b[0;32m 321\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfill_diagonal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 322\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 323\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mdistances\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0msquared\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 324\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "def metricsandclusterisationof(name):\n", + " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n", + " file_path = path + name + '.arff'\n", + " ### Charge le jeu de donnée\n", + " data = arff.loadarff(open(file_path,'r'))[0]\n", + " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + " liste = []\n", + " for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + " npliste = np.array([x for x in liste])\n", + "\n", + " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + " temps = []\n", + " mesures = []\n", + " nb_clusters = range(2, 13)\n", + " for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + " print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + " print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + " ### Trouve le nombre de cluster maximisant Silhouette-Score\n", + " nb_cluster_max_score = mesures.index(max(mesures))+2\n", + " print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + " ### Affiche les résultats \n", + " ### Graphes des metrics\n", + " fig, figs = plt.subplots(nrows=1, ncols=2)\n", + " figs[0].scatter(nb_clusters, temps)\n", + " figs[0].grid()\n", + " figs[0].title.set_text('Temps')\n", + " figs[1].scatter(nb_clusters, mesures)\n", + " figs[1].grid()\n", + " figs[1].title.set_text('Mesures')\n", + " fig.tight_layout()\n", + "\n", + " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + " ### Appel de la méthode de clusterization\n", + " pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + " ### Affiche la clusterisations\n", + " #plt.figure(figsize=(10, 10))\n", + " plt.figure()\n", + " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + " cluster_name = \"Clusters in\" + name\n", + " plt.title(cluster_name)\n", + " plt.show()\n", + "\n", + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "li=[i for i in l if 'arff' in i]\n", + "lis=[x.split('.')[0] for x in l]\n", + "for i in lis:\n", + " try:\n", + " metricsandclusterisationof(i)\n", + " except Exception:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "0bcc79c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", + "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", + "['2d-10c', '2d-20c-no0', '2d-3c-no123', '2d-4c-no4', '2d-4c-no9', '2d-4c', '2dnormals', '2sp2glob', '3-spiral', '3MC', 'aggregation', 'aml28', 'atom', 'banana', 'birch-rg1', 'birch-rg2', 'birch-rg3', 'blobs', 'cassini', 'chainlink', 'circle', 'cluto-t4-8k', 'cluto-t5-8k', 'cluto-t7-10k', 'cluto-t8-8k', 'complex8', 'complex9', 'compound', 'cuboids', 'cure-t0-2000n-2D', 'cure-t1-2000n-2D', 'cure-t2-4k', 'curves1', 'curves2', 'D31', 'dartboard1', 'dartboard2', 'dense-disk-3000', 'dense-disk-5000', 'diamond9', 'disk-1000n', 'disk-3000n', 'disk-4000n', 'disk-4500n', 'disk-4600n', 'disk-5000n', 'disk-6000n', 'donut1', 'donut2', 'donut3', 'donutcurves', 'dpb', 'dpc', 'DS-577', 'DS-850', 'ds2c2sc13', 'ds3c3sc6', 'ds4c2sc8', 'elliptical_10_2', 'elly-2d10c13s', 'engytime', 'flame', 'fourty', 'gaussians1', 'golfball', 'hepta', 'hypercube', 'impossible', 'insect', 'jain', 'long1', 'long2', 'long3', 'longsquare', 'lsun', 'mopsi-finland', 'mopsi-joensuu', 'pathbased', 'pmf', 'R15', 'rings', 's-set1', 's-set2', 's-set3', 's-set4', 'shapes', 'simplex', 'sizes1', 'sizes2', 'sizes3', 'sizes4', 'sizes5', 'smile1', 'smile2', 'smile3', 'spherical_4_3', 'spherical_5_2', 'spherical_6_2', 'spiral', 'spiralsquare', 'square1', 'square2', 'square3', 'square4', 'square5', 'st900', 'target', 'tetra', 'threenorm', 'triangle1', 'triangle2', 'twenty', 'twodiamonds', 'wingnut', 'xclara', 'xor', 'zelnik1', 'zelnik2', 'zelnik3', 'zelnik4', 'zelnik5', 'zelnik6']\n" + ] + } + ], + "source": [ + "import os\n", + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "print(l)\n", + "li=[i for i in l if 'arff' in i]\n", + "print(li)\n", + "lis=[x.split('.')[0] for x in l]\n", + "print(lis)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tp.ipynb b/1-2 kmeans.ipynb similarity index 80% rename from tp.ipynb rename to 1-2 kmeans.ipynb index fc620dc..cf78081 100644 --- a/tp.ipynb +++ b/1-2 kmeans.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 18, + "execution_count": 1, "id": "ad547a73", "metadata": {}, "outputs": [ @@ -16,10 +16,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 18, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 2, "id": "13b7eb33", "metadata": {}, "outputs": [ @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "id": "e576f7bc", "metadata": {}, "outputs": [ @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 4, "id": "a9fddea2", "metadata": {}, "outputs": [ @@ -161,13 +161,13 @@ "output_type": "stream", "text": [ "Mesures : [0.3518107901463774, 0.38789474031923604, 0.3931402610788552, 0.4145170726979948, 0.4133331641849272, 0.46588978118120233, 0.5003835962196275, 0.5487609071066126, 0.5221451410830945, 0.49331204712236226, 0.4717058611870848]\n", - "Temps : [0.06283330917358398, 0.06781983375549316, 0.0937507152557373, 0.10571861267089844, 0.1436169147491455, 0.11967825889587402, 0.1266632080078125, 0.10073208808898926, 0.15358924865722656, 0.18550395965576172, 0.1934833526611328]\n", + "Temps : [0.06479191780090332, 0.06533670425415039, 0.10770869255065918, 0.1107020378112793, 0.14162015914916992, 0.12566518783569336, 0.12765860557556152, 0.10162854194641113, 0.15854597091674805, 0.18051743507385254, 0.2014610767364502]\n", "Clusters : 9\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 5, "id": "d75ca794", "metadata": {}, "outputs": [ @@ -237,7 +237,7 @@ "output_type": "stream", "text": [ "Mesures : [0.6614755677743188, 0.6959623087142756, 0.5463452812235728, 0.5562326606232584, 0.5557132003961633, 0.4485180880207061, 0.35809748242549444, 0.3423592998458644, 0.35148285480675123, 0.35655556764382806, 0.34982801654203866]\n", - "Temps : [0.03989148139953613, 0.029920578002929688, 0.09275150299072266, 0.06382942199707031, 0.10272622108459473, 0.12566328048706055, 0.14561104774475098, 0.13264727592468262, 0.17453289031982422, 0.1545870304107666, 0.18650150299072266]\n", + "Temps : [0.03989410400390625, 0.0299222469329834, 0.11170125007629395, 0.0638284683227539, 0.10384893417358398, 0.12644267082214355, 0.1335742473602295, 0.1186830997467041, 0.15680170059204102, 0.15658068656921387, 0.18052029609680176]\n", "Clusters : 3\n" ] }, @@ -304,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 6, "id": "f26498b1", "metadata": {}, "outputs": [ @@ -313,7 +313,7 @@ "output_type": "stream", "text": [ "Mesures : [0.4645176710141286, 0.45433486116760763, 0.4622528491068144, 0.4761982714793874, 0.5053913183123184, 0.5017891958778578, 0.5218104279836476, 0.5211904861295221, 0.5200264563848813, 0.5175759030700723, 0.5116801970054228]\n", - "Temps : [0.057813167572021484, 0.11266565322875977, 0.1416184902191162, 0.1466052532196045, 0.14557886123657227, 0.18748927116394043, 0.19248294830322266, 0.15555119514465332, 0.22739028930664062, 0.22635626792907715, 0.24033236503601074]\n", + "Temps : [0.05781054496765137, 0.10868144035339355, 0.1186833381652832, 0.11916303634643555, 0.15059781074523926, 0.1723003387451172, 0.16755056381225586, 0.15555119514465332, 0.19671320915222168, 0.20986342430114746, 0.20569658279418945]\n", "Clusters : 8\n" ] }, @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 7, "id": "f0cc9be1", "metadata": {}, "outputs": [ @@ -389,7 +389,7 @@ "output_type": "stream", "text": [ "Mesures : [0.48844811069666827, 0.5353880315412627, 0.5942546828244222, 0.6349775464938121, 0.6464329467851837, 0.6494205053905422, 0.6419923408531159, 0.636739406240634, 0.3424234034755847, 0.35743010939558567, 0.5369904214820488]\n", - "Temps : [0.03188967704772949, 0.05485367774963379, 0.05585026741027832, 0.06981301307678223, 0.06981396675109863, 0.11469841003417969, 0.08676815032958984, 0.10970473289489746, 0.10671067237854004, 0.10970473289489746, 0.11269807815551758]\n", + "Temps : [0.031914710998535156, 0.05385589599609375, 0.058843135833740234, 0.0767970085144043, 0.06582307815551758, 0.09873557090759277, 0.08078384399414062, 0.11170458793640137, 0.11073136329650879, 0.11369776725769043, 0.12766242027282715]\n", "Clusters : 7\n" ] }, @@ -456,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 8, "id": "8b653cfa", "metadata": {}, "outputs": [ @@ -465,7 +465,7 @@ "output_type": "stream", "text": [ "Mesures : [0.6120164163212516, 0.5810637833408603, 0.5070122195555214, 0.5053077102205672, 0.5517762356363312, 0.5089204668052257, 0.46896364381856637, 0.42774191937898337, 0.4065508260713208, 0.38790652234794226, 0.38035061782280094]\n", - "Temps : [0.06582331657409668, 0.08177995681762695, 0.10072803497314453, 0.11168122291564941, 0.11668586730957031, 0.16356134414672852, 0.1846024990081787, 0.2024521827697754, 0.23636770248413086, 0.24135065078735352, 0.29720282554626465]\n", + "Temps : [0.06679058074951172, 0.07380270957946777, 0.10272622108459473, 0.10172748565673828, 0.11516904830932617, 0.15458393096923828, 0.2044525146484375, 0.17551040649414062, 0.21991634368896484, 0.23733735084533691, 0.3071780204772949]\n", "Clusters : 2\n" ] }, @@ -532,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 9, "id": "fbd5d4e4", "metadata": {}, "outputs": [ @@ -541,7 +541,7 @@ "output_type": "stream", "text": [ "Mesures : [0.42909178188054176, 0.34921534230543316, 0.4177315721834271, 0.4418962307018588, 0.4680781472537593, 0.4888522731891721, 0.4869375649452235, 0.46938348605448843, 0.48310757897039736, 0.49027751381385143, 0.4832880833378921]\n", - "Temps : [0.03989768028259277, 0.05884265899658203, 0.07579731941223145, 0.09474706649780273, 0.11967945098876953, 0.12167239189147949, 0.11768174171447754, 0.1107027530670166, 0.15558433532714844, 0.15259027481079102, 0.1326451301574707]\n", + "Temps : [0.036881208419799805, 0.06025052070617676, 0.07679462432861328, 0.09075665473937988, 0.11269783973693848, 0.11070489883422852, 0.1047203540802002, 0.11369609832763672, 0.1352694034576416, 0.13962793350219727, 0.11269760131835938]\n", "Clusters : 11\n" ] }, diff --git a/3 agglo.ipynb b/3 agglo.ipynb new file mode 100644 index 0000000..abbad4d --- /dev/null +++ b/3 agglo.ipynb @@ -0,0 +1,781 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 54, + "id": "13b7eb33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "### 2 Clustering aggloméré\n", + "\n", + "# Charge le jeu de donnée : 2sp2glob\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = KMeans(n_clusters=3, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"3 clusters in 2sp2glob\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "e576f7bc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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omfE89uJP/DpjFV7dJ9sbt5bw5ZSFnH7ckLDZlBBnoarG2eS65u8Fm5i9YCNDBnTE7nBhNmn8vWAjDqebkQd0IaNDQmgMbiFt5xtuEC6Hi+lfzWHj0i106d+RQ884CGuMhdoKe1jtkrrk2hf/wyGnjQLglOuPY9LzP+J2eVAUgaIqXPXcxXjdHq4/+B5W/+PbCAXI6p7Bbe9cw8BD+obzKbSInc6dvLz+NbbZtyGkglOG/+6oITSh4dbrj5opdpbg9DqxqJYQWxUc1m4sZNrM1btFfBduj5dPvw9frkhltX+fD12X3PHfSaiqQJege3XMZg0hfH+74LQDueiMg4Nsbctp90K+dPpKfnn3D5wOF8PHD+aDB7+gqrwGR7UDa6yFt+/+hBfnPM5vn8wIt6m8c88nHHLaKCp3VpHZJZ0TrjwKl8tNesc0EjvEM+3Dv3jp2rfx7nM7mb+hkDuPeZSX5v6XrgNaz22kW3ezvGIFP+b/zLrq9ciw36g3jYLC4WmHsaBsIaXusv3+LpHk2bfTPa5bGKwznvnLtuKJgH2jlqBLie7597O15+bsR5P+YfigLgzonR0O0/ymXQv5u/d9ytfPTsFl992CzfhyNvoeKwtHjROXw82L17yFKQJqNeSty2fez4t46PRnAPB6PCiKQkaXdAo3F+FqJBnJ7XDz8aNfc/jE0XhcHoaOH0R8clyoTA+YFRUreXH9Kzi9zrBtZO7KONz1rz+YhInNtVuo9tTU+3eJ5InVT3N9j2sYmNT6feUJsVaECN3WjBBg1lScAcahNxeny8OPfyyPeCFvt5mdBZuL+OqZyThr//Wj6fr+n0bdq/PPT4s45uLD0czBu+6pmoLZ2vjFIj4llvtOfAJnrRNnrROPy4vL4Wbb6u2NijjUbUh9NZunLnqJpy95hdPTL+Ge4x9n6fSVhKNMQ2NUe6p5ft1L2L12Q0S8X3xfTMKEoOkMPxWVbGsWPeN6MCH7eDItGQHdCTilk3XV63FJV4PHuHQX72/5KOJe9+YwamhXv17XhDgLmqrQ0iTLxHgbN112JEeM7t2ygfxESsIePukP7XZFvmDqEoTi33VMUQQjjh1CUnoCJXmlzZpPKGK3z7o+vF69yVRie7UTbwsy3KQuqa3819f/z0+LWPT7Mg46YQT3fHYjip+vRzDQpc6qytWsrV5HkaPIUDfKqqrVHJ95DD8VTm20AJYqVGLVWK7ofhnfbZ/Mj/k/NXp8SyhxluDUna2qlvnuGim/+8IKhwzoyI6CChRFoNcTDrsnEt9qupGvgF9oqsKEIwZSUloDBH+z22oxheyi0RLarZDb4m0ofi4PRh4/lKrSamITY5ot5I2JuO8A8LgaFw2P0/iVgdvpYe6UBfz93TzGnHKg4eP7ZYPu5uEVj5Fn346OjoJiqDtFIvmh4Kcmj0s2JZNlzeTJ1f+H3WsPuk/eVNdhSErJvLL5/JT/C5XuKgYmDuDEnAmkmCOrqfDNj3zFinX5eOoWE3MXbfb73Co/Nx+boqLawdpNhXz/6xJDxmsMi0ljYJ9sunbsQEWVncT4yC0t3W6rH9qr7ZyVfblfJWf/88S5vHP3J02LcStm9MkjefCb28Iy939XPcXqCA4lDAYCwRXdLmV4yjCm7PiRHwt+xlnXrUhFJUaz8djAh0k0hT9LV9cl9z3zPX/NWRduUwBQhEAPkm4JAb27ZZCXX47d6cK7x51GcmIMN196BIcfHL4VekPVD9uNkEspmfbRdL57+WdqK+0cevoo+ozswSNnPYvL3rA/c7f7r+1qOACpWck89O3t9B7RI6TzFtgLuGPZPSGdM1LwlcpVcEvPfi4cTWiMTz+CEanD2Vi9iVRLCoMSB6Ipob2JLquo5fGXfmL2wk0hnTdSEcBZJwzn2ovGhmf+9i7kL1zzJr9+8JcvIxLQzBoWmxmn3dmkS6NdIMBiM/PA17cx4ugDgjaNLnVWVK5kW20e6ZY0djp38sm2zw0bX9B2rrkWYQbhe81UoWFVrdzb707SLGkhmX/q9JU8/tLPrT680GgUAVkZSXi9OmNH9eSC00aRECK3S7sR8qJtJXzz3A+smrueLv07cvrNE7DYzFzc54YmIzuiQHb3DN5f91JQxrZ77Ty+6kmKHEW4dQ8mxYQiBHavo15/tE2x4pYePNL/vQGzMHNo2hj+Kp6BlBIPkR9x4C8CQbYtm2xrFtvs28i15XJSzgl0iulo6DzLVm9n8rSl/PzXynojuYwklKGLwcCkqaQmx3LdxWOZv2QrmqYwdlQvBvXNCUoDmHYh5FtXb+e6UXfhcrjwuLwIRaBpKkPHD2LJnyt2r8ZDiSXGjMvhRuoSzaSiqArn3X8GB50wjMsH3xpxfnehCL6r+ACbQSU+danz4eaP+bP4L/QA18o39byeWTtns6h0MW78uwif1+lsUsyp/Jz/C9XeagBKXDtx6Y24z1oZe8a3mxQTt/W+mV7xPQ0Z++UP/mLSz4twBGFjfV8UIbj5siPISk/klke/btlYim88TxPRM6Fgl5/9hYfOIsZmNnjsdtAh6IVr3qS2yr7bVSJ1idvlYe6UhWERcQBnretfsRZw6JkHc/adp9ClfycGjOkTFpsaQ+qSywffwgtXv0ne2h0tHu/hFY/xe/GfAYv4uR0nkmhK5NxOExmWMszv8z7a+ikvrH+JtTXr2OHIJ99RgNbGgrN23b3sqt/y3qYP2Fabh0dvnvg6XR42bi1m8cptfPOT/yJuayLvoSmsVhNjRvbgj9lraWmj+0F9c5l40oiA4tRTEmNaNmkDSAmrNxRy4n9e5bWPpuNwBt8T0CZW5EXbSnjwlKdY1wo2ZBRVMPGOU5hw5XjuOuYxtqzMC7dJ9aKovgSlx6bczaBD+zVrjLc3vsv0kpnNOlcVKhoqLukmTo2lVrcHLaa7LaDh6+06Ln0sZ3Y8vcFN0a07Spm3eDMxMRYOHdmDn/9awWsfzUAIgcPp9tuVotTlRbREPTRNoUNyLGUV9hYn3aQkxVBWHv5qi/tiNqn07JrOa4+fY4irpc26VqSUXNznevI3FkVErXB/2FVPPJDXXghQzSoeZ2jFLKdnFu+ufh4hBFJKireVYI21kpAa3+h5m2u28PDKx6LiGwZi1Bju7XcXObZ/08qllLz0/p9M+nkJIFFVBW/d9yXQtmtRAsNmNfHknacYUi63ISFv1fecUkp++3g6xdtKAxNxg0Ib+h3Ui8wuaWxdtR1bgo3Vc9fj9uM2Sm9GdqaUhKWMbuHmIhZOW8pnT37Lilmr0XWJIgT9x/Th7k9u3K8bkUf38FP+L/yQ/2NUxMNErbeW59a+yFODHt+9Cpy/dAvfTV36b5u1qHiHDJfby+qNhUGte94qfeT5Gwv55PFvODPrUp666GVcjgA3soy4CRFQWliOV5dc9/KlvoeC3KzbG4Yvn8ft5e7jH2fx78txOz143V7cLg/Lpq/kjvEP73dX8eqGN/h+xw9+d6CPEhyKnUU8tupJllUsB2DK78tD4quF4H8PWhsWk0pWenDrmhu2IhdCqMB8YLuUcoJR4+6JlJLnr36Dqe/9iTsEu+qNGwMFG4so2FjEjK/moKgKnlZQXKc51HcH4fXo5G8qYs289fQZ6YuYKLAXsKR8Ke4QdrCPUj8SWFe9jhfWvcwpOSfhaaRTjpGYTSonHTWIn/9aaVhafmtGUQQ2m5kxw4ObaGfkivwGYJWB4+3Hbx/P4LePZoRfxPdB9+ptVsQbQ1EExdt27v59WeWKJt0pudYcErTG/eutCYHAolgYkex/ZE0ocekuJm3/lsPG9MBqCY0ndfTwHpx78siQzGUkihCG3010zU3linPG8MtfK9m4tdjYwffAkHdWCJELHA88BtxsxJj18f0rP4ctjNBIhCLqCnaJ/ZpAtCbcTjc9h/kaJJS6yvhi61dNFrvKc2wPhWkhQ0GhZ1wPhqUMY3GE3o2oQiO7r0KvbhksXRXc19/l9nLHE5NwRthiS1XFXnVT6mPIgI4sWLbV0Hnziyt57p0/0HUdKeGgod148OYJaC2Nt9wHo0Z7DrgdGv4WCyEuF0LMF0LMLy5u3pWpLYg4gBCCK565ED/KOBuGoimoJtXQMW1xNlKyfBX6fsr/pdEa3G0VL17WVK0h1ZwSsZu7XuklyZJI906hSe2PNBEHmhRxgLTUOJINji2vtbuotbtwOD04XR7mLNrIt78sNnQOMEDIhRATgCIp5YLGjpNSviGlHC6lHJ6W1rwP1GFnHhTU5g6hQlEF7977aVA3L00WDc2sYY21YI21kJKZjGLwKsDlcPHX538DsKayfVUv3BNVqFgVS6MNFnrF9iTVlBJCq3woKGRaM8ixZWOzhb/LVTBQW9qtoo6f/1xJZXVwe/M6nB6+nWp8CV4jvtmjgROFEJuBz4BxQoiPDBh3P0694XjikgK/YiqqgqIpQal90ByS05P86qrSEroO7MQzfzzINS/8h6emPUCnPjm4Da4146hxMuvbuQBkWNMNHbt1Ifgh/ye8NHxhvqLHZTw+8BG6x4auV6cmNDrHduKWXjcCcMxh/UM2d6jomJVs6PPyZ+XeUtxB2E9rsZBLKe+SUuZKKbsAE4HfpZTntdiyerDF2Tjj1hNRtcBcBLpXR/foEdFaS1EVLn3qvMBDJgNk49KtZHXL4JiLD6fvgT3p2Cc74NetKYQiSEpPAuC47GODfnGq14YwzLknZsXMMZnjWVi2qNHjphfPwKpZub//Pbwx7BXOyD01qHZlWjJ4fODDPNj/PpLMSQB069Qh4N6TA3tnRexKXgj4v3tPY9O2knCb4jdmk8q40caX5mh1ceTjzh5Tr69XM/nK0ob5e904As6+8xQWTl2yO6suWJgsGhuWbAF8YZux8TbDN1ZNZo0JV4wHoGtsFy7v+h+UEH6kMiwZYW28kGvL5Yae15JsbtplMrtk7u6fLaqFCdnHc06niXu9XgKBhkaOpWWNfi2KmVNzTybDmrHf3x66eQLxsRa/u2MtW5OP3b73nZzZpGIxa/u5NEJ9wyslXHvfZ6zeWBDaiZuJ1WIiKz0xKBE9hn7rpJR/BiuGfBcdclK55a0rMdvM2OKs2OKtmG1mbnv/Gl5b9DSd++U2e+ymema2FGuMlZHHD+GPz/8OetVDe5UDR40vKee5q97gk/9OMnR8RRFc9/Kl9BjSdfdjB6cdxJvDX+WyrpdwSvZJJGrBTYIochZxRPpYTCI8K8Y8ex6Td0xhfumCJqNVSt2lOLx7J0l5pRdVqCh7/Dch+/hmld41CzMWxYxJmDgodRQjU0bUe1xGhwQ+fP5izpwwjF5d0zlsVE/SUuICmktRBC8+fBZXnn8oWekJKIovbC87I/QX1ZLSavQIr8yhKoIBvbK49fIjefeZC4iLtRg+R6vcORx39iGMOGYI837y3c6OOHYI8cm+D+OJVx/Li9e8GfCYqknB6zb+E6GZVExWExabhXs/v4ltqxquKKia1AY3QFWTyrn3nsbWlXn8WbfB2BRfP/sD6Z068OMb05pl+54kdIinpqIWgIGH9OXuj28gOSNpv+M0RWNM2mgAhiQP5r+rn8btdQelLrhE8lfxTCyKBbc3PGF//rao80ovL617lRNyjqdXXE+KnEV8k/ftfheAKfk/+jWeQNA9rjsDEvpxVOZ41latpcpTRa/4XmTWsxLfkw7JcVx74VgA7A4Xx5z/ol9z7kJVVWpqXcyat4GSsprdhba2F1Q0et6tlx/JtJmrWWxgobhAlkOKIuick0JNrYuSsuqg11oHyE5P5KZLj+CgYcHdG2n1RbP2xVHr5KTECwIuoKUoIihvbEpWIoecehDxHeKIT4rjw4e+oLq8dr/jVJOKoohGk50sNjOvLnyKKw64za+aLkIIhEKTHc6bQjOpfFX8DrpXx2IzY7b6X2PZ7rXzd8kcPtnyWVDEfFfVv0iM364PkzCRY8umb0IfphZO2y9kcVet8aZINCXywpD/tdger1fnqPNeCKj6oCLgkrNG88HXc/wuuGWzmhg1pCuzF25ESkmMzUx1rQt3iMpO2KwmHrjxeMaM6MGMf9bzyAs/UttYi8dmIoDEBBuZaQlcOnE0o4YaK+BttvphfayZt47rD7rH/5KcqoKqKkHZTQb8KtJliTFzy9tX8+xlr+G0O+sVX1VT6T64C6k5Kcz7aSGeEHwJhCI47aYJXPH0BS0aZ3XlGp5c/X9NJgwFioKCWTG3utou/gp2fSgoHJ05nomdzjTElmff+o0fflsWkJhrquJ3CziTpmAxm6h1uHZ/J00mlYwO8Uhdsr2w8ZV8SzGZVDokx2E2q2zdXkp8nBWXyxuU2jNmk8pV5x/GGccPNXxsaCeNJXbRe0RPvq34gAsfOov+B/cmJTOp0eN1r254jPVe+PF9Pev2kzn8rNF8vuONBhsgez1e1i7YwD8/Ni3i/m5mASCo9/mbLCbSclM5+65T/B+rAfok9ObFoc8yMHHAXht8pjrvXnN3J3R0nHrrSxRrSSVvVaicnHOiYbZce+FYDhvVE7NJxaT53hu1Lvu4ofclkD6eKcmxuNyevRZWbreXvPzyoIu4ogjcbi8FRRVsyStFSqiscqDrOnGxFqwWE5pm3HdfUQQmgxPv/KFNrsj3JX9jIf8ZcFOjcdTWWEtYM0dVTeH2D64jvWMHnrn0VfLWtLw7jz/EJcXy3MxHeOn6d1gxczWyzpbMLumMO2cMJ159DHFJsYbO6dE9OHQHJc4SylzlJJoSeWfTexQ4CpHIgHp0NoSCYvjqP1I4IHEwN/W+3vBxyypqKSypJCstEbfXy9nXvo29Dfe5tZhVXnn0HJasyuP1j2cE3NzCbFL3cy1ZzBpfvXYZyYnGfmd20SbrkftLVrcMbn37av577vMNHuNxeYlNjMHr8eJ2upESElPjKSsK7ophF16Pzv9d/DJCUXAFwXdXH0IIBh3Wj879OvL0tAeoLK3CUeMkLTc1qMlTmqIRp8QRp8XRpe7z/ujAh9hu38GSsqV8mfd1i0W4rYq4WTFzXPYxQRk7OTFmrxT1SI7kNQbBxm3F/PjH8oBFPDUplksmHszzb/+OWnc3q+uSe68/Nmgi3hjtQsgBcntl7e5yUx+WGDP3fHYjVTurKSusYMAhfZn3yyLev+/zkNnocXlC2lHcbDNx/v1n7P49ISWehJTwVSbMsmbyeMGTrUqETULjpJwTmbxjSlBcPKLuP5NiQhUK53Y6h97xvQyfpz7GHtybqdNX4mlGI5RgYNIU7r3uWF77ZCb5BrhknC4Pj7/0c8DfObNJ45qLxnLUIX05dGQPZi/YhKIIDh7enYQ4Y5qWB0q7EfKeQ7uR3qUDhZvqL9jlcrrpOrAzHbJ9yR26rvP8VW+E0sSQibhQBL1H9OCq/124Vxx4uMmzb8ejR96tvIKCKtT9ImO6xnTh8u7/Ic2Sxtyd/7DNblxYnUmYGJw0iLHph9IppiPVnhoyLOkN9uIMBtdccBjLVm9nZ2k1tRHgYjnt2CEcMaYvb3zSvD6w9eHvd04RApvNhNvt5cwJQxlf1zg9OTGW48YNMMye5tJuhFwIwYt/P85Nh9zH9vV7Z4JZbGZGnzJyt4hvWZXH7Uc8RGlBedPjqr4VU2vpFyqE4PjLjuSGVy8Ptyn7YRYm9Ahrn2tRLKSYUnDpLmq8NTh1J5nWDM7uNJHBSQN3HzcseaihQj48eShX9vj3PQpHBmtivI0Pn7uY2Qs2smFrMe9/NSdk4YL7YjGp9O6eCUBMjPEJNU1hMqk8eutJ9OyaRlKCsRUSjaDdCDlAckYS7619kQVTl/DmnR+xadlWbHFWTrjqKC586CzAtxK/Y/zDfom4yWJCUQXOEPm0jcBsNXH85ePDbUa9ZFgzSDWn7N70DDdmYUYiyXfm+35XzPSN78NtfW5GEQpOr5MZxbP4teg3ChzGpomf1/kcQ8drLpqqcMjIHhwysgfrNxXz55y1YbHDq0uefv1XnnptalgySOPjrIwY3Dnk8/pLuxLyXQw7ajDDjhpc79+Wz1xNRUllo+fHJNhwuzx07pvL1lV5xvQADQEmi8aVz14UUe6UPRFCcGPP6/jv6qewexw4pc/nrKAgEI1WFzQKkzChChVN0XB6nbj3cPW4dBcbajayonIlRY4iPtn6uSERNvtyaddLiDMFljYfCi4/ZwyzF24MeGPQCDxeHU/dgmnDluAWyRJib5eLxaxxxnHBiQs3inYp5I1RXV7TaIy2UASXPXkew446gJsPuw9XBPgO/cFsNfHRplfqTauPJDJtmfzvgKdZXrGSclcZ1G1QZ1ozeWL1U0FdqWtoDEsewsEdDmK7fQdf5+1fn8apO5lePIMFZYta3EhCQ6N/Yj/SzB3IdxSQYU1nQvZxpFpSWzRusOiUk8JzD5zBM29OY/1m316TpiqYzSpS+rJE/c30jFQ0VTBkQCeWrMzDVBdeOP6Qvkw8cb+Iv4giKuT70O/gXo2usKUumf/LYjSTRnkTO+eqSSU+NZ6KooqgF8naF6GI3XNaYixc8X/nR7yI70IV6l7+Z/DFnmtCC2oqvo7OyJQRDE4aRLWnBlWo+624NTQWlS0xpBuQSTVxTY8rsaih9/k2l4F9cnjvmQtxu724PV6Wr9mB2aQyoE8O/yzexAvv/kFefnm4zWw2vbpn8Oz9Z5BfVMGOwgo656bQITny7o72JSrk+5CYmoDJamo0eWj7ugKmvv9nk9mVXreXcj987UZjsZkZc9qBrFuwkdTsFM66/SSGja/fldRa0BSNQ9JGM7N4Fq4gibmOjrtOuIcmHcBb+jv7HePFa5gr7bbeN7cqEd8Tk0nFZFIZeUCX3Y8dPKw7vbplcPqVbzQZsijErrK3walx1Fxirb73Iys9kaz08JVIDpSokO+DEIKzbjuJT5+YVG8lQlVT6T+6D3N/XBgG65qm98geXPfifxpM82/NnNNpInaPndmlc5s+uJn8UfQnqlDY6SxFFSq63F+QjHDvDEwYQPe40HULChUdkuMY0r8T85ZsbvQ4s0nj7quP5onXpkZM9qgATjxqULjNaBZtstZKSznv/tOZcMX4/eqPCCGwxJgZe9bBlOTtDJN1DSMUwbPTH26TIg5gUkxc2eNyru5+JSYRnDXI6qo1vLT+VT7d9nlQ3DgCgVWxGlbwKhJ57LYTMTXRjcrt8TJ9/vqgN1gJhCEDOnLoyJ7hNqNZtItaK82luryaSS/+xG8fzaCytIpBh/bjP4+fw9fP/sAUA2p8G42iCL6r/BBrGOJsQ83qyjV8lfcN+fZ8Mm2ZnJxzInN3/sOMkllBnTfQGi5mYWJw4iBqdTsV7gq6x3Xj+Kzj2nyP07/mruXh537E4/HibcB1kpuZxNABHZn827KQZjTvidmkMmJwF046ahCjhnQLrNhcGGhXZWyDzbUH3smaeRvCbcZ+9BzajVfmPxluM8LK1pqtvLv5QzbWbAyrHWbFTI4tm2Mzj2FkyvCIafwdSrbuKOWrKQuZ9MuSektjjDygC2dNGMYd/50UUDVFo7CYNW76zzgmHNl63CntumiW0XQ/oCtrF2ygHvdp2LDGWrjl7avCbUbY6RTbiQf638M3ed/yU8EvuHRf7LGCQqwWS5Wnqlnj+ls/XBMaZsXMg/3vrbdnZnuiU3YKN192JBXVDmb+s36v+HOLWeOCUw9k5br8sNimKILzTh3J8UcMbPrgVkBUyJvBGbeeyO+fzNzdEzMcmG0mkjOTiU2wMfrkkUy4YjwpmclhsyfSODX3ZAYnDeLvktl4pZcDU0fyR+GfzC2b16zxmhJxFZWe8T3oHteNozKO3N25Pgrcfc0x/M88jV9nrAIgLtbCjf85ggP6d6SsshazSQ3ZijzWZmbsqJ5cc9FYEuJsIZkzFERdK81kzfwNvHTd26z+Z13IMztVTeX5WY+22U3NYODW3Vy36CbsXntQxj8i/XAu6HJeUMZuKzicbqprnaQkxu72RbvdXk6/6g12ltUEff4jRvfmoZtPCPo8waRddQgKBb2Hd+fF2Y/z6vynMNua38W9Id+poiqYLCbEPpsvqqby2JS7oiIeIIvLl6AHqd26WZg5u9NZQRm7LWG1mOiQHLfXhqLJpPLa4+eQnZ4Q1LlNJpULTz8oqHOEk6iQt5AeQ7oy5tRRmK2Bi7lQ9q+PLoTAZDUx8a5T+GTrqww+rD8miwlrrIWEDvHc89lNrT65JxyUucqDUuc8QUvg3n53YVKafzFv72SlJ/L+sxeRm5XUonFMmorFrHHp2aM54/ihmOtarnXvnMbzD55Jt04dDLA2Mom6VgxA13Wmfzmbn97+HXu1ndjEWFb+vQan3Vf0yRtAYX6TRePJqfcx8JB+ux8rKyynuryG7B6ZqGro+wG2BTZVb+bx1U/u3vxsKT3iejAh61gGJw1CEdH1kBHU2l28+uF0Jv2yuMljTSaV/r2y2LC5mMQEG8cc1p8hAzrSo3MasXuE3+q6jPiQwkCIRq0EEUVRGHvWaMaeNXr3Y7qu47S7eP22D5jy2q9+j6VqKgmpe3fpSc5IajV1UiKVrnFd6J/Qj2UVy1tcsTDTksHdfW9HFdGLqpHE2Mz8Z+LBfDd1MU1l7XfJTeWlhyc2OWZbEvHGaPFSQghhFUL8I4RYIoRYIYR4yAjDWjuKomCLtXLS1cegWfa/XgqTApb9X/6E1Hg69c0NhYntjut6Xs3Ejmf6Ou3QPBG2Klbu63d3VMSDRFJCDCc04ToUAl58qO1mxjYHI+4JncA4KeVg4ADgGCHEKAPGbRN0HdCJa1+4BLPVhDXOginWhB6rsvOBrjh629CtClKAyWYiJsHG/V/e0i6TR0KBKlTGZx7BU4P/y9sj3+CuPrfTOaYTAgEOBW+pQHppMApJQeH6ntdEZK3wtsQtlx3JRac3LCEJcVbiYsPTGzNSabFrRfqc7NV1v5rq/o+ccmYRwPGXjSdxXCfuePtdHJqX2gExYFKovb8LlhU1mFfXYk2N4YeHHyAhKSoSoaJPQm8uUC/jlmvfxOlwAxKtp4uUm0sR++xdCgSXdr2Y/on96h0rinEoiuCiMw/m658WUVWzf0PrIf07hsGqyMaQXRohhCqEWAwUAb9KKfcrTyeEuFwIMV8IMb+4uP4GyG0Vu8fNjSsnUTrCRu2QODDVvexC4BwQR9Xp6VQekcRXxUuZXbQRbySljLZxPnn9D1zOXT5zgWedhbLnUtAdAt0u0B0C6RbwcwbzXy0iP680rPa2B6RzFkrFlVx92kos5n8fVwTYLG4uGf84euFo9OKj0YvGolfchfQY1y+1NWJo1IoQIgmYBFwnpVze0HFtLWqlKT7dOI+nlk/F4W18ky1GNSGEINFs44MxF5ETmxQaA9sR27eU8Nlbf7Hg7/XYa5y4nJ76K/CZJZYBDoRZ4lxhQVapKKrAajXz/CdX0rFrWuiNb8NI6UDWToKad0HfBnVt/eau6MoHvwylsDSBAd22csnx8+mUsW9DFxVELKLD9wg1O+S2h5KQFc0SQjwA1Egp/6+hY9qLkHt0nXsXfs8PeUvxBvA6CyDVEscBKbkMTsnl9C5DSTK3nXTicLFy8VbuuvwdnI7mR60IIRg1tg8PPH+ugZa1b6R0IHeeAZ4tQHPLXmhgOQ5hGQqoYDkSoUZmy7yWELTMTiFEWt1KHCGEDTgSWN3ScdsCb6+bxc/bVwQk4uDbYChxVjMtfzUvr/qTY399ie015UGxsb2g6zr/vf3zFok4gJSS5Qs3G2NUFABk7Vfg2UrzRRzAA87JyMonkJWPI4vHotsnG2VixGOEjzwL+EMIsRSYh89H/oMB47Z6PtowF6dev3BYFY0DknPJiUlqdAyH7qHSZefJ5b8EwcL2wbIFmzh51CMUFzTeY9VfEpJid//s9eosnruBmb+uoLw0+PVC2gpSutGr30IvPBCqHgaMqIEj8V0M7IATKu5GeksMGDfyMSJqZSkwxABbWh01Hhe/bF9Bob2KQSk5HJTWDWWP0MFyV8MfzjsGHsUZXYfx8qo/eXvd37j0hvt/6khmFkZe/fPWQPnOau654n1crpatxPekoqyau694l+yOqUyfuhy324vAVwDqnCvGcvZlYw2bqy0ipY4svRjc/wR5Jhey7EJIeAhh3s8b0aaIZnY2k7WVRZw//V3cuheH141NNdMtvgMX9ziIDFsCQ1I7EqOZqXTXf7vYNb4DqlC4pOdoft6+kgJ7JXZvw63FpJS4dC9mJZqIEgg/fT3fUBEHqK50sHD2BhbO3v/i+tmbf9FvcCcGj2x7/TiNQHoLkTWfgHuBQSOqdf/7wkf3mQ0865CllyATn0CxHWfQnJFHVMibyc3/fLmXSNd6XSwv38FdC7/FpKgkalaybAkNCnmFy/d4nMnCN+Ou4Idty5hTvInVFYVsqSrBs8+H0i11rvj7Y94ZfX40YagRvF6d+TPXsmLxVnr1z+GvX5aFdH6nw83kz+dGhXwfpJTIyifA/gG7IlJajgIiDazHgf1jfLmJ9eGAqkeQ1mMQbbQuTlTIm8GO2gryGth8dOleXLqXGo8LHJUNjvHG2hkcldOXdZVFPLR4Cot2bsOsqhybMwC318PW2rK9jvdKnaWleby1ZhaT85ZS6KiiR3wa1/U7nFFpXY18eq2W7VtKuOHc16iuDF/DD4CaKgc7tu1k+YLNJCbHMuzgnmimdn4n5fzZYBEH0EEWgP39unEFDeYi6pXI6hfBPBLMo9rcYiha/TAAyl12nlr2Cz/mrWhwEzMQesSnsaGqeK+PnoaCF93v1FiTUPjfyDM4MrtPi+1pzUgpufi4/1Gwvazpg4NMl54Z7Ni6E0URCEXBbNF46u3/0Ll722643BDS8Qey/Fp87o9wYgJhArUbIuVDhBLb9CkRRrSxRAvxSp1z/nqbyduWGSLiAOv3EXEATwAiDj6Xy41zv2BL1U5DbGqNzPx1BZdMiAwRB9iyvhCX04PD7sZe46SitIYHrvuw3gbEbRmpV6PbJyPLbyD8Ig7gBlkLnrXI6ufDbYyhRIXcT6YXrKfIUYUnAtPnvUiOn/Yyk7cubXdi8fPX83n6nq/I3xYZIg5Q31tQvrOGTesKQ29MCJHuNehVz6JXPoG+81Jk0XCouIWWxYcHAxfYvw+3EYYS9ZH7yfqqIhyNRJWEGy+SOxZM4pU103nhwDPpmdD2b+N1XefdF6bWFbwKPooikIBsqlh2PQgBa5ZuY9PaArr3zqJLzwzjDQwjevUbUP0SvpW3kX7wYNEabPSfqJA3glv3Mqd4E1VuB6nmWKyqybeJGaFIYEv1Ti6c8T5/HHMTFrVtvb1zp6/hvRd+pWB7KTmdUhl/0jBqqkK32tP3EXDfftn+7frqw17r4sXHvsds1pA6DBrZlfufOweTqfW/R9KzFapfpOGokUhDgPXYcBthKK3/UxQkVpbnc+msj3DV+cNdXl/SR6QjAZfu4Y+CNRyT0z/c5hhCZXktN5z7Gvnb/q08uH5VPutXNZxArCiC3G5p7Ni8E48nOKsvKSEuwYLVZqaksOEIpV3oXonD7rt7WPLPRj578y/Ov/qIoNgWKqTUkTXvERwfuAYYmwPgQ4JejpRuxL71ilspUSGvB6/Uufzvjylz1YbblGbh1nVKHNVNH9gK0HWdq057kZ3FVQGdN/6kodz00Cl8/cFM3n9xGl6PjpQSk1nDFmNuOJ2+kQi2+qiudJCUEkdulw7kbfY/Hdzl9PDVezP55oNZOJ1u+g/pzDV3n0CXHq3H5SI9eciy88FbAEFobO3bwlMJihvEOQ1ZcjLSNAxMXRCmIWA6oNWGJbZrId9SXcrqigJyY5Lol5SFEIKNVSX8vmM1dk/k+sObwq17mFG4nldWT0cRgpM6DuaavocRo5mbPjnCWDZ/M6UlgYk4wLbNvpr3p10whhFjevHXz8vwenXGHNmfbRuLee7hb3Ha63mPm7FXnLelhAMP6RWQkAN7+faXL9jMzee/wZvf3UBqekLgRoQIKR3I6jfAPgn0QoKzYt5FMN2YHvCu8/3vAIkVTH0h+V2EEoOUXnD8jHR8D1gQMWeAeUzECn27FHKPrnPbvK/5o2AtJkXFK3U6x6UQo5pZXp6PRw8kkjvykMD0wvW7f/9wwxz+KFjDhNyBZNgSOCanH7EmS8MDRBB5W0rqjQJpCpfzX5EUQtC5RwbZHVPo0Teb7n2yyNtcwpfvzUDVFOw1LRQMCXOnr23ZEBLcLg/ffzaHi68/qmX2BAkpJbL0QnCvpPX4w/3FAe4VyOr/QfzdyPKrwPWPL1wRkK6/wDYRkXBXmO2sn3Yp5O+s+5s/C9fh1D27Y8LXVBS2YuluHLfU2VS9kxdX/4lNNfHEsp85MK0rG6tK6ByXwuW9DmFIamS2z+raMzNgdwfAhlUFfPDyNDaszmfRnA1omoqu63Ttlcm9z5xNWlYiA4Z2Yc2KyOks43Z7WbloC1JKVi3ZRmV5LX0GdSQpJUISV1xzwLMGv0Vc7Q6Jj0PpxUCo3ZTNccm4oPZzpDYQnH+z1x2BtEPtJ8iYcxFaJwPtNIZ2k9mpS8m8ks3k2yt5Zvk0Spxtw4dsBFbVxFPDTmF8Tt9wm7IfUkr+c8Jz7NgaeMKTovhug/eMNlE1BUVRkLoM2iZoS1BUQVJyLPZaF0II3G4vZ/3nUM67alzIbZHS4RMwkYQQAr3iLrB/7efZVkTSU0jz4VA0lNAnBAXDt271rchtZwACIUJfdqGhzM52sSLfVl3KGX++ubuAVThW3goiYt01Dq+bR5f+xJHZfcLmA6woq+GNp39k5rSVCAGHjB/AZbceS0JSDC9/cTV3X/4eq5ZuC2jMfcMFAbweHW9QNuaMQfdKSkv2XmR8+d4Meg/IZcQhvUJig9SrkZX3gWOq7wE1Exl3u/9JNCIZ4m9FWI9BVn9A6EVcA7UjeLdhrA9fIGs+hsqHfT9bxiISHkaoHQyco3m0+cxOKSWn/vEGFW6HL5kjTHZoQono8MUyZw1Ly7ZT5gzdLbCUkpnTVnDLhW9w9uFP8NsPS3A63DjsbqZNXsSN572G1+PFFmPhjIsPCZldiiqw2EwoamS8Y067my/fnxGyrF1Zfg04fsUnwG6fIFbc3MRZAt+60AKJT6HEnOF7uPbjoNraoC3eTRi/EesA73p8K30POH9DFo9BLzoEvfolpAxfjkmbXJHn1ZSxvHwHmbZEyhw1VHvCvzHjll4eHXoijy/9OSKTitxS5+KZH+CVOiM7dOGBAyZgVlTSrHGGrtJXLNrCG//3E4U7yrBYTJSWVOF27X8LLCUUbC/jnxlrGTS8K0/e9aVhNjRGanoCDzx/Lm8/+wtL528K+HyTSUU1qThqjX2Pl83bxIXHPMMtj57K4BHBK5ErPVvAtYj9I0Y8NL4MknXHeKD8evTExxB4gVB3TVIIzh2AApjYe3+gbmmoF0L160jXP76ol3C4XNqSjzyvpoz/zPqIrTWlKAg0RSFWM1PWSKeePcmwxmNVTWytKUVF7FcTvCUIBBZVi+g0/13skm2zopFiieXRoSdycHrLxeP7T+fwyn8D6wJ46gUH071PNi89+j12g8RRVRW83v3dK0LADQ+cTHlpNe+9MK3Z4wtRf70VIzBbNM6/5gjWLs8jpUMCx50xwtCqitI5C1l+Pcj6Qj4D2XW24hM/B8GJMQ8lZjAfDK4/mz5UJEDCAyi2E4JiSUM+8jYj5MWOao765XkczaxMqAmF07sM4YEDJrCjtoLr5nzOhqoinI20YNt9rsGiH2nYVBNfH345XeOb7wt0Od2cOOKhgM/TTCoHHd6HOX+txu0MbPNKM6l43P+eo6oKp1wwmrl/rqZwRxku596fFaEIsnJTKNxRhtfTfPEJppCDb8PW69FRVIHJpHHLI6dy6NEDDRlbeouRxYdRv1vCVvd4JC5GzPhcHkZvcCpgGQ+WI6Dqwd3hiI1jQyS/gbAcaLAt7aCM7XvrZjdbxMHXqefK3ocCMHX7SjZWF/sl4kCbFnEAp9fN62tm4Pbz9aiPV59sXj9uj9vL7N9XBSziAD36ZGG2+DI5hSIQimDadwvJ6pRCp27p7Osxkrpkx9adLRJx8In4roiZpkhNiw94/F326V6J0+Hmqbu/oqoysObF0puPrP0KaZ+C1P8VJ6GmgdLQBdsOpqEB2+tbydvwuSY0IK4ZYzTGrlT+lrxvZlC7+P7Fgs/WeIh/BLTedXsGGr5omKawI2teb4EtgdPqhdwrdSZtWcynm+Y1elyqueFYXAV4d/QFxGkW7l34PU8un4rDG8yMtYaJjO21vdGByduWcfCUp3lv3ezAztV13nvxV376qvk9Gj3NFNYtG4q5+/8mIqVPpD1uL+WlNfzz1xrWr9oR1FWzlBKE7y7AZNbQTMp+m6eqqnDHk2egai37GnrcXi476Xlqa/wrIKZXv4QsHo+sehRZeS+y+GCffxeQ0gN6I5m07hXNsFCCeTQkvw/WkzA+mciL71Pa3DfUgkh5FyVtKiL1M0TCPYjk1yH5Fah6GGpeAtevIJ341MKPZDpvYBFWLaXVulbKXXYUBPcvnsz0gnWNNi4Gn3vA4fUg63mzYxQT/zvwdF5fM5MV5Tsa7WgfKGah4pKRF6/cXGyqifsHH8fJnQ9o8BiX082Cv9fjdLhZsyyPyZ/P3cvF0Z5QVAVVVRAKnH3ZWL7/dA5ldeGFiiJQNZU+A3NZvnBziy8sOZ1SeX3S9fW2lZNSgmu6r8CVazb7r15tkPIRlF8B+k4aFsVmZGe16Lwgo3aFlK9Q1L3vjKRnPbJkAvu/TgJMI0DEgev3BgZVwHwIIv5W0HohhEB6C0CvAK1biwp1tRkf+frKYu6Y/w3rKouRUkcHQ+KzI/Rj1iQKAlnv5Sl4dIxNZupR19f7t+ULN3P/tR/6NvOljqM2QH9qa30jWkhmbjIFeS1rjqEogjueOJPDjtnbXy6lRFbcCc5f/PTxtiNMQ1BSP9/vYb3kVPAsN2gSDZAg6jaA4+9HiTmpWSO1CR95tdvJudPfYVVFAW7pxYM0LMmmNWqHgiDeZMGqhrYUZ15NGRP/fJsP1s/ZHYVTVWnno1d+4/ZL3qa22kltjTNwEScyXUuhoCCvjG69M1v0Aui6Ly4fYNumYmb/scqXEete4mt+3C5FXNCozLmXoFe/gtT/vYhKvRY8Kw20wQN4Qdb4ooEq70O6Fhs4vgFx5EKIjsAHQCa++5A3pJRBaYg3JW8Zbt3bKkU3GAgheGv0+awqz+f+xc3bTIxVzdR4Awvrk8CSsjzWVBbw3dalvH7A2dx41quU76yuN5syoLEj9M3VNDXoKf0b1xRw2NED+OuX5q8Ea6od3H3FeyxfuHl31M5Nt2/j0EMc7fQiaQGtL3gWNfB3HaqfQ1a/gIy7EyXuIhAqPvEPVtikE1nzDsL8gmEjGrEi9wC3SCn7AqOAa4QQ/QwYdz+21pQ16QtvT6hCYXrhOl5fM6PZY9QGKOJ74vB62Fxdwv9e+Y6K0ppmb0oGSkirCAjoNSCHAcO6oKrBv4H9+49VLTp/8ZwNLJ67AZfTQ221E5fTw+b1leje0CepNA+j7y4doFcDMU0cp0P14+jOmQhhAcsYgnd/KMGbb+iILf5kSinzpZQL636uAlYBOS0dtz4GJmdjVULnRojTLGgicr1PLt3Dusoidtgrmj1GSxfAtV43K2Ztxh3AZmZGdlJoxdhPzBaNrI4pmC1aXYy2Su8BuWxeV8iaZduavNswW9QWZ8HWl+XaEPWFOOq63M/O36fl4vFE6K3Onqh9wDoBMLgeu77eF0LoD2WXoZdeBrazjbVhL8xgMbbkhKGbnUKILsB0YICUsnKfv10OXA7QqVOnYVu2bAl4fLfu5YRpL7OlJjQd03snZLC1pjSi7wJSzbHsdIU6DfpfVKEw4DMr5Sv9u5iYLRpulzdodUMURdAhM5GiHeUBnxufaOOT3+9A01SqK+3k55Vx68Vv4fKzuXNGjq9KYEs3LYPBYWPzuOPuBfhS7w1+7UU6yCIDBrLiywQNBhq+MMVwX9A0UJIRHSYjlJSAzw76ZqcQIg74GrhxXxEHkFK+IaUcLqUcnpaW1qw5TIrKF2MvJ8lsa6G1/lHhtnNSp8HEqJHbWScYIh4XwPM1CYWzLzzM71hol9MT1OJPui4pzm/eHUpCYgyXnfQ8p495jPPGP81917y/V4OKpigprGTkIb0wWyKrhJEQUOU8DJE+G+JuwyeYRjUWEaAa1Z4umI20WxJnbiSxkDqpWSLeGIYIufAFRn4NfCyl/MaIMRsiwWzlw0MuDuYUuymwV/LZpvkt8iM3hIpAjVC3jb/JUIoQPDX8VE46diSHHzc4yFb5T3MvFNu37qQgr4yaKgdOh5uK0tqAvvtej873n85t8YavEaiazyduMqnExFq48o7jEUocStyliPRZoHXBGB+wBM8yA8YJNhFS70V4EM1KqmocI6JWBPA2sEpK+b+Wm9Q0PRLSGJiUzbLyHfX+Pd0aR9eYVOaWBu6+CYTm1BgXQLf4NE7rdACfbJpHXm15UGxrCZ4mPvRmRUMTCp8cdgm9E32rsZsfPoV1K7aTt6WkxSnurZ1QJz9pmoLJogECr8fLhdeNp3xnFRtWF9Crfw4nnD1q71IAwgSejUTGCrWdIe3gWQ0cbuiwRtwDjgbOB5YJIRbXPXa3lPJHA8ZukIeGTOC0P97Y76NoVlQu73UIr6yZHszpgX8TkVQUv5sV5MYk8/Xhl3PwlKeojWDfe0Oc3HEwfZIyOanT4L1cXIqi8L8PLufd56fyx09L8bi9pKTFYYuxsGVDUUSJ+66iU22FS246msycZDwenaGjuhOX0ITrUTZVkjZKyzHhW7btczcvbKB2Nny2Fgu5lHImYcjj6JuUxQsjz+KmeV/ilb4vpVnRGJ3eHYGvUUKoCKTjTKGjkvOnv9sqRdyqajw+7KQGIzNi461ce++JXHvvibsfW75gM/dd8wH2CKrBLvW2I+Jmq0ZCYgwHj/M/4lcocUitJ3haFuoYpQFEIiQ8AFX/rSt3sOvzpvhS+61HGj5lZO3KBMiROX2Ym3EH03aspsRZzfDUzgxKyeHq2Z9G7HrDpXsbdAlFEiah4t6jRoxF0Ti989CAw+t6DcgJWWcbf2lDOg4Sho8JvAWcSPwvsvQ8kG6ML2LVXlEg/g5EzEW++irmociKe3xNqwHMByESH0cI44MnWrWQA8RoZk7sNGivxzJtCa22ZIdAoAllLxENNSqCsZk9+atwHRZFw6V7OSSjB7cNGB/wWGaLiZseOoUn7/wyIjYBW4Kq1TWkiKCncfH1R5GU0nBlz4YQpn7Q4Vek/QtwzQPXXCKzznhrwQRxt6LE/huIIdRsRMq7u1vABUPAd9Hqhbw+zu42gm+2LKq3nriKQGJMoa1goCEY0aEzfxdvDJsNqqLw6NCTcHjdbKwuoVNsCtkxic0e77BjBpGWlcQjN35CRXkNmqai65KcTql4vTq1NU4qy0KXGdpcDj1qAOU7a1g0d0O4TQHAZNE48ezmNy8Qaioi7iqkow/Svbhudd4CRBzIXR2BjH4vTSAsvs3CZjWP2NVTVG/m+U2MrWYidvUp3fevQRTwXbRJIe+ZkM7Tw0/jnoXf4dK9uHUP8ZqV0zoP5dPN83BGsH/ajR5WETcJlQPTupJgtpKAlXRb4I0P6qPf4E58+sedbFxbQNGOcrr1ziQ9Kwnw1Sz//tO5vPbkFEPm2heTRUN6ZYtrpdhrnaxZnoeiiLDfXQghOOuSQ3aHGbYI89CWizgqiA6Q/Bi410LV04CRRbokKLmQcA+UXUbAMeemURB/O5RfC3oBxoq5CrFXIBSjG2b4T6srYxsIbt3L2soiYjUzXeJSmfjnWywp227Y+Cah4JaRvYr0F5tqQgI949N4/eBzSbY0VZvCeB6/9TOmTzWqdKjPFdKxaxo7tu7E5fTsFmCL1YTXq6MIgcsVngYiLUFVFU67aAwXXXckimJMLoJe8x5U/Q+fv7y5miBAJCDS/kDWfgTVL2BsJ/tdnYY87N8c2l+sIJJB7vSNJ7JAbm65adaTUZKeavk4TdBQZmebXJHvwqSo9E/KAnxJIkvLjN1kbErEVSHwRshGn1XRGmyFl2KO4bGhJ5Edk0ivRKOy9AJnxCG9mP7rcsN80DmdUneLOPiyPlVN4aRzR7F9807+/sPIUqXB55jThnPhNUeQkBxreAEvJfYipGkQsvZT8Gytq8W9q/OOvztOEqQLHD/WNa8w+iIpAbuftjSEA2RdwSptMMTdC+X1u0T8RwM1s4VjtNiC9oEQghjNRE0Iw+AiRMMBGu1n+s6YC3Yn9oSTsp3VvlWz15gXrmD7/g2WvR6dL95ufrXIcJGUEst195xgjCulAYR5KMLs68kpPeuR1W/U1eWOqUti8cedYUfW/gSeOUGy0sAvlWcJVBmxitYQtpZeDFpGZOaIB4mzug7HqoTu2qUj/QqwT7PE0is+PSyVFgckZkWEiAN06paOxdLy6paqqjB8dA+8Qa4fHkyEAM2kEhNn4ZjThvHmdzcEVcT3m1/rgZL0FEqHHxAJdwdQO1gDz1wiKrSnMbzz8NWe8QcBWECkAjYQsSCSEMkvIrSOwbPRD9rNihzghn7jKLBXMG3HarxS7k4kCiaNfZwFcFrnISSabXy84R88Ifa3W4TK0bn9QzpnY4wY05OUtHgK8sp8YX7NpHu/LBbMXk+wX06hYPgcZotGxy5pPP7GhSQmh2/zbC9Mg0HtVZdA1NgdbaRUGAwUP95EEQ/m0YjY88E0HLwbfRE6Wm+ECL+MtunNzoYotFfyxNJf+GXHypB85AS+sEdPPbOZhYqX0FxU9kRBkGi28eP4a0NWTdIfKspqeO3JKcz4dQVejxerzUxKWgJF+WV+1+oWIrLcWoFwyyOncvhxg+ttoBxOpF6NrPov2CcDLlCyQevj+3C7lwASTEPB9TfIaj9HjfVVTvQWAuErxdw0NkTyCwjLYeE2pO00XzaKbTVlnDjtlUZ9x0ah1DlYIiV2XQBHZffjtoHjyYlJCrc5TfLwjR/z9+9tP53cFmNm0pz7w21Gs5GeLciS4/E/osSGb/MyQhFxvs3buKtR4q4OtzVAG2m+bCQdY5N5ffS5ZNsS0YRPaoNVMEZvpEl0sN4AFUGiaf+VtlU18b8Rp/PcgWe0ChEH6NQtDVOErVD9wWz2/5bbbNWYMLH5yT2RgNA6g5IVwBkRLOJokPAoIn1mxIh4Y4TfuRNGRnbowrSjb6DYUY1VNTG3ZBPXz/3C7/PjVTNO3YurgXR6f4K2VBT0INRKjjVZ+Pv42/irYC0fbJjL+soiOsYmc03fsYxO7274fMHk+DNH8t0nc/ZqJ6eoxkW3BIvGYtR3VWA0WzSkhMOOGsiF1xhfTCmUSKmDLA/xrCrGZ2oCCITl0LAm+QRCuxZy8IUl7speHJ/dlyt7HcJra+sPT1OFQEqwqBqKEDw5/FRum/cNLm/9pQC8Tci4iuCG/uN4buXvhm90DkzOQRGCw7N6c3iWn/0KI5S0zCSeePMSnn1gEnmbiwHBAaO6s2jO+lZZjtZk1rj98dPpO7gjO4uqyMhJbla9lIhD1oKMZF+3v6hgHtFqRByiQr4fN/Qfx6i0rlz298d4pE+KFQQ39RvHsA6d+adkM8nmGI7J6c8zK6bhrMfHbhYqXj+KXnmRvLp6OrrBIm5WVK7uc6ihY4ab3gNzee2b66iutGMya1isJm658A1WLWm6KXKkYbWZOHhcX1RNpUNG82vYRBwixheSJ5vfDDxwdjknVZqf7bknKqgdEYlPGzBW6IgKeT0cmN6V+SfexT/Fm3DrXkZ26EKsydfjcEjqv/GifxasrXcl3ZCrpT5qDGojZxIKSl0c+n96jmZoaidDxo009myacPt/z+CWC9+kusqOozZy6+fsicVq4so7jg9pTHioEEJBxl0H1c/UFbcKBbvedyPcKxok3I+wnYmI0DaMDREV8gYwKypjMno0ekyMFpqmzE352g/P6MlxHQdS63ExOqN7q9nEbCkZ2cm89+MtzJu5loLtZQhFoKkKf/+2ioVz1ofbvP1ITo3jzqfOZPCIbuE2JWiImPORmH11VmQJ7A4jUDA+Zb8FiE6Avc6n7watJyL+PoRlVJgNax5RIW8B53YbyZPLfgl5Is++XN9vHH2SwlvrIVxoJpWDDu+712PZnVNZuXQrjtrwdiVSVAWrzYTH7WXQ8K7c88xEbDFGda+PTIQQiNiJEDvRt/np+hs8a5BKNlTcREQ0Qbadi5L4wO5fpZQBN0yJNKJC3gLO7jacTzb+w6bqnUGdp7HVuIKgW0JaUOdvbWTlpqC3IDPUCDSTymtfX0d5aTVpmYlkZCeH1Z5wIIQCljFgGYMAdPdiqH03vEZpQxEJe8fqt3YRh3YcR24EqlC4sMcorGrwr4cqCuo+HzgVwZiM7piVtudvbQlZuSkMHNYFUwBx3EaTmZNMbpcODBjapV2KeH2I+JvBdAD/1jZpeV0d/0mDxOcRqZ+2CeHel6iQt5AJHQcRq1mC3n1aUxQ6xiYTo5nRhEKsZibDlsAjQ05s+uR2yH3/O4exxw7EZA7tRc5kVrHFmLntsdNDOm9rQAgLIuVTRNKzEHMBxN0I8Y/gf9Gq5mJDpLyIYju2TYo4tOMUfSPZUVvBg4t/YEZhcDbYLIrGgWldePWgc/i7aANrKgrpFJfC2MxemKKr8UbxuL2sWZ7HPVe+j8MeHJ+52aKhe3X6D+3MgKFdOO70EaSmJwRlrraIdK9GVtxeVyrXaCwQcwFKwm1BGDv0RGuthIA/8tdy87wv0aXEVU+/0OZyVe9DubL3IZhD4MJpq2zdWMSLj3zHsgVbDBvTbFYZPqYXww7uyaFHDyA+MfRdldoKuqcISsbU/0dt8B6NLvzFBFp/RNJ/EVrrymRujKiQh4giexU/5C2jwmWnU2wK6yuLyKstZ1nZdgodVQGPl21L5LdjbjTe0HbK/937FdO+X9z0gX7UV7DFmPno19uJjQ+2a6B9oFc+B7Wv7P2gkgWpX0HxOHxt6BpDZXe3npiLEDFnt7p48KZol63ewkG6LZ5Leh6812NSSgZ8+0jAY5kVlQt6tM641kjl4HH9mPXbSuw1DbtZFFVgMmu4XZ5667mYzBqxcRbuf+7cqIgbiJJwI7rtWKh+HvQKsJ6IiDkV3IuRwgSyASEXHcDUGxFzDliObLN+8MYwRMiFEO8AE4AiKeUAI8ZsS9R4XH6XsDUpKioCHclxuQM4r/vIIFvXvhh5SG/i4m04He5/RVqA1WoiOTWO2hoXI8b04uTzRnHLRW/htO+dMWqxmXj4xfMZMKyL4X0zo4Bi6g3Je6/KpZIKsoFkIvM4lJTXQmBZZGPUivw94CXgA4PGa1NYVA1NKE0mDt018GgOTOvKjtpyeidmkh3ThupwRAiaSeXZD6/gf/d/w5J/NgLQd3BHbn74VLI7pe517EMvnMfjt32Ox+1FSoktxsIDz59L74G54TC93SK0bkitJ9KzErGXn9yKiLs0bHZFEoYIuZRyuhCiixFjtUVMisoJOQOZtG3JXkXPpQRNKPRKTOfW/kdycIZvUyZSemi2VTpkJPD46xfhcrp91Syt+8cz73Qsxtv1W2781I5n20gy4kbQs18uihJdhYeaKruTT+Zfwsj0J+mdVoxHVxACVpZfxIGZ+7mL2yUh85ELIS4HLgfo1KltFnRqjLJC8NaqKDFe3yaaAG+VCVeFmT4J3ci1pjY5RhRjMTfQ6Hl16VusKX8br3QCEjV9BqptGL3E86E1sJ3j1XWe/PZPvp6zDJdXB04hJ7GSRKuD9SUpCKHxfW4l2SnRUM+QCbmU8g3gDfBFrYRq3khhxrateNw2KNcRqkR6FJC+5fkXK5fx/dpVfHLqmQzKaJ81U8KBw7OTrZU/sNO1FF13o0s3la41OPWyvY7zSjsl9gUU1M4iK/aQMFnb/njrt3+Y9M+KOhH3sb0ige0VPuE2azBt2XouOGxouEyMGKJRKyFC2bWTriv7dV7XpaTW7ea0Lz6hT4c0rh95EOO7N155MUrgVLm2sK7iQ6pdW7CqHdhR8wc6Lvzp+u6VdrZWTWZr1Q8U2WejCivdEs+kV9KFKCKUqebthw+nL8Lhbrhiosvj5dOZi5g8fyWDu2Rx0djh5Ka2z32lqJCHiGO79+LLVcsbPcYrJSuKi7jxlyncOeYw4s0W5uRtJT0mlvMGDyE9tg10kQkTy0qeZV1Fy/bit9f8xq7qfW6qWFP2NhXOtRyY+ZQBFkbZl8paR5PH5JVWArB6RzFfzl7GsxdOIDnOhklV6ZebgaK0j1BEQxKChBCfAmOBDkAh8ICU8u2Gjm/LCUENUeV0csSH71BSW+vX8QLfKt67x/tz44EHcf2BBzd8UpR62VzxHQtLHsKflXegKMLCkR2/JM7UsemDozTKtp3lfDZzCRuLSumclswnMxY16x2LMZuQSCyaxk0TDuHE4f3Q2kioaDSzMwJweNx8vWolz82ZxU574B1UBPD+SacxpnMXw21rq5Q6lvPn9gsJXh1sE9kxh2JRk8mKPZSMmNFtLpswFCzYmMdVb07C7dXxeHUUjHvHTIrCrScdyjljhhg0YvhoSMijn7gQYtVMnNFvQLPL3krgmTmzjDWqDVPhXM+MHZfRfEnw57bczY7aP9hU9RVzC+/g7/zrkQG0+osCNQ4Xt7w/BbvLg6duY9PIy65b1/nvpD+599NfCMfCNRREhTzE/LR+LTuqA6+5souCFpzbXtClm/mF9/Nb3ll4ZdN+1n0RqNi0QKKHfLLjlXZKHAvrfOlR6sOr62wvraDa4Uu3X5dfwvhH32JntX8ux5YwecFKfl26bvfcbYnoZqcBOD0e/tyyia3l5ZgUhcyEBNJtMZTYa+mflkFOgi9cakt5Off+/muLPLW9UjsYY3Qboqh2DusqPsLhKSEzZgwuvYK8mqn4s67rYB1JlXsTbr2SGC2Lgak308E2hCXF/8fW6u8CtsUr7SwqfozVZW+SE3skPRLPwaTGN+NZtT2mLFzNE5P+wOH2oEvJEQO6s3pHMVX20AirLuH2j35CVQTjB/bkwbPGYzW1DQlsG88iRFQ4HEzbtAG310t2fALLigopt9v5YuUyql2u/QR6VwE9ASRbrTi9XmrcLev2PqFnnxad39bYUPEpy3e+sHvlXenaiMS/11jBTKljEXrd8dXuzfxTeDsHdLiHYvvcZtvk1itxuyqpdm9jW/WPjMv9DE2xNXu8tsC8DXk88PlUnJ5/3U4/L14LIS5w5dV1vDpMXbqWSoeDVy49JaTzB4uokPvJrxvWc8MvU1CEwOnx7BVN0hByj39LHYHf4u+LAnRKTGT2tq1sKCtl8trVqEJwZv+BnNi777+x6u0Ej25n2c7n0feoiue/iFvqBHzvVbtXOlhQfJ8h9unSid1TxJaqyXRPPNOQMVsrb/8+by8Rh7rvR5h81m6vzoxVmznn+U959bJTSIxp3VUso0LuB5VOBzf8MgWHp+HkhFCgAxdM+godudeFZGF+Pk/NmsGR3bpzzsDB9OnQPpoxL9v57F4i7i8ClWRLf3Y6FwbBqr3xSgeFtX+3CyHXdcmnsxbz86I1uLxehnfP5fQDB6BL2FxUGm7z6mVVXhG3fTiFN644LdymtIiokDfArt3tKpeTCyd9HXYR34W7ngqKLt1LQU01nyxbwlerVvD4uPGc3KdfGKwLHaWOFWypDNyHrQor/ZKvZUXpi0Gwqt4ZidHafhG0dfklnPP8Jzjc/666V+YV8cFfCzFrKl49WOGfLcOj6yzYuJ2Sqho6xLfehLuokNehS8mfmzfxzaoVLCksIL+6Ck1RiDWZqXS23C0SCnTA4fFwy9SfePGfOfTtkMY1I0fRt42s0L26g/zav3B6y9hpX4JOYxfX+iKRBZ3jT6JrwiksK30miJbuaYVKTtx4dOmh1LEUiU6qdTCKMOHVHXhkLWYluVU3Q/DqOhe+/PleIr4nLo8x4ZhmVUWXEo/BFwVFCJZu3sHvyzeycNN24qxmJo4ezKkHDjR0nmASTQjCJ+JX/vAds7ZtwR4hK28jEICmKLxy/Akc0bV1124pd65mxo4rkNKDLj11Ih7YF1pg4ujOk6lybWRW/nUE1gMyUHxb3aqwoEsvAlFXk8Un2MnWAey0+1w7FjWFA9LuabUFueas3cplr38d1Dk0RSHeZqasJnSLqj7ZaXxx87kRdZGNJgQ1wu+bNvB33tY2JeLg20xy6zqXT/6Or1Y2XuclknF6Kpmx4wrceiUeWVtX6CrwVZkiNHbaFzOn4CaCK+Kwa6vbK51IPOi48chaPLIGj6yh2D4XHTc6buzeQv4pvJ0yx4og2xQcqkIQl+3R9ZCKOPjqtzz13V8R6xbak6hrBZiybi21LQwL3IWRqcVGIYF7f/+V7ZWV2EwmxnXtRo+UyK5/XmJfxOqyN6lwrsOpl2LEq2pS4thU+VVdnfH9EahIPwU+0dyXStdav49vCq90sqb8PUZlPm3IeKFkaNecgI43qQpWs4kauzPiviv78vGMRcxeu4V3rzmT5NjIDSFt166VH9as4p3FC1mzs6TNrcbrQxECVQgUoXDJAUO5bXRk3spvr/6DeYV3oTfZNd0/BCqKMHFQ5nPMLrihQSH3l3hTd2o9+Uip19lozHdIwYSmxJJmG8mA1OuINbWelnKn/t+HrMsv8fv4rKQ4SiprcOutI2VeUxXuOvlwzjx4UFjtiBbN2oOlhQWc8eWnuFvBLVOwsGkan5x6JoMzs8JtClLqrC3/gHXl7+PSK+pWxsZdWHNij6bWs4Mq1yY8stqwcYOHgkmJ5ciOX2HT0sNtTKOUVNVw83s/sHjzjiDUlowsrCaN1y4/hWHdwneBjfrI69hSXs4pn38cNhE3qyoJFktY5t4Th8fD92tWh9sMAOYX3c/K0pdx6eWANFTETUoiBbV/UeZc1kpEHEDHrdtZW/Z+uA1pFCkl5zz/KYvqEfFEW/g/40bjcHt4+vvp1Dpd4TZlP9qNkBfX1jB721b+O/OvkK0cVCFQEChCYFZVTuzdh3sOOQxXBLhxJLC9qjK8NkjJ/MIH2FY9xVDx3oXAhKbYmlU4K/x42FD5CTO2X8mCoofYVvUTujRmH8cIKu0Ornj9a/LL6i/iVu2IPLEzglV5RRz5yFus2VEcblP2os1vdnp1nfv+mMY3q1diUTWqXKEp0GPTTFw0eAgIEAiO69mLNSXF3P37rzi9kVHmdOa2Lbi8XsyqGpb5i+xzyKv+xZCxBCZARwgVXbpQRQyxphxq3TsMGT9cFDvmggO2Vf3ImvJ3GJvzPpoSE9Q51+woZntpBau3F/P9/JVU2Z0c2LMTN00YQ8fUJGqdbs7638e7u/PUhz8lLFojupRU2Z3c9N5kptx1ccSEJrZ5IX970QK+W7MKl9eLK4QCatNULhw8hPS4OABenTeHF/6ZEzEiDr7Nz/k7tnNwx04AlDvs/L5pI25d5/AuXUmPjQvq/Furphi2oQmSJEsfMmyjcemVJFp6U+3ayHrXJ/UeLdDIiR3P9pppftdnCSc6LqrdW1lX/hF9Uy4PyhwF5VVc8OLnFFZUo+8jxL8tW8/cdVt58Mwjef7HWY2KeHuguLKGLSXldElLDrcpQDsQ8vcWLwxLRIrD6+Ww99/mquEjOKlXX/5v9qyI2wySUrK1ohyTqlBQVcUdv01FEQIpJQ/+KblrzGFcMNjYripSeimonUVB7SwqXOuMGxcP5c7VSKkzJvtVpm07E6e3rNHwwB5J59A14XRm5V9VF5se2ejSxbbqnwwXcl2XON0eTn7qfWqc9V/UdCmptDu5+f0phs7dXDIS4iisDHzPIyXWxsTRBzCqR0cueOWLZs+vSx09goIl2nzUysBXX6TGbeyX1KyqCPBrdW3TNBItVgpqIm+jTQBWTUMRosHyumM7d+HRcePJjk9o9jx2TxErdr5EYe3feGRNXdiei2BE3avCSuf4E9lc9S26bPp9z4k9hsLamQFshCoomJG4DYshD4Q4rRuDOtxEqXM5Ni2d3LijMSnNqxFSUlXDo1/9xl8rNxme9t4Uu0o8N/fcgR0z2FJSTkUAtcyHdc3h6AN6UVJZw69L17GpuKyZFvjoldWBnJQEemencebBg0hLCO4dLLTj8MNLv5/EH5s3Groafmb8Mby7ZBErigojbpW9JyOyc5i/Y3uLbBRAis3GtPMvIdEaeKnPotq5zMq/JsSiF9gFIlbrgsNbUBdfHsnv6K6YeDNeaUcVNhShcWj22yRaegY0jserc8KT71FQVomnlcRyB4IiYMLQvvy5ciPVDtd+riIjMWsqZk3lvWvOpHd2cOsatdvww7sPOYxYsxnNwE0JCXx0yhmM69rNr+PDtR2ysriIOLO5RWNIYKfdzsHvvMHY99/inUUL/E5ZtnuKmJV/bQAirpJhPYSWfywDW106vAVk2g4j0kUcQOLFK32Nu73Sjluv4p/CO5FS4tHtyHqqY+5JQXkVL/w4iwtf/pzC8uo2KeLg6wY0ZeFqKu3OgEXcrKkoAXxpXR4v1Q4XD3wxNUArjaPNr8gBtpSXcfY3X1BYXW3IV3VoZhZfnXkOADO2buaBP39jS3l5vWMLQEHgbQUi4Q8mRWFc1268evxJTR67pORpNlTUv9nYEIqwNKvGeMtoyY1+JKBiVhJw65UowkKn+OMZmHIzmrr3HdTyrQX859WvcHu9uL3h8e9aTRouj4c2ev3g5gljuPjwEUEbv82syJ0eDzO3bmFWXeicP/y6cQPlDodhX9Vtlf/u2B/SqQu/X/Afll91Pf0aKBerBnJ5j3Dcus4vG9Zz1IfvUuGwN3JcDZsqvgp4fH/82sZjnKoINHomXkCK5QDDxmwaLy69rG61Xsumyi/5YfOhbKn8Ya+j7vtsKrUud9hEXFPA7fW2SMQj/Zv0yi9zWL61oMG/e4L02reqqJUf163hjmm/7I7dFAhePu4EBmdkMmXdGgqqqzkgM4tDO3fZq+3Z16tWGNoYIjM2lpXFRcSYTHRKTKLa5WRO3jY2V5Tvd6wEXBG0u20U68tKOfLD95h+0aXYTKb9/r61cnIz/eKte6km8bCh8jNsaia9ki5lbfm7BL/S4v7ouFlc8hgJlm4kmPrw48I1bAhzlx6PDi19fxUBKfGxFFfWGGKT0TjcHp749k+ykuPJL6vioF6dOGfMEGau3sxzP86kqKKa1LgYrj76IM44aKBhceiGuFaEEMcAzwMq8JaU8onGjg/UtVJSW8vVU75nfv72/f5mUVVMqq8Did3jIcZkonNiElcOG0GPlFT6dEjjiA/fZXN5y3ao60MAQojdF41Q7/yHGwV4+PAjObVvDktKnmR7zR+AxKImowortZ7936/GsCpZOPT8oNgaDjrGHU+pcyl2d2GQwhubdgllx5zAq1/3Z1VeEXZ3+DOKjSArKY788siLAqsPs6ZiVhXcdSGeu7CaNG494VDOGj04oPGCFrUihFCBtcB4IA+YB5wtpVzZ0DmBCLmUkuM++YB1pTsD2rQwKQpeXY/4MpmtneN7dOO4/m9i9xTS0lBCgRaUVP1w0j/lBlRhpqB2BjWeHdS4txo0sn9+/ZVrDuH7GT2xu+p/XS2aikfX8bZVp3UEkxJn46+HrgzonGD6yEcC66WUG6WULuAzoOmdMD9ZWlTItsqKgHee3VERDzoKgt7pW3B7KzAiHrytiTjAitLnSbcdyJjsVzEriQaO7N/3Ye6q2AZFXFMEB/boyMTRg7GZ93ePGYUiBCY1cKlpS3tL9VFWbcdtUKa3EUKeA2zb4/e8usf2QghxuRBivhBifnGx/wVn8quq9vJ3R/Efm6ZxXI9eaCI4e9qKIhieI/DI2qCM31ZYUvIUdk8xsVoOwq9tKQVVBB6zXx8mrf4LrCIEJk3j77Vb+OLvJWQmxtErqwNJMVZDNxRPHt6PyXdcxCkjB6AFKMy7ktUCQRGCOIsZk6oEPF+oSUuIxWRQnSMjNjvre7X2Wy5IKd8A3gCfa8XfwQdmZBh21Wpv2D0eqt2uoO30CyDF2p0ie0xUzBuhxLGAX7ZOQEh/66xL+qZcRWHtLDy6HV26qXXnIwS49IoGzqnf1TKy/ya25WfjcO8t6LqU2F3/ZvNuKi5DERgaFhhrNvHrsvX8snQdHq8Xi8mEqW5eVYC3kbkUIeie2YGlW/3fMzlheF8uGTuCKoeD7hkduPqtSSzZEpl7LlaTxvXHjTZsPCOEPA/ouMfvuYBhJedy4hM4qXdfJq9d3S66+BjN9C2bgza2VdMoruqLSU3E47HTeiJOdomeUvdvcO2WeJFyz8WI2P2Xhs7YUvkd4zv929B4XflHrCx9ud6jFcwkmHtQ5d60O1loF/26FeIdOYBJc1egKL7uULUuF/V5Ko12k9e49i774Pa6yEyKo1t6Ct0zUrhpwiE4PR5O+O97+/UH0KVkY9FOv+cyqSo3HjeG9MR/0+SPHNCjXiFv6tUPNok2K/ecdjjHDulj2JhGCPk8oKcQoiuwHZgInGPAuLt5/IijGJiRyXuLF7K5vKzFJTJVIdpsmc1Q4tF10mOTGJb4AYuLn2RH7bQGjoy0hJtdtoRrF6Xp16LWs53tVdPYUPkZ5c7VeKWjwXDOjJiDGZ7+CIuKHyW/9i+80o0qTIBgVObTnHjqSM4/dBjzN+SRGGPl1g+nBC2euSkKyqspKK9mU3Ep8zdu59ghvRps8hJITfOemamsL9hJQowVq0lj3vptvDx1dr3HhvOTaFIV/nvuMRzSt6uh4xoVfngc8By+8MN3pJSPNXZ8SzI7N5aVct6kL6lyunB6PHiaSEmOEhwEMCA9g+8mnrfX4xsrvmZJyZN1v+koQkNgxiPrb0CgYEUnUhs/qPgXA66QG3t0XUlcD0ZIhYIZHbcfYymc2HUGmhKDlJIy5wqK7HMxK/HkxB2FRU3a74xTn/6AdQX+r3aDhaYIhFAMcZ3uqnei65JHJh7FjwvX8Nvy9QZYaSy9s9P44qZzUZrpv29TRbO8us4/2/Moqa1h3o7tfLN6JbUNVO8LBIHPN9deV+s58fHEmSysK2s81FMAgzOyeP2Ek0iL2b/ynt1TzPbqX/FKO5kxh7K2/F22Vf/M/qIk6Jl4ERsqPwlDWn7TKFjIjh1HqWMptd6GY+JtaiY5cUeSHXs4Lm8ltZ58Vpa+jEcGP2klVuvE0Z2/C+icv9ds4YZ3v8cRxLjycN6DWUwaPTJTWbGtMCTzKQLMmtbk69kzM5UPr5tIrLX59Y/alJDviy4l26squGDS12yvrGz2Kj3cvrOGaOxLYeTFZ1ROLlsrK9hRtf/qWRWCU/v0o29aOkd07UbHxCS/x610beCPvPP2arnmi96QgIjosMMYLYthaQ8zI/8yv463qVkM7nA7Gyu/oMhe/619Y/gaT0v8dfscnPkCmbGHBDzP3HVbefK7P1mXb/zK/LB+XTlhWF9u/fBHw8f2BwEM65bD8m2FQb1Y7YnFpNE/N51Fm+pvQh1rMfHlLefRMTWpRfO0aSHfhS4lT8z8iw+WLMalt61Il4bEXBGCrLg4ttcjvoFiUhRSbDYKa/ZfSZpVlVkXX05qTPPajJU6lrGk5GnKnStRha3O5xu5Ar4LgRmTEotLDywzuLkuozTrgZQ4Fvj52qhM6PIHZjU+4Hl28d4f83nx579xeVr+fVEEnHHQYBJjLHw8YzE1YWxSHGsxkRRrY3sAnYxachehKoLTRw3khwWrcLg8ey2shnTN5sEzxtMtI6WZo+9hYwNC3qpqrTSFIgQ3jRrN5LVrKK6pDttWlllVkVI2uInTHBr6gOlSUuk0xi3h1nV21tZiVtW9CpKpQnBARlazRRwgxTqQw3M/AGBe4b1sqw7Pai1QYrVc7N7Ag7Ca6/cvdsz1+9gEc5cWiTjARYcPZ2DnTC577esWF9Ma0jUHr67zwV8LQ7YSbgi7y429gW5HDdGSJa2UkBhj5atbzue9PxewbEs+XTNSuGTcCHpldWjByP7RpoQcwGYy8e1Z5/Lw9D+YumFdyPzdCqDVCXgoe4MCVLlcaIpiSK0Xj5QkahoCgab4wvMy4+J54djjW25oHU5vKZHnwNofBRNOb/FeLqHw4lszKphQhImhaQ8aMuqwbrn0yExl1fbmd4Y/vH83Hj7rKMY99GZE5H2EuuKAWVMZP6gnuamJ3HvauNBOThsUcoCMuDhePu4EPLrO/X/8ymcrlgd9Tgkc16Mn361ZHfS56sPIgl2KEPx87oUsLSogKy6eYVnZhnYLz4ody07HIgMFUoMguGl03OgyMhozJ5kGkBs/jlLnCuJNXeiaeAYxWoZh41999EHc9uGPzVpJx5hNjOiey7GPvxMRIh5sdhXLE8K3EjdrKucdMoQ+Oelhs6lNCvkuNEXh8SOOZta2bWyrbCgjzhgkUGo3ruZ5OOnTIY3OSUl0TkoKyvid409gY8UX1Hry6tqrNR+Bidy4I3F6qyiyzzTIwshCwcaADteRHjMyaHOM7d+d+047gv+b/BdlNY1fYHfVQNGlZHDnbI4f2odnJk8PuzslVKTGx/D2VWfw69J1eL06RwzqEfQWb03RpjY7G2Lm1i1cOnlS0F0eJkUx1C8eDqyaxsennMGQrOygzuPR7Wyu/Ia86t+we4qwNxLe1xiKMHNk7ldsqPiMDZUNdyNqrZUVFUwkmHtweO7Hht4VNYSuSzYVlfLEt38wf4PvPemWmULPzA4s31ZIapyNi8YOZ2z/buhSoioK57/4GYs3B5YKnxpno7TaHlELn6Y2O1VFYDVpvHb5qRzQJbjfj4ZoF1ErjbGiqJA7f5vKiuKikM5rFMEIjdyzRbEqFAZmZHDPIYcxLGu/mmdBZ2vVFOYX3dvg3xUsqMKKR1YhUKGuENjg1DvZWv09pY7lSBp2gyjY0Gm4o1HLMUEj8zcHRVjomnAq/VKuwaTsH68fbGqdbnSpE2e1NHrcEQ+/QVFFZDZ6CITGhFxTFC4cO5T/jBtJvK3x1yOYtIuolcboX5eFeNDbr1Fc61+Bp0haYZtUle/POo8d1ZUsys/nw2WLKXc0z8esCME5Awcxsf8gMmJjiTNbsGjh/Sh0ij8eBQv/FN22398ULGhKDLp0IjAjcZNiGciI9Mexe/Mp37m6UREHgiziEKflUuvd0YLEJp+MCHwbzblxxzA0/X4UEb73JcbiX2nbgZ2y+H35+nrrt7QmGjJfVQSXjx/JVUcdFFJ7AqHdCDn4BOy5o4/n0snf4pU6Lq8XRQgE0C8tHVUINpWXY1FVeqV24Phevbn3918Ni3xp7IrfVP0XVQh+3biOZFsMWfHxPHr4kdwy9SeczXAXWVSNq4cfSGZcy0LXjCY3/kjM6qv8XXCjbxcJiUSgKhZcejl7vnrlzlWUOpfg9JY32Tk+FFR7NrXgbMHA1BvJiTuKGncecabO2LTw+lwD4dpjDuLvNVtwuNwR5SoxAoum8sF1Z9Ev17iN5WDQblwre1JQXcVXK1eQX13FwbmdOKp7j3rrAjs8bg547WXDk4v2XekH6jbZdUEwCQWP1AP68gjgy9MnMjQ79O4Tf3F5q9hR8zsevYY4U0fmFt5eb4RLB+tQeiRdwJyCm2gN4YwNoQorY7JfI9UaWNuvSGJtfgnPTp7BzDWbw23KblqS4COAkT06cvep4wxJ5DGKdu9a2ZPMuHiuHTmqyeO+X7MabxBcK50SkxBCsKF0Z7OKqO463h3gStSmaZw9YHBEiziAWY2nS4KvyVSZcyWigf4nbr2WCuc6WruId7AOJ8UyKNymtIheWR0Y3acLs9ZujggXS1p8DC6vTkVt4O5Hk6pw3bGjufjw/fQyYmmXQu4vc7fn4W2mSMRoGrUN1E/Pq6xgRE4u60uNrXOh1a3Q98SsqqhC0CEmlsuGDufcga1r1Zdo7okQ2n5arQgLCaZurCqrv0Z35KLSP+UatlX/iEClS/wpdE08NSQRKcFmzrotESHiAMVVzW90ogjB0YN7GWhN8IkKeSPkJiRgEkrAK1+gQREHcHq9LC0saIlp9aIIOLV3P5YU5iMQnDfoAM7qPzDsG5ktQREmhqc/zD+Fd6JLDxIPqrARo2Wzvaah+ueRiUAjO3YsvZMvpnfyxeE2x3ByUhIjrvJ8oKiK4P7TjyQ7JSHcpgRE6/2Gh4CJ/Qfx1sIFuD3Gu1eqDKqPsicuXafG7eLX8y8xfOxwkhV7GONyP2NT5dfYPYVkxowmRstmRv4V4TbNb1RhI9aUzQFp94TblKAxcfRgvpq9LOQlKozCrKrcftKhnDiiX7hNCZjgdOVtI2TFx/PuSaeSHR+PVdPQhMCiqnU1SFpGsFYtSpAaLYebeHNnBnW4mQMzn6RzwomoirlB33mkIdDolnAmR+R+WW+jh7ZC1/QU7j/jiHCb0SxURaFDQiwnjxwQblOaRXRF3gQjc3KZcdFl5FVWYtU0zKrKozP+4Md16/DqOl6ph7wRhU1V8cJ+K58YzcTp/fqH1JZwkWTpV5cgVB1uU5pE4kVTYtqEH7wpThrRn9+WbWDm6k0trqYYKjRV4fghfbhpwiFYTK1TEttl+KGRvPLPHP5vzqyQzWfTTNx/6FiyExK48ofvAYlH11EVhVP69OXRw8e3C8EAKLEvZPqOy9m3HZuCBUWoeGTzN7yMRBUxjMp8hoyYpiOl2gIOt4cnJv3B5AWr8Oo6mqLgNKDeeTAwayrT7ruM5DhbuE3xi3afoh8spJQ8+NdvfLh0SVDnMSkKihCc3m8AD489AiEE5Q47P61fR7XLyZhOXejbofUkkRiF01PBwuKHKKid6atIh0K3xLNIt45gTuGt6NLdYNPiUKAKC4nmPhyW8w6ijbq9GsLt9eL2eHn069+ZvGCV4eOrisBmNgXUpFlVxO5Vt9Wk8cwFExjePddw24JFVMiDzDN/z+D1BfPwBOn1vHr4gZw3aHDEZWNGCrp04/AUY1FTUBUrAFWuLWys/IIa9zYqnOuxewMr7NQcVGLIiRtHqXM5IOkcfwI9Es9DVcJXnyPcrN5exDnPf9qgq0XUhbo09M1JjLFS63Th1fXddcY1RaF7Zgpr83fir4ZZTBpPn38cGYlxSCnpk5OOasB+VyiJCnmQ8eg6d/02lclrV2NRNZweN5qqous6jhbu4sebzSy8/JpW96GLJJaXPM/aiveCMrbARHbsOHonX1QX975/lnB7Z9rS9dzyweR6Gz6YVKVhkQem3X8ZihBMXrCStTtKyElJ4PABPeibk8aIu17yq01dgs3Cw2cdxREDe7TwmYSXqJCHiKKaataV7qRzYhI58QksKSzgtC8+aXaUiiIEf15wCbkBNDuOsj92TzE/bTka4+OFFJLMvTk05200pXX4WcNFtcPJHR/9xIxVm0D4CsFZTBr3nDqOOz/+qd5zrCaNL285j9+Wree1qXPQVAW3x8ugzlk8e9EJPP3dX/y4aHW9FwIBqKrC7ScexsTRg9vE3lE0RT9EpMfGkR4bt/v3ktqaFkmHKgQJVmvLDWvn2LQ0uiVMZGPlZ/gr5jY1A7u3mIY72gu6xJ/KAWl3hLVKYWshzmrh5UtPxu5ys2DjdjRFYVj3HEyqyqczF7Nky/6uL6tZY+HG7bz8898+sa4rcrl48w5u/+hHnrngeLaUlLFmRzGKUPB4vXTNSGH8oJ50z0jl0H5d662j1NaIfvqCiN3t5oafp7RoDE1RsGn+lRON0jgDUq9jp2MRVa5N6DSdkGX3FvJvSbP9iTN1YnCHW6MiHiA2s4kxfbrs9dhzF53AKf/3AVV2J15dIgRYNI3TRw3kwS9/3S/13+3Vmb8hD4fbw4fXTWRlXiFbisvpnpkakmbHkUb0ExhEZudtQ2nB7ZxV0zh34AHtYkURCjTFxrjcj8ivnUGpfQnbqn9p9gaoKqyMy/2kXW9iGkmHhFgm33ERn85czOy1W8lOSeDs0QdwxRtfN1i/RVMVymvsdIiPpV9uRsSXmg0mLRJyIcQZwINAX2CklLJtOr6biRA0yy9n1TSkhDP6DeD20YcEwbL2ixAq2bFjyY4dy7bqX/w5A5uauYfgK2jCxpjs19CUmGCa2u5IirVx1dEHcdXRvgYOf6/ZQmN3RKpQ6JyWHCLrIpuWrsiXA6cCrxtgS5vjoNyOfodGga9ewml9+3PtyINIjYkhxhR1qQQTi5bsx4pcJz3mQPqnXEOxfR6aEkt6zChUYQ6Jje2Zxu5mFSG44+Sx0bvVOloUzyalXCWlXGOUMW0Nq2bixWNPwNxE2OCu1P8Jvfrw8OFH0jExMSriIaBn4vmoovFIE0VYyIo9DKvWgY7xx5IVe2hUxEPEsG459Yq5IgTXH3swJ7XC4lbBImQ+ciHE5cDlAJ06dQrVtGFnbJeuzLj4co795H3K7Ht3DTcrKt9NPBevlGTExpEaE71VDyW5cUdT5drImvJ3kdRfdjjVMpismKh7KxyYNJX/XTiB69+tK0Xh9ZWiOG5Iby4ZNyLc5kUUTcaRCyGmAZn1/OkeKeV3dcf8Cdzqr4+8LceRN0RBdRU3/DyFJYUFCATpsbE8c9SxDI/wbj3tAaenggXFD1BUOxtfn1AdEPRNvpxeyRdHo1LCTEWtg1+XrqPa7uSg3p3pnd3+SlHsIqgJQVEh959Sey0Oj4esuPg2kaDQlqhybaHEsQCzkkhmzJhoREqUiCOaEBQhpNii7pNIJd7cmXhz53CbESVKwLRos1MIcYoQIg84CJgihPAnnitKlChRohhIi1bkUspJwCSDbIkSJUqUKM0gWk4vSpQoUVo5USGPEiVKlFZOVMijRIkSpZUTlnrkQohiYEszTu0AlBhsTjhpS88n+lwil7b0fNrSc4HAn09nKeV+gfRhEfLmIoSYX18MZWulLT2f6HOJXNrS82lLzwWMez5R10qUKFGitHKiQh4lSpQorZzWJuRvhNsAg2lLzyf6XCKXtvR82tJzAYOeT6vykUeJEiVKlP1pbSvyKFGiRImyD1EhjxIlSpRWTqsTciHE00KI1UKIpUKISUKIpHDb1BKEEGcIIVYIIXQhRKsMqxJCHCOEWCOEWC+EuDPc9jQXIcQ7QogiIcTycNvSUoQQHYUQfwghVtV9vm4It00tQQhhFUL8I4RYUvd8Hgq3TS1FCKEKIRYJIX5o6VitTsiBX4EBUspBwFrgrjDb01J29T2dHm5DmoMQQgVeBo4F+gFnCyFaaw+u94Bjwm2EQXiAW6SUfYFRwDWt+H0BcALjpJSDgQOAY4QQo8JrUou5AVhlxECtTsillFOllLv6cs0BcsNpT0tpA31PRwLrpZQbpZQu4DPgpDDb1CyklNOB0nDbYQRSynwp5cK6n6vwCUarbUclfVTX/Wqq+7/VRmoIIXKB44G3jBiv1Qn5PlwC/BRuI9o5OcC2PX7PoxULRltECNEFGALMDbMpLaLOFbEYKAJ+lVK25ufzHHA7oBsxWER2CPKzT+g9+G4fPw6lbc3Bn+fTiqmvX12rXSm1NYQQccDXwI1Syspw29MSpJRe4IC6fbFJQogBUspWt58hhJgAFEkpFwghxhoxZkQKuZTyyMb+LoS4EJgAHCFbQSB8U8+nlZMHdNzj91xgR5hsibIHQggTPhH/WEr5TbjtMQopZXldn+Bj8O0xtTZGAycKIY4DrECCEOIjKeV5zR2w1blWhBDHAHcAJ0opa8NtTxTmAT2FEF2FEGZgIvB9mG1q9whfZ++3gVVSyv+F256WIoRI2xWhJoSwAUcCq8NqVDORUt4lpcyVUnbB9335vSUiDq1QyIGXgHjgVyHEYiHEa+E2qCW09r6ndRvP1wK/4NtQ+0JKuSK8VjUPIcSnwGygtxAiTwjxn3Db1AJGA+cD4+q+J4vrVoCtlSzgDyHEUnyLh1+llC0O22srRFP0o0SJEqWV0xpX5FGiRIkSZQ+iQh4lSpQorZyokEeJEiVKKycq5FGiRInSyokKeZQoUaK0cqJCHiVKlCitnKiQR4kSJUor5/8BZCQrvNxeHGwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn.datasets import make_blobs\n", + "\n", + "### 2 Clustering k-means (suite)\n", + "\n", + "# Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "# Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "# Calcul les clusters pour le nombre attendus de cluster\n", + "pred = KMeans(n_clusters=9, random_state=0).fit_predict(npliste)\n", + "\n", + "# Affiche le résultat de la clusterisation\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"9 clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "a9fddea2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.352, 0.388, 0.393, 0.415, 0.413, 0.466, 0.5, 0.549, 0.522, 0.493, 0.472]\n", + "Temps : [0.063, 0.061, 0.1, 0.11, 0.144, 0.121, 0.129, 0.1, 0.157, 0.184, 0.187]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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qjYCt9r/UWyU9IOn7kt5Yom1nRGwGyP89vL5h21CN0i9iDVPqCMpsf82fMYnLF6/d69tl+5g25s+YNECrlldmBOwq4OiI2CFpJrAEmFiy7cAvXodLNyCtywJSj2XBcXt4cfeefeoe2HZAw+NO6b2pFycoa4q+0xvZb07P0dXRzvwZk0b6aY+aI2AjYnvh+TJJX5M0tkbbLZLGRcRmSeOArdVevB6XbkBalwWkHsu2/Deoyi9iC8+awvQGf9ZTem/qxaf4rGlmT+3ixwtOYUrXa/jxglNGenKCEiNg8wFGyp+fSNYnn67RdilwXv78POB7Dd8TK2X21C4WnjWFro52BHR1tLPwrCmj4bPeED6CMmuQiNglqW8EbBtwfd8I2Hz9IuBs4C8l7QJ6gTkREUDVtvmmrwRulvQR4JfA+5q6Yzag2VO7nJDqxAnKrIFKjID9KvDVsm3z8qfJrik0G7Ilq3u4evl6Nm3rZXyip9ydoMzMRpklFb+V9V2vBSSVpPwblJnZKNMqF847QZmZjTKtcr2WE5SZ2SjTKhfOO0GZmY0y82dMon1M215lKV4470ESZmajTPHCeY/iMzOzpLTC9Vo+xWdmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5KHmSeiFWYWNjNrJieoBLTKzMJmZs3kU3wJaJWZhc3MmskJKgGtMrOwmVkzOUEloFVmFjYzayYnqAS0yszCNniSTpe0XtIGSQsGqHeCpN2Szs6XJ0laU3hsl3RJvu6zknoK62Y2aXfMmqpUgqrVySQdK+knkl6Q9Ikq69skrZZ0Wz2CHmlmT+1i4VlT6OpoR0BXRzsLz5riARItTlIbcC1wBjAZOEfS5H7qXQUs7yuLiPURcVxEHAccD/wWuLXQ7It96yNiWQN3w2zY1BzFV+hkpwEbgZWSlkbEI4VqzwAXAbP72czFwDrg1fsV7QjWCjML26CdCGyIiMcBJN0EzAIeqah3IfBd4IR+tnMq8LOI+EWjAjVLUZlh5jU7WURsBbZKendlY0lHAu8G/hb463oEbdYiuoAnC8sbgZOKFSR1AWcCp9B/gpoDfKei7AJJHwTuAy6NiN9UNpI0F5gL0NnZSXd39xB2AXbs2DHktvXmWPqXWjz1UCZB1exkNXwJ+K/AIQNVqkdnSukPlFIskFY8KcXSYKpSFhXLXwIui4jd0r7VJR0IvBe4vFD8deCKfFtXAJ8HPrzPC0VcB1wHMG3atJg+ffqgdwCgu7ubobatN8fSv2bF08xJBcokqDKdrHpD6T3A1oi4X9L0gerWozOl9IFJKRZIK56UYmmwjcBRheUjgU0VdaYBN+XJaSwwU9KuiFiSrz8DWBURW/oaFJ9L+gbg33atKZo9qUCZQRJlOll/TgbeK+kJ4CbgFEnfHlSEZq1rJTBR0oT8SGgOsLRYISImRMQxEXEMcAvwsUJyAjiHitN7ksYVFs8EHmpA7Gb7aPakAmUSVM1O1p+IuDwijsw73xzgroj48yFHa9ZCImIXcAHZ6Lx1wM0R8bCkeZLm1Wov6SCywUmLK1Z9TtJaSQ8C7wQ+XufQzapq9qQCNU/xRcQuSX2drA24vq+T5esXSTqC7MfaVwN78us1JkfE9oZEbdYi8iHgyyrKFvVT9/yK5d8Cr61S79w6hmhW2viOdnqqJKNGTSpQarLYWp0sIp4iO/U30Da6ge5BR2hmZkmYP2PSXr9BQWMnFfBs5mZmFXz7m+r63oOURvGZmY0avv3NwJo5qYDn4jMzK/Dtb9LhBGVmVuDb36TDCcrMrMC3v0mHE5SZWYFvf5MOD5IwMyto9kg1658TlJlZBd/+Jg0+xWdmZknyEdQo5osRzSxlTlCjlC9GNLPU+RTfKOWLEc0sdU5Qo5QvRjSz1DlBjVK+GNHMUucENUr5YkQzS50HSYxSvhjRzFLnBDWK+WJEM0uZT/GZNZCk0yWtl7RB0oIB6p0gabekswtlT0haK2mNpPsK5YdJulPSY/m/hzZ6P8yGgxOUWYNIagOuBc4AJgPnSJrcT72rgOVVNvPOiDguIqYVyhYAKyJiIrAiXzYbcZygzBrnRGBDRDweES8CNwGzqtS7EPgusLXkdmcBN+TPbwBm72ecZknyb1BmjdMFPFlY3gicVKwgqQs4EzgFOKGifQB3SArgHyLiury8MyI2A0TEZkmHV3txSXOBuQCdnZ10d3cPaSd27Ngx5Lb15lj6l1o89eAEZdY4qlIWFctfAi6LiN3SPtVPjohNeQK6U9KjEXFP2RfPE9p1ANOmTYvp06eXDryou7ubobatN8fSv9TiqQcnKLPG2QgcVVg+EthUUWcacFOenMYCMyXtioglEbEJICK2SrqV7JThPcAWSePyo6dxlD81aNZSnKBGAM9KnqyVwERJE4AeYA7w/mKFiJjQ91zSPwO3RcQSSQcDB0TEc/nzdwF/k1ddCpwHXJn/+71G74jZcCg1SKLWUFlJx0r6iaQXJH2iUH6UpLslrZP0sKSL6xm8vTwrec+2XoKXZyVfsrpnuEMb9SJiF3AB2ei8dcDNEfGwpHmS5tVo3gn8SNIDwL8Dt0fED/J1VwKnSXoMOC1fNhtxah5BFYbKnkZ2ymKlpKUR8Uih2jPARew7mmgXcGlErJJ0CHC/pDsr2tp+GGhWch9FDb+IWAYsqyhb1E/d8wvPHwfe1E+9p4FT6xelWZrKHEHVHCobEVsjYiWws6J8c0Ssyp8/R/Yt0v9r1pFnJTezkarMb1A1h8qWIekYYCpwbz/r93tIbErDLJsVy4Lj9vDi7j37lB/YdsBerz8a3xsza21lElSZobIDb0B6FdmFiJdExPZqdeoxJDalYZbNimVbxZ1xIZuVfOFZU5heOMU3Gt8bM2ttZRJUmaGy/ZI0hiw53RgRiwcXntXiWcnNbKQqk6BqDpXtj7KLO74JrIuILww5ShuQZyU3s5GoZoKKiF2S+obKtgHX9w2VzdcvknQEcB/wamCPpEvIJsf8Q+BcYK2kNfkmP5mPbDIzM+tXqQt1aw2VjYinyE79VfoR1X/DMjMzG5BnMzczsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJDlB1dmS1T2cfOVdrO15lpOvvMt3tjUzG6JSUx1ZOUuKt7446uXbrwOezNXMbJB8BFVHA91+3UYnSadLWi9pg6QFA9Q7QdJuSWfny0dJulvSOkkPS7q4UPezknokrckfM5uxL2bN5iOoOvLt161IUhtwLXAa2X3VVkpaGhGPVKl3FdkdA/rsAi6NiFWSDgHul3Rnoe0XI+Kaxu+F2fDxEVQdje9oH1S5jXgnAhsi4vGIeBG4CZhVpd6FZDf13NpXEBGbI2JV/vw5YB3g88Q2qvgIqo7mz5hU9fbr82dMGsaobBh1AU8WljcCJxUrSOoCzgROAU6othFJxwBTgXsLxRdI+iDZfdgujYjfVGk3F5gL0NnZSXd395B2YseOHUNuW2+OpX+pxVMPTlB1VLz9OjxHl2+/PtpVuxdaVCx/CbgsInZnN6Cu2ID0KrKjq0siYnte/HXginxbVwCfBz68zwtFXAdcBzBt2rSYPn36kHaiu7ubobatN8fSv9TiqQcnqDrru/16d3c3F35g+nCHY8NrI3BUYflIYFNFnWnATXlyGgvMlLQrIpZIGkOWnG6MiMV9DSJiS99zSd8AbmtQ/GbDygnKrHFWAhMlTQB6gDnA+4sVImJC33NJ/wzclicnAd8E1kXEF4ptJI2LiM354pnAQ43bBbPh4wRl1iARsUvSBWSj89qA6yPiYUnz8vWLBmh+MnAusFbSmrzskxGxDPicpOPITvE9AXy0MXtgNrycoMwaKE8oyyrKqiamiDi/8PxHVP8Ni4g4t44hmiXLw8zNzCxJTlBmZpYkJygzM0uSE5SZJc93CRidPEjCzJK2P3cJWLK6h6uXr2fTtl7G+8L5llPqCKrWjMySjpX0E0kvSPrEYNqmqu8b24QFt/sbWwW/N9ZMQ71LQF9i69nWS/ByYvPntXXUTFCFGZnPACYD50iaXFHtGeAi4JohtE2OP9j983tjzTbUuwT49jetr8wRVM0ZmSNia0SsBHYOtm2K/MHun98ba7ah3iXAt79pfWV+g6o5I3M92tZj5uV6zeY756jn9p5B7SXPld5+ajML+72xVjXUuwSM72inp0oy8u1vWkeZBFVmRub9bluPmZfrNZvvp668q+oHu6ujvfQEsKnNLOz3xlrVUO8S4NvftL4yp/jKzMjciLbDZv6MSbSPadurzB/sjN8bGw6zp3bx4wWnMKXrNfx4wSmlRuLNntrFwrOm0NXRjsi+RC08a4pH8bWQMkdQNWdkblDbYVP8xubhqXvze2OtpO/2N9aaaiaoMjMySzqC7M6erwb2SLoEmBwR26u1bdC+1JU/2P3ze2NmzVDqQt1aMzJHxFNkp+9KtTUzM6vFUx2ZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5RZA5WdLFnSCZJ2Szq7VltJh0m6U9Jj+b+HNno/zIaDE5RZg5SdLDmvdxXZ5Rhl2i4AVkTERGBFvmw24jhBmTVO2cmSLwS+C2wt2XYWcEP+/AZgdgNiNxt2vmGhWePUnCxZUhdwJnAKcELJtp0RsRkgIjZLOrzai9djAmZIa3Jfx9K/1OKpBycos8YpM1nyl4DLImK3tFf1/ZmkOatchwmYIa3JfR1L/1KLpx6coMwap8xkydOAm/LkNBaYKWlXjbZbJI3Lj57GsfepQbMRw79BmTXOS5MlSzqQbLLkpcUKETEhIo6JiGOAW4CPRcSSGm2XAuflz88DvtfwPTEbBj6CMmuQMhMtD7ZtvvpK4GZJHwF+CbyvkfthNlycoMwaqNZEyxXl59dqm5c/DZxavyibZ8nqHt+qxUpzgjKzpliyumevO9z2bOvl8sVrAZykrCr/BmVmTXH18vV73X4doHfn7vxW7mb7coIys6bYtK13UOVmTlBm1hTjO9oHVW7mBGVmg7ZkdQ8nX3kXExbczslX3sWS1T0128yfMYn2MW17lbWPaWP+jEmNCtNanAdJmNmgDHWwQ986j+KzspygzGxQBhrsUCvZzJ7a5YRkpfkUn5kNigc7WLM4QZnZoHiwgzWLE5SZDYoHO1iz+DcoMxsUD3awZimVoCSdDnyZbNLKf4yIKyvWK18/E/gtcH5ErMrXfRz4C7J72awFPhQRv6vbHphZ03mwgzVDzVN8ktqAa4EzgMnAOZImV1Q7A5iYP+YCX8/bdgEXAdMi4g/IEtycukVvZmYjVpnfoE4ENkTE4xHxInATMKuizizgW5H5KdCR30gNsqO0dkmvAA5i3xu2mZmZ7aNMguoCniwsb8zLataJiB7gGrJ71mwGno2IO4YerpmZjRZlfoNSlbIoU0fSoWRHVxOAbcC/SvrziPj2Pi8izSU7PUhnZyfd3d0lQtvbjh07htSuEVKKBdKKJ6VYzCxdZRLURuCowvKR7Huarr86fwz8PCJ+BSBpMfA2YJ8EFRHXAdcBTJs2LaZPn15uDwq6u7sZSrtGSCkWSCuelGIxs3SVOcW3EpgoaYKkA8kGOSytqLMU+KAybyE7lbeZ7NTeWyQdlI/0OxVYV8f4zcxshKqZoCJiF3ABsJwsudwcEQ9LmidpXl5tGfA4sAH4BvCxvO29wC3AKrIh5geQHyWZjQaSTpe0XtIGSQuqrJ8l6UFJayTdJ+ntefmkvKzvsV3SJfm6z0rqKayb2eTdMmuKUtdBRcQysiRULFtUeB7AX/XT9jPAZ/YjRrOWVLhE4zSy0+ArJS2NiEcK1VYASyMiJP0hcDNwbESsB44rbKcHuLXQ7osRcU0TdsNs2HiqI7PGqXmJRkTsyL/gARzMvgOQIDs1/rOI+EVDozVLjKc6MmucapdfnFRZSdKZwELgcODdVbYzB/hORdkFkj4I3AdcGhG/qbLd/R4ZC2mNunQs/UstnnpwgjJrnDKXaBARtwK3SnoHcAXZ6NdsA9nApPcClxeafD2vF/m/nwc+XGW7+z0yFtIadelY+pdaPPXgU3xmjVPmEo2XRMQ9wO9JGlsoPgNYFRFbCvW2RMTuiNhDNijpxPqGbZYGJyizxql5iYakN+SXYCDpzcCBwNOFKudQcXqvMI0YwJnAQw2I3WzY+RSfWYNExC5JfZdotAHX912ika9fBPwp2TWEO4Fe4M/6Bk1IOohsBOBHKzb9OUnHkZ3ie6LKerMRwQnKrIFKXKJxFXBVP21/C7y2Svm5dQ7TLEk+xWdmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJDlBmZlZkpygzMwsSU5QZmaWpJaZzXzJ6h6uXr6eTdt6Gd/RzvwZk5g9tWu4wzIzswZpiQS1ZHUPly9eS+/O3QD0bOvl8sVrAZykzMxGqJY4xXf18vUvJac+vTt3c/Xy9cMUkZmZNVpLHEFt2tY7qPIinxo0q859w1LXEglqfEc7PVWS0fiO9gHb+dSgWXXuG9YKSp3ik3S6pPWSNkhaUGW9JH0lX/+gpDcX1nVIukXSo5LWSXrrYIOcP2MS7WPa9iprH9PG/BmTBmznU4M23Er0nVl5n1kj6T5Jby+se0LS2r51hfLDJN0p6bH830MHG5f7hrWCmglKUhtwLXAGMBk4R9LkimpnABPzx1zg64V1XwZ+EBHHAm8C1g02yNlTu1h41hS6OtoR0NXRzsKzptT8prc/pwbN9lfJvrMCeFNEHAd8GPjHivXvjIjjImJaoWwBsCIiJubt90l8tbhvWCsoc4rvRGBDRDwOIOkmYBbwSKHOLOBbERHAT/OjpnHA88A7gPMBIuJF4MWhBDp7ategTz0M9dSgWZ3U7DsRsaNQ/2AgSmx3FjA9f34D0A1cNpjA3DesFZRJUF3Ak4XljcBJJep0AbuAXwH/JOlNwP3AxRHxfOWLSJpLdvRFZ2cn3d3dJXfhZTt27Nir3fw37abnN7vZEy/3+QMkug7dPaTt708swy2leFKKpcHK9B0knQksBA4H3l1YFcAdkgL4h4i4Li/vjIjNABGxWdLh1V58oD41mL6R0t/LsfQvtXjqIiIGfADvA/6xsHwu8PcVdW4H3l5YXgEcD0wjS1In5eVfBq6o9ZrHH398DMXdd9+9T9mtqzbG2xauiGMuuy3etnBF3Lpq45C2XY9YhlNK8aQUS0QEcF/U+EwO5VGm71TUfwfwb4Xl8fm/hwMPAO/Il7dVtPtNrViq9amyfSOlv5dj6V9K8dSrT5U5gtoIHFVYPhLYVLJOABsj4t68/BaGcL58fwzl1KBZnZTpOy+JiHsk/Z6ksRHx64jYlJdvlXQr2SnDe4AtksZFdvQ0Dtg6lODcNyx1ZUbxrQQmSpog6UBgDrC0os5S4IP5aL63AM9GxOaIeAp4UlLfcLtT2fu3K7ORrGbfkfQGScqfvxk4EHha0sGSDsnLDwbeBTyUN1sKnJc/Pw/4XsP3xGwY1DyCiohdki4AlgNtwPUR8bCkefn6RcAyYCawAfgt8KHCJi4Ebsw76OMV68xGrJJ950/JvtztBHqBP4uIkNQJ3JrnrlcA/ysifpBv+krgZkkfAX5JdirRbMQpdaFuRCwjS0LFskWF5wH8VT9t15D9FmU26pToO1cBV1Vp9zjZZRnVtvk02dkIsxGtJebiMzOz0ccJyszMkuQEZWZmSVJEmQvXm0vSr4BfDKHpWODXdQ5nqFKKBdKKJ6VYACZFxCHDHUQj7UefgrT+Xo6lfynFU5c+leRs5hHxuqG0k3Rf7D1n2bBJKRZIK56UYoEsnuGOodGG2qcgrb+XY+lfSvHUq0/5FJ+ZmSXJCcrMzJI00hLUdbWrNE1KsUBa8aQUC6QXT2pSen8cS/9SiqcusSQ5SMLMzGykHUGZmdkI4QRlZmZJarkEJekoSXdLWifpYUkXV6kzXdKzktbkj083MJ4nJK3NX2efoZX5DO9fkbRB0oP5jNWNimVSYZ/XSNou6ZKKOg17byRdL2mrpIcKZYdJulPSY/m/h/bT9nRJ6/P3qS63ZOknnqslPZr/LW6V1NFP2wH/riNJan0qf70k+tVw96l8+8n0q6b3qXrcVKqZD2Ac8Ob8+SHA/wMmV9SZDtzWpHieAMYOsH4m8H1AwFuAe5sUVxvwFHB0s94bshvuvRl4qFD2OWBB/nwBcFU/sf4MeD3Z7SYeqPyb1jGedwGvyJ9fVS2eMn/XkfRIrU+Vef+Ho18NR5/Kt59Mv2p2n2q5I6jI7jO1Kn/+HLCO7NbaqZoFfCsyPwU6lN1krtFOBX4WEUOdPWDQIuIe4JmK4lnADfnzG4DZVZqeCGyIiMcj4kXgprxd3eOJiDsiYle++FOymwiOai3Yp2B4+lXT+xSk1a+a3adaLkEVSToGmArcW2X1WyU9IOn7kt7YwDACuEPS/ZLmVlnfBTxZWN5Iczr/HOA7/axr1nsD0BkRmyH7j5Ds9uWVhus9+jDZt/Bqav1dR6RE+hSk2a9S6VOQbr+qa59KcqqjMiS9CvgucElEbK9YvYrsMHyHpJnAEmBig0I5OSI2STocuFPSo/m3jJdCrdKmoWP7ld0c8r3A5VVWN/O9KWs43qNPAbuAG/upUuvvOuIk1KcgsX7Vgn0Kmv8e1b1PteQRlKQxZB3pxohYXLk+IrZHxI78+TJgjKSxjYglIjbl/24FbiU7rC7aCBxVWD4S2NSIWArOAFZFxJbKFc18b3Jb+k695P9urVKnqe+RpPOA9wAfiPzkeKUSf9cRJaU+lb9Gav0qpT4FifWrRvWplktQkgR8E1gXEV/op84ReT0knUi2n083IJaDJR3S95zsx8KHKqotJbultyS9BXi279C8gc6hn1MRzXpvCpYC5+XPzwO+V6XOSmCipAn5N9U5ebu6k3Q6cBnw3oj4bT91yvxdR4yU+lS+/RT7VUp9ChLqVw3tU/szomM4HsDbyQ5THwTW5I+ZwDxgXl7nAuBhslErPwXe1qBYXp+/xgP5630qLy/GIuBastE0a4FpDX5/DiLrHK8plDXlvSHrwJuBnWTf3j4CvBZYATyW/3tYXnc8sKzQdibZ6LGf9b2PDYpnA9l5+b7PzqLKePr7u47UR0p9aqD3f7j61XD2qQE+x8PSr5rdpzzVkZmZJanlTvGZmdno4ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0vS/wcqcwQLVKkXCgAAAABJRU5ErkJggg==\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "### Charge le jeu de donnée : diamond9\n", + "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n", + "### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + "liste = []\n", + "for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + "npliste = np.array([x for x in liste])\n", + "\n", + "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + "temps = []\n", + "mesures = []\n", + "nb_clusters = range(2, 13)\n", + "for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + "print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + "print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + "### Trouve le nombre de cluster maximisant Silhouette-Score\n", + "nb_cluster_max_score = mesures.index(max(mesures))+2\n", + "print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + "### Affiche les résultats \n", + "### Graphes des metrics\n", + "fig, figs = plt.subplots(nrows=1, ncols=2)\n", + "figs[0].scatter(nb_clusters, temps)\n", + "figs[0].grid()\n", + "figs[0].title.set_text('Temps')\n", + "figs[1].scatter(nb_clusters, mesures)\n", + "figs[1].grid()\n", + "figs[1].title.set_text('Mesures')\n", + "fig.tight_layout()\n", + "\n", + "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + "### Appel de la méthode de clusterization\n", + "pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + "### Affiche la clusterisations\n", + "#plt.figure(figsize=(10, 10))\n", + "plt.figure()\n", + "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + "plt.title(\"Clusters in diamond9\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "d75ca794", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.468, 0.622, 0.68, 0.734, 0.722, 0.766, 0.81, 0.838, 0.774, 0.726, 0.668]\n", + "Temps : [0.035, 0.044, 0.045, 0.064, 0.093, 0.096, 0.071, 0.088, 0.13, 0.154, 0.143]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.441, 0.489, 0.495, 0.495, 0.493, 0.509, 0.501, 0.526, 0.537, 0.552, 0.581]\n", + "Temps : [0.051, 0.049, 0.073, 0.072, 0.087, 0.085, 0.089, 0.105, 0.105, 0.106, 0.115]\n", + "Clusters : 12\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.576, 0.489, 0.492, 0.458, 0.439, 0.413, 0.415, 0.413, 0.415, 0.371, 0.374]\n", + "Temps : [0.026, 0.043, 0.042, 0.057, 0.06, 0.067, 0.07, 0.076, 0.083, 0.1, 0.134]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.527, 0.587, 0.618, 0.575, 0.578, 0.553, 0.542, 0.541, 0.521, 0.519, 0.508]\n", + "Temps : [0.025, 0.033, 0.038, 0.056, 0.083, 0.092, 0.095, 0.114, 0.116, 0.138, 0.129]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.605, 0.594, 0.641, 0.624, 0.588, 0.453, 0.458, 0.45, 0.423, 0.414, 0.406]\n", + "Temps : [0.029, 0.033, 0.046, 0.063, 0.077, 0.102, 0.1, 0.111, 0.119, 0.139, 0.125]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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NM0rdw3ChNDAoxtfPTmLii1PwON1IqemrOw9szwszHsVkij4LZElUVWX5X6tJ37qftr1a0Xlg+4h07mc6LsbrDt0pmy0mfnNN1B3DVeDmwdOeYdPSrUV9LTYzPq8fWUyQm8wmGrdtSEL9ONbN2xQyTmxiDI//cA99TukRdDxjbybfPD+ZJb8vJ75+PPu3HyD3cJ6uyqtwrj/nfYWl2M5dSslVHW5n3/aDQUZhm8PK+8tepnnHpmU8mWB2b0rnzuMe0fTx+W5ssTb8Hh9CEUXPwOaw0mVIR17647GInn1toDQXykrxrhFCfAqMBA5IKbsFjiUD3wGtgO3AhVLK0rcDBgbVzKWPnk+P4V2Z9tGfOPNcDL9wCMMvGFwpAh5AURT6ntqTvqdG2zOMMAojpBb+toynL3gVjzN4x6q3UPh9fjL2HKZxm4YoJiXEA8fr8dGwVfCuOutgNjf1vo/czDz8Xj9s3Y/NYSWlWX0O7jwU9DZQNFVFYcnvKxg86ogsEkLwyl9P8OR5r7Jj3W5MJgWL3cLJlwzliTEvk30why6DOzLsgsG06NSUDv3aliqYm3Vowhdb3+Xvr+ewY/0eFCGYPuFvXHlHjLhup4f1CzaxfsEmugzuGHasukJluVB+BrwDfFHs2IPAX1LKF4UQDwZ+f6CSrmdgUGV0H9qZ7kM7V8nYfp8foQgUJTpN6fFjBjD7xwWaQA1gMpsYMrp/iNDLOpjNMxeOCxHwpaGqki6D2rNq1lrcBZ6i4xabma5DOtK0XeOiY1JK3vvfBLIPZSOLrQdup4f92w8GfPFDhbzX7WXxjGAhD1q+nvcWv8T+HQcpyHXy7/fzmPz6r0XG2AW/LmXBr0uxx9qIT47juWkP07pb+IpUsQkxjLr5dADe/d+EIAFfiM/rZ/2CzceEkK8UnbyUcjZwuMTh0cDngZ8/B86pjGsZGNRGdm9K596TnuRMxyWc5biE5y5+nZzDuRH3v+XNq2nYIgVHvB3FpOCIt9OgRQq3vX1tSNs5kxZEPT8pJQPP6suzvzxE4zYNMVvNWGxmjj93EE9Ovq+oncfl4cr2t/HPxP+CBHxxwvnim61m6jUI7y/fsGUqDVumMmncLyFRuaDFFRzclcH9pzxVqpG3+D3Nn6rvnmqxmklpVr/MMeoCVRkM1VBKuRdASrlXCNFAr5EQ4gbgBoAWLYx6kQZ1j9zMPO4Y8gh5mflIKVH9MHfyQnas282HK16NSC+clJrIp+vfZMGvS1k7byNpq3ZwcNchXrvufS56cAxdhxzZkRbkunQNyKXRolNT2vdpA8Dnm98m93AethgrNoeNbWt2snr2euo1TOSnt6axN+1AdA8ggMmkcNqV4T2JAPZs3ovZYsLjDN/Gle/moTOeY/emdLIP5qD6Jd2Hdea2t68NSsu8cfEWsg5m644hpWTw2boq7DpHtUe8Sik/Aj4CzfBazdMxMKh0/vxiFh6XJ8iLxOf1s2/bAVbNXkfP4V0jGsdkNtGya3Nevuod3AUe/D4/O9fvYfnfq3ng89sZet4gAPqP6MWXT30fpNopiy6DOxT9LIQgoX48qqrywuVv8d/khUgkJpMJp47qoyxsMVbMFjMPfnmHrseMM8/JzK/msHr2OlKa1cfjKl3N5Mp3s+LvNUHHVvyzhjuHPMIn696gfuN6AOzamI4IoxbrObwrVptF91xdoypdKPcLIRoDBP4v3/JvYFDL2bZmZ5CeuxC/38/vn/zNVR3vYEz9q3j8nJfYuWFPqWNNeHQirjxXkN+3u8DD27eNLwpaatOjJadddQL22COJz6x2Cwkp8QhF/63h1w//5MZe97J15faiY399NYe5kxfidnrwOL3lEvCgedV8m/4Rg0b2DTm3b/sBrunyPz667wv++fY/prw9HVVVMVujNHRLTZX0y3u/Fx1q2aUZISHGAXZu3MPqOeuju0YtpSqF/M/AlYGfrwSmVuG1DAxqLB36tAkSuIX4fSqzJ81nz+a95GXms+CXpdw28CH2pu0PO9aqWet0PVfysws4vPeI89rt71zHEz/ex0mXDKXb8Z1QpSQnIzfIdbI4ql8lbdUO7jnhiSJbwZdP/4DHGbo4RYuqSnZvSAe0hW3zsjRW/LOGR0a+wBXtbuPQ7sNFOniv24vqU7HarSjm6MST1+1j09K0ot879G1Luz6tsejs2Pdu3c9DZzzLwt+WVeDOageVIuSFEBOB+UBHIcRuIcS1wIvAqUKIzcCpgd8NDI45Tr5sGI44R1AGSLPVjOpTg1QTUko8TjcTX/wp7FhJqfqGSym1oJ/pn/zFhEcn8t+URfQ+qRv3TbiF7Wt34XP79BxeQvB5fPz5xSxyM/PYty38YhMNUpVY7BZmfPYPY+pfzZ3HPcL9pzzFot+WhV10vG4vY+44E4stco2yxWamXe/WSCnJOZyLq8DN8789whnXnRSSrwe0N6D3/jeh3PdVW6gUnbyU8uIwpyqeus/AoJYTE+/gzXnP8eG9n7Pk9xWYrWb6ntaTJTNWUJATbGH0+1TWzw8NSCqkSftGbF+7K+R46x4tuL773UVBQI44O/H144mJs5MXRUoGt9ND+tZ9rPhnLWarWdevPhqEgOTG9Xj/rgks/WNVxP2khE1LtkZ1fUVR6Ni/Ldd0vpN92w6CgIFn9uGeT27mt4/+QlVDx9q7dR9+nz8k3URdotoNrwYGdZmcjFzeuOlD5v+8BFWVdOjXlrs/vomk1AQua31LSHshoGn7xjojgc/rY+mf+oJy++qdeN2+IuOuM89VLh26PdaGEIIfXp0aNnI1GqwOK4NH9mXKu7+X3bgYLbs0Y+e63VH1qd+sPi9e/naQ++XC35bx8BnPkdQggUN7Snp5a8bsHet206ZHy6iuVZswctcYGFQRUkruPflJ5v+8BJ/Xj+pX2bhoM3cNfQyhCAaO7IvVHqwvtjqsXPTgObrj5WXlo4YRvB6Xt8LFMcwWE1JKZkz4h/ULNof1d48GRVGY8fm/UXn6AOzauIfcrOiSwmXsziiqA1CIz+Nj25pdnHzZUN0KXH6fyh1DHmHZzMjfMmobhpA3MKgi1v63gX1pB4J81qXU0gT8/uk/PPD5bZx0yVAsNgtmq5nU5vV59Nu76TSgPQW5Tv78chY/vfVbkXomPjlO14ALYbMbRIRiUkhulET/M3ojhNANRCovzjxXVOqiQjxOb9gFLRz2WJtufIDJrNBpQHsufGB0SGUsKSXuAjdPjHk5yLOoLmEIeQODKmLPln26tk6P08OOtbuwOWzcM/5mpmR+xre7P+Tr7e8zaGRf1s7byEXNbuCtW8fz8QNfcduAB3n9xg9QFIWrnrkIW4kdqc1hpVW3FrrGxUh4a/7zfJf+MRabpVIF/NFEMSkMv3BIyJsRaLv5tr1acfljFxCToF8dypXv5o4hj7Bmbt1zqzSEvIFBFdGmR0ukTsENW4yNjgPaFf1utVtJTElACIHf5+fx0S/hzHXhynPhdXtxOz1M/+Rvzk25mhkT/uac28+gWYcm2GNtdBrYnuenP8JTU+4nqUEijnh7WF94PeyxNjr2a8sfX/zL3Fpc5zWlaTIjrjmJmPhgLyZbjJXjxgykceuGAMQlhS8p6HF6ePv2T6p8rkcbQ8gbGFQR7fu0ofOgDkG7S8WkEJPg4NQrhuv2WTd/E24d33SpSvIy89m0JI3vXppCxr7DJNSPo1P/djTr0JjGrRsyYdNbNG3XOKxbYkkUk2DAmX0oyHXy1s0fV4oOvro4uDuDx0a/xNsLX+DEi48noX48DVqmcsWTY3ng89uK2p37v7NC3oSKk7ZqR50r/G141xgYVCHP/vIgXzz5AzMm/I3X7WPgyD7c8PLlxCbE6LY/tCcDd0HZKhNnjgtnjoup7/3OrB/m8fHq1/j7mzns0HGvDIfqlyz7cyX3n/o0wlS793tSlRTkONmxbjcPfnF72Hajbx3B7k3p/PzuDN3zsQkxdSbHfCGGkDcwqEJsDhvXv3QZ1790WUTtNy3dGtX4UpVkH8rl2q53kX0wJ+r55WUVsHHRlqj71URUv5YXvzQUReH2t6/DEedg8hvTgmrS2mKsjL7tjKqe5lHHEPIGBjWI9K3RR5mqfrVcAr7OIaHzoPa6p/x+PzO/nM3vn/6NVCWnXDGc0685gT8m/IvZasbn8XHypcO4ooxSjLURQ8gbGNQguh/fmaUzVurq5Q3CY3VY6TeiFwumLeORkS8gVckZ153MRQ+cg8Vm4ZkLX2PpHyuLvIe2rtxO96Gdmbj7Q/ZtO0Cj1g1ISI6P6FpSSlbNXseKf9aQWD+BEy4aQlJqYlXeXoUwarwaGNQg8rPzuaaLpnopnmnSoBQE3PDK5fz5xSy2rdoZdKpp+0bc99ltPHjaMyHuofZYG8/+8hA9T4gs1TNobwRPjnmFFf+swVXg1hKpKYKnpz5A75O6V8rtlIfSarzWbmuLgUEdIzYxlveWvMSpVw4nqUECjVo14OxbT8ccRaKuo4FQqBEGSluMjfP+N5Jm7ZuECHiAPZv3BXTvoXlrXPluVvy7JuR4afz99VxNwOe7tfTGTg+ufDfPXPhajV2Ua9ZfjoGBAfUb1+Puj25ib9p+LDYLKU2T2bl+D+vmbypK/SsUQVJqAre9dQ0vX/2ubr76qqRNz9Y0apXKvKmLI3bZrGzssTbOv3sUlz1+Ps9c8FrYdttW78Ris4QIYZvDGqRm8Xq8OHNdxNWLDVuDd8bn/+gGjPm8fjYs2hJUoaumYAh5A4OjSKF6tLRd8Jq563n+0jfJychFVSUtuzTjoa/vZNZ38/ht/Ex8Xj+DR/bFbDXzycPfkNgggQPbD0U1D4vNTFxSLJn79cvjlUXayu106NsaISLKYFwmikmJ2k9fSkmXIR0xmUxYHdaw7VKbJZORHup1I0wKJ150HD6vj/EPfMWvH/2J36cSXy+Om9+4ihPHHhc6zzDCX0BUQWhHE0Mnb2BwFMjLyufdOz9l1vfz8PtU+pzcnTveu57GbRoGtTuUfpirO94RtFsUiiChfhz1GyezbfUOrA4biiJwuzxR53cBMFlMnHHtSTjz3Pz77X81Vs0QCbYYG9/u/pC92w5wS9/7ddsoJoEtxo4rz4VQBBabGUecg8d/uIfuQzvz1m3j+eOzf4LehmwxVp766X76ntozaKy/J87l9Rs+CNnNJzVI4Ns9H2EyVU/KYkMnb2BQjUgpufekJ/n3u3l43T5Uv8qymau4bdBD5GcHJ++aMeHvkBS/UpVkH8wNRGOCu8CNM89VLgEP4Pf6+fWDP5k3dRGmKKsv1TSEIvhvyiLa927NaVefqG2pS6D6Jc5cJ1JKpCoRQvDGf8/QfWhnnPkuZnz6T4i6y13g4atnJoWMdcLYIQwa2RdbjA2T2YQ91oYj3s4TP95XbQK+LGr3J2xgUAtYPWc96Vv2BaXBVVWJp8DDzK/nBLXdt+1gUIBOVeLMdeE5SteqKlSfvyhv/n2f3MJrs57GbA2vhZZS4nX7mPTqLwBkHchGMemrWfamhZalVhSFRybexbh/n+Ka5y7m1jevYeLOD+h2XKdKuJuqwdDJGxhUMbs27NHVN7sK3GxdsT3oWIOWKUdpVgFqjra23Aw4o3fRz92P7xySU74kfp+fdYHqWylNk3X17EJAh35two7RsV9bOvZrW84ZH12MnbyBQRXTsksz3dwwthgreZn5PHPhOD57bCLzflnKl0/+UA0zrL106NeW3z6eyboFmtCOxMYohCiqvmWxWrj8iQuwxZZM32zjyqfGFv3udrr57LGJXNziRsY2uZ737ppAXpRFTaoLw/BqYFDFSCm5beCDpK3aWbTLLPTEsNgseJweLFYz3lJ2oCaLqczqSo3bNiRzbxbCJDQVRs35alctAuwxNk6+bBh3vnc9I+MuK3I11cNkNjHi6hNZt2ATORm59DmlB+37tOHXD/8gY28mHfu147oXL6V9H20nL6XkrmGPsXlpWlHhdbPVTOPWDfhw5atYrKE57I82pRleDSFvYHAUyM8p4MN7v+CfiXPxef0kN0oiIz0zYs+WPqf0wOv2snb+Rl2Dq9lq5q6PbqTzwPa4nR7uPelJ8rMKKvkuajb2WBsvTH+EOZMXMvWd3yN+topJITYxho9Xv0b9xvVCzq+avY5Hzno+xKPGEWfnnvE3M/zCIZUy/4pgeNcYGBwF9u84yMbFW3DppAqOTYjh7o9u4pfcr5jumojH5YncdVHA8AuH8Nqsp3l/ycvYdHzCfR4f08f/RfOOTWnXqzXDzh+MyVwzvT2qCneBm3+/n0eLzs10i7WEQ/WrOPNc/Pj6r7rntyzbpvtZOfNcbFhc8zN4GoZXA4MKkpORy5PnvcrGRZsxW834fSrXvXgJ59x2Ztg+Nkf4whUlSagfz8mXHg+Az+tDCeP2WNzgeN0Ll7Ly37Uc2pOBx1l7PWiEEJEX8RACs8XM5098hxplFK7P42Plv2t1zzVslYrZag5JjWCPsdGkRJxDTcTYyRsYVJCnzn+V9fM34nF5Kchx4i5wM/7Bb1jyx8qwfUbedBq2mOAduclswmK3YLFbEEIgBDRp24hP171RtCi07dUKqz10J2+LsXFKsWpTCfXj+XDlq+FTDgh0fcqLTteQ6E0hIp+LxWZh2PmDypd2WcD2NTsZGXcpD5z2DNtW7yg6NfCsPsQmxASVFRRCU5GddMnx0V/rKGMIeQODCnBg1yE2LNyMr4RR1F3g5odXfw7b7/y7R9J/RG+sDiuOeDuOODvNOzXhy7R3eWbqA/zvwxt5b+nLfL75bRJTEor6mUwmHpn4P+wxtqKygo44Ox36tuHM604OusbML2bpJuYCaNOzFRPWv4lNZ8EQioAaYqtTVQlSE6jh/NlB2/GPvX80nQd1IC5Jv+pWqUjwuLy4Czwsm7mKO497lL1pWm5/s8XMG3OfpcuQDpgtJsxWM217tebJn+5jxmf/8vWzP7KxBqttDHWNgUEFyDqQjdlqLvK6KI5evpRCzBYzT0y6l50b9rBl+TYatUql86AOCCGo3yjU+Fec3id15/Mtb/Pnl7PJ3JdJ75N70O/0niERl399NSfMCKAogqyDOUgdF5zqSjgWDiklLTo1pevxHVnx91rSt+4L9jQSWj75KW9P5/gxA7n0sfP59OGJQWUUzVYzSInZZkGqKh6XF0VRMFlMup44HpeX716eyv8+uAGAhi1TeX3WM+Rn5+P3q6ybt4lHznweKSU+j4+JL/7EsAsGcd+nt9aI7JzFMYS8gUEFaNW1ua7+12w1M+DM3jo9gmnRqSktOjUNOX5oTwbjH/qGhdOWYrNbOfPGU7n4wXOK3PWSG9Vj7H2jSx07Pye8d02vE7vx4uVv6S5ORxOTWcFiteB2eUpdXNJW72Dvtv0IoeWeOenS4/n323l4XV4IpHpwF7i5sde9HHfuAC5+aAyT35xGbkYeyY2TuO7FS+l3ei8WTluGlDBoZB/MFjPL/17Nq9e8R0GOM+h6fp+fDYs2h8wjNjEWV4Gb5y95I6iwi7vAzZxJCxh+/mAGntW38h5QJWAIeQODCmC1W7nxlcv54J4vinaOZquZ+HqxXHDP2eUaMz87n1v6PUD2oVxUv0oe+Xz30hQ2L9nKMz8/WGpfn9eH1+3FEecgpVky21aH5lgHmPzGtKizPpYHq91Ciy7N2LJsm+55v0/F7wvsuBUg3JSkloahkJmfzw5rkJ0/dQnbVu7guz0fIaUM8mM//aoTg9p2HtRBV6WlKIJW3Vrojr/y37W6dgJXvps/v5hV44S8oZM3MKggI288jaenPkD/M3rRunsLxtxxJh+ueJV6DZPKNd7vn/5NQa4zSAh7nB6W/7WaHet26fZxFbgZd937jE68gjHJV3NN5ztDUiYUp6oFvMVmwWKzMOCMPlz73CWRGU+jmFJpHjeqXyXzQDaLf19RZqBSSpNkBp/dD6sjuJ3FbmXsffqLdKnqmBpisC6OsZM3MKgE+pzcnT4nV075t3ULNusWAVFMCltX7qBll+Yh556+YBzLZ64qMgDv2pheKXMpL0IRfLL2dRq1aoCUEkEUAbgikF/epyKUgA1Yp3NpOeg9Ti871+9h8Cjd+KAgHvjidj669wt+//RvvB4fzTo05o53r6d195a67Xue0EV3kbHH2jjtihPKvN7RpsqFvBBiO5AL+AFfuKgsAwMDjRadm2KxhfplS6BR6wYh7ZfOXMXi6csrdE2L3YKUkoYtU2ncuiEr/lmNz1MiACgKSS0Cghpg3tTFCEUBNcLgL0mRd48Ms7s328w0bJ7Cgd0Zml6+BFaHhVZdm0V0OavNwm1vX8vNb1yFz+MrM4bB5rDx6Ld38/QFrwLg8/gxW02cdPHx9B/RK6JrHk2O1k7+RClldKVrDAyOUc664VQmvfZLsJAXmmqh88D2RYeyD+Xw9PnjWD13fdixhCLK9JYxW81c8eSFDDm7Py06NeXZsa+FCniIKheOEIKkBon8MO5nPn/i+6gLk6j+0i/m8/g4uDuD4RcM5r8pi3DluYt212aLifpNkukXpcA1mUyYHJFFCQ84ozdfbXuPOZMWkJ/jpN/pPWnXq3VU1ztaGOoaA4MaRkqTZAaP7Me/3807ohaQmsfN3rT9NGnbCIAnxrzMhkVbShXiA8/sg6vAzaYlW3HmukLUDEIRdOjfliZtGvLDuJ9JSI4j53BeheZvj7Fx/j2j8Pv8fP7E90GujJVGwK997uSF3Pn+9Sz4dVngjUEw9LxB3PL6VVVexCMpNZFRN59epdeoDI6GkJfAH0IICXwopfyo+EkhxA3ADQAtWuhbsw0MjiVyDucy96dFIQLZ6/Yy8cWfuOfjm0nfuo/Ny7aVmZnysscvoGO/ttx70pO6YftSlWxYsJln/tMKYZvMpkCJPEu5ipfEJsZw6WPncf5do9iyfBulbf+FAoqp7OyapeHKdzPjs395ZeYT5R6jrnM0hPxxUsp0IUQD4E8hxAYp5ezCkwGh/xFoWSiPwnwMDGo0ezbvw2IPFbJ+n8rGRVpkZeb+bMwWEx6n3ggaLbs0KypssWfz3rDtihsvC9UqiknBHmvDle/WtQ+E46RLh3LB3ZpXyq6N6boG5EKkCmo0LjVhyCpHMfJDezKY+MJPLPtrNSlNkxl7/zn0O61n2R1rIVUu5KWU6YH/DwghfgIGALNL72VgcOzSsGWK7i5aKIKWXTRjYpseLcLugM1WMwnJcTw99YGiY216tiIj/XDE2QpsMVYuffR8cg7lIBSFH8b9XGZNWcWssHPtbn754A+GXziYb1/8qczrVDS61mIzM3Bkn6j6HNydwY297qUgx4nf52f3xnTWL9jMTeOuYOSNp1VoPjWRKvWTF0LECiHiC38GTgPWVOU1DQxqO8mN6jFkdH+sJVIKW+0Wxj5wDgCOOAdXPj0WW8wRTxCT2YQj3s5dH97I1zveL9LdA1z19NiQ8UpDIOg8sD3Xv3Q5x50zQDe9cUlUn8qqOev48N7PubTlzexcvyfi65ktpe832/dpTXxyXJC/vdVmIaF+fNRBZxNfmFwk4AtxF7j56L4va33NWz2qeiffEPgpEDxgBr6RUv5exdc0MKj13P/ZbXxw9+f88dk/+Lw+GrVuyB3vXhfkwXHBPWfTonMzJo37mcP7s+k/ohdj7z+Heg0SQ8Zr36cNL//5OB/d9yWblm7VqlCVsom22i10Pa4joLl0+r2RqVWkKotUNBFnshTQrk8rDu0+jNvpIVfH8Ju5P5tJBz5h3fxN/Pj6rxzac5h+p/dkzB1nkpAcH9l1Aiz/a7W+t4+A3RvTadND3z++tmJUhjIwqMH4fX48Lg+OOEdU/aSU5GcX4IizhxQPkVLy3MVvsHDa0qBqR4pJwR5jRTGZePGPx4IKVX/+5HdMGvdLSHUke6yNlKbJ7N4UqvO32LQo0kgMuBabhbvH38TcyQv576dFIecd8XZenPEYXQZ1KHOssghnhLbYLHy17V2Sy0gQVxMprTKU4UJpYFCDMZlNUQv4v76Zw4f3fkFuRi4Wm4Vz7jiDK58aW+RSKITg4W/uZM6kBcz47B8QgoFn9MYWYyM+OY7+Z/TGagsO87/iiQtp2q4x378ylawD2bTo3IwR15zECWOH8Pjol8IIeTOnX3UiM7+ajTPPhdVmwe3Ur4jldXt59/ZPaddb39dcCIErz6V7LlrG3j+aDYu2BLl2Wmxmep3UrVYK+LIwdvIGBnWIv7+Zw7jr3g/KLmmLsTL6tjO4/sXLgtp6PV4+eehrpn00E3eBh1bdmnP7O9fRfWjnqK456/t5vHrteyG7/LikWH7YPx7FpJCfXUBMgoO0lTu4ffDDukZje5ydsfeN5tuXpoT41ttibPywfzyOWHtUcwvHz+/9zvgHv0YIgc/ro+eJ3XjkmzuJTYytlPGPNkYhbwODOk5ORi7PX/IGy2au0vWgscXYmJwxIWiH/sJlb/LfT4uCUubaYmy8veB5WofJwKiHqqo8f8kbLJy2DI/TU1TZ6qkpD+jm87l98MNsWBiaxtdiM/P5lnd45oJxbF2xPWih6ntaT56ecr9uVazy4nF52LUxnaQGiboFvGsTRiFvA4M6zmNnv8jKf9eGdZGUUpKXecSgmbk/i7mTFwYJeACvy8N3L02J6tqKovDIxLt4eeYTXPHkWG54+Qq+2vZe2IRtF943GntMcH4Yi9VMn1N6kNq0Pvd/dlvIfayes47nLn4jqnmVhdVupW3PVrVewJeFoZM3MKjl7Nywh60rtoeUICyO1WYJKiO4N20/FpslpGiIqkq2rdHPQV8aQmgul8Vz64Rj6LkD2bM5na+enoTJYsLn8dFtaGce+uoOAKa8Mx1VDfbm8Ti9LJmxgn3bD9CoVWiSNoPwGELewKCWc2jPYcxWc8iuvBBbjI2rnhkb5GXTpF0j3M7QnDKKSaFD37Yhxyubix4Yw+hbR7Bj3W58Xj9blm3jn2/ncdyYAWxdsV1XZ2+xWdi9aa8h5KPEEPIGESH9e5AF34M/HWEdDI6zEKL0lKwGR4d2vVqFdVNMqB/PbW9fy4kXHRd0fOLzk3WjTa0Oa1HAVVXjiHOwbOYqvn72R0Dzq3//7s/odUJXzBZTyJuJ1+2lRacmR2VudQlDyBuUiXTPR2beBPgAL9L9J+R/BPUnIZS46p7eMU9C/XjG3HkWU9+ejivglWIym4hPjmP8mteC1DQAa/5bz5S3fw9RiQhFcPeHN9KsfeOjMu+tK7fzzXOTQ1RGy/9eg8VmCRLyNoeVgSP70qBF6lGZW13CMLwalIqUKjL7XsAJBL6MsgD8u5H5n1Tn1AyKce3zl/C/D2+kXZ/WNGyVypnXn8wHy18JEfBSSp696I0QAQ9aoY/0tP1Ha8r8/c1c3TcQk8XEhfePpsfwLpjMJuKSYhlz55k8+OXtR21udQljJ29QOv7toOrlF/eA6zeIv/Noz8hAByEEJ186lJMvHVpqu01L08g+mBNulBCvl6rE7/PrewNJSf3G9Rj3z1NHbS51GWMnb1A6wk7YCsuicgJTDI4e+9L2YwmXDExKhl84+KjNZdgFg3WTpql+lYFnRZdZ0iA8xk7eoFSEqQnS3A586wkW9g5wXFpd06oQ0r8PmTsO3P9qC1XMRYjYGxDCUmbf2siBXYcY/+BXLPptueaF49b3wjnx4uNJaVr/qM2ry6AOnHX9yUz7eCYelxfFpGAym7hp3BV1Mr1AdWFEvBqUifTtQh6+HGQ2IEH6wT4CkfgSQtSul0Gp5iIPnQ5qJlpteQA72I5HqfdedU6tSsjNzOOaTneSczivqDiIUAQCzSe+8PeE5HgmbHyT+HpH35C+aelW5k1djNlq5oSxxx01w29dwkhQZlAhhLk5pP4FngWgHgBLL4T56BQtlmouqIfA1BQhKh7SLp2TAjaG4u55LnDPRfq2IsxV7yN+NJk+/i+cea6g6k9SlShmE0kpcfi8Pgac2YfrXri0WgQ8QIe+bY+Kb/6xiiHkDSJCCBPYjiu7YSUhpQeZ8wQ4fwFhBgQy7naU2GsqNrBnKaCTzVCYwLse6piQXzt/o26QlM1h5ba3rmH4hUOqYVYGR5Pa9a5tUO1IKZHu2ahZ96FmP4R0Lyz/WL6dyILvkM7fkDK4WKnMeQac0wCP5rIp8yH3TaRzWsVuwNwO0HsjkGBqXrGxayCtujTHYgvdy6mqSqM2DathRgZHG0PIG0SMlBKZ/SAy83ZwTQXnZGTmDag5L0Y9jprzIvLQWcic55E5jyAPHIf0LA+cd4FzCqE7bicy//0K3YOIuSjwZlAcM5hagqVHhcauiYy86bSQ0npmq5kWnZvRoW+bapqVwdHEEPJ1HOnfh/SnUykGdu8KcP2OFhgFWv04JxR8jfSlRT6OZy44JwJurb/MB5mHzLwRKb2g5obv6z9Y3tkDIEyNEMlfgLkDmrbSArbhiOTPCJSprFOkNqvPK38/SZueLTGZTZitZgaP6suLMx6tk/drEIqhk6+jSF8aMutO8G3XDiiNkTHng28zKPURMRdEbWSU7n/R1WcjwT0bzOF3hlLNA+9KUOKRBT9ACfWMhlfTmVsHoKlUSibQEmDtFdWc9RCWHoiUX5FqDggroo77+3fs15YPl79KQa4Ts9UcUvXJoG5jCPk6iJRuZMbFILMoqtasboe8VwMtTMiCb5CJz6M4RkY+sIhB+5MpEYouTIFz+qj5X0HuywE1iQoyTHCV9CELvgXnz+gvJnZE3D2Rz7cMhJJQdqMqRqr5gYWm6gVvTHx0ZQQN6gaGuqYu4voTbRccTkXjB1yQ84im/44Q4RiJ7p+MBOyn6faRnmWQ+4p2PZmnGVFxAXqqAje4fwPXJEIWEkwQfyfCUvFCzjUB6VmMevB05IF+yP29UbMfDDE+GxhUBoaQr4uo+0HqRzUGY4KAsTMShKkpJL4A2EHEgogDEYOo9zZCSUL69yLzx6PmvoH0rNAMtQVfob8rF9o4EeMHz4oo2tdcpG8L8vB14N+GtuB6wDkNmXlHdU/NoA5iqGvqIpYeIKwgfWU0lCCie4VXHCORthPA8x+g+c4L4UB1Tofs+7Ux8SLzJ4B9BKiH0X+jEOAYBdILrl8IDk7SvTKEUa9ItUBLu6DUQ5RiF6gpyPwJQMlF2A2eBUjfLi34zMCgkjCEfF3E0g/MPTRvGN1ddAARVy63QaHEgf30ot+lmgfZDxBsKHWCewbYzwGW6czDrwU6Oc4CTJQt5K1gHYaa8xz408E6COEYg3T+BLmvanYB6UOa2yLqfYgwlV09SEoJajpgiah9UR/fWm3xsvRAKEkR9QvCtxnd+xVW8O8GQ8gbVCKGkK+DCCEgeTwy/zNw/gD+Q0B+sRYBLZ25E/jTkEoyMvddcP8FShw4rkDEnB95XhrPfM2oWnLDLgu0HDHmFgEvn5K7V5cW8GRqAv4dhA5gBWHR3kisQyH79iNt3H8jc1/VxkAe6erbgMy8EZHyU/BUfDs1m4C5PUJYNHVS9j3gPwBIpLkjIumNkF209O1GFkwA7xpQmoNvOagZ2jOUXmTcLShxN0f2nAqx9ALvWkLsDtIdCNYyMKg8DCFfC5HeTci81zQdtSkVEXszwnGmtst0TUMWfAlqDthPBUt/8P9aYoSAd4tnDvLQQk2/LnMAr3Yq9zmkbxUi8dkIZ2QKf0rYEfV/QGbdB+4/CRXkbvBnFjse0NWbu0DcDQg8SFWBnFtL9PNzxF+/xHHfVqQvDWFuo8UJZN4Mvi0B7x4FGfcA5D0fMAIH8K1BHr4YUv9FBIKlpHcj8vBFAfuGF9CxX+R9gLR0RdiGhX8GJR9J7DXIgq91zliRvt0Ik1H9yKDyMIR8LUMz2l0Y8DOX4DuMzL4fmftcYIcpKRKY+VvLGE1F83op6YnjBOdU1NhbEKYGCGFG+g+BeybgB9tJoDTUEpb5dyPNbdHNOS8cCMc5COEA2/FI92xC1TYSyC7eCUyNIPlrhBDI3Oeh4POIn482hBnUTFTfbjh0IRB4LjKgTsp9QqeTBPUg0jUd4RilHcl9VgvUKhUnMv+LqIS8Nqaed1EeZF6OGnsdSvz/Ih/PwKAUDCFfy5C5b4EMqCiK8IBakUhQPcOoCodOQeJHiiYgD6Lt2CXwgrb7x3PE593cCnzbtBpy0o9mWL0QrIO087ZTgecimIsK/p2QcSZSSQyoNaK9HR+yYCq4vke/4Ek4/b+EnGdRfZsQMZeAZ1lk11MzQ0eSqpbxsmCi9nnZz0TEXq3ZM9xzShnMA/mfIB1jEOaWkV3fwKAUDCFf2/CuJGylpsq90JEf5Z7Q0yVdNH1p4BiLlqbABY6xCP8u5OHLkP59mvA3dwPfCso2svrBn1Z2s3CYWwd87cvxnGQm5E8IuH7aCPXXL4mtKEZAqtnIgkngWwfebeDfQtGbS/4HSOcvkPprwP3UFD6MAQnuWWC+Ivr5GxiUwBDytQ1TM1D3VuKAhX8CZblbloUbnF8E9PsSXL8iMZUYd2cFrxEhvg2UIkEjwKMtYkoqqD7CeyjZwdQQEXMp0rcDmXFB4C1Lr70X1O3Iw9dA0tuQU4q9Q5iM0ooGlYYRDFXbsA5AX59bXgqFoR1t51rR4fKBgsC4FV04yqKKE2ypGZr9ASuIeMAGlgFgHwXWwRB/N6L+FIQSh8x5MmC8LiOC2LsUnD8h6r1L2GAwKTWjuYFBJVDlO3khxAjgTTSF7ngpZXR5aesoUnrAuwowg6W7VpSjDNS8TyD/U0J3qQrlV+EU6kRMYOkN3uWEJgarqYTbrZd8gygvZkTSq1plKl8amFtqUb96eBYQ2Wfgh4LPEQ1mQcNFyJxx4PwGsATsGSoi6XWEUrEap1J6A3V5HWBuZ2ScPIapUiEvNMn1LnAqsBtYLIT4WUq5riqvW9OR7tnIrLvRhILUXs2TPkBYe4bvI52Q9xahboPmgJtkmpbOoNy4wbugAv2rCkH0qhc/2p92RQS9APvpmjulqZH2r1TMRGxEkFoqZSHsiMRHkPG3BoyxJrAN04yzFUC6/kFm34eWDM4PpgZQ74M6V9rQIDKqWl0zANgipUyTUnqAb4HRVXzNGo3mt32b9mov8zT1hpqBzLxay0gYDt82TVcbegLUA4jkCVSKuqXG4SD6vUglqYosfSJv6xgFRJJJUgRUbsWQPqRnKTL3JeThsaj53yPDZeosA+nbqaWYLvz7wgn+ncjDVyDLTHNhUBepaiHfFNhV7PfdgWNFCCFuEEIsEUIsOXiwYgUhahLStwWZ/yXS+XOQ8JbOX9B/rZcBP/RiR6RELfgJ9eBpyMOXhvfZNjUBV8CHvc5RQNXr9vWQ4JoecWsR/zBYugCOQNplB5jaoi28hV8zC2AHfzrqgeNRM29D9SxHZowG5/eaQd23WQtGy3myfLN2fk/o85Ja4JdnXrnGNKjdVLVOXk8RGPTuLaX8CPgIoF+/fpVQvqh6kVJqX1DnZO2AMANPQr1PENbegYRdOhkipRfU7OBD+R9D/rthCmwU4kDE3hDQ7xt616hwXKEJ17DG0si/HkKJg+Tvtc/Bt1UrCG7pAf6tyPxPtGPSDL5VAe8ftEXd/U9ghOKC2amVVoy7BVGmmqgE/v3oL4oyECxncKxR1Tv53UDxZCDNgPQqvmb14v4bXFPQjJdujpS2uwkpfQjb8WEKbChHAocAKd2lCHiBtmNMhISnELaBgYRhhrNUVDi/pFRvGMc5UQ0nhEBYeyJiztX+FwJhboeIfwBwgG8JwQu8iuaHr+OLL6zgjd50pUXe6mQWlX4tcV0lIb1rULPuQc24GDX3baROQJhBzaCqd/KLgfZCiNbAHuAi4JLKvID0pSHzPgTvai35VNyNCEuXyrxEdPNxhitt59E8V6yDNV2vZylHjKgOcJwRXBDDv5ewO3OlISL5SzA1LcqzIswtkPEPQO5LxfoVesmU8oIkkgBvII9LrX+RipLS7ldBOEYjfbsBF5jaRJ6wreRVMm8Db4TRs0X4IzD2FruGVEE9gDS3R/dN0Tqg0lIYa2mlHwhcRwXvGqTzW6g/FWFKqZRrGFQeVSrkpZQ+IcRtwAw0v7ZPpZTliFMPM753HfLwJYEAFFXLqOj+B+p9hLANKrN/lRB2RyNA+jRBUe8jcP2MLJgCwoyIuRBspwc3V1IC6QF0MLfSDXlXYi9D2k8O6OcF0tITsu8B/x70IzdtEPewlhLY8w/HnpAvBRGv6coLC5QLMzLmKoi9Hpw/gfNHtNQN5yFiLgxbvk/69wSilEuzK5T0IDKDqTWYO0c0VdX5O+Q+DWoeRYK3JN41SOmPyFW3NKT0Qc7jBL8BuUHNQuZ/hEh4uELjG1Q+Qsqa88Xu16+fXLJkScTt1YzLwLso9ISpLUpq5EazykJ6liEPX47+63csosFChLCWPY6aB8KKzHkGnFMJ/kLZEVEsYlJK8C5HepZoxbZ9G7TUvUpbcJyg5bxxTkZ393dMEy7HvUBTixWeU8DcFVF/kq4vuvSsRGZeHfB00cMBsdcFDK/Z2rjWAYikcQglOXQ86QTXP9p41sGgHkIevpIyg7CwI1J+Q5ibldGudKRvCzLj/OAMnoWYWqKk/lmh8Q3KhxBiqZRSVx9Xu9MaeFfqH/dvQ0pPRAK1MpG5L6C/YxaIxHG685Guv5F5b2jFIpRG2luJGlDVmAdoib3cfwJ+UJIh/tGo3lKEEEhLb02Qe1eh7ShNoK6B/E1owr3mLPQ1h1KSmAWdU8G3GnlgABI/WHoh4u9HWDohpQfpnlVKJksrxN+PEnspMu42rYCJiAkbCCU9K5CZ12hzkKp2baUhkQWvqaDER9CuDEQCYSuOVTCAy6BqqN1CXknQz74obFTLrXnXhzkhwTY05Kjq/A2yH6RoF+bfEtzANw98ApTWkPAQSDdCSYz+tdszS6vCVLTbK/ySlieyVQGslF4ovDxjpgJZ5ZxTDUAGPKM8c5GHl0L9ycisB8C3mtDnZALiIOUXFLOmdxdCQLhoWrQIVpl5Q+gbgbpLZ/ySWME2FKEkRnFD+ghTA23T4F1KkApKOBCxV1d4fIPKp3a7Y8RcTagngR0cF5XbSFYhwu1kRBwlFx0pZcBIWtZrtgQ1DbKuh5wHkVk3IQ8OR/q2lNGv2AjOKegX2CgPCiQ8A0qrShoP7Q0m5QctS2VdQDqRh2/S3CVDBLAAy0BE6rQiAR8RnqXovyVKwrvOxgI2sPZFJL4c+bXKQNR7UyvqgiOQ08cKMVeBbUSlXcOg8qjVO3kRew1S3QsF3wUKV3u0UPT4e6pnQrHXQ+44ggWqA2Ku1NHXeqNPQ1C4i5MFWjbD1H8jW8wq1e7ig5xHiEyHLzTdv7qLUnfo6mFw/Qy2E8G3tJLmWc2oO8KckGBuHHFN2SN4CC/MFW3cIoOrA2IvR9hO0DyxKrlmrFCSESmTtI2G/wBYupSv1q3BUaF2C3mhIBIeQ8bdodUINTXTNVYdtfnEXK75C+d/eqR4RsyFiLjbdFpbtF1Q4Wt+VEgt/4l3JVh7l93ccRa4/yC6iNjScsaEE/BWLT2vdIKlIyLubrB0DRiQfyylnwsKvkGkTEXmfwCEM1LWEUytou9j6afvbSViIO5Ozd7iWajFTjgugJgrEErVfr2FuZ1Rk7YWULvVNQGEkoiw9KhWAQ+aXlWJvxPRcAGi/k+IBgtQEh7R1Z8LISD2JnQDVyK7WikeGyVwzUZfYJem15dlnNfvI2IvRWm4ACX580BAkBkl8SmIf5RSc+uo+5GHRoG1D5j7ou0/zGDuTmQ5YWoLAuE4L/peSgwkPoeWnjggvEUMWPoiYi5HJDwRKMy+C/LehIPHoTpnVOrMDWontXonX1MRwqFVJyqrXew1SHyQ/yFIt5aNUmkG/o2UmbZW+rTUwHqnpEsrXK2kIH07S6mSVMrOXsRoNg/3TPBtIjIjqwmsw/WHU+KQwkxRnVW9uaj7wHNAew6xN4NzIvjWhpl7VVPoCWWifPYME9rXq/j9Coi5sdwBQ4pjJNLSHemcDGo2wn4iWIcihIJ6+OaA91RAby+dkH0f0twUYakjtg6DcmEI+WpECIGIuxEZe522KxfxCKEgpVYcWvORN2mqGZkZiKQNeLfEP6ybklbN/xzyXgv0c1KUzjgqLGBqgYi7BRF/J9L5KzL7UbRkYbp3Atg11ZSlPQBS+gEfQgR277bh4YO7gu9A88HOf5fqEe4AJrCPQMTfCzIfmTE2sDiFW6AE2luKS+uLBeIfB/82KPgK7fkrEHcLIvb6Cs1MmFsi4u8KOiZ92wK1cEsaZj3I/AmIpHEVuqZB7cYQ8jUAIUyaLrXodwci7kaIuxFAKzDi+hXp+gOU+oiYixCW7iHjSPcsyH2NinnSCLAOQyS9eiSK0346FCbZCvIGCmj7lCaQ+BzCOkjzDc95AZyTAC/S1BqR+DTC2h+Z+Bpk340m9LwcWXzCFBKvNvzgnguJr2hqtdSZSOdP4JwSKMRRHAs4rkTYj0O6ZoISj3CcgzC3AUDG36ElBlNSqi5uw38AhCUQ+V0cVVPfGBzT1OqI15qMlIH0rsJe4VDySFEPXxGoUBQJVjQhXVIw2BEpkzWjWjGkdCHzvwkULim5o7dD/D0osVeiZt4O7n8J3vXaEfV/RFjaa4Zp10yQbqR1IGSMIjqBbkXbOYtADdYqFGJxd6HE3Rx0SPUsgpznNEO/kgKxNyIc51dr5SWpZiEPDCX0TcMKsdehxP+vGmZlcDQpLeK1Thheaxqq8w/kwROQB/ohD/RFzRkXUF9UMf4DkbUTSVD/Wy0PPcV3lw6wnxwi4CFQxSjmHPR9tTXvGOnfryPgQVMbfKyNo9RDxFyAiL0M4U8jqvTIShNEw2WIlOmIhgsR9V4ntE6qnfIbs0uQ/5FWRq/4FKwDUFKmojRcgZI6EyXmgmovrSeUJIgtGTNiBhGHiL2immZlUFMwhHwlI93zIfveQGoCv7abL/gcmXsUStvajqNsDZwDkfg8iqUbov4kiL0WTC3B3BHiH0Akvhq+q/QQ9k9GOpG+7WHOq1oxjJJdXNPRN/4G9NpB2CH+XoSwIszNNJWWpQei3nva/FG0NjEXQ/KX4e8hGqQP1JzKGauKEXF3IRKfA3NXTX3muACRMrXaPc4Mqh9DJ1/JyLx3CFWBuKDgW2T83ZrnTRUhYm9EOn8NuFYW7kAF2q7OphUmibseYT9FO6PEaUa8Eoa8sCgNwZSq5dkJwqIly8q6C317gFkroBEy4Th0i5ALhxZB6fod/Du1+If4uxD200OHsB2PSP1TS9yFtUg1popUkJFWGgsTEyCsUAmpAI4GQghwjEQ4Rlb3VAxqGIaQr2z84SIdFfAfgkqOPiyOMDWAlF+Q+ePB/R+YGiJirwOlPqiHwNK1QpGJQghIfEVLkiX9aMFNDjDV1/L5yzCVh4RNm0fJw44LkM6fCV0UFUTcTYj4O6KYW4nFM/ZiyPuoxNgBXX7QomIH28ng/qtEWwfE3lKUr9/AoLZi/AVXNubO4DlIyM5QCDA1jHgY6foLmfcW+NPB3BERfy/C2qvMfsLUIExO744RX7vU8a19IeV3ZMF32oJmGQjWvpBxLvpeMrGI5G91Q+uFtScy7k7IeyNQJjGQxjfpbWTBN1ptAKWRpr/X8SYqdZ6xNyK9azUvGcwgJCgtwdxEO1aYBsN2IiLpJfAs1FRqvrSAQfUWRMxF0T8gA4MahuFdU8lI71pkxsWE7ArjbkWJuyGiMdSCnyDnCULyyCd/hrD2qcTZVg7Sl4Y8NAZdVY2pDUrq76X392eAZz6IWKSlBxweGzAiuyiKC0h4BiVmdDnmtgW8G8HUDCw9tNTL/r3g2wbm1ghT46jHNDCoaRjeNUcRYemKSP5CyzUiHGBqAQmPRRwEI6UKeS+jp9eXuaUYRasTU6swucptYD+rzO7CVB/hGKlFcDq/CxSjLrx/Vfs590ktXiBKhLkdwnFWUc1V7XqNEbYhhoA3OCYw1DVVgLD2QtT/pnydZW54jw7fhvJPqgoRQoGk15CZ1xfT1ceAuRki9proBnP9gX5kqdDy9Vt7VnzCBgbHEIaQr2mI2ED0oo4/eg3eeQrrAEiZgXT+CP50hHUw2E+LPsozXE5+6dOKxBgYGESFIeRrGEKYkTFXQv5nlMxLr5+yuOYgTI0QcbdWbIyYK5DeZYG8O4UogeLlZSd9MzAwCMbQyddARNwdEHOFptPHquW1iX8IYT+juqdW5Qj7iVrxFayaH72IAVMrRL0Pq3tqBga1EsO7pgYjpSeQnTLxqOW/qSlINVNLnavUB3PXak8dYGBQkynNu8ZQ19RghLCCODbD0oVST0tPbGBgUCEMdY2BgYFBHcYQ8gYGBgZ1GEPIGxgYGNRhDCFvYGBgUIcxhLyBgYFBHcYQ8gYGBgZ1GEPIGxgYGNRhqkzICyGeFELsEUKsCPw7s6quZWBgYGCgT1UHQ70upayh+XENDAwM6j6GusbAoAo55M5le94BfKpewXIDg6qnqnfytwkhrgCWAPdIKTNLNhBC3ADcANCiRYsqno6BwdEhy5PPwyu+ZVXWDkxCwaqYeaDLaE5pHF0ZQwODilKhBGVCiJlAI51TjwALgENohT+fARpLKUutIGEkKDOoK1wz/3025OzBJ48UDbcrFj4ceAOdE5tW48wM6iJVlqBMSnlKhBP4GPi1ItcyMKgtbMs7wJbcfUECHsCt+nh4xUQaO5LoV78t5zUfSKI1pppmWTPxS5Ufdsznx50LcapeTmzYhWvbnkSSNba6p1ZrqUrvmuJljMYAa6rqWgYGNYlD7lzMSmhqaIlkj/MwSw6n8enWf7j4vzfJcOdWwwyPDnleF/td2aglFrvSeGLV97y36Q92FBzigCubH3cu4op571Lg0ysJaRAJVamTf1kI0QtNXbMduLEKr2VgUGPoEN8Yj+ortY1H9ZHlyeeztH+5p/OoozSzo0Oe18XTqyfx38GNKEIQZ3HwcNcxDG3QqdR+O/IPMWv/OtzFnp1P+sny5jM9fTnntRhU1VOvk1TZTl5KebmUsruUsoeU8mwp5d6qupaBQU0i0RrDpa2Ox26ylNrOJ1XmHKiZxdkrwv3Lv+a/gxvxSj9u1UeGO5dHVkxkY056qf3WZ+/GJEJFksvvZenhbeWai5SSddm7+W3PctZl76YmFUk6WhhFQwwMqoCb2p9Ku/hGfLN9Lofd+exzZaInXuLNjqM+t6pkT8FhVmftwCuDXUbdqo+vt83h6Z5jw/ZtaE/UPW4RJprFRF88J9/n5s4lE9iUuxeBQCLpEN+Yt/pdTYzZFvV4tRXDT97AoAoQQnBq4x5MGHwLU0+4j77JbTCX2KXaTRYubnVcNc2watjvysKihO4dJZJdBRml9u1VrxWp9gRMJcSSWVE4t/nAqOfy5obf2JCTjsvvxen34PJ72ZCzhzc3TI96rNqMIeQNDI4Cz/W6iHbxjbGbLMSabVgVM+c2G8AZTXpV99QqlTZxjXTtERZhok9ym1L7CiF4v/919KzXEoswYVXMNHHU442+V9HIkcTve1Zw3uxxDP/zSa5f8CGrMneWOt709BUhc/GofqbvXR79jdViDHWNgYEOG3PS+Wb7XNILMulXvw1jWw6pkBtfPWscXwy5lS25+zjoyqFDQmPq2+IrccbgU/2YhFKtRc+TrDGMbTmYH3YuwOX3AmBCEGO2cXHLIWX2T7En8MHA68nyFOBWvTSwJSCE4Lvt83h30wxcqjbmyqwd3Lr4Ez4YcB1dk5rrjuWV+sZvb4TRxwddObj8XprG1EPRsRXUFgwhfwyT63SzNyOHxsnxxMfYq3s6UbFjfyYvffc3izfuxmYxcfbgrtwxZih2a8X/pGftX8ejK7/Do/qQSNZn7+anXYv4asjtpNgTKjR2u/hGtIvXix+EbE8BE3f8x5wDG6hnjeWSVscxJLVjmWPOPbCBcet/YY8zEwVBgsXB2JZDuLT10DKNv1XBbR1G0Cq2AV9vn0uOt4CB9dtxQ/tTonp2ScXiB3yqnw+3zCwS8IW4VS/vbf6Dd/tfqztG/+S2LMrYiixmDREI+tdvW+q1D7iyeXD5N2zK3at5B5ntPNn9AgaktIt4/jWJCkW8VjZGxOvRQVUlr/04ix/nrMJsMuH1+xnWvQ0j+nWkbZMUYuwWkuNjMCk1c/dyOKeAMU99Rp7TTeGfr9Violfbpnxw53kVGtsvVc785wUyPflBx81CYXSz/jzQdXSFxg9HjtfJpf+9RaY7D0/AaGlXLFzf/mQubz0sqK2UEolEEQpLM9L439LPcZcQgAqCzolNGT/oJl2PldrEAVc2580eF+RaWUiSJZY/Tn5Et9/O/ENcs+B93H4fbtWLTbFgM5mZMOgWmsfW1+0jpeSCOa+zx3kYf/FoZZOFicfdSdNyGICPBlUW8WpQO/nizyX8OGcVbq8ft1cTKDOXbWbmss1FbRTg9nOO58rT+1fTLEPZdTCLxRt3sWjDTtweH8X3Jx6vn1Vb09my5xDtmqaU+xrpBZk4/Z6Q45q74/qohLyUkrXZu9ldkEH7+Ea0DbODB5i0Yz6ZnvwiAQ/gUr18tHkmY5oNIM5ix6P6eGfj70zdvQSX30PbuEbsdWaGCHgAFcnW3P3MP7iJ48vwTy8Pm3P3MnPvagBObtSdDgmNy+hRfpKssQj0VVBNYuqF7dciNoVJQ+/h591L2JSTToeEJoxu1q/UKOOVWTs45M4JEvCgvU1M2rmAOzvVvozphpA/Bvly5tIi4R4OFXhzylw27jrA89eddXQmFgYpJeMmzWLSnFUoQuD1+fGroW+gJpMgbV9GhYR8nMUWNmNkjtcZ8Tg5Xie3Lf6EHfmHEIBfSvokt+bx7ufxRdps/ty3CpNQOLtZP65oPYz/Dm3SN1gqJjbmpNO3fhseX/k9cw9uKGq3JW9fqXNwqV5WZe2odCE/fstffJ42G29gHt9s/48r2gzl+nYRZTmJGqti5oKWg/hhx4IglY1dsXBDu5NL7ZtkjeGKNsNKbVOcg64c3eM+qZLuDMmvWCswhPwxSFZe5MLq96WbOG9YD/p20DduHQ3mrtnGT3PX4CljYfKrklYNK/Y6Xc8aR5zZTpa3IOScT6rszD9Ei9iyF5EX105ha+7+IH/xpRlbuWjumxT43EXHv0ibxdKMNFKs8QgI8aX3qSr1bLHsd2Yx+8B6fDLylMU2YaZBGN/z8rI97wCfp80KUp24VS9fpM3m1EY9aBXXoFKvV8gtHU7HLEx8u2MeXtVHkjWWOzueGZHNIhq6JDYLyTkEmrpmQBm6/JpK7VbWGZSLaL0vbnl7MplRLAyVzeS5q3F6QlUSxbGaTXRt2YgOzVLDtvH6/fy7cis/zFrJ+p37w7ZLtekbCK2KiawSuno9fKqff/evCwkI8kg/2d6CoONu1cf6nD0MSGmHTQk2kppQaBmXSpu4hqzM3BGVgAcwm0yc1rhn0e+qVFmVuYP5BzeR53NFNRZob1Q/7lqETw0Vgn6pMuvA+qjHjBSTULi5w2n8fcrj/HHSo0w74UFOb9Kz7I5R0jQmmRGNe2Iv9llYhIlkaxxnNulT6dc7Ghg7+WMQi1kpU11THK9PZdQjnzDpiStplFxxt798l4cv/ljC9CUbMJtMjDmuGxed2AuLKTSpFxB2rorQohitZjMjB3Xm7vOGF51bvW0vv8xfy7Z9h4m122jXJIUp89bg8vjwq36EEAzs1IJXbhiF2RS81xnWsDM7Cg6FqE9UJO3jy9Y9+6SKSuRJufxSxaf6ubfLKF5b/ysCgU+qtItvyCt9LgdgXc7uiMdTEDS2J/F870tIsGgRtRtz0rlp0cdFib4UoXB7hxFc0vp43TFcfi97nZmk2OKJtzjYlZ/BnUsnsN+ZjV/n3oQQmIWJPJ+L3/esYGNuOu3jG3Nmk97EWY54bnlVHwdcOdSzxpYr6tQklKDxqoKHu42he1ILvt85nwKfh5MadeXKNifgMFur9LpVhSHkj0GO69qav1dsiapPgcfL65Nn8dJ1Iyt0ba/fz9WvfsfO/Zl4fJrwfv/neSzeuIu3bj1Ht8+ZAzqxcusenJ5goWu3mpn58o3YLOagt5P3fp4XsDscaT97dVrIuAs37OT7WSu55KTeQccvankcv+xeSpa3oEjQ2xULo5v246EVE0nL20+qPYErWg9jeMMuIePaTRY6xjdhfc6ekHMKArWEUsYsTDRyJDG8YRdOb9yTrXn7SbA4aBZzxAPE6Qs1BpfELEw0diRxQ7tT+HTrP1y74APqWWO5ovUw3tzwG75iwtkvVd7c+BvdkprTo17LouNSSj5L+5cJW/9FEdpic1rjHiw5tJX97pwgd8SS99U1sRnnzR6H0+fBpXqxmyyM3/I3EwbfTNOYZL7d/h8fbJ6JROKXKiOb9uHuTmdxwJ2Dw2SlnjWWz9NmMT19BSahcEmr4zizaZ8Q76A/967i063/kOHOpWtSc27tcHpYt9TyoAiF0c37M7p5zXE6qAiGC+UxyP7MXM54eHzU/RxWM/+9eXuFrv3n0k08+eUfON3B6he71cz4uy+kS8uGIX18fpXb3/mJVdv24nR7sZgUFEXh2atGcHKf9kFtdx7IZOyzXwUJ+NJo0ziZSY9fGXI821PAdzvmMffgBpIsMex1ZbMj/2BQG6sw0zu5FSBoFZfK2JaDiwTzppy93LjoI7yqH4/qw6ZYsJsseFU/Bf4jaXMVBCm2eKYMv083PXEhf+9bw5OrfgjxFRdou1uTUDi5UTd6JbXk+XVTQ9qE+5bXs8bydTH//2m7l/HSuqlB17EIE1LKoEWiaP6BHfy9nUcx68A65h/cFLSIKQgGprRnZNM+PLPmx6IAqcJxCwW4X6pIZIg+vG9yG97rf23RIv7N9rl8sPnPoHHMQuGDgdfTI6klxyqGC6VBEA3rxXPb6ON4Z+p/UfVTlIpHUi7fsidEwIPmu796215dIW82Kbxz+xjmrd3O3DXbSIp3MGpgF5qlJoW0nbtmW1SZBr0+fVVQojWGG9qfwg3tT+HeZV+yK/9QSBuP9LEwQ3sjWnp4K1N3L+atflfTq14rOiQ05oehdzNl1yK25u6na1JzRjfrxz5XFk+u+oHtedqC0SWpGU/3uLBUAQ8wrEFn2sQ1YGPO3iJ1iQCOS+3Ia321Rcqn+hn25xMhfUt7GpmefM6b8xrvD7iOLonNmJD2b8hCUtK2UJyWMSlc3eZEpqUvK3oWxVGRLMzYzH5nVpBgLhy3tLEBlh3exvLMbfRJboNH9fHR5pkh4/ikyq2LPuHXEx40irDoYAj5Y5RrRgygWUoiD37yW8R9TuipH/GXnpHNB7/MZ/Gm3STF2bnilH6M6N9R18DbuH4CNospRM9uMZtoWE/T9y/asJMPpy1g18EsOjRL5ZZRQ+jSsiFDu7dhaPfS859YLeaIFyOr2cSIfqW7F+Z5XSG7Uz18UsXnV3lg2df8OOwe4ix2UmzxXFfCxS/e4uDr4+4g05OHSZiKdOag7Wb/O7iRJRlbSbUlcEbT3qQEUh8IIRCIIH24BBYe2sKyw2n0SW7DoowtIf7dkeD0e7h2/gc823Mshz15EfezCTMuv5cnVn9f6tMxCxOHylkcRSL5ZfdSfty5iPmHNlGgE8MAmgF74o7/uKn9qWHHcvm9/Lt/LenOTDonNGVgSrtS0xXkeV14pRaP8caG35h1YB2KEJzWqCe3dxxR5baBysJQ1xzjqKqk361vRNT2m4cvoVPzIzttv6ry2qRZTPxnRVA7u9XMZSf35ZazQ3OVZOYWMOqxTykotptXhCA53sG0569jzqo0Hp3wO65i6ha71cz7d55HzzZNypxjZm4BIx4eH3aHXkiMzUKTlEQ+u3csMXbNoJbhzuWnXYvYlLOXLonNOKd5fzyqj3NnjyuzCEhx4k127ux8JqqUdElsFlGgkNvv5eZF49matx+n34NVMWMSCq/3vYI+yW2Ykb6Sx1d9pytMO8Q35tPBNzNr/zoeW/ldmQtSOOyKhfbxjVidvUv3fHG1j1WYsZss5Ptd+EuRIRZh4vQmPTnkzmXBoc1h25WGVTHjU/1l3lf7+MZ8fZy+OnFn/iGuW/ghHr8Xl9+LzWShZWwKHwy4PsQAfNCVwxOrfmBl5nZAW2hUKYuubxEmWsal8tWQ22pMThtDXWMQwupte3l7ylw27j5IakIMB3NC/cJLctXL3zH+ngvp1kozcr310xy+n7UypJ3L4+PLmUu4/JQ+RTlxNu85xK8L1uHy+Lj9nOP5auZSDuUUIKWkdeNkXrpuJGZF4ZUf/g0S8IXjvTl5Dp/eOxanx8vKrenYLGZ6tGlMVp6TxRt34bBZGNy5JV6/CqUIHQGcPaQrg7u05MRe7Yo8etLy9nPdgg/xqD48qo95hzbx1fY5fDrwZhItMRx06wfJ6JHrd/H8mp+wmswgYUD9trzY+9JSVTKTdi5kc+6+oujVwkXlziWfcVrjnmzJ2RdWxG3K3cuwP56gZWx499FIcKleEkrZnTZ31CfX5yLTm49X+vH5She8VsVMq9hU7up0FnudmazI3I7b7wtrvA2HLCZgSyO5lARyT6z6nmxPQdG1nX4PaXkH+HTrP9zWcURRO1Wq3LjoI/YWZOIPc02v9JNecJjFGVsZmNJet01NwhDytQQpJTOXbebLmUvIzHMypEsrrjtjIKlJcVGPtXrbXm58YxKugLdKpC/SHp+fhz6Zxi/PXIvL4+P7Wat0I08BLCYTm/ccok/7Zkz8ezlvTZmL1+dHlRKH1cLwHm24dfQQLGYzDQL3UODycChb3w99w64D/LZoPc99/VdAHSORUtOpW8wmhBAoQnBq3w6lxgHE2K2c3Ls9x3drHXT8xbVTyPe5ir7WHtWHV/Xz9JpJ3NFxBM+t+Qm3GrmAUpFFuuOFGVuZuP0/Li8l8nJ6+nLd9ARu1ccve5ZGdL1t+QdKbaPn2VOSlVm7sAhTiK7cKkwc9uYXuWDKMp6EGYV7Oo/knGb9EUIQb3HwyaCb+GjzTNZm745YfdMsJpndBYfLbKd54+i7g+Z4nWzM2RsyY4/qY3r6iiAhvyQjjcPuvLACvhCv6mdL7n5DyBtUHh/9toDP/1hSJJgn/7eGmcs28/1jl1M/IboUuG/9NLdonGjZcygHn99PZl4BpcVUef0qDZLiyMjJ582f5hS5SwI4PV5mrUrj7CFdGdT5iEeEzWrGZjEHqXIKSYy188xXM3W9Zrz+I3royXNXlzp/VUqS44OrMfmlysrMnSFfa4lkVdZONuSk07NeS1JtCWzO3Uta7gFdX/FwuFUvE9L+Yf6hTXRPasEFLQeTZIlh5r7VzNy7mhizlUx35LrwqsSj+hjdvB9Tdy0pEvR2xUKCxUGuzxWxKqhlXGqRgC+kfXxjXulzOZty0rlx0cfk6xTnTrbE0ju5NfWssVzd9gTGb/mHvQWLyxS6LWNTGJzaQfdcNCrpdGdmRPdoUcy0CJPkrKZRMxRKBqWSW+DisxmLgwSz36+S53Lzzd/RF0DYtOdg2Y1KocDtJSUhNmyWSgF0b92IZqlJzF+/IyTYCDRBXzwhGoBJUbjohF5YzcFqDbvFTOtGyfj80UV8hsxLQKN68XRuEezBoyCwlKJK8ag+VmXuwCy03Wl50vfm+dwsOZzGV9vmMPrflxn25xM8vup7Zh9cz4y9KznoKZ9hMhoiEV4e1cfknYuKBHzLmBRu7ziCc5r3x+0vPeq4OE6/h8WHt+qeS7ElhM3p3imxKS/0voT7u44m1Z7Ixa2G6FaaKo5dMXNxmF08aJ5SHeIbhSQ5syomRpSImu2S2LR0dyS0t4Z61lgGp+gvKjUNQ8jXArakZ2DWiQb1+lS++XsZn/y+UNctMRyFXiwlsZgVerZtQrPURCw6ghnApAhibFYsZhM3nDlQN397r3ZNGHfjKBZt2MlH0xbo7swVIUL6ur0+VqSlo5bYebm8PjbtPhhWNRQJihB0aJrKu7efG6LOEUJweuOeWER4Qe9Wffy+dyXt4huV27AJR9wGi/uDHy3Xh0gdYIvf346CQyw9nIaUMqR8YXFiTFaUYldId2Zy79Iv2aRTvDvZFsfxqZ2wlhDedsXCVW1PCKhRlvPkqh+Ynr6CR7qdGzbVhE0x0yQmmdMb99Q9X8j/Op2F3WQpWsxjTFZaxTbg2rYnBbXrkNCEPsmtg1JMmIWCVTEXxSQcl9qR8YNuLNPttaZgqGtqAamJsfj8+uoBt9fP+N8W8ufSTXz5wCVYzOH/8DJzC3j/l/nsPxy6a7RbzYw9oRd3jhkKwOQ5q3h+4t9BAlcRgguG9SjamV92Sl+S4hyMn76Qg1n5tG6czK1nH8eQrq2Yt247937wS4gRtRCr2cTIQcHRol/8uYS12/fr3uvh3PLlzunQNIXjurVm5KDOtG4U/vX67s4j2Zl/kI05e0P8xAtRpWYHeKDL2Ty5elK55lNd2BULftSQHbRAYBYKqpRhVVB/71/Lfwc2BqVBLonT7wlZrFyql0+2/M1LfS4Laf9kj/N5ce1UZu5bjQBizXbu7TySDvGNuWreu+xxaimfzcKEIkTIwi+AOLOdK9sM5/wWg0p9u5q0cwFvbPgNERjCJBTOazGQWzqcrptr/5U+l/HVtjlM2bUYj+rjxEZduaHdKcSZ7QghKjU/f77PzTfb5/DH3lVYFQvnNh/AOc37V+o1DCFfC2iWmkTXVg1ZnbY3SP9ciNvrZ9fBbP5avpkR/fX9vgtcHi594RsO5eQHCVEhwG6xMPaEntw6+khR6THHd+dwnpNPpy9Eouk1Rw7qyl3nDy/WVzBqcFdGDe4acr03fpytK+AFmk/8zaMG06l5cMbCn+evizhSNRISYmw8ePFJ9GzTJGT3fjArjwkzFjN//Q5SEmK58rR+fDzoJjbmpPPs6slszA3dgabY4jnoymHhwehSQhxtirs6mlAwKwojm/XlpAZdeXz19+T7XKhS0jI2lRd6XUK8xcGbG6YxLT286s8dppReIeHeRuYc3ECO1xkUDwBgN1l5sscFPNBlNLk+Jym2eBShMGHrP+wqyCjKcumTft3BJdrb1RlNepeaA2dn/iHe3PBbiAvsdzvmc2mroSTbQh0XLIqZq9ueyNVtTyz1niuKV/Vx3YIP2FWQUTS/Nzf+xtLDaTzf6+JKu44h5GsJr914Ng9/+hsLN+zCr5MF0On2snD9zrBC/teF68jKd4bskq1mExPuG6ubvfHyU/py6Ul92J+ZS0piLHGOyBNKbd+vn3tbApMev0I3WlXVua+KkFPg5pa3JnN6v448ftmpRYL+YHYeY5/7ijynG5/qZ6fYx+o/tnLe3t7ce8ppXNRyME+t+TFoLBMCr+rjyvnvlhmlWd3YFAtP9jgfl99Lgd9DM0d9VmZt598D63is23k0tidhM1to7DhScKN//balCvnyokrJ9zvmBQWFSSn5Y+8qvtk+lxyvk+MbdOSqNidQ3xbPH3tX6VaA0sOqmNnjPExqKWUF/9y7Sjd1sILg3/1rObfFwOhvqpL4a98a0p2ZQQuQy+9lzoH1bM3dT9v40Ojv8mAI+VpCQqydd24/l+mL1vPs1zNDknVZTEqpGSKXb0nX9agxKQqb9hwsEvJSSibMWMznfywh3+UhJTGWu84dRqtG0eVpT0mMZZ+OWghg9BMTaNmgHg9cdBIDO7UoOj6ifye+nLk0rGqqPLg8Pv5YsomzBnamXyAn/pd/LiXf6caXWoCpXy4o4Ad+cM9i7fytuq6IfiQZUUSDVid+qbI2ezcXNB/EE6smsTxrW9G5X/YspX/9trzc+9KgPmc06c3Tq3+skL1BDxXJnAMbgoT8O5tm8MPO+UUupj/uXMhf+9Yw8bg7ozJqO/0enD43UsqwbrM+6Q9R9YDmOVXdi/WSjDTdKmRCCFZn7aw0IW8YXmswew5l88TnMxj56Cdc8+p3zFmdxil9OxBjC015KoHRQ7qFHatlgyQsZv2Pu0nykZ3Q+OmLGD99IblON6qUHMjK46mv/mCOThbH0rjxzEFhi2pLqe3073pvKut2HMnrfu2IASTERJ9+tiycHi93vf8zn/y+EK/Pz4L1O/AluzANyEWYNJWVEIAZ1ufsKap4VFUoCMwomMIWtdMiSh0mKxbFRPOY+gysH3kRaa/0M3XXEs6e/UqQgIeA10vGVv7dvy7ouBCCZ3qOLXPs0oyv4e6lfiA1g5SSRYc28832uUH5Z3xSJcfrZNLOBWXq10vywIpvuG7hB0X++wC5XidvbviNUf++xK+7lwUZhAuRwNDUzhFfpypo7EjS9epSUEp9O4kWQ8jXUNIzsrn4+a/4bdF60jNyWLE1nQfGT2PynNUM6dYq5M9WEYLdh7LCjnfu0B4h+dpNiqBBUhy92zUFtGyPX/y5JGTH7/L4eO/neVHNf/Rx3bh99PEkxNh0XShB86YZP31h0e8LN+wk16mfm8SkCLq2bFiqh4gitH965Ls8jP9tEXe8O4UGSXEoPXJ1/fz1MiFWNhLJ2c37cUenM7Eq+gLNJ/3c0O5k7uxwJvd0GsWSjOgW2RxfeEO10+9hxt7QSOVTG/fgsW7n6gpF0FIot41rVMpnIDCVOGtXLFzc6jjyfC6uWfA+dy/7Uje/jkf1sfDQZlJs8TRx1IvIE8gvVVx+Lxtz0nlr43RASw9x1fz3+H7HfPa7stnvzgahLawC7X+bYuG6tieVWh/2aDCqWV/MJTy6BIJYszWqRb0sjNw1NZSnvvyDXxesC3EbjLFZ8PnVoOCiQvq2b8rHd18YdsxVaXt54osZ7M3IQUpJ7/bNePaqEaQkasFUWXlOTn/oY928L3EOK7NfuzXq+/CrKiu2pvO/96aS7woV4C0aJDHlqatxe32cfN8Huu6WhZgUgcWk4NIpImJSBDePGsz46YtKDfRyWM3cMeZ4xjl/iNynsIowIUoN8iktRXBFSbLEMrRBJy5udVxILna338uvu5eyMTcdszBx2JOPy+/lpEZdOb1xT4b/+aSuWkcAHROasC3vIGZFwaeq3NrhNLI8+XyxbXaZi2d9axwFfg9Ovyfqe3eYrMw69Umm7VnGy+t+DlGDWBUzpzTqRootgdOb9Iyo+MvRYNnhbTy+8jtyfM6AMTyFl3pfGlRLIBKM3DW1kKWbd+v6hUsZvnzfzgNZpY7Zo01jfnryKjJy8rFazMSXMKTGx9hwWM26Qr5N4/JF95kUhY7NUnUDmRQhijxs1mzbV2ZZQr8q8YcJorFbLVx2cl/aNU3lng9+DutT7/OrSAQ2YcFN5LEFVUFZUZyRCDmL0PbOpbk36pHlzWfanmX8uXcVL/S+hOOK1Uq1mSyc13JQ2L7t4huxKXdvyHGB4Kb2p9LUkUyWt4D28Y14Y8NvTN+zPKK3oyxvQdEuP9rFrdA1dPnh7bp6bgVBr3qtOSfKQiD5Pjcuv4dka1zUZTMjoU9ya3454QF2FmRgU8w0ciRV+jUMdU0NpWGYnDR+VdVVMwigY/PIiijXT4gNEfCgCeSbRw0J0aXbLGZuHx0+orAs4hw2LhzeM2Rcq8XE9WcOJCffxYqte6KOaFUULaAqzmHjndvGkO/2smjDTpRSvoxCgcb14rm63fCQYJzahoLghIZdsZYjAhcC+XVUL8+tmYwaoYpq2p5lbMvVz5GjInl/05+0jEulZ72WeFU/v6UvL9P9spDypEmGwsIkmnqjWUwyNp3PVRGChlEUNc/2FHD30i847a9nOXvWy5w7+1WWHY5OZRYpQghaxqZUiYCHCgp5IcQFQoi1QghVCNGvxLmHhBBbhBAbhRCnV2yaxx5XjxgQKhTNJo7v1prrzgiNNLVZzdw8anCFrzv2hF48cvHJNEtJxGYx0al5A968ZTR9OzSr0Lh3jhnGzaOGkJoYi9VsolfbJnx81wWs2b6P0x/6iAkzFkdVdxa0NMl+VXL3ecNo1zSFy174mh9mrdSNJSjE41XZn5XHVW1P4MKWg7Ep5hC9aFnoLSHt4iqv/FykHJfakcGp7ctVlLs4uV4X+13ZZbbzqX5eW/8rXsJ/TrudGUU/73NllZouoiIURifbFQvxFgf3dh4FwMhmfUMCiRQEiZYYBqRErue+c+lnLDi0SYtQVv3scWbyv6Wfsys/o+zONYyKbmXWAOcCHxY/KIToAlwEdAWaADOFEB2krOEOxjWIIV1acc/5w3lz8hxUKfH5VYZ2b8NTV5yGw2ahXlwMn/y+kMO5BXRq3oD/nTssJCdLeTlrUBfOGhRau7QiKIrg8lP6cvkpfYuObd93mBe//Scg3Mv3p+H1+Rk3aRZ5TjeZuc5SBXwhb0yeTcuG9bij0xnc0O5kPtw0k293zIs46Vj/5LZc2HIIP+9eTKzZRqzZzi97lpVr/uXBrljondyal/tcxuXz3om4Xzg9typVYs1aimEpJSuzdrA0I41EawynNupRVG1pT8HhMtUuLWJSin4+5MoN8nqpKAJBz3otuL7dyWzMSeePvavYmX+IAp+bp1dP4q5OZ9EpsSnv9r+Wx1d9z35XNlJKOic25dmeF0UcRbopZy9puftD7tWn+vl+5zzuCSwotYUKCXkp5XrQ1RGPBr6VUrqBbUKILcAAYH5Frnescd7QHpw9uCt7DmWTFOcgKe5I1OCY47sx5vjwLpPhKHB5mLUqjTynmwGdWtCyYfV5GExbuF5XRRO9wVEya1Va2BQKJXF5fHzxxxIGdmqB3WTFjxpVVklFCOpZY3mp96UoQuHUv5/VTRNcFbSMTeGOjmcwJLUjJqGQ5dFPzQzQ0JbIlW2GMWX3EvxSpVVsCnMPbAxSn5iFQv/6bUmwOPCqPu5c8hlrsnbhVr1YFQtvb/yd1/teSZ/k1iRaY8pUqexxZpDtKWBN9i4eWvGN7ueoIHRTFZtQitIGqFIN8mM3CYV+yW14q9/VCCGYc2AD2/MOFqWgWJ65nRsWfcQXg2+la1JzJg29m4PuHCyKiXrW6NJx73Vmasn3StyqT6pszwstA1nTqSqlZFNgQbHfdweOhSCEuAG4AaBFixZ6TY5pLGZT1IFI4Vi+ZQ+3v/MTQCBqVnDu8d2594LhVWJUKosCt0ffuBzlOD6/SvPURFampUccSJV++EgRkAH12zF19xJdg50eCzK2sDBjCxLNa6Oy/eoVFNQwi06KNZ6/9q3mhbVTqGeNpYmjHhnuPN3s7o90P5dBKe05v6WmxpNS8vqGaUzetQirYsKnqrRPaMxTPS5kScZWHlj+NbnFVD+FC9dDy7/ht5MeIskay6CU9sw7sFG3qDdoqp+Pt/zF/EObdHMA2RUL7w64lqm7lvDHvpVF/vJ2xULHxCY80nUMSwK67483/0W2twAViSpVlh/ezt/71jAgpR2Tdy0KSVXg8fuYkPYvT/W4ECEEDaLQwRenY0IT3SyZNsVMn+RW5RqzOinz/UUIMVMIsUbn3+jSuukc0/3uSik/klL2k1L2S02tWGUbg/B4/X7uen8qBW4vBW4vbq8ft9fHlP/WMG/djmqZ07AebXFYIzcaCgE2S6ivf+cWDbnq9AFh/fH16FgsjcPg1A50Tmga1j9cj+LFRSLBqphREFpZv1I9zQWnN+6hmxHTpphZnbWL39NXcsidy+bcfWzITtcNUBpcvwODShS0EEJwd+eR/Dz8fl7odQmfD7mVTwbdhNPv4e5lXwQJ+OK4VR/rs/cA8GSPC+iWFH4zJoGZe1ezu0Bfd+2XKt2TWvBItzE81u08+iW3oUdSC+7sdAbv9r+WVnENOL/FIPY6M8krlr9eohVOf2HdFHbkH9TV9avIonlWhEaOJE5r3AN7sRgGEwqxZhvnNq++NAjlpcxvhZTyFCllN51/U0vpthtoXuz3ZkBoxieDo8byzXt0d81Oj5cp/62phhnBgI7NOb5b64gFvUAUGYTj7FbsFjMdmzfg1RtG0aJBEq/fdDYNkuKwW8xYzSbqxTnCjnXtiAFFP5uEwtv9ry7320zhUy1rkfhp2D3MOfUpTi+Rw7w4dpOFa9qeyDnN+wcJGYswYRIKfqkG+ah7pA+v9IdceXnWNv7Zp/+5JtviGJjSntZxmjfWlN2LdfMhFadw/DiznXcHXIPDFBp1XTRXxVSk4y9JvUCJPiEEpzbuwXsDrmP8oJs4r8WgIG+n2fvX66Yd8KmaIVRvpy0QtImrHLvUI93O5ZYOp9HMkUw9ayxnNO3NF0NuK7JP1CaqSl3zM/CNEOI1NMNre2BRFV3LIAJ8pXyJyyp6XVUIIXjh2jP5b+02Jv6znCWbdpeqblGlZOfBbH55+hp2HswkOT6G1o2SWbZ5D7NXp9GuaQq/PXct6Rk5xNisHM4t4IqXJwYFR5mE4KTe7WhfIiGbRTFjEaZyu/E5TBa6JbZgReb2sDlRFEUrU3hbxzOYkb5S108+xmSleWx97u08ii6Jzfh2+zzyfS6GN+zC/EObScvbrzNy6Guyy+/lq+1zObFR2Xabvc7MUvO42ExmOiUe0bZaFDN3dTqTF9ZODVETWYW5yBf987RZQSobu8nClW2GEwnxFv0F2idVmsQkc1rjHvy5d3WQLcSmmLm67QkRjV8WJqFwUavjuKjVcWU3ruFUSMgLIcYAbwOpwDQhxAop5elSyrVCiO+BdYAPuNXwrKleerdriqqzk3dYLZwxQD9z5dFAUQRDu7ehV7umnPbAh5S13gjAZBL069CcrDwnY5/9kvRABC9ApxYNeef2MTisFpITYnjvjnN58dt/2Lz7IDF2KxcO78lNYVxNT2ncnRnpK8uVuMqnqjzQdTQz961mwtZ/gjIpCqBZTP0iP+29zkzMwoRfx3/8rs5noQTUL2c17cNZTfsUnUtf/jXb8vZHbLOItKRgv+S2/Lt/na5Nwq5YeLn3ZSGeKec0H4DdZOXZNZPxqj5EoLpWr3qtuLzNMMxCocDv4fsd8wNxC5LLWw/j/Bbhg6yKc3Gr43hmzY9BOW5MQqFzQlMa2hN5uOsYEi0x/LhrIW6/jxaxKdzf5Ww6JjSJaPxjCSOtwTHEzGWbeOyzGaiqitev4rBZ6N+hGeNuOjtsKb+jyUfTFvDBr6U7YDWun8Cvz1yDEIL7P/qVf1dtDdr9W80mLhjWk3suCN4xqqoMFAAPT67XyY0LPybdqbkKmtCMd3d0PIOvts9hZeaOsAWsFQRv9ruKXvVacdviT9mUuxe334stUI3oo4E3FKkSXt8wjW+3/xcyjlUxc1+XsxndTDc6nTVZu7hl0fig3bEZBSlCA4nMQmFM8wHc1+XsUu8ZtF3/5fPeZq8zE09ADWIWCp0SmvJmv6vC7qpBu+7CQ5tJd2bSJbEZXRKD4ylcfi8Z7lxSbPHYogjaklLy3qYZTNwxD4uivWE1j0nhzX5XkWKLD2rnk/4ySwTWdUpLa2AI+WOM9Ixspi1cT06+m+O7tWJApxZH3bNmf2Yuc9dsw2o2MbxHWxJij+hvRzz0EQey9N0CFQHv3H4ugzq3xOdXGXLn27rqnYQYO/+Ou7lcc1OlypLDaWzLO0Cr2FT6129btLPO87r4ec8SJmz9h2xvaAKwZjHJTB52L1JKFh/eytqs3TSwJ3BSw244zEd02G9tmM432+eG5H9xmKzc1+VsRhbbvZfk731reGndVAp8HlRUjk/txJCUjoxb/wtu1YtE04nHme18PeR2UiLMZpjndfHVttn8uW81dpOV85sPZHTzfkX3Xl1kevLYkJ1OfVs8HRJqRr6Zmogh5A1qDJ/9sZgPfpmPogiEEKiq5MXrzmR4j7YA/LNyC/d88EtIPwHcee5QrjhV+zv2+vwMvuNt3VzhDpuF/964rcruYfifT+qqNkxC4a+THwtbqWj+wU18t3MeB5zZbMs7GOKbb1PM/HrCg2Ua9/xS5YArm3izgziLtkCuytzJ19vnsNeZyYD67bik1fG6VY/Ky56Cwyw9nEa8xcGQlA5Bu/Lf96zgo60zOejKpU1cA27vOIJ+9dtW2rUNysZIUGZQI9i0+yAf/rogJIPmQ+N/Y8ZLNxDvsHFiz3ZcfEIvJv67oui8SREM7daGy04+Ei1rMZvo3roxq9LSg/bDWtvWVXofiRaHrpAvLPisx6db/+GztH+LdMwmoYA84jUjkTzR/YKIvDdMQgmq6gTQo14LetS7NKRtrtfJZ2n/MnPvaiyKZhS9qOWQiItQSyl5Y+Nv/LhzISahJew1CYV3+19Dp8SmTNq5gLc2TC9SIa3P2cNdS7/gzX5X0SdZ/3PwS5XNOXsxKybaxjWslhiNYwlDyBscNaYtXK/ryaMogjmr0zhzgFbE4b6xJ3L5af2YPHc1Xq+fYT3a0KttaJ3Wxy47hatf+Q6vz4/L69OSldmt3H1+ZB4c5eWSVkN5b9OMIN24TTEzqlk/XeGZ5Sng063/BPnU+6WKTTFzfGonBqa0Z3jDzlFHZpaFR/VxzYL3SS844j3z4eaZrMjczqt9Lo9ojLkHNxYVtC7OXcu+4Ofh9/HB5j9Dgp7cqpf3Ns1g/KCbQsZbnLGVR1Z8iyegWkqyxvBK78sNVUwVYgh5g6OG1+dHTz0oJXh9waqLRvXiuWXUkFLHa9O4Pj8/cw0/z1/D1vQMurZsxJkDOxNrD+/DXRlc2HIQ+5yZTNq1EItiwqv6Gd6gC//rdKZu+7XZu7AophBB6VZ95PncUae/jZSZe1dzwJUT5C3kVr0sOrSFTTl7IxKsU3Yt0n1rcfrcLD6UhtOnHyWclheaqfKQK4d7ln0R5DHjdHq4ZfF4fj3hwagqQhlEjiHkDY4aJ/dpz9R5a3F6gnd+flXluK6tyjVmYqydy0/R90bRQ0rJ8sztLM3YSoI1htMa94hqBy2lZGXmDhxmK9e2PYmOCY3pmNCkqMRdIX6psjZrNz7pI8Zk1bUdCASp9vB1eSvK8sxtYVM1rMveHZGQ10tNAFqMg6Lj1VNII3tSyLHf0pfrFmv3qX7mHFjPqY17lDkfg+gxhLxBmaiq5K/lm5m2cD0mRXD2kK4M694mal1qn3ZNGTGgE78vWo/L60MRArPJxJ3nHl9Unaoq8UuV+5d9xZLDabj8HqyKhXc3zeC1PldEZCj0S5WHln/DwowtuPweLIFUBS/1vpTBqUeE9brs3dyz9Aucfi9CgFQlMWYrLr83yAHTqpgj9hsvD00dyVgVc8gbhCKUiHOrj2jci9WZO0OEvZQSi2JCEUJ3ARuQEvo8D7lzdYub+KTK4VpSJL02Ygh5g1KRUvLAx78yb92Ooh34gvU7GTGgE49dekpUYwkhePSSkxk1qDN/L9+CzWrmjP6dyl11Klp+T1/BksNbcQbUBUUJuFZ8w/QTHy7TGDlz72oWZmwp2h0XCs9HVn7LjJMexqKYcfm93Lb405Ac7z6vSlNHPQ55cjGhoCKLolorkwx3Lt/vmM+yw9tItSeEpFpQEMRb7BHnVj+jSS+m7VnG+pw9OP0ezELBJEw81u080vIOhC1F7tNJO9A/TCI4gQhrpDWoOIaQNyiVZVv2BAl40PLd/LZwPRed0Iv2TVNK6R2KEIJebZvSq61uUtIq5dc9y4oEfHF8qsq67D30qFd6FtRp6ct01R9SSlZl7qRv/TbMPbhBt8qSRDKiSS9ObtSNXJ+LTglNK10Hvd+ZxWXz3sHp9+BRfSgIzEKhvi2eXK8TiaRjfBOe6xV5bnWzYuLdAdcy98AG5h7cSLI1lpFN+9I8tj7/Hdyo2SRKpIu2K5agvPKFDEntQIf4xmzMSS96M7ArFoY37FJjaq7WRQwhb1Aq80sI+EJUqbJww86ohXx1Em7XKUG3pGJJSktAVqi6yvEU6KovvNJPtreAtvFVV0Hqwy0zyfM6i3LiqEg80o+QMOn4u7CaLOXynTcJheENuzC8YXAhmUEp7UmyxuJ2eouuKdCCsUY07a07zrsDrmXKrkX8lr4cszAzpnl/zmjSK+o5GUSOIeQNSiUhxobVbArxbTcrJuIcVevFUtmc3awva7N3hezGfdLPAWcWvoSmpapszm7WL2DMDF70TIpCj0D63b712+omPnCYrAxK6RB0bEf+Ib7eNoetefvpltiMi1sdX6E6n/MPbtJNepbrcyIUpVKDo0AT2h8NvIEnV01iReZ2ANrFN+SJ7ueTECYVglUxc2HLIVzYsnTPKYPKwxDyBqVyRv9OvP+Lfj6Zk3u31z1eUzmtcQ9mH1jP3AMb8Ki+orQCHtXH02sm03b7f7w/4LqwOVZObNiV2QfW8/e+NfikikVRAMHLvS8rWhxaxqYwqlk/pu05otqxmyx0S2zOkNQjQn5V5g5uXzIBj1/bBa/P3sPPe5byyaCbyp0uN97iIEPHgKkiiTXpR+FWlAb2RN4bcC0FPjd+qZaa58agejDSGhiUyezVaTz8yW9FKglFCMbdNIp+HZqX0bNmsipzB7ct/gRXCa8Tm2Lh1g6nlZledmNOOoszthJvcXByw25FqQUKkVIy5+AGJu9aiMfv58wmvRjRpFfQW8LFc99ka4m0wQIYmNKet/pdXa77mrJrEa9tmBbkh24RJoakduCVCIOfDGonRloDgwoxrHsb/nrlJpZv2YMiBL3bN8ViiiwsviZiVkwowoSWBfsIbtXL73tXlinkOyY0KTWlrRCCYQ06M6xBZ93zbr+XbTrBQhJYcXh7WdMPy+hm/dmat5+fdi3CopjxqSpdEpvyePfzyz2mQe3HEPIGEWGzmBnUuWV1T6NSsCrmMAmDCZt7pjIxKybMOhGwQNjkZpEghOCezqO4us2JbMndR0NHEi1ja49h3KBqqP4k4gYGR5m2cQ2LytAVx26ycG7zATo9KheTUDizSe+QBcWmWBjbUr+gSTQk2+IYkNLOEPAGgCHkDY5BhBCM63M5SZYYYkw27IoFm2Lm1EY9OL1x+PqrlcndnUcysH47rIqZOLMdq2Lm1Mbdubz1sKNyfYNjB8PwanDM4lF9zDu4iUxPHr3rtaJVoLD10SS9IJPdzgxaxzYgNcICHwYGJTEMrwYGOlgVMyeUCPA52jSJqUeTmHplNzQwKCeGusbAwMCgDmMIeQMDA4M6jCHkDQwMDOowhpA3MDAwqMMYQt7AwMCgDlOjXCiFEAeBHVU0fApwqIrGri0Yz0DDeA4axnPQqAvPoaWUMlXvRI0S8lWJEGJJOD/SYwXjGWgYz0HDeA4adf05GOoaAwMDgzqMIeQNDAwM6jDHkpD/qLonUAMwnoGG8Rw0jOegUaefwzGjkzcwMDA4FjmWdvIGBgYGxxyGkDcwMDCow9RpIS+EuEAIsVYIoQoh+hU73koI4RRCrAj8+6A651nVhHsOgXMPCSG2CCE2CiFOr645Hm2EEE8KIfYU+xs4s7rndLQQQowIfN5bhBAPVvd8qgshxHYhxOrA519nc5zX9VTDa4BzgQ91zm2VUvY6utOpNnSfgxCiC3AR0BVoAswUQnSQUvqP/hSrhdellK9W9ySOJkIIE/AucCqwG1gshPhZSrmuemdWbZwopaztgVClUqd38lLK9VLKjdU9j+qmlOcwGvhWSumWUm4DtgBVX//OoDoZAGyRUqZJKT3At2h/BwZ1lDot5MugtRBiuRBilhBiaHVPpppoCuwq9vvuwLFjhduEEKuEEJ8KIY6Vyh3H+mdeHAn8IYRYKoS4obonU1XUenWNEGIm0Ejn1CNSyqlhuu0FWkgpM4QQfYEpQoiuUsqcKptoFVPO5yB0jtUZn9rSngnwPvAM2v0+A4wDrjl6s6s26vRnHiXHSSnThRANgD+FEBuklLOre1KVTa0X8lLKU8rRxw24Az8vFUJsBToAtdb4Up7ngLaLa17s92ZAeuXMqPqJ9JkIIT4Gfq3i6dQU6vRnHg1SyvTA/weEED+hqbLqnJA/JtU1QojUgAEKIUQboD2QVr2zqhZ+Bi4SQtiEEK3RnsOiap7TUUEI0bjYr2PQjNPHAouB9kKI1kIIK5rh/edqntNRRwgRK4SIL/wZOI06+jdQ63fypSGEGAO8DaQC04QQK6SUpwPDgKeFED7AD9wkpTxcjVOtUsI9BynlWiHE98A6wAfcegx51rwshOiFpqrYDtxYrbM5SkgpfUKI24AZgAn4VEq5tpqnVR00BH4SQoAmB7+RUv5evVOqGoy0BgYGBgZ1mGNSXWNgYGBwrGAIeQMDA4M6jCHkDQwMDOowhpA3MDAwqMMYQt7AwMCgDmMIeQMDA4M6jCHkDQwMDOow/wdEwHHLHGAswwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.723, 0.867, 0.867, 0.724, 0.579, 0.57, 0.564, 0.56, 0.547, 0.546, 0.553]\n", + "Temps : [0.026, 0.028, 0.034, 0.049, 0.066, 0.079, 0.082, 0.098, 0.1, 0.109, 0.111]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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LKNKPkHQ88Cbgm2Vlx0maO3YfuBB4uCFRmzXRlEN8EXFQ0jXAZrKz8G6KiG2SVubr1wObgEuAncAvgavzdfdK+gbwQ+AgMEA+/GC1M6+rk6FxkpF/y5SOgv0I4I/IjtU+V9a8G7gt+47H0cBXI+L2xkVv1hyFrsUXEZvIklB52fqy+wG8d4K2HwE+MoMYbQqrlvYedj098G+ZUjRVP8qXbwZurijbBZxd5/DMkuOLxbaBsRMhfEVyM2snTlBtwr9lMrN242vxmZlZkpygzMwsSU5QZmaWJCcoMzNLkhOUmZklyQnKzMyS5ARlZmZJcoIym0X6B4ZYsnYLZ6z+NkvWbqF/YKjZIU1qLN7Bob0tEa/Vln+oazZL9A8MHXZJrKGRUdZsGARI8kfeh8U7P/14rfa8B2U2S7TatCytFq/VnhOU2SzRatOytFq8VntOUGazxETTr6Q6LUurxWu15wRlNkusWtpL55yOw8pSnpal1eK12vNJEmazRKtNy1IeL+yjJ/F4rfacoMxmkVablmUs3lKpxLVX9jU7HGswD/GZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjJrEEkXSdohaaek1eOsXyVpa357WNIhSScUaWvWjpygzBpAUgdwA3AxsBC4XNLC8joRsS4iXhcRrwPWAN+LiGeKtDVrR76SRGL6B4Za5lI0Ni3nAjsjYheApFuBS4FHJqh/OfC1KtuatQUnqIS02oRyNi09wBNly7uB88arKOlY4CLgmirargBWAHR3d1MqlaoKdv/+/VW3rQfHM7nU4qkVJ6iETDZBmxNUy9M4ZTFB3bcD34+IZ6bbNiJuBG4EWLx4cfT19U0zzEypVKLatvXgeCaXWjy14mNQCfEEbW1tNzC/bPlUYHiCusv5zfDedNuatQ0nqIR4gra2dh+wQNIZko4hS0IbKytJOh54E/DN6bY1azdOUAnxBG3tKyIOkh1T2gxsB74eEdskrZS0sqzqHwF3RMRzU7VtXPRmzeFjUAlptQnlbHoiYhOwqaJsfcXyzcDNRdqatTsnqMS02oRyZmb14iE+MzNLkhOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJhRJUgYnWJOkz+fqHJJ1Ttq5L0jckPSppu6Q31PIFmJlZe5oyQRWcLO1iYEF+WwF8vmzdp4HbI+K1wNlkl2oxMzObVJE9qBcnS4uI54GxydLKXQrcEpl7gC5Jp0h6GfD7wF8DRMTzETFSu/DNzKxdFbnUUZHJ0sar0wMcBH4G/I2ks4EHgPeXXwhzTC0mWktt0i7HM7UUYzKzNBRJUEUmS5uoztHAOcC1EXGvpE8Dq4H/dETlGky0ltqkXY5nainGZGZpKDLEV2SytInq7AZ2R8S9efk3yBKWmZnZpIokqCKTpW0ErsrP5jsf2BsRT0bET4EnJI1NaHQB8Eitgjczs/Y15RBfRByUNDZZWgdw09hEa/n69WTz1FwC7AR+CVxd9hDXAl/Jk9uuinVmZmbjKjQf1FQTrUVEAO+doO1WYHH1IZqZ2WzkK0mYmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZklygjJrkKnmVcvr9EnaKmmbpO+VlT8maTBfd3/jojZrnkI/1DWzmSmbV+2tZNeovE/Sxoh4pKxOF/A54KKIeFzSSRUP8+aIeLpRMZs1m/egzBqjyLxqVwAbIuJxgIjY0+AYzZLiPSizxigyr9prgDmSSsBc4NMRcUu+LoA7JAXwhXx6miPUYl41SG+eLsczudTiqRUnKLPGKDKv2tHA68mu+t8J/EDSPRHxD8CSiBjOh/3ulPRoRNx1xAPWYF41SG+eLsczudTiqRUP8Zk1RtF51W6PiOfyY013AWcDRMRw/ncPcBvZkKFZW3OCMmuMIvOqfRP4PUlHSzqWbAhwu6TjJM0FkHQccCHwcANjN2sKD/GZNUCRedUiYruk24GHgBeAL0bEw5JeCdwmCbI++9WIuL05r8SscZygzBpkqnnV8uV1wLqKsl3kQ31ms4mH+MzMLElOUGZmliQnKDMzS5ITVB30DwyxZO0WBof2smTtFvoHhpodkplZy/FJEjXWPzDEmg2DjB44BPNhaGSUNRsGAVi2qKfJ0ZmZtQ7vQdXYus07suRUZvTAIdZt3tGkiMzMWpMTVI0Nj4xOq9zMzMbnBFVj87o6p1VuZmbjc4KqsVVLe+mc03FYWeecDlYt7W1SRGZmrcknSdTY2IkQ2TGnffR0dbJqaa9PkDAzmyYnqDpYtqiHZYt6KJVKXHtlX7PDMTNrSR7iMzOzJDlBmZlZkpygzMwsSU5QZmaWJCcoMzNLkhOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5RZg0i6SNIOSTslrZ6gTp+krZK2SfredNqatZtCCWqqzqHMZ/L1D0k6p2J9h6QBSd+qVeBmrURSB3ADcDGwELhc0sKKOl3A54B3RMSZwB8XbWvWjqZMUAU7x8XAgvy2Avh8xfr3A9tnHK1Z6zoX2BkRuyLieeBW4NKKOlcAGyLicYCI2DONtmZtp8geVJHOcSlwS2TuAboknQIg6VTgD4Ev1jBus1bTAzxRtrw7Lyv3GuDlkkqSHpB01TTamrWdIjPqjtc5zitQpwd4EvgU8B+AuZM9iaQVZHtfdHd3UyqVCoR2uP3791fVrl4cz9RSjKlONE5ZVCwfDbweuADoBH4g6Z6CbbMnqUE/gvTeF8czudTiqZUiCapI5xi3jqS3AXsi4gFJfZM9SUTcCNwIsHjx4ujrm7T6uEqlEtW0qxfHM7UUY6qT3cD8suVTgeFx6jwdEc8Bz0m6Czi7YFugNv0I0ntfHM/kUounVooM8RXtWOPVWQK8Q9JjZEODb5H05aqjNWtd9wELJJ0h6RhgObCxos43gd+TdLSkY8lGKrYXbGvWdookqCKdYyNwVX423/nA3oh4MiLWRMSpEXF63m5LRPxJLV+AWSuIiIPANcBmsqTz9YjYJmmlpJV5ne3A7cBDwP8DvhgRD0/Uthmvw6yRphzii4iDksY6Rwdw01jHytevBzYBlwA7gV8CV9cvZLPWFBGbyPpKedn6iuV1wLoibc3aXZFjUFN2rIgI4L1TPEYJKE07QjMzm5V8JQkzM0uSE5SZmSXJCcrMzJLkBGVmZkkqdJKEmVkr6R8YYt3mHQyPjDKvq5NVS3tZtshXh2o1TlBm1lb6B4ZYs2GQ0QOHABgaGWXNhkEAJ6kW4wQ1CX8LM2s96zbveDE5jRk9cIh1m3e4/7YYJ6gJ+FuYWWsaHhmdVrmlyydJTGCyb2Fmlq55XZ3TKrd0OUFNwN/CzFrTqqW9dM7pOKysc04Hq5b2Nikiq5aH+CYwr6uToXGSkb+FmaVtbAi+2uPHPvacDieoCaxa2nvYMSjwtzCzVrFsUU9VScXHntPiIb4JLFvUw/WXnUVPVycCero6uf6ys/xPatbGfOw5Ld6DmkS138LMrDX52HNanKDMzHIzOfbsY1e15yE+M7NctWcAjh27GhoZJfjNsav+gaE6Rtv+nKDMzHLVHnv2sav68BCfmVmZao49z/TYlYcHx+c9KDOzGZrJ1Ss8PDgxJygzsxmaydUrPDw4MQ/xmZnN0EyuXuFT2yfW9gnKY7tm1gjV/m7Sl1WbWFsP8Xls18xS12oXt+0fGGLJ2i2csfrbLFm7pa6fp22doDy2aymRdJGkHZJ2Slo9zvo+SXslbc1vHy5b95ikwbz8/sZGbvXUSpdVa/SX/rYe4vPYrqVCUgdwA/BWYDdwn6SNEfFIRdW7I+JtEzzMmyPi6XrGac3RKpdVa/RsxW29B+WJyywh5wI7I2JXRDwP3Apc2uSYzKal0V/6WyZBVTPu2Wpju9bWeoAnypZ352WV3iDpQUnfkXRmWXkAd0h6QNKKegZqrWPsc3FwaO+0jwdV85na6C/9LTHEV+0cLTOduMyshjROWVQs/xA4LSL2S7oE6AcW5OuWRMSwpJOAOyU9GhF3HfEkWfJaAdDd3U2pVKoq2P3791fdth4cz5FGRg8w9ItRls8Pujth+fx9DG1/gP6fPkJX55zCbZkPUKztqrMPMfSLQ7wQv/nXPUqi5+WH6rI9WiJBzWTcs1XGdq3t7Sb/KMidCgyXV4iIZ8vub5L0OUknRsTTETGcl++RdBvZkOERCSoibgRuBFi8eHH09fVVFWypVKLatvXgeI60ZO0WhkayEaLrzjrIJwezj/Oerg6+v7qvcNtyRdo28qc7LZGgfLKDtYH7gAWSzgCGgOXAFeUVJJ0MPBURIelcsiH4n0s6DjgqIvbl9y8E/mtjw7fUzORzcSZtG/mlvyUSlH/IZq0uIg5KugbYDHQAN0XENkkr8/XrgXcC/0bSQWAUWJ4nq27gNkmQ9dmvRsTtTXkhloyZfC62ymdqS5wk4ZMdrB1ExKaIeE1EvCoiPpaXrc+TExHx2Yg4MyLOjojzI+L/5uW78rKz8/Ufa+brsDTM5HOxVT5TW2IPyic7mJkdrvxzEfbRM43PxVb5TG2JBAU+2cHMrNLY52KpVOLaK/uqapuylhjiMzOz2ccJyszMkuQEZWZmSXKCMjOzJDlBmZlZkpygzMwsSYqovF5l80n6GfCTKpqeCKQ0X47jmVpqMfVGxNxmB1ELM+hHkN774ngml1o8NelHSf4OKiJeUU07SfdHxOJax1MtxzO11GJqp9lqq+1HkOb74ngmlmI8tXgcD/GZmVmSnKDMzCxJ7Zagbmx2ABUcz9RSiym1eJolte3geCbXlvEkeZKEmZlZu+1BmZlZm3CCMjOzJLVcgpI0X9J3JW2XtE3S+8ep0ydpr6St+e3DdY7pMUmD+XMdcXqlMp+RtFPSQ5LOqWMsvWWve6ukZyV9oKJO3bePpJsk7ZH0cFnZCZLulPSP+d+XT9D2Ikk78u21uo7xrJP0aP6e3Capa4K2k76/rSjFfpQ/p/vS4Y8/u/tRRLTUDTgFOCe/Pxf4B2BhRZ0+4FsNjOkx4MRJ1l8CfAcQcD5wb4Pi6gB+CpzW6O0D/D5wDvBwWdlfAKvz+6uBj08Q84+AVwLHAA9Wvr81jOdC4Oj8/sfHi6fI+9uKtxT7UZFtPdv60mzvRy23BxURT0bED/P7+4DtQNqzbsGlwC2RuQfoknRKA573AuBHEVHt1QSqFhF3Ac9UFF8K/G1+/2+BZeM0PRfYGdk0588Dt+btah5PRNwREQfzxXuAU2f6PK2iRfsRzLK+NNv7UcslqHKSTgcWAfeOs/oNkh6U9B1JZ9Y5lADukPSApBXjrO8Bnihb3k1jPgyWA1+bYF0jt8+Y7oh4ErIPSOCkceo0a1v9C7Jv5uOZ6v1taQn1I3BfKmLW9KMkL3VUhKSXAv8b+EBEPFux+odku+L7JV0C9AML6hjOkogYlnQScKekR/NvGi+GO06bup7fL+kY4B3AmnFWN3r7TEczttWHgIPAVyaoMtX727IS60fgvlQrbdGPWnIPStIcsk71lYjYULk+Ip6NiP35/U3AHEkn1iueiBjO/+4BbiPbvS63G5hftnwqMFyveHIXAz+MiKcqVzR6+5R5amw4Jv+7Z5w6Dd1Wkt4NvA24MvKB8koF3t+WlFo/yp/HfWlqs6YftVyCkiTgr4HtEfHfJ6hzcl4PSeeSvc6f1yme4yTNHbtPdsDw4YpqG4Gr8jOQzgf2ju2i19HlTDAk0cjtU2Ej8O78/ruBb45T5z5ggaQz8m+uy/N2NSfpIuCDwDsi4pcT1Cny/rac1PpR/hzuS8XMnn4007M6Gn0DfpdsV/UhYGt+uwRYCazM61wDbCM7c+Ue4I11jOeV+fM8mD/nh/Ly8ngE3EB2Vs0gsLjO2+hYsk5yfFlZQ7cPWYd+EjhA9m3uT4HfAv4e+Mf87wl53XnAprK2l5CdVfajse1Zp3h2ko3Tj/0fra+MZ6L3t9VvqfWjybb1bO5Ls70f+VJHZmaWpJYb4jMzs9nBCcrMzJLkBGVmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmlqT/D8J6ZJFCsplqAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.452, 0.326, 0.323, 0.335, 0.336, 0.329, 0.332, 0.339, 0.331, 0.33, 0.327]\n", + "Temps : [0.026, 0.069, 0.091, 0.162, 0.128, 0.102, 0.124, 0.14, 0.166, 0.17, 0.162]\n", + "Clusters : 2\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.661, 0.696, 0.546, 0.556, 0.556, 0.449, 0.358, 0.342, 0.351, 0.357, 0.35]\n", + "Temps : [0.042, 0.03, 0.094, 0.061, 0.106, 0.128, 0.136, 0.133, 0.173, 0.157, 0.199]\n", + "Clusters : 3\n" + ] + }, + { + "data": { + "image/png": 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\n", 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Yr2FwyZxZLEvZTaHHg9Nm47Wlf/LSmJM5rkfPoGOn/b2clPy8fSF+hlIUe73csuBropxOijyeSoraKhywVJYNGXvZmLEXBWzcm86XG9fz3OgTue+n7/krZTetXC6MoiJsInWqyA3gkjmfM++cCyz7TJj+YVjK22V3cN6BBzGkY+eAFni0w8mpffrWRNw6Q6eT1WgaMbM3rGPp7l37wu48hkGx18uN3361r1yYFd9s/iegQlaYvvDqeqtLx3mVIt/t5sp5s1mw5R/SiwrZk58PSpHgclVz9vDZkpXJur2B03NszNjLngBx7xWxi43RPXoypGNnvvpnI9cOOQKXw4HDn78l2unksE6dGdtr/1qVvbbQFrhG04j5Yv1aS0v2rz0pDA2S1KlVNZWoTQQhcJx3ICpFoxgGKfmhlWdNcdrsbMnMRIBnF/3OitQUOsXFc81hQ8Pe/NMlPp4VaXv4fttWFApDKQ5J7sjAdu3JL3FzXI+eHNWte6PNvaIVuEbTiHHaAqdjVUrhtAd/gL7woIP5K2V3lV0Z0Q4HJ/TszWfr11ZpXH3jVQZ2mzBxxscUe80nir2FhVw+94uw50gtyDcXYsvchJan7Oaort25vZGGDpZFu1A0mkbMWQMGBtzK7nI4GdQ+OcCI/zi+Ry8uPWQwkXY7sRERRDudRDucltakDYiNiODFsSfz1OixTDl5HM4QqWAbiki7ncM6dmLm2tX7lHcpwWLRK1LsjweveOzj1StrS9Q6RVvgGk0jZlSPXkzo05/P1q8BZW5ttwlMPWV8yDzbADcOHc4FBx7MitQU2kZF0z4mltNmfkReSQkFHg8uh4MSrxe7CF6lKPH6uOaruYzt1bgt8Ai7nWiHkz927axRcQKrsaHWFxoLeiOPRtME2JyZwcJ/d5LgcnH8fj33pWStDiVeL99s3sTmrEzmbtxQaXt9S8dps3HOwIO47+hjG1qUfeiNPBpNE6Zn6zb09O+ErCmRDgen9ulHfkkJLy/+o1bmbE4kuqKItNt5668ltHZFk1FURJf4VhzeuTMJrqiGFq8cWoFrNC2QBZv/4YZv5unaiAFILyxgyvLKngKHzca1Q4Zy7ZAjGkCqwGgFrtE0Y/JKSvhy43q2ZGUyoF17xvban5ziYq7/Zl65XCZlEVp20Vur7+41DF5bsph+bZM4vkf1crHUNlqBazTNlK3ZWUyc8RElXi9FXi9RDgf3/Pjdvkx8gXDYbBzYrj1r96ZbKngrEiIjsdtsZBQV1Yb4jZJin5e3VyzXClyj0dQehlJ8sX4t769cQbHXy8n79+GnbVvJKS7eZ1GGigcXoFurBFam7sFbjeCGbP+29biIiH15vJsjWY3oBqUVuEbTDLjz+2+Zu3H9PiW99c9M3Bb1Jq1QwLasLCqmsrKLhL0rE2jWytthszEqRA6a+kQrcI2mibM1O4s5G9aVy3tSVeVdSuU8hOZW+ZbuFwczxUC7mBguPvjQhhZlH1qBazRNnOUpu7GLDahetZtwaMnK2yE29ktMZHyffpx74CDiIyMbWqR9aAWu0TRx2kZFBy1MrAmNTSRgNSGnzcarJ54aMnVvQ9E4Ex1oNJqwGd61G7ERTqtaBJowsCoFpxTc+O1XfL9lc8D2jMJC/vfjdwyd+joj353KlGVLAuYUrytCKnARcYnIYhH5W0TWiMgD/uOtRWSBiGzyvybWvbgajaYiDpuNjydOolfrNrgcjkabgKop4lUG+W431349l115ueXaCtxuxn3yAdPXrCKtsIAduTk8/+dCrp3/Zb3JF44LpQQ4VimVLyJO4DcRmQ+cBnyvlHpcRO4A7gBur0NZNRqNBd0TEvnmvAvZlp1FXkkJ9/38Axsz9u4rBKGpGT7DYNa6tZw78EBWp6VS6PGwYe9esoqL8JSxuIu9Xn7evo1/MjP2FYGuS0IqcGVmuyrNzu70/yhgHDDSf3wa8BNagWs0DUr3BPNBePrESXyzeRNfb97Ed1s24wlQ51ITPh7D4ONVf/P8H7/vu45WkTk2EValptaLAg/rWUtE7CKyAkgDFiil/gTaK6VSAPyv7SzGXi4iS0VkaXp64PJHGo2mdnHa7Zy8f19eHnsK884+n0OTO9V4zpbsmLGJsKcgv1Le8UAUe73YbfWzIhHW70Qp5VNKDQI6A0NEZEC4J1BKTVFKDVZKDU5KSqqmmBqNprr0bN2GqaeO31fnsbrU39Jc4yLSbqcqabcNpXjg5x8p9ta9+6pKv1GlVDamq2QMkCoiyQD+17TaFk6j0dQOSqGjVKpAUnQ0hyZ3ZHiXrpx/0MHEVDH/ek5xMV//s6mOpPuPcKJQkkQkwf8+CjgeWA/MASb7u00GZteRjBqNpoa0crnokdi6ocVoMhR4PNwwdBjvTziDyw4ZXG6hMhwMFMtTdteRdP8RjgWeDPwoIiuBJZg+8LnA48AoEdkEjPJ/1mg0jRCfYZBZVNjQYjQZCj0eftiyBYCk6BjOHXgQkfbKBaaDKdD4SFcdSfcf4UShrAQODnA8AziuLoTSaDS1y6J/d1LoqXmdR6fNhkOEIl/dbdtvDNhEaOX6TwHfPWIk/ZPa8frSxezJzyPe5WJsr/2JsNl5fdniSguaAkzs17/O5dRb6TWaFkBaQX6VFuICUZpudt7Z59P/tRerlKGwqWEoxZFdu+77LCKc1u8ATut3QLl+2cVFTF+ziszi/1LM2kU4oWcv9qsHl1VLjgzSaFoMgzokY9QwElwBm7MyOfHj9+mRmNisF0UjbDb+ycwM2S/BFcWXZ5/PaX37k+iKolNcPLcOG8HzY06uBym1Ba7RtAh6JLbmhJ69+HbzPyELOwSjVIk3d5x2O1EWkSfmekIR8ZGRRDocJMfF8fTosfUsoYlW4BpNC+HpUWOZ3nEVH6z6m+yiIvLcJRTorfYBUcAx3XtUOv7p2tU89tvPFHo8iAhnDziQO4882jLGPq0gn2l//8XK1D30a9uOyYMOplNcfK3JKTX1i1WFwYMHq6VLK1d71mg09YvXMOj3yvPN2o8diLZRUWQWF1tmHwTTh/3OuIkc2bVbuePfb9nMtV/PLVcr1OVwcNYBA/nf0cdWmmdLViYTpps1Sd2GD6fNhtNu55OJkxjQrn2V5BaRZUqpwRWPawtco2lB7MnPY9a6taRW2BbeErCLcPdRx9C9VSJXfzWH3fl5AfsppRjWxVzAzCoq4uXFf/D15k1kFBXirhB9U+z18snqVdw2fAQuR3mXywM//0i+u2TfdfYYBh7D4N4fv+PzSefWynfSClyjaSH8tmM7V8z9Ap9SuH0+bC2sCIRPKV5f+ifbsrODptwtLY5R6PEwbvoHpObnB9/II5BTXIIrtrwC/3PXzoA3yZWpe/AaRo1TG4BW4BpNi8BrGFz/9dxyC5iGv9al0HLynGzIyAAoVz+0LDYRRnTtjk2Ez9evZW9hYchdmBF2O22ioysdj3Y4K1nspf3ttXTz1GGEGk0LYN3edNy+yopIAe1jY7E166DA8Ih2OmkbHc3Dxx5PSl4ez/+xsJy/OxBRDge3DRsR0Jo+e8CBuBzlbeRIu53T+vWvtRJ42gLXaFoADpsNZeH1bmkLmRWJsNuZ2Lc/gzt2Zmzv3gjC0dOmkmGRekCAGGcEXVq14tohRzCmV++A/a4fOowt2Zn8tG0bEXYbHsPgsI6duGfEMbUmu1bgGk0TQynFkt27WJm6h+TYOI7v0ZNIR/B/5b5t2pLoiqpUoSfCZqdHQiJpBQV1KXKDEe10hqxKFOOM4MFjjsdus/Hdln+45dv55Lrdlv3tNhsrrrwm5BpChN3OayeNY0dONpsyMtgvMbHWE4ppBa7RNCFKvF4mz/6M1ampeAwfEXY7UT87mXHGWfuq8QRCRJhyyngmTv+Q4jJ+WZ8ysPvzm3ibsCVuo7Iff3yffsz/Z2PQcQ6bjceOG4XdZmNVWirXfz0v9EYnZW6hbx1V2e8diK6tEujaKiGsvlVF+8A1mibElOVLWLlnD4VeDx7DoMDjIbO4iOvmzw05NtHlquRE8SnFkl27GsUipgAOERxiqqX9WiWEHalxSHJHImw2ohwOHDYbk/oP4KlRYxjRrTsRFnPYRJhy8jhG9zRdIFOWLQnp8wYQgUh747B9G4cUGo0mLD5du4ZiX3klYyjFxswM9hYW0jZANEQpP2/fFvCx323ULLOgVW3IRJcLm9gsfcllibDbObhDMhszMij0uPH6IKUgH2+YebgfOPo42sXG8m9uDl1ataJ1VDQZhYU4xFYpiqR0YfGJ405gZJndljtyskPGxjtsNkZ07U5MRERYctU12gLXaJoQwXYQGiq4sou022sU+x1opAD7t2lDpN1ObEQE0Q4HCS4XVw8+nCKvNyzlDXBS7z44bHZySor3hfiFYw2XyvDC4kW0iY7moA7JtI6KxmsYnD7zY77burlcEeLESBdPjxrD4kuv4pQ+fcvNM6RTZ8v4cJsIUQ4H+7dpy1OjxoQlV32gLXBNs0YZWVD8DRh5EHkk4uzX0CLViHF9+jL1r2WV4ou7tUqgXUxs0LHH7teTu39YUO1zR9jtGEqVs2gjHQ6eGjWWzvHxLN29i/hIF4M7duKED94NWwFHORw4RFj0746gNygrFLAybc++z6vSUnlm0W/sys3FW+ampjCfNnxKERvAgr704MHMXLMaj7ukUptDhP8dfQxn9h9YayGAtYG2wDXNFlXyOyptJCr3MVT+c6iMSRg599Q4L3ZDctXgw+mZ2HpfjcYoh4P4yEieH3NSyLHxkZG8cuKp+xRmIJx+P3KEzU5ybGw5q7vE58NQigi/Jd8jIZE3TxnPgHbtSXBFcXyPXgzp1BmbCNtzssP+TkVeL5+tW1Mt5V1KhM28ubz91zImffoJv27fVk55l1Lg8bApY2/AOdrHxvLCmBMDbrLxGAa/7tjeqJQ3aAtc00xRqgSVfS1QVOaoF4rnQuRx4Kq9WNz6JCYigtlnnccPWzezYk8KneJbccr+fYmPjAxr/Mju+/HrhZcx7J0pEGCXYKIriusOP4ITevbmlE/eD7jomRwdw4LzLwoaupgcG8fO3Jywv1dNF1F35+dx3fy5fLd1c8Ddj6XEOJ30at3Gst1htxPtdJJXIYxQAemNMNRSW+Ca5ol7ceDjqhBVNKt+ZallHDYbo3v25rbhR3HuwIPCVt77CGJEFvu8nDPwIFpHRbEnPz9gn935eSHjzm8cOoyoEH2siHE6A9afDIbXMPh28ybsYq3S7CK0inRxQs/AG28ABrbrEHDHqsvu4NgA6WUbGq3ANc2UYI/jTdeFUhskuKKIcQaOoujXNgkw48aTY+MC9ukcRj7r8X3787+jjqVNVDQ2kbAXTxMiXbx64qncceRRVd7cbxObpRvGJsLxPXoya9I5QW8+8ZGRlW4+kXY7STExnDPwoCpKVPdoF4qmeRIxhIAP5hKNRI2vb2kaFTYRbhs2ggd/+aHcphWXP69HKbcOO5K7f1hQqc+tZfoEY9KAgZx5wABKfF427N3LuZ/PxOszcBs+7CKVtvBHORxcNOgQRnTrTse4uCrfZu02QQKofZfDwfTTz2JgmDm4Lz/0MPolJfHOX8vJLCrk+B49ueCgQ4ir6pNOPaAVuKZZIuKCVs+hsq/HtLg9IJEQebzpA2/hTBowkIQoF8//sZCUvDz6tk3i9uEjODi5474+4/uaSZeeWfgbu/Pz6Oyv93jS/n3CPo+I4HI4OahDMt+dfxEfrfqbzVlZHNS+PX+npvL91s1E2u2U+Hyc2qcf/3fY4QBszc6yjC8PeB7MRcgnjjuBS7/8HIWZcsBjGNxyxJFhK+9SRnTtzoiu3as0piEIWZFHRLoA7wEdME2aKUqpF0TkfuAyIN3f9S6l1FfB5tIVeTT1jfKlo3KfBPcPoPLB1gnibsYWFTpqQ1P3pBcUsCM3m+6tEsulZN2enc3x779tmWjLhqncFabyPqhDMq+eeAodYuMo8Xr5bcd2Cr0ehnXuGjDVa1OjJhV5vMDNSqnlIhIHLBOR0mDS55RST9emoBpNbaJKFkLJN0CxecD4F3LuxIBKSlwpN+BAgiyEVZpfecG3E2ytEFvVExUpIxOKvwVVCJFHIY5eVZ6jKZMUE0NSTEyl490SEhjZfT9+3LoVI4AdbhchOS6Ox48bQ882rUmKNudIK8jnnRXLWZ6ym16t23BAUrtmocCtCKnAlVIpQIr/fZ6IrAM61bVgGk2tkP8c+5T3Pooh/2nwK3DlXobKvQ+8/wARqKjTkfg7EAm+Xdoo+hJyHwQ8oLyoiGFIwjOILfDiX0VU8Y9+F48AXsh7HhV9Nrb4O6v4JZsnr5x4Ks//sZB3ViyrVIDBoxQZRUX4MPYp7+3Z2Yyb/gFFHjNPzPKU3Xyxfi3vjJvIkE6dG+Ir1DlVikIRke7AwcCf/kPXiMhKEXlbRAKmQhORy0VkqYgsTU9PD9RFo6kTlFJg7A7c6Esx+3g3ozIvBu9GTA9hMRTNRGXfHHxu9zLIuRtUjmk94wb3QlT2deHJZhSgcm4wz0cR4DHfF36CKvkz6NiWQoTdzm3DR3DBQQcHbHf7DNaV0SmP//4z+W73vp2iPqUo8nq56/tv60XehiBsBS4iscBnwA1KqVzgNaAnMAjTQn8m0Dil1BSl1GCl1OCkpKSaS6zRhIHypaDyXrfuYEs2+xVMBSrmfi6Bkp9Qvj2Vhu2bv2AqlS17N7iXonwWN41yXX8n8L9fMar4i9DjWxA9ElsTVaFgMECE3cZ+ZVLoLtwZeCv+jtwccksqb49vDoSlwEXEiam8P1RKzQJQSqUqpXxKKQN4ExhSd2JqNOFjFHyISh8Nhc9Zd4o+z3z1bAQC7NyTCPDtsB7v2xX4uDjBlxaGlKXLbwGO+7eAK6UwCj7ASBuBsecAjL0TUO4lYczdvDi5dx+inY5yseR2ERKjoji6+377jsVGBA7zs4lUeWNQUyGkAhdz8/9bwDql1LNljieX6TYBWF374mk0oVHKjSr6EiP3YYy8lyHvMSCYxeVAHH6fqPNAAi4FqRKwV955p4wclHcLOIcAla1ClBcCLEQqpcrnYIkYbvatiEQhUaeaYwpehbynwEgFPOBdg8q8BOX+O8h3a37ERETw2ZnnMKRjZ+z+fOFHdevOp2ecXS5f+IWDDqm0+zPCbuek3n1C7hxtqoTzrYYD5wOrRGSF/9hdwNkiMgjTlNgGXFEH8mk0QVFGNirjDDDS/b5oB2bgVAjspuUmMRebLotyyjQCnH2h+CuUazRi74BSxaicO6F4AYgDlPKfS5U5XxTEXonYYs3olOKvUAWfgHcDkA84UK4TIfpSyH+K/24ypfVkHGDrhEJQRgkUvEn5XC4Axaj8F5DWb1fjajVdurZK4KOJZ1Li9WITwRnAor540CH8k5nBnA3riLDb8RgGg5M78eDI5hv3HzIOvDbRceCacFHKAO8aUMXgPBCRwI/HRs4DUDQDcxEwTOxdsSV9h1LF4FlnhvIVvgfu5ZjK1A3Y2efiiL8f3IvMtLTlLHuHeSNQ+WBPQmIuQ1wnoJQPlXWpPx9LFeTap8htYOvuX4Ct6GcHbEnY2v1ehXlbFqn5+WzM3EuX+FZBy8w1JWoSB67R1CvKsxGVdZkZ4eHfsqHiH8UWNbZy5+L5VE1J2iHhbYzCmZD3iDm/8oKjOyS+AVlXYvrEy/jFc+8yx1Wy7L3g2ww4IeZyxHWCebjkF//NoCpywX9b/w0wtlh3czS+pEqNifaxsbSPDZ4bvbmgFbimUaGUB5V5rl95lyHndpSzD1JReYmjCrmpBEl8B1QGKvchylm33k2QfSOBlW5ZN0lFDKAE8h7FsCUirjGokh+o7PqoLhVdQi4kNrxQRU3zR2cj1DQqVMHblZU3AB5U4czKh6NOA8JNMqQgYjAq/wUquyZ8oHKpfmZqD+TcikofCcpH0JytVcIAiTPns3dDEl9EIg6rpbk1TR1tgWsaFwXvWTT4wDArqShVDCULAQ+4ToaS30wLGp+ZsEoVEzA0kFgzgsP9h8U5IjGt3Ypx4eHiAWMPFH9azfEWxN4KtgTE2avFbbXXBEcrcE2jQakSUIHLXQFI5EizTFr21X63STHlLWaH6c92nQYlc0FVdGOUQNa5WFvZXog+HwqnEVYkS71gQN6DIC6U8qIiBiEJryO25pvfQxM+2oWiqReUkYcqnInKfwPl/suiLqUTa3eIDWWkobKu8ocLFlJZEXuBEiieA1HngsRS3kbxBBhTYbw9CRLeoHHZNl4z0oVicC9H5T1apdFK+VDF32Hk3IuR9yzKu71uxNTUOzqMUFPnKPcKVNZF/h2GbiACIocjCS8hUj6e18h9GAqnU3kjTummmXAiO2zgOMCf38RN1SrwCBAJUZOgaFoVxtUnEUj7VWEV2DUXhS8G76oycfIOaPUktqgxdS6ppnawCiPUFrimTlHK8Ls8CjAjM3zma8nvUDS7Un+Juw1cozAt8bJpRj2EH5ZnmAqLEqpePk1hJrT6hMb77+EhsI8/AEVzwLPSr7zBfEophtw7zLUETZOmsf6FapoL3nV+5V2RIlTRjEpHRSKwJTyLJP0I0WcRfoRJbeOh0dbOdB6ESHguHlX8JYFDGm3g/qtWxdLUP1qBa+oYq6RNpW2BEXtbxN4uaJ+6xWjAc1vhBFzgOhFlBAq1/A+lDFTJ7+BLtephRuxomjRagWvqFkc/EFeABlul2pTKyDUXOgveQXk2QuSxQSYWkITalLQREwH2XoADxAb5L6LSjsSwCLlURiEq43TTdeXbGnhKiQJn46uyrqkaWoFr6hQRO7R6kcp/agYUvIUycgFQJX+g0kegch9G5T1tKqCCtyDyGIuZlX/jTUtA+WPgi0xftsrH3P35NMqzsnLvglfMBVxVMVLHBhIDEo8kTqm0gKxpemgFrqlzzNJkAcqTqWxU+miM3GdR2f/nj9suU52meA7YuwFRgWal+rsmmxi2jgRewHWjCqdXPlz0BZabkeIfQNr9jjgH1J58mgajMQW7apor3s1YFy/IhMKpBIyqUIVmnUqRAO5oofH5qOsIy2gRA4zswMcDYkciR1pmdtQ0PbQFrql7HPuZStgSL5bK2LcVHAPYF7+870bQQqxvMBV4pV2lANGIK0Ast+skKj/xCDj7I7b4OhBQ01BoBa6pdZQvDSPnfoy0kRh7T0V5t/mr2wSoYBMK307wLMZU8kEUfbOmgMo3rCiwd0EVzsRIOxoj6yqUZy0AEns92Lua/m4AokFaIa2eqE+hNfWAdqFoahVlZKEyxvsf7b1mUYLc+yFqIjh6Q/GXBM4zUvqnaOM/f2+wNK4tiYrXwAaRw8zNUL4N5qGSPWbYYOv3kYiDoO0cKPkB5VmL2DuDayxii6k0s6Zpoy1wTa2iCj4AI4/ySqfI3Nno6AltvgFbeyr96YkTWs9A4m6E6Isqt2vKYPgzKpb1jZs7SFXe4wCIOBDXaGxxNyDRp2vl3UzR/yWa2sX9B4ELCnsh/wXIONHMM+Loi7nLMgpsHZDEqdgiBiAxl0DUKYS9VbxFImW2xlfAs6Z+RdE0KNqFoqldHJ3Bs4zAi4x+10jBG0jbeabVrUrMQgX+RU6lSiDzknoTt2kSZB3A1rr+xNA0ONoC19QqEn0hAWO+y+GD4q8RezLi6F4+q17xd9bWpaYCFSN7oiDmigaRRNMwhFTgItJFRH4UkXUiskZErvcfby0iC0Rkk/+1eZR/1tQIcfZDEp4HWxuso04MrFwkquRnAlZi1wRAgAiQaHNrfOxlSPRZDS2Uph4Jx4XiBW5WSi0XkThgmYgsAC4EvldKPS4idwB3ALfXnaiapoK4joXI31HuxZB1CZV3ERooVVDJflTKC8ULgsxso0XFf4fEBm3nmlWI7B2x6So9LY6QFrhSKkUptdz/Pg9YB3QCxgGlGe+nAePrSEZNE0TEhi1yqL/ocAAK3kX50ssf827G2r9rA3tPaq9YcHPAC5kXQMbJkDYYI/sGVMCdmZrmSpV84CLSHTgY+BNor5RKAVPJA+0sxlwuIktFZGl6enqgLppmjZPASldQRfPLH7LFEzT6xLeJlrmRR8yNOYEw9mA+lZhPLyrzXItydZrmSNgKXERigc+AG5QKPw2cUmqKUmqwUmpwUlJSdWTUNGUkksAKvATyH8XIvALDm2Z2tSeDsz8QKEteS3adRIIRKDSzIh7w7QL34jqXSNM4CEuBi4gTU3l/qJSa5T+cKiLJ/vZkIK1uRNQ0ZSRqHNZRKQa4f4S9IzHyp6CMTIi5EuzdzUU5ia1HSRszxaCsCjNUQBnWOcA1zY5wolAEeAtYp5R6tkzTHGCy//1koHKBQ02LR5x9Ie56gudB8UL+s6i0EZBzM/h2QMQwiL4UvVWhiojNTFmgaRGE898xHDgfWCUiK/zH7gIeB2aIyCXADuCMOpFQ02RQvt2ogrfB/Tc4eyExlyCOXthiLsFwDjIX3CwLExvmj/K3l/wO3m3oXChVxN4NnIc0tBSaeiKkAldK/Yb10v9xFsc1LQzl/QeVcaY/d7UXvKtRxV9B4lQk4jDEOQglcWb+77AoBt+2OpS4iWJLNl+NdALe3Gzty2+M0jRr9E5MTa2gch/3V58vVSo+UEWonPsAf2m1+IeoWpV5H4Gr8bRgbEnY2v1spiEIhPtXlGrJC74tC63ANbWDZwkBQ/x8W1H+YgS2qFFIm0/AMRDzoa7UUrT4M7QPAOdAc6ehBnBB1ATzrQ4V1KBXiDS1hcRZVI1xULqAqTwbwLsVafUgYEcVfQoqD+y9If8lzC30pYrJCfH3IhEDoeR7VMkPUPwTqKz6+DYNjB2izoHiT0H5ALd5E3P0R6L9S02u0VD8FeXdKHaIPBoRbZe1FLQC19QO0RdA/suUz2MSCVHjAS9G5mXgXsq+TScSDXH/Q6LGIyIYtlaQe0+ZsR7IugIVfQYSdSK2Vk+gov5GZU02Mxg253Sz0haJvQxir0AVzQYjDYkYBpFH7askL/F3oTx/gZFpuq4kBiQOib+/YWXX1CtSn7u2Bg8erJYuXVpv59PUH0r5ULn3QtEcc/OOckPkcCTheVTes1D4EZUrpdsh+gIk7hZU6mDMivSBcEH0+djib0V5/0UVvGsWiLCqvN7ksYNzENL6Q5QqQtwLwUgD58GIs/++Xkp5oOR78G4C+37gGo1IqEyQmqaIiCxTSg2udFwrcE1tonzpZk4TRxfE3gkAI/VQ01USkAhIeA6yryH4NnkX0mY64uyHMvJQ+a+bSlzl+8cJpi+9uVjmgvmA7PG/d2KWUhuBJLyAiH54bklYKXD9V6CpVcSeBPYKKRNUEEtZnCGSWJXiRhUvAHsns+amL53ylX8UzUd5g/l9ytYG9V/Dkt9QhdORmHMbSC5NY0KvdmjqnshhQRqV+fgfEhuIE1X4XgDlHWRMs6MIiqY3tBCaRkJz/AvXNDIk7m4gUF4TG9jagmcVof8U7YhrLBT/SHjKG4g6FyKOqZKsDYcr/K7Bnmg0LQqtwDV1jji6Iu2+h8hT+C+sMBIc+yOtp4F3LdbZBv19425HHN2rUPNRkOhJ4OhW8y9Q59gx3STh/DtGQtSpdSyPpqmgfeCaekFsiUjiMyj1uBk1IbGIw8xxrZwD/SlQK1qWDoi5Eok+A7F3MOeJudCs9GMZsVJKAuLcH+U9DHi3dr9MreMjPP+9Exw9/HVHNRptgWvqGREn4uy/T3kDSPQ5IBGUT7kTCRHDsMVdC0Y2RsZ5GHsOQGXf6E/W5CKwW6Z00hKzRJvnjwrzNlUE4u5C2nyK6NJpGj9agWsaHLG3R9rMgIjDAbu5KSX6LCTxFZR3JyrzLPAsBjygssGzDCKPRRJfBbFwqShlFjfwrKRpV/ERSqvN22LORaxyoGhaJNqFomkUiKMX0vq9SseNgncCLNoVQ8l3EH8n2DuCN1CGQx/Y4sDRFzyraXohhk5w9ARHHyTqdCTy8IYWSNMI0Qpc07jxriJg2lSJNPOqxFyKyrmT8j5xOziHILbWEHOxuR29qSlwRy/TXWJhcSulzMyDRZ+DMszKR5HH6FSyLQztQtE0bhx9CVgjU7nNCBPXWIi9jPK2iALPEoyi+YhjP3AdR5Pzg0eMDOouUbn3o7KuheJ5UDIflXMjKuc2XdC4haEVuKZRIzGX+Asjl8UFkSMRezIigkSdRXklbwAlkHMbyrcHSn6h8fjBw7iRSDTitC6LpjwboOhzyj11qCIo/tbv89e0FLQC1zRqxNEdSZwGjgMAMYsdR09CEp75r1Px1wRWjAqK5/urBDUG7OAYBPZeEHkCtJ5pFnAu9/TgAEkw08Va4f6NwC6hYlTJL7Uor6axo33gmkaPRByEtP0cpXyArbKfVxURuHam12yLOBzcv1P7Vng0phUc7rw+8K5HWptl5gBUm09QuY+Y1jPKjK6Jvzd4VkGJ4b9EV2VxIrYgoZWaZoe2wDVNBhF74EW6yKMJbItEmK6W+HvNghNVKudWmt0wGIVYK2+r8UWonP/ynoutNbaEZ7B1WIWtw2psiS+aCcGC4TrBosEGrhNDyKxpTmgFrmnyiHN/iJ6EWT/Tr+AlCqIm+DcN7Ye0/QZiLofIY8BxCKVVgqxxANXMrS3RSNKvfks5AL7tKMMqvW4Y09sSkcRX/EUcYv0/0UjCs4i9fbXn1TQ9tAtF0yyQuLvANcofMmggrlMhYuh/7fY2SNy1ACgjE7X3VDCysS4K4cQ6P0tFbP4fO9jbQfxTZupblW/R30AVfoDEXhXm/JWRyCOh3R/g/gOUAZFDEdEFoFsaIRW4iLwNnAykKaUG+I/dD1wGpPu73aWU+qquhNRoQiEiEDEEiRgSuq+tNbSdgyqYZtaV9O2kvLKOgtjLEUdfVPYNmLtDDX8pN0Ult4m4oNXzZuSIrSOqaCbkPVm5X1nyX0fFXFgjpSsS6XcfaVoq4Vjg7wIvAxW3yT2nlHq61iVq4vh8PlK3pbPip9VsXLKZnRt3k75zL3kZBZQUl+B1+1CG9T+22AS7w4YrOpK4NnEkdWlD936d6XN4bw4aeQBJndtgs2nPV00RW2sk7kaIuxFV8isq91HwbTGzHcZciURfYN4U2v0OJT+A8qBs7SH7asrX/bSBLQmJPHqff17lv0TIZFtiA+8OcPapq6+oaQGEVOBKqV9EpHs9yNLkyE7P4cePf+f3Lxbzz4qtFOQU1jjQQRkKr9tHvruQ/OxCUjansvKntfDat+X6xbWJpe+QXhx3zlGMmHg4ES5dCzEQyrsTVfAquJeBvTMSe2UlK10iRyBJ8wOOF1scRI0z3wNG/EOQd7/5SfnA0RVJfL384qqRFoZgnsqVizSaKlITH/g1InIBsBS4WSmVFaiTiFwOXA7QtWvXQF2aDHt3ZTD9ydn8+tkfZOwO+HXrjbyMfJbMX8GS+St4/HxAoFOvZE65ajQnXzGKyKiqRFw0T5R3Oypjgj/M0Ae+bajMpaj4h7FFVy+ntkQehioZBiW/mhkUI48yi1KUxd4FfDuCzBIJruNMV45GUwPCKmrst8DnlvGBtwf2YtqbDwHJSqmLQ83T1IoaK6VY8s0Kpt03nU3LtgR1fTQ2nJEOho8fwpXPXkib5MSGFqdBMLJvMn3cFRcjJRFptxCRAFv0g6CMHFT6CWZGxH1zRkLEYdhav/3feYsWQM7NlHe1gLkwKuA6CWn1ACJVqMKjadHUalFjpVRqmYnfBObWQLZGx8pf1/Lq9e+wecW2hhal2nhKvPw0fSE/TV+II8LOCRcdw/89fxERkS3I1eL+k4CRJKoIjD1g71Sl6VThp6AKK8xZAu6lKM8GxO/PtkWNQskLqPxnTD+3oyvE3IhEHAASh9gswgs1mipSLQUuIslKqRT/xwnA6toTqWEoKXbzyrVv8e27P+HzhRs+1jTwun3Me+M75r3xHUld23LPjBvpP2T/hhar7rElgZEeoMEAaVX1+bwrqWxVA2IH74ZyC5LiOgZxNZV6nJqmSjhhhB8DI4G2IvIvcB8wUkQGYbpQtgFX1J2IdcvOjbt5YOJTbF/zb0OLUi+k79jL9UPvJsLl5PrXL2f0BSMbWqQ6Q2KvQGXfQfmIkEhwjarelnNHb+B7KsWOKwPsTaH2pqa5EZYPvLZoTD7wrWt2cNfYR9j7b6BiADVHRIiMjiCxfQLtu7WlQ492JO/XgaQurUlo14qYVtFEREVgd9jxeXyUFLnJzy4gMyWLvf9mkLI1lZTN6aRuTyM7PRdPccW8F7WDzWHj5reuYvT5I+tk/obGyJ8C+a+YYXvKY+bMTniyWvHXyrcXtXd0hQ06TrPoQpvPdC5uTZ1h5QNvcQp8z7ZUbj7mftK27621OV2xkex/aE+GjT+MYaceRofu7erkn9nn87FtzU5+nrGQP+YuZ+f6f/G6a6dQQWRMJM/+9AD7H9qzVuZrTChVBN7tZry2vU3N5vKsR+XeC55VgB1co5H4BxBbfO0Iq9EEoMUr8JJiN3eNfYSVP6+t8VxxbeM4auLhnH7TqXTq1aFBLS+lFCt+XM2Hj3zG6l/X4fPWzH/f65DuvLjwUZwRuvZiMJRyY2ZG1NkoNHVPi1bgX7wyn1eufTt0xyB0H9CFSx4/l8PHHhK2wt69ZQ+/f76Yv39azb8bU8hOy6W4sNhUsoEuu4DdYSMyKpKEpHg679+RQ0YfyIgJQ0nq0ias8xbkFTLtf9OZP/V7igtKqvgt/+OOD67juHNGVHu8RqOpPVqkAs/PLuDyg24mfWdGtcYndWnD1S9czPDxofNr7PonhQ8f/ozFX/1Fzt7cap0vHBI7tGLkpOGcd+/pxLeOC9o3P6eA5y5/g18+WxR+XqYy9BnSk5cWPaZ9uxpNA9PiFPgPn/zGY+e8UK2xoyYfzfWvXhZ0N6PX62Pm01/w6TNzyc2wyjpX93Ts2Z7rXruMQ48/KGi/Hz7+jecue53iwqpZ5fYIOx9tf43W7VvmZiCNpjHQYhS4Uor7TnuKRbOXVGmc3WnnqmcvZNzVY4L2m/Pa10y98yOKckMkK2oAug/owqNf3UlSZ+scG2sWbeDusY9QUEX5n/nxfg48+oCaiqjRaKpBi1DgJcVuztvv/8hOzQl/kA1ueO1yTrpslGWX/NxC7j35MVb/tr4WpKx7HBF27pl+M8PHHWbZZ/H8Zfxv3JNVWvS85Z3/44TJenOKRlPfNHsFnrkni3O6XoXPG35Y3Zm3ncqlj51n6eNN35XBDUfeU6shh/WJ2IUHPruVI061VuQvX/82s18KnIkvENe8eBHjrtFluzSa+qRZK/AdG3ZxSb8bwu7fpW9HXln6BFHRgZMJFRUU8X+Db+ffDSkB25sartgI3tnwEm2TA2e/y83M4/yeV1OYE55b5dZ3rmb05JG1KKFGowlGs1Xg29bu5LIBN4Xd/66PbuCYs4Zbtj97xRvMf/O72hCtHFFxLlp3SKR9tyTadW9Lm+QEYuJjcEY6cRd5KMgtYO+uTFK3pZG6fS9ZqdmUFFqV+6oex5wznLs+uMGy/cnJL7Pg/Z/DmuvZnx9g4Ij+tSSZRqMJRrNU4Hu2p3P+fv8XVt+EDq14/5+XcVlY3Ts37eayATfi89RsI4zdaaP3IT055apRHHXGMFy1kJc7PzufeW8sYO6b37NnS2roAUFwuBx8lv420TGBt5L/Pmcx949/Kqy5ZmW8TVxi8FBGjUZTc5qdAi/IK2RC4oVh5eg+9twjufP96y3bX7vpXWY9P6/asiT3aMflT1/A8HFD6iVm2l3iZuptH/DlG99Weyv9y38+Rp/DegVs2705hcm9rws5R0R0BPPyP6zW+TUaTfg0KwVuGAbjEyZTlB8gtWcFbnzzCk685HjLeSbvfy17toRRAqsC8W1jue3dazj8xEND9t2w9B8+fOhT1izcQG5WfshNNVHxLvoc1pMLHzyLA47oG7RvSYmb+yc8xdKvV1RBepO7Pr6BYyYFdidlpWdzZvvLQs4x4vTD+d+MW6p8bo1GEz7NSoFfO/RO1i/+J2S/p364j0EjBwRsKy4qZkLihVW2YAeNHMCD8+4gKohrZPvandw/8alaXQTdb2BXnvzxPhJaWydN+vDhT3n3f9OrNO8dH17HcWcH3jKflZbNmR1CK/F3N71Ap54dq3RejUYTPs1Ggc9+dT4vXxM6r8lLfzxK3yG9A7blZuUxse3FVSpAfPhJB/PAF7djtwcuw1VYWMxNR95bL1V8Tr91HFc8cZ5l+7NXvM78N78Pe74XFj1C/8MDF3jYvvZfLh1wY9DxkTERzM3TrhSNpq5oFgo8P6eACYkXhuz33K8PMWB4YNdDXk4Bp4UxRylJXdvy9rrnLRcj9+xI44qBt1CYV/87M0+78SSueubCgG3FRcVMSr6cwjB3XM4t+ojIyMAZCOe8Mp+XQiQDu/fTmznqtKFhnUuj0VQNKwVuawhhqksoSxDgzo+ut1TeXq+XiW0vCvt89312Mx9tey2g8naXuJnU8TLO7351gyhvgFnPzWOU7QwyUisXpXBFuZid/R5jLj02rLlOa3uhZdupV4+lS9/gLpJHz34+rPNoNJrao8ko8F9n/UHGrqygfU66YhTHnnWkZfsZ7S9F+UI/ccS1ieWr4o84ckJgi3La/R9zUtS5ZO7JDjlXfXBW8hVMeyCw7/vmKVdx32c3h5zDXeBm2n2fWLa/uerZoON9Hh8b/9oS8jwajab2aDIK/JFJzwVtb9MxkRteu9yy/b4JT5KfVRDyPIeffDCz0t8JWNBAKcUZHS7hgwdnhRa4nvnggU+559THArYdOWEoz/78QOg5HvrMss1ut3PRI2cFHX/fuCdCnkOj0dQeTUKBT396dshK8dM2vWTZtuaPDSwMIzvhpNvH8fCcuwK2FRWVMNp+JtlpNcv1bXMIie3j6XdEb446fSijJo9kxBmH0++I/UloH4/Yqh9H/ufc5TxzxesB2waO6M8dH4aO7X7gDOtNPOfcOTHo2LqqL6rRaALTJOpBvXVH8AiH/3vhoqC5u28Yfk/Ic5x7z0QufDCwhVmYX8i4+Mkh5whEh/2SuOvD6+k3tE+Vx/44/TeevuQ13FXYUv/1m98z4dqx9BhQuUr6cWeP4Ou3fmDFD6stx//22eKg8590xfHMe8M61cCS+X9x2NiDw5ZXo9FUn5AWuIi8LSJpIrK6zLHWIrJARDb5X+ss2//CL5cE3W0ZGRPBhGuts+M9e/lrIcMFjz3nSEvl7fP5qqy8YxKieXvDiywwZvL+5lerpbwBjpl0JPPyP2SBMZMxlx0X9rgrDrTeWPPUd/eFHL96kXXa3GtfvjTo2Dfv/CDk/BqNpnYIx4XyLlCxysEdwPdKqd7A9/7PdcIzl7watP3pIApJKcX8qT8EHZ/UuTV3fmC9zf7k2HODC1iGxPatmFv0IV9kTqNL7+Swx4XDzW9cyQJjJvsd2DWs/sEWJO/+5IagYx8Ost5gt9uxOaz/bLav+TekbBqNpnYIqcCVUr8AFZ2b44Bp/vfTgPG1K5aJz+cjd691uTJXbCR9LTagADxxwYshz/H+VusbxP/GP463JLydmm+sfIoZKVOJjIwIq391mbLiGe777NaQ/YItSI480zobI0BGCF/2QUdbZyE0QqxVaDSa2qO6i5jtlVIpAP7XdlYdReRyEVkqIkvT09OrdJIZT88J2n7rO1cHbf/+w9+Ctt//+a2WOytzMnNZNGdZcAGBhPbxLDBm0mNA95B9a4sjJwzh0a/vrtEcrTtV3+t1+k2n1OjcGo2mdqjzKBSl1BSl1GCl1OCkJOtajYEIlSHwqIlHWLb9/fOaoGNdMREMH2ddbf7crlcFFw7oe3hvZqa8FbJfXXDY6EHEto4O2mfRPOsbkNUOznA4+LiBQdtLiqtWOFmj0VSP6irwVBFJBvC/Vj2dXxgEq23ZrX/noGOfuujloO3PL3rEsi0nMydkMYWOvdvz0qJHLdvzs/NZ+csa0ndlBJ2nJny+d1rQ9lnPWD/BHHma9c0LzF2rVgSKkS9LXkZe0HaNRlM7VDeMcA4wGXjc/zq71iTyUxBie/oljwdfXEzdFqSOpUDPIC6Pqw8LHAtelmkbAt8glFJcfMAN/Lt+975jSV3bMHX1c0THBi6iUFcEu4ah8pYbYeRZt8IXxlh3sZvfv1hC6rY0eh/ag4OPG4jN1iS2JWg0jYaQClxEPgZGAm1F5F/gPkzFPUNELgF2AGfUtmBLvloetH3oSdZ5uD1uT9Cxx55tvd0eIHVr8AeKT1ICb5YBmNTpcrIqbLFP35HBlYNu4b1/Xgk6b1WZ/UrwYsSDjjvQsm3FT9ax4AARQaxsny/4wm6rttYpbwFStqRy9WF3UJBXiOE1cDjtdDugC8/9+hBRMYErJmk0msqEE4VytlIqWSnlVEp1Vkq9pZTKUEodp5Tq7X+t9S14+dnW297tDltQC/K3z4NvRrn+Dest94X5wS1/V0wkbdq3CdjmdrsrKe9SUrakUVQQugBFVXjvwRlB2y+43/q++tLVU6t93rWLNgRtD1VG7tbjHyAvKx/Da0aseD0+Nq/Yxtt3f1RtmTSalkijfWYdcGQ/SyU9eMygoGN/+PjXoO1W9SABPnzk06BjX19hvdX8sgODJ43Ky7QOiawOTov0r6W4XNaKdNfGPdU+78ePfV7tsRkpWaRuCxyNNH9q+DnMNRpNI1bg3Q/oQr8j9ocKOtwR4QiatApg57pd1T7vb58Gt9479bTeoLM7hFJs26l1tWSyYtIt4yzbeh+yn2XbornBwyOjWgX31f/1fRD3S4hULt+++6Nlm7souOtLo9GUp9EqcIDHv7mHsRcfhyPCgQjsP7gHL//5GG07BXZhlBLM/eKMCm61ZqVlV0fUsKjtRbpTrx5DbELlUEKxC68ufdJy3P9OfTzovDe+foVlm1IKr9s6QqVjz/ZB5/522k+WbXZno/5z1GgaHY06mVVUjIub3rySG6dcgWEYlptuKlLqWw2EwxF8Dp+3elXeGwK73c70lKm8ccs0vnnnR5RSHHfuCK571bqO5UV9Q2cktCp0DPDqDcEr85x//5lB2//daF0ntH13y/1gGo0mAI1agZciImErbwCb07pvKAXtcDqa1KN8RKSTa1+6lGtfCp5kCuCJyS8FVaAA/YdZpyYA+OKlr4O2WxVIBti7O/ha94mXhFc9SKPRmDTLZ9a4hBjLtlDKubb91GV5/uo362zuUNw34Qm+e/+XkP2e++Uhy7apdwZP6xvXJi5odNBj574QdPy4IFklNRpNZZqlAu82oEu1xx57jrUFCbBj/U7LtjEXjww6dt5r3/LXj39XR6xqo5Ti9PYXsXB26GLSp990sqWf3uP2MP2JL4KOv3+WdRpbgJU/r7VsszttRLrqNhGYRtPcaJYK/LgQG3WKCq3jsSfedFLQsdcOsy4OcfPU4Mm1AG477mGm3h3ckq0tFrz3E6PtZ5KTHjp8MSLKyRVPW+c9P6uL9cImgNiEA0dYZyl8/6HgMeujJx8TXECNRlOJZqnAhwVJUgXw6nXvWLa5ooLvBCzMLgx6A4hvExdcOGD6Y19wQsQkCvILQ/atDst+WMEo+xk8eWH4Oz9n57xn2fbMZa+Rmx48v8mdH1kvjiqleO++mUHHX/PSxcEF1Gg0lWiWCtweItLk63eDF3no3Cd4MYbTk6yVzczU8HY4Gl6D8fGTGRM5idUL14U1Jhgej4c7T3yEUbYzuOP4R0JWISrLx/++jsMReD177pQFfP1W8OsVER3BMWdaP/U8e7l16gGApC5tiKjjPOoaTXOkWSpwgOQeQULSDNizzTrfyQsLHw46t7vIw2s3BrbibTYbN79zZVgyAvg8Bjce+T9G2c5gTOQkHjn3edJ3h85gmJedz9S7PuS0dhcxynYGJ0aew9KvV4R93lLe3fQibTsGjqv//qNfeOHKKSHneGft85Zt2XtzQt4AHv0qdPIwjUZTGVGq+lnnqsrgwYPV0qWhF9NqgxU/rebWYx+wbG+VFM+nqda5vE+JP4/i/OB5rR+edyeHjz0kYNsjk57lp5mLwhO2gZiV9Q5xrWIDts18dg5Tbnk/5BwnXDSSW96y9v1PaHMh+VnWG6taJcXxaWrw2HKNpqUjIsuUUoMrHm+2FvigkQOCtuek57Jl1XbL9nc3hC7Hds9Jj7H0u8BRJXdPv4nRFxwVco6GoH23tiwwZloq7/tPezIs5R2bGBNUeT9z6atBlTfA878Gf9rRaDTWNFsFDqGLFlw1+DbLtjbJrel3RO+Q57hz9MN8+lzgwgm3vnstD86xPkdDcPsH1/DB1tcCthUWFDEucTK/f7Ek9EQCM/ZY+/t/+/wPvn7bOu8JQJ8hvei8f8fQ59JoNAFpti4UMKvKjI04O2ifo884gnum32TZPsoWXqrzPof15OU/A+cYMQyD09tfQl5G7WYjrAqHjT2YR+dZ+5qnP/UFU28PP7zxk12v0yY5sO98+7p/ufSAG0PO8VXJRzidwXPTaDSaFuhCAXA4HCGt8J9nLuKPILUjp+8JvYgHsGHJZkbZzmDdko2V2mw2G7PS3+H9ba9gd9TvJR966iF865thqby3rd3JSdHnVEl5v7XuOUvlnbojPSzlfddH12vlrdHUkGZtgYMZgzzaHjzBEsD7W16mQ/fAmfSWfvs3d44J31fbukMCU9c9Z+ljLi4u5upDb2fHut0B22tKdCsXd394A0NOtK5atGtLCtcfcTc5IeK7KzJt00t07NkhYFvKllQu6H1NyBDGgUf149mfHqzSeTWaloyVBd7sFTiY4XCPn/dSyH4zUqeSmNQqYNsP03/lsbNDL2yWpW2n1ryw8BHadWlr2Sc3M5eHJz3Hip9Wo6qZCFFssP/gXtw89Ur2G9AtaN+Fcxbz+HkvUhQiwqYiNocwa+87xMQHzjOz6a+t/N+hof39rphI5uS+H7Imp0aj+Y8WrcABLup/fblCw1Z8tPN1kizyjS/55i/uGmtdid4Km8PGWbePZ/IDk8LKCZ6Rksnvsxez+vf1pG/fS3FBCYgQFeeiXdck+h+xP0ecOpgki/jtiqRsTeWx815k3aLK7p1w6Ni7A++se8FS9gXv/RTerk+Bz9LfJr516N2qGo3mP1q8Avf5fIyJPAusU4Xv46U/H6XvYYEjUFJ3pHNe9/+rthxOl5ORk4Zx+VPnk9A2sLVfU3w+H99/+AsfPTqrRqXTACY/cCbn3Wu9kPvwWc/y84zw4t2nrHyG/QZ0rZE8Gk1LpMUrcDAt0Qt6XhNW38ueOo8zbw5csswwDCbvfw17tgSu7VgVnC4HXft15sgJQzjqjCPo3Ltj2JV7lFJk7M5k8fy/+HXWH2xY8g95GcHjrsMlulUU0za9ZHmTyd6bw8V9ricvRJx3KU//dD8HHXVArcim0bQ06kSBi8g2IA/wAd5AJyhLQytwgD++Wsa9JwcvKVZKz4O78+qSJywVari+9ZoiNv+6oKJKOU6qy3WvXcYpV4y2bP/4iVm8fefHYc/32Nd3M3j0oFqQTKNpmdRlGOExSqlBoZR3Y2HoiYdy45TgRZFL2fzXNk5wTuKvH1YFbD/unKP41jeDg48dWJsiVkIZmK6fOlbeYy45lm99MyyVd8rWNCa0ubBKyvv5hQ9r5a3R1BG1YYEPVkrtDad/Y7DAS5k35VuevzL8Cjld+nXilcWPERUTuGJ7cVEx1x1xN1tX7qgtEeuNky4/nutevczyScNd4uaOMY+wKkhBhorY7DambXqJDrrOpUZTY+rKhbIVyMK0Dd9QSgXd9dKYFDjA77P/5P4JT1dpzNFnHMGdH11vWaPT4/Hw0OnPsOhL681BjQFXbCTXvHwJJ1xgXUjBXeLmkbOfZ2E4W+vLkNC+Fe9vfhlXdPDc6hqNJjzqSoF3VErtFpF2wALgWqXULxX6XA5cDtC1a9dDt2+3TiDVEOxY9y+XhLFzsCLHnD2cW9+9BqfTui700m9X8ORFL5OVklMTEWsNu9POMWcN5/rXLscVHWnZLy87nwdPf4YVP6yu8jlGnD6Ue6ffpOO8NZpapM6jUETkfiBfKWVp0jY2C7yUkmI353W/iuy03CqP3X9wD/4382badwvuKlj+/UreuOU9tvxdvzewxA6tGHf1GM68dRzOiOBb1xd/vZynL3mNrJTsqp9I4JGv7mLICQdXT1CNRmNJrStwEYkBbEqpPP/7BcCDSqmvrcY0VgVeygtXv8nc176t1tiIqAjGXzuGyQ9MClldxjAMVny/is9e+or1izaSm5lfKwuUMQnR9DiwGydcdCwjzzyCyChrK7uU7et38cq1U1nxw2qqey/vefB+vLTokZA3CI1GUz3qQoH3AD73f3QAHymlHgk2prErcIB//9nNFQfegrvYU+05ouJcjJ48kvPvO4NWbeLDHqeUIisthy1/b2Pn+l3s3ZVJTkYenhIvyjCIjIokplU0bTu2pnO/jux3QBfadU2qkrtCKcWS+ct5/6HPWL94U41uHHannUfm3smhow6q/iQajSYkeiNPFXn7ng/5+NEvajyPiNBp/2SOP/8oTrzkOBLbJ9R4zqpQUuxm6TcrmDflO1b/to6iPOuCzFXhtBtP4sqnJ2tft0ZTD2gFXg1Kit3cPvoh1vy2vlbnjXBF0LFXew4Y1oeDjx3IgBF9ad0hsdrKUClFYW4hG5dt4a8fV7P613VsXbWD/OyCWo8dHzb+MO755EbtLtFo6hGtwGtA9t4cbh/1UL0tQNodNhwRDpyRThwRDuwOAWwow8Dr9uFxe/C6fXjdXurr93fU6Udw+/vX6OrxGk0DYKXArWPgNPtIaNuKN/56mrzsfB6Y+BR//xj+hpbq4PMa+LxuSgrddXqeUDicdk6/+RQufOgsy7h3jUbTcGgFXgXiEmJ5+vsHMAyDjx+ZxYePzcJTg8XOxkqXvp249e2r6De0T0OLotFogqBdKDUk/d8MXrhqCovnLzdzljRR2nRM5IL7z2TsJcfphUmNppGhXSh1RFLnNjz85Z2AmSv8nXs+5rfP/6SkoGHdH6EQm9BzUHfOuXMCR542VCttjaYJohV4LdK+axJ3vHcdYBZVWPL1Cma/8jVrfl9fa+F71cURYafbAV0Ydd7RjL3sOKJjAyfl0mg0TQetwOsIu93O0JMOZehJ/xUWzkrLZtGXy/jjy6VsXrGVzNQcvCXeWj2vzWGjVdt4ug/oyiHHD2TYKYPp0reTtrA1mmaI9oE3EvKy8tizLZ2ULamk7dhLVmoO+Vn5FBe58ZZ4AMHptBMRbe7GTGwXT9vObenQvR3JPZJIaJeglbRG00zRPvBGTlxiHHGJcfQ+uEdDi6LRaJoItVGRR6PRaDQNgFbgGo1G00TRClyj0WiaKFqBazQaTRNFK3CNRqNpotRrGKGIpAONqyimSVtgb0MLUUWaoszQNOVuijKDlrs+qWuZuymlkioerFcF3lgRkaWBYiwbM01RZmiacjdFmUHLXZ80lMzahaLRaDRNFK3ANRqNpomiFbjJlIYWoBo0RZmhacrdFGUGLXd90iAyax+4RqPRNFG0Ba7RaDRNFK3ANRqNponSohW4iGwTkVUiskJEGm2eWxF5W0TSRGR1mWOtRWSBiGzyvyY2pIyBsJD7fhHZ5b/mK0TkxIaUsSIi0kVEfhSRdSKyRkSu9x9vtNc7iMyN/Vq7RGSxiPztl/sB//HGfK2tZG6Qa92ifeAisg0YrJRq1JsGROQoIB94Tyk1wH/sSSBTKfW4iNwBJCqlbm9IOStiIff9QL5S6umGlM0KEUkGkpVSy0UkDlgGjAcupJFe7yAyn0njvtYCxCil8kXECfwGXA+cRuO91lYyj6EBrnWLtsCbCkqpX4DMCofHAdP876dh/sM2KizkbtQopVKUUsv97/OAdUAnGvH1DiJzo0aZ5Ps/Ov0/isZ9ra1kbhBaugJXwLciskxELm9oYapIe6VUCpj/wEC7BpanKlwjIiv9LpZG83hcERHpDhwM/EkTud4VZIZGfq1FxC4iK4A0YIFSqtFfawuZoQGudUtX4MOVUocAY4Gr/Y/8mrrlNaAnMAhIAZ5pUGksEJFY4DPgBqVUbkPLEw4BZG7011op5VNKDQI6A0NEZEADixQSC5kb5Fq3aAWulNrtf00DPgeGNKxEVSLV7/ss9YGmNbA8YaGUSvX/AxjAmzTCa+73bX4GfKiUmuU/3KivdyCZm8K1LkUplQ38hOlLbtTXupSyMjfUtW6xClxEYvwLPohIDDAaWB18VKNiDjDZ/34yMLsBZQmb0n9MPxNoZNfcv0j1FrBOKfVsmaZGe72tZG4C1zpJRBL876OA44H1NO5rHVDmhrrWLTYKRUR6YFrdYBZ3/kgp9UgDimSJiHwMjMRMWZkK3Ad8AcwAugI7gDOUUo1qwdBC7pGYj5kK2AZcUervbAyIyJHAr8AqwPAfvgvTp9wor3cQmc+mcV/rAzEXKe2YxuQMpdSDItKGxnutrWR+nwa41i1WgWs0Gk1Tp8W6UDQajaapoxW4RqPRNFG0AtdoNJomilbgGo1G00TRClyj0WiaKFqBazQaTRNFK3CNRqNpovw/3syf5W4RDbIAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.347, 0.361, 0.355, 0.348, 0.351, 0.356, 0.366, 0.376, 0.359, 0.366, 0.375]\n", + "Temps : [0.047, 0.047, 0.038, 0.05, 0.063, 0.068, 0.06, 0.081, 0.063, 0.066, 0.078]\n", + "Clusters : 9\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.456, 0.523, 0.524, 0.498, 0.509, 0.481, 0.453, 0.458, 0.478, 0.453, 0.43]\n", + "Temps : [0.037, 0.05, 0.051, 0.059, 0.064, 0.097, 0.101, 0.121, 0.119, 0.128, 0.133]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.698, 0.835, 0.841, 0.83, 0.492, 0.475, 0.477, 0.434, 0.443, 0.444, 0.41]\n", + "Temps : [0.019, 0.028, 0.038, 0.045, 0.067, 0.065, 0.086, 0.097, 0.112, 0.117, 0.111]\n", + "Clusters : 4\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.488, 0.535, 0.594, 0.635, 0.646, 0.649, 0.642, 0.637, 0.342, 0.357, 0.537]\n", + "Temps : [0.022, 0.053, 0.059, 0.07, 0.067, 0.099, 0.072, 0.11, 0.099, 0.114, 0.119]\n", + "Clusters : 7\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mesures : [0.465, 0.454, 0.462, 0.476, 0.505, 0.502, 0.522, 0.521, 0.52, 0.518, 0.512]\n", + "Temps : [0.06, 0.108, 0.119, 0.134, 0.149, 0.177, 0.165, 0.153, 0.221, 0.211, 0.232]\n", + "Clusters : 8\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 67\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlis\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m \u001b[0mmetricsandclusterisationof\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 70\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mmetricsandclusterisationof\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[0mt2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabels_\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 31\u001b[1;33m \u001b[0mmesure\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmetrics\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msilhouette_score\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnpliste\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'euclidean'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 32\u001b[0m \u001b[0mtemps\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mt2\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mt1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[0mmesures\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mmesure\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m 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labels, metric, sample_size, random_state, **kwds)\u001b[0m\n\u001b[0;32m 115\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 116\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindices\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 117\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msilhouette_samples\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmetric\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmetric\u001b[0m\u001b[1;33m,\u001b[0m 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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 61\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mextra_args\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 63\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0;36meuclidean_distances\u001b[1;34m(X, Y, Y_norm_squared, squared, X_norm_squared)\u001b[0m\n\u001b[0;32m 321\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfill_diagonal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 322\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 323\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mdistances\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0msquared\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdistances\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 324\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 325\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "from sklearn import metrics\n", + "from sklearn.metrics import pairwise_distances\n", + "from sklearn import datasets\n", + "import time\n", + "\n", + "### 2 Clustering aggloméré (metrics)\n", + "\n", + "def metricsandclusterisationof(name):\n", + " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n", + " file_path = path + name + '.arff'\n", + " ### Charge le jeu de donnée\n", + " data = arff.loadarff(open(file_path,'r'))[0]\n", + " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n", + " liste = []\n", + " for i in range(0, len(data)-1):\n", + " liste += [[data[i][0],data[i][1]]]\n", + " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n", + " npliste = np.array([x for x in liste])\n", + "\n", + " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n", + " temps = []\n", + " mesures = []\n", + " nb_clusters = range(2, 13)\n", + " for i in nb_clusters:\n", + " t1 = time.time()\n", + " ### Appel de la méthode de clusterization\n", + " model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n", + " t2 = time.time()\n", + " labels = model.labels_\n", + " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n", + " temps += [t2-t1]\n", + " mesures += [mesure]\n", + "\n", + " print(\"Mesures :\",[round(num, 3) for num in mesures])\n", + " print(\"Temps :\",[round(num, 3) for num in temps])\n", + "\n", + " ### Trouve le nombre de cluster maximisant Silhouette-Score\n", + " nb_cluster_max_score = mesures.index(max(mesures))+2\n", + " print(\"Clusters : \",nb_cluster_max_score)\n", + "\n", + " ### Affiche les résultats \n", + " ### Graphes des metrics\n", + " fig, figs = plt.subplots(nrows=1, ncols=2)\n", + " figs[0].scatter(nb_clusters, temps)\n", + " figs[0].grid()\n", + " figs[0].title.set_text('Temps')\n", + " figs[1].scatter(nb_clusters, mesures)\n", + " figs[1].grid()\n", + " figs[1].title.set_text('Mesures')\n", + " fig.tight_layout()\n", + "\n", + " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n", + " ### Appel de la méthode de clusterization\n", + " pred = KMeans(n_clusters=nb_cluster_max_score, random_state=0).fit_predict(npliste)\n", + " ### Affiche la clusterisations\n", + " #plt.figure(figsize=(10, 10))\n", + " plt.figure()\n", + " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n", + " cluster_name = \"Clusters in\" + name\n", + " plt.title(cluster_name)\n", + " plt.show()\n", + "\n", + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "li=[i for i in l if 'arff' in i]\n", + "lis=[x.split('.')[0] for x in l]\n", + "for i in lis:\n", + " try:\n", + " metricsandclusterisationof(i)\n", + " except Exception:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "0bcc79c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", + "['2d-10c.arff', '2d-20c-no0.arff', '2d-3c-no123.arff', '2d-4c-no4.arff', '2d-4c-no9.arff', '2d-4c.arff', '2dnormals.arff', '2sp2glob.arff', '3-spiral.arff', '3MC.arff', 'aggregation.arff', 'aml28.arff', 'atom.arff', 'banana.arff', 'birch-rg1.arff', 'birch-rg2.arff', 'birch-rg3.arff', 'blobs.arff', 'cassini.arff', 'chainlink.arff', 'circle.arff', 'cluto-t4-8k.arff', 'cluto-t5-8k.arff', 'cluto-t7-10k.arff', 'cluto-t8-8k.arff', 'complex8.arff', 'complex9.arff', 'compound.arff', 'cuboids.arff', 'cure-t0-2000n-2D.arff', 'cure-t1-2000n-2D.arff', 'cure-t2-4k.arff', 'curves1.arff', 'curves2.arff', 'D31.arff', 'dartboard1.arff', 'dartboard2.arff', 'dense-disk-3000.arff', 'dense-disk-5000.arff', 'diamond9.arff', 'disk-1000n.arff', 'disk-3000n.arff', 'disk-4000n.arff', 'disk-4500n.arff', 'disk-4600n.arff', 'disk-5000n.arff', 'disk-6000n.arff', 'donut1.arff', 'donut2.arff', 'donut3.arff', 'donutcurves.arff', 'dpb.arff', 'dpc.arff', 'DS-577.arff', 'DS-850.arff', 'ds2c2sc13.arff', 'ds3c3sc6.arff', 'ds4c2sc8.arff', 'elliptical_10_2.arff', 'elly-2d10c13s.arff', 'engytime.arff', 'flame.arff', 'fourty.arff', 'gaussians1.arff', 'golfball.arff', 'hepta.arff', 'hypercube.arff', 'impossible.arff', 'insect.arff', 'jain.arff', 'long1.arff', 'long2.arff', 'long3.arff', 'longsquare.arff', 'lsun.arff', 'mopsi-finland.arff', 'mopsi-joensuu.arff', 'pathbased.arff', 'pmf.arff', 'R15.arff', 'rings.arff', 's-set1.arff', 's-set2.arff', 's-set3.arff', 's-set4.arff', 'shapes.arff', 'simplex.arff', 'sizes1.arff', 'sizes2.arff', 'sizes3.arff', 'sizes4.arff', 'sizes5.arff', 'smile1.arff', 'smile2.arff', 'smile3.arff', 'spherical_4_3.arff', 'spherical_5_2.arff', 'spherical_6_2.arff', 'spiral.arff', 'spiralsquare.arff', 'square1.arff', 'square2.arff', 'square3.arff', 'square4.arff', 'square5.arff', 'st900.arff', 'target.arff', 'tetra.arff', 'threenorm.arff', 'triangle1.arff', 'triangle2.arff', 'twenty.arff', 'twodiamonds.arff', 'wingnut.arff', 'xclara.arff', 'xor.arff', 'zelnik1.arff', 'zelnik2.arff', 'zelnik3.arff', 'zelnik4.arff', 'zelnik5.arff', 'zelnik6.arff']\n", + "['2d-10c', '2d-20c-no0', '2d-3c-no123', '2d-4c-no4', '2d-4c-no9', '2d-4c', '2dnormals', '2sp2glob', '3-spiral', '3MC', 'aggregation', 'aml28', 'atom', 'banana', 'birch-rg1', 'birch-rg2', 'birch-rg3', 'blobs', 'cassini', 'chainlink', 'circle', 'cluto-t4-8k', 'cluto-t5-8k', 'cluto-t7-10k', 'cluto-t8-8k', 'complex8', 'complex9', 'compound', 'cuboids', 'cure-t0-2000n-2D', 'cure-t1-2000n-2D', 'cure-t2-4k', 'curves1', 'curves2', 'D31', 'dartboard1', 'dartboard2', 'dense-disk-3000', 'dense-disk-5000', 'diamond9', 'disk-1000n', 'disk-3000n', 'disk-4000n', 'disk-4500n', 'disk-4600n', 'disk-5000n', 'disk-6000n', 'donut1', 'donut2', 'donut3', 'donutcurves', 'dpb', 'dpc', 'DS-577', 'DS-850', 'ds2c2sc13', 'ds3c3sc6', 'ds4c2sc8', 'elliptical_10_2', 'elly-2d10c13s', 'engytime', 'flame', 'fourty', 'gaussians1', 'golfball', 'hepta', 'hypercube', 'impossible', 'insect', 'jain', 'long1', 'long2', 'long3', 'longsquare', 'lsun', 'mopsi-finland', 'mopsi-joensuu', 'pathbased', 'pmf', 'R15', 'rings', 's-set1', 's-set2', 's-set3', 's-set4', 'shapes', 'simplex', 'sizes1', 'sizes2', 'sizes3', 'sizes4', 'sizes5', 'smile1', 'smile2', 'smile3', 'spherical_4_3', 'spherical_5_2', 'spherical_6_2', 'spiral', 'spiralsquare', 'square1', 'square2', 'square3', 'square4', 'square5', 'st900', 'target', 'tetra', 'threenorm', 'triangle1', 'triangle2', 'twenty', 'twodiamonds', 'wingnut', 'xclara', 'xor', 'zelnik1', 'zelnik2', 'zelnik3', 'zelnik4', 'zelnik5', 'zelnik6']\n" + ] + } + ], + "source": [ + "import os\n", + "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n", + "print(l)\n", + "li=[i for i in l if 'arff' in i]\n", + "print(li)\n", + "lis=[x.split('.')[0] for x in l]\n", + "print(lis)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6f1ecaf0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}