781 lines
858 KiB
Text
781 lines
858 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 54,
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"id": "13b7eb33",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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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"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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",
|
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"\n",
|
|
"### 2 Clustering aggloméré (metrics)\n",
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|
"\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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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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"text/plain": [
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|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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jmVhq8TRKkQS1FZgn6SxgmKxr4cqCzz+dumadpEhvwkPAGRExKmkpsJGs/byO7GzrLGAE+HNJH4yIO457wgb0REB6Z7aTjafZiyu2++fTLupOkoiIQ8DVwBZgN/D1iNglaaWklQCSTpM0BHwS+H1JQ5JeM17dZr0Zs4TV7U2IiBcjYjS/vxmYJWk28CvAjyLiJxFxENgAvLc1Ybef8uKKwyNjBEcXV9y4fXimQ7NJKnQtvryxbK7atq7i/lNkDa5QXbMuVLc3QdJpwNMREZLOITuAfI6sa+88SaeQdfFdAHyvlcG3k4kWV/S1BNuLLxZr1gIRcUhSuTehB7i93BOR718HXA78lqRDZIloeUQE8KCkb5B1AR4CtpN349nxvLhi53CCsqb311umQE/ELcAt49T9NPDppgbYIeb09TJcIxl5ccX242vxdTn311un8eKKncMJqstN1F9v1o6WLRrgxssWMtDXi4CBvl5uvGyhewXakLv4upz76y1l5e7n5XMPcMNN9xTufvbiip3BZ1Bdbrx+effX20yr7H4Gdz93IyeoDrFx+zDn33QPZ63+S86/6Z7Cjdj99ZYqdz+bu/g6QPlIs9yYy0eaQN1ujvJ+z+Kz1Lj72ZygOsB0/zDR/fWWIk8XN3fxdQAfaVoncvez+QyqA/hI0zpRZfczHGDA3c9dx2dQHcBHmtapli0a4O9Xv4+FA6/l71e/z8mpy/gMqgN4ooOZdSInqA7hiQ5m1mncxWdmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSfKVJBJTXuLalywys27nBJWQ6Sw8aGbWadzFlxAvcW1mdpQTVEK88KCZ2VFOUAkZb4FBLzxoZt2oUIKSdKGkPZL2SlpdY78kfSHf/4iksyv2/bakXZIelfQ1SSc38g10Ei88aGZ2VN0EJakHuBW4CFgAXCFpQVWxi4B5+W0F8KW87gDwcWBxRPw80AMsb1j0HWbZogFuvGwhA329CBjo6+XGyxZ6goSZdaUis/jOAfZGxOMAku4CLgUeqyhzKfDViAjgAUl9kt5U8Rq9kg4CpwD7GhZ9B/LCg2ZmmSJdfAPAkxWPh/JtdctExDDwWeAJYD/wQkTcPfVwzcysWxQ5g1KNbVGkjKTXkZ1dnQWMAH8u6YMRccdxLyKtIOsepL+/n1KpVCC0Y42Ojk6pXrM4nvpSjKlZJF0I3EzW1X1bRNxUtX8Q+Bbwo3zThoj4TL6vD7gN+Hmy9vcbEXF/SwI3myFFEtQQMLfi8ekc3003XplfAX4UET8BkLQBeC9wXIKKiPXAeoDFixfH4OBgsXdQoVQqMZV6zeJ46ksxpmaoGMt9P1l72SppU0Q8VlX0voi4uMZT3Ax8JyIul3QSWXe5WUcr0sW3FZgn6ay8YSwHNlWV2QR8OJ/Ndx5ZV95+sq698ySdIknABcDuBsZv1i6OjOVGxMtAeSy3LkmvAX4J+DJARLwcESPNCtQsFXXPoCLikKSrgS1kXRO3R8QuSSvz/euAzcBSYC/wU+Bj+b4HJX0DeAg4BGwnP0sy6zK1xmnPrVHuPZIeJuuBuD4idgFvBn4CfEXSO4FtwLUR8VJ15UZ0lUN6Xa+OZ2KpxdMoha7FFxGbyZJQ5bZ1FfcDuGqcup8GPj2NGM06QZGx3IeAMyJiVNJSYCPZn26cCJwNXJMf9N0MrAb+4LgnbEBXOaTX9ep4JpZaPI3iK0mYtUbdsdyIeDEiRvP7m4FZkmbndYci4sG86DfIEpZZR3OCMmuNumO5kk7Lx2qRdA5Z+3wuIp4CnpRUvqTIBRz7d4hmHcnLbZi1QMGx3MuB35J0CBgDlufd5wDXAHfmye1x8nFes07mBGXWIgXGcm8Bbhmn7g5gcTPjM0uNu/jMzCxJTlBmZpYkJygzM0uSE5SZmSXJkyTMzCps3D7M2i172Dcyxpy+XlYtme8lcGaIE5SZWW7j9mHWbNjJ2MHDAAyPjLFmw04AJ6kZ4C4+M7Pc2i17jiSnsrGDh1m7Zc8MRdTdnKDMzHL7RsYmtd2aywnKzCw3p693UtutuZygzMxyq5bMp3dWzzHbemf1sGrJ/HFqWDN5koSZWa48EcKz+NLgBGVmVmHZogEnpES4i8/MzJLkBGVmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJDlBmZlZkpygzMwsSYUSlKQLJe2RtFfS6hr7JekL+f5HJJ1dsa9P0jckfV/SbknvaeQbMDOzzlR3uQ1JPcCtwPuBIWCrpE0R8VhFsYuAefntXOBL+b8ANwPfiYjLJZ0EnNLA+M3MkrBx+7DXkWqwIutBnQPsjYjHASTdBVwKVCaoS4GvRkQAD+RnTW8CXgJ+CfgoQES8DLzcuPDNzGbexu3DrNmwk7GDhwEYHhljzYadAE5S01AkQQ0AT1Y8HuLo2dFEZQaAQ8BPgK9IeiewDbg2Il6qfhFJK4AVAP39/ZRKpYJv4ajR0dEp1WsWx1NfijGZTdbaLXuOJKeysYOHWbtlT6EE5bOv2ookKNXYFgXLnAicDVwTEQ9KuhlYDfzBcYUj1gPrARYvXhyDg4MFQjtWqVRiKvWaxfHUl2JMzSLpQrIu7x7gtoi4qWr/IPAt4Ef5pg0R8ZmK/T3A94DhiLi4FTFbMftGxia1vZLPvsZXZJLEEDC34vHpwL6CZYaAoYh4MN/+DbKEZdZVKsZyLwIWAFdIWlCj6H0R8a789pmqfdcCu5scqk3BnL7eSW2vNNHZV7crkqC2AvMknZVPclgObKoqswn4cD6b7zzghYjYHxFPAU9Kmp+Xu4Bjx67MusWRsdx8LLY8lluIpNOBXwVua1J8Ng2rlsynd1bPMdt6Z/Wwasn8cWocNZ2zr05Xt4svIg5JuhrYQtY1cXtE7JK0Mt+/DtgMLAX2Aj8FPlbxFNcAd+bJ7fGqfWbdoshYLsB7JD1M1gNxfUTsyrd/Hvgd4NRmBmlTU+6Km8o40py+XoZrJKMiZ1+drsgYFBGxmSwJVW5bV3E/gKvGqbsDWDz1ENtPecBz+dwD3HDTPR7wNCg2lvsQcEZEjEpaCmwk6724GHgmIrbl41Tjv0gDJhtBepNX2iGePuAPzzsBeFW24YUfUCr9oO5zrXrnYYb/6TCvxNH/DidIDLzucOH3nNrn0yiFEpQVd8yA51wPeNoRdcdyI+LFivubJX1R0mzgfOCSPGmdDLxG0h0R8cHqF2nEZCNIb/JKp8cz3Vl8qX0+jeIE1WDTnW5qHevIWC4wTDaWe2VlAUmnAU9HREg6h2yM+LmIWAOsycsMknX9HZecrH0tWzTg34canKAazAOeVkvBsdzLgd+SdAgYA5bn3edmXckJqsE84GnjKTCWewtwS53nKAGlJoRnlhxfzbzBpjPd1MzMjvIZVINVTjeFAwz4siVmZlPiBNUE5QHPUqnENR8YnOlwzMzakrv4zMwsSU5QZmaWJCcoMzNLkhOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJLkBGVmZknychtmXWTj9mHWbtnDvpEx5nitMkucE5RZl9i4fZg1G3YydvAwAMMjY6zZsBPAScqS5C4+sy6xdsueI8mpbOzg4Xz1Z7P0OEGZdYl9I2OT2m4205ygzLrEnL7eSW03m2lOUGZdYtWS+fTO6jlmW++sHlYtmT9DEZlNzJMkzLpEeSKEZ/FZu3CCMusiyxYNOCFZ2yjUxSfpQkl7JO2VtLrGfkn6Qr7/EUlnV+3vkbRd0rcbFbiZmXW2uglKUg9wK3ARsAC4QtKCqmIXAfPy2wrgS1X7rwV2TztaMzPrGkXOoM4B9kbE4xHxMnAXcGlVmUuBr0bmAaBP0psAJJ0O/CpwWwPjNjOzDldkDGoAeLLi8RBwboEyA8B+4PPA7wCnTvQiklaQnX3R399PqVQqENqxRkdHp1SvWRxPfSnGZGZpKJKgVGNbFCkj6WLgmYjYJmlwoheJiPXAeoDFixfH4OCExWsqlUpMpd54pnvdskbHM12pxQNpxmTWLsq/UcvnHuCGm+7puFmZRbr4hoC5FY9PB/YVLHM+cImkH5N1Db5P0h1TjraFytctGx4ZIzh63bKN24dnOjRrUwUmGw1KekHSjvz2qXz7XEn3StotaZeka1sfvaWm8jcKOvM3qkiC2grMk3SWpJOA5cCmqjKbgA/ns/nOA16IiP0RsSYiTo+IM/N690TEBxv5BprF1y2zRio42Qjgvoh4V377TL7tEHBdRLwdOA+4apy61kW64TeqbhdfRBySdDWwBegBbo+IXZJW5vvXAZuBpcBe4KfAx5oXcmv4umXWYEcmGwFIKk82eqxexYjYTzaeS0QckLSbbIy3bl3rXN3wG1XoD3UjYjNZEqrctq7ifgBX1XmOElCadIQzZE5f75FT5+rtZlNQZLIRwHskPUzWRX59ROyq3CnpTGAR8GCtF2nEZCNIb/KK4zne6ne9wsuHXwGgvxeuW3gIgJN6TigU28jYQZ5+4Z95+fArnNRzAv2vPZm+3lnNDHnSfCWJcaxaMv+YtXPA1y2zaSky2egh4IyIGJW0FNhI9reF2RNIrwa+CXwiIl6s9SKNmGwE6U1ecTzHG6lY3+u6hYf4HztPpHdWDzdetpDBOhMlNm4fZs3f7GTs4AmUR3p6Zx3mxssWJDXJwheLHceyRQPceNlCBvp6ETDQ18uNly1M6suztlJ3slFEvBgRo/n9zcAsSbMBJM0iS053RsSG1oRsKav8jYLJ/Ua1y/iVz6Am4OuWWQMdmWwEDJNNGrqysoCk04CnIyIknUN2APmcJAFfBnZHxOdaHLclrPwbVSqVuOYDg4Xrtcv4lc+gzFogIg4B5clGu4GvlycblSccAZcDj+ZjUF8Alufju+cDHyL7M43yFPSlM/A2rEO0y9pgHX8GNd0/tjVrlAKTjW4BbqlR77vUHsMym5J2GWPv6AS1sWIQEY7+IRvgJGVmXatd1gbr6AQ10UBgal+EmVkrtcMYe0ePQbXLQKCZmR2voxNUuwwEmpnZ8To6Qa1aMp/eWT3HbEtxINDMzI7X0WNQ7TIQaGZmx+voBAXtMRBoZmbH6+guPjMza19OUGZmliQnKDMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJLXN30F52Qwzs5nXyt/itkhQXjbDzGzmtfq3uC26+CZaNsPMzFqj1b/FbZGgvGyGmdnMa/VvcVskKC+bYWY281r9W9wWCcrLZpiZzbxW/xa3xSQJL5thZjbzWv1b3BYJCrxshplZClr5W9wWXXxmZtZ9CiUoSRdK2iNpr6TVNfZL0hfy/Y9IOjvfPlfSvZJ2S9ol6dpGvwEzM+tMdROUpB7gVuAiYAFwhaQFVcUuAubltxXAl/Lth4DrIuLtwHnAVTXqmpmZHafIGdQ5wN6IeDwiXgbuAi6tKnMp8NXIPAD0SXpTROyPiIcAIuIAsBvwQJKZmdVVZJLEAPBkxeMh4NwCZQaA/eUNks4EFgEP1noRSSvIzr7o7++nVCoVCO1Yo6OjU6rXLI6nvhRjMrM0FElQqrEtJlNG0quBbwKfiIgXa71IRKwH1gMsXrw4BgcHC4R2rFKpxFTqNYvjqS/FmMwsDUUS1BAwt+Lx6cC+omUkzSJLTndGxIYiQW3btu1ZSf9YpGyV2cCzU6jXLI6nvtRi6pi//p5GO4L0vhfHM7HU4mlIOyqSoLYC8ySdBQwDy4Erq8psAq6WdBdZ998LEbFfkoAvA7sj4nNFg4qINxQtW0nS9yJi8VTqNoPjqS+1mCR9b6ZjaJSptiNI83txPONLMZ5GPE/dBBURhyRdDWwBeoDbI2KXpJX5/nXAZmApsBf4KfCxvPr5wIeAnZJ25Nt+LyI2NyJ4MzPrXIWuJJEnlM1V29ZV3A/gqhr1vkvt8SkzM7MJddqVJNbPdABVHE99qcWUWjwzJbXPwfFMrCPjUXbyY2ZmlpZOO4MyM7MO4QRlZmZJarsEVeQCtJIGJb0gaUd++1STY/qxpJ35ax03vXK8i+k2KZb5Fe97h6QXJX2iqkzTPx9Jt0t6RtKjFdteL+mvJf0g//d149Sd8OLEDYxnraTv59/JX0jqG6fuhN9vO0qxHeWv6bZ07PN3dzuKiLa6AW8Czs7vnwr8A7Cgqswg8O0WxvRjYPYE+5cCf0U2o/E84MEWxdUDPAWc0erPB/gl4Gzg0Yptfwyszu+vBv5onJh/CLwZOAl4uPr7bWA8/wY4Mb//R7XiKfL9tuMtxXZU5LPutrbU7e2o7c6goj0vQFvzYroteN0LgB9GxFSvJjBlEfF3wPNVmy8F/jS//6fAshpVi1ycuCHxRMTdEXEof/gA2RVQukKbtiPosrbU7e2o7RJUJU18Adr3SHpY0l9JekeTQwngbknblF30ttp4F9NttuXA18bZ18rPp6w/IvZD9gMJvLFGmZn6rH6D7Mi8lnrfb1tLqB2B21IRXdOO2mbJ92qa+AK0D5Gdio9KWgpsJFurqlnOj4h9kt4I/LWk7+dHGkfCrVGnqfP7JZ0EXAKsqbG71Z/PZMzEZ3UD2dpld45TpN7327YSa0fgttQoHdGO2vIMSnUuQBsRL0bEaH5/MzBL0uxmxRMR+/J/nwH+guz0ulKRC+422kXAQxHxdPWOVn8+FZ4ud8fk/z5To0xLPytJHwEuBj4QeUd5tQLfb1tKrR3lr+O2VF/XtKO2S1BS/QvQSjotL4ekc8je53NNiudVkk4t3ycbMHy0qtgm4MP5DKTzyC+m24x4KlzBOF0Srfx8qmwCPpLf/wjwrRpljlycOD9yXZ7XazhJFwK/C1wSET8dp0yR77ftpNaO8tdwWyqme9rRdGd1tPoG/ALZqeojwI78thRYCazMy1wN7CKbufIA8N4mxvPm/HUezl/zhnx7ZTwCbiWbVbMTWNzkz+gUskby2optLf18yBr0fuAg2dHcbwI/B/wN8IP839fnZecAmyvqLiWbVfbD8ufZpHj2kvXTl/8frauOZ7zvt91vqbWjiT7rbm5L3d6OfKkjMzNLUtt18ZmZWXdwgjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJen/AyNOn+r7M76WAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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ZGcvPgx9k8eFtHHRl0i6mIT0TWoZ9SukQ25gN2fuDTBtWYeHmNmfSPrYRA5Lan3CY5B8HVvL+lmlkevNL1DIC2JF3iPuX/Y/vz7i/Up+mjnjyuHnxR2R58ynQvURa7Ly7ZSqfn34Xyc7K6VCV5IhhdPP+/LpvKW7dXFlZhYU4WySXNe9XKedQKKoSpQhOUqyahTPqdyzX2GtansHvB1YWRQmB+TR7elJ7bmlbOZmRs1PX8+qGSUGJWYXo0iDFncnW3BQ6xDaulHMCvLX5dw65s4uUXIHuxaP7eW3jJF7vdX2lnef+DiPpGNuE73cvINfnYmiDzvyj9RBibBGVdg6FoqpQikBBk8hExva7jdc2TmJj9n4cFhuXNO3L3e3Pq/Bcbt3LIXcOyY4YIq0O3LqXn/cuYey2GSGL2RVHExpHPHnHexkhmXtoY9BKR8fg7/QtSCkrbfUhhGBE456MaNyzUuZT1A7Ss/J4f9IC5q/bSYTDxpVDe3Lt2b1ChovWZZQiCMEhVxZbclNo6IyjfSU+ndZmOsU14X8D/okhDbTjiAySUvLJ9ll8s2s+QggMaXBhk96sy9rL7vzDx1QCYGbqVn7CWt1y2ilqD7kFbq55+Vuy8lzohiQr383Hfyxi495DvHrrqJoWr1JRiqAYhjR4ecMkph5chU2zoEuDllHJvNvnpnJl5J4MHI8SAPh572K+2TW/hOln0v7lSGRYR3RxIiw2/tFqKHH2yOM6fzjObNCFmalrS8hgERqD63cq92pgb/5h3t8yjeVHdhJtdXJVi4Fc3XLgcX9WirrBr3+vJ8/lLZHB7Pb6mbd2B3vTsmheP77mhKtklCIoxoR9S/kzZTVew1/0BLs99xDPrP2Rd/qcmiV/y8uXu+YF2f99IYqlFccqNOrZo2kZXZ+rWgwst0+jIjzYaRQbsvdx2JOLS/ciEGgIeiW0KtfqJ82dzY2LPiTf70EiyfO7+Xj7DPbmH+axrpdUurzlJTMtm5lfz+Xw/gy6DenMgAv7YLFWbUnsU41VOw7g8QWvZK0WC1v3pylFcLLyw56FRVEfhfilzvKMneT4XMRWs+PPo/v4/cBKZqWuI8rqZHTz/vRPKrOdc42RFaYwWziSHbE80HEk5zQ6sbLBW3MO8s6WqazP2kecLZLrWw1mdPPTi5724+1RfDPwHsb8/Q5ew48uDXxS58Ntf7I19yBPdxtd5vzf716AW/eVyLR26z7+OLiS29udXal5FeVlw8ItPDriBQy/jtftY+pns2nWsQlv/vUczkhHtctzstKqYSKLNuzGV6qGkGFIGternIiz2oJa2xYj3x86s1YTokRETXXgM/zcvmQc72yewvIjO5mbtpGHV37DJ9tnVqsc5aV9TKNyjRNAoj2aSUMfLpcSOOTOZkXGTg67c4L27c5L47Yl41iWsQOX7iXVncV7W6cF1VSam7aJLF9BCaexW/cxI2Ute46RzLY2a2/IMtB2zcKuvLRjyl/ZSCl5cczbuPPceN2BWlJ5bnZv2MfEd6dUuzwnM6MHdw8qtKJpghYNEujU/OSq/KoUQTEGJ3cMmSGaYI+ivqN6nwBmpKxjV35aCXOL2/Dx5c55ZHhyq1WW8vBAx1E4NVsJ16xDs3F727OJtUUQabHjtNhoGlmPsf1uPWZOgtfw89iq77h83ps8tPJrLpz7GtcveI81mXuKCt99vmMOnlIrOLfu44c9C0oo9aUZ20Mqcg3B2sw9ZcrRMio55N+Ez9BrpGPbvi0HyT0SHFnldXmZ+c28apenutlzKJM/l29h/e7UKi+AOHnRBjStlB9Jwr2XDCpacWbmFvD5tKU8/tkUvpm1gtwCd5XKVFVUR8/i3UAuoAP+0gWPAo3r3wFGAgXAjVLKlVUtVyhua3s289I2ked34zH8WNCwWSw82fXyak8Zn5e2KchMBWam76rM3QxvWDMld8PRPaE5n5x+B59sn8XWnIM0j0rmtrZn0yOhBTe2Hsb23FQcFhsto8pXg+X9LdP4O32z6a/BtNNuyU3hzqWfcGb9zrzQcwwbsvYHJaaB6fA+UJBRFPHVwBmHTViCfBZCaNRzlF2v5tpWZzAjZW2J1YRds9ArsVWJMtB+Q2fx4W0c9uTSLb4Zbaqo0JzVZsEIcwO02k9eS69P13nis6nMX78Lq0VgGNC8fjwf3X858dGVb7L1+Px8M3MFXl/JvxlDSr6ZtZIBnVuyMyWDG1//AZ9fx+PT+WvNDv43bRlfP3pNnTMdVddfzplSynBr8POBdoGf/sBHgd/VTpIzlvGD/8Wve5ewMnMXzSLrcWWLgbSIqv4Kggn2KDRE0I1OQrX7KspLh9jGvBEiScuqWegY16Tc8xwsOMLPexeHjDbSpcGCw1uYmboOhyX0n69b91LfGV/0/qKmffh2198lFIFAEGm1069e2SUgWkc34O3eN/DShgmkuDIRQjC8YXf+3fniojEHCo5w+5Jx5Ps9GNL8HzsjuQMv9BxTKT0JitO4TUMatkxm3+YDFNcHjkgHo24bXqnnqk18PXMF89fvwuPzU9gDZkdKBs9+NZ3//vPisg8+DtKz8ggXerz9gHkr+883M8h3eYu+oW6fH69f562f5/LGHRdWukxVSW14hLgY+Eqa67zFQoh4IUQjKWVKTQgTa4vgxjbDuJFhNXH6Ii5r3o/fD6zEUyoSJ8Jio3di65DHzEldz/92/kW6O4ceCS25s91wWkbXrw5xK43vdv/Nh1unlxly6tJ9/LZ/RVFD99IIBJKjxzeKSOD1Xtfx9Nof8eg+DCmLtpWnbEbveq35efCD5PndOCy2oDpF/171LYc9uSUcygvStzBh71JGtzj9mPNXlKd/foj/G/YMXrcX3acjNI0+53Zn5EmsCH6euzYogsevGyzaaHYHi3BUbtP6pLjokKXYAVo1SsSn66zblRo0wpCShRt3V6os1UF1KAIJTBdCSOBjKeW4UvubAMWbje4PbCuhCIQQtwO3AzRv3rzqpK0ltItpxL+7XMRrGydjERpSSmJsEbzT58aQT5nf717AR9umF5mT5hzawOLDW/ly4D0nvKLxGzozUtcy7eBqHJqNS5r1ZUBSe4QQSClZlbmbxYe3EWeL4NxGPY67hs+evHQ+2jq9XMlnEsKaSGyaFZffR0Kx5mH9k9ox5czH2JWXhkOz0SyqXoVkE0KELBdxyJXF7vz0oJuGO9DTuCKKwK37WJ25G6vQ6JnQMqySatGpKd/tHcuS31eQkZJJl4EdaNcr9MPByYLLG7o0iQS8fr1SFcGEv9fx0W8LS/QgLsRhs3LnBQPQhMCiCfx6iL4ddTCMtzoUwSAp5UEhRH1ghhBis5SyuFcr1Por6NMNKJBxYDamqRpRaxcXNOnN2Q26sS57L1EWB53imoSMe/cafj7eNqOET0FiVvn8dPssnu9x1XHLYEiDB1Z8ybqsPbgC8y/J2M4lzfpyf4fzeXz19yw6vA237sUqLIzdNpOXel7N4OPICZiVuq6cyWd2LmzSm/XZe/ll79KgqJ44WySNIuKDjiuswlqZeA0dLYwJ4bAnl/0FGTSNPLbS+St1A8+s+wkt4D+xCI03el1f1PymNHaHjcGXV/5qo7YypFtrpizdVCK5C0w/QVxU5bWD/PXvtbzx09yQSqB5/XgeuepMerYxzZxnn9aO2au2lQgvtVstXDSgS6XJU11UedSQlPJg4HcaMAEoXY5xP9Cs2PumwMGqlquuEBGwY3eJbxY2+elgwZGQ2w0ka7P2ApDpzatwrD/AgvStrMvaW6QEwGx9+cveJfy8dwmLDm/DpZt2Up/U8Rg+nlozPiiapzzo0oByRILE2CI4u2EXbm5zJvUc0Tg182nQKjScFhtPd68+537TyMSw2dA5Phdj/n6HL3fOLXOOVFcWT639EZfuJd/vId/vIcfn4oHlX1IQJqS5vGQfzuHQnvQ632L0nosHER8dgdNmPrvaLBYiHDaeuf7cSj3PR78tCqkEAFKP5LJ+V2rR+8fGnElURMme1V6/zrrdqXw9s25FEFWpIhBCRAkhYgpfA+cC60sNmwz8Q5icDmTXlH+gtmFIA3+IOvelSXTEhH2SjrdFct2C97hgzquMmvMKNy78oEKNYBambwkbejlx37KQ+wSwOnN3uc9RyJkNu2ItR5+AXF8Bcw5tJMEezfdn3M8/25/LkPqduLL5AL4bdN8xHcCViRCC53tcRYTFjk2UNAkYSLyGn0+3z2Jn3qGwc0w5uAoj5P+fZG7axuOSKzMtm4eHP8fVze7gls4PcE3zO1k5c+1xzVUbSI6P5tdnbuCuiwZyZo82XD+8F788fQPdWpWdv2IYkp0pGexLzzrmOXTDICOnIOx+r1/ni+nLmL9uJwBrd6Xi9gQrjTU7DvLh5IVc+uyXpB4pGeotpWRvWiZpWZVbXPFEqdKexUKI1pirADDNUN9JKV8UQtwJIKUcGwgffR8YgRk+epOUssyGxCd7z+Jcn4vXN05mZup6dGnQI6E5j3W5lFZlOH6fXjOeOYc24ClmX3doNiyBZLjC/2WBIN4eyeShj+Cw2NiZd4hpB1fjMfyc1aAr3eObl3iafmzVd8w6VFp3F5aHiOGQJzton0OzkuyIJc/vpkt8M/7Z/lzalTPhbOzWGXy7+2/8gevQwzjs+tZrwwd9bynXnNXBYXcOL2+YyIL0LUGRXhY0bmozjNvbhXbm/nfzH3y3e0HQdodm5b4O53NFiwEVkkVKyR09H2LvpgPo/qMPEs5IBx+tep2m7cr3f1EbkVLy5/ItjJ+7Bpfby/De7bn6zNOIctqDxq7Ytp/HP5tCnsuLIc1s4DfuuJBWDRNDzGwy5MEPyHOVnTxqt1l4+IphLNm8l5krt4UdpwnBOb3b8fItZoG6ZVv28eQXU8kt8GAYknZNk3nttlE0Sqy+UNMa6VkspdwJ9AixfWyx1xK4uyrlqEtIKbln2edsz00tsn2vydzDLYvH8uuQ/wtb/O6JrpdhERozUtehIXBYbAyp34mZqWtL3JYkEo/u469DG8n05vHB1j/xGzoGZq2lEY168liXSxBCoEuDpRnbQ57PL42wiW0ew89+l2muWpi+hRVHdvJijzFM3r+cFUd2EWuLYEyLQVzZ4vQgc9ed7c9heKNuzEldT5onh+kH1+AK0cMg9BN0zZHkjMVhsYXMawgXfVLIwKQOTAizujqe1c3WFTtJ2XmohBIA8Hn9THp/Kne/c3OF56wtvDp+DpMXbSgy3+xJy2Tass18+9i1OGxHb2fp2Xnc9/7EEk7m3alHuO2tn5j60q3Ywjh046IijqkIvD6dN3+eS6OEsm/ghpT8vX43AAczsrn/w4klzE6b9h7itrd+YvJ/bg5OXKtmakP4aLWQ5S1gduo68nUP/eu1o31s7XkqyvO5+XLnXGamrsUA0t3ZJUw9ErPkxKR9y7mhzdCQczgsNp7pfgUPd76IHJ+LZGcsn22fXcK2X4hH97Ej7xDf7f67RISOW/cxLWU1I5ucRs+EluzLP1ym89ZfLETTJixYNS3ofDIw7yOrvsWQsqhw27tbprAmczcv9bw6yJ7fNqYhbWMa4jd05hzaEKQIIiw2LmjSO6xcNcGMlLXMT9sUcp9Ns3JWw64h963O3M2bm34LUgIRFjsXNOlFi+jkCsuSvu8wWoh6+bpfJ2VHeBNVbedgRg4TF6zHW0zBeXw6KRk5TFu2hYsHHnXS/r54I7pR8m9XAm6vj7/X7+LMnsEKNrfAja6X7wHD7fWzPyMbp82KO0RhukIKldOvf68LmtswJFl5LpZv3Ue/jjUbCXlKlJhYfHgbF/31Kv/dPIWPts7glsVjeXn9xFrhQPPoPm5e/BHf7/mbA65MUlyZIW++HsPP9rzUEDOUJNLqoGFEPBah0SmuKZGW4CWz3WLDa/hDOp89up/ZqaYpKNrqDGrqEooIzcalzfpxa5uzcYjQzxa6NEo8GfulwaxD63lo5ddhz2HVLLzU82qcxWL3Iyx2eiW25rxGQQvNGuXT7bNKmOWKc23LQSGjlXblpXHf8v+xKz+9aJuGIMkew0s9r+ahTseXlNS+d2t8oUIfI+30OLPuRbQUsnbnwZANYVxePws37C6xLfVIXgmFUYhuGBzODg6aSDmSwyXPfMHh7PLb7m0Wjb4dmhERJqPbYbNy2RnmA8DBjJyg4nWFpIeQp7o56RWBR/fx6KrvcBs+3IYPfyCyZVrKahYd3lrT4jErdT2H3Nl4j+EUdmo2OlUgOxdgYHJ7mkbWK5EAZdestI6uT7uYhiGDHgXmEyyY5o4ucU2PmR0rhMZ5jXswuvnpyAqucJdkbGd6ypqw+/vVa8vEIQ9zT/vzuKn1MN7sdT1v9frHCfdPrmzSPMFF8cD0pVzd8oyQ+77ZNT+o6b2BJMfvom10g+OOfKrfPJlzrhuCo1glUqvNQnRCNCNvPfu45qwNJMaEjs6yWjQaJJQsFdKvQ7OQuQUCQc+2wd+jt3+eR3a+G3+p8FQhwrc28hsGz980grEPjObGc/tQPz4ap91KpMOGw2alT/um3Hp+/4A8zYmwB8ujGwbdWlVNOZKKcNKbhlYc2RnyP9Kle3lwxVdEWh1c2KQ3d7U/F6elcrMTy8PKI7uOWdlUQ+AMxM4XJ8tbwLtbpjArdT0COKthN+7vcH5ROKNFaIzrfzv/2/EXU1NWI4BRTXpxY+uh+AydVzZMCjqXTbNyfrF2iy/1vJr7l3/Bnvx0fIYe0gbusFjpHFAYFzTpxR8HVpXIiA5VKqMQr+Fn8v7lnN/4tLDXn+iIZkzLQWV8QlWPLg1+3buEX/ctxWv4OadRd65vNYQoq3mz7RDTmJWZu4KOi7VFEmMLHee+I+9QyNWQXbNywHWEBiFyIcrL/WNvp32fNkx4bwoFOS4GXNSX654aTVRc3WmwtDctC6/PT6tGiVg0jd7tmxIb6cTt9ZdIJrRqGqOHlKxkO7RHG1rUT2BX6pGijGSn3crgrq1o1ySJjXtSWbBhNxF2G+f26cCCjbtDJyhKeOuui3jssykl7PtOm5WR/TsSG+mkW6tGdGvViHsvOYMNew6xLy2Ldk2SaNvkaCLniL4d+WL6MlKO5OILrFQi7FbO6tmO5vWrv3hhaao0aqiqqEjU0IL0LTy55oewJabB/OL1TGjB+zUQhfL59tl8vvOvoGxaq9CwCQsGkgFJ7flXp1Elql36DZ2r/v5vCVOSVWg0jkjkhzPuL9cT89xDG3lyzXi0QIawgeTOdudwXavBQWPf3TyV8XsWBhVu0xCM63873RNaFMn11uY/+G2/+f/jtNi5qsUAvtjxF94wjWp6JbRibP/bjilvZeLye8nw5pLsMJ28x+LxVd/xd/qWomqwds1Kk4hEvh50D7k+F+9umcq0g6tLqDunZuPRLpcwskloJff6xslM2Lc0yBRo16xMGvpwjfQ6qA3sTcvkwbGTOXg4B6EJIuw2XrxpBP07tWB/ehb/GjuZA+nZaJrAZrXw3A3nMaRbcGZ1vtvDJ38sYdLCDXj8fto1SeKxq8/ix7lrmbZsM16fjtWiIQJZwgWeYH+a1aKx8J17WbhxN6/+MIe0rFxsVgujB3fn3kvPwGYp/8o0t8DNlzOWM2PFVpx2G1cO7cGlg7pVq6M4XNTQSa8I3LqX82a/dMynbqdm4/MBd1V65umxSHfnMHr+WyXk0xAkO2OZOPThsGaZOYc28Nzan4Lq7URa7DzX/UqGNuhcrvPn+FzMS9uE39AZmNye+s64kONGz3uLvQXB+Qc2YWHKmY8FJVW5dR+5PheJjmgsQmNR+lb+teLLoJWB02Ljkc4Xc0GTXuWS90TRpcG7m6fy674lAR+J5PpWQ7ilzVlhTTE7clO5cdGHQT6ACIude9qfx6c7ZpPnc5dQko0jEni480XEWJ18vmMOe/MP0zm+Kbe0OasoDPhgQSbXLHgXl+4p+lScmo3zGvfgia6XVcXl13r8usHIJz4lIye/RG6h027ll2duKAq13JuWicvjo03jpCC/wcGMHF74dgZLNu9FStO0IzF7CVg0gUAE+Q8smoZFK7ndZtE4s2dbXgn0J5ZSUuDx4bRbsWh106oeThHUzaupAE6LnRd6XIVDCy4WVhxNaOzIrf6IimRnLO/1uYlGEfFFMnaMa8LH/W4v0za/Izc1pHJz6b5yOZULibVFcEGTXlzSrG9YJQCmQg2FECKoMB6YN/hkZ2zRNQxIbs8HfW/BabHhCPQtiLDY6ZvYpoQpqqr5dPssJuxbisfw49K9uHQfX+2cx6/7loY9Zl3WvpBKwqV7GbdtJjnegqCVUo7Phc/wc/eyz1l4eCv7XUeYmbKOGxd9yNYcM3G+cWQCn51+J/2T2uHUbCQ5YrilzVk82uWSSr3musSSTXtweXxBCea6Lpn499F8lub1E+jQrH6QEnB5fdzw2vcs3bKvaI7CqQxD4vMbIZ3ITruVlg0ScdpMG3+E3UbbJkk8cc1Rn4oQgiinvc4qgbI46X0EAIPrd2LCkP9jeupa5h/axNqsvUFfXAOjRspNA3RPaMHEIQ9z0JWJQ7OSFCjaJqUkzZ2NRbOQVMpM0DwqiQiLPWhFEGGx0zyy8q9jaIPOIc0YyY4YksvZtKd7QnOe7X4FKzN2EW110j+pLT0TWlZ5OYgsbz5p7mzTbLZ7YVBvZbPhz1wubx66+nl9ZyxamGembL8r5Hbd0Hl14+QSStJA4tK9vLtlapEZsk1MA95V/bCLOJxTgGEEWyl8us6hrGM3ZJq1chsFHl/IOY7FHRecTpOkOLYfPEyz5Hi6tmwY9m9TNwwWb9rLjoOHaVE/gUFdW4WMaKornBKKAMwImGtansF5jXpwxfy38fuP5qzahIX2MY0qVDO/shFClGh0sjF7P0+tGU+aOxuJpG10Q17seXXRmGENuvDO5qm4dV+RucWCINrmYFg5zUIV4da2ZzEvbRPZ3gLchq8ob+DpbqPLdSNflrGDf6/6tihkVwLdEppXqRLwGX5eWP8rM1PXYRdWfIY/6AGgkCPe8GGD/eq1JdrqCGRol+8G45dG2NpO67P2l2uOU5GebRqHTBaMsNvo37HFMY/ffegIrhC2/mNhGAand2pBhMNGm8b1+OLPZfzro8nkuTx0a9WIh68cRvumZk5HboGbm9/8kZSMHLx+HbvVQkJ0BF88MoZ6sVFIKVm7K4U5q7Zjs1k4v29HWjeqWLXb6qbuqrDjpJ4jhk/630GPhBYIBDbNwrmNu/PfPjfWtGhFZHrz+OfSz9hXkIHH8OM1dDbnHOT2JeOKag/ZNSufD7iL05PaYREaFqFxenJ7Pj/9rqLwz8okwR7ND2c8wL0dRnB2g65c2+oMfjjjAU5LbHXMY3N8Lh5a+RV5fjf5uod83UOB7uHRVd9xuArbbv538xRmp27AZ+jk6x68MlzBirJ7Lls1Cx/3v73cfZmLykiL0I7EhDBF6hTQokEC5/buUCLU0mGz0DQ5juG92pV5rGFImiXHhw33BNPu36phIg6bFZtFw2m34rBZefnWUUQ4bBiG5IEPJzH290UcyS3A69dZsW0/N78xnr1pWQD899f57D2USYHHh183KPD4SM3M5cXvZiGl5OXvZ3PXO7/w9cwVfPHnMq59+Tu+m10jTRfLzSmzIihOm5gGjOt/B7o00BDV3obyWPxxYBV6kOlKku/3sOjwVgbX7wSYLRj/2+fGIuVQ1bH1UVYHV7QYUOHaN7NT14e8AUskM1LWcnUVhIb6DZ3J+1eE9F+UxiI0Hug4sswxTSLNCKFhM56jQA8dgRZpsaNLgy5xzXip59V8un0WE/cvK+Fkdlps/KN16Ozw4yUnI5epn81i+6pdtOvVmhG3nEVsYt2NOHrm+nPp074pP81bi9vr57y+HbjmzNPCloUwDMln05by1Yzl5LvDB4XYLBodm9cnJsKBy+sjt8CDy+MlLiqCXSkZDOzUkvs/msSiEI1lPD4/X81YzpPXDufP5VuCksN0QzJ/3S5W7TjAH0s2FoWa6oZEN/y88+t8CtxemtVPYGj3NjhrWVvR2iVNNVPZbQQri4OuzJBZqrrUOeQOLvJWk8lVh9zZzEpdh1f3c0b9jiGjrvL8bvxG8HLfZ/jJ9YW2sZ8ohcmD5cEitDLDi4tzSbM+/Lx3SYlwX7tm5bxGPbi4aV+SHDE0jjTDfO/reD4Fupc/U9ZgFRZ0aXBdy8Fc0rRvxS8oDPu3HuS+gU/gcXnxurwsmrycH16dyHuLX6JJ29pTRqUiaJrgwgFduLCcdf0//mMRX89cEbZ8dCGntWvC2p0pQeMy81x8/MdiVm8/yIpt+0IeqxuSDbvNIIxwkZYSyayV20OWnPDpBh//vhiH3crLllmM+9cVtG+ajM+vI4Socf/CKa0Iais9E1rwx4GVQVFBAkGXuGZhjqp+/jy4mhfW/4qUEh3JZzvmcFnzfvyr46gS4/rVa8vHYmbQjdlhsXF6UtnL/eMlyuKgviOWFHfWMcd6DT+/7F3CgOT2xxx7V7tz2Z2XzoojO7FqFvyGQbf4ZjzU6UIirCXLedg0K091u5z7O44kPeCsLj3mRHn37k/Jy8wvujl5XF68Hh/v3/s5L099olLPVRvx6TrfzFp5TCUAsGrbgbBlHtxeP/PX7yScj1kAbRubQRjDerRl+sqtJWoHaZqgf8fm2G0WNCHQQygLPRB+CnDv+xNoXC+WdbtT0YRgaPfWPHHNcOKja6YfuVIEtZAzG3Ths+1zOODKKCo94dBs9K7XusJlJqqCgwWZjN02g2kpq0ts16XBhH1LObtB16IEM4D2sY04r1EPZqSuLVJuERY7g5I70C2+aoptCSF4pMvFPLrqO7yGz4wjLyPDOZy5pzQOi43/9rmR3Xlp7MpLo3lUMm1iGpR5TKwtglhbBOn7M/jjx4V4XF4atEjmr/EL2Lf5AG17tea6p0bTqmvFPgspJWv+2hD0hCoNyapZ6yo0V10lN99T7kJxVosWVhEAaJqGEWa/BK4bbua6/N/ooazecZDsfBcFgX7JkQ4bT1wznHy3lx/mrEY/RrvV9Oz8ohpDBpK5a3ey+9BP/Pjk9TViqlaKoBZi06x8NuBOvtwxlxmpa7EKC5c068uYFgNrWjQOFBzh+oXvk+8P3X3Jo/uZdnB1CUUA8ETXSxnSoBO/7V+OISWjmvRiWIPOVfpHPyi5A2P73cr/dv7Fnvx0OsY25q9Dm4L8Bk6LjXMrWMSuZXR9WpbRH6I0s7+fz5u3jkUaBn6fjiz26JmyK42lf6zkjb+eo0OfNuWeUwiB1W7FG6Jsss1x8n61dcNg8cY97E3LolWjROxWS8jcgEKEgP4dmrNy+4Ey5w2nBMBcERTWLkqMjWTCszcwe/V2tu4/TKuGCQzv3b7Iwf3PCwfw7sQFQdVPy8KvG6Rk5LBy2wF6t29a7uMqi5P3r6WOE211cneH87i7w3k1LUoJPt0+iwK/p+wgyhA3dyEEQ+p3YkjA0V1ddIlvxhu9ri96b5qzJuA3dHQMIix22sU0ZFSYMhCVQW5mHm/eOjbkDRvMJ3h3gYeP/+9L3pr7nwrNffY1g5n5zVx8xTpl2RxWzr5uyAnJXFs5klPATW+MJyMnH79uYLFoxEY48Ok6Hl9oZdAoMZY377yQf300mVXbQ5uH7BaLGXQR5g9bAtHOo0X87DYrI/p2ZEQId8/15/TBkJIPJy8scwVSGkNK9qRlKkWgqP2sOLIrrHkFzK5aIxr1rD6BKsh5jXvSIbYxE/ct44g3nyENOjGsfucqdbgvm7YaS5iIl+JsWbajwnPf+dYN7Nm0j51r9iACNaPantaKO16//tgH10Fe/G4mKUdy8BfeYP06fl3ntDZNSDmSw7704GCKI7kFTF22hVdvu4D/+3gyG3anmhnxXj8SiHTYiImwcygrfDloAcRFhy4eGIqLBnRh7O+LIYQiMOsbgc9fcp9A0K5JzSS1KkVwkiGlJNWdRYTFQXwVxKsnO2NIDeOAdWhWRjc/ne4JNdtk41i0jK7PA51GHXtgJWGav46diBaXVPGQz8iYCP47/wW2rtjJ3k37adG5Ke17l9+8VJfw6wbz1+86qgQC+PwGG/em8b+HruQfr/5QoisZmI7giQvWc9kZ3fj0wSs5mJFNRk4BbRrVIz07H00TXPLM/8o899AebSpUWiIhJpJnrj+H576eAUh0Q2IYBoO6tOShK4Zxy1s/kZlbgB4wEdqtFjo0S6Zry5opSV2likAI0Qz4CmgIGMA4KeU7pcYMAyYBhTV8f5VSVmx9rABgUfpWXlj/Kzk+FwYGpyW04vkeV5Jgjz72weXkxtbDeGL1DyXKNFiEoGVUfV7sOYbW0WU7Tk9F+o7oie4v20TgjHRwxcMXHdf8Qgg69GlTIf9CXUQiQ5eKBnx+P38s2YTPH9pJW9xe37heHCu3HeC2t34q07dQSLPkOJ66NnS/aTDzGDbvO4RuSDo1b1AUCjqib0f6dWjOX2t34NcNhnRrTcNAfsc3j17D2z/PZd76XdgsFi44vRN3XzyoxnKaqrp5fSOgkZRypRAiBlgBXCKl3FhszDDgISnlBeWd92RvXn887M5L4x8LPyhxg7YKjbYxDflq4D2Veq7xuxfy0bbpgMAvdQYmtee57ldWemjkycS8nxfx6g3vA6D7/EUF0RyRDgy/zqX3j+TmF6+pdcmNNYlfN5i9ehtzVm8nNtLJZWd0442f57Jy6/5yFvowcdqs3HfpYMac2ROA9btS+MdrP5T7+IsHdOZIros+HZpx6aCuREcc9RWs353Kg2MnU+D2ggCbxcKrt46q8daT4agVZaiFEJOA96WUM4ptG4ZSBCfMqxsmMXHfUkoXUXBabHza/w7axzau1PN5dB/7CzKIt0exLGMHk/cvR5cGo5r0YmTj02pdB7HawJHUTOb9vBivy0v/C3pTr1EC6fszaNgymYgaih+vrfh0nbve+YVNe9NweXxomsCqacRGOjicU1DueSIdNjo1b8CH911WlJl8w2vfs25X+Sv0WjSBbkicNiuxUU6+f/xaEmIiyXd7Of+xT8grlc3stFv57fmbqRdb+5oAhVME1eYjEEK0BE4DloTYPUAIsQY4iKkUNoQ4/nbgdoDmzWuntq1J9hVkBCkBMLNmD7lzKl0ROCw22sQ05Kk145mbthF3oGn9ppwDzExZxzt9blRPt6VIbJjAJfecX2JbdHztu1nUBqYv38qmPYdwBRLFDEPiNfQKKYHE6Aiev+l8+ndsXqL5y4HDwQ7lsii047t9fvy5BXw2dSkPXTmMOau3h0wck1IybdkWzuzZhnlrd2IN9DWojYqhkGrJaxZCRAO/AA9IKUs3d10JtJBS9gDeAyaGmkNKOU5K2UdK2Sc5OblK5a2L9ElsjSNEsTmfodMhtmpKDWzJOcjcQ0eVAJgNadZk7WFZRsUjYBSKQmas2FqkBI4XCQzo3CKoA1ibxscfmePXDf5csQUpJVn5bvwhfAwen87ctTu47NkveWfCfN76ZR4XPPkZU5ZuOu7zVjVVrgiEEDZMJfCtlPLX0vullDlSyrzA6ymATQhRMzFUdZjLmvcnxhaBtVj9JKdm48ImvctsOHMirDiyM2TPXZfuVYpAcUJEOe1lVhEtD6e1CZ2F/8iVw0KlupSbjJwCLnrqcxKinEERTGD6JNbsOIjXb+Y2uL1+PD6dZ7/8k9mrtoetVVSTVKkiEKZt4DNgk5TyrTBjGgbGIYToF5ApoyrlOhmJtUXw1cB7uKSp2WmsdXR9Huw0ikc6H18kSnmIs0WG9AXYNSsJjtq7DFbUfi4f3A3HCVToFMDDVw0Lua9N4yQ+uu9ykmIji8b2atuExvXK12AJ4OCRHJ75enpIp7XTYQ2ZVew3JI99PoUxL35DbkHozPyaoqqjhs4A5gPrMMNHAR4HmgNIKccKIe4B7gL8gAt4UEq5sKx5lbO4dpDv93DBX68EVe50WmxMGPLQKdt8XVE5fD5tKeP+WIzNouHx60FP3zaLRlxUBK/ePpLnv57J7kOZANSPj+K9ey6lXZNjm5B1w0ATgqVb9vHPd36pUDRSOCIdNlze4HabxeU+t3cHnr9pRCWcrWLUiqihykIpgtrD+qx9PLzy60AxOYFN03ix59X0q9e2pkVTnARk5OTz+bSlfD9nddA+TRN8eO9lxwzVLHB7+fiPxUxZugnDkJzXpwN3XTiAmMijmcLPfzODCQvWlzFL+XHYrAhBmRVRbVYLi9+9t9oDKmo8akhxctI1vhl/nPkom3MOokuDTrFNVOiootKoFxvF/HW7Qu4zDMnEBevp17E5Ukr8uoHfMMgt8LBmxwG+nrmS9Kw8MvNcJRLHfvl7HX+t3UHPNo1xe/yc26c9lkrsB2C1CPp2aMaiDXvwhElYq0hBuupAKQLFCaMJjc5x1V8oS3Hy4fX5mb5iK3PX7qRebCSXD+7OkdzwIaM5BW4+mLSA7+esKqr1rwnC9hUA8Pl1Uo/kMu3IFgCWbN5D60b1jnlccRw2C7ohQzqL890+lmzax7Aebdi0L62oxWUhmhCc3rFq+3VXFKUIFApFrcDt9XPzG+PZcygTl9eHJgSTFm6gcWIMuwL2/9IYUvLt7JKNacp7My/E5fWzM/UIw3u1Z8aKrWX6CaIj7JzRpRVXDu3BlzOWM3ftzjBz+vhr7Q4+uPcyHvnkDwo8XtxePxF2K067jceuPrtiQlYxShEoFIpawaSF69l96EjRTd2QEo/Pz7707JBP660aJrJi6/4KlXoOh8vjw6pp/PbCzbz763xmrt6OUeyEdqtGhMPOl4+MoXn9BP5ctoWlm0O3tSxEINiXns2k/9zE1KWb2LI/nXZNkhjZr1NRmYpV2w/w9i/z2HYgnXqxUdx2fn8uGtil2lcLShEoFIpawcyVW0M6WP2Ggc2q0bp+InvTMomwWxk9pAcj+nXkhle/rxRFALB82z4a14vjldsuoMDtZeGG3azbnYpf12ndqB4j+nYkymnW0/rl77VBVU5L4/H5sWqCKKed0UOCGx+t3ZnC3e/+WtTj+GBGDi99P4ulW/by76vOIjaq/GWvTxSlCBQKRa0gqljjl9L4/AaGNFj83n1F21weX1H5h8ogLSufp7+YysGMXPakZdKqQSIPXzmMdk2Dw1B95ahaKoGFG/cw6vTOIfd/OHlBUKN7n24wddkWZq/ezrPXn8d5fTsc17VUlGopMaFQKBTH4oqhPYgoI4lsX3o2R4rVGopw2Lh+eC+cJ5B4Vprfl2xm5fYDZOQUsHzbfq568RtmrdoaNG5kv07lOu/sVdvC7tt28HDYfR6fzrNf/0l6Vl75BD9BlCJQKBS1gkFdWnLd8N7hB0iJzVrylnXXhQO575IzaJAQjdWiYS9HJ7iK8vC4P9hR6qZ9yaCudGpWH7ut7PN5/Do/zl0Tcl+zpPgyj5XAjJXBSqgqUIpAoVDUGu66cCA3nNunqLlLIRZN0L114xJJYGA25Rlz5mlMfek2lr5/Pw9dMRSHrfIt3g+OnVyiRpDNamHcg1fwys0jaV4/vsy6SG//MjdkSYk7LxyAswxZdd3A4zuxwnvlRSkChUJRq/jnhQPp17E5TrsVp91KpMNGw4QYXrzZLOHt8vr4bvYqbn5jPPd/OJG5a3dwODsfw5C0aJCIRav8iJt96dmMeOwTpi7dXLTNomkM69mWCc/eyEu3nB9U5bQQq8XCyu0Hgraf3qkFz980oqjmUajjBndtXTkXcAyUs1ihUNQqbFYL799zKZv3pbFhdyqN68XRr2MzLJqGx+fnptd/YO+hrCJH6/x1u9CEIDbKyb8uG0xyXDR70zIrpW5QcdKz8/nPNzPQhCA+JoKsXBc92jSmYWIM5/XpyLx1u0ooiuJEOkJ37zv7tHac1bMtj38+ldmrtuPXdRBmmYorhnSnbTU1s1eKQKFQ1Eo6NqtPx2b1kVKy/3A2dquFRRv3sDctKyjaxpCSrDwXL30/C92Qla4ECvH4/Dz2+RQsmsBi0fD7dZolJ3DjeX24eGAX5qzeHhQCa7daOK1t6JLYbq+fBz6cyNpdKWgaaFIQG+nk+ZtGMLBzyyq6imCUIlAoFLWW1TsO8PjnU8nKc2EYEpvVUmYxN4/v2GGdlYFuSHTDPNeetExe/n42yfFRxEdHkHokFzBXNlEOGx/cd1mQz6OQDycvYHWgd0EheW4vU5ZsqlZFoHwECoWiVpKencfd704g9Ugubq8fr18nv1R/4NqC169z4HBOkRIAQEqGdm9Dx2b1wx43aeGGEkoAzByFGSu2lshsrmqUIlAoFLWOzDwXn09bWuuqdFYEMzlsM5mliuZl5OTz9i/zuOI/X4VVbLohMaqxRYAyDSkUilqDx+fn2a/+ZM7qHRgydHVPq0UghIaAEk/TAqrMN3C8WC0ae9IySYgxI4MycvK56gWzQ1m40hgC6N66UVhzUpXIWW1nUigUimPw6vg5/LVmR5C5pDgWzcKnD16B2+tn3a4UpizdxOHsfLq0bEi/Ds14+9f51Shx2RR4fEUF5gC+mrGCnAJ3SAUHZnlrm9XCE9dUb3VSpQgUCkWtwO31M2XpJrxlOHyddiuDurSkS8uGAPRu35Qbz+sLmPkF63el0rNNY1bvOFgtMh8LTQgWrN9N28ZmGOiijbtDKgGbRaNXu6b0bt+UywZ1IzFMbkFVUeWKQAgxAngHsACfSilfKbVfBPaPBAqAG6WUK6taLoVCUbsocHvD2nY0IWjdKJHLB3dn9JDuJfbtTMngqS+msWlvWq0zDxlSsv1AetH75Photh/MCBonNMHT159Do8TY6hSviCpVBEIIC/ABcA6wH1gmhJgspdxYbNj5QLvAT3/go8BvhUJxCpEQE0FclJP07PwS24WAwd1a8fZdFwcdsyvlCNe9/F1RXkFtUgJgrmC6tGxU9P764b1Ztf1AiRBYq0WjW8tGNaYEoOqjhvoB26WUO6WUXuAHoPT/5sXAV9JkMRAvhGhUeiKFQnFyI4Tg31edWaL+jiYEEXYb915yRomxf63ZzoVPfc7l//kyKLms3OcD4quw5r8mzF4EF5zeqWjb6Z1acP9lg4lw2Ihy2nHYrPRo3ZjXb7+gyuQoD1VtGmoCFG/js5/gp/1QY5oAKcUHCSFuB24HaN68eaULqlAoap5hPdryz4sH8vO8teS7vPTt2Jw7Lzid5vUTisYs3rSHxz+betwKoBCJ2fO4shGBEhGDu7biwdFDSziLAa4a2pOLB3RlZ8phEmIia3QlUEhVK4JQVZhKr97KMwYp5ThgHECfPn1q2wpQoaiTbFu5kz/GzSQnI5dBl/RjyBWnY7PbakQWl9fHHW//zM6UDFweH06HjUUbd3Pr+f1KjPtw8sITVgKFVFbOlkUIGiXGcOHALlw1tOcxu4s57VY6t2hYOSevBKpaEewHmhV73xQo7c4vzxiFQlHJ/PHJDD564At8Hh+GIVk2bRWTPpjGm389WyPK4Mvpy9l2IL2oTITL48Pt8fHYZ1MY/+T1ReP2poVuZF+TGEjSs/NJiIksUgJSSmas3MqPc9dQ4PZxbu/2XDWsJxEOG37dYO6aHcxbt5O4aCeXDupGq4aJNSZ/VSuCZUA7IUQr4AAwBrim1JjJwD1CiB8wzUbZUsoUFApFlZGfU8BHD3yBx3U0s9Wd72HXuj3M/u5vzrvxzGqX6Y/FG4NqBUlgz6FM0rPziLTbuO3tn8gp8FS7bMdCSrMJzWs/zCY2wsGgrq14f+LfTF60sai38a7UI0xdtpnP/+9K7v9oEpv2puHy+LBogp/mruWp64Yzsl+nY5ypaqhSRSCl9Ash7gH+xAwf/VxKuUEIcWdg/1hgCmbo6HbM8NGbqlImhUIBGxZswWKzgqtkiQN3voe/flxYI4rgWFzz8nfsS8+qaTHKxG9InvlqOiDx+w30YmUiPD4/+w9n89Yv89i451BR5JBZwM7Pi9/O4syebYmogdVYlecRSCmnYN7si28bW+y1BO6uajkUCsVRImOcJTpuFSIERMdH1YBEMOr0znw5fVmJVYEAWjRIIDvPXeuVQCFldRVzeXzMW7czZAVVTROs2XGQ0zu1qErxQqKKzikUpxC6X2fZtFUc2JGKIyK4WYo9wsEFd5xTA5LBjef2pV2TZCIdNgQQ6bARG+Xk5VtGsqea/AJWi4a1CjqcFZ8/XJMaKSVOe80Ue1AlJhSKU4Q9m/bz8FnPUZDrwu/zY+gGVrsVq92KJgR+n58L7zqX1F1puPPc9D63B9Yq6P8bDqfdyhcPj2HJ5r1s2J1Kg4RohvdqT4TDhiZEtWQNd2xWnzaN6zFp4YYqmd+qadw8oi+vjp8TtCqIcNjo1qpmUqiUIlAoTgGklDx10StkHsoqsd3v9ZPQMI47XvsHS6asZPIH09AsGpqmYY+w88acZ2nRqWm1yalpggGdWzCgc0nzSMuGiXRt1Yh1u6o2jmT97lR2HDxMQnQEmXmuE57PatGwWjQ0TWDVNJ674TyGdm/D3rQsvp21EotFQxMCq0XjvXsuxaLVjJFGhLIT1nb69Okjly9fXtNiKBS1mtzMPD584H/M+2kRul/HMCQyTOD88OuH8PevS3DnH43IEQIatW7IF1vfxSwJVv3MX7eTT6cuJfVIDt1aNcSvGyzYsBvdkMRGOnn4yqH4fDpv/jKXfLevRmQsC4fNyiu3jiQ5Lpr2TZOxaIJNe9M4nJNPvZhI/lq7A0OXXHpGV5omx1e5PEKIFVLKPqW3qxWBQnESYhgGDw59mv1bU/CX0dqxkDk/LEAvHbopIX1/Brs37KNV1+rP5v/173W88dNfRSaUv9bsxGm3Mv7J62ndqF6JsY3qxfKvjyZXWqJZZWHRBLoh6dyiQaDj2q8cyMhBYJaotmoCu83Kt7NXctkZ3Xj4ymE1onSVs1ihOMlI2XWIZy9/nb0b95dLCQBBSqAQn8fH0inVXwzYp+u88+v8EnZ0Q0rcXj9jf1sUNL5/pxa8ctsomiTVfLmG4hR4fDRPjgPgkXG/syv1CC6PjwKPuXrxG5ICjw+vX2fiwvX8uXxLjcipFIFCcRKxbeVO7ujxEIt/W1FpPW8/f/w77hv4OBsWVt9NKi0zD58erJwMKVmzM3ThgSHdWnNWz7bYrZaqFq/cWDTBtgMZpGXlsWlvGnoZ/ydur5/v56yqRumOohSBQnES8d49n+HKc4f1BRwPhiHZtHgbD5zxJJ88+k2JfVnp2Yx75Ctu6fIADw59moWTllXKOeOjI8IqsgYJMWGPm7xoY5ndzaob3ZDsScskz+UpV+vJcD2MqxqlCBSKkwQpJZuXbqvSc/z42iQyUsyY/pyMXO487WEmvDuVvZsOsG7+Jl6+7h2+feHnEz5PlNPOiL4dcJQKX3XardxSqghdcfwhVhGVgf0E+gdHOmxk5BQcc5ymCc7q2TbkPpfHx19rdjBr1TbyXJVfYkM5ixWKkwQhBFabBZ+nah2mc77/m9EPXsjE96eScySvhB/Cne/hu5d+5eJ7zj/hDOXHrzb79k5btgWLpmGxCO695AyGdm9TYpxuGHw7ayU/zFkdVKuosvCG6TFcHv5bzh7KhiHxhPDp/L1+F//+9A+0gBNZ1w2e+ce5nNenw3HLVBqlCBSKkwBXvpvHR75Y5UoAYNIH0xj94IWsmL4GX4iQTavdxo7Vu+kxrMsJn2to9za0b5pM60b16N2+KTZLsP3/+W9mMH3F1pBlG+oa4+eu4d5LBxeZkbLyXDzyye9B1/bsV9Pp3rryupopRaBQnAR88vDXbF5ctWahQlJ3pXHHaQ+xb/OBkPt1v5+EhvEndI5tBw5zx39/wuc30A0DKSUj+nbk6evOKRFeeSgzl2nLttQqv8CJ4PXruDxeYiLNUtazVm0L2bDFkAbTl2/lhnODUgKOC+UjUChOAmZ8PRd/FZlFQrFzzZ6Qqw+hCVp2aUbzjk2Oe24pJf/6aBJZeW7y3V7cXj8en8705VuZvnxribHbDxwuMpmcDAgo0dHM5fXjN4LNUn6/QUElOpbVikChOAmoDpNQeTnvprNO6PhtBw6TmRtc3sHl9TF+7mo2709jxoqtOGxWzurZtsxqn3WNVg0TS6x4BnVpyQeTFgAllYHDbuWMbq0q7bxqRaBQnAT0PLNLjZWBKI40JBPenXLsgWXg8+uEu5R1O1P4bvZKDmbksCv1CN/OXknYwdXAiZzaUupgm1XjPzeeV2Jbq4aJXDGkO067tchEFGG3cW7v9nRtWXmtLtWKQKE4Cbjn/Vu5b8DjeFxevC4vIlBKuV7jeA7vr97WjhkHj5zQ8R2a1cdmtYAn2BGtS4nuP5pfUFMO4oToCHIK3GUmiJWFJuClm8/n61mmUuvYvD53XzSQTs0bBI19cPRQhnRvze+LN6IbkvP7dWRApxaVqvhV0TmF4iQhJyOX3z+eweSP/uTIwcyQjWeqg+5DO/PmnOfKPd7v8zP3x0X89eMCIqIjGHX7cPKSorj3/QlVKGXN0rheLLeO7M+Fp3eu1oqjquicQnESsmXZdub/shiLzcKwqwahaYLs9JwaUwJCE5x/69nlHq/7dR497wW2LNuOO9+DELBo8jKufPjiKpSyerBbLWGjmQ5m5PDa+DnMW7uTN++4sFxP91KadYki7Da0Sm6eU2UrAiHE68CFgBfYAdwkpcwKMW43kAvogD+UtiqNWhEoFDD2oS/5fex0vG4fQghsdis2h428rPyaFUxA3/NP47lfH8Z2jP67839ZzGs3vl+i/DWA1W4l7cqeyKjQ3bzqAk2T4kjNzMVfRjJahN3K2AdGH7Mhzc/z1/Lh5IXkFniIdNq4dUQ/rhveu8LmoXArgqpck8wAukopuwNbgcfKGHumlLJneZSAQqGArSt28PvY6XgKvEhDYugGHpe35pUAgIRlU1bxxKiXjzl04eRlQUoAwI/EdjC7XKcrz80w0lH9DeG/+vfVXDKwK3FRThy20IXwfLrBim37y5zn98UbeevnuWTludANg9wCDx/9vqhSC9RVmSKQUk6XUhZ6chYD1dfmSKE4yVkwYSneWtiIpTjr5m9ix5rdZY6JSYhCC1HHR0qQ9vJVEbVbNbPPcRh94LBZuOfiQTx13fByzVcZDOzcgvjoCB6/5mzmvHEXZ/dqF3Kc1aJRLyayzLnG/r4oyCnu9vr5dMqSSjMBVpeX4mZgaph9EpguhFghhLg93ARCiNuFEMuFEMvT09OrREiFoq5gsVvQaqitYXkRArYs2xFy3861e3j6kleZ9d2CkDczYdHwNY0v13n8usE/zulDs7AdvgQDu7Ti0kHd+L/RQ7GdQAG58rJ5XxrfzV6JlBKX18fsVdtDjtMNg7NOC60kCknLygu5PTvfHTLZ7Hg4oU9ECDFTCLE+xM/FxcY8AfiBb8NMM0hK2Qs4H7hbCDEk1CAp5TgpZR8pZZ/k5OQTEVuhqPOcedUgLGHMDbUFq81KgxZJQdu3r97F/YOeYPFvK8g5nFNUMtseYScyJoL45Fiu/vBmnBEl/QNWi4YlhJNUNyRfTF9GQnQEEfaS8S+aEDRLjqd5/XgArj27F/dfNriSrjA8R3JdvD9pAZ9OXcK6nSlhI4ME4pj9E1o2SAi5vX5CdMjaS8fDCSkCKeVwKWXXED+TAIQQNwAXANfKMGsYKeXBwO80YAIQvsasQqEAoFmHJtz6yrXYnTYckXacUQ5sDmutUg7x9eM47exuQds/f+w73PmeoJWA1WbhmQkP8cOBcdx843Duu+QMYiIdWDWz+Xu9mEj6tG8WUhm4vX427jnEmYHGNJEOG5EOGw0SonnrzgtLjPt53trKv9gQuL1+vpi+HIfNEtZh7DcMZq8OvVoo5P7LhgSX47ZZuf/SylNoVRY+KoQYAfwbGCqlDFmMWwgRBWhSytzA63OB/1SVTArFycSl945k8GX9Wfz7SixWjYEX9+WHVycy8b2p5W5RWVUkN6vHW3OfC2m+2rw89I3P7/XTqktzLIEn5DFnnkauy8P/pi3D7fNzKCuPrHw3NqsFPcT12W1Wzu3TgX9eNIi1Ow9SLzaK3u2algi1fO7rP9mXnlU5F1kOpCFpkBCDzaqFyo/DMCRrdx4ss6T0oC4teevOi3hv4nz2HMqicb1Y7r54EMN6tAl7TEWpyjyC9wEHMCPg1V8spbxTCNEY+FRKORJoAEwI7LcC30kpp1WhTArFSUVSk3pccMc5Re9vf+16ug/pzOs3v09uRs1FENkj7CQ1qRdyX1LjRHIzQti9hSAq7qjjNCvPxWdTl5aIxff4/Fg0DSFMh3Jx/H6dJvViaRz4KU1Ovps5q3eUmQ1s1QT+SuzuhoD7P5qEO5QWwMw1iIqw49eNMjuYDejcggGdW1SeXKWoMkUgpQzZaidgChoZeL0T6FFVMigUpxpCCAZc2IcHPrqDF65+G6nXTGJZbGJ02H3XPjma12/6AE/B0bBRR4SdEbechd151C+wblcKthBJWbphhCzN7DMMDAlen5+Zq7axfOs+vD6dHSkZZOa6aN8kqcxELCEK/6m8z8wiBDsOZGCEie7x+nW+nrGC8XPW8ODoIVw8sGulnbsiqMxiheIkZOpns2tMCQDc+PyYsPuGXjGAzEOZfPHUePw+HWlIzrlhGHe+eUOJcbFRzpARRZoQJMZGcji75IrHMCRPfzmNzFwX6dl5QSuG9Ky8Mm/xUlJm8ldF0YTA4/OHVQKFeHw6Hp/Oq+PnUD8+pkqf/MOhFIFCcRLi89ZcjoHQBBsXbWX935vZs3E/nU9vx3k3nVWideUl94zkgjvOJeNgJrFJMUREOYPm6d6qEQnREbi9JW+mdpslbJP3rfvSw97sC7dbNHHcxeIqgiFlhcqTur1+Ppu2pEYUQe0ORFYoFMfF8OuG4ox0HHtgFSANyZdPj+e7F35l3k+L+Pihr7mqye2s/3tTiXFmeGlySCUAppnrw/svp2lyHBF2G1FOOxF2G49ceSZOW+hn2PLc3uOiIsKGZBandKRORbFatKLQ2PKSeiT3hM55vChFoFCchAy/bjCdB3bAGR24yQYeTEUlFysrC103bftSSrwuLw+d9SzbV+2q0BzNkuOZ8OyN/O/hq/jvPy9m5ut3cMmgrlwyqGtQ2QarRStXt7LWjRL55ZkbaNUwMWQoaiGxkQ7euP0CGsSb/g5NExUqVaFpgrOPkSxWevxpbRqXe3xlohSBQnESYrVZeXnaEzz944Nc9sAobnrhar7bO5bp/h+ZYfzEzS9dU+0y6X6DD+7/vMLHCSFo3zSZ3u2aEhEoYnf7qNPp0aYxTpsVq0Urch43rhdzzPl6t2uKEIJP/nUF/To2DzlGE4LurRtxZs+2tGuajNNuxTDM6p/lRkKnFvXp16FZSOd26fM57VZuGzWg/PNXIqofgUJxijLhvT8Y+39fYfgrz0F6LKw2C1M9P5CVns30L//i4PZDdD2jI0OuGIC9goXhdMNg9H++ZH96dpHN32ox7f9l3dasFo0Jz95Ik6Q4AO5571cWbtxTYozDZuXbx67hSG4B9384CVdFFEAxnHYrU166lf98PYNFG3dj0TRcXh8CQUyEnQiHDb9u0LtdU+66aCDN6x/bZHUiqH4ECoWiBJfeO4pRt53DnB8W8P69n4WsAno8aBYNI0z0TWRsJFuW7+CRs5/D7/PjdfuY/d18vn3hZ95d9BIxCeHDTkvz9/pdpGTklnD8+nWJw2ahZ5vGrNx2AF8IOfy6wfdzVvHQFcNYtHE3izfvDRpj0QRNk+KYtmzLcSsBcx6NmSu2svdQJh6fTpTTws3n9uOfFw+sFa1FC1GmIYXiFMbutHPejWfyxuxnT7g8RdczOtLjzC7c+PwYYpOCTTSOCDsX3zOCV69/l4JcV1H1VFeem9Td6Xz7wi/lPleuy8OzX04P2fjFrxv079iC+mUolR/nriHlSA7PfDUdI4RDV0pYtmVfmSWky4PH5+eNn+ayM9Vs35nv9vLtnJV89NvC456zKlCKQKFQ0KFvWx79+l4sx1mZMzI2gisfvpg3Zj3L1Y9eyvf7PqbX8G5YbBYiop3YHDaGXjWQETefReru4OrBfq+fuT+V/+b4yvezyS5wh9xns1qIj3aSXkZvBr9u8Mb4ORzJCVn9BrfXx5P/m8Z3s1fiP4F8DE2IIGXl9vr5ZtZKPL6aLQNSHGUaUigUAAy9YiAzvp7H0ikrK5xcKw1JXPLRsg52h41Xpz/N4YNHSNlxiKbtG5HQIJ7sw+HbaB6rm1nRuaRkxoqtZQwwW0HqxyjRvHzbfuw2S1Ct/8AUZBe4wyqb8hKuVaVAkJGTT+N6cSc0f2WhVgQKhQIwo3P+M/ERbnr+aiw2C5pVw1YOB66mCRIaxtOpf3CoZFLjRLoN7kRCg3gA4pJiad+nTVAzGkeEnZG3lb9xjC7D3+TP6dOemSu3HTNpLC7KiV6JmcShCO8FkNSLjQq7t7pRikChUBRhsVi45vHLmJzzNc/89BD3fXArb89/ntPO7obFasFitdCkfSMcUXYiYyNwRDpo3qkpr05/qtzOzye+u5+kJolExDhxRNhxRDroPrQLl/9rVLmOF0LQo3XoeHtNE4zs25GcgmM7vo/kumjbJAm7tWpug5om6BkIcS2O027luuG9TzhhrTJR4aMKhaJcuAvMHgIRUU68bi/bV+8mKi6SFp0q3oVW9+usmLGWtL2H6dC3De16ta7Q8fvSs7ji+a/w+kqaXvp1aMpH94/mvEc/4XBO+auvCmHW+I902MnIDe03qChxUU6+fexa9qVl8ubPc9mZcoT4aCc3nNuX687uVSNRQ+HCR5UiUCgUdZKcfBfvTVzAwo17iHBYuX54by44vTMWTeP+DyYwf/3uCs3ntFnp3b4pCzfuLjMPobzcPKIv91x8xolPVImoPAKFQnHS4PL4mLZ8C0dyCzizZxuuHNqjRDLWLeefzuLNe/FVIFnO7fOzYMPukPssmsAwZIV86Es374OLjz2uNqAUgUKhqFPk5Lu57pXvOJyTj9vrx6IJfpm/jsevPosLTu+MCJSHeOP2C3ni86nkBSqVHm+ngbhIJzkF7gofGxdVM0X/jgdlGlIoFHWK9yf+zdezVuILEZrZuF4sL908ku6tGwFmqGlKRg570jPx+w0eHvd72JDOyuaj+y6jf6fqLyldFuFMQypqSKFQ1GqklKxfsJkfX5/ErG/nM3PplpBKAMz8gX+++wsZAUexEILGSXEM6NSSwd1a8/adF5XZpayy6NW2Sa1TAmVRlc3rnwVuAwrTCB+XUk4JMW4E8A5gwexl/EpVyaRQKOoWPq+Ppy58hQ0Lt+Dz+rE7bLh1HcsFndETQ8fh+3WDSQs3cPOIfkH7vpyxHIsQGJXYjtJus9CjdWM27E7FabdxxZDu3Hx+8LlrM1XtI3hbSvlGuJ1CCAvwAXAOsB9YJoSYLKXcWMVyKRSKOsDkD6ax/u/NeFymnd8VCBeNnbGVzCt7huwA5vXrHDicHbR9V+oR1uxMCVmI7nixahoj+3XiqWvNZLhtBw6T7/aa9YtOrHRTtVLTzuJ+wPZAE3uEED9g+tmVIlAoFEz7fE6REiiOtcCLvcCHN8oetC/CYaNXu+Dchv3pWdgsGidQTLTkeexWXrvtAgZ2acm+9Gzu+2AC6Vn5aJpASsnjV5/NyP6dKudkVUxV+wjuEUKsFUJ8LoQIVWi7CbCv2Pv9gW0KheIUQErJoT3pZKRkhtxvhKkXZLNaGHvfZXRu3gC71VJie/34aM7p1Y4Ct5cZK7YyZekmMvNctGlcr1IcxVaLxqh+HXn37kuwWi3k5Lu5852f2ZeehcvrI9/tpcDj44VvZ7J1f3CBvdrICa0IhBAzgYYhdj0BfAQ8jxmx9TzwJnBz6SlCHBvSeCeEuB24HaB589BdhRQKRd1h89JtvHTtO2QczEQaklZdm/Hk+Adp1LpB0Zhzrh/K18//jLfUqiChQTw9erflf6e1Zvxfq/l1/jq8fp1ze3fgphF9WbZ1P4+M+73IcuQ3DB66YhjDerThrzU7jkshREfYGffAFdSLjeTeDyZy7wcTsWpaURXR0gGYXl3nx7lrePLa8tdQqimqJXxUCNES+F1K2bXU9gHAs1LK8wLvHwOQUr5c1nwqfFShqNtkpmVzQ9t7cOUdre4pNEFiowS+2fkB1kAdHq/by8NnP8eudXtx5blxRNqxWC28NvMZOvRpE3LuXJeH8x4dF1RV1GGz8tW/x/DGT3+xbMv+kMdaLRp+3cButWAYBnablbgoJ0O7t+GKIT1o1SiR61/5js370o5Z1A5gSPfW/Peu2pNVVu2ZxUKIRlLKlMDbS4H1IYYtA9oJIVoBB4AxQPU3U1UoFNXKjK/+Qi/1VC4NiSvHxbJpqxlwoXmvsjvtvD3/eZb/uYYNCzaT1CSRYWMGldnJbN7anSGb2Pt1nenLt7I7NbQZCqBDs2RaNEikR6tGjOrfia0H0nn886lMXLieX/9eR+OkWA4ezimXEnDarQzpVrEaSjVFVTqLXxNC9MQ09ewG7gAQQjTGDBMdKaX0CyHuAf7E9LF/LqXcUIUyKRSKWkDqrrSiDmXF8fv9HN6fUWKbpmn0O/80+p1/Wrnm9vj8GCEsHYYhKfD6ymw9uf3AYfq2b8YVQ3twODufu9/9FVexlcWeMpSIEEfNQw6blSZJcYzsVzecxVWmCKSU14fZfhAYWez9FCAov0ChUJy8dBvcmZlfzythGgIQQqPT6e1PaO6BnVviDxEiqmmCM7u3IS0zlzmrd4RUFh6fzvi5azi7VzteHz+nhBKA8CUqbFYLZ/VoQ67bS26Bm3N6t+fyM7rjtNd0YGb5qBtSKhSKk4ozLuvHty/8zMEdh/AFntAdkXZOO6srbU9rdUJzR0fYw3ZB8+k6D1w2hGVb9pMTpvuYy+PjljfG4w1TsM4iBEIT6IaBlOCwWUiMieTRq88mLsp5QrLXFKrEhEKhqHZsdhvvLHyR0Q9eQKPW9WnWsTE3/mcMz/zy0AnPvWTTXpwh2l7qhmTq0s00SYrj12duoGFCTNg5wikBAM0ieOb6czm3d3t6tmnMbSNP54cnriMuyknqkVzG/7Wan+auIT0774SvpbpQKwKFQlEjRMVGcvOL13Dzi5UbHyK00HVGBRTVGUqMjeT12y/gtrd/wuPzV6j/QNvGSYzq34lRpZLFfpizincmzC8621u/zOXRMWdx8cCuwZPUMpQiUCiOAym94JkDeirYeoCtR410nFIEc3rH5iGjehx2Kxec3rnofZeWDfni4TF8/MdiNu9No0WDBFZu219mjoFF03jp5iIXJy6PjylLN7Fsyz5mrQruk/zKD7MZ0Lkl9ePDRznVBpQiUCgqiPTvRh65GqQbpA+wgL0XJHyMEMElDxTVS6TTziu3juLRT/8AQNcNNE3j8jO60btU6Yn2TZN5844Li94/9PFv/LUmtCM5wm7jkkFdadHALJKQnpXHda98R57LE+RULs7s1dsZM6xnJVxZ1aEUgUJRQWTW/WAcoYT5wbsCmf8lIvq2GpNLcZQh3Vrzx4u3MmvVNtweHwO7tKR1o3pF+w1Dku/x8sOcVcxZvYOYSAfREXZWbT+IlBKLJtAN87cEurdqxD/O6cPQ7kfzAt7+ZR5HcgvKzCmQ0lREtR2lCBSKCiD1Q+DfSbAN2g2un0EpglpDQnQEowd3L7Ftxbb9vDZ+DtsOHEYI0BDooRwEEqKcNv5xTh9GD+5OQkxk0JA5a3YcM7FMCBjWow1z1+7g0ylLSM3MpWvLhvzzokG0a5J0QtdXmShFoFBUiLJq1IQ3Dyhqni370rj3/QlFpSekBD1MZoAuJVJC64b1ipTAnkOZfDJlMWt3pVAvNqqoxlBZXD3sNJZu3svrP/1VdN55a3eydMs+vnh4TK1RBip8VKGoCFojsISqs+gA50VF76SRhZH3MUbmPRi57yH1tOqTURGSz6YuLdfNu5ACj49N+w4BsDMlg2tf/pZpy7ewPz2bNTsOHvP4SIeN0zu34J0J80vUPZKA2+Pjg0kLKnwNVYVSBApFBRBCIOLfBhENBJKHRCRYWyGibgVA+vcj08+DvA/AMx3yP0YeHoH0ba45wU9BPD4/KUdy8AZu/pv2HapQmChAg3gz1+DdCX/j8vjMhjPlxK8bxEdH4PUFryIlsH53asWEqUKUaUihCCCNfPBvBa0ewhq+1LmwdYXk2UjXZNAPIuy9wHEWQphfJ5n7MshsoNBJ6AXpReY8haj3U9VfyHEg/duROS+Cd5mp2CKvRkTfgxDBiVm1HcOQfDB5Ad/PWQWYyvvC0zuTeiS3wnN1bmmWxF6782CFmls67VauGNKDZvXjkWGObFBG4bzqRikChQIw8j+D3HdAWEH6kLauiIQPEFpiyPFCi0dE/SP0ZN6/OaoEiuFbh5TeWhdiKvVUZMaVIPMBCdIL+f9D+ncjEt6pafEqzGfTlvL9nFUlzDE/zVtT4dWAzaLRLCkeMBPQsvJDl6QoRBMCm1WjaXI81w/vzYWndw4ooS78vngj7mJmKafdyu0jT6+YQFWIUgSKUx7p+Qty3wXcR4OBfGuQmfch6n0T+hjpAe9qEE6wdUOI4lZWB+AKcZSF2tjIVhZ8BdJDyUgoN3hmI/UDCEvdaRoopeTrmcuDehFUVAk4bFaG92pHbKB20E3n9ePF72aWmNeqaVgsomjukf078e+rzsRhK3lbffjKYQBMXrQBTRPYLBbuvXQQQ3uE7qdQEyhFoDjlkfmfE3zj9pvKQE9FlHIOG66pkPM4ZtECafoLEsYhbIGSA5FXQP5XgKfYUTZwno8QtU8R4F0LhCjNLOzg34HEYmZQW1sjtNhqF68i+A2DvBA9jsuLEGYl0VH9O/LIlWcWbR/ZryOpR3L5bNoSNCHw6wZn92rHk9cMJ8/tISbCGbbSqM1q4fFrzuZflw8hK99Fclw0Vkvtcs8qRaBQ6GH6ygqrmThWTBFI/y7I/jdQzEwg85FHboD6fyOEHRF9n+kY9i4DYQEMsLZHxD5z3CJK70pk3keg7zbLWUT/E2GtpKYnto7gW0lQ+Kv0mkrSuwKEzTSZRV6PiHm41pbTcLl9RV3GShO6AtFR7FYL1w/vzS3n9w+6qQshuOX8fowe0o1JCzfg8fnp16E5TruVCEf5/CgRDlu5x1Y3ShEoFI6hULCXkE/F1rYl3krXz4TOF/CB529wnoUQDkTiZ0jfVtP5bG1pOpiPE+mejcx6gCLlo+9DemZC4niErUPF5wvYMgpv5iLyBvO6ZPHrcoAWbyoBPAHTEVDwLdLSAhF11fFeTpXyzoT5YUtQd2/dmE37DmG3Wijw+EBSVErCognsNgtWi8au1Aw6NW8QdPzOlAxufetHvD4dn1/niz+X0711I969+xJs1lq40qsAShEoTnlE1K1I92QwcoBCs0IExDwe7Ng1MgitCCTIrJLz2tqD7cSarEgpkTnPUWIFggGyAJn7GiLxs/LPZeSbEU2uSYAPaeuNiHsOYW0LiV8js58B/wbADhEXg2sCwcrRBQWfQS1VBDNWbg2Z7asJwbh/jeZQZi570rJo2SCepZv38f2cVWTkFpCT78GvG3w2bSlfzljO8NPa8dwN55VY+fz7kz/IznMfdSPpBmt2HOSHv1Zx/fCgNsB1itplqFIoagBhSUIk/Q5RN4G1sxkKmvgpWuQVwWMdw8zwytJIH9j6Vb5wMgeMw6H3+VZVbKrM28E1EdN3YYBvOTLjKqR+GGHrhpb0K6LBBkSDtYiYBzGNKSEwwrdrrK0U3s+bJsczqEtLmiTFc+kZ3fj28WvRdQPdMHB7/fh18/fvSzZx7qPj+H3xRgBSjuSw/3BWcGERn5+JC+p+d12lCBQKQGiJaDH/h5Y0ES1hLMLeN/RAx3CKEslKYICsgkYkIoKwkUZhQltDIX0bwbeeoyseKAwVla4fjp5OWM2nYJEAWr2geUADexUovEpi+Gntgxyxmibo26FZSPPNmh0Hw9YLysgp4KXvZ/H1zBWBRLLQilE3an9RuWNRZYpACDFeCLE68LNbCLE6zLjdQoh1gXHLq0oehaJSMLJBhkpMMpD548o1hTRyTLu/ZwlSllW7CNM0FXEZwconAqJuL9f5APDvIvTX3QO+TSHOKxBxzwXOW3gDtIKIRMSceBexquL+ywbTJCmOSIcNgVnmoV5MJE9dd07I8ccKK3V7/Yz7YzHJcVEkx0cF7XfYLEENauoiVdm8vsiIKIR4E8guY/iZUsow61+Fohah7wfhCPQhKI40HcPHwMj/DnJfNqNwkOYTf8JnR0NPQyBiH0fKAnBPCUTv6BB1MyIi2HQVFmtbQhfMc4CtC9I4giz4HnxrzQinyGtNM1i975B5n4B/S6CURjvQ95sOY1H7DApxUU5+euofzF+3k20HDtO8fjxn9mjD6p0pfDplCVaLxqj+neneuhEAPVo3CmcAK0I3DDJyC3jlllHc8d+f0XUDt89PpMNGywaJXDe8d9VfWBUjwnnYK+0EprdlL3CWlHJbiP27gT4VUQR9+vSRy5erxYOi+pFGFjJtMCVzBAAsEHERWtyrYY81Cn4N5B+UMiWIRET9v4tKVIQ/dyboaWBpitCCn06PhXHkBvCuLCa7ABEDif+DI7eAdAX22UHYEInfIGxdMFx/QPZjmE5yv6kQbH0RCWNrZ15EMaSU/OfrGUxfsRWX14cmzOig64f35q4LBwKwaOMe/u/jyWFbVjpsVua8cRdOu5WcfDfTlm8h9UgOPdo05oyurbBotU8hhkMIsUJKGeTZro4rGAwcCqUEAkhguhBihRAi7FpXCHG7EGK5EGJ5enqYuG+FoqoRcWAfRJDdXjgQUXeGPcwo+AVyniBk6Qk8yNz3zEqlWY8gvctCn1pLQNg6HJcSABAJYyHyKhBRgA3sZyDq/Qx5H5lO6SIF4TVzI7KfQhoFkP04ZtRSIFpKFoBvGbinHZcc1cnanSlMX7EFl9dcwRlS4vb6+XL6cvalZwEwoHMLfnv+ZkYP7o5FK7k+cNqtjB7SvSivIDbKyZVDe3DfpYMZ2r1NnVICZXFCpiEhxEwgVE3eJ6SUkwKvrwa+L2OaQVLKg0KI+sAMIcRmKeW80oOklOOAcWCuCE5EboXieJE5T4F3ESXMLKIhInEswtoq9DHSAznPE7aXgcyHgo+OvnVPRtoHI+JfQ2gJSOkCz3wzzt8xCKHFHZfsQkQgYp+E2CdLnt67gJAKyr8R6V1kJsWV/sbJAqT7N0TEqOOSpbqYu3ZHULkJMKOIFmzYXdRCsl5sFI9dfTZ92jfjzZ/nkpFTgN1m4ephPbnrooHVLHX1c0KKQEo5vKz9wlzrXgaENaJJKQ8GfqcJISYA/YAgRaBQ1DTSuwZcvxFUjkJmmn6D0uP1DKTrR/AuDz6mTAzwzkWmDUNGPwD571DksJV+ZOyzaJGXm2+lYeYviJgTqBQaEUY+S+C6wj13BV9zbSPCYcMSItNY07SQJSHO6d2e4b3aUeDx4bRbg574c10e3pswn2nLtqBLyVk92vCvy4eSGBsipLgOUdXrmuHAZinl/lA7hRBRQoiYwtfAucD6KpZJcZIhpYGR9ylG2iCM1K4YGVcjfeuOYx5p+gCCHMGB/Z6/CPYNAEjwHH12kdKFkf0UMn0g5L0N3vmUXdwgHC7Ie9k0xcj8QHVQD+Q8ieFdh1HwIzKtPzJtEPJQD4ysR48ZhRSSyKsIjkqyg3Mkwt6fkM+LIgIRIs+itjGib8cgcw+YparP6tE2xBFmxFSU0x6kBAxDcttbPzJp0Uby3F5cHh/TVmzl+le/L+p5UFepakUwhlJmISFEYyHElMDbBsDfQog1wFLgDyll7Tc8KmoVMvcVyHsPjHTAC74VyIzrkP7t5Z7DcP2OTB8UuKn2wch5BVms5IKU0gwdDRljYgnE+5tKSWZcDa7xHN/NvzzocGQM5Dwd6HugA35w/4o8fClG9gsYh3pjpHbByPgH0r+3zNlE9N3gGAQ4jzbcsXVDxD6DEDZEwsfmdhFl7sMBEVcHfCW1m2bJ8Tw65iwcNguRDhuRTjtOu5XXbhtVVFm0vCzZvJf96dn4/EeVra4bZOe7mLWq/H9rtZEqjxqqClTUkKIQwzUZsh8m+KargXMUWvybx5xDehYgM++iZBkHJ0RegRb7FFJ6zf3epYReETgheQ7COIT0roTc/xz39VQOIcqrJXyD5ig7EUz6d4J/G1iaB4WzSqMAPHPMHAr7QIS1uakcfavMsFlLS7D3q5UhpQDZ+W4WbdyN1aIxsHNLIp0V7wnxzcwVvDdxAT49eNX1j3N688BlQypD1ColXNSQqjWkqLMYBT9Bzn8I/eRtgK98qf8y7z1KKgHM9wXjMRznQv4nAQdx6eW/Bjgg+l7IuAgp80PkF9QEIT6PzOsx6q9F08Lb9YW1NYSpaCq0SCjmGJZGATLzJjO/QBogNLA0hsRvwjbzqUniopyM6NvxhOZoVj8em1ULUgQRDhstG9a+a64ItVN9KxTHQEodct8g9BM6gDCTn8qDvi/MDj9k3greeYQuNKdBvR8g/wPTLCULCFnBtFYgoeB/lTdb3lumopUFmA19CsC/2yxcd5IyqEsrEqIjSvgcNCGIsNs4r3fFq8DWJpQiUNRNjKzATSgcDkR0+Lj+Eli7ENr2bxBe0QBYzNLTIXMDaiG+zZU3l2siJesWAfjBM6uEb+VkwmrR+N/DY4qSyDRN0KdDU758ZEyt7TNQXpRpSFE30WII/xxjRySMQ9i6lGsqEfMAMmMJJUMoNY55g7c0Mk1B8vg7YlUuVsxEtzDKK1whveMi3M3eoM4oxuMgKS6Kt++6GL9uIJHYLLU7s7q8qBWBok4ihB0irymK1jmKExH/FsJR/sbgwtbZ7E1sP90suWBpDZbmxzjKFjhPf7OlYxBOsA8GEdzgxKSybyBOSPwe6v1B6NVNBCJyzAmdQfo2IF2/mg5x+zCCr0GArVdwD4eTEKtFO2mUAChFoKjDiJiHwHkxYMMM4YyB2CcQznMrPpetG1riV2gNVqAlT0NE3Ur4hCkrxD5vdh2z9QL7AMykrEIiwN4fIm8MalZjYgHraVSuMvBC3ntotuZQ72fQiikgS1tI+vO46wJJ6TbDUDOuQeb8B5l5sxkppCVw9LqdIGIRcS+c8JUoqh9lGlLUWaR7RsBWDWY/AC/41iPllSfeUzfiMsgbC0bpXEgLWNsgIi4CAu0e498H18RAG0uJiBgNEZcij1xP2AS0uJcgYxRhy05UGAO8i5F6OpqtG9SfjzTyQVgQomLx8qWRuf8NNMHxHA1I0veA/UxwDAb/OrC2Q0RcctzlLxQ1i1oRKOok0siD7Ecwwz59mHcoD7gng3fhiZ/AuxhkRogddrCfgzxyE0bWv5G+jWYzl8jREHEN6IeQOU8i04eDL1ydRTvkPEzlKYFCNKTrN6Q/EAXlXYjMuBojbSBG5t3IsPIcA9evBCs0H3jnICIvR4t7AS3qBqUE6jBqRaCom3gXhCmG5kK6JyMcJ5b1KgvGB8oyl8YNBeMwM5g1pHsqMu4VsyBczpMU5SMYBwn/nOUG35oTki/svHlvIPNeQ1pagn6Aohu4Z6ZZXK7ez2aP4goRLnJK52R2DJ9KqBWBoo4SzvQjqJQ/67ChqZKjYZMG4DZLPeS9RXBSmhGQ5wTNVIBZ2qE8z21+87z6TkrewKWpJHPfqfip7UMJ/kwF2HqcEo7hUwGlCBR1E/sgM6M1CCfCeXHIQ6SUSOmhPGVVzPLKpSOSwqGDkRJmnzR7GJywYzjQD0BrQkkndkXmlUUN76V/F0bWvzHSR2Bk/hPpWxv2KBH7WAjHcDQiVjmGTxaUIlDUSYQWhYh/C/NJufBp2QmRV5oRO8WQUmLkfYJM64s81AOZPgTD9XvZJ3BeCLZuZjcuCMwf5sle+kGrH36uosJwlYCRhoh/F63hVrSGWyHq/oodryUjfZuRGZea/hR9p5kElnEd0jM35CHC0giRNB1iHgTnRRB9NyJ5BsJWzsxtRa1HFZ1T1GmkngGeaaY93z405M3JyPsI8seWsvk7EfH/RTjPCj+39INnNtIzC0QiWBqaJqAS81jA1h0iri3pI6hK7IPREj8z+x2kDyU4w7cMYp8F90zw/h28z9IUkTTrxCOuFLUWVXROcVIiLPUg8tqw+6XUzaJxQY5fNzKvbEUghBWc5xblJZj9CjIg/3+B5vM6WFog4t9HWJIxkJD7ktmoJiTlyFYuD0a2+du7APMrXE5FICIREVcic18PvV9PNXseiOgSm6XUzVWDZw5oiYiI0WG7sSnqJkoRKE5uZB7IMFEvesh+SWERQiBiHkRG3Qi+9aAlg7Vj0RO0Fnkx0t4FefgyglcGNrNUs76HIofuceEA5/kBgexmz8Wwi3pr4FwaYIfYVxHCihTxgSY3IcaXyjmQ0oc8ciP4CwvMWZH5XyPjXkar5W0qFeVH+QgUJzcippidvxTWNsc3pZaIcAxB2DoFmVGEtS3Ye1PSoStAOBGJX0DsU5iZ0Md1ZrA0O1oqwj6E0FpAK3YOAZYWkPgtWsR55qaoW0OW5iBitLkKKo7rN1PpFUVR+TEjpZ5AymowgymqBaUIFCc1QmgQ/QDBEUBORPT/Vc05Ez6CiCsCCsgC9v6IeuMRlmTw7yZ0XL4FrB3A1pfQikID+3BE0i8ILco8jxaJiP/API+IOno+LJhJdn5Agp4C7qlH5Yu8BiKuAxwBM5DdNIHFPhp0VukO0aO5UB7vyvJ/KIpajTINKU56tKhrMUQ05L8H+iGwtkbE/LtChekqghBORNzTEPd08E5LI8wop1JP08KJiL4b4RyBkXkneBYWG6OBiEPEv4go9SQvHIMgeQF4/gLpRua9A0ZqqZO6wfUdMub/EMJimrhiH0ZG3wX6XrA0DN9MJmjlUIgMMiMp6i4ntCIQQlwhhNgghDCEEH1K7XtMCLFdCLFFCHFemOMThRAzhBDbAr8TTkQehSIcWuTFaMkz0RquQ0uahHAMrBE5RMRFZkZ0ya3mTdVhOq5F/LsQdQtoSeaTvuM8RNKvCC0+9JxaFCJiFCLy8qOO5NJIT5CvRGjRZuXVMjqKicgxoZWBiABbj7DHKeoWJ2oaWg9cBswrvlEI0RmzcX0XYATwoQhd+vBRYJaUsh0wK/BeoThpEVo8IvFr03GMA7Cb1UETvirK0hXCjhZzP1r9hWgNVqElvIOwNCnfCcL1YNAalvF0Xwb2wWZoLI6ACSraXJ0kfHLc1UwVtY8TUgRSyk1Syi0hdl0M/CCl9EgpdwHbgVCdsy8Gvgy8/hK45ETkUSjqAsLWFepNg8h/ABbTPHPkKoy8ceXKei5z7thHMf0hxZ3YTkTsU8eVHyCEQIt9BJH8JyLmaUTc64j6C8rd9EdRN6gqH0ETYHGx9/sD20rTQEqZAiClTBFChE3PFELcDtwO0Lz5sZqGKBS1HNdXUPANRY5Y6YG8t5F57yKFE5wXI2IeBCMD6foFjCyEYxg4hpoO8DAIW3eo9wMy730z2sfaGhH9T8QJdicTlsYQedkJzaGovRxTEQghZgINQ+x6Qko5KdxhIbad0KOOlHIcMA7MzOITmUuhqHHyPyY4Gkc3f6QXXOOR3nlmkhc64Ee6J4HtNEj4JDjMsxjC1gmR8EHVya446TimIpBSDj+OefcDzYq9bwocDDHukBCiUWA10AhIO45zKRR1CiklGKF6HRTHG0g+K35ggRmy6Z4CgcY4CkVlUFV5BJOBMUIIhxCiFdAOWBpm3A2B1zcA4VYYCsVJgxACLMdbosGFdE2uVHkUihMNH71UCLEfGAD8IYT4E0BKuQH4EdgITAPullLqgWM+LRZq+gpwjhBiG3BO4L1CcdIjYh7FzCc4noNV/L6iclHVRxWKGkJ6FiLz3gbfLiAfs/5Q4ffRGnhfqiaRiEDEv4dwDKlOURUnCeGqj6oSEwpFDSEcA9Hq/YTWcDkiaSrY+mB+Ja3gGAbx4wK1kqIwQ0IdEDHGjO1XKCoRVWJCoagFCGtLRL1vkdILaEVRQdKxADxzwMgB+wCEVYVOKyofpQgUilpE6R7AQjiPlp1WKKoIZRpSKBSKUxylCBQKheIURykChUKhOMVRikChUChOcZQiUCgUilOcOplQJoRIB/Ycc2BokoDDlShOdaJkrxnqqux1VW5QslcVLaSUyaU31klFcCIIIZaHyqyrCyjZa4a6KntdlRuU7NWNMg0pFArFKY5SBAqFQnGKcyoqgnE1LcAJoGSvGeqq7HVVblCyVyunnI9AoVAoFCU5FVcECoVCoSiGUgQKhUJxinNKKAIhxOtCiM1CiLVCiAlCiPhi+x4TQmwXQmwRQpxXg2KGRAhxhRBigxDCKNbZDSFESyGESwixOvAztiblDEU42QP7avXnXhwhxLNCiAPFPuuRNS3TsRBCjAh8ttuFEI/WtDwVQQixWwixLvBZ1+oOVEKIz4UQaUKI9cW2JQohZgghtgV+J9SkjOXhlFAEwAygq5SyO7AVeAxACNEZGAN0AUYAHwohLDUmZWjWA5cB80Ls2yGl7Bn4ubOa5SoPIWWvI597ad4u9llPqWlhyiLwWX4AnA90Bq4OfOZ1iTMDn3Vtj8f/AvNvuDiPArOklO2AWYH3tZpTQhFIKadLKf2Bt4uBpoHXFwM/SCk9UspdwHagX03IGA4p5SYp5ZaaluN4KEP2Wv+513H6AdullDul2enmB8zPXFHJSCnnAUdKbb4Y+DLw+kvgkuqU6Xg4JRRBKW4GpgZeNwH2Fdu3P7CtrtBKCLFKCDFXCFGX+hfWxc/9noBp8fM6sNSvi59vcSQwXQixQghxe00Lcxw0kFKmAAR+169heY7JSdOhTAgxE2gYYtcTUspJgTFPAH7g28LDQoyv9nja8sgeghSguZQyQwjRG5gohOgipcypMkFDcJyy14rPvThlXQfwEfA8pozPA29iPlDUVmrd51tBBkkpDwoh6gMzhBCbA0/eiiripFEEUsrhZe0XQtwAXACcLY8mT+wHmhUb1hQ4WDUShudYsoc5xgN4Aq9XCCF2AO2BanWuHY/s1JLPvTjlvQ4hxCfA71UszolS6z7fiiClPBj4nSaEmIBp6qpLiuCQEKKRlDJFCNEISKtpgY7FKWEaEkKMAP4NXCSlLCi2azIwRgjhEEK0AtoBS2tCxooihEgudLAKIVpjyr6zZqUqN3Xqcw98mQu5FNMJXptZBrQTQrQSZhPkMZifea1HCBElhIgpfA2cS+3/vEszGbgh8PoGINzKuNZw0qwIjsH7gANzmQmwWEp5p5RygxDiR2AjpsnobimlXoNyBiGEuBR4D0gG/hBCrJZSngcMAf4jhPADOnCnlLK006pGCSd7XfjcS/GaEKInpnllN3BHjUpzDKSUfiHEPcCfgAX4XEq5oYbFKi8NgAmB76kV+E5KOa1mRQqPEOJ7YBiQJITYDzwDvAL8KIS4BdgLXFFzEpYPVWJCoVAoTnFOCdOQQqFQKMKjFIFCoVCc4ihFoFAoFKc4ShEoFArFKY5SBAqFQnGKoxSBQqFQnOIoRaBQKBSnOP8PcNleNwktgK0AAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 432x288 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
|
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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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"text/plain": [
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"<Figure size 432x288 with 2 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
|
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"output_type": "display_data"
|
|
},
|
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{
|
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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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"text/plain": [
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"<Figure size 432x288 with 2 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
|
|
"output_type": "display_data"
|
|
},
|
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{
|
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 2 Axes>"
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]
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},
|
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 432x288 with 2 Axes>"
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]
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},
|
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"metadata": {
|
|
"needs_background": "light"
|
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},
|
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"output_type": "display_data"
|
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},
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"ename": "KeyboardInterrupt",
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"evalue": "",
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"output_type": "error",
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"traceback": [
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"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
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"\u001b[1;32m<ipython-input-69-251afd494514>\u001b[0m in \u001b[0;36m<module>\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",
|
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"\u001b[1;32m<ipython-input-69-251afd494514>\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",
|
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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 \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;31m# extra_args > 0\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\\metrics\\cluster\\_unsupervised.py\u001b[0m in \u001b[0;36msilhouette_score\u001b[1;34m(X, 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 \u001b[1;33m**\u001b[0m\u001b[0mkwds\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[0m\u001b[0;32m 118\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 119\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 \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 \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;31m# extra_args > 0\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\\metrics\\cluster\\_unsupervised.py\u001b[0m in \u001b[0;36msilhouette_samples\u001b[1;34m(X, labels, metric, **kwds)\u001b[0m\n\u001b[0;32m 232\u001b[0m reduce_func = functools.partial(_silhouette_reduce,\n\u001b[0;32m 233\u001b[0m labels=labels, label_freqs=label_freqs)\n\u001b[1;32m--> 234\u001b[1;33m results = zip(*pairwise_distances_chunked(X, reduce_func=reduce_func,\n\u001b[0m\u001b[0;32m 235\u001b[0m **kwds))\n\u001b[0;32m 236\u001b[0m \u001b[0mintra_clust_dists\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minter_clust_dists\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mresults\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
|
"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py\u001b[0m in \u001b[0;36mpairwise_distances_chunked\u001b[1;34m(X, Y, reduce_func, metric, n_jobs, working_memory, **kwds)\u001b[0m\n\u001b[0;32m 1621\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 1622\u001b[0m \u001b[0mX_chunk\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msl\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1623\u001b[1;33m D_chunk = pairwise_distances(X_chunk, Y, metric=metric,\n\u001b[0m\u001b[0;32m 1624\u001b[0m n_jobs=n_jobs, **kwds)\n\u001b[0;32m 1625\u001b[0m if ((X is Y or Y is None)\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 \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 \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;31m# extra_args > 0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
|
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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py\u001b[0m in \u001b[0;36mpairwise_distances\u001b[1;34m(X, Y, metric, n_jobs, force_all_finite, **kwds)\u001b[0m\n\u001b[0;32m 1788\u001b[0m \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpartial\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdistance\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcdist\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 \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1789\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0m_parallel_pairwise\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\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 1791\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1792\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
|
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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py\u001b[0m in \u001b[0;36m_parallel_pairwise\u001b[1;34m(X, Y, func, n_jobs, **kwds)\u001b[0m\n\u001b[0;32m 1357\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1358\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0meffective_n_jobs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1359\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mY\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\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 1360\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1361\u001b[0m \u001b[1;31m# enforce a threading backend to prevent data communication overhead\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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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 \u001b[1;33m**\u001b[0m\u001b[0mkwargs\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 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[1;31m# extra_args > 0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
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"\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py\u001b[0m in \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",
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"\u001b[1;31mKeyboardInterrupt\u001b[0m: "
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]
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}
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],
|
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"source": [
|
|
"from sklearn.cluster import KMeans\n",
|
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"from sklearn import metrics\n",
|
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"from sklearn.metrics import pairwise_distances\n",
|
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"from sklearn import datasets\n",
|
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"import time\n",
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"\n",
|
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"### 2 Clustering aggloméré (metrics)\n",
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"\n",
|
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"def metricsandclusterisationof(name):\n",
|
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" path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n",
|
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" file_path = path + name + '.arff'\n",
|
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" ### Charge le jeu de donnée\n",
|
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" data = arff.loadarff(open(file_path,'r'))[0]\n",
|
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" ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
|
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" liste = []\n",
|
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" for i in range(0, len(data)-1):\n",
|
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" liste += [[data[i][0],data[i][1]]]\n",
|
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" ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
|
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" npliste = np.array([x for x in liste])\n",
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"\n",
|
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" ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
|
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" temps = []\n",
|
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" mesures = []\n",
|
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" nb_clusters = range(2, 13)\n",
|
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" for i in nb_clusters:\n",
|
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" t1 = time.time()\n",
|
|
" ### Appel de la méthode de clusterization\n",
|
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" model = KMeans(n_clusters=i, random_state=1).fit(npliste)\n",
|
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" t2 = time.time()\n",
|
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" labels = model.labels_\n",
|
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" mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
|
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" temps += [t2-t1]\n",
|
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" mesures += [mesure]\n",
|
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"\n",
|
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" print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
|
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" print(\"Temps :\",[round(num, 3) for num in temps])\n",
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"\n",
|
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" ### 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
|
|
}
|