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4 dbscan.ipynb 936KB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 46,
  6. "id": "13b7eb33",
  7. "metadata": {},
  8. "outputs": [
  9. {
  10. "name": "stdout",
  11. "output_type": "stream",
  12. "text": [
  13. "[[0. 0.0352566 0.04549539]\n",
  14. " [0. 0.248588 0.26211434]\n",
  15. " [0. 0.36971798 0.44593303]\n",
  16. " ...\n",
  17. " [0. 0.17770385 0.18372765]\n",
  18. " [0. 0.47954405 0.60826988]\n",
  19. " [0. 0.20406416 0.21673267]]\n",
  20. "epsilon : 4.542\n"
  21. ]
  22. },
  23. {
  24. "data": {
  25. 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\n",
  26. "text/plain": [
  27. "<Figure size 432x288 with 1 Axes>"
  28. ]
  29. },
  30. "metadata": {
  31. "needs_background": "light"
  32. },
  33. "output_type": "display_data"
  34. }
  35. ],
  36. "source": [
  37. "from sklearn.cluster import DBSCAN\n",
  38. "from sklearn.neighbors import NearestNeighbors\n",
  39. "from scipy.io import arff\n",
  40. "import numpy as np\n",
  41. "import matplotlib.pyplot as plt\n",
  42. "\n",
  43. "### 3 DBSCAN\n",
  44. "\n",
  45. "name = \"2d-4c\"\n",
  46. "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + '.arff'\n",
  47. "\n",
  48. "# Charge le jeu de donnée : 2sp2glob\n",
  49. "data = arff.loadarff(open(file_path,'r'))[0]\n",
  50. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  51. "liste = []\n",
  52. "for i in range(0, len(data)-1):\n",
  53. " liste += [[data[i][0],data[i][1]]]\n",
  54. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  55. "npliste = np.array([x for x in liste])\n",
  56. "\n",
  57. "nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n",
  58. "distances, indices = nbrs.kneighbors(npliste)\n",
  59. "print(distances)\n",
  60. "\n",
  61. "# Garde uniquement la colonne correspondant aux distances\n",
  62. "liste2 = []\n",
  63. "for i in range(0, len(distances)-1):\n",
  64. " liste2 += [distances[i][1]]\n",
  65. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  66. "npliste2 = np.array([x for x in liste2])\n",
  67. "#print(npliste2)\n",
  68. "\n",
  69. "epsilon = 0.98*max(npliste2)\n",
  70. "print(\"epsilon : \",round(epsilon,3))\n",
  71. "\n",
  72. "# Calcul les clusters pour le nombre attendus de cluster\n",
  73. "pred = DBSCAN(eps=epsilon, min_samples=100).fit_predict(npliste)\n",
  74. "\n",
  75. "# Affiche le résultat de la clusterisation\n",
  76. "#plt.figure(figsize=(10, 10))\n",
  77. "plt.figure()\n",
  78. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  79. "plt.title(\"Clusters in \" + name)\n",
  80. "plt.show()\n"
  81. ]
  82. },
  83. {
  84. "cell_type": "code",
  85. "execution_count": 26,
  86. "id": "e576f7bc",
  87. "metadata": {},
  88. "outputs": [
  89. {
  90. "data": {
  91. "image/png": 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\n",
  92. "text/plain": [
  93. "<Figure size 432x288 with 1 Axes>"
  94. ]
  95. },
  96. "metadata": {
  97. "needs_background": "light"
  98. },
  99. "output_type": "display_data"
  100. }
  101. ],
  102. "source": [
  103. "from sklearn.cluster import AgglomerativeClustering\n",
  104. "\n",
  105. "### 2 Clustering k-means (suite)\n",
  106. "\n",
  107. "# Charge le jeu de donnée : diamond9\n",
  108. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n",
  109. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  110. "liste = []\n",
  111. "for i in range(0, len(data)-1):\n",
  112. " liste += [[data[i][0],data[i][1]]]\n",
  113. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  114. "npliste = np.array([x for x in liste])\n",
  115. "\n",
  116. "# Calcul les clusters pour le nombre attendus de cluster\n",
  117. "pred = DBSCAN(eps=0.5, min_samples=100).fit_predict(npliste)\n",
  118. "\n",
  119. "# Affiche le résultat de la clusterisation\n",
  120. "#plt.figure(figsize=(10, 10))\n",
  121. "plt.figure()\n",
  122. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  123. "plt.title(\"Clusters in diamond9\")\n",
  124. "plt.show()\n"
  125. ]
  126. },
  127. {
  128. "cell_type": "code",
  129. "execution_count": 23,
  130. "id": "a9fddea2",
  131. "metadata": {},
  132. "outputs": [
  133. {
  134. "name": "stdout",
  135. "output_type": "stream",
  136. "text": [
  137. "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n",
  138. "Temps : [0.117, 0.119, 0.122, 0.193, 0.138, 0.141, 0.134, 0.137, 0.133, 0.136, 0.133]\n",
  139. "Clusters : 9\n"
  140. ]
  141. },
  142. {
  143. "data": {
  144. "image/png": 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\n",
  145. "text/plain": [
  146. "<Figure size 432x288 with 2 Axes>"
  147. ]
  148. },
  149. "metadata": {
  150. "needs_background": "light"
  151. },
  152. "output_type": "display_data"
  153. },
  154. {
  155. "data": {
  156. "image/png": 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\n",
  157. "text/plain": [
  158. "<Figure size 432x288 with 1 Axes>"
  159. ]
  160. },
  161. "metadata": {
  162. "needs_background": "light"
  163. },
  164. "output_type": "display_data"
  165. }
  166. ],
  167. "source": [
  168. "from sklearn.cluster import AgglomerativeClustering\n",
  169. "from sklearn import metrics\n",
  170. "from sklearn.metrics import pairwise_distances\n",
  171. "from sklearn import datasets\n",
  172. "import time\n",
  173. "\n",
  174. "### 2 Clustering aggloméré (metrics)\n",
  175. "\n",
  176. "### Charge le jeu de donnée : diamond9\n",
  177. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n",
  178. "### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  179. "liste = []\n",
  180. "for i in range(0, len(data)-1):\n",
  181. " liste += [[data[i][0],data[i][1]]]\n",
  182. "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  183. "npliste = np.array([x for x in liste])\n",
  184. "\n",
  185. "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
  186. "temps = []\n",
  187. "mesures = []\n",
  188. "nb_clusters = range(2, 13)\n",
  189. "for i in nb_clusters:\n",
  190. " t1 = time.time()\n",
  191. " ### Appel de la méthode de clusterization\n",
  192. " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n",
  193. " t2 = time.time()\n",
  194. " labels = model.labels_\n",
  195. " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
  196. " temps += [t2-t1]\n",
  197. " mesures += [mesure]\n",
  198. "\n",
  199. "print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
  200. "print(\"Temps :\",[round(num, 3) for num in temps])\n",
  201. "\n",
  202. "### Trouve le nombre de cluster maximisant Silhouette-Score\n",
  203. "nb_cluster_max_score = mesures.index(max(mesures))+2\n",
  204. "print(\"Clusters : \",nb_cluster_max_score)\n",
  205. "\n",
  206. "### Affiche les résultats \n",
  207. "### Graphes des metrics\n",
  208. "fig, figs = plt.subplots(nrows=1, ncols=2)\n",
  209. "figs[0].scatter(nb_clusters, temps)\n",
  210. "figs[0].grid()\n",
  211. "figs[0].title.set_text('Temps')\n",
  212. "figs[1].scatter(nb_clusters, mesures)\n",
  213. "figs[1].grid()\n",
  214. "figs[1].title.set_text('Mesures')\n",
  215. "fig.tight_layout()\n",
  216. "\n",
  217. "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  218. "### Appel de la méthode de clusterization\n",
  219. "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  220. "### Affiche la clusterisations\n",
  221. "#plt.figure(figsize=(10, 10))\n",
  222. "plt.figure()\n",
  223. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  224. "plt.title(\"Clusters in diamond9\")\n",
  225. "plt.show()\n"
  226. ]
  227. },
  228. {
  229. "cell_type": "code",
  230. "execution_count": 57,
  231. "id": "d75ca794",
  232. "metadata": {},
  233. "outputs": [],
  234. "source": [
  235. "from sklearn.cluster import AgglomerativeClustering\n",
  236. "from sklearn import metrics\n",
  237. "from sklearn.metrics import pairwise_distances\n",
  238. "from sklearn import datasets\n",
  239. "import time\n",
  240. "import os\n",
  241. "\n",
  242. "### 2 Clustering aggloméré (metrics)\n",
  243. "\n",
  244. "def metricsandclusterisationof(name):\n",
  245. " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n",
  246. " file_path = path + name + '.arff'\n",
  247. " ### Charge le jeu de donnée\n",
  248. " data = arff.loadarff(open(file_path,'r'))[0]\n",
  249. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  250. " liste = []\n",
  251. " for i in range(0, len(data)-1):\n",
  252. " liste += [[data[i][0],data[i][1]]]\n",
  253. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  254. " npliste = np.array([x for x in liste])\n",
  255. "\n",
  256. " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
  257. " temps = []\n",
  258. " mesures = []\n",
  259. " nb_clusters = range(2, 20)\n",
  260. " for i in nb_clusters:\n",
  261. " t1 = time.time()\n",
  262. " ### Appel de la méthode de clusterization\n",
  263. " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n",
  264. " t2 = time.time()\n",
  265. " labels = model.labels_\n",
  266. " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
  267. " temps += [t2-t1]\n",
  268. " mesures += [mesure]\n",
  269. "\n",
  270. " print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
  271. " print(\"Temps :\",[round(num, 3) for num in temps])\n",
  272. "\n",
  273. " ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
  274. " nb_cluster_max_score = mesures.index(max(mesures))+2\n",
  275. " print(\"Clusters : \",nb_cluster_max_score)\n",
  276. "\n",
  277. " ### Affiche les résultats \n",
  278. " ### Graphes des metrics\n",
  279. " fig, figs = plt.subplots(nrows=1, ncols=2)\n",
  280. " figs[0].scatter(nb_clusters, temps)\n",
  281. " figs[0].grid()\n",
  282. " figs[0].title.set_text('Temps')\n",
  283. " figs[1].scatter(nb_clusters, mesures)\n",
  284. " figs[1].grid()\n",
  285. " figs[1].title.set_text('Mesures')\n",
  286. " fig.tight_layout()\n",
  287. "\n",
  288. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  289. " ### Appel de la méthode de clusterization\n",
  290. " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  291. " ### Affiche la clusterisations\n",
  292. " #plt.figure(figsize=(10, 10))\n",
  293. " plt.figure()\n",
  294. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  295. " cluster_name = \"Clusters in \" + name\n",
  296. " plt.title(cluster_name)\n",
  297. " plt.show()"
  298. ]
  299. },
  300. {
  301. "cell_type": "code",
  302. "execution_count": null,
  303. "id": "ebcbbbf2",
  304. "metadata": {},
  305. "outputs": [],
  306. "source": [
  307. "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n",
  308. "li=[i for i in l if 'arff' in i]\n",
  309. "lis=[x.split('.')[0] for x in l]\n",
  310. "for i in lis:\n",
  311. " try:\n",
  312. " metricsandclusterisationof(i)\n",
  313. " except Exception:\n",
  314. " pass"
  315. ]
  316. },
  317. {
  318. "cell_type": "code",
  319. "execution_count": 63,
  320. "id": "0bcc79c2",
  321. "metadata": {},
  322. "outputs": [
  323. {
  324. "data": {
  325. 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\n",
  326. "text/plain": [
  327. "<Figure size 432x288 with 1 Axes>"
  328. ]
  329. },
  330. "metadata": {
  331. "needs_background": "light"
  332. },
  333. "output_type": "display_data"
  334. },
  335. {
  336. "data": {
  337. "image/png": 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\n",
  338. "text/plain": [
  339. "<Figure size 432x288 with 1 Axes>"
  340. ]
  341. },
  342. "metadata": {
  343. "needs_background": "light"
  344. },
  345. "output_type": "display_data"
  346. },
  347. {
  348. "data": {
  349. "image/png": 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\n",
  350. "text/plain": [
  351. "<Figure size 432x288 with 1 Axes>"
  352. ]
  353. },
  354. "metadata": {
  355. "needs_background": "light"
  356. },
  357. "output_type": "display_data"
  358. },
  359. {
  360. "data": {
  361. "image/png": 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\n",
  362. "text/plain": [
  363. "<Figure size 432x288 with 1 Axes>"
  364. ]
  365. },
  366. "metadata": {
  367. "needs_background": "light"
  368. },
  369. "output_type": "display_data"
  370. },
  371. {
  372. "name": "stdout",
  373. "output_type": "stream",
  374. "text": [
  375. "Mesures : [0.56, 0.867, 0.867, 0.782, 0.733, 0.69, 0.641, 0.628, 0.612, 0.597, 0.592, 0.59, 0.575, 0.461, 0.461, 0.455, 0.44, 0.439]\n",
  376. "Temps : [0.007, 0.007, 0.007, 0.008, 0.008, 0.008, 0.01, 0.008, 0.007, 0.01, 0.009, 0.008, 0.009, 0.007, 0.007, 0.007, 0.007, 0.008]\n",
  377. "Clusters : 4\n"
  378. ]
  379. },
  380. {
  381. "data": {
  382. "image/png": 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\n",
  383. "text/plain": [
  384. "<Figure size 432x288 with 2 Axes>"
  385. ]
  386. },
  387. "metadata": {
  388. "needs_background": "light"
  389. },
  390. "output_type": "display_data"
  391. },
  392. {
  393. "data": {
  394. "image/png": 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\n",
  395. "text/plain": [
  396. "<Figure size 432x288 with 1 Axes>"
  397. ]
  398. },
  399. "metadata": {
  400. "needs_background": "light"
  401. },
  402. "output_type": "display_data"
  403. }
  404. ],
  405. "source": [
  406. "# Charge le jeu de donnée : 2d-4c\n",
  407. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n",
  408. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  409. "liste = []\n",
  410. "for i in range(0, len(data)-1):\n",
  411. " liste += [[data[i][0],data[i][1]]]\n",
  412. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  413. "npliste = np.array([x for x in liste])\n",
  414. "\n",
  415. "# Calcul les clusters pour le nombre attendus de cluster\n",
  416. "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  417. "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  418. "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  419. "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  420. "\n",
  421. "\n",
  422. "# Affiche le résultat de la clusterisation\n",
  423. "plt.figure()\n",
  424. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  425. "plt.title(\"4 clusters in 2d-4c\")\n",
  426. "plt.show()\n",
  427. "\n",
  428. "plt.figure()\n",
  429. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  430. "plt.title(\"4 clusters in 2d-4c\")\n",
  431. "plt.show()\n",
  432. "\n",
  433. "plt.figure()\n",
  434. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  435. "plt.title(\"4 clusters in 2d-4c\")\n",
  436. "plt.show()\n",
  437. "\n",
  438. "plt.figure()\n",
  439. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  440. "plt.title(\"4 clusters in 2d-4c\")\n",
  441. "plt.show()\n",
  442. "\n",
  443. "metricsandclusterisationof(\"2d-4c\")"
  444. ]
  445. },
  446. {
  447. "cell_type": "code",
  448. "execution_count": 62,
  449. "id": "6f1ecaf0",
  450. "metadata": {},
  451. "outputs": [
  452. {
  453. "data": {
  454. "image/png": 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\n",
  455. "text/plain": [
  456. "<Figure size 432x288 with 1 Axes>"
  457. ]
  458. },
  459. "metadata": {
  460. "needs_background": "light"
  461. },
  462. "output_type": "display_data"
  463. },
  464. {
  465. "data": {
  466. "image/png": 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e0DcEh1p7dix2C94QqpsJX0wD4Ode44kuFEXXjzrR5pk7c3wPrzWO7jnO/i2HKF25RI5PcQWZSyLwhRBlgT+BzlLKHZdizmsNKT2Q/CFZd8su8J9Apv6MiH75Mq0MZPJXINOAzALKC2lDQncyV0GrJR6aXev28nazPvh8frwuLxabmRqNb6TvlO6YLfpf7cO7jvJe6/64Ut2650ETvoVLFuLJG17BmeKieqMbeO6LxylaWlN/pCam4XaG7g+aTn7ke2O466lmWKyWLOceeKUNha+LZ8yAiZw6fIYb6lWi68edqFCjHHs3HWDZ1NXYI2zUblGTsjeWwhFtJzUxLWiO2KKxuFJdYa9FMSk0e7ghC8YvzaK60iP5TApD3hiFK8VFhzfahm17pbFs2mp++mAsR/eeoEzlkjz1cSfqtMjZWdDr8fLRIwNZOWsNZqsFn9dHjcY38uGfb2OPCP/9LIjkS01bIcRYoClQBDgO9AYsAFLKIUKIEUB7ID0xv09KWTencevWrSuNAii5Q/WsgjNPAjo/avONKEWmXPAcUk3VhLdrCuADW3NE9LugFAHPSqR7ASgxCEc7hOmch4Z6/FaQZ0KOq7NgROFxCEvN0GuRkieuf5mje45nOW6LsPLMZ52594XWrPprHRO/no4z2UmjB+pzz3MtGNnjN6YPmYvfF6wuMtvMCCAiJoKzp5I0q2YAIQSvDXuWu5+6E7/fz72xT2R4pYTCEWXnkR4PMHPYXE4dTqB0lRI8+1ln6rW+GWeqi0V/LOfkodPccEslSlcpSY+7BnBg6+GM/iaLiWadGnHq8BnWztsYNP4bw7tx4uBpJnw+BcWk4EzJqhoTQtDwvnq8P+51vuk2jPm/LcZqt+BMcYV9OoiMjWDiyR+DPJW2LNvOpO9mkXj8LA3uq0frrs1wRAa7ZBY0/v19KZ93HZRFLWZzWOk98S3qtb45bN+RPX5j0sAZWW6WVruFFk805bUfnr1oa74QhBD/hZKvBbqIuSHwc4eUXuSpe8G/S7+B9TaUQj9f4BwSefpB8G3j3E3FBKIIWGuAZwlIF9pDowKxn6E47gJAPXl36LXpoZRBKfZ32CYHtx/m+TrddYVupZsrEF0oirV/nxOSJrOJEhWLE18slo2LtuqOaTKbKFQyjpMH9DWOZouJH7cNpESF4nzY/nOWTFoZ/jJMCharOYuwsDmsvPDNk4x4bwxejw93mhurw4pUZYabZmYsdjM+j19XV39z8+p8Nrc3aclODu04QmzRaGaNmM/SKatwRNl58K12NLi3XkZQV8LxRA7vPMrUIXNYMHZJyCRnFpuF3w78QFzR2Ixj04fOYcibP+NxepASTCYFVUosNgu3ta3L8193oXCJeACcqS42Ld6GPcJG1QaVMZnCq+Vyy9G9x5k5/G9OHT5N3Za1uP3BW4OenvR4tPzznDhwKuh4+eplGL7hq7B9HyjyJMlngu1gVruF6alj8lX15XF5GNVrPLNG/o3H6eHm5jV44ZsnKVnxujyNYwj8qxzpnIlM6hFQm2THhoj7FmG/I3R/3z6kcybgRtjvRFhqBLfxrEImPKMzR7quO7uwciCKLUMoEahpkyDpQ8CZuwuy1EQp/EfYJvu3HuKlW97VVWdY7cEuk6DtmGvdUZ0N/27R9bIBzdMmlCFUCEHXjzrxcPf72LZyJ6/f3gufTpRp+jgms0n3vNVuwev2kh8/vf7T36P+3bWDjiccTwTQ9bHftGQb77bqH/IJxRFlp8UTTdi2YhclKxXnfzXK8kufP0Jeq8msEF88jp+2f8viP5fzTbfhmMwKSO2Ja8CMHlxf+3/nfY0AK2etpe+DX+L3+vB5/dgjbZSsdB3fLO4f8inD7/MzrPuv/Pn1DN3zZouJWe5xYee92/EIXnfwdQshmOUZm283M4AebT5i/T+bMr67QhFExkbw07aBWW6+ORFO4Bu5dK4CpGdZCGEPWBuGFfZq6jjkqbaQ+j2kDkWefhQ1qV9wQ98O0PWa8aCrRhIm8KzQ/nTcB1HPENDy5YADEdE5x1ZlbyhFTOHooOOKSYT0Lfd7/aQmpmKPtBFqYxbO60VKmXGjuOGW67mpSVWsjhDGXSl11Uag+b7n1z6rb4cvWJPpSWb/loM8V+stHi3/Ao+Wf55udd7m4PbDWfpUb3gD7V9rg9kSLKysDis+r4+Zw+axY/VuFoxbyo/vjwsp7AH8PpWUxFQmfjOdb54bhjvNTVqSk7RkJwnHz9K9ZT+8nvP39/f7/Hz6+He409z4vNp76kp1c2jHEaYOmh2y3+DXf2L6kDkhzxcuVSjHuWveXlX3u1K5XsV8Ffb7tx5iw4LNWb676U99M4fPy7d5DIF/BSH9p5DO6UjX30iZaXdmuo5zO+3MRCAiHgw7HskD0Lx6fGhGVRc4/0B61mZtbCqnCfEgwnzphWY4FUKgRL0ERZeAuRrgSG8Q+GcFEaX9b22INFXOMae6EIKev79BRLQDW8B4Zo+0IXNwXDm4/Qjfr/yY6o1vDN9QB7PVxG3tzm2c+k59l049HsBiC76RSRn+5pFfeFxeRr43BtA8ll6/vRd7N+7H6/bidfvYs24/rzXumcXIvH31bnat3UtUfCTRhaMQSlaJ5nX7MgRrbnGlulk0cTk+b/CNISUxlQW/L9XplTv2bjyg+0TmcXr5Z9wS3T7OFCezR87H49S/0dgibDz+Yccc535hYFciYiKw2LTvstlqxhFl59XBz+ThCnJm36aDmHRuwB6Xl20r8qAOzQEjedoVgpo6EpK/QdObBwRl/AiEtTbC0R6ZOiyLkREEKA6w3R56UPe/IJRs/QDpQrpmgqU6uOYivWtAKaXp6+URtJtDOia0nbtOSL81a/YMxRSHLDwB3HORKT+CbyfgBlNx7YbiWQXe5ZCwBKmUQsYPRSixIKIQInhvcsMt1zN632AWjF/KmaMJFCtbhB9eHxVkvMyM1+Mj8UQSkTERod+XELR9vhUVbyrP1hU7WTN3A1HxkbR59k6mDv6LM0cTgtqbLCZMJiXoiUMIka9FQvZtPsifA2dwbN+JIFWRlBKvy8viP1fS/NHGbFq8le6t+oUUhHp2hNxgj7RhsZp14xqkKvm553iaPNgAq87NMSesDiuqqn8nt0fqe8qcOZYYMDrrB8g9+3lnWj7eNMe5y95QihGbv2bqoNlsW7mLirXKc//Ld51X0jkpZUidf5kqJXXfO4vNwv9uKpfnuUJhCPwrAOndAMkD0XbiZAhomfAMFFuGMF0HcT8gz76p+bpLCaYSiPhBCBHmByYUkCF0G/5E5On7wHcYSAPs2g7fXBN8mYOKRGBB1sDfJu2/6J7g+gtpKgmW2hlfdCHMqL5D4NtKhirIf1D7B+eibf274FRzJBYQUcio11Eig/3Uo+OjaNutJaBln/zh9VGhrxfNMHt830lOHspdKIjJYqLsDaV49vPOKCaFVxu+z651+/B7fJhtFoZ3/5XyVcuQcCwhSE1jtVmo3aJmkHFXSqntqgVI/4ULfq/Ly4h3RyMluqoXt9OTYbTUDK8Xlk4hO0IR2Bw27n6mRcjd6PH9J3mk9LN88U8fKlTPWwR9mSolKVamCId2HM1yo7RH2oLiHNIpWrpw0D4mnfptaofsp0eRkoXoOqBTXpacgd/v57cBE5n4zQxSz6ZRoXpZXvy2Kzc1qZal3f9qlqNynf+xbeXOLDYDi9XMPYHvd35gqHSuAGTaH+jqyaUKbu2RVtgaIIouQRQahygyGVFkFsIcHLmZBVszsvrGZwwM7mlaMjPSbQMukKmBXXnmfYJbW5u5EiL6bYjpCZYGkNQLmdQLmfAU8lQbVN8eZNo41DPPQcrn+tejixdkAqR8jOqcHral1WbhyQGPZKh49HCnuYmIcVC31U1YrDnvd0wmhbbPt+K7l0bSs+0nbF2+E6/LixrQr7rTPBzYdhhLtrw7tggbnXs/yPF9J3XHNZtN+ZYSWbMt+ELq2W0OK1Xqad+FPRv267a5EG5qWo3mjzZm0Cs/hm2XdDqF3vd9luenGyEEfSa/Q/x1cUREO7BH2bHaLTR7tDF3PNJIt4/VbuXR9x8I8pW3Rdjo0jd443Cx+OH1UYz/bIoWRyE19dT7bT5i55o9QW0HzHiPZp0aY7GZEUJQ9bbKfL2oH0VK5mxryC2Gl84VgJr4Jrim6Z8010AUGolQ4s5vbOdsOPs24CerqiavmBDF1yBTx0DKt2RV8ZjQngLM5F7Q601RHqVoaCNcOkunrGJ0/z/YtXZvsB5dgD3CRs8Jb/LFk4NITkgNa5BM7xNyu4i203z6k0dZOGE5O9fupdB1cTz6fntaPN6E52q9dVGEbG6x2i1UrFWebxb3R1EUHinzHKcOh4+JUEwCoSj4c6HHt0faeO7LJxj65s9hA8Ayt/9+xceUq1om45grzY3JrOi6WJ46coaBzw9n1aw1SCmpcsv1NO3YgFvvqZOju6KUkjk/L2DsR39y5vhZKtf9H8982pkqOiksLgapZ1PpWOIZXZVeg3vr8uGf7+j2k1Ki+tWwGVvDEc5Lx1DpXASk9CBTh0PaeM033d4cEfUGwnR+uYGEvTXS9TfndtuZ8G1FnnkMWWgyipL3j1NxtEbabtE8dVT93WguVwkoIXLjpAuOCyx55w+f72XX2r0Me+dXtq3YSVyxGJ76uBMTPp/K2VOZ0jdIzcDY78Ev8bi8AeEW2hUzvU84XKluEk6c5csFfYLO3dn5dn7uNT7HKNf8JrZINPYoOy2faEqTjrfxc+/xnD58htotajJn1IKwfSvUKMenc3ry4/tjmfvzAt0CJ+m40tyM+3hSroQ9aMIufbw9G/bz5dM/sGvtXhRFcOs9dXl92HMZ3lcet5eXb+3BmaMJGYFiO1bt4vSRM7R7IWeVjBCCVl3uoFWX0F5qF5MTB05htpiDBL6Ukr0bD4TsJ4Q4b2GfE4bAvwjIxJfBvZQMnbtzMtK9CIrMRihReR/Q1gys9bTgpqBduE9zmTxRDzXmPZSInD0PsiOUQkhVPzdMVhQQ8SCTySq8TWC9FSFsSJm7fOznRRgV1b7NB3n99p4ZgseZ4uLXPn+ENEKmt1PzKT/blO9n0/GtdqQkphFfPDZjt3rvi61ZMnkVe9bvw5niwuaw4vP5c7V7vhBSk5x8t/xjDm4/wov13sPv8+Hz+LHrFCvR46lqr+OItNGmWwt8Hh8zhs3TvSk6ouy5KvqSji3CSoUaZUk4cZbXb+9JWpIWm6H6Yfn01bx95zGGrPkcIQRLJq0kNTE1S1Sw36eSdCqZZVNX07h9wU7BXKxcUV2vJSEE/7up/KVfEFehDl9KiVTPIGUug3zybV4f0rcf1b0K3MvIEPYA+EFNRjon53lMACFMiPihAZfGUKRC0gCkK+8+u9o84XZoVhCRWgqFQqPAXAVERKbj1yFiP9aa2ppzfvuInCIW7Yjo4EdgKSVH9x5nxHujg3bR7jR3vnrDhMOZ4qRD0ad4ssortC/SlbEf/4kMRKIOmPEePX57jYe738fTnz7G+7+9lmvBe774PD7eadGHnu0+0fzXPQH/9TAeTAAI2LthP2dPJnFs30lmjfibtCQX9718F2Zb1l2n2WqmxeNNqHRzzkFVFpsFW4SN98a8hslkYtaIeUGqNJ/Xz9Hdx9myTEu3dWj7EV2PK1eqm4EvDGfXur05znts3wn2bz0U0svnYhIZE0Hbbi2DbEpWh4XHena45OuBq2yHL93LkUnvZzz6S1tzROxH57erzgOqczok9QGZHoSkJ2Sc4F0DPJbzeMnDtEAoXEisEPEkSsybSGtd8K0P09OJTP4OYb8zbxcgUwktcK2I6O5gKgG2JghhQRb+Qwuq8m0DU1nN9VO6kGnjARuan31e65mGEczm6xHRPRG2rDu6bSt38lGngZw5moDb5clR9XIx8XtV/BkGcC9j+k3kxMFTrJyxltNHz2CxWrjn+Za07dYSoQgqDZzBluU7dAuAh0IoAkURuS52cmzv+ano1Ew7eXeah8V/LueHNZ9xeOdRLV2FAK/Lh+pXmTXib6rcUgmbwxpSbRUZF0HHt+6lZZemFClZCI/Lw4oZa0IGyB3ZdYxqDapQrlppHNF23SpeZ08m8WbT3rw3+hVUVVK90Q3EFDoXiHdk9zH6tP+CQzuPIoQmfLv/+gq1mwdHkV9Mnv3iceKKx/LHV9NJPpNCpZvL8/zXT1LxMu3wrxqjrfTtRp66n6z6YytYaqEUHn1R1gcgPWuQZ7qg64eeBStEddMCkMKgpgyFlC+DT9g7gXcF+HfnOI9ynW5p4ZBIqSJPNgRVx1XRUg+l8Jjw/b3bkWceDbhU5k6XmytMFSHiUUREe4RwZDmVePIsj1d8KazP/WUnm7HX5rDS4ommtH/9Hl659T1SzqblOTgrR3vDRcARbadirfJsWbpDN+maxWamYq3yIV0yFZPgvpfvZvGkFVgsZhJOnMXt9OiqtWwRVgYuGUDFm8rj9XjpeuNrnDhwSj/Zm9DSTVtsZnweH0/2f4QOb7TF7/fzaNnnOZ0tNsLqsPDT1oEXXLh9/YLNDH93NAe2HKJY2SI80fdhGj9QcCq2XhOpFWTqKIKDLDzg3YD0BbtASamipgxBPX4L6rEqqKfaIt0rzmPe4eRKyAkLwpEL/XrK9/rHXWPP+aqHRVMtZaxPupD+YxnqId2lCQWi3gWyqxkcmqulDlJNRj37IerxesjT94JMIl+FPYD/ACR/hDxeFzX19yynxgyYmCWffIEkm1x2Oz3MHDaXL54cREpi3oU9gKLkpPrKGZPZhDDpj2MyB4sEZ7KLzYu3hcyw6XX72LN+P7FFQ9VcEEwd/Bcn9p/i8K5jpCU5dYW91W6hesMbMna/FquFb5d9FFrfLbWykmlJTjwuL6N6jWfTkm2smbeRBJ0aAh6nl4kDZ4ZYY+5Y988m3m/zEdtX7sKZ4mL/lkN8+vi3/PXzPxc07qXiqhH4+PZwzhskE8IC/sNBh2Xyp5DyA8hEQIJvOzLhGaQ3OA1tWPyH0dclmAL/zFpu90K/IkzFwg4lpUpooSlDzJMdi5aqWHpRk/ohj9dDnmyJPHEbatr4kL2UiHsRcQPBVBmwacZZR3ukUhrVORs16TNk2lhU/0lUfwLyzCPg/APkWfR9+bOMnot16+FFM1J7IfkD1JSfkVKy7p9NTB381yXf6eYHqirZvHT7edsWzqd2bXaq3FIJJUTEpxoiECyn5ZqtZlp1uSNIX22ymFBMSq5cX9u/fg99p2QthhdfLJaXvu0aMqI2Mx6nm2k//MX2VbtC3pwyZ1A9H4Z317MVeRj53m+XzF50IVw9At9aD918MtID5spZD6mpkPYbwdkb3cjkEDvskPPein5SMDMUWYgotgylyDSEpXqOQ2npA8JExprKkrNxU4ASj0z+BNImoN1AXJpgTuqFeuYZpP9Ilh5SupDSC0osqAcBVQt2co6BUw3g7CuQNgKZ1AdONoSTtwUCsHLjamgBU3ny5auWMgB55mFGvDs0pO7bFmGjRuMbzmv4wqXiL2R1VwzbV+4MKcDPV2j5vH46vf8Az372GLFFolEUQXzxWP5Xs1zOwh5Nx951QCfdwvFVb6vMDbdcjy1UorqMtUPSmRQioh0h21zoE9L+LYd0jyedSsaVWoDViwGuGoEvIh4LeI5kviQ7OO5FmIpnbawezUjslRUZEGR5mDfyKc1TJUsSMQdEPg3OUchTd6OeuA01qT8yZDm/zF1DRAGaayDivgURA0QQWvC7kJ6NkPY7wXYFCZ5/kafaaimRvdtQT7VHHr8Zebwm8szjgTKE3nPts6Bm+j8PgkGmJ2bLB7xr+Xz8HGrU16/VW+uOarR7Ub/4eE6cORKcD+dqxO9Tc10eMTfYIm106vEAkTERtHuhNROOj2RaymjGHxlO7TtrYLaG9yk3W800fahhyPNCCAbM7MGjH7SnZKXrKFq2sK7qyR5ho0mH26h9Z039QvECbr2nLlJKVv21jk8f/47PunzPmr83ZtzoNi7eSu/7P6P3/Z+xaXFw3YRQRd/tkbawEd4FhavGaAsgfYeQKV+BezEoURDxBCKic1DiLammIk/cSrD6RIC1KUqhoXlap/QfQaYM0tIcKIUg8ilIHan5x2fsgq1gKosoMhWhe7M5h5rwGrhnoQlVoT2hOB5C4EZabkb49oF6TMto6flXZwQrmoANtbNSwNoEvKtAXuwi5wr5JuwzkZas0LFmNbzuc5+tPdLGpDOj+OOr6YzsMeayeu1cKIVKxJF8JkU3F3tBonTlEnTp9whNHrxN9/yxfSd4psYbQYFZWm4liT3STrGyRfh6UT+i43PvTTdl0CyGdx+tpZpWJfZIG+Wqluarhf2w2ix0b9mP9Qs2Z0lRnZ5b/qcPxvHPuMUZa7JH2mj15B2cPprA4olZ7XiN2ten94S3Ml7/O2EZnz/5fZbqWfYIG53ef4BH3nsg1+u/mFz0SFshxI/APcAJKWWQ7kJon+5A4G60cNEuUso12dtd8DrMpRFx4SvYAAglEhnxKKSNJatax3ZetV+FqSQidkDGa+legvTvIavKw6M9Wbjngz18MiQl/huk2h98u5HqUTj7LiR/jgwU9ZaOuxAxn4AnVIpWM7pRuRmo4FnGxZGIJjS3zNTA+BfH/1kCdZsms+wvrTCE2WrmsV4dMFvMxBSKwu6wFXyjbgii4iP5ZfcgDmw5xAt1u+fc4QIIVSwmN9zzXAteDZT5O77/JFMH/8XB7Yep3vAG7nq6OdHxURS6Lo5SlUuwe92+jK+b1W7h8Q874vep/K9mOerdVSvPueXvffEurq9TkUGv/si+jQdQ/ZK4orEc33eCMlVK0XfKO4x47zf++klLkXzTHdV46duunDh4mvljF2cp/uJKdTNz+Dzdm+viiSvYuGgLNRpXBaDJg7eRlpzGyPd+IzUxFavDSse37+Xhd+8HtHiMY/tOUqxMYSJjI8/jXb245FdN29uBFOCXEAL/buBlNIFfHxgopczRj+li5tKRUtU8bFJ/1PTb5sqImA8Q1lsufOyU4ciUr9HdYUe+gBL9mtbOu1HzXVcTEPYWYL8bIc7pKaX0IU80CBiWMxOBiPtUqyHrnESwULUFjoX5IYvIgP99fmMCayPwrr5I42ukJSt883Zp/p16Tu9udVhp+XgTOvV4gKeqvZ5rl03FJLDYLPj9Kr4CsKM2mRVMZjPNOjVi9o/zL+pcHd64h8WTVnJs74k89zWZFb5b8Qlet5fuLfvh83jxefzYHFYiYhwMXv0p04fMYcJX07Jk6DSZFWo3r8lHs96/oLUPfGE4c3/5N0N4CyFwRNsZvvEripXJqno5cfAUh3YcZdWstfz5zfQssQZaZ0Luf269pw79pr6b5ZiqqjiTndij7JhMJqSUjHhvDJO/m4XZbMLn9dHyiaa89N1TFy1NQigu+g5fSrlQCFE+TJN70W4GElguhIgTQpSQUh7Nj/nPByEURNRzEPVc/g9uKgXCFtBdZyYCYSoNgJo6FpI/RnsKUJHuxZohudDoc0LfuxZ9oZ2GTJuIiH4F6ZxBVl29Akqclv5AhhL4Dk2lk6E2yk/84F1PzsblC8Nkkfy3MGvFK4/Tw1+j/mHXun30n/4efdp/gdfjw5niDHmZkXER3Ptia1o9eQe92n3KgW2HL5v3T3qefL9Pxe/zMGfUPxS6Lo4zxxIv2pzFyxXlzZEv8HazD0O2sVjNuvl0/D6Vd+7sQ0zh6CwRvG6nB5/Xx4/vj2XlrLVB6Zj9PpW18zfiTHWddxH0hBNn+WvUP3gzV4iSEo/Tyx9fTuOFb55k5ay1jOo5lr2bDuL3+rFFWPG4vbpfhXA1CoJuDoCiKFl28H8OnMGU72fjcXoynuvn/vovUYWieOo8UytfDC6V0bYUkNmJ/FDgWBBCiGeFEKuFEKtPnryQZF4XD6kmIdMmIlN/0fXxx36njgFZaDcB+12a8Tb5IzRBnb47d4JvO2ROASxVQgtOv+b5E9MbhEOrGCUcmkdM/GjNrVK3rxkiHoOYvuQo7E3Xh5k/3e1UB5kUiDrOP1RV++fzgtspGNKrJCmJwfsVr9vHvk0HMFtM/H50OB/Pej9sdsS7n27Ok/0eIa5oLE998iituzYLqgB1qcgucFRVXlRhDzBvzCJqNa1G5TDvUbjkaSkJqRzZFZzUzu9TWTp1FWdPJun2k4AaogRkbjiw9ZBuMRWf18fW5Tv4Z/wS+j74BTvX7MXn8SGlxJXqRvWpujf0cDf59q+3yXE9E76YGlQj2J3mYcp3swqUu+alSq2g9wvSfReklMOAYaCpdC7mos4H6V6CTHwhUDjEp+nWIzohot/NVOTDCoXGI8++A951aCGBVRGxn2r2A/cCLT5AZtMxSyfSNQsRETD+WG9G960TDoRD0xkqEe2RjjZIzxrwH9IMw+aSED9M87rBBUjtacPWHGL6oJjiUFUv4fP+WhGxfUEmIxNfI6hmrrBqPvu6qR5UdGMiLgBFgeVzojm8x85f4+PZvz206x3Avs2HqHpbFao1qEJskVABQTD5u9ns/G8vW5bvwGwx4ff6URQFf35lVcsNQguGuhgJ1YqVK4Ir1UXSKX3j/PaVu3j99l70mfwOL9R5h4TjuU+ElhPhDM4Vqpe5IB33deWL6ZY9VEwKZW4oxdA3f85iWNXDYrdgsZoz3Eb1bBkRsQ5qN6+Z43qSTuu/v65UN36fH7OlYGSxuVQ7/ENAmUyvSwNHQrQtsEjpQia+FHBdTENTx7ghbRx4lmdpK8ylUQr/hii2UvPFLzwBYQ4kmRKR6AtaAco54SSEFRH3DVoEbMDlS0SAtSHY7zrXzb0MEl+E5E8g8fkMvb8othAR9zUipjeiyGyU+IEopjitT1LPEGvItBZTaU31Y2+NZohV0DyA7BDzRcD4HPoJJL+pcVsqW9fGc3BXeEEhhKDsDSUBLZ/6yllrQ7b1ur2s+2cTHqeHtCSnFvJ/ATvP80KSc2TTeWC1W3hjWDd6/PZ62HabFm+lZ7tPqN3ipnybW89tMjO176zJzOHzgtIfhCM5IYUlk1fy39z1FC4ZT+07a2K1Z93lW2wW2r3YmsQT+k8WmZGq5LWhz/H5/A9RQujZc1udq3SVErrHS1UuUWCEPVy6Hf5U4CUhxDg0o+3Zy6m/P2/cy9AXcE6k80+ELdg1TTdxm6V2CKOpHRGR1Q9f2BpD0b/BNR2pnkXYGoKlbsbThPQfQya+Snafe5nwDKLoYoStadD0UvrAFa56lBlsd2TEL4jYT5ARnZCuf7Xrsd+NMBVHuhciRcRFNc5mJjJa5YOhu3BFLGb2qBVM/Ho6J/afytJGMSmUrHQd1RpqwVfdW/a9JGu7UPIjgjY7HpeXwa//xMhN31Ct0Q1sXrwtZNs96/fRonMTFk1cli8lEGOLxhAR7eDQDv2f+dTBfyElDHr1R5774nHavRA+dmLqD38x9M2fMQeqlJktJnr/+TaxRWOY/9ti/D4/kbERVGtQhUPbjmB1WHEmh8+Ya7VbKFGhGFXqVSI6LjIok6g90sZdTzXPeL3un03MHPE37jQ3TR9qyO0dbsVkNuH1eENWNuvwxj1h13CpyS+3zLFAU6CIEOIQ0JtAyKiUcggwE81DJ71m3pP5Me+lx0/oXXHuvTuEMEH8SGTCk4GnBTQDa9TLCGu94PamohD5pL5ezDkdXddHCbjnIC21kM6pIJ1aFk1LXVDP6PdJx3orIu7zrGuw1ERYsj3aWhtqKZP9bnJ//SawNgDrLZqHkV/HBpJDf4fjFA+80ob4YnF80XUwHte5R3cpJQ3uq8fSKauY9eN8DmwJTqtxLXFgy2E2L93G9pX6ic3SkVJzB72tbT3+/X3pBc+bfCaVjm/dy6ie43TdYzP75Q99+1dqt7iJ0tfr75J3rd3LsLd+wePyZlG7fHjfZ4w/OpyWTzTh/TYf40pzs3z6f6xbsBmr3YLqC53BE7QU0vHF4xBC8OGkt3nnzr6ofhWfx4diNnHLXbW5s/PtAPzUaxwTv5qeoadfM28Dc37+hwEzerBm7gbd8YUiQkbmXi7yy0vnkRzOS+DF/JjrsmK9FaRevp4IhL1dnoYSlipQdBF4VmoeNda6COU8alfKRPRTHPiQrn/h7IdowtiPTBsHjtYQ3RftfqwnpM2I+CEZnkLSsw6Z8q0WRGauhIh6BWGtjZR+UE9A/EjNAO3OrfugBO8mwAS5KrqSHS/SsxphuYGfe43LIuxBe0wf3WcCtgj7RQ11vxxZK8+Xd+7M+SlHKIJyVcvQonMTKtUqz0+9xuUudXMIM5DqVzm04wiFS8VzZPdxzBYzfr8fJEFRvn6fnwXjl/DYB/o54meN/FvfS8iv8t/cDQx65ccsNxBXigufx0fluhXZs34fPo8PXzb7iNli4ob611O8nJY5s3Kdiow9NJQlk1aSeOIsNZtUpXIdzZB94sBJJnw+NYvNwJXqZtOS7aycuZa0JP1EeFKVJJ+52IGNeeOqSa1wKRBKFMR+gqZPt6B92x1aRSod1UmO4wkTwnYbwt7y/IQ9IKyNAx5BQWfAPQ9N1eND+1U6wTUb4f0PIp8kwy6QgQIxA84Je/dyzfDrWawJd89S5JkuqEmfI080QJ5sBafaANGBfDm5IZCnx7MA5PHzuWQtg6Z0cvKQTjpntN3qRRP2AirXq0jThxpithUc3Ww4PC5vjvlsKtYsT5W6FRFC8PC79/Prru9zTFFRrlrpkB5Qfp+fWSPnc3jnMaQqkUgiYyIwWYJ15dKv6laGSiclW9Wrcx3h6J7jJOh4Mvk8PhKOJfDn6Z8Ys/8HXv3hGSKiHUREO7DYLVRvfCO9J76VpY8j0s6dj91OhzfaZgh7gLXzN+n60rtSXCyduoqaTavp2n3skTZKVy7J28370LHkM7zdvI9uuoZLyZXxjS1AKI67kdabNFWKTNZ05JY6GTr1S471Fk1F4ll6zpNGOMBcE7wbCfLjl06kayYipi9SWLUUEDIVlGIQ/T6K41ytUJk8gOB8PC5IG0GWbZ17OiGNtEoxUN1A/nl/aJHCqylduWS+FAg3mRU6936Q1XPWs3X5zvDeMhJ2rdnL/s2HCkSQVn5QqnIJ6t9Tm6N7jlPif5rdpljZorz83VOsmrWGo3v0g7IUxRR2B5tZCPrcPty49fPp2y00ui90HGaj++uzdMqqoPQMPq+Pmk2q6frJQyBXvtVCoeviuee5lrTscgcHtx0mtmgMRUrmfoMVEROhm3TNZFaIjo+kSMlCPNT9PiZ8PjVDfWWPtFGiYnHGfvRnhlop4VgiW5fvoM/kd6iTjwbyvGDs8M8DYSqFEvUcSvRbCGvdyyfs0TxSRNx3iJj+mkeNrTki9istCZvuujRPGyEUlKgXEMVWI4pvQBT9N4uwB8Ikksv+AwsjIJUSIRLVBV1JLtpkbmvhyf4hEs3lEYvNQrmqZXjnpxdzpaZR/WqQz/WVhtlqIio+EluElSM7jzHu40k8XeONLHndTx9LoEjpwiHHKHtjKUpV1te76+FxeylaphA2hxXFpCAUgS3Cxj3dWlLp5goh+zW4rx433lo5I0WyEAJbhJXHP+xIxZrlqFCjTJBAtkVYafNcC+BcfIPVZqHiTeXzJOwB6t99s25shtliptWTzQB4vHdH+k17l6YPNeSWu2vzyuBn8PvU4FTKTg8/vDEqT/PnJ1dV8jSDc0g1RatiFVTb144oPDrYAKuDerxeIN/9+WKByBch9Tty5aZpaQDe/8i5kEoEovgqhLDQNvqxoJ1fXhFCYI+yIVV5wWMVdKLiIokuFEnV26qweNLKoBuXYlK46+nmbF+1i11r94b0UTBZFL5e2B+P00OPNgNy7dljsVnw+XzY7FZq3F6VJz7sSJV6lXLs5/f5WTRxOQv/WEZETAR3PdWcag2qAHB073HeaNKLtLPODDtB7RY1ualJNcZ9OonEE0mUrHQd3b58gtva6mYcyJEty3fQs+3HGbYAv9fPq0OepUXnJiH7tDR31N1ACEUwx/e7To/84aKnVjC4uEjfHqRzEqhJCHszsDYOygCaHaFEQdy3yISXOZexUkJUt9wJ++SvL9zdUonVonrTRuQiK6cdHPeDuRw4J6JF8QaCxrJgRRT6ESEspCU7M4pzXwhSSt26qVcrz33ZhWXTVuk+pah+lRlD5+Y4Ru3mNbmx/vUAvPTdU3zz3LBcpVxON3y6Ut38N2c9NzevESTwVVVl9V/rWTplJRExDlp1uYPi5YthMpu4rW09br6zRpZdeokKxRm9ZzCr/1rHqcNnuKH+9ayavZafeo7LuMYju44x4OGv+XDSO9RtmXd1StVbKzP+yHA2LNyK1+Whxu1Vw+bdB4gtEq0bDxBTOFqn9aXB2OEXcNS0yYEgKT/gCwRe1UfEDdbcO3NAqkng/luL6rU1Rph0M1pk7ePbjTx1HxdWstAEhaegWCqjpgyClGEEF5zJRsTTWllD9zJQIsD+MNjuAN9G8O/UKofZ2yAUzUi9d9MBXm34fp6FtcUWyA1zAV99m8OqpeYN9/sJF8icBxSTAES+5bC32i2oqsTv9Z932L/VbuG3A0Myopjvsj8c8uZri7TiTtV3j7RFWJmc8HNGcJKqqvS+/3PW/bMJV4oLk1lBMZlASCwWC6pUUX0qj/XsEDIdsd/n54EiT5KWFPx9q1y3IoNWfnI+l5xnJnw1lV96/Z7FLdUWYeOJPh158M28efXlhWuipu3ViFRTIKkXmuANGAhlGnhWBDxwckYoMQjH/YiIh3Ml7AFw/8MFpTUWDnA8gmKpjPTtAnd6EjiBtnMPUSgibQS45wLJoB6HtIGQ0AGSB4B7GcJaP0PYAxQrUzjI3S4cFruFJg814N1fX8lwxzsfLDYtFfMH48JHsKaXMwiFPcKGRScfTHbKVilF+9fvocT/ilOxVnnue+XuHKs/RcVHEuohMN1r50I2exabRVP5BAi127XYLNz91J0hx/F6fFnSOSydsipD2IMWkOZ1e/G6fKQlO3GluPG4vIwZMJEty3fojpmSmBoyrcPhXZcu3rPD623p8FZb7JE27BE27JE2Orx5Dx3eaHvJ1pAdQ6VTkPGs0Aye2X+XMg3pnI6wt9LtduFYyfNewFxdW6twICI6ga2lVhjmdMds6hwBxAPBCbc0sl+sT/vn34U88xgU/SfjySYyNpLWT97BnJ8X5Jg3RRtacmTXMWrfWZN7urVk5Ltj8naNaLvtj2Z/QK0m1QB45fQzfPvCcP3GAsrdWFo3+KbKLZW494XWLJm8kqVTVoUVvtUb38izn3Xm2c86Zxxr/EB9fu07gUPbj1C8fDGsDivr52/UsjSoEo/TczGyNWTg8/ooUuqcWuWebi21wKRMRkqr3ULrrs34X81yIeMWBILYIudUHAt+XxoU8aqHx+nlr5/+oeqtlYPORcVFYrVbdHPtlKmSy01PPiCE4IkPH+KRd+8n4fhZ4ovH6pZwvJQYO/yCjAhTMs23Wyss7t2U//PaW5GnHb61BaLwBJTCv6MU+hlhb6Wlm00dqWM09hFa2IdDgnpauwlm4sVvu9LhjbZExITXp4KWzGvvxgN8020YtZtVP68MzlKFGo3O1cxt260ldVvV0h2r4k3lOb5fP+R+15q9XF+nAtdVKIYljD+/2WKiXuubg47XvL0qn8/rzdiDQ/lmUT98bi9Snsv66HF5L1rFL7PFRPlqZShX9Vx6rM69HuS2dnWx2C1ExkZgtVu4uXkNnv28Mw3vvyVkPplWXZpmEYJ2hzVXn4uW/VL/xmAym3j0g/ZBJQdtDitP9g8bI3pRsNqtFC9X9LILezAEfsHGegshPyL/bkj7EXm6k2ZgzUeEqTg4uoRrAZaGENMXUXQZSqFB+vYEzwZCe+ecjyurF+nPmirh0PYjSClp82wLogrlnH3R5/GxZNIK4q+LOz93WhGc9+aFb7oQGROBJVOeF3uUnQ5vhn509/v8PF+nOzNHzAtbccoeaadu61phl+Rxe9m8dLvuU4JiUnJMZJYjQisuY4+0YbGZqd74RgbM6JGlidli5v2xrzNq20DeH/c6IzZ9Tf9p72Fz2IiOj6LPpLex2CxZPIVva1eXV344V7XN5/Wxb/OhXN2o7FF2mjzYIOT5Dm+0pduXj1OkVCEUk0LZqqXpPfEtajevkefLv5owVDoFGCGsED8UmfAMGSmOMwypMvDPBak/IR1tEeac3dvCIaUHpAtJFKgHw7UE72pE1HMIU2g/bSwVQ6RPTseqpYlGAApIF/ppIjKhnKtk9OfA6YzsMRafx5cng6aqSmIKR1Pif8U4sitv0b7lqpYOysNepkopRmz+msnfzmTbyl38r2Y57n/1biw2S9hc8j6PL2wEbGRsBJ/89YFu3vfMKIoIefOyR9r4Zff3DHj4a7Yu34kr1R222EcWhPaU0u3LJ6hx+40c3X2cyNgI4ovHhexSrGxRipUNto/Ua30zE0/9yH9z1pOW7KR+m9rEFj6XGXb7ql2M7v8Hu9btDeobdE1Rdm5uVp1b29YJvXQhuOe5ltzzXPhyotcahsAv4AhrHSi2BNwLkM6ZmsdNUA4cH7jmQ9T5CXwpncikvuCcBqhaIXY1J/97NzKxOxRbEFLYiMinkc4/Q/Q3QdG5CO8GrXiL9RbwLEGe7a3V/tVF0Yq+AKcOn2bke7+dVz3WirXKY3PYeObTzvTt8EWedN3pNVyzU6RkIZ7+5LGg41Vvq8zGhXkPpxcCWjzeJFc+6maLmfLVyrB7/b6gcz6PD1eqm49nf8DSKav59/el2CNt7N14gP1bDoa0fVisZr5d8RGVbtICog7vOsrpownEFDl/l0JHpJ1G92eNqJVS8tUzQ/hn3JIcg9nMVhM1b69G+9fvoW6rm1AUQ0GRVwyBfwUghEPLf+8/htRNUqYEdsrnh0x8HdxLyNhdq7msbyqPIl1zENkjdAMIcyWk7S5wzybrc7oC1noophJgyhSpaWsKRRcg3f9A4qtkdQs1g7WJljkUWDFjTa4rU5nMCn6fisWmFbx4Y3g3ABrcW48KNcqxd+OBXO147ZE2qje8Icd2mek3pTtPVX+d04dzn/c9HVXN/VNLOI+cLpVf4aXvutLmmRY0fkATuF6Pl6mD/2LYO7/qJklzRNupWLM8KYmp9L7vM7at2qWVOnR7eeC1NnQd0ClfIsxXz1nPgvE5C3vQygr2/P0NouIKXnHwKwXjFnkFIUUs+jVuRaBIyXmM6T8aEPbn6XN/9m2kP3QtGxH7UcCDJwKwaHUAlOKI2E/12wuBYm8GsR8HyjTaASvYWyLivsxoZ7KYcyVwhICuHz1Kowfq8/C79/HjtoFUqqXtWhVFoUu/h3NtTvC4vOzbHE7VFUxkbCRj9v3AY706UKhEHNHxUdzWtm5YQy2A1WGjaceGuZ4n3P3K5/Ex8PnhHM5UitBitXDHww1D7pIdUQ6EEHz6+HdsWb4Dj9ND6tk0PC4vk7+dxfzfFud6beH4e/TCXEU3W+0Wun31hCHsLxBD4F8hSN9eSPpQ/2R0b0TmnXJe8B/SyhWeNyoybULIs0KJRBT+A+IGg70dmG8EayPwh9edK457EMWWIorOQhRbjhL3TRYf/Abt6uYq703hkoXo+FY7ev/xFo/37kjhEvFZzv/ca3yu0xyrfpXxn0/JsZ2Ukr0b97N99W78Pj8mk4knPnyI8YeH8+fpn+g7pTsd37kXe6QtixFTCDLyy7Tq0pTqjXL/NNH80cZhffOlKvn08W+zHPO6fSgmfREgFEHSmWT+m7s+yM7gSnMz4cupYdeTejaVHf/tJuFEeNVgqPkBTBYTJouJRg/UZ+CSAbTtdrHckK8dDJXOFYJM/YXgzJUADoSl/PkPbK4YouC4CU1VZAtk4QylXvCAP6ciIxLSfg1UDEsD7xqkaxoy6iWUKH2dOAQKxYQIFospHM07P7/Ep49/F1KPb4uw8Vgv/Rzr6ezfmrcCFQvGLub5r54gppC+LnvvpgP0uvdTEk+cRSgKZouJ98a8Sr1WtbK069SjPfFFY1k5ey32SDu17qhO0plkPE4PDe69JWzhdT3avdCKhROWsXPt3pDZPrcu30laipOIKM2FtVjZIhS6Lo5je7Oq8Cw2M0063kbq2TQtylWnbkLSqWTdOaSUDO8+minfz8JsNeN1+2j0QH3e+vEFXePznZ2bsGji8qBdvtlq5qXvnqLZIw1xROXscmuQO4wd/pWCe1GIE15Q9X29c4NQCkFER7SatRlHtWjZIjMRcYO03bm1WYgBInRLO2bBsxA8AWEPaDcPF6R8i/Tn0l6gw+0dbmPswaE0aFc3aKcYFR/J0x934u6nQ0d5AhS6Li5Pc5rMJpZMWql7zuP28lazDzm29wSuVDfOZCfJZ1Lo0/4LThw8V4px+fT/eLD4U/z4wVg2LtrKxkVbqVy3Io/2aM+T/R7Jk7A/ceAkQ9/+hZ5tP6HG7VXp9L5+uoF0/h5z7nskhODdX1/BEWXPqA3riLJTvFwxHnn3foqXK4ojyq7zHijUaaWfj2bq4NlMG/wXHpeXtCQnXreXpZNXMuTNn3Xb39ysOq2evAOrw4rZasIWYcXmsPLhxLdo88ydhrDPZ/JF4AshWgshtgshdgkh3tU5HyuEmCaEWC+E2CyEuEJLHF5G1FAqEB/SnHMytHCI6Pch+k1QSmkeM7Y7EIX/QDGXQ9huQ7E3Qyk0BGzt0HTq6Vi19Mf2u8OOL11zz+XqzzKxGTxLLmjtc35ewH/zNma4ZQohMJkVbqx/PSUqXpdj/8d6dggK0LFH2ChdpaRue1WVOENEgq6atRafTnSn6vPz1ygt7fCJAyfp//BXpCU5SUty4kx2kXAske4t++J25s2OsmvdXp6u8QaTv5vF2vmbmPztTCZ+NZ2o+NB67i1Lt2d5Xa1BFX7a/i2PftCB1l2b8fKgpxm67nMiYyNRFIVXf3gGW4Q1w0BusZqJiovk8d4ddcef8OW0oJKGbqeHv376R7fIiRCCl759iu9XfEzX/p147osnGL1vMPXbhHa5NDh/LlilI7SIm0FAC+AQsEoIMVVKuSVTsxeBLVLKtkKIosB2IcQYKXV1CQa6hPbYEKacBVs4hFAQkY9D5OPh28V9hky7BZxjNJ95extEZFdEuIhg0Ay1GRk7s5wIUa0rd7idbn7uPT6Lh4eUEr9Psmr2OjYu2krzx27ntRCulACtuzYj9Wwao/v9gdftxWQ28eBb7bi5eQ3ebdkvKJ+5UAT1QgRCJZ44i18nHsDr8XHmiOalM/eXf3W9YlS/yvJp/9GkY+hgoux8+8LwLInjvB4fPq+P0lVKkZIQnOnUbDVTSqdubOES8XTqof9k0Oj++ny9sB8TvpzG0d3HqNWsOg+82iakL34oVY/f68ft9ISMuK1QvSwVqpfVPWeQf+SHDv8WYJeUcg+AEGIccC+QWeBLIFpobhVRwBnyUvXbAGyNwL2AoDBEc51cZc3MD7QbQ0eI1N/dheznaK/V09WzQdhC5xPPiaN7ToR1zXSlupn7y7/c+0IrKtQop782IejwRlvuf+Vukk4nE10oCrPFjJSSxh1uZfGfKwLBSmQU6wiVj6XG7VV1vWVMFhNzfvmXWT/Op9B1cbrBWKpPJem0JixPHT7Nun82Ex0fSe0WNbFYg3XfqqqyTacwuZSaz3yxskU0NVKm9VisZu56qrnu2sNxfe3/0WPMq7lqW7VBFf6bExxsV7RM4RzTCRtcfPJD4JcCMvuqHQKy1yv7HpgKHAGigYeklLpbViHEs8CzAGXLGnf8dET0+0jP2kA0qguwgbAiYnMuUH25EZYqyOj3tGLnwky6H6SIH4YQwTri3FLourgc8+GrfpXVczaEFPjpmMymLLtWIQTvjHqJOx5uxPyxizGbFVo83pSbmlYLOUbZG0pxx8MN+ff3pRlGSKEIVJ+aYUg9eTBEHV6gVrPq/NRrHH98MVWroSoEFpuZT+f0zHAlzbw+q80S9AQCmh5+4NIBfPzoQLYu2wGKoFiZInT/5eUgL6X85rnPO/Pq0u24nR5Uv6qt02HhlUFPX9bKcAYa+SHw9T7F7PucVsA6oBlQEZgrhFgkpQyqDiClHAYMAy0ffj6s7+pAPQHm68G7DZRosLVARL0cPrVBAUKJfATpuCtgvLWDrUHOqqAciCkcTYN767Js6uqQnjpmiwlHlI0TB04SFR8VtMtMr5CkV6RaCMEtd93MLXcFJy8LxRvDu1G7eQ2mD51LSkIq+7cdClLhCCFQzErGTcAeaaP5Y7dz4sAp/vx6euBatOtxJkOPuz9i7MEhmEymLGO0evIOZv84P8u1Wx1W2jxzJ0VKFuLLf/qQdCYZr9tHofPNHZRHKtQox+D/PmPsR3+yfdUuSlcpySPvPZBnryODi8MFF0ARQtwGfCilbBV4/R6AlPLjTG1mAJ9IKRcFXs8H3pVS6rs7BDAKoGhI1z/IxFc5pxIRgA1R6GeENffC6GrE7XTz9bND+XfCMt28NGarCUekA4/bg6pKmjx4G68NeRZniotvXxjO0qmrkaqk5u038vqwbpTMhaE3tyz6cwVfdB2kW4ijQo2yxBSJxmqzcNfTd9Lo/lvo1/FLFk1cEdTWEW3no5nvB0X5up1u+nT4kvX/bNKKurh91LvrZnr89lqO+XcMrl4udonDVcD1QogKwGHgYaBTtjYHgObAIiFEcaAKsCcf5r4mkMn9yKr/1pKmyeRPEYXHXaZVFQxsDhud3m/Pf3M3kHo2LSMHujkQtKP6JckJ5/LxL5ywDK/by+71+zm653jGLnv9v1t4+bYe/LLreyJjzt+QnJmyN5TU9Ym32Cw0aFeXLv2ypupNC1G5SxGKbjSqzWHjoxk9OLTzKId3HKHsjaUp8b/i+bJ2g6uTC3bLlFL6gJeAv4CtwO9Sys1CiG5CiG6BZv2ABkKIjcDfQHcp5Sn9EQ0yI6UbQqUu8G6+tIspgEgp6dXuE86ePJul4IVQFIqXLxZUBMPj8rJ40kpOHTqdRRinFw2ZPyZUvEPeKVe1DFUbVAmqamWxmbnn+eCo0aYPNcQeGazm8vn8VGtYJeQ8pa8vQf02dQxhfxHZs2E/77Xuz33xT9ClyivM/nH+BVUMu1zkS6StlHImMDPbsSGZ/j4CGHlKzwuLFgSlV1BcKXj6e+nbhUwbD+pJhK0Z2FtraZ4vEvu3HOL00YQg7xiv28uxPfqxC4oi8PuCd96uVDf7t+QtV05O9J3SnaFv/cLcnxfgcXup1qAKrwx+JqMI97aVO/n986kc3XOcGo1vpHz1MuzbdAhXqlbP1Wwx89qQZ3BEnr9xe9favfz92yJ8Hh9NHryNag1vuCwG1FNHzrB08ipUVaVBu7q6aZQLIvu3HuLVRh9kVOJKPZvGoFd+5OTh03Tu+eBlXl3eMIqYXwGoyV9B6iiyqnUcEN0dJTK79uzyoTpnwNn30AyOfiACzBURhX+7YANtKLav3s3bzfvgTA7Wk0cXiiL1bFpQrnyrw4qiKEEVk+yRNl789ilaP3nHRVmrlDKLoF34xzI+6/J9RjlCs9WEPdJO1wGPsHnJdmKLxnDXU80pX61MmFHDM+7TSYzuq8UYSKlVfbrz8Sa8OviZnDvnI7N/nM93L43Ikov/6U8f4/6XwwftFQQ+6vQN//6+FDVbziVbhI0/TozEHnFxvtvni1HE/ApHRL0aSH9g0wKVhAOinkFEXPpybaGQ0gVJ76PdlNJ3z2ng24lM++OizVupVnnMOhWdbA4rdz/THHuELYuvvj3CxhN9OlL2xpJZMlaazApRcZE0fSj3gU95JbOw9/v9fPviCNxp52rP+jx+0pKcbF+1m3d/fYXnv+pyQcL++P6T/NpnguYiqUqtLGCaFpsQqgB4OKSUbFi4hSmDZvPf3PW5Tt988tBpvntpBB6XF7fTg8flxePyMqL7GA7tvHRFxc+XbSt3BQl70BK/Hd93/qlBLgeGwL8CEMKEEvMBothyROHJiGIrUKJeKlh+zd6N6H+dXOCacdGmNZlNdP/1FWwRNswWzW3RHmWj7I2leKzngwxa9QmN299KoRLxVLq5Ao/16sDJg6cpV7UMdVrcRESMA3ukjcYdbuP7lZ9cst3aiQOndGuyqn5VN3DpfFg5cw3ofEc8Tg9LJgV7A4UjLdnJS7e+x/v3fMywd36lT/sveKra6ySezKlQDiyZvFJ3HX6/n4V/LMvTOi4Hpa7X99zyeXwUushxDfmNkS3zCkIokaAU0HzgwkHI9A8i6qJOXf/u2gzf+CWzRvzNqcNnqNuqFo3b18ditVC6ckl6jn8DgPGfTebXvhPwuryoqsQeaeO2dnV5b/Srl/zmGRUXGbIsY2zRmKBjqqpy6tBpIuMic+1FZLFZUHQikRWTgs2RtxvbyB5j2LthP173OdfXo3uOM7DbcHpPfCtsX9Wv6qegljJPpSkvF4++356Ni7ZmqQ5mc1hp0rEB0fEX97ud3xg7fIP8wVwtULAkm4ARDsQlsDOUqFCcrgM68c6ol2j2SKOgdASnDp/m596/407zZDyeu1LdLJu6mrXzN1309WUnOj6Keq1vDiqEYo+w0fGtdlmOLZq4nIdKPkvXG1/jweJP0bfjl6Tp2Cyy0+DeerqC1mQxcccjuS+uAvD36EVZhD1o+XGWTV+tawDPzG3t6upt8DFbzEElDwsi1RvdyHujX6VI6UKYrWasDiutuzbjtaGhczQVVAyBb5AvCCEQhYZrnkMiEogArODoDNbzz5eTX6z+az0mHV2/K9XN4jyqN/KLd0a9SI3bq2K1W4mMjcBqt9D+zXu445FGGW22rtjJp098R+KJs7idHrxuH8unrab/w1/nOH5M4WjeHf0KNocVR5Qde6QNq93Cc593DpkPKBR6SeFAc2fNyfGjRIXidOn3MFaHFZPZFHjCsNLhrbYXZKO4lDS87xZ+2z+E8UeGMTlhFC9995RujqOCjqHSMcg3hLkSFF0InhWgJoC17gVn8swvrA6rbqI1xaRckMvjhRAZG8mnf/Xk+P6TnDp8hvLVShMZm1VlN/6zyXiy5cvxun2s/2cTJw6eoliZImHnaHR/fcYdHsby6f/h8/qpf/fNITNdhuO2tnVYOGEZ/kxpIoQiqNH4xpAZMDPz4JvtqN+mDgsnaN4ujR+on2N+o4KGECJk4ZsrBUPgG+QrQpjBljd1waXg1nvq6Ko3zFYzd3a+/TKs6BzFyxWleDl9n/Sju4/rZuC02CycOnwmR4EPmr3gzscu7Bqf++IJNi7aSkpiKq4Ud8bTwmtDn8v1GGVv0AzpBpcPQ+AbXBNERDvoM+kdPnzg8wxfcL/Pz3Ofdy7QedhrNqnKga2H8GVL0eB1eyl3Y97UMhdC4RLx/LTtWxaMX8rONbspd2MZmj/WON/SUBhcGozAK4NrCmeqi9Wz1+FxeanTsiZxRWMv95LCcvLQaZ696U3SzqZlGJttETY6vHkPXfo8fJlXZ1AQCRd4ZQh8A4MCztG9xxnVazzr5m8itmg0D719H806NSpYcRgGBYaLnS3TwMDgIlKiQnHe+/WVy70Mg6sAwy3TwMDA4BrBEPgGBgYG1wiGwDcwMDC4RjAEvoGBgcE1giHwDQwMDK4R8kXgCyFaCyG2CyF2CSHeDdGmqRBinRBisxDi3/yY18DAwMAg91ywW6YQwgQMAloAh4BVQoipUsotmdrEAYOB1lLKA0KIYhc6r4GBgYFB3siPHf4twC4p5R4ppQcYB9ybrU0n4E8p5QEAKeWVVSbGwMDA4CogPwR+KSBz5edDgWOZqQzECyEWCCH+E0I8HmowIcSzQojVQojVJ0+ezIflGRgYGBhA/gh8vfju7PkazEAdoA3QCugphKisN5iUcpiUsq6Usm7RoldGVXsDAwODK4H8SK1wCMhcxaA0cESnzSkpZSqQKoRYCNwE5L2SsoGBgYHBeZEfO/xVwPVCiApCCCvwMDA1W5spQGMhhFkIEQHUB7bmw9wGBgYGBrnkgnf4UkqfEOIl4C/ABPwopdwshOgWOD9ESrlVCDEb2IBW6XqElPLSFxI1MDAwuIYx0iMbGBgYXEWES49sRNoaGBgYXCMYAt/AwMDgGsEQ+AYGBgbXCIbANzAwMLhGMAS+gYGBwTWCIfANDAwMrhEMgW9gYGBwjWAIfAMDA4NrBEPgGxgYGFwjGALfwMDA4BrBEPgGBgYG1wiGwDcwMDC4RjAEvoGBgcE1giHwDQwMDK4RDIFvYGBgcI1gCHwDAwODawRD4BsYGBhcI+SLwBdCtBZCbBdC7BJCvBumXT0hhF8I0SE/5jUwMDAwyD0XLPCFECZgEHAXUBV4RAhRNUS7T9Fq3xoYGBgYXGLyY4d/C7BLSrlHSukBxgH36rR7GZgInMiHOQ0MDAwM8kh+CPxSwMFMrw8FjmUghCgF3A8MyWkwIcSzQojVQojVJ0+ezIflGRgYGBhA/gh8oXNMZnv9DdBdSunPaTAp5TApZV0pZd2iRYvmw/IMDAwMDADM+TDGIaBMptelgSPZ2tQFxgkhAIoAdwshfFLKyfkwv4GBgYFBLsgPgb8KuF4IUQE4DDwMdMrcQEpZIf1vIcQoYLoh7A0MDAwuLRcs8KWUPiHES2jeNybgRynlZiFEt8D5HPX2BgYGBpcaKSVJp5OxRdiwR9gu93IuCfmxw0dKOROYme2YrqCXUnbJjzkNDAwMzpc18zbw9bNDOXXkDEJAw/tu4fVh3YiIdlzupV1U8kXgGxgYGFwp7Nt8kF73fYY7zZ1xbMnklZw9lcxnc3tdxpVdfIzUCgYGBtcUE7+ahtftzXLM6/axeck2juw+dplWdWkwBL6BgcE1xYHtR1D9atBxi83CsX1Xd+yPIfCvIKR6FvXsu6jHbkI9Vh014WWk//jlXpaBwRVFjUY3YLEGa7M9Li8VqpfR6XH1YAj8KwQpVeSZR8E5DXACHnDPQ57ugJSuy708A4MrhvtfbYMt0oainIsZtUXYaN31DuKLx12+hV0CDKPtlYJnGfgPA5l1j36QyeCaBY77L9fKDHLJtpU7mfPzAjwuL00evI26rWoRCEY0uIQULhHP4FWfMrLHb6yZt4GouEgeeK0N7V5odbmXdtExBP6Vgm8nSG/wcZmG9G5DXN3eZFc8Yz+ZxJj+f+BxeZGq5N/fl3Jr27r0GPOqIfQvAyX+V5wPxr1+uZdxyTFUOlcK5v+BsOiciECYK1/y5RjknpOHTjO67wTcaR6kqqWZcqW6WT5tNWvnb7rMqzO4ljAE/pWCtSEoxcj6UKaAEgH2uy7Xqq5IVFVl5vB5dLv5bbpUeYWfPhhL6tnUizbf6r/WoZiCf2quVDdLJ6/I83get5ftq3df9S6EBvmPodK5QhDCBIXHIs/2BfccQIK1ESK2D0KJuNzLu6L4vOtgFk9cjitVC7yZ8OU0Fv6xnCFrP8PmyDnE3u/zs3z6f6ydv4kipeK5s3MTipQsFLK9LcKGUILVNiazgj0qb7q4v39bxLcvDAepraNs1dL0nfwORUoVztM4BtcmhsC/ghBKIUT8N0ipqQUM3W/eObTzKAt/X4rHdc4e4nV7OXX4NP+MW0rrJ+8I29/j8vDmHR+yf/NBnCkurHYLo/tNpP+0d6l1R3XdPrfeUydDlZMZk8VMi86357hmv9/P5O9mMeGLaZw+cibLud3r9vFu6/4M3/CV8X0wyBFDpXMFIoQwftznydblOzCZTUHHXalu1v69Icf+04bMYe+G/ThTNFdYj8uLO83NgEe+we/XL/cQEe2gz6R3cETZiYhx4IiyY7VbeP6rJyhXNWe/76+fHcpPH4wNEvYAql/l+L6T7F63L8dxwuH1eEk6nYyqBgckGVw9GDt8g2sKqapBYfUAZquZ4uVyLrjz9+iFuJ2eoOPuNDf7Nh2k4k3ldfvVvrMmvx8bwZRBs9mxahfX1/4fDe+7Jcf5Thw8xT9jF2d5IsmOyWwi4XhijmPp4fP6GPb2r8wYPg+pqkTFRdHt6ydo9nCj8xrvWkNVVRZNXMGcUf8A0LLLHTRuXx9FKZh7aUPgG1wzrJy1loEvjMDnDd6Jm80m7n7mzhzHMFv1PKVAqhKzTvRmxnkp+f6lESz4fRlet5fl0/9jdP8/6Dn+Deq3qROy394N+7HYzGEFvsflpUq9SjmuXY9Br/zI3F/+xRO4iSUcT+Srp38grkgMte+seV5jXitIKfmk87csm7o6wx60YeEWFv+5nB6/vVYgn8IL5m3IwCCfUVWVz58clCHYMmOPtNF3aneuK18sx3HaPHsn9shgw26hEnGUvaGUTg+NFTPW8O+EZbjT3Kh+NaAK8jDgkW9wO90h+xUvX0z3BpV57Q+/ex8xhaNzXHt2nClO5vy8IOiJxZ3m4dd+E/I83rXG9lW7WDrlnLAHTTW4bNp/bF+16zKuLDSGwL9Gkb69yJThyNSRSN/BnDsUcFKT0lj3zyb2bjqge/7IrmO4UvVTUMQXj+PmZjVyNU+Lx5twW7u62BxWrA4LEdEOYopE8+Gkd8Lu6Ob9+m8WwZCOUATr/tkcsl/5amWoVKtC0NODEIIb61fivTGv8njvjrlaezpSSjwuD2eOJaLo2DMAju05kacxr0XWzNuoqx70ur38Nzdne9DlIF9UOkKI1sBAtIpXI6SUn2Q7/yjQPfAyBXheSrk+P+Y2yDtqyhBIGQT4AQHJ3yCju6NEPna5l3Ze/PH1dEZ9MBaz1Yzf66dkpesYMOO9LK6K9ih7yJ1yZFzu3VoVRaHHmNfYu3E/GxdtI754LPXvqYPVpq/qySDM031Oj/79p7/Hl0/9wPIZ/wFQtHRhOn3Qnlvb1CauaGyu1y6lZMqg2fzadwIpZ1KILRqD3+PTXU/luhVzPe6VjpSSM8cSsdjMxBTK/ZNSdHwkFpsZd1rWJySLzUx0fFR+LzNfuOAdvhDCBAwC7gKqAo8IIapma7YXaCKlrAn0A4Zd6LwG54f07YKUwYAb8KHl5nFD8qdIf/ba8/k0p3cn0jkJ6VmV4VKaX6yZt4FRPcfhdnpIPZuGK83Nvs0H+aBtlj0Hf49eiF9H4Nsjbdz/8t15nrdCjXK0e6EVjdvfmrOwB1o83lRXFSRVyU1Ns/9cshIVF0nviW/x5+mf6Nz7Qc4cT2Twqz/Sqezz9L7/M5wpzlyteerg2Yx4dwxJp5JRVUnC8bNIKTFZsu7ybQ4rXfo+lKsxr3S2rtjJk1VeoXPFF3mo5LO80bQ3pw6fzlXfJh0b6N6shRA06Xhbfi81X8gPlc4twC4p5R4ppQcYB9ybuYGUcqmUMiHwcjlQOh/mNTgPpHMOWROwZcI1L3/nkl7UhG7I0+2RSX2QCc8gT92N9J/Ktzn+HDgjS+Ui0FwVD+04wsHthwHYvX4fv/adoHuzafpwQ1o83iTf1nNk9zF63P0Rd9keoV1MZ759cQTOVBe33HUzdzzcCFuEFZNJweawYouw8sH4N5ASZg6fx8edv2VU7/Ec2HaIcZ9O5vk67/DmHb1Z9OcKpJSsm7+JsQP+xJ3qxpnswuv2smr2Oj57YlCu1vZr3z+C3iuf1090fBRlbyxFVFwkdVrU5OtF/ahQo1y+vScFlVNHztC9RV8O7zqG1+XF59GKoLx5x4e5ck+NKRxNn8ndiYqLJCLGQUSMg6i4SPpM7k5skZhLcAV5Jz9UOqWAzErgQ0D9MO2fAmblw7wGBRyZOgLcSwEXpMta/37k2XcQhX7MlzkSjp/VPW4ym0g6nQLA32MW4tXxcrFH2ripSbV886ZIOpPMS7e+R0pCKlKV+Lw+Zv80n32bD/DVgr68Mbwb7V5oxeq/1hERE8HtD96KyWzi2ZpvknA8EVeqG7PVxG/9J2KymPAF1C07Vu9my7KWbF22A1c2ge11e1kxcw1Jp5PDGm79Pj9Jp5J0z6UkpDLh2Iiw1yalZNqQOfz+2RTOnkrihvrX89znj1Pp5gp5fJcKDrNG/B2k5lP9KgnHElm/YHOu7Dq1m9dgwvERbF66HSRUbVAZSwhProJAfgh8vV+L7nO7EOIONIEf0slXCPEs8CxA2bJl82F51wbSfxiZ8r0mYJVCiMhnEI5gVYVwtEKmDkHT32fD3iJ/F5U2HshuKPWBZwVSTUEoedNz7l6/j+2rdlO0TGFq31kDk8nEbW3rsG/TgSC3RdWvUrFWeUArXxdKk+R1e5n767/M/nE+ql+l1ZPNaNH5dt3grHAc33+S3z+fkiVBGoDX5WXH6j38OXAGCccSKVqmCG2ea5Gh4x3y1s+cOnQab0C4+zz+wP/ndOuuVDdTvp9NXFH9XaPZYuLsqaSwAt9kNlG4ZCFOHQ4O3oorHsvKWWup1ax6SPXUqJ7jmPjNuaepdfM38frtPfl+xce5Ch4riBzZdUzX6Cql5MSB3D+Fmi1mbmpSLT+XdtHID4F/CMj8iZcGgpTBQoiawAjgLillSCWZlHIYAR1/3bp181fhe5Ui/ceQp+4DmQL4QT2KPPse0r8PJeqFLG2FuSIy6iVI+Q5Q0e7XAqLfRZhK5PPKQrsbQrB7ZCh8Xh99H/ySNfM2AAKTSSG6UBRfLezLfS/fzV8/LeDMsQQ8Li9CgNVh47kvn8AeoenMmzx4G7N/nB/kJaP6VZZMXsn6BZszzu1cs5dFE5fTf9q7udr5pySm0qf9F2xZth2/z4/fF6wKcKe5GfrWz6h+iS3CysgeY/j8795UrlORRX8szxD24bDYzJSsdB2njyYEledTTArXVcjZpfSpTx7lm+eGBhkZk08nM+CRrxFC0H/au1RvdGOW884UJ398PT3IpdXj9DC63x+8P/b1LG1njvibaT/MIeFYImabmaKlC2N1WKl6a2UeeK0NxcoUyXGtl4IajW9k8aQVwd8LVV61Ruv80OGvAq4XQlQQQliBh4GpmRsIIcoCfwKdpZQ78mFOg0zI1OEgU8m6a3dCyhCkmhLUXol6FlFkOiL6De1fkVkokY+Gn0P6ka6/Uc/2Q00ZkrvSirbm6O4pTGURSuhkY9n5c+BM1szdgDvNgzvNTVqyk5OHTvNRp2+IiotkyNrP6NzrQao2qEKjB27lk9nvc8+z555WqjW8geaP3Y4twgZC2+1aHVbufal1FmEPmnDe8O9mNi7amqu1ffzYQDYt2YbH5dUV9umofhkY30NakpMBj2g5kWwR1lzNI6Xknm4tcETbMZnP/WxtETae/bwzfp/K0b3H8bi9JBxPZMyAP/io0zdM+nZGRibQOx+9nXdGvUTpKiU1N8/A/czt1NaUejaNHm0+xpnNffXY3hOYdZ54VFWy4789Ga9Tk9J4vk53hr39K4d3HiUt2UnSqWR2r9vH1mU7mDJoFs/UeIN9m0O7AXtcHn7/YgrP3vQm3Wq/zdTBf+H3hY5DuBCaPdqYuGKxmDMZrW0RVuq2uokK1a9O7YLID68JIcTdwDdobpk/SikHCCG6AUgphwghRgDtgf2BLj4pZd2cxq1bt65cvXr1Ba/vakc91RZ823XOKBA3DMWec4KucEjpQZ55HHzbQKYBVhAmRNwPCFuD0Oty/wcJT6Lt9CVgBmFFFPoFYcl9FGeXKi9zeGdwKmCLzczYg0PDGsjOnkpi+6rdxBePxePysmTySqx2C806NWbZ1NX89MHYYIEi4PFeHenc+8Gw60o8eZZOZZ/XVQvkhM1hZfimr1g+/T9GvvdbkDE1y3IUQbEyRfhl9/ecPHiaMQMmsuHfzRQtU4SOb7XjvznrmT50Lqqq4vP4kICiiMAThY2IaDuDVn1K0dLn3FRH9hjDhC+mBV27I9rOm8Ofp0lH7XP1erzMHjmf714eqZsArn6b2vSf9h4A4z6ZxC99fsfrDv3EIgTc3Lwmn87pGXTO7/fzeuOe7Fm/PyMYzBZh5ebmNeg35d3Qb+YFkHQ6mV/7TmDRnyuw2S20ea4l7V9rk2eVXkFCCPFfKPmaL374UsqZwMxsx4Zk+vtp4On8mMtAB1OpEAJfhdTv4UIFfto48G7hnD7eAxJk4utQbClCmDR3T+9WMJUBy03g2wGJT2ltM5t0onrkSdgDIdMKCCFCClspJaN6jeOPL6dhsZnx+1SuK1+Mj2e/n+Gfv3nJtsC5rELParNw6vBpvn95BIVKFqLl40100w8nnU7BbDGdl8CXUmIyKbR7oRWbl2xn2bTVKCYFITQh53F6tRTIfpX44rFcV74oT1R6mQo1y9K514O8MawbAD+8OYopg2YHuZyee6Jw43V7Gd79V3qMeS3jfEpimu7OWaqStGTNzdPj9vLG7T3Zv+WQrrC3RVhp/tjt/Nx7PD6vj2VTV4cV9tp1w8ZFW4KOO1NdfP/ySLat3JVlLneah3XzN7F91a7zTh8RjpjC0bw4sCsvDuya72MXRIxcOgUcKb1asXL3ElCKIyLaI0wls7QRkc8g3f+gayv3bkGqZ/KkQgnCOYVg4yuAB+ndgEwdBu4lIEzaGkzlQMSBdGZbkw9Sv0VGPJhrzxhnqosG99ZjxrB5WQyZAIVLFaJwiDz0Syav5M9vZuBxeTNuGAe2HebDBz7n+xWaj36lm8vr3ky8bh/zxy7GlerGYrPw24A/6TulO9UbVuGfcUtYO38jxcsVpVWXO4J82HODEFCy0nUUK6sla/tg3Osc2HaY7St3YY+0sW3VLtb+vZGo2AiqNqjCH19O4/i+E0gJx/efYM28jXwy+31ii8bw59czcpxP9ausmLEmy7EG7eoyb/RCXCmuoLZ1Wmg35Lk/L2D/lkO6EcLFyxelTsuafNF1MH6vD1XnhhAKR7YaAB6Xh1du68GBbYd1byx+r59Ni7dRpV4lpJSoqorJdOXuwC8nhsAvwEjpQp7uBP49AVWKRdPXxw9G2M45OglrHSSxQKLOKAqoqXAhAl+3tCKAqt0M3EvI4nrp25l+BTpdEkEmgAi/nhMHT/H5k4PYuGhrYDds0tQUmQRCwrFEdq7ZQ+U6wQa2P7+ZoWuk3bvpIMf2ncBqt/DOnf2CDKCg7b7T+6bv3t9t2RcpNfVKeqK0P7+ZwX2v3M2kgTMyDKHp50Nhs1uxRFh4ZfAzWY6XvaEUEdF2ut38NmlJTrweH0JoaRcyq12l1Hbtg18fRWRs7iOErfZztgIpJZGxERQvV5Qju47idfsCTxY22r9xT8aNaOEfy3SFvcliomWXpoz9aFLQTTgnbA4rbZ9vmeXY/LFLOLb3BGoIG4jZZiamcDSDXhnJrJHz8bi8VLy5PK8OfoYbbrk+T/Nf6xi5dAowMnUM+HYFhD1oAVMuZOKbSJntcdzRFs2Ekg0lRlP5XAAi4mHArnOiELjnoet6SShBIECEd8f0eX281ugDNvy7Bb/Xj+rTUhpn30W6Ut30af9FUECVlJLkM8HGatAMtikJqUz5fnaQT3s40qdIF+Y+jw9Xqpu5Py/go1nv0+DeelSsVT7kEwdoKqjIuAjcqR66t+jLi/W6c3jX0Yzzo/tNJCUxLcNrR0oZMjJ5z/p9rF8QOgdPZqwOC3c91QzQdPI97v6I7i37cWTXMYQQWGwWbru3Hh/NfJ8ufR7O6BcVF6k7nt/r59cPJ4QU9opJCSrpaI+0YbFr8zzWs0OWcytnrdG9saRjsZpZOHEZM0f+jdvpQUrJrjV7ebt5nyzvn0HOGDv8goxrOqFUKfi2g+VcSL6IfhHpnqvtoHGhfbRmROwnCKEgpQxSo0j/SWTaGPBuAsuNiIhHEabrgmaT1qYgrCAzr0WB2M8g8YWg9hnnsWZbvx0cD6A5c4VmxYw1pCSm6u6+s3PmaAITv55OuxdbMe2HOYz7ZBKJJ5OIjo/CZFaCPGcUk6B89TIMe+fXPO9O9Ug9m0Z8sVj6THoH0Iyhv38+JUOHngUBZ44lZrzcsWYPrzX6gNH7fmDz4m38+/vSXHukRMRG4Enz6Obmz4zFZqZG46o81kszQE/6dhYbF27J0k8oguP7T1Kj8Tl3zO2rdmlPGTk8sWRHMQnKVS3N0T3HQcKt7erS8e17OXsyibI3lMx4eshMkVKFdD+r9HNvjnye3vd9FqR+87q9TPxqesbT0qbFW/n986kcP3CSag2q4Ii2s2XpDoqVLcoDr7WhylXqapkXDIFfkBEh6qtKVRPAmZsqhaDIDGTa7+BZrrk+Rj6G9KxGnmgM6nGkUgqi30JxtEH6diNPdwTpBjzgWa4J/0JjEZYqWedL+TSgj8+MCZzjwNY0cGPKJqhM14PjbkgZAkIB6QX73RD9HqrzL/CuAcvNCHtLhMi6Gzy653iuDaE+r59Rvcbza58J+H3+DEGWfCYFhLY79Hp8KIrAbDPT7YvHEYqgfLUyrJ2/MUSIYO5R/arm7gns2bCfrSt26gp7k9kECvg9md4nCWdPJdOt1tucOnImSJ8ejuLlilK5zv+Y+8u/IQ2lN95WmRcHds0i6GYHdsmZkarkwNbDnDpyBp/HR4+7P+LgtsO5XktmVFVyYNvhDCPy4j9XsGvtXkZs/Cqk50ubZ1swc/g8/L5MNyEhiC8ey+h9g1m/YAsWmyVI4Pt9KrvX7wNg3piFWWIM9qzff24sZTtLJq/grZEv0PShhud1XVcLhkqnACMiHgGRvci1AFMxMAXvVoQSjRL1FEqh4SixPZGelZDUH9SAz7x6GM6+h+qchUzqHwjUSv+ReUCmIJM+DF6IcwbB+Xe84JoNUW+CEs85lY8VRCQi7iOUqOcRxZdDoXFQ9B+IfgtONoSzL0PaT3D2FeTxW1Cz5dapWKt8nsLT033zg3a7EuJLxHNzs+pcX68iZouZgS+MoH2Rrng93rDC3mq3YLWHX4OiaLvZYmWKsH/rIV5t9AHrdVIdC0VQtHThrMI+fYmq5NDOI3kS9gCHdx6laccGVLr5f1gd+k9MW5ft4NWG7/N1t6EZuWFCZQz1ub3s/E974jgfYa8oArPFhCWQsTRjXI+P00fOsHz6fyH7lruxNN1/eYXIuAgioh3YI2yUrlKSrxb2xWQyUfaGkrrGdbPFROW6FfF5fQx6+ceggLJ0pCpxp3kY+PxwfN6cvIgk6/7ZxDfdhvLti8PZskzP++3KxRD4BRl7W7DfBdgAO4hILW1C/A+583JJGQhk35m7IOUr8KxE36tnDVJmf7QOpWZQEabiiCJ/QcTDoPwPLLUgbhjCUgOpnkWefQ9OPwAnG8PJO0Bmz+eSBGe6ZDlS647qlL2xFJZcZKHMieTTyRQpXZg96/aRluTE5/GRejaN2SPnh+4kYMDMHnT78gluuKUSFluIB2EhePpTLaX06L4T8ISwCUhVcmxfmPzyIW48Fps55OfsTHbR895PefCttjR7pBFC0W/n9/qZOWwerzX8ACklzR5trHs9UkKvez89r1KJZquZxh1u5f5X2+hmJHWmuNizYb9Oz3M0fqA+E46N4LN5vfh+1SeM3Pw1pSppkd9FShWmcfv62LLd2Cx2Kx3eaMvRPcfx5UIV5vf5Obg9fEbYgS8Mo2e7T5g5fB7Th8zlnRb9+PH93wDYu3E/K2et5cyxhLBjFGQMgV+AEUJBif0EUWQyIuYDROyXiKILEeac/ZGl9IEaIh+I/wjaTUQPM0HpkWxNCP6qKGBtiBACmfKtljdH3aepahK6oqaORp7pAq65aE8HKiFTLfh3aOsNIITg8/kfcu9LrXFE6xiL84AzxaWr9ghXRQoJ/6tRjrbPt+LLBX34X83yus1Uv0rPtp+wcdFWtq3YlSfXxJxQTArvjXmVNs/emaEyyo47zcN3L40kpkh0jqqprSt28t/cDTz0djviioXOoa9rewgghAgqxGKxWShaujBvjnieynX+p7tWR6SdUpWCbUPZsVgtVKlXiXI3lg660b3904t0fLsdMYWjMVvN1GpWna8XaZkuF4xfqpscLzt+n5/oeH1DNGh2i3m/LsKV6kZKbbfvTnPzx1fTeKbmG7x82/t81OkbHqvwIoNe/THfU31fCgyBfwUgzBURER0R9maIkC6S2foIMyghinKbSkPICFmF7Dt6EdMLlMJAuhugA0QcIuZDpGcdpP2O9iShonnnuCG5v+ZhFCoVczbkmceR/nMeF45IO899/nhQXpdLgSPKTkzhaJITUnijSS92rd0Tsq3H5WXg88MoUbF4vq5BVVW+emYI7V+/hw5v3BOyXWpiKjUb3xhSrZOZv0b9gyPKQYvO55EOWkCn9x/g64V9eXPE89xQ/3rK3FCKjm+1ZfDqT3FEOWhw3y1ExkZk8dBRTAqOaAeNHtBPoCulZN/mg+xatxe/P/RN2Gwx8/iHDzHx5I/Mco2lz6R3+PKpH/jw/s/47aOJOQpfk9lE5XqVdAPo0lk2bTUeV7BayOfxc2DrIdxpblLPpuF1e5n943zm/Lwg7JwFEcNoezUT9QYk9SG7p4yIfhPpnKzfR5i1Xbr1lnOHTNdBkbngmo70bgVzFYTjHoQShZo0Gn1PojA7ej28/yFPP4wsMo9VszYwfehcnCmuHL1QslOoRDwJxxIBGTJDZk68POhpNi/dzk8fjGXXun1hc+QAHNpxhPtfa6O5keZX3hepeQB99/JI9m8+qD106VyPlFCzaTVad72D6UPn6qpU0lk0cTm/fzGV8jXKYrUHG0FzWs+fA2fQ6IH6tO7ajNZdmwU1sdosfLOkP281/TBDhSVVyc3NqgcZbJNOJ/P3mIWM+2QyqUlpKIqCLcLK+2Nfp9Yd1XNczs+9x7Nv04GgJzehCBxRdi1rqZQ4ApXOyt5Yil4T3gw7pi3ChslsCvLeklKS3Qvalermz4EzaNXljhzXWpAwBP5VipR+hP1OpBSQ+i2ox7SdfdTbCHtLZFqoItUi4LmTeSyfpnt3tEOJyFY/VZgIKY3ytmKQScwd3ofv39qX4ZdttVsQglwJb8WkEFskmgo1ymqZNfMo8c1WE+1eaMX3L49ESnAm566SFMDgV3/KVdGMvCBVyZq5G7Qds86lWGxmbu9wK45IOy99+xTH9p4IiqjNjN/r5+fe4xGCXGXozI4z2cV3L41k4OL+IdssmbSShBPnahRIKVk8aSVFyxbhqQGdAJjw5VRG9RwXdMNxprjo2e4TRu34jsIl4sOuZd7ohbreSUII+k19l+trV8Dr8bFrzV4KlYinfLWcUzg3fagBP/cal2O7dFISUnPdtqBgqHSuMNKDcaT/iJbWQE0LOq+m/IA8URd5ogGkfAKRz6Bctw2l6DwURysAhKMdkN0DCMAP1nN5l9TU0cgT9ZEnW2oeNWf7oXrWa26dUoLtHjR/+9wQ3tAsVQ971mWN7vS4vLm+lah+lb0bD/DfnPV58h1PJyoukulD5pGW5MyTsFf9Kh6n57zmzO34elSpV4nXhj6X8brWHdWDDJvZ8Tg9QTn788LW5Tt01Senjyaw7p9NjPtkUlAiOHeamynfzUJKycZFW/m59+8hny78Pj9zf1mQ4zpkCFuDEFC5bkUcUQ5iCkVT+86auRL2ACUqFMcRrfebCMZkMXFr2xzzPxY4jB3+FYL07Uae7Q3eVYEjQnPZlH5k9KsokU9p7VJHQOqQc37zMhGSP0NVU7SUBjIJYbsTaWsF1kma+kamkR6oRczHiIArqHTOgOTPyeLp4/wVnGORmEHEkKGzD4kgPbsm5rrgXRiypd+vsG+bThGPHNwn86SaCEPiCf2KUDlxOWx3VoeVN0c8n5HzH6Bll6aMGTARj8tz0dZkc1izGFT9Pj9fPTOEBeOXYLFZSD2bptvPlebG5/UxbcgcPM7Q3xev28eGhVt5uPv9YdfRqH195v68IIvxXSiCG+tXzvKe5MS+zQf546tpHNpxhGoNq4TdtSsmBdWvYrVbiIqL5NH3H8j1PAUFQ+BfAUj1DPL0QyCTOSf9ZCAHPpDyLdJUAWx3QOpQnSApJ6R+iZZ6wY90zgRzOVAqg7UhYAVzWYSjPcJ8Lg+4TBlEsFsnZKROkLnxHZfajSmmF3iWhrHhKjid5dm2Nhp9m0AwJrOJtt1aMWPY3DylSbgaiCsaQ6nrS6CqKmvmbWTlrDVEx0fR4Y17+OXD30PugC8Eq91C6yez6qzHfjKJfycszZKkTg8hBFO+n03C8cQcb0br5m9k55o9XF/7fyHbPP3xo6z/ZzMJxxNxpriwR9q0m+CPoSK/g1kzbwO97vtMS9vhV9mxenfIyOIipQtzy121OLL7ODc3r8E9z7UgplDoCmMFlXzJh3+xMPLha6gpP0DKYMLupC11EYV+Qh6/Cc1gmltMgAViB6A42mad93idwE0mP7BrSdhCjWd/CDWiOw+XeZWzJ3O/01bMCkKIsMbKy4E5EIB0MX9f8SXiSDqZlGFUDpWeIC8oJsGE4yNZv2AzHz/6bUbEs1AENzerQb+p3bMkYnvwuqdy/WRksVs0pZ5AS/8cAqEImj3SiO6/vIwrzY09wqYbj+D1eFkyaSW71u6lZKUS3PFwg6BMnKGQUtK54osc33cy6Fz6Tj4dW4SVt398MaNGQEEnXD58Q4cfQKopqEkfoZ64DfX4rahJ/ZBqfgm7C8S7lRw9XtSTgDW0K2ZI/IALkj5AZn8yyJSr58JxBSJ79RCImHcwW6P4fF4vipYujCPKnqM+GkD1qQVO2IMWYXqxN1MJRxOzCPiwwj6Xddpji8aSejaNz574Pkt6Cykl21ftYuPirVmuKy0p9xHC3sBTQE6fl1Qlm5dso0Oxp7g//gkeLP4U04fOCWpnsVpo+lBDnv7kMe5+unmuhT1ohXHOHNUPoLLaLVxXoRiKSaHE/4pfUcI+JwyVDiClijzzKPh2k5FqIG080rMcCk/RfNp1+oAvx0RgF742qWW8RCH0zt0M1kZaEFR0dzjbg9yqRTJNhDzdCYkPbE0QkV0R0W8jTz+W97FCTxLiuAmhaI/HFWqUY/S+wexYvZvEk0n0e/DLPOvobRHWkGH21ypFShUiJTEtxxQOt7apzaie4/C6snnABNxE323Zn8r1KvL98o8RQlC90Q2BWsO5J6enEMWkcPLwmYwbw9lTyQx58xdMZhN3PdU8T3OFwh4ZOqCv0HVx/Lzz+3yZp6CRLzt8IURrIcR2IcQuIURQLTKh8W3g/AYhRO38mDff8CwG/36yFtb2gP8wuBdkaSqlG/Xsh8jjNyGP10Q91RbpWXvRliaTPwHnVEILewuIaESUVgFJcdwDcV+T93u5C3ybtSycqaOQp9oi/QmBVMbpXxNxHuPmhqzRj4qicMMt13Nrmzq8++srWB1WLDnktclMblIyWGxmIuMisDmsxBaNzvUO+Eol8WQS15UvGjIFQzr/TliuZe0MEwS1Y9Vuxn82GYDnv+6Sa8+W3KL6g5/a3Glufu0TypU479gjbDS4t15QmglbhI0HXmuTb/MUNC5Y4AshTMAg4C6gKvCIECK7LuAu4PrAv2eBHy503nzFu0XfACnTwJe1mLVMfB2cE9FULCr4tiPPdEH69oYcXnrWa+qipI+QnvW5Xpb07oS0sejusJWiYL4eIjojikxDmM5FemolBC/ko/VoaZYTnwd5inM3m0BdWvONYKkHka9ola1yhU3LsxO0LitE3Bey1013VKNqg8r4vX5yWSQrV/7RXreWU8ft9JCckHLhYQQFHJ/bR8/f38wxB1NaUlqu7ABTBs0GoHy1MrwxvFveFnOeN9dTR86cX8cQvD6sG9Ub3YDVYSUyNgKLzULLJ5rQ9vlW+TpPOttX7+aVBj1oZXmI+wo9wU8fjM0xmVt+kx/btVuAXVLKPQBCiHHAvUDmwpX3Ar9ITfm3XAgRJ4QoIaUsGNULTKUDLo7ZBIWI0M4FkP7D4F5EsD7dg0z9ERHbL2hoNekzSBtDeiFvmTYOGdkFJfqNnNfl+Rf9QiICHI+gRL+k30+EzheCKAK2VuAaH2LsdLzo/jKFCRHVDWG/CwA14mE4dY/m8hlOakY8jojsHPA2SgLp0Yy4pgqIqNeyND156DTJZ1Ioc0NJerb9hK0rdl4cH/fAkKrvKpf2AV6o2z3f3sfMQU87/wudeiIzikkhrlgMyWdSz6sOcMlc5OPJC5ExEXw2tzeHdx3l+P5TVKhehvjicfk6RzqHdh7lrTs+xJWqbd5SE9OY+PV0Thw4RfdfXr4oc+qRHyqdUsDBTK8PBY7ltc3lw95CE+5Z3g4FsIO99blDvgNBeeg1/LpFxKV3B6SN5lyeGQm4IPUnpG93zusSDvTvyRKc45DZ0gpndFMitGsKCohyQPRrKHG9wVQ+5/l1Y/m9SM9apP+Y9jqpL8gz+m0zzSvsTRGm6xBF5yFiP0NEv4mIG4wo/CdC0W5QiSfP8kbT3nSp/DKvNf6A9kW6smXZjosW0HQlYYuw8tHMHtx0R7WgalK5xZ3mzjdDcsP7zqXeKFo6dJUvRdESrpWrWpoeY17ht/1DeOazx0JnIA2BLcLKs592Pu/1hsLv97Nl2Q7G9P+Dfg99xV+j/sm/9BiZ+P3zKUF5etxODwv/WHZJs2/mh8DXe0DL/q3KTRutoRDPCiFWCyFWnzwZ7DJ1MRDChig0Hix1yAhAstRCFB6fEYQEgPl/QWkHNCxgqRl82P03+o7nfnCFSc+bjq116HPqaWTiayFPi5j+YL0VsIGI1v6P6IRwPBjofyyHya3oZ9T0aAbtky1QTz8G7tk5jGPRVE8WzUtMCAvC3kIzCtsaZFEx9Gz3KVuXbcfj8uJMduHMTY54oQmDq1YHL+C6CsX4fsUn1Gt9M7feUxeL9dL5WujdXIQi2LhwC398NQ2f10fjDrehmPVFyQvfdmXMvsGM2PQ1TTo2xGQ2cf/LdzNq+7f8r2a5kPOaLSZKVboOm8NK+epl6Tn+DRrcWy/frgs0h4j+D33Nty8MZ8O/W9i4cCvfvzyS3vd/lu8eVrvW7tWNmLbYLBzemdNvMf/ID4F/CMgcu1wayJ50OjdtAJBSDpNS1pVS1i1aNK8uhuePMJdGKTwGUWwVothKlMLjEOasX0hhKq5Vbcpe31VYEZFP6gxqRbfOLKbQ1ayyzFcYYr9EX5r5wbsO6de/KQolEqXQCETRvxDxQxHFFqHEdD8nYE0Vwk9urhkosqLnzeAE3OBdmcMVOMBcSQsIU0+HbXloxxH2btgfPm2xHlLLC1P2xtKY87hrvBKofWdNRmz6ivLVyuD3+Rndd0LYhHJKDkbZvBJfPI6+U7pT6ebymK3mjMCkg9uPMOztX3np1h4Uui6O5z7vnCV1stliounDDWn3fCsKXRecF6dY2aLc9bS+x43ZYqLpI40YteM7pqeOYfiGL6nfpk6+XhfAtpW7WP3XuiypPFypbtYv2MzGRVvD9Mwbfp8/ZKoOj8ub76qqcOTHL2QVcL0QogJwGHgY6JStzVTgpYB+vz5wtsDo77ORrl4IeT72I6S5nKaqUVPAWhcR3QOhVyjcfhckf6M/kD13hiHF0QI1uaRWrSoIU8DuEPrGKEwlwVQSKb1I3y4trbGpCCL6LWTCc4R0ufRt1FIoO+4C5xTwHyRP2S8BcGpGb99uZNpwZNxQMJWEtD/AuwJMpbWdvqUqZ44lYraa85wdEzRf/ANbDuWqrdlqxuawEl8ijkPbwhfDKAg07dgAm0PbHCQnpIR96jFZTMQUiiLxZFK+qcHOHEvg517jqNPyJg5sO5Ilk6SUkt1r9/JTz7F07d+JWnfUYN7of3E7PTR+4FZualotpJE46XQyw98ZHXxCQKceD/Bozw5IKflv7gYW/7kcq91KyyeaUunmHDYqeWD9gs26CdhcaW7W/7OZmrfnTxzKmAETOX4gWP1qMpu4vcOtOSaKy08uWOBLKX1CiJeAv9C2sz9KKTcLIboFzg8BZgJ3A7uANEBnO1ywkVIFeRZEFErUixD1Yo59hKkkMqYvJPXi3E7fDzEDsnjV5Ij9Tkj7jSD1kBIBppwTQ6nOaYE0yT6QPqT1FkTcV4j4wcjkT8G3k2C3Tze4lyJieiGinkM9Xj+EOis3eDQjbUI2Hax3HdI1B+K+pOJNDc7LkJedsLl1hOZnHlUoir9HL0KYxEVJQZAT2SM5QyJg6Fu/sHb+Rp7s/wiOKHvIftGFo/hh9ad0vfG1fLV5SFWye/1+9m4+iBrCe+ePL6cjFIX4YrHc++JdFC+X85P50imrUEzBNwOTSUFVJUIIPn5sIMumrsaV6kZRBDOHz+OJvg/x4JvtLvi6AGKLRGOxmYN09ja7VSsqk09M/m6WboEWoQjeykMqiPzASK2QC9S0qZDyMahJgBkiHkFEv6UbkKWHVM8E/PkF2JoilLzd0aV6BnnqXlDPou3ITYAVEfcNwh4+H7f0rEOeeZysO3kLWG5CKayVblNPdwTvuuDOIhoR9z1YaiBP1Ce3xUzyjFIYUXQxYz+ezG8f/XlRg6ZMFu3Gezmjc/OaAkFRBBGxEXTp/zDfvzgyZLtO7z/ApG9n4kzOr0C5PBIoGt91QCc6vNE2bNNpQ+Yw9K2fgz5rIQQPvt2OOi1uovd9n2ZRt0AgS+U9dYgtEkPrrs24sf71573c1LOpPFK2W9D7ZY+yM2bvYGIK54/Qb2V5SPdGLYTgL9/43JUrzQNGaoULQLoXQtIHAR20F3BC2m9aQFQuEUohhOMBhOP+PAv7jP5FZkDUS2BtAI4OiMJ/5CjsAWTqSIJVMV7wbkL6DmgvLTUBnWAl6dYM1a4Z6Nsi8gk1DfyH6dSjPfe9dFdYPbQjyk65qqVDns8Jv9d/WYW9xWYOW0ZQD1WVpCU7mTF0bth2E76YevmEPWj2FLePn3qOY//W8Cq2+m1q6z6JWB0WGt1fn0UTlwcJe9A+vyWTVjJr5N+83bxPRgDY+RAZG8nHsz4gvngsjmg7jmg7sUWiGTD9vXwT9qCla9ajUu0K+S7sc8IQ+DkgU74nWM/t0jxVgrJSXjyEEoMS9Sz/b++8w6Motzj8npnZlkYSmgkdgSCIXlAUAUEFFbCAehVUFBBRRFCwgNcGiA2wgI0rKIpYwYJgQcACoiJSVFCKXHoPndRt3/1jlkjYkoqbMu/z5Mnu7My3Z3aTM9+c75zf0ZLfRKsyBoxGqJyv8O/vjX9PB/zpF+M//HBwAZhvByETosQG/r1mqMp+HsEO3QnOboheE+XbSenJK4TCB1ocAFvWbI/YGzYmIYZ7pgwMmxVS1rE5bNhjii7H4ff62fT71oj7hIpHRwOv28PCGT+Gfd3n8+HO8dBzePdAgxvT6dlddrr0M2ftzlhHxPRT5Tf7zU4bNaNEaY3N26bx3vZXGb9gJOPmP8oHu6aUWuz+GINfuCXf+Wi6hiPGweAXbinV9ykMFS+tobTxhZupaGY1ql66ZeWFRR0ZfVzFL6YGWvYWVPYcSH4NsQdS2BztwLue/LIRgHKb3bDSLzALoRBMpy+mzn1sb7BfhMp6B7O/m4vQUsmlgCSQuXsqX07bybKvtkXc9eqh3Wh2XhqPzRrOqKufCWpHV9bJOpqNVNgcUhPlV2HvohZ9+BMTB03Bne3GnePB7/cjmPFsv8+X1xv4kps7MvvlubgLWOswDJ0VC1bRuXeHYtur6zpprRsV+/iCSGvdiJd/Gcv7Yz/hfys30/DMevQa0YN6zQrXmKU0sWL4BeA/MCBQ8XoCEofU+LnQTcVLE+Xdgtp3OWGzZvSGaNXN/Hjl24/ad1nAqR9zji6I7Q+Z04HDJxzsAPuF4P4GM4QVSCFVOZgXhUgO9thnUbRYv1LgzhG8XiEnU+O+qxuxc3PotFW7y8Zrq54npWFNMo9kcW3N/kWa2R6baXlyPdGbEYvp4KKxYPxPYHfZmLj4iaCMmnXL/se9HR+NmIlld9p4bfXz5Oa4GXTW8AK/o5gEF8PfHJyvEKywHPN9/3RY5WRjxfBLgMQPI7gVoAvihkbF2QPg/pmIX51va560s+hVkWqzwdUL9LpmQVniODM2Tygd81xwz8W8I1CYmT2ZmFk8RuT3RSCmL2g1zMe4KEzsXwQcLkVsvJ/E6l4enrI57L6eHA9z3/gGpRQLpi9EtML/CWu6Rs8RPZi6ZiJX330Zzc5rQrVayXkLuf8UhqHT8PS6Be9YRDRdSKyegKMIHZ9Ohg09hnQLmT754XNzClQ+9fsVC95exJ2tHyjUBdmd4+H521+lZ60BTBnxNtmZBYced23aw3+6PE4Xey+6uW7gyRsmcORAGZFCP8lYDr8AxNYMqfq2GeeWeNAbIVWeQIu9OXpGaYlEnmlr+Qq7RK+BVuVRs6dt1RmI89KAvk9RZpgBWYiIzVXsZvZSwiNgNDfj8hKL2fwkFvMOILJz1XWo3TCXGrVCzwKVgo2/bWbOf+fx2oh3cBchb9/v87Px9y3s3ryXm0f3pNONHTh6MDM4/HASJ3wikHLqKTRrm1bq76MUZBzJ4ozzT4varFU3dBqHyZXfszm9wApWv9/PN+9+X6jvVcQsAjucfoQDuw4x68UvuL/T6JDv4XF7+G3hHyyb/xtD2jzIigW/4/f58bq9fP/REu69YGSpN6Evi1ghnXKI370KDlwT5lUbOLuhJY6PPMbu5pR6mqXrBjDqQ8bzx7VZ1AAHxA0zHdzR5yloLSAnSxh0SRo7NoYJ6zhteD2+wuWyh0BEsLtsJNWowu4QHY9OFobdCCh+CqCKHVIqjc5WRUEzNJRfFSm/v83lZzF82mDik+Lytr3x8HvMfHZO5HoLMWPqBenZxCS48Hl9QWmdrjgno2cNp+VFLfK2Lf1yJU9c/zwA7lwP3hCfe6jjyitWSKeikfMlYb86vT6SMKoQg5R2aqITYm6EjAkn9NT1A7lmxa3egMIs/B45aLBjY/hMFneOp9jOHszYbW6Wu+TOvgiTaNGEy27rjKbrxV4/OKZlX9rOXi8g48nmMOj7WE+qpiZh2A3sLhsNWtSNeP6/zP2VR64cm2/bVXd3I7ZKTMTsG8PQI2r26zadqqlJdLyubch6DXeuhw0r/s5U27djP49d+yxZR7LJOpId0tkD+Hx+tpWDyuuSYjn8csmx+PqJOJDYfgXKQwB5YmYlxwGSgCQ+HwgjhPpn9YNnGWS+GHEkjxuyMzXG3lkXTdMQIWQ1ZllB1zVszsIluonAvu37cWcXr1r52Cz7ZPD45w9SLYLipa4bXHd/dyYsfpxJy8fx6aG3mPzbszQ5K3R+OZj6MX8t/x9b1/4tCZJYvQqTVoyj24BOYZ16gxb1SD01dBW6K8HFY7NG8M6WSTQ9x0zdPJFj7QmP8fU73xdqcqDrGvWaF7++o7xgOfxyiDgvJbSomQJH6PQ0pbz4M9/Gv+9K/OmXga0FIdUw9aZFsMSA2IFQ/XvE2Qm0qqDC3K7rtcxGMxGw2TXsVQfy9HezmL7xZWYdfosJi58gPjku4nHRwBFj55I+F5JUI7FQFyW/T7H5j20UN4IaTtagpNhdNvbvOEBORvgLUd8xvbi1+TD6NxvKoNYjuLP1A2xfv5Or774M3Qi/JuPO8XBHq/t56a7X8xZTq6Umc/crt3HXKwOCFpcdLjv9n7qB+6beiSvOmSfGZth04pPjmPrnBM7p2hJd17mgZ1tsDlu+tQpN14iJd9Hmir+F1g7vO1qgZIdhN6jVOKXU8+/LIlYMvxyilEIdeTTQ+jAH87ptg/j7wi4m+w8OhNwf+buAygnGqWCcCZ7FQCzE9kVc3VH7rwXvavLfRdgwJZO95EsHFVPPR5LfQ7Q4/IeGQs7X+ffBZer2HLoPVBjVTL0OxA5Gi7kq6KW+aXex469grT0ROemNwsPRrG0Tnlv4GEcPZDBx4GQWf1KQcijUrF+dPf/gmkFh0QwNEQmZO3/t/Vcy+6W5QamUmq7Rtntrfvx0aYGVwzaHjbRzTuX5hfkbBM2fvpDpo2eQvv0AddJSGTC2N627tARg77Z9fP7qfLau3cHp7dLocstFxFbJf+e6bd0OxvZ5if+tNEM4p53XhBHThuTT8lmx4HdGXj0+qJevpgmaoWPYdC68vj23j78paPzySqQYvuXwyylKKfCsNMXHxIG4rkCM0MUjyvM76sBNJ8TWAYlBqjyHOC/Kv793E2p/LyDXbPMoMaDXg8QpsK8Twfn/dojthxZ/L0rloA4/DDlzQUzNH+L/gxZzNf6MyZDxMvnj+M7AscPytrhzzPh68imJ5GTmcH3dgWWuBaEz1sHUNRP56o1vWDjzJzavjlwwBmYj8X07SrdN38nE5rDR9NxGrFoUWiq4KBdcZ6yDZ74dTVoYmYGSkHk4E0SITYgJek0pxUOXP8WqRX/mSTU4Yx1c0LMd9752R6nbUhaI5PCtSttyioiAvRViL0Q/ePeKQLXsCagslPuXIIcvRgOo8Z3ptH07zBRLRwfU4f8QutjLDdlzIP5eRJxI4jMo/yjwHwQ9JU9kTmJvRfn3mX16xWaGf1xXIXF/t3j7YPynvD3mQ0TA6/aasd7ScPbH7vwLOZZumIqW4fyZ1+PjtjPvzasYLQhN14rdqaq4aLqG3WnDk+tBRIreawDF6sVrw79ahMmiiLDlj20nxeFHmpmLCGM+HcE37y1m/vSF2GwGXfp3ov1VRS/UqghYDr8yoFUPONgTsxqcEEamWcQFrvzhFZXzVaQ3yX+8Fpenj/P3mBqS8CAqbogpWaHXQrSEvNe/eW8x00fPJDeruDLMBRDKPwmB0v6/JYudMQ56P/pv5kyax54toUMwyu8n63BWRN2f47mwVzsMm8786YtKlGEUCi1wcTr+/E5v35SH3h9GtdRkvpgyn5fvfgOK6PBd8S5yMnOLVOsQDqUUtdNSSzxOcdANnYtv6sjFN3WMyvuXJaxF28qAszNm/P2ExUXREVdRtMUjzGRdVxd6FNHiEdtp+Zw9wHtPfXxSnL2Yae9BxCS4+M/bd/Px/jcYMLY3zdqmcd4VZzN61nB6Du9B38d7YXMGV1PrNh1N0wrt7AEWf7IU0TRc8c6IaYeFwXCYC6XOWAdJNavwxpqJJNdMzDfumiXrubvtQ3jcHn6cvSzsXUgkW6okx5dKMZLNYVD3tFolkjK2KB2sGX4lQMQBVd9BHbwTfLsAAS0RSZyIaOHT8YKwtwH3DwR5T4lH4gaU2M4Duw6VeIyQhHH4KHM2H5cYx7/vuSJIw73zjR1QfsWr973F4XRThiKxegK3PXMzk++fzqG9J+oQhSc3K5dv3v2eF5c8xcxnZ7Pg7UUFh5cE6jWvzfZ1uzBsOg6XnQHjbiL7aDYbV22lSauGdOrdgV/m/kp2Zk6+tE2f18/Rgxn8+OmyiKEcEUGFMaR2WiopjWqyYsHveN2Fuzsw7DrX3d+DJXOWsWn1VnRDp+N1bRn8wi0VTrOmPGI5/EqCGI2g2txAq0Iv6EXX4paER80MHpWDGcs3ADskzzQvKsVk7dK/eH/srCJ1vDLsBrGJMRzeazpi3dBQipDhEl3XwZAgZU2/30/LzuErK7ev34lu6Aya0I81P6/n8N4jnHvZWXS4tg07N+xmxjOzg8IdogUWMkP4UMNu4Pf5GfhsH9LOPpUpD7yDpgk+rx+vx0tMvJOcTDc+r4/klCQMu86eTek4nHbcOR46396RS/teGPS9bVu7I2Trw5yMXLat3UHn3h3444e1IfXlw4WXHDEOrrnnchq3asgzt7zCks+W5/WzVX5/2IuI8it6PdCDfmN6mUqYIpajL0OUyOGLSDLwAVAf2Axcp5Q6eMI+dYC3gFMwyy4nK6UmluR9LYqHiIBRfNEuMepD9XmorBng/ROM05CY64p2l3ACSz5bzuM9n8Od4y50jrpoQvurzuGh94bhzvUAit2b0pk37Vs+fPazoLJ80TWatm7E+mX/w+v1YQRyxx98dyiu2OB6Bp/Xx5M3TmTJZ8tBmVlDx/hxzjJmPvMp478dxebV21j65QoMu4HP66dxqwbc+/odTBn+Nj/NXha0qOnJ9fL24x+y9MuVGAHBtrMvOZOWnc7gnG4tOaW+WTCklGLo+Y+wbulf+apqv5i8gKatG3Nhr3b5xq1/eh1ccc4QnZsc1Gteh7bdz+a7D37gt+/+COn0zQ8JNE3DGevA71cMfPZmzuzYHIBHZ95LxqFMjh7MoEbdamQfzeHR7k+z6vvgBd3aTVLzPlOtCMJ2Fv8MJUrLFJFxwAGl1NMi8gCQpJQaccI+KUCKUmqFiMQDy4EeSqnIVThYaZkVHaUUN9a7g/TtYXLzI5BQNZ6P0qfm27ZlzXYGnTUin4MGs/py2l8vcmR/Br/M/RVXnJPz/92GpBpVQo49Y/ynvDVqRkQZX2esg0ET+9Hi/GZsXr2VWo1OoUGLegD8tWIjwzo8kq/03xFjp2pqsllte1w83RnjYNiUgVx0ffu8benb99O3yZCQcfem5zbmxZ+ezLfN6/HSv9lQ9mzdl5dLr9t0atSpxtQ1EzBsBkopVn6zmk8mfs6yeb+F7CPQusu/6PNYL+o3r53XOD0c29btYEibB8nNzsXr9qHpGjaHjafnPsTp7U+LeKzFyeVkaul0B6YFHk8Depy4g1Jql1JqReDxUWANUKuE72tRATiy/ygHw8XBC4gCxCQEN56pd1ptbh59HXanDZvDwO60YXfauPOFW6hWqyoNz6hHz+HduXLQpWGdPcCcSV9FdPYAOZm5vHzXVDav3kr7q87Nc/YAjVs1ZMzsB6jTtBaiCc5YB90GdGbv1n1BTjwnK5cXB79G5pGsvG1ZR7LCVrBmHMoM2mbYDCb++AQdr21rCrRpgsNl57wrz86b0YsIrTq1YNDEfiFbSDpjHZx3ZWvSzj61QGcPUCetFlNWPUf3wV1p3i6Nrv0vYtLysVFx9os+/Ik+TYZwqa0nNzUcxIJ3Fv3jNpQXShrDr6mU2gWmYxeRGpF2FpH6QEvg5wj73AbcBlC3bulrhluYKO9mU1dfSzQbq5cgBl9cXHHOsAuXdqcdEUIKZDliHPQY0jXkcT3v706Ha9rww6ylaLrG+de0wbDpTH9sJn/8sJbcbDdxibGc3eVfXHJzR1xxwReOnEI2Uc/NcvPWqBm0v+rcoNdaXtSCqX9OwOP2YNgM9u86yOeTF4QcJ+NgJsM7j+aln59GRKjdJBWbwxYUl7fZDdp1bx1yjMTqVYhLisGw6XjdXrKOZDNn0jyWfLac/64cnxdmSWlQk4tuOJ9v3/8hLyPK5jBIqplI55uK1jWqeu2qDHymT5GOKW2+/2gJ4/q+lPd3sntzOhNufxXlV1YaZggKDOmIyALM+PuJPARMU0olHrfvQaVUyC7dIhIHLASeUEp9XBjjrJBO6WPKMoyC7I8xdfM1wECSpyG28FoiKvdnVOYr4N0CthZI3F2IreRpdn2aDGbnhj1B23VD46m5D/PFlAX8/PkK3Dlu7C47XrePTjeez7DJtxcqRrz5j20Mbf8wudnufGEMu9NOUs0qvLJsbFDD6ucGTGLetIUFSvQCxCbGMuvAmwBsWrWFj57/jO1/7eLMjs3pMaQrSTUTAXOBuGfqbWEze5xxTp764sG8GfIPs5byVO+JeHK9+H1+HC47VaonMGn5uJANtvduTadv2t1BC9+OGAe3j7+JK+64NG+b3+/nqze+5dOX55KdkcP515xLz+E98kkZlxf6NhnCjg27g7ZXq53Me1tfjYJF0adElbZKqc4RBt4jIimB2X0KsDfMfjbgI+Cdwjp7i5NE7jzImUVexWzgeq8O3g7VFyIS7ET92V/B4fvJ0+HJ3Y1yL4Lk9xBbM5RvD6AQPdS8IDLOEIumYGaP+H1+HnrPlFzY8uc29mzZR4MWdaleu2qhx59w+6tkHs4K2u7OcXNg10HeferjoFlq3zG9WPrlSjIOZYa8wzieeqeZ0clf5q5k9L+fyXPQ65dt5LPJ85m0fBw16lRD0zQGTezH071fCJkZo/yKLX9uz3P47Xqcw4s/PcknL37Jni3pnHXxmVw2oFPYqtK1SzdgsxtBDj83K5dl83/L5/A1TaNr/0507d8p4rmVB8JJXO/bfgC/328tHJ9AST+N2cCx/5Y+wKcn7iBmTtbrwBql1HMlfD+LEqKy3g/W1AFQR8H7R/BmpeDoGP4WXQPwg8pGHXkM/77LUemdUemd8ad3Q3nWF8meOmmhl3OUgrW/bMh7Xq9ZHc7p2rJIzt7n8/HnkvD2eNxefvg4WPQs+ZQkXv9zAv2fvIH2V59LjbrVwo4xYNxNKKV4bsB/yc1y5zlzT66HjIOZvPnI+3n7XtizHVcMuiSkE9I0oU7T/J9Fgxb1uGfyQMZ+9QjX3Xclrvjg8NPfNieGlDrQDT2fmFhFI9x3UzU1yXL2ISjpJ/I0cLGI/AVcHHiOiKSKyBeBfdoBNwEXicivgZ9uJXxfi+KiwlWyaiGkFzCbn/sPBm8H8KwA71+Ydwtu8G1AHbgB5c8otDnN26aFfe2vZRsLPU4oNE3LS38MhzMu9NpFbEIMV911GSM/vI9HZtyDIyZ/QxbRhJ4junN6u6bs33mAI/uDe6L6fX6Wz/st37Z+j/UiLjk2X4WrYTdIbXQKLc4PveC5cMaP3Fj/Di41enJdyq3MnvRVkHNv3q4pSackBun1GHadKwZeEv4DKOfc8sT1Qd+NI8ZOn9E9o2RR2aZEDl8ptV8p1Ukp1Tjw+0Bg+06lVLfA48VKKVFKnaGU+lfg54vII1ucNJxXENyUHUACGvknbo4hfB/aECWsymuKrhWStNanYncFd7fSDZ3URkULER09mMG7T37EPRc8ytg+L7Jh5SYu7NUemyN05NIR46D7naEXf4+n6TmNGf/1KM68sDlxibE0aFGXRz64h1uf6g2YmjPhZBbikvKHYGKrxPLSkqc4q/MZgVRGgwt6tuWZb0aFLFD6YdZSxt/yMnu37gPg4J7DTLl/Op++9GW+/USE8V+PpFHL+tidNpxxTqpUS+CRD+4JexdVEbigZzuGTR5IjTrmTL9qahJ3vnBLhQhXnQwseeRKhlJu1IG+ZuGUyuJYY3FJnIg4Lwx5jP/IGMiaSf6wjkG4RuoSNySfAmZkexQDzriH7et25VskdcY6mPz7s6Q0CC3udiKH0g8zsNVwju4/ijvHg2iC3Wnj7km38fmr89mwchPuXA/Kr9B0QTd0LujVjvteH1Qqt/4jrxrH0i9X5lsYdsY4uOP5vnQbEHoZ7Nj/XqRK1P7Nh7F1zfag7QlV4/hw79SQx+7Zkk52Rg51mqaaVcaVBKWUVdWLJY9scRwidkieDrnfonIXgVYNibkG0cPPAiX+AZTKhexZIAZmZ63LIOdzgnrUSgzYziyCPcL4BSN58oaJ/PHDWkQTEmsmMvzNOwvt7AHeHzuLw+lH8hyu8pt9aycNe5OZu19j06qtbF27A5/HazbkaN2IlIaFH78g7n/jTkb2GMe6XzZg2A3cuR663tqJrreGn2kWxjnt2RwyD4KMQ1nkZrtxxgSHpEoSsz96MIPcbDdVU5LKnfMsb/ZGA8vhV0JEdHB2RpxhE7BO2N+GVHkcFf8A+NNBTwEcKN9G8PzB3xr5DjAagb19hNGCSaqZyPivR3Jk/1FysnKpXrtqkf95f/5secjqUa/by7Z1O2nUsgGNWjYo0phFIS4xlme/G8329TvZu3UfDc6oF7G4q7CknHoKm1dvDdoenxyH47hQWPr2/Xz60pesX76Rxq0a0n1wl7wwR2E4uPcwT/d+gd8X/YmmCVVTk7j/jcFh1xUsyieWw7coNEEa98nTUJmvB3L6AVcPJLZ/yNTOwpBQNT5kjrnP6+OnOctYPu83kk5J5NK+FwbNYsP1vfV5fUFx9JNJ7Sap1G5Serrvtz59I2OufTZf5a8jxk6/x3vlXRQ3rd7K0PYP487x4HV7WfX9Gj777zwmLB6TrwI4HEophncezbZ1O/OkGXZt3MuD3Z5gyqrn8jR+LMo/Vt6SRbERcaDFDUKrvsD8iRtsNk4pRdy5Hu69YCRj+7zEZ6/O5/2nPqF/86H8/MWKfPtdM+wKnLH5wxu6TSetdSOqpRZf3C3anNutFQ+9P8yMxxsaNetV565XBnDZgIvz9nlpyOtkHcnOu8Pxur1kHc3mxcGvF+o91vz8F7s3pwf1tPW6fcx+JVLTG4vyhjXDtyjTzH39Gzb8uimvAMrj9oIbnr7pBWbufg3DZv4Jd/h3Gzb+tpkPn5uDzWHD6/FRt2ktHpl5bzTNLxXOu+Jszrsi5BocQNg2hKt/WFuohcz0rfvQQuzj9XjZGaKK1aL8Yjl8izLN1+8sClnt6vf5Wb98I83aNAHMBbt+j1/P1UMvY8PKTSSnJNHg9MqhxeSIsQdJIwM4XI5CrYU0PqshXk/w+ocjxs4ZHcPLbViUP6yQjkWZJlSOPphZOHZHcPvBKtUSOOviMyuNswfo2r8T9hNaMdqdNrr0vyjMEflJPfUU2l/dBsdxGT+GTSc+KY5L+4VO1bUon1gO36JMc/ltFwfF5sFcpD31X/X/eYPKIP2fvIFWnc/A7rITWyUGu9NGy04tGPD0jYUeY/i0O7nlieup1TiF5JQkut7aiVeWjSU2IeYkWm7xT2MVXlmUaZRSTBj4KgumL0I0DV0XDLvB+K9H0fCMgjNQKhM7Nuxi29qd1E5LpXbjlGibYxElIhVeWQ7folywbd0OVi1aQ0K1eM7p1ipkOMfCwsKqtLWoANRJq1WhNWEsLP4JrBi+hYWFRSXBcvgWFhYWlQTL4VtYWFhUEiyHb2FhYVFJsBy+hYWFRSWhTKdlikg6sKUUhqoG7CuFccoCFeVcrPMoe1SUc6ns51FPKRWyKUKZdvilhYgsC5eXWt6oKOdinUfZo6Kci3Ue4bFCOhYWFhaVBMvhW1hYWFQSKovDnxxtA0qRinIu1nmUPSrKuVjnEYZKEcO3sLCwsKg8M3wLCwuLSo/l8C0sLCwqCZXG4YvIGBH5XUR+FZF5IpIabZuKg4iMF5G1gXP5REQSo21TcRGRa0XkDxHxi0i5S6MTkS4isk5ENojIA9G2p7iIyFQR2Ssiq6NtS0kQkToi8q2IrAn8Xd0dbZuKg4g4RWSpiPwWOI/RpTZ2ZYnhi0iCUupI4PFdQDOl1MAom1VkROQS4BullFdExgIopUZE2axiISKnAX7gVeA+pVS5aX4gIjqwHrgY2A78AlyvlPozqoYVAxHpAGQAbymlTo+2PcVFRFKAFKXUChGJB5YDPcrbdyJmI+JYpVSGiNiAxcDdSqklJR270szwjzn7ALFAubzSKaXmKaWOdZxeAtSOpj0lQSm1Rim1Ltp2FJNzgA1KqY1KKTfwPtA9yjYVC6XUIuBAtO0oKUqpXUqpFYHHR4E1QLlroqBMMgJPbYGfUvFXlcbhA4jIEyKyDbgReDTa9pQCtwBfRtuISkotYNtxz7dTDp1LRUVE6gMtgZ+jbEqxEBFdRH4F9gLzlVKlch4VyuGLyAIRWR3ipzuAUuohpVQd4B1gcHStDU9B5xHY5yHAi3kuZZbCnEs5RUJsK5d3jRUNEYkDPgKGnnBnX25QSvmUUv/CvIM/R0RKJdRWoVocKqU6F3LXd4HPgZEn0ZxiU9B5iEgf4HKgkyrjizBF+E7KG9uBOsc9rw3sjJItFgECMe+PgHeUUh9H256SopQ6JCLfAV2AEi+qV6gZfiREpPFxT68E1kbLlpIgIl2AEcCVSqmsaNtTifkFaCwiDUTEDvQCZkfZpkpNYLHzdWCNUuq5aNtTXESk+rHsOxFxAZ0pJX9VmbJ0PgLSMLNCtgADlVI7omtV0RGRDYAD2B/YtKQ8ZhsBiMhVwItAdeAQ8KtS6tKoGlUERKQbMAHQgalKqSeia1HxEJH3gAsw5Xj3ACOVUq9H1ahiICLtge+BVZj/5wAPKqW+iJ5VRUdEzgCmYf5dacAMpdRjpTJ2ZXH4FhYWFpWdShPSsbCwsKjsWA7fwsLCopJgOXwLCwuLSoLl8C0sLCwqCZbDt7CwsKgkWA7fwsLCopJgOXwLCwuLSsL/AV9p2vGpe6K2AAAAAElFTkSuQmCC\n",
  467. "text/plain": [
  468. "<Figure size 432x288 with 1 Axes>"
  469. ]
  470. },
  471. "metadata": {
  472. "needs_background": "light"
  473. },
  474. "output_type": "display_data"
  475. },
  476. {
  477. "data": {
  478. "image/png": 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\n",
  479. "text/plain": [
  480. "<Figure size 432x288 with 1 Axes>"
  481. ]
  482. },
  483. "metadata": {
  484. "needs_background": "light"
  485. },
  486. "output_type": "display_data"
  487. },
  488. {
  489. "data": {
  490. "image/png": 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\n",
  491. "text/plain": [
  492. "<Figure size 432x288 with 1 Axes>"
  493. ]
  494. },
  495. "metadata": {
  496. "needs_background": "light"
  497. },
  498. "output_type": "display_data"
  499. },
  500. {
  501. "name": "stdout",
  502. "output_type": "stream",
  503. "text": [
  504. "Mesures : [0.291, 0.248, 0.201, 0.202, 0.182, 0.179, 0.173, 0.152, 0.149, 0.143, 0.096, 0.103, 0.113, -0.013, -0.012, -0.001, -0.002, -0.007]\n",
  505. "Temps : [0.005, 0.005, 0.005, 0.005, 0.006, 0.006, 0.006, 0.006, 0.005, 0.005, 0.006, 0.008, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005]\n",
  506. "Clusters : 2\n"
  507. ]
  508. },
  509. {
  510. "data": {
  511. "image/png": 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\n",
  512. "text/plain": [
  513. "<Figure size 432x288 with 2 Axes>"
  514. ]
  515. },
  516. "metadata": {
  517. "needs_background": "light"
  518. },
  519. "output_type": "display_data"
  520. },
  521. {
  522. "data": {
  523. "image/png": 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\n",
  524. "text/plain": [
  525. "<Figure size 432x288 with 1 Axes>"
  526. ]
  527. },
  528. "metadata": {
  529. "needs_background": "light"
  530. },
  531. "output_type": "display_data"
  532. }
  533. ],
  534. "source": [
  535. "# Charge le jeu de donnée : long1\n",
  536. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n",
  537. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  538. "liste = []\n",
  539. "for i in range(0, len(data)-1):\n",
  540. " liste += [[data[i][0],data[i][1]]]\n",
  541. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  542. "npliste = np.array([x for x in liste])\n",
  543. "\n",
  544. "# Calcul les clusters pour le nombre attendus de cluster\n",
  545. "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  546. "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  547. "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  548. "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  549. "\n",
  550. "\n",
  551. "# Affiche le résultat de la clusterisation\n",
  552. "plt.figure()\n",
  553. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  554. "plt.title(\"2 clusters in long1 mode : ward\")\n",
  555. "plt.show()\n",
  556. "\n",
  557. "plt.figure()\n",
  558. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  559. "plt.title(\"2 clusters in long1 mode : complete\")\n",
  560. "plt.show()\n",
  561. "\n",
  562. "plt.figure()\n",
  563. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  564. "plt.title(\"2 clusters in long1 mode : average\")\n",
  565. "plt.show()\n",
  566. "\n",
  567. "plt.figure()\n",
  568. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  569. "plt.title(\"2 clusters in long1 mode : single\")\n",
  570. "plt.show()\n",
  571. "\n",
  572. "metricsandclusterisationof(\"long1\")"
  573. ]
  574. },
  575. {
  576. "cell_type": "code",
  577. "execution_count": 60,
  578. "id": "124f3f72",
  579. "metadata": {},
  580. "outputs": [
  581. {
  582. "data": {
  583. "image/png": 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\n",
  584. "text/plain": [
  585. "<Figure size 432x288 with 1 Axes>"
  586. ]
  587. },
  588. "metadata": {
  589. "needs_background": "light"
  590. },
  591. "output_type": "display_data"
  592. },
  593. {
  594. "data": {
  595. "image/png": 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\n",
  596. "text/plain": [
  597. "<Figure size 432x288 with 1 Axes>"
  598. ]
  599. },
  600. "metadata": {
  601. "needs_background": "light"
  602. },
  603. "output_type": "display_data"
  604. },
  605. {
  606. "data": {
  607. "image/png": 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\n",
  608. "text/plain": [
  609. "<Figure size 432x288 with 1 Axes>"
  610. ]
  611. },
  612. "metadata": {
  613. "needs_background": "light"
  614. },
  615. "output_type": "display_data"
  616. },
  617. {
  618. "data": {
  619. "image/png": 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\n",
  620. "text/plain": [
  621. "<Figure size 432x288 with 1 Axes>"
  622. ]
  623. },
  624. "metadata": {
  625. "needs_background": "light"
  626. },
  627. "output_type": "display_data"
  628. },
  629. {
  630. "name": "stdout",
  631. "output_type": "stream",
  632. "text": [
  633. "Mesures : [0.367, 0.074, 0.008, -0.106, -0.109, -0.211, -0.214, -0.221, -0.222, -0.234, -0.412, -0.455, -0.53, -0.569, -0.569, -0.571, -0.571, -0.571]\n",
  634. "Temps : [0.073, 0.073, 0.076, 0.074, 0.076, 0.076, 0.074, 0.076, 0.072, 0.076, 0.079, 0.071, 0.073, 0.071, 0.077, 0.076, 0.071, 0.071]\n",
  635. "Clusters : 2\n"
  636. ]
  637. },
  638. {
  639. "data": {
  640. "image/png": 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d2gxsxecENclddt4At1x+LgN9vQgY6OvllsvPLfVfxmXsrFJkTvjWKW7is9I1SzayZN7MY5qkoPy1wk7qxmZgKwfXoKzrdGOtsJO6sRnYysE1KOtK3VYr7KQy9k617pArQUm6BLiNZMn3OyNiqOa40uMLSJZ8vzoiNkmaCXw2U/Rs4OaIuDX93PuBG4BDwAMR8XvjuxwzmwhO+NYJDROUpB7gE8DFwHZgo6Q1EfFopth8YEb6mgPcAcyJiK3ArMx5hoH70+23AAuBN0TEDyW9qlUXZWZm5ZenBnUBsC0ingSQdC9JYskmqIXA3RERwAZJfZJOj4idmTIXAU9ExNPp9m8CQxHxQ4CIeHac1zIuHohoZlYseRLUAPBMZns7SS2pUZkBIJugFgH3ZLZfB/yspI8CPwB+NyI21n65pMXAYoD+/n4qlUqOkJuze+Qgw8+NsGh6wHSAvQw/9iCrv/Uofb1Tjiu/b9++CYljIpUt5rLFa2atlydBqc6+aKaMpKnApcCymu9+OXAh8NPAfZLOTmthL5wkYiWwEmD27NkxODiYI+TmzB1az/DunuP2D/T18K9Lj/++SqXCRMTRrGZqfUWJOa+yxWtmrZcnQW0nrVekzgB2NFlmPrApInbVfGZVmpD+n6QjwGnAt3PG3jJlHIjo6WfMrNvlGQe1EZgh6ay0JrQIWFNTZg1wpRIXAntqnj9dwbHNewCrgbcCSHodMBX4TvOXMH5lnHnA08+YWbdrmKAi4hBJV/B1wGPAfRHxiKTrJF2XFlsLPAlsAz4JvK/6eUknk/QAXFVz6ruAsyV9DbgXuKq2ea9d2j0QsRVLQZSx1mdm1oxc46AiYi1JEsruW5F5H8D1o3x2P3Bqnf0HgF9pJtiJ0s6BiK1qmvP0M1Y07glrreaZJFLtGojYqqUgPN+cFYmfidpE8Fx8bdaqpjnPN9fdJF0iaaukbZKW1jkuSbenxx+WdH4n4qzyM1GbCK5BtVkrm+Y8/Ux3Gs/sLe2OtcrPRG0iuAbVZp4Z2nI4OntL+qy2OntL1tHZWyJiA9An6fR2B1pVxp6wVnyuQbWZZ4a2HFo1e0tbZmIBWPJThxl+7jBHMh1xT5IYePnhut9ZtplCHG9nOEF1gJvmrIFxz95ydEcbZmKp8swmxVG2eEfjBGVWPK2YvaXt/IeXtZqfQZkVTytmbzErPdegzAomIg5Jqs7e0gPcVZ29JT2+gmTg/AKS2Vv2A9d0Kl6zieIEZVZA45m9xaxbuInPzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKyQnKzMwKKVeCOtG1aSTNlPRQ5vW8pBvTYx+WNJw5tqClV2ZmZqXWcKDueNamiYitwKzMeYaB+zOf+3hE/EkLrsPMzLpMnhpUq9amuQh4IiKeHnfUZmbW9fJMddSqtWkWAffUfO4GSVcCXwU+EBHP1X55u9azaUYZ11opW8xli9fMWi9Pghr32jTpjMyXAssyx+8APpKW+wjwMeC9x52kjevZ5FXGtVbKFnPZ4jWz1svTxNeKtWnmA5siYld1R0TsiojDEXEE+CRJU6KZmRmQL0G1Ym2aK6hp3qt5RvUO4GtNR29mZl2rYRPfeNemkXQySQ/Aa2tO/ceSZpE08T1V57iZmU1iudaDGs/aNBGxHzi1zv5fbSpSMyu91ZuHWb5uK4um7+WmofUsmTfTy8TbqLxgoZm1xerNwyxbtYWRg4dhOgzvHmHZqi0AR5NUNYHt2D3CtL5eJ7BJzlMdmVlbLF+3NUlOGSMHD7N83VbghQQ2vHuE4IUEtnrzcAeitSJwgjKzttixe2TM/Y0SmE0+TlBm1hbT+nrH3N8ogdnk4wRlZm2xZN5Meqf0HLOvd0oPS+bNBBonMJt8nKDMrC0uO2+AWy4/l4E04Qz09XLL5ece7QTRKIHZ5ONefGbWNpedN8Bl5w1QqVR4/3sGjzsGuBefHeUEZWaFUU1gZuAmPjMzKygnqCas3jzM3KH1bBnew9yh9R6fYWY2gdzEl1OeUfCt/j63xZvZZOYaVE7tHEToEfVmZk5QubVzEKFH1JuZOUHl1s5BhB5Rb2bmBJVbOwcRekS9mZkTVG6NRsG3kkfUm5m5F19TxhoF3+rvAY+oN7PJLVeCknQJcBvJku93RsRQzXGlxxeQLPl+dURskjQT+Gym6NnAzRFxa+azvwssB14ZEd8Zx7V0FY+oN7PJrmGCktQDfAK4GNgObJS0JiIezRSbD8xIX3OAO4A5EbEVmJU5zzBwf+bc09PzfrMVF2NmZt0jzzOoC4BtEfFkRBwA7gUW1pRZCNwdiQ1An6TTa8pcBDwREU9n9n0c+D0gTix8MzPrVnma+AaAZzLb20lqSY3KDAA7M/sWAfdUNyRdCgxHxH8kLYT1SVoMLAbo7++nUqnkCHli7du3rxBxNKNsMZct3laR9AqSZvEzgaeAd0XEczVlpgN3A68GjgArI+K29kZqNvHyJKh62aO2xjNmGUlTgUuBZen2ycBNwM83+vKIWAmsBJg9e3YMDg7mCHliVSoVihBHM8oWc9nibaGlwJcjYkjS0nT7gzVlDgEfSJ/zvhR4UNIXa5rdzUovTxPfdmB6ZvsMYEeTZeYDmyJiV7r9Y8BZwH9Ieiotv0nSq/OHbtaVFgKfTt9/GristkBE7IyITen7vcBjJC0WZl0lTw1qIzBD0lkknRwWAe+uKbMGuEHSvSTNf3siItu8dwWZ5r2I2AK8qrqdJqnZ7sVnRn/13omInZJeNVZhSWcC5wFfGeV44ZrIYXxNuLtHDrJrzw84cPgIU3tOov+UF9PXO6XpMu2KtxPKFu9oGiaoiDgk6QZgHUk387si4hFJ16XHVwBrSbqYbyPpZn5N9fNpc97FwLWtD9+sfCR9ieT5Ua2bmjzPjwB/B9wYEc/XK1PEJnI48Sbc1ZuHWfblLYwcPIlqA1DvlMPccvk5R4dl5CnTrng7pWzxjibXOKiIWEuShLL7VmTeB3D9KJ/dD5za4Pxn5onDrBtExNtGOyZpl6TT09rT6cCzo5SbQpKcPhMRqyYo1MIZayLl7AD3RmUg35I21TKLpu/lpqH1HjDfZp7qyKxY1gBXpe+vAj5XWyAdGP8XwGMR8b/aGFvH5ZlIOU+ZPEvaZMswShmbWE5QZsUyBFws6XGSpvEhAEnTJFVbMeYCvwq8VdJD6WtBZ8JtrzwTKecpk2dJGy9703mei8+sQCLiuySD2mv37yB5zktE/Av1h3Z0vSXzZr6wsnWqdiLlPGVaVRMDr349kZygzKw08kyknKfMtL7eo013WbU1sUZlqs2A1WRYbQbMxmEnzgnKzEolz0TKjcq0qiaWt0OGnRgnKDObdJqticFeBuqU8erXE8sJyswmpWZqYqOtAZenGdBO3KToxbd68zBzh9Zz1tIHmDu03t1EzawlvPr1xOr6GpQfYprZRPHq1xOr6xOUH2Ka2UTy6tcTp+ub+PwQ08ysnLo+QeUZVW5mZsXT9QnKDzHNzMqp659B+SGmmVk5dUWCajQXlh9impmVT+kTlLuRm5l1p9I/g/KU+GZm3SlXgpJ0iaStkrZJWlrnuCTdnh5/WNL56f6ZmfVqHpL0vKQb02MfScs+JOkLkqadyAW4G7mZWXdqmKAk9QCfAOYD5wBXSDqnpth8YEb6WgzcARARWyNiVkTMAt4I7AfuTz+zPCLekB77PHDziVyAu5GXh6ecMrNm5KlBXQBsi4gnI+IAcC+wsKbMQuDuSGwA+iSdXlPmIuCJiHgaICKezxx7CRAncgHuRl4OeZbYNjPLytNJYgB4JrO9HZiTo8wAsDOzbxFwT/ZDkj4KXAnsAd5S78slLSapldHf30+lUjnmeB9wy5t62LXnIAcOH2Fqz0n0nzKVvj2PU6k8nuPymrdv377j4ii6Tse861t7ed+PH6nZe4hdWzdR2XP876nT8ZpZ5+VJUPWWlq6t7YxZRtJU4FJg2TEFIm4CbpK0DLgB+NBxJ4lYCawEmD17dgwODuYIeWJVKhWKEEczOh3zNUsfIOpU2AV8Y2jwuP2djtfMOi9PE992YHpm+wxgR5Nl5gObImLXKN/xN8B/zRGLlZSfFZpZs/IkqI3ADElnpTWhRcCamjJrgCvT3nwXAnsiItu8dwXHN+/NyGxeCny96eitNPys0Mya1bCJLyIOSboBWAf0AHdFxCOSrkuPrwDWAguAbSQ99a6pfl7SycDFwLU1px6SNBM4AjwNXDf+y7Gi8pRTZtasXDNJRMRakiSU3bci8z6A60f57H7g1Dr73aQ3yXjKKTNrRulnkjAzs+7kBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVmZoXkBGVWIJJeIemLkh5P//vyMcr2SNos6fPtjNGsXZygzIplKfDliJgBfDndHs1vA4+1JSqzDnCCMiuWhcCn0/efBi6rV0jSGcAvAHe2Jyyz9su1YKGZtU1/ROwEiIidkl41Srlbgd8DXjrWySQtBhYD9Pf3U6lUWhfpOOzbt68wseQx3nh3jxxk154fcODwEab2nET/KS+mr3dK6wKsUbaf72hyJShJlwC3kSz5fmdEDNUcV3p8AcmS71dHxKZ0SffPZoqeDdwcEbdKWg78InAAeAK4JiJ2j/N6zApP0peAV9c5dFPOz78deDYiHpQ0OFbZiFgJrASYPXt2DA6OWbxtKpUKRYklj/HEu3rzMMu+vIWRgydRbbTqnXKYWy4/Z8JWmC7bz3c0DZv4JPUAnwDmA+cAV0g6p6bYfGBG+loM3AEQEVsjYlZEzALeSJK87k8/80Xg9RHxBuA/gWXjvhqzEoiIt0XE6+u8PgfsknQ6QPrfZ+ucYi5wqaSngHuBt0r667ZdgDVl+bqtjBw8fMy+kYOHWb5ua4ciKo88z6AuALZFxJMRcYDkhlhYU2YhcHckNgB91Zss4yLgiYh4GiAivhARh9JjG4AzTvgqbFSrNw8zd2g9W4b3MHdoPas3D3c6JBvbGuCq9P1VwOdqC0TEsog4IyLOBBYB6yPiV9oXojVjx+6RpvbbC/I08Q0Az2S2twNzcpQZAHZm9i0C7hnlO97LsU2BRxWxDb0s7bu7Rw4y/NwIi6YH/b2waPpehh97kNXfenRC279boSw/4wkwBNwn6deAbwLvBJA0jaR5fUEng7PmTevrZbhOMprW19uBaMolT4JSnX3RTBlJU4FLqdOMJ+km4BDwmXpfXsQ29LK0784dWs/w7h4APnDuIT62Jfl1D/T18K9LBzsYWWNl+Rm3WkR8l6S1oXb/DpJnvLX7K0BlwgOzE7Zk3kyWrdpyTDNf75Qelsyb2cGoyiFPgtoOTM9snwHsaLLMfGBTROzKfkjSVcDbgYsiojbp2Ti5acGs86odIZav28qO3SNM6+tlybyZE9ZBopvkSVAbgRmSzgKGSZrq3l1TZg1wg6R7SZr/9lS7yqauoKZ5L+0Z+EHgzRGx/wTjtzG4acGsGC47b8AJ6QQ07CSRdmS4AVhHMmr9voh4RNJ1kq5Li60FngS2AZ8E3lf9vKSTgYuBVTWn/jOSMRxflPSQpBXjvRg71pJ5M+md0nPMPjctmFlZ5BoHFRFrSZJQdt+KzPsArh/ls/uBU+vsf21TkVrTsk0LsJcBNy2YWYl4JokuV21aqFQqvP89g50Ox8xGsXrzsJ9T1XCCMjPrsNWbh4/p6Te8e4Rlq7YATOok5clizcw6zLNN1OcEZWbWYR4SUp8TlJlZh4029GOyDwlxgjIz6zAPCanPnSTMzDrMs03U5wRlZlYAnm3ieE5QZmPw2BSzznGCMhuFx6aYdZY7SZiNwmNTzDrLCcpsFB6bYtZZbuKzlujGZzVersSss1yDsnGrPqsZ3j1C8MKzmtWbhzsd2rh4bIpZZ7kGZeM21rOaIteiGtX6PDbFrLOcoGzcyvisJm8PPY9NMescN/HZuJVxHjH30DMrvlwJStIlkrZK2iZpaZ3jknR7evxhSeen+2emy7lXX89LujE99k5Jj0g6Iml2S6/K2qqMz2rKWOszW715mLlD6zlr6QPMHVpf+ue8jTRs4pPUA3wCuBjYDmyUtCYiHs0Umw/MSF9zgDuAORGxFZiVOc8wcH/6ma8BlwP/uyVXYh1Txmc17qFnZTMZB47neQZ1AbAtIp4EkHQvsBDIJqiFwN0REcAGSX2STo+InZkyFwFPRMTTABHxWHq+FlyGdVrZntUsmTfzmJsdil/rs8mtrJ2RxiNPghoAnslsbyepJTUqMwBkE9Qi4J5mA5S0GFgM0N/fT6VSafYULbdv375CxNGMssU80fH2Abe8qYddew5y4PARpvacRP8pU+nb8ziVyuMT9r1mJ2oyNkvnSVD1qjjRTBlJU4FLgWX5Q0tPErESWAkwe/bsGBwcbPYULVepVChCHM0oW8xli9dsok3GZuk8nSS2A9Mz22cAO5osMx/YFBG7TiRIM7PJroydkcYrT4LaCMyQdFZaE1oErKkpswa4Mu3NdyGwp+b50xWcQPOemZklLjtvgFsuP5eBvl4EDPT1csvl53bt8yfI0cQXEYck3QCsA3qAuyLiEUnXpcdXAGuBBcA2YD9wTfXzkk4m6QF4bfa8kt4B/CnwSuABSQ9FxLyWXJWZWRcqW2ek8co1k0RErCVJQtl9KzLvA7h+lM/uB06ts/9+XuhybmZmdgxPdWSFUp0fb9H0vdw0tL7w46nMiiTP/ZNn5YF2lhmLE5QVxjEDEadPjoGIZq2S5/7JM9i3nWUa8Vx8VhieH8/sxOW5f4pWphEnKCuMyTgQ0axV8tw/RSvTiBOUFUYZZ0U3K4o890/RyjTiBGWFMRkHIpq1Sp77p2hlGnEnCSuM7KzosJeBEsyK3mqSXgF8FjgTeAp4V0Q8V6dcH3An8HqSacXeGxH/3rZArXDy3D95Vh5oZ5lGnKCsUKoDESuVCu9/z2Cnw+mEpcCXI2IoXXttKfDBOuVuA/4hIn4pneHl5HYGacWU5/7JM9i3nWXG4iY+s2JZCHw6ff9p4LLaApJeBvwc8BcAEXEgIna3KT6ztnGCMiuW/uo8lul/X1WnzNnAt4G/lLRZ0p2SXtLOIM3awU18Zm0m6UvAq+scuinnKV4EnA+8PyK+Iuk2kqbA36/zXYVbTw28PtlEK1u8o3GCMmuziHjbaMck7aquRi3pdODZOsW2A9sj4ivp9t+SJKh631W49dSgfOt9Od7OcBOfWbGsAa5K318FfK62QER8C3hGUrW/7kXAo+0Jz6x9nKDMimUIuFjS4yTL1AwBSJomKbuiwPuBz0h6GJgF/GG7AzWbaEpWyigHSd8Gnu50HMBpwHc6HUSTyhZzmeJ9TUS8stNBNFKg+wfK9fsFxzvR6t5DpUpQRSHpqxExu9NxNKNsMZctXmtO2X6/jrcz3MRnZmaF5ARlZmaF5AR1YlZ2OoATULaYyxavNadsv1/H2wF+BmVmZoXkGpSZmRWSE5SZmRWSE1STJD0laYukhyR9tdPx1JJ0l6RnJX0ts+8Vkr4o6fH0vy/vZIy1Ron5w5KG05/zQ5IWdDJGa42i3z9Qvnuom+8fJ6gT85aImFXQcQafAi6p2VddY2gG8GVGmbetgz7F8TEDfDz9Oc+KiLV1jls5Ffn+gfLdQ5+iS+8fJ6guExH/BHyvZnfDNYY6aZSYzTqibPdQN98/TlDNC+ALkh5MlzIogzxrDBXRDZIeTpswCtOkYuNSxvsHynkPlf7+cYJq3tyIOB+YD1wv6ec6HVCXugP4MZKJUHcCH+toNNYqvn/aoyvuHyeoJkXEjvS/zwL3Axd0NqJcdqVrCzHGGkOFEhG7IuJwRBwBPkk5fs7WQEnvHyjZPdQt948TVBMkvUTSS6vvgZ8Hvjb2pwqh4RpDRVP9n0HqHZTj52xjKPH9AyW7h7rl/vFMEk2QdDbJX32QrEb8NxHx0Q6GdBxJ9wCDJNPt7wI+BKwG7gN+FPgm8M6IKMxD1VFiHiRpngjgKeDa6jMAK6cy3D9Qvnuom+8fJygzMyskN/GZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkh/X88tC28yjTz5QAAAABJRU5ErkJggg==\n",
  641. "text/plain": [
  642. "<Figure size 432x288 with 2 Axes>"
  643. ]
  644. },
  645. "metadata": {
  646. "needs_background": "light"
  647. },
  648. "output_type": "display_data"
  649. },
  650. {
  651. "data": {
  652. "image/png": 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\n",
  653. "text/plain": [
  654. "<Figure size 432x288 with 1 Axes>"
  655. ]
  656. },
  657. "metadata": {
  658. "needs_background": "light"
  659. },
  660. "output_type": "display_data"
  661. }
  662. ],
  663. "source": [
  664. "# Charge le jeu de donnée : banana\n",
  665. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n",
  666. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  667. "liste = []\n",
  668. "for i in range(0, len(data)-1):\n",
  669. " liste += [[data[i][0],data[i][1]]]\n",
  670. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  671. "npliste = np.array([x for x in liste])\n",
  672. "\n",
  673. "# Calcul les clusters pour le nombre attendus de cluster\n",
  674. "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  675. "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  676. "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  677. "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  678. "\n",
  679. "\n",
  680. "# Affiche le résultat de la clusterisation\n",
  681. "plt.figure()\n",
  682. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  683. "plt.title(\"2 clusters in banana mode : ward\")\n",
  684. "plt.show()\n",
  685. "\n",
  686. "plt.figure()\n",
  687. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  688. "plt.title(\"2 clusters in banana mode : complete\")\n",
  689. "plt.show()\n",
  690. "\n",
  691. "plt.figure()\n",
  692. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  693. "plt.title(\"2 clusters in banana mode : average\")\n",
  694. "plt.show()\n",
  695. "\n",
  696. "plt.figure()\n",
  697. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  698. "plt.title(\"2 clusters in banana mode : single\")\n",
  699. "plt.show()\n",
  700. "\n",
  701. "metricsandclusterisationof(\"banana\")"
  702. ]
  703. },
  704. {
  705. "cell_type": "code",
  706. "execution_count": 61,
  707. "id": "d8f1c382",
  708. "metadata": {},
  709. "outputs": [
  710. {
  711. "data": {
  712. 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\n",
  713. "text/plain": [
  714. "<Figure size 432x288 with 1 Axes>"
  715. ]
  716. },
  717. "metadata": {
  718. "needs_background": "light"
  719. },
  720. "output_type": "display_data"
  721. },
  722. {
  723. "data": {
  724. "image/png": 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\n",
  725. "text/plain": [
  726. "<Figure size 432x288 with 1 Axes>"
  727. ]
  728. },
  729. "metadata": {
  730. "needs_background": "light"
  731. },
  732. "output_type": "display_data"
  733. },
  734. {
  735. "data": {
  736. "image/png": 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\n",
  737. "text/plain": [
  738. "<Figure size 432x288 with 1 Axes>"
  739. ]
  740. },
  741. "metadata": {
  742. "needs_background": "light"
  743. },
  744. "output_type": "display_data"
  745. },
  746. {
  747. "data": {
  748. "image/png": 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\n",
  749. "text/plain": [
  750. "<Figure size 432x288 with 1 Axes>"
  751. ]
  752. },
  753. "metadata": {
  754. "needs_background": "light"
  755. },
  756. "output_type": "display_data"
  757. },
  758. {
  759. "name": "stdout",
  760. "output_type": "stream",
  761. "text": [
  762. "Mesures : [0.135, -0.005, -0.243, -0.274, -0.272, -0.308, -0.311, -0.331, -0.358, -0.396, -0.441, -0.456, -0.462, -0.479, -0.493, -0.459, -0.455, -0.199]\n",
  763. "Temps : [0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001, 0.001]\n",
  764. "Clusters : 2\n"
  765. ]
  766. },
  767. {
  768. "data": {
  769. "image/png": 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\n",
  770. "text/plain": [
  771. "<Figure size 432x288 with 2 Axes>"
  772. ]
  773. },
  774. "metadata": {
  775. "needs_background": "light"
  776. },
  777. "output_type": "display_data"
  778. },
  779. {
  780. "data": {
  781. "image/png": 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\n",
  782. "text/plain": [
  783. "<Figure size 432x288 with 1 Axes>"
  784. ]
  785. },
  786. "metadata": {
  787. "needs_background": "light"
  788. },
  789. "output_type": "display_data"
  790. }
  791. ],
  792. "source": [
  793. "# Charge le jeu de donnée : blobs\n",
  794. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n",
  795. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  796. "liste = []\n",
  797. "for i in range(0, len(data)-1):\n",
  798. " liste += [[data[i][0],data[i][1]]]\n",
  799. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  800. "npliste = np.array([x for x in liste])\n",
  801. "\n",
  802. "# Calcul les clusters pour le nombre attendus de cluster\n",
  803. "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  804. "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  805. "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  806. "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  807. "\n",
  808. "\n",
  809. "# Affiche le résultat de la clusterisation\n",
  810. "plt.figure()\n",
  811. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  812. "plt.title(\"3 clusters in blobs mode : ward\")\n",
  813. "plt.show()\n",
  814. "\n",
  815. "plt.figure()\n",
  816. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  817. "plt.title(\"3 clusters in blobs mode : complete\")\n",
  818. "plt.show()\n",
  819. "\n",
  820. "plt.figure()\n",
  821. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  822. "plt.title(\"3 clusters in blobs mode : average\")\n",
  823. "plt.show()\n",
  824. "\n",
  825. "plt.figure()\n",
  826. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  827. "plt.title(\"3 clusters in blobs mode : single\")\n",
  828. "plt.show()\n",
  829. "\n",
  830. "metricsandclusterisationof(\"blobs\")"
  831. ]
  832. },
  833. {
  834. "cell_type": "code",
  835. "execution_count": null,
  836. "id": "b95ac57f",
  837. "metadata": {},
  838. "outputs": [],
  839. "source": []
  840. }
  841. ],
  842. "metadata": {
  843. "kernelspec": {
  844. "display_name": "Python 3",
  845. "language": "python",
  846. "name": "python3"
  847. },
  848. "language_info": {
  849. "codemirror_mode": {
  850. "name": "ipython",
  851. "version": 3
  852. },
  853. "file_extension": ".py",
  854. "mimetype": "text/x-python",
  855. "name": "python",
  856. "nbconvert_exporter": "python",
  857. "pygments_lexer": "ipython3",
  858. "version": "3.8.8"
  859. }
  860. },
  861. "nbformat": 4,
  862. "nbformat_minor": 5
  863. }