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3 agglo.ipynb 1.6MB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "id": "13b7eb33",
  7. "metadata": {},
  8. "outputs": [
  9. {
  10. "data": {
  11. 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\n",
  12. "text/plain": [
  13. "<Figure size 432x288 with 1 Axes>"
  14. ]
  15. },
  16. "metadata": {
  17. "needs_background": "light"
  18. },
  19. "output_type": "display_data"
  20. }
  21. ],
  22. "source": [
  23. "from sklearn.cluster import AgglomerativeClustering\n",
  24. "from scipy.io import arff\n",
  25. "import numpy as np\n",
  26. "import matplotlib.pyplot as plt\n",
  27. "\n",
  28. "### 2 Clustering aggloméré\n",
  29. "\n",
  30. "# Charge le jeu de donnée : 2sp2glob\n",
  31. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2sp2glob.arff','r'))[0]\n",
  32. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  33. "liste = []\n",
  34. "for i in range(0, len(data)-1):\n",
  35. " liste += [[data[i][0],data[i][1]]]\n",
  36. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  37. "npliste = np.array([x for x in liste])\n",
  38. "\n",
  39. "# Calcul les clusters pour le nombre attendus de cluster\n",
  40. "pred = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  41. "\n",
  42. "# Affiche le résultat de la clusterisation\n",
  43. "#plt.figure(figsize=(10, 10))\n",
  44. "plt.figure()\n",
  45. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  46. "plt.title(\"3 clusters in 2sp2glob\")\n",
  47. "plt.show()\n"
  48. ]
  49. },
  50. {
  51. "cell_type": "code",
  52. "execution_count": 2,
  53. "id": "e576f7bc",
  54. "metadata": {},
  55. "outputs": [
  56. {
  57. "data": {
  58. "image/png": 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\n",
  59. "text/plain": [
  60. "<Figure size 432x288 with 1 Axes>"
  61. ]
  62. },
  63. "metadata": {
  64. "needs_background": "light"
  65. },
  66. "output_type": "display_data"
  67. }
  68. ],
  69. "source": [
  70. "from sklearn.cluster import AgglomerativeClustering\n",
  71. "\n",
  72. "### 2 Clustering k-means (suite)\n",
  73. "\n",
  74. "# Charge le jeu de donnée : diamond9\n",
  75. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n",
  76. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  77. "liste = []\n",
  78. "for i in range(0, len(data)-1):\n",
  79. " liste += [[data[i][0],data[i][1]]]\n",
  80. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  81. "npliste = np.array([x for x in liste])\n",
  82. "\n",
  83. "# Calcul les clusters pour le nombre attendus de cluster\n",
  84. "pred = AgglomerativeClustering(n_clusters=9, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  85. "\n",
  86. "# Affiche le résultat de la clusterisation\n",
  87. "#plt.figure(figsize=(10, 10))\n",
  88. "plt.figure()\n",
  89. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  90. "plt.title(\"9 clusters in diamond9\")\n",
  91. "plt.show()\n"
  92. ]
  93. },
  94. {
  95. "cell_type": "code",
  96. "execution_count": 3,
  97. "id": "a9fddea2",
  98. "metadata": {},
  99. "outputs": [
  100. {
  101. "name": "stdout",
  102. "output_type": "stream",
  103. "text": [
  104. "Mesures : [0.352, 0.382, 0.387, 0.408, 0.411, 0.446, 0.494, 0.548, 0.517, 0.489, 0.456]\n",
  105. "Temps : [0.199, 0.185, 0.198, 0.18, 0.194, 0.177, 0.178, 0.189, 0.184, 0.209, 0.205]\n",
  106. "Clusters : 9\n"
  107. ]
  108. },
  109. {
  110. "data": {
  111. "image/png": 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\n",
  112. "text/plain": [
  113. "<Figure size 432x288 with 2 Axes>"
  114. ]
  115. },
  116. "metadata": {
  117. "needs_background": "light"
  118. },
  119. "output_type": "display_data"
  120. },
  121. {
  122. "data": {
  123. "image/png": 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\n",
  124. "text/plain": [
  125. "<Figure size 432x288 with 1 Axes>"
  126. ]
  127. },
  128. "metadata": {
  129. "needs_background": "light"
  130. },
  131. "output_type": "display_data"
  132. }
  133. ],
  134. "source": [
  135. "from sklearn.cluster import AgglomerativeClustering\n",
  136. "from sklearn import metrics\n",
  137. "from sklearn.metrics import pairwise_distances\n",
  138. "from sklearn import datasets\n",
  139. "import time\n",
  140. "\n",
  141. "### 2 Clustering aggloméré (metrics)\n",
  142. "\n",
  143. "### Charge le jeu de donnée : diamond9\n",
  144. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/diamond9.arff','r'))[0]\n",
  145. "### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  146. "liste = []\n",
  147. "for i in range(0, len(data)-1):\n",
  148. " liste += [[data[i][0],data[i][1]]]\n",
  149. "### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  150. "npliste = np.array([x for x in liste])\n",
  151. "\n",
  152. "### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
  153. "temps = []\n",
  154. "mesures = []\n",
  155. "nb_clusters = range(2, 13)\n",
  156. "for i in nb_clusters:\n",
  157. " t1 = time.time()\n",
  158. " ### Appel de la méthode de clusterization\n",
  159. " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='ward',connectivity=None).fit(npliste)\n",
  160. " t2 = time.time()\n",
  161. " labels = model.labels_\n",
  162. " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
  163. " temps += [t2-t1]\n",
  164. " mesures += [mesure]\n",
  165. "\n",
  166. "print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
  167. "print(\"Temps :\",[round(num, 3) for num in temps])\n",
  168. "\n",
  169. "### Trouve le nombre de cluster maximisant Silhouette-Score\n",
  170. "nb_cluster_max_score = mesures.index(max(mesures))+2\n",
  171. "print(\"Clusters : \",nb_cluster_max_score)\n",
  172. "\n",
  173. "### Affiche les résultats \n",
  174. "### Graphes des metrics\n",
  175. "fig, figs = plt.subplots(nrows=1, ncols=2)\n",
  176. "figs[0].scatter(nb_clusters, temps)\n",
  177. "figs[0].grid()\n",
  178. "figs[0].title.set_text('Temps')\n",
  179. "figs[1].scatter(nb_clusters, mesures)\n",
  180. "figs[1].grid()\n",
  181. "figs[1].title.set_text('Mesures')\n",
  182. "fig.tight_layout()\n",
  183. "\n",
  184. "### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  185. "### Appel de la méthode de clusterization\n",
  186. "pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  187. "### Affiche la clusterisations\n",
  188. "#plt.figure(figsize=(10, 10))\n",
  189. "plt.figure()\n",
  190. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  191. "plt.title(\"Clusters in diamond9\")\n",
  192. "plt.show()\n"
  193. ]
  194. },
  195. {
  196. "cell_type": "code",
  197. "execution_count": 5,
  198. "id": "d75ca794",
  199. "metadata": {},
  200. "outputs": [],
  201. "source": [
  202. "from sklearn.cluster import AgglomerativeClustering\n",
  203. "from sklearn import metrics\n",
  204. "from sklearn.metrics import pairwise_distances\n",
  205. "from sklearn import datasets\n",
  206. "import time\n",
  207. "import os\n",
  208. "\n",
  209. "### 2 Clustering aggloméré (metrics)\n",
  210. "\n",
  211. "def metricsandclusterisationof(name):\n",
  212. " path = './clustering-benchmark-master/src/main/resources/datasets/artificial/'\n",
  213. " file_path = path + name + '.arff'\n",
  214. " ### Charge le jeu de donnée\n",
  215. " data = arff.loadarff(open(file_path,'r'))[0]\n",
  216. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  217. " liste = []\n",
  218. " for i in range(0, len(data)-1):\n",
  219. " liste += [[data[i][0],data[i][1]]]\n",
  220. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  221. " npliste = np.array([x for x in liste])\n",
  222. "\n",
  223. " ### Calcule les Silhouette-score et les temps d'exécution pour 2 à 13 clusters\n",
  224. " temps = []\n",
  225. " mesures = []\n",
  226. " nb_clusters = range(2, 20)\n",
  227. " for i in nb_clusters:\n",
  228. " t1 = time.time()\n",
  229. " ### Appel de la méthode de clusterization\n",
  230. " model = AgglomerativeClustering(n_clusters=i, affinity='euclidean',linkage='single',connectivity=None).fit(npliste)\n",
  231. " t2 = time.time()\n",
  232. " labels = model.labels_\n",
  233. " mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
  234. " temps += [t2-t1]\n",
  235. " mesures += [mesure]\n",
  236. "\n",
  237. " print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
  238. " print(\"Temps :\",[round(num, 3) for num in temps])\n",
  239. "\n",
  240. " ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
  241. " nb_cluster_max_score = mesures.index(max(mesures))+2\n",
  242. " print(\"Clusters : \",nb_cluster_max_score)\n",
  243. "\n",
  244. " ### Affiche les résultats \n",
  245. " ### Graphes des metrics\n",
  246. " fig, figs = plt.subplots(nrows=1, ncols=2)\n",
  247. " figs[0].scatter(nb_clusters, temps)\n",
  248. " figs[0].grid()\n",
  249. " figs[0].title.set_text('Temps')\n",
  250. " figs[1].scatter(nb_clusters, mesures)\n",
  251. " figs[1].grid()\n",
  252. " figs[1].title.set_text('Mesures')\n",
  253. " fig.tight_layout()\n",
  254. "\n",
  255. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  256. " ### Appel de la méthode de clusterization\n",
  257. " pred = AgglomerativeClustering(n_clusters=nb_cluster_max_score, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  258. " ### Affiche la clusterisations\n",
  259. " #plt.figure(figsize=(10, 10))\n",
  260. " plt.figure()\n",
  261. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  262. " cluster_name = \"Clusters in \" + name\n",
  263. " plt.title(cluster_name)\n",
  264. " plt.show()"
  265. ]
  266. },
  267. {
  268. "cell_type": "code",
  269. "execution_count": 6,
  270. "id": "ebcbbbf2",
  271. "metadata": {},
  272. "outputs": [
  273. {
  274. "name": "stdout",
  275. "output_type": "stream",
  276. "text": [
  277. "Mesures : [0.432, 0.618, 0.648, 0.734, 0.778, 0.753, 0.777, 0.737, 0.7, 0.642, 0.598, 0.474, 0.446, 0.433, 0.422, 0.419, 0.415, 0.385]\n",
  278. "Temps : [0.068, 0.071, 0.083, 0.08, 0.077, 0.068, 0.069, 0.079, 0.07, 0.067, 0.083, 0.078, 0.068, 0.08, 0.07, 0.069, 0.077, 0.06]\n",
  279. "Clusters : 6\n"
  280. ]
  281. },
  282. {
  283. "data": {
  284. 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\n",
  285. "text/plain": [
  286. "<Figure size 432x288 with 2 Axes>"
  287. ]
  288. },
  289. "metadata": {
  290. "needs_background": "light"
  291. },
  292. "output_type": "display_data"
  293. },
  294. {
  295. "data": {
  296. "image/png": 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\n",
  297. "text/plain": [
  298. "<Figure size 432x288 with 1 Axes>"
  299. ]
  300. },
  301. "metadata": {
  302. "needs_background": "light"
  303. },
  304. "output_type": "display_data"
  305. },
  306. {
  307. "name": "stdout",
  308. "output_type": "stream",
  309. "text": [
  310. "Mesures : [0.272, 0.112, 0.148, 0.109, 0.07, 0.045, 0.107, 0.106, 0.097, 0.309, 0.256, 0.213, 0.251, 0.292, 0.39, 0.409, 0.381, 0.414]\n",
  311. "Temps : [0.018, 0.023, 0.023, 0.023, 0.019, 0.025, 0.025, 0.023, 0.023, 0.019, 0.025, 0.023, 0.017, 0.023, 0.022, 0.021, 0.023, 0.023]\n",
  312. "Clusters : 19\n"
  313. ]
  314. },
  315. {
  316. "data": {
  317. "image/png": 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xJMnpzohY1OA1vkFSd6zlNm/vH3J7q9q0U9FibtVrFS3mov3ezcaSLAlqyKrL6eML0tl8JwM7ImJLWon5VmBdRHyxuoOkKVUP3wc8NeyjGMTR3V1Dbm9Vm3YqWsyteq2ixVy037vZWDJkgoqIPSTDb8tJJjncU6m6XKm8TFLwciOwAbgZuDTdPhM4Hzg1nU6+RtKZ6b4Fkh6X9BjJcgEDU9Bb6arTp9I1fv8hmq7x47jq9Kktb9NORYu5Va9VtJiL9ns3G0syVTPPUHU5gHl1+j1M/c+niIhRGdKrddb0HgCuX76ezdv7Obq7i6tOnzqwfThtYCc9ddq0U9FizhJPs89ThJhbdVxm1rwhZ/EVSVFmIpVthgw45tHWaBZSURTl3IFy/V4rGsW8ZHVfId+8lO3feCSz+MzMrMaS1X1cvWgt/bv3AtC3vZ+rF60FKESS6gSuxWdmNgzXL18/kJwq+nfvTYenrRWcoMzMhsG3IIw+Jygzs2HwLQijzwnKLCcZVgmYU1Xxf5Wkd2bta6PPtyCMPk+SMMtB1SoBp5FUYlkpaWlEPFnV7AFgaUSEpBOAe4DjMva1UeZbEEafE5RZPgZWCQCQVFklYCDJRMSuqvbVFf+H7Gvtcdb0HiekUeQhPrN89ADPVT3elG7bj6T3S3oKuBf4aDN9zcrOV1Bm+ciySgARsRhYLOl3gGuBd2ftW7NUDb29vSOJt2V27dpVmFiyKlvMZYu3EScos3xkWSVgQEQ8JOlNko7I2nekS9WMlrJVOYDyxFypbHHOpL3c/fi+0n8m5iE+s3wMuUqApGPTFQGQdCJwCPDTLH1t7KlUtuhL78OqVLYo8wrQTlBmOci4SsAfAI9LWkMya+/Dkajbt+0HYYXSiZUtPMRnlpMMqwR8Dvhc1r42tnViZQtfQZmZdYBOrGzhBGVm1gE6sbKFh/jMzDpA0RZVbQUnKDOzDlGpbNHb28snzpuVdzgjlmmIL0NRS0m6Id3/WDolFkmTJH1X0jpJT0i6vKrP9ZKeStsvltTdsqMyM7PSGzJBVRWmnA1MA86VNK2m2WxgSvo1F7gx3b4HuDIi3gycDMyr6ns/8JaIOAH4EXD1CI/FzMw6SJYhviyFKecAd0REACskdUuaGBFbgC0AEbFT0jqSmmFPRsR9Vf1XAB8Y+eHYWFG5Y95VpM06V5YEVa8w5UkZ2vSQJicASZOB6cAP6rzGR4Fv1nvxItYTK2Odq06KeXv/bvpe7OecSZEW/NlJ37pHWPL8k3R3jW93mGY2SrIkqCyFKQdtI+kw4FvAFRHx0n4dpWtIhgLvrPfiRawnVpa6XNU6KeaZCx6kb/u4A7b3dI/je/MPbG+N+UrUiixLgspSmLJhG0njSZLTnRGxqLqTpAuB9wK/mw4Pmg2pE++Yz0OldlulPE6ldhvgJGWFkGUWX5bClEuBC9LZfCcDOyJiS1ro8lZgXUR8sbqDpDOATwHvi4hfjPhIbMzoxDvm89CJtdusswyZoDIWtVwGbAQ2ADcDl6bbZwLnA6dKWpN+nZnu+wpwOHB/un2gBpnZYDrxjvk8+ErUii7TjboZiloGMK9Ov4ep//kUEXFsU5GaparvmPdnJ8N3dHfXwNIMtdvNisCVJKyUKnfM2/BddfrU/T6DAl+JWrE4QZmNUb4StaJzgjIbw3wlakXm5TbMzKyQfAVlZjaKfDP08DlBmZmNEt8MPTIe4jMzGyW+GXpkfAVllpO0msqXgXHALRGxoGb/eSTVVgB2AX8cET9M9z0L7AT2AnsiYka74rbsWnkz9FgcKnSCMstB1Tprp5HUslwpaWlEVC9j8wzwroh4UdJskqLJ1SsJnBIRL7QtaGtaq26GHqtDhR7iM8vHwDprEfEyUFlnbUBE/EtEvJg+XEFShNlKpFVlucbqUKGvoMzykWWdtWofA/6x6nEA90kK4GvpsjT7KeJaatBZa5MNpRu47rfHsXXHbl7eu49Dxh3EhNccQveOp+ntfTrz85wzaef+60UM2Fk3rjL+G9fjBGWWjyzrrCUNpVNIEtQ7qzbPjIjNko4kKbj8VEQ8tN+TFXAtNeistcna5ZoFD9YdKuzp7uIT5806YHve8baKh/jM8pFlnTUknQDcAsyJiJ9WtkfE5vT7NmAxyZChdaixWsHfCcosH0OusybpDcAi4PyI+FHV9kMlHV75GXgP8HjbIre2O2t6D9edfTw93V2I5MrpurOP7+gJEuAhPrNcRMQeSZV11sYBt1XWWUv3LwQ+Dfwa8DfJ2p8D08knAIvTbQcD34iI7+RwGNZGY7FuohOUWU4yrLP2ceDjdfptBN466gGa5cxDfGZmVkiZEpSkMyStl7RB0vw6+yXphnT/Y5JOTLdPkvRdSeskPSHp8qo+H0y37ZPku+DNzGw/QyaoqjveZwPTgHMlTatpNhuYkn7NBW5Mt+8BroyINwMnA/Oq+j4OnA08hJmZWY0sn0EN3PEOIKlyx3t1SZY5wB0REcAKSd2SJkbEFmALQETslLSO5AbFJyNiXfp8rTsasypjsXaZWSfJMsRX74732rN8yDaSJgPTgR80HaVZkyq1y/q29xO8Urtsyeq+vEMzs4yyXEFlueN90DaSDgO+BVwRES9lD6+Y5VrKWEZkrMW89fmdXHrcvpqte9i6/lF6d2QvMWNm+cmSoLLc8d6wjaTxJMnpzohY1GyARSzXUsYyImMt5ovn30vUGSAQ8MyC4T2nmbVXliG+Ie94Tx9fkM7mOxnYERFblHzAdCuwLiK+2NLIzQbRaDmDZpc5MLP8DJmgImIPULnjfR1wT+WO98pd7yQ3G24ENgA3A5em22cC5wOnSlqTfp0JIOn9kjYB/xG4V9LyVh6YjW1jtXaZWSfJVEkiwx3vAcyr0+9h6n8+RUQsJilyadZyldl6nsVnVl4udWQdayzWLjPrJC51ZGZmheQEZWZmheQhPjOznLnqSX1OUGZmOapUPenfvRd4peoJMOaTlIf4zMxydP3y9QPJqaJ/916uX74+p4iKwwnKzCxHm7f3N7V9LHGCMjPLkaueNOYEZWaWI1c9acyTJMzMcuSqJ405QZnlRNIZwJeBccAtEbGgZv95wKfSh7uAP46IH2bpa+Xiqif1eYjPLAeSxgFfBWYD04BzJU2rafYM8K6IOAG4lnTZmYx9zUrPCcosH+8ANkTExoh4GbgbmFPdICL+JSJeTB+uIFlnLVNfs07gIT6zfPQAz1U93gScNEj7jwH/2EzfIq5GDWNvdec8lC3eRpygzPJRbxmaqNtQOoUkQb2zmb5FXI0axt7qznkoW7yNOEGZ5WMTMKnq8euBzbWNJJ0A3ALMjoifNtPXrOz8GZRZPlYCUyQdI+kQ4BxgaXUDSW8AFgHnR8SPmulr1gl8BWWWg4jYI+kyYDnJVPHbIuIJSZek+xcCnwZ+DfgbSQB7ImJGo765HIjZKMqUoDLcr6F0/5nAL4CLIuJRSZOAO4CjgH3ATRHx5bTPa4FvApOBZ4EPVc1YMut4EbEMWFazbWHVzx8HPp61r1mnGXKIL+M9F7OBKenXXODGdPse4MqIeDNwMjCvqu984IGImAI8kD42MzMDsn0GleWeiznAHZFYAXRLmhgRWyLiUYCI2AmsI5kiW+nz9fTnrwNnjexQzMysk2QZ4styz0W9Nj3AlsoGSZOB6cAP0k0TImILQERskXRkvRcv4r0cZbzHwDGbWdlkSVBZ7rkYtI2kw4BvAVdExEvZwyvmvRxlvMfAMZtZ2WQZ4styz0XDNpLGkySnOyNiUVWbrZImpm0mAtuaC93MzDpZlgSV5Z6LpcAFSpwM7EiH7QTcCqyLiC/W6XNh+vOFwD8M+yjMzKzjDDnEl/F+jWUkU8w3kEwzvzjtPhM4H1graU267c/SKbILgHskfQz4CfDBlh2VmZmVXqb7oDLcrxHAvDr9Hqb+51OkZVt+t5lgzcxs7HCpIzMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKLOcSDpD0npJGyTNr7P/OEnfl/RLSX9as+9ZSWslrZG0qn1Rm7VPpmrmZtZaksYBXwVOI1nwc6WkpRHxZFWznwGfBM5q8DSnRMQLoxpoRktW93H98vVs3t7P0d1dXHX6VM6a3pN3WFZyvoIyy8c7gA0RsTEiXgbuBuZUN4iIbRGxEtidR4BZLVndx9WL1tK3vZ8A+rb3c/WitSxZ3Zd3aFZyvoIyy0cP8FzV403ASU30D+A+SQF8LSJuqm0gaS4wF2DChAn09vYOP9pBbH1+J5cet69m6x62rn+U3h1PH9B+165doxbLaClbzGWLtxEnKLN81FvIM5roPzMiNks6Erhf0lMR8dB+T5YkrZsAZsyYEbNmzRp2sIO5eP69RJ3BGAHPLDjwNXt7exmtWEZL2WIuW7yNeIjPLB+bgElVj18PbM7aOSI2p9+3AYtJhgxzcXR3V1PbzbLKlKAyzDaSpBvS/Y9JOrFq322Stkl6vKbPW9MZSmsl/R9Jrx754ZiVxkpgiqRjJB0CnAMszdJR0qGSDq/8DLwHeHzwXqPnqtOn0jV+3H7busaP46rTp+YUkXWKIYf4Ms42mg1MSb9OAm7klfH024GvAHfUPPUtwJ9GxD9J+ihwFfDfhn8oxVDG2UxljLnsImKPpMuA5cA44LaIeELSJen+hZKOAlYBrwb2SboCmAYcASyWBMk5/I2I+E4OhwEw8LfivyFrtSyfQQ3MNgKQVJltVJ2g5gB3REQAKyR1S5oYEVsi4iFJk+s871SgMmZ+P8mJWuoEVZnN1L97L/DKbCagsCdrGWPuFBGxDFhWs21h1c/Pkwz91XoJeOvoRtecs6b3+O/FWi5Lgsoy26hemx5gyyDP+zjwPuAfgA+y/3j8gHbNRGpGoxkyzc5maqdOitnMxoYsCSrLbKPhzEj6KHCDpE+TjL2/XK9Ru2YiNaPRDJlmZzO1UyfFbGZjQ5ZJEllmGzU9IykinoqI90TE24G7gH/NEEuhlXE2UxljNrOxIUuCyjLbaClwQTqb72RgR0QMNrxHev8Gkg4C/iuwcLD2ZVDG2UxljNnMxoYhE1RE7AEqs43WAfdUZhtVZhyRfNC7EdgA3AxcWukv6S7g+8BUSZskfSzdda6kHwFPkVxt/W2Ljik3Z03v4bqzj6enuwsBPd1dXHf28YX+8LiMMZvZ2JCpkkSG2UYBzGvQ99wG278MfDlzpCVRxtlMZYzZzDqfK0mYmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhOUGZmVkhecFCMxuUq91bXpygzKwhV7u3PHmIz8waun75+oHkVNG/ey/XL1+fU0Q2ljhBmVlDm7f3N7V9MEtW9zFzwYOs7dvBzAUPsmR130jDG/K1jpl/76i/lo0eD/GZWUNHd3fRVycZNVvtfr+hwkmjO1SYdVjSn60Vn6+gzKyhVlW7b+dQYZbXqiSxvu39BK8kMV9pFYsTlJk11Kpq960cKmzFa/mztXLwEJ9ZTiSdQVLRfxxwS0QsqNl/HMkyNCcC10TE57P2baVWVLtv1VBhq16rnQnThs9XUGY5kDQO+CowG5hGsj7atJpmPwM+CXx+GH0LpZ0LY2Z5La8kXQ5OUGb5eAewISI2RsTLwN3AnOoGEbEtIlYCu5vtWzTVQ4UwugtjZhmWzJow2znz0A7kIT6zfPQAz1U93gSc1Ia+uakMFfb29vKJ82a15bUG2w8MOouvnTMPrb5MCSrDWLnS/WcCvwAuiohH0323Ae8FtkXEW6r6vA1YCLwK2ANcGhH/b6QHZFYSqrMtWtlX0lxgLsCECRPo7e3NHNxo2rVrVyFi6QY+e/JBwKHJhh1P09v79MD+rc/v5NLj9gEwoQuuPH4PsIet6x+ld8fTtU9XKEX5Nx6pIRNU1Xj3aSTv1FZKWhoRT1Y1mw1MSb9OAm7klXd0twNfAe6oeeq/Av4iIv5R0pnp41nDPhKzctkETKp6/Hpgcyv7RsRNwE0AM2bMiFmzZg0r0Fbr7e2lKLEM5uL59xLppyBXHr+HL6xN/rsU8MyCWfkFlkFZ/o2HkuUzqCzj3XOAOyKxAuiWNBEgIh4i+bC3VgCvTn9+DdlPzgP4rnEroZXAFEnHSDoEOAdY2oa+lpEnUuQvyxBflvHuem16gC2DPO8VwHJJnydJlL9dr9FQwxTb+3fT92I/50yK9D3lTvrWPcKS55+ku2v84Ec2TGW8fHbMxRIReyRdBiwnGTq/LSKekHRJun+hpKOAVSRv5PZJugKYFhEv1euby4F0sKtOn7pfRQoYvZmHVl+WBJVlvHs44+l/DPxJRHxL0oeAW4F3H/AkQwxTzFzwIH3bx9V2o6d7HN+bP+uA7a1Qxstnx1w8EbEMWFazbWHVz8+TDN9l6mutVT2RAnbS43JIbZclQWUZ7x7OePqFwOXpz/8LuCVDLAfwDXdmNlraOfPQDpTlM6gs491LgQuUOBnYERGDDe9BksDelf58KjCsaTEeJzYz60xDJqiI2ANUxrvXAfdUxsor4+UkQw0bgQ3AzcCllf6S7gK+D0yVtEnSx9Jdfwh8QdIPgb8k/ZypWe28Q93MzNon031QGcbKA5jXoO+5DbY/DLw9c6QNZLnhzszMyqcjKkm0opilmZkVi2vxmZlZITlBmZlZITlBmZlZITlBmZlZIXXEJAkz6wxLVvd5Rq4NcIIys0LYb/0lvP6SeYjPzAri+uXr9yvMCtC/e29aC8/GIicoMysE19W0Wk5QZlYIrqtptZygzKwQXFfTanmShJkVgutqWi0nKDMrDNfVtGoe4jMzs0JygjIzs0JygjIzs0JygjLLiaQzJK2XtEHS/Dr7JemGdP9jkk6s2vespLWS1kha1d7IzdrDkyTMciBpHPBV4DRgE7BS0tKIeLKq2WxgSvp1EnBj+r3ilIh4oU0hm7VdpiuoEb7Tu03SNkmP1/T5Zvrub036bnDNiI/GrDzeAWyIiI0R8TJwNzCnps0c4I5IrAC6JU1sd6BmeRnyCqoF7/RuB74C3FH9vBHx4arX+AKwY9hHYaXhatUDeoDnqh5vYv+ro0ZteoAtQAD3SQrgaxFxU+0LSJoLzAWYMGECvb29LQt+JHbt2jWiWLb372brjn/n5b37OGTcQUx4zavo7hrfugDrGGnM7Va2eBvJMsQ38E4PQFLlnV51ghp4pweskNQtaWJEbImIhyRNbvTkkgR8CDh1uAdh5eBq1ftRnW3RRJuZEbFZ0pHA/ZKeioiH9muYJK2bAGbMmBGzZs0aYcit0dvby3BjWbK6j6sfWEv/7oOoDAB1jd/LdWdPG9W/oZHEnIeyxdtIlgQ10nd6Q/lPwNaIeLreziK+Cyzju5MixLz1+Z1cety+mq172Lr+UXp3HPjrL0LMo2gTMKnq8euBzVnbRETl+zZJi0neSD5Ehxus4vkYfJPT8bIkqJG+0xvKucBdjXYW8V1gGd+dFCHmi+ffS9T52FPAMwtmHbC9CDGPopXAFEnHAH3AOcBHatosBS5LRy1OAnZExBZJhwIHRcTO9Of3AP+9jbHnxhXPx5YsCWpE7/QGI+lg4Gzg7RnisJI7uruLvjr/kYzFatURsUfSZcByYBxwW0Q8IemSdP9CYBlwJrAB+AVwcdp9ArA4GR3nYOAbEfGdNh9CLvw3NLZkmcU38E5P0iEk7/SW1rRZClyQzuY7mfSdXobnfjfwVERsaipqKyVXq95fRCyLiN+IiDdFxGfTbQvT5EQ6e29euv/4iFiVbt8YEW9Nv36z0ncs8N/Q2DLkFdQI3+kh6S5gFnCEpE3AZyLi1nT3OQwyvGedxdWqbaT8NzS2ZLpRNyKWkSSh6m0Lq34OYF6DvucO8rwXZYrSOoarVdtI+W9o7HCpIzMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQnKDMzKyQlM8TLQdK/AT/OOw7gCKBs6/A45tH1xoh4Xd5BNFKgcwfK9XutKFvMZYu37vlTqgRVFJJWRcSMvONohmO2oijj77VsMZct3kY8xGdmZoXkBGVmZoXkBDU8B6xeWgKO2YqijL/XssVctnjr8mdQZmZWSL6CMjOzQnKCMjOzQnKCapKkZyWtlbRG0qq846lH0m2Stkl6vGrbayXdL+np9Puv5hljrQYx/7mkvvTfeo2kM/OM0UbG587o6ORzxwlqeE6JiLcV+D6D24EzarbNBx6IiCnAA+njIrmdA2MG+FL6b/22dF0yKzefO613Ox167jhBdaCIeAj4Wc3mOcDX05+/DpzVzpiG0iBms7byuVMsTlDNC+A+SY9Impt3ME2YEBFbANLvR+YcT1aXSXosHcYo1NCKNc3nTnuV/txxgmrezIg4EZgNzJP0O3kH1MFuBN4EvA3YAnwh12hspHzutE9HnDtOUE2KiM3p923AYuAd+UaU2VZJEwHS79tyjmdIEbE1IvZGxD7gZsrzb211+Nxpn045d5ygmiDpUEmHV34G3gM8PnivwlgKXJj+fCHwDznGkknlP4XU+ynPv7XV8LnTXp1y7riSRBMk/TrJOz+Ag4FvRMRncwypLkl3AbNISu5vBT4DLAHuAd4A/AT4YEQU5oPVBjHPIhmiCOBZ4I8qnwVYufjcGT2dfO44QZmZWSF5iM/MzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArJCcrMzArp/wMdwuEc5mIn7QAAAABJRU5ErkJggg==\n",
  318. "text/plain": [
  319. "<Figure size 432x288 with 2 Axes>"
  320. ]
  321. },
  322. "metadata": {
  323. "needs_background": "light"
  324. },
  325. "output_type": "display_data"
  326. },
  327. {
  328. "data": {
  329. "image/png": 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\n",
  330. "text/plain": [
  331. "<Figure size 432x288 with 1 Axes>"
  332. ]
  333. },
  334. "metadata": {
  335. "needs_background": "light"
  336. },
  337. "output_type": "display_data"
  338. },
  339. {
  340. "name": "stdout",
  341. "output_type": "stream",
  342. "text": [
  343. "Mesures : [0.395, 0.268, -0.017, -0.01, -0.033, -0.15, -0.364, -0.389, -0.4, -0.4, -0.364, -0.366, -0.369, -0.371, -0.371, -0.369, -0.371, -0.368]\n",
  344. "Temps : [0.005, 0.005, 0.008, 0.005, 0.007, 0.007, 0.005, 0.007, 0.005, 0.005, 0.005, 0.007, 0.007, 0.006, 0.005, 0.006, 0.004, 0.007]\n",
  345. "Clusters : 2\n"
  346. ]
  347. },
  348. {
  349. "data": {
  350. "image/png": 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\n",
  351. "text/plain": [
  352. "<Figure size 432x288 with 2 Axes>"
  353. ]
  354. },
  355. "metadata": {
  356. "needs_background": "light"
  357. },
  358. "output_type": "display_data"
  359. },
  360. {
  361. "data": {
  362. "image/png": 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\n",
  363. "text/plain": [
  364. "<Figure size 432x288 with 1 Axes>"
  365. ]
  366. },
  367. "metadata": {
  368. "needs_background": "light"
  369. },
  370. "output_type": "display_data"
  371. },
  372. {
  373. "name": "stdout",
  374. "output_type": "stream",
  375. "text": [
  376. "Mesures : [0.603, 0.578, 0.498, 0.369, 0.366, 0.346, 0.33, 0.316, 0.336, 0.318, 0.288, 0.283, 0.281, 0.232, 0.234, 0.232, 0.233, 0.232]\n",
  377. "Temps : [0.009, 0.01, 0.008, 0.006, 0.007, 0.01, 0.009, 0.008, 0.006, 0.009, 0.006, 0.008, 0.007, 0.009, 0.007, 0.006, 0.009, 0.007]\n",
  378. "Clusters : 2\n"
  379. ]
  380. },
  381. {
  382. "data": {
  383. "image/png": 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\n",
  384. "text/plain": [
  385. "<Figure size 432x288 with 2 Axes>"
  386. ]
  387. },
  388. "metadata": {
  389. "needs_background": "light"
  390. },
  391. "output_type": "display_data"
  392. },
  393. {
  394. "data": {
  395. "image/png": 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\n",
  396. "text/plain": [
  397. "<Figure size 432x288 with 1 Axes>"
  398. ]
  399. },
  400. "metadata": {
  401. "needs_background": "light"
  402. },
  403. "output_type": "display_data"
  404. },
  405. {
  406. "name": "stdout",
  407. "output_type": "stream",
  408. "text": [
  409. "Mesures : [0.496, 0.424, 0.556, 0.503, 0.431, 0.379, 0.3, 0.193, 0.178, 0.138, 0.075, 0.055, 0.045, 0.044, 0.01, -0.043, -0.078, -0.079]\n",
  410. "Temps : [0.008, 0.007, 0.01, 0.009, 0.007, 0.008, 0.01, 0.011, 0.01, 0.008, 0.011, 0.007, 0.008, 0.008, 0.008, 0.01, 0.01, 0.009]\n",
  411. "Clusters : 4\n"
  412. ]
  413. },
  414. {
  415. "data": {
  416. 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\n",
  417. "text/plain": [
  418. "<Figure size 432x288 with 2 Axes>"
  419. ]
  420. },
  421. "metadata": {
  422. "needs_background": "light"
  423. },
  424. "output_type": "display_data"
  425. },
  426. {
  427. "data": {
  428. "image/png": 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\n",
  429. "text/plain": [
  430. "<Figure size 432x288 with 1 Axes>"
  431. ]
  432. },
  433. "metadata": {
  434. "needs_background": "light"
  435. },
  436. "output_type": "display_data"
  437. },
  438. {
  439. "name": "stdout",
  440. "output_type": "stream",
  441. "text": [
  442. "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",
  443. "Temps : [0.013, 0.053, 0.022, 0.022, 0.022, 0.023, 0.021, 0.013, 0.018, 0.02, 0.018, 0.019, 0.017, 0.018, 0.019, 0.015, 0.013, 0.014]\n",
  444. "Clusters : 4\n"
  445. ]
  446. },
  447. {
  448. "data": {
  449. "image/png": 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\n",
  450. "text/plain": [
  451. "<Figure size 432x288 with 2 Axes>"
  452. ]
  453. },
  454. "metadata": {
  455. "needs_background": "light"
  456. },
  457. "output_type": "display_data"
  458. },
  459. {
  460. "data": {
  461. "image/png": 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\n",
  462. "text/plain": [
  463. "<Figure size 432x288 with 1 Axes>"
  464. ]
  465. },
  466. "metadata": {
  467. "needs_background": "light"
  468. },
  469. "output_type": "display_data"
  470. },
  471. {
  472. "name": "stdout",
  473. "output_type": "stream",
  474. "text": [
  475. "Mesures : [0.393, 0.205, 0.15, 0.058, -0.002, -0.032, -0.041, -0.047, -0.054, -0.122, -0.135, -0.142, -0.134, -0.135, -0.136, -0.154, -0.153, -0.212]\n",
  476. "Temps : [0.01, 0.011, 0.014, 0.01, 0.011, 0.013, 0.013, 0.011, 0.011, 0.011, 0.013, 0.01, 0.013, 0.011, 0.011, 0.014, 0.014, 0.01]\n",
  477. "Clusters : 2\n"
  478. ]
  479. },
  480. {
  481. "data": {
  482. "image/png": 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eur+dwEaSThjfAJZFxPHRv9X8Wj53Jh0TB1/u6pg4geVzZw6rTLM0IpY8vR8zy6dMU75nmHI6gGU1tl1cY/mvVVuerlsNrM4SWzso9VwbqkdbljJ5ircZdZhZe8uUoGzsLZzdVffLOUuZZmlELHl6P2aWPx7qyMzMcskJyszMcskJyszMcskJyszMcskJyszMcsm9+MxsWDzIrzWLE5SZZbZpex8r797BwNHk3vm+/gFW3r0DwEnKGs6X+MxyLsOEoVekk38+KekfJf3sWMWyduvuE8mpZODocdZu3T1Wu7RxzAnKLMcyThj6PPBLEXEe8HnSUf7Hggf5tWZygjLLtxMThkbED4HShKEnRMQ/RsSr6cttJDMAjAkP8mvN5N+gzPIty4Sh5a4B/m+tlaOd6HP5zx6n79XjvBFvTtH2Fomutx8f0YSSRZuIskjxFinWWpygzPIt82Sgkj5IkqB+oVZljZjos5G9+Io2EWWR4i1SrLU4QZnlW6YJPCWdB/wlMD8iXh7LgDzIrzWLf4Myy7e6E4ZKOhO4G/jNiPiXFsRoNiZ8BmWWYxFxTFJpwtAJwPrShKHp+nXAZ4GfAr4sCeBYRMxpVcxmjeIEZZZzGSYM/W3gt5sdl9lYy3SJL8ONgpJ0Y7r+SUkXlK1bL+mApKcqtlkr6Zm0/D2SOtPl0yQNSHoifazDzMzGnboJKuONgvOBGeljCXBz2boNwLwqVd8P/Ex6c+G/ACvL1j0XEeenj6UZ34uZmbWRLGdQdW8UTF/fHoltQKek0wEi4iHglcpKI+K+iDiWvhzTmwvNzKx4siSoajcKVvYxzVJmKL/F4JsLp0vaLunvJf3iMOoxM7M2kaWTRJYbBTPfTHhS5dIq4Bjw1XTRfuDMiHhZ0vuBTZLOiYjXKrYb1R3xY6FId24XKVYoXrxmNnpZElSWGwUz3UxYSdJVwEeBD0ckY6dExBHgSPr8cUnPAWcDj5Vv24g74hutSHduFylWKF68ZjZ6WS7x1b1RMH19Zdqb72LgYETsH6pSSfOA64GPRcTrZctPSztmIOk9JB0v9mZ+R2Zm1hbqnkFlvFFwC3AZsAd4Hbi6tL2kO4BuYJKkXuCGiPgK8CXgVOD+9ObCbWmPvQ8An5N0DDgOLI2IkzpZmJlZe8t0o26GGwUDWFZj28U1lp9VY/ldwF1Z4jKz/PGU8NYoHknCzBrGU8JbI3mwWDNrGE8Jb43kBGVmDeMp4a2RnKDMrGE8Jbw1khOUmTXM8rkz6Zg4YdCyjokTWD53ZosisiJzJwkza5hSRwj34rNGcIIys4bylPDWKL7EZ2ZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZWZmueQEZZZzkuZJ2i1pj6QVVda/T9Ijko5I+sNWxGg2FjIlqAwNRJJuTNc/KemCsnXrJR2Q9FTFNmslPZOWv0dSZ9m6lWlduyXNHcX7Mys0SROAm4D5wCxgsaRZFcVeAX4X+JMmh2c2puomqIwNZD4wI30sAW4uW7cBmFel6vuBn4mI84B/AVam+5sFLALOSbf7chqD2Xh0IbAnIvZGxA+BO4EF5QUi4kBEPAocbUWAZmMly2jmJxoIgKRSA3m6rMwC4PaICGCbpE5Jp0fE/oh4SNK0ykoj4r6yl9uAT5TVdWdEHAGel7QnjeGRYb43s3bQBbxQ9roXuGiklUlaQnIQyeTJk+np6RlVcKN1+PDhlscwHEWKt0ix1pIlQWVpINXKdAH7M8bxW8DfltW1rUpdg+StoUGx/kMUKVYoXrwNpCrLYqSVRcQtwC0Ac+bMie7u7pFW1RA9PT20OobhKFK8RYq1liwJKksDGXEjkrQKOAZ8dTh15a2hQbH+QxQpVihevA3UC0wte30GsK9FsZg1VZZOElkayIgakaSrgI8CV6SXB0dcl1mbehSYIWm6pFNIfp/d3OKYzJoiS4LK0kA2A1emvfkuBg5GxJCX9yTNA64HPhYRr1fUtUjSqZKmk3S8+HbG92PWViLiGHAdsBXYBWyMiJ2SlkpaCiDpXZJ6gT8A/khSr6SfaF3UZo1R9xJfRByTVGogE4D1pQaSrl8HbAEuA/YArwNXl7aXdAfQDUxKG9ENEfEV4EvAqcD9kgC2RcTStO6NJJ0wjgHLIuJ4o96wWdFExBaSNla+bF3Z8xdJrjSYtZUsv0FlaSABLKux7eIay88aYn+rgdVZYjMzs/bkkSTMzCyXnKDMzCyXnKDMzCyXnKDMzCyXnKDMrOk2be/jkjUPsqPvIJeseZBN2/taHZLlUKZefGZmjbJpex8r797BwNHjMBX6+gdYefcOABbOPmlUMxvHfAZlZk21duvuJDmVGTh6nLVbd7coIssrJygza6p9/QPDWm7jlxOUmTXVlM6OYS238csJysyaavncmXRMHDwHacfECSyfO7NFEVleuZOEmTVVqSNE8pvTIbo6O1g+d6Y7SNhJnKDMrOkWzu5i4ewuenp6+PQV3a0Ox3LKl/jMzCyXnKDMzCyXnKDMzCyXnKDMzCyXnKDMzCyXnKDMzCyXMiUoSfMk7Za0R9KKKusl6cZ0/ZOSLihbt17SAUlPVWzzSUk7Jb0haU7Z8mmSBiQ9kT7WYWZm407dBCVpAnATMB+YBSyWNKui2HxgRvpYAtxctm4DMK9K1U8BlwMPVVn3XEScnz6W1ovRzMzaT5YzqAuBPRGxNyJ+CNwJLKgoswC4PRLbgE5JpwNExEPAK5WVRsSuiPDwxWZmVlWWkSS6gBfKXvcCF2Uo0wXsH2Fc0yVtB14D/igivlVZQNISkrM1Jk+eTE9Pzwh31TiHDx/ORRxZFClWKF68ZjZ6WRKUqiyLEZTJaj9wZkS8LOn9wCZJ50TEa4Mqj7gFuAVgzpw50d3dPcLdNU5PTw95iCOLIsUKxYvXzEYvyyW+XmBq2eszgH0jKJNJRByJiJfT548DzwFnj6QuMzMrriwJ6lFghqTpkk4BFgGbK8psBq5Me/NdDByMiBFd3pN0WtoxA0nvIel4sXckdZmZWXHVTVARcQy4DtgK7AI2RsROSUsllXrYbSFJInuAW4FrS9tLugN4BJgpqVfSNenyj0vqBX4euFfS1nSTDwBPSvpn4O+ApRFxUicLs/FiNLd5mBVZpuk2ImILSRIqX7au7HkAy2psu7jG8nuAe6osvwu4K0tcZu2u7DaPS0kupT8qaXNEPF1WrPw2j4tIbvOo7MhUOJu297F262729Q8wxXNGjUseScIs30Z1m0dRbdrex8q7d9DXP0AAff0DrLx7B5u297U6NGsiT1holm8Nvc0jb7dn1Lp94KUXD3Ht+96oWHqMl3Z/h56DzzYltmqKdLtDkWKtxQnKLN8aeptH3m7PqHX7wNUr7iWqXOAR8Pyak8s3S5FudyhSrLX4Ep9ZvjX1No+8mNLZMazl1p6coMzyram3eeTF8rkz6Zg4YdCyjokTWD53ZosislbwJT6zHIuIY5JKt3lMANaXbvNI168j6WF7GcltHq8DV7cq3kYp9dZzL77xzQnKLOdGc5tHkS2c3eWENM75Ep+ZmeWSE5SZmeWSL/GZWWF5tIn25gRlZoVUGm1i4Ohx4M3RJgAnqTbhS3xmVkhrt+4+kZxKBo4eZ+1WT9TdLnwGZWaFtK9/oO5yXwIsNp9BmVkh1RttwgPOFp8TlJkVUr3RJrJeAty0vY9L1jzI9BX3csmaB53AcsSX+MyskOqNNpH1EqA7WuSXE5SZFdZQo01M6eygr0qSKr80ONRZlhNU62W6xDeaKaclrZd0QNJTFdt8UtJOSW9ImlOxbmVa125Jc0f65sYjX64wS2QZcDbLWRa82a529B10u2qiugmqbMrp+cAsYLGkWRXFyqecXkIy5XTJBmBelaqfAi4HHqrY3yySEZvPSbf7chqD1eEfhc3etHB2F1+4/Fy6OjsQ0NXZwRcuP3fQmVGWaT3K2xW4XTVTlkt8J6acBpBUmnL66bIyJ6acBrZJ6pR0ekTsj4iHJE2rrDQidqX1Va5aANwZEUeA5yXtSWN4ZHhvrb5mdkFtxr6yXK4oxbFo6iFWrXmwahx56ppbtHgtX+oNOLt87sxBv0HByWdZvgzYOlkSVEOnnM64v21V6hpktFNX9w8cpe/VARZNjXSqt0P07XqcTS8+TWfHxBGEXXuK5bHYVzWLph4aPG3dCYfo6ekZFMfkjqR8ZRzNijWLosVrxZNlWo+slwGt8bIkqIZOOd2g/Y166upL1jxIX//JVw67Oifw8Irh1VVSa4rlsdhXNavWPFj1R+Guzg4+fUX3oDg+c+4x/nTHW0+Ko1mxZlG0eK2Y6p1lZelsYWMjSyeJZk853ZTpq5t5VNSsfdX7UThLHHk6WixavNaePLtv62RJUM2ecnozsEjSqZKmk3S8+PYI66opy4+jRdtXvR+Fs8TRzL9LPUWL19pTebuC6p0tbGzUTVARcQwoTTm9C9hYmnK6NO00yWyfe0mmnL4VuLa0vaQ7SDo4zJTUK+madPnHJfUCPw/cK2lrur+dwEaSThjfAJZFxOBfKBugmUdFzdzXwtldPLziQzy/5ld4eMWHBjWiLHHk6WixaPFa+yq1q3O7fvKkdmVjJ9ONuqOZcjoiFtdYfg9wT411q4HVWWIbqSw/jhZxX1njgEN0VYkjL7EWMV4za6xxPZJEvR9Hi7qvLHH09PTw6Su6hyyTB0WL18wax4PFmplZLjlBmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBmZlZLjlBmeWUpHdIul/Ss+m/b69Rruqca2ZF5wRlll8rgAciYgbwQPq6mg1Un3PNrNCcoMzyawFwW/r8NmBhtUIR8RDwSpNiMmuacT2ShFnOTS4NuhwR+yW9c7QVjnYetUarNYdaXhUp3iLFWosTlFkLSfom8K4qq1aNxf5GO49ao9WaQy2vihRvkWKtxQnKrIUi4iO11kl6SdLp6dnT6cCBJoZm1nL+DcosvzYDV6XPrwK+1sJYzJrOCcosv9YAl0p6Frg0fY2kKZJOTH9Ta841a55N2/u4ZM2DTF9xL5eseZBN2/taHVJb8CU+s5yKiJeBD1dZvg+4rOx11TnXrDk2be9j5d07GDiazKva1z/Ayrt3AHgamFHyGZSZ2Sis3br7RHIqGTh6PJ1o00bDCcrMbBT29Q8Ma7lllylBSZonabekPZJOuptdiRvT9U9KuqBsXdVhWGoN4yJpmqQBSU+kj3WV+zMzy4spnR3DWm7Z1U1QkiYANwHzgVnAYkmzKorNB2akjyXAzWXrNlB9GJahhnF5LiLOTx9LM74XM7OmWz53Jh0TJwxa1jFxAsvnzhy0rFEdKerVU1q/o+9g4TtsZOkkcSGwJyL2Aki6k2QIlqfLyiwAbo+IALZJ6izdvxERD0maVqXeBUB3+vw2oAe4fkTvwsysRUodIdZu3c2+/gGmdHawfO7MQR0kGtWRol49g9ZPrb2fTdv7how3L7IkqC7ghbLXvcBFGcp0AfuHqHeoYVymS9oOvAb8UUR8q3LjvA3ZAsUaWqRIsULx4rXxZeHsriG/4IfqSDGcxFCvniz7KVKvwywJSlWWxQjKZLUfODMiXpb0fmCTpHMi4rVBledsyBYo1tAiRYoVihevWbmsHSnqndnUqyfLfhqVLJshSyeJXmBq2eszgH0jKFPppXT4FsqHcYmII+n9H0TE48BzwNkZ4jQzy6UsHSlKZzZ9/QMEb57ZlP+GVK+eLPspUq/DLAnqUWCGpOmSTgEWkQzBUm4zcGXam+9i4GDp8t0Qqg7jIum0tGMGkt5D0vFib6Z3Y2aWQ1k6UmS5n6pePVn2U6Reh3Uv8UXEMUnXAVuBCcD6iNgpaWm6fh2wheTO9j3A68DVpe3TYVi6gUmSeoEbIuIrJMO2bEyHZfke8Ml0kw8An5N0DDgOLI0Iz3VjZoWVpSNFljObevWUr4dDdFXZz/K5Mwf9BgXVex3W04yOFpmGOoqILSRJqHzZurLnASyrsW3VYViGGMblLuCuLHGZmRVFvY4UUzo76KuSpCrPbOrVU1rf09PDp6/orroehk6WMHQCalZHC4/FZ2aWA406s8miXpKrl4Ca1dHCQx2ZmeXAwtldfOHyc+nq7EBAV2cHX7j83Jb0rKv3e1izOlr4DMrMLCfqndk0S70ElPVy5Gj5DMrMzAap19Mv6/BOo+UEZWZmg9RLQM26HOlLfGZmNkiWnn7NuBzpBGVmZifJw+9hvsRnZma55ARlZma55ARlZma55ARlZma55ARlZma55ARlZma55ARlZma55ARlZma55ARlllOS3iHpfknPpv++vUqZqZL+n6RdknZK+r1WxGo2FpygzPJrBfBARMwAHkhfVzoGfCYifhq4GFgmaVYTYzQbM5kSlKR5knZL2iPppEaixI3p+iclXVC2br2kA5Keqtim5tGhpJVpXbslzR3NGzQrsAXAbenz24CFlQUiYn9EfCd9fgjYBbR+vgazBqg7Fp+kCcBNwKVAL/CopM0R8XRZsfnAjPRxEXBz+i/ABuBLwO0VVZeODtekSW8FcH169LcIOAeYAnxT0tkRcRyzFhpqCuwxMjki9kOSiCS9c6jCkqYBs4F/GqLMEmAJwOTJk+np6WlYsCNx+PDhlscwHEWKt0ix1pJlsNgLgT0RsRdA0p0kR3blCWoBcHtEBLBNUqek09Oju4fShlNpAdCdPr8N6AGuT5ffGRFHgOcl7UljeGS4b65ZXyil/SyaeohVax5sxhdXIbTgC33M1JsCe6QkfRN4V5VVq4ZZz48BdwG/HxGv1SoXEbcAtwDMmTMnuru7h7Obhuvp6aHVMQxHkeLNQ6yj/Q7IkqC6gBfKXvfy5tnRUGW6gP1D1Fvr6LAL2FalrkHqHQn2Dxyl79UBFk0NmApwiL5dj7Ppxafp7Jg4RFjDU76fyR2waOrY7KfRxvroqtF//1YfDb704iGufd8bFUuP8dLu79Bz8NkR1xsRH6m1TtJLpQM9SacDB2qUm0iSnL4aEXePOBizBmrEQV2WBKUqy2IEZbLKVFe9I8FL1jxIX/+Eys3o6pzAwyu6T1o+UuX7+cy5x/jTHW8dk/002lgfXTX679/qo8GrV9xLVPnJVsDza7rHarebgauANem/Xztp/5KArwC7IuJ/jVUgZsO1duvuE8mpZODocdZu3Z05QWXpJNFLegycOgPYN4IylV5KjwqpODocSV0n2dc/MKzlI9Ws/RRNu/1d6k2BPUbWAJdKepbkN+A1AJKmSNqSlrkE+E3gQ5KeSB+XjWVQZlk04jsgS4J6FJghabqkU0g6MGyuKLMZuDLtzXcxcLB0+W4IpaNDGHx0uBlYJOlUSdNJOl58O0OcgzTrC6VFX1y5125/l3pTYI+FiHg5Ij4cETPSf19Jl++LiMvS5/8QEYqI8yLi/PSxZeiazcZeI74D6iaoiDgGXAdsJenCujEidkpaKmlpWmwLsBfYA9wKXFvaXtIdJB0cZkrqlXRNuqrq0WFE7AQ2knTC+AawbCQ9+Jr1hdKKL64iaLe/y8LZXXzh8nPp6uxAQFdnB1+4/NzCdvowG2uN+A7INOV7ekS2pWLZurLnASyrse3iGstfBj5cY91qYHWW2GopfXGMdS+y8v3AIboK3lutUZr192+mPEyBbVYUjfgOyJSgiqpZXyil/fT09PDpK7rHfH9F4S90s/FttN8BHurIzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxyScktTMUm6d+A77Y6DmAS8P1WB5FRkWKF4sT77og4rdVBZJGTdlOUz7WkSPEWKdaq7aYtElReSHosIua0Oo4sihQrFC9ey6Zon2uR4i1SrLX4Ep+ZmeWSE5SZmeWSE1Rj3dLqAIahSLFC8eK1bIr2uRYp3iLFWpV/gzIzs1zyGZSZmeWSE5SZmeWSE1SDSPpXSTvSKbcfa3U85SStl3RA0lNly94h6X5Jz6b/vr2VMZarEe8fS+rztObtw22mcdq1zThBNdYH0ym383bvwQZgXsWyFcADETEDeCB9nRcbODlegD/ztOZtx22mMTbQhm3GCWociIiHgFcqFi8Abkuf3wYsbGZMQ6kRr1nTuM3kgxNU4wRwn6THJS1pdTAZTI6I/QDpv+9scTxZXCfpyfRyRm4ur9iIuc2MvUK3GSeoxrkkIi4A5gPLJH2g1QG1mZuB9wLnA/uBP21pNNYIbjNjq/BtxgmqQSJiX/rvAeAe4MLWRlTXS5JOB0j/PdDieIYUES9FxPGIeAO4lfz/fa0Ot5mx1Q5txgmqASS9TdKPl54Dvww8NfRWLbcZuCp9fhXwtRbGUlfpiyH1cfL/97UhuM2MvXZoMx5JogEkvYfkCBDgrcDfRMTqFoY0iKQ7gG6S4fdfAm4ANgEbgTOB7wGfjIhc/MhaI95ukksVAfwr8Dul3wOseNxmGqtd24wTlJmZ5ZIv8ZmZWS45QZmZWS45QZmZWS45QZmZWS45QZmZWS45QZmZWS45QZmZWS79f2WhtDzGue6AAAAAAElFTkSuQmCC\n",
  483. "text/plain": [
  484. "<Figure size 432x288 with 2 Axes>"
  485. ]
  486. },
  487. "metadata": {
  488. "needs_background": "light"
  489. },
  490. "output_type": "display_data"
  491. },
  492. {
  493. "data": {
  494. "image/png": 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\n",
  495. "text/plain": [
  496. "<Figure size 432x288 with 1 Axes>"
  497. ]
  498. },
  499. "metadata": {
  500. "needs_background": "light"
  501. },
  502. "output_type": "display_data"
  503. },
  504. {
  505. "name": "stdout",
  506. "output_type": "stream",
  507. "text": [
  508. "Mesures : [0.662, 0.696, 0.571, 0.555, 0.25, 0.222, 0.169, 0.144, 0.138, 0.117, 0.103, 0.101, 0.095, 0.078, 0.066, 0.051, 0.047, 0.031]\n",
  509. "Temps : [0.031, 0.035, 0.035, 0.035, 0.044, 0.035, 0.033, 0.046, 0.034, 0.042, 0.038, 0.03, 0.036, 0.036, 0.03, 0.035, 0.037, 0.035]\n",
  510. "Clusters : 3\n"
  511. ]
  512. },
  513. {
  514. "data": {
  515. "image/png": 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\n",
  516. "text/plain": [
  517. "<Figure size 432x288 with 2 Axes>"
  518. ]
  519. },
  520. "metadata": {
  521. "needs_background": "light"
  522. },
  523. "output_type": "display_data"
  524. },
  525. {
  526. "data": {
  527. "image/png": 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\n",
  528. "text/plain": [
  529. "<Figure size 432x288 with 1 Axes>"
  530. ]
  531. },
  532. "metadata": {
  533. "needs_background": "light"
  534. },
  535. "output_type": "display_data"
  536. },
  537. {
  538. "name": "stdout",
  539. "output_type": "stream",
  540. "text": [
  541. "Mesures : [0.025, 0.001, -0.079, -0.151, -0.158, -0.191, -0.225, -0.226, -0.231, -0.238, -0.213, -0.21, -0.22, -0.219, -0.218, -0.219, -0.226, -0.229]\n",
  542. "Temps : [0.001, 0.002, 0.001, 0.001, 0.001, 0.001, 0.002, 0.002, 0.001, 0.002, 0.002, 0.001, 0.002, 0.002, 0.001, 0.002, 0.002, 0.001]\n",
  543. "Clusters : 2\n"
  544. ]
  545. },
  546. {
  547. "data": {
  548. "image/png": 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\n",
  549. "text/plain": [
  550. "<Figure size 432x288 with 2 Axes>"
  551. ]
  552. },
  553. "metadata": {
  554. "needs_background": "light"
  555. },
  556. "output_type": "display_data"
  557. },
  558. {
  559. "data": {
  560. "image/png": 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\n",
  561. "text/plain": [
  562. "<Figure size 432x288 with 1 Axes>"
  563. ]
  564. },
  565. "metadata": {
  566. "needs_background": "light"
  567. },
  568. "output_type": "display_data"
  569. },
  570. {
  571. "name": "stdout",
  572. "output_type": "stream",
  573. "text": [
  574. "Mesures : [0.011, 0.285, 0.47, 0.412, 0.319, 0.283, 0.223, 0.217, 0.203, 0.053, 0.021, 0.031, 0.025, 0.019, 0.018, 0.013, 0.003, -0.065]\n",
  575. "Temps : [0.006, 0.006, 0.007, 0.007, 0.008, 0.005, 0.007, 0.005, 0.005, 0.005, 0.007, 0.007, 0.005, 0.009, 0.006, 0.005, 0.008, 0.005]\n",
  576. "Clusters : 4\n"
  577. ]
  578. },
  579. {
  580. "data": {
  581. "image/png": 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\n",
  582. "text/plain": [
  583. "<Figure size 432x288 with 2 Axes>"
  584. ]
  585. },
  586. "metadata": {
  587. "needs_background": "light"
  588. },
  589. "output_type": "display_data"
  590. },
  591. {
  592. "data": {
  593. "image/png": 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Lynl3zmr/+wBouofXZy5n4oAutE2JP6rXdjQJe+BHSNfYNFKssQFpdgBW1cyF7Ucc9vjFpdn8sH+9f8HSrrl8hlyQEZFIx+hUbut6Kv/uNxWAc9sOJSu2TVDc2C01ntw2nZwGY4XHvIYy/8LjAz2nGAY+qt31zN6/AYBIk5X3h9/GxZkjaGNLCDl+p+7mjLQB2BQzAu9MwKqYOLftEF7fPY9/bPqC5aU7/e8dZbIysXVvTmrdO2y8w7SYxZv3knOgIsCoOlwelmzdx9uzV1LvcOH2aFTVO3juy4XMXp1Nz8zW6AbOlc1sYnDXtjz/1SIeeHsm3y3fiqvJeRds3GM409WlZMHGPcfmAo8SYQ/8CKn3ODktrT8f5Sz2ec4KmpTcljWJfgmZAfuWOKp5decclpbuJEK1cH67oWysyMWuuYLOqwqVh3ufx4DEDgHbraqZN4bewKc5S3l5x2y0JhNEo/M0kmCJ8hfMFDRUEKFaadACvRC75ubn4q2MSu1GsjWGeEskqdY4Klx1KIig/HCAHnEZ3NfzbE5LH8DPxVuxKCoVzjqm56/GqXuQSOYXb2V8qx480vuCcNFOmF/Eut2FNDgNMqh0iaYHzhAdLg+vfb+cSYO78fAlJ/H4tLm4PBq6lERYTCTGRPLhT+vQdB2PprN40z4++Gkt7997MZE2C4oiUIDm806BQFWO789v2IAfAXtqD3DDyjdxS4839KCYiTNH8uawm0i1eePJLt37mpSSK5a9QrWrHg1JtbuBN3fPDykSJcAfQmnEo2ssL9tJYUMFOXWlQRkgobAoJq7uOM7/e5I1GkIcu6psN1MWPk2vuHZc1H44r+yaExSuAVBRsKgmf0y9V3xbesW3paChnIuXvBhQ5GPXXMwv3sqUtkOCHmphwrSE1PhorGYVp9s4nNeckipvuuDkId3okp7Ml4s3UVZdz6hembzw9eIAT97uclNQWsWnCzZwzaQhdG+X6o+tN0UImNCvy9G5oGNE2IAfAf+36XNqPXb/7w7dTbmrlk9zlnBDl5N4ZtsM5hRtQpc6kaoVu+YK8JiduhvNrWFRTAEGD6BecwYY9xJHNdevfJ1qlx239O4rEYQyxE2JN0dxUZNwzoDEDsRbonDY3UFetTcNEDZV5bKjdr9h3rhAMK5VT27OOpl2UckBry0v3WkYnnFqbhaXbA8b8DAtIre4kmk/rWV3UTm9M1tz+tDuvKYE+8VCBGS6+unYOons/BJyD1TSoU0iD1w8AYDs/BJD4+x0a8xdu5PLTxrIw+/ONvxW3XLmCFonxhyFqzt2/KkNeJWrnt21B2hli6dtiOyKRipddeTUBcebXbrGnKJN5DWUs6Jsl98w1zQx9E2xKmZizDYO+IptmvK3DZ/y9Zh7EELw+OavKLFXBzwAWkqFq5bV5XuYd2AzDt3NSa378Mrga3lww8fsqyvBI/WglEGP1NE8xiGZSJOFC9sPCzLe4C27b669At6QUKRqPeKxh/nzsWFPIbe+9A0ujwdNl2zLOcD0ZVt4+NKTeOmbxdTUO9AlJMZEML5fZ75eshmH66ADZDGpuDQP1/znMxQh0KWkd4c2vHDL2djMpoBMlaaUVNVxxyvTfTnjgZhNimGywvHGn9KASyl5MXsWX+avxKKouHWNXvHteKb/ZQELbVJK1lbsZUXZLiyKyXCBpJHlpTtDZm80xS092EIUspS7asmpL6VNRAJrK/YaGm8BfsPYoDkNzbsuJfes/QCX1JBIFhRvY1hyF94ffisHHFU8tOETtlYXBB1nVlR0qeNpZtw1XadrbJrhmMe26sHT22YEbVeF4NS0vobHhAnTlH99NA+76+DMz63puO0uvli4kVn/uo7/fb+MD35cS02Dk6+XbCYuykabRAslVXV0SksiLtLGyuw8XJ6D37+Ne/bz32+WcO+F42iTFEtOcUWQ515ZZ2dldp7hmNwenT2FZbw1ayUOt4cxvTvSu0Pr425N509pwGcUrOHr/FW4dI/fY95UmctjW77i6f6XAt5CmvvWTWNNxV7smstrwA3MpUUxYVNNLTLe4PVMLQYFOOANVWhSR8rQ0e5oUwTPDrwcKSWLSrbxRd7KgHCMgkAiccrAmPSKsl2sLN/NsOQujE3twe7aA0EFRFJKkqwxVLnq/a/ZFDO3d51EpMnYm44xR/BU/0t5YMPH/swcTWo80HMKGZGHntWECeNwedh3wLgT1IY9+5mxfCvTflqHy6P5DbTLU09mKwuLnrsFgOF3vITLE+h0uDwa363Yxn0Xjef5m8/mhue/oN7hxKPpLYqrm1WFOWu94UGPpvPx/HVMGtyNv1960nFlxP+UBvzjnKXGOtil2dR5HESbbPxUtJk1FXuw+2LCTY1khGLGLXXMikqUyUqxPTgcEgqLYuK0jP7k7iwLWiyMUC10jE5FEQo94jLYUpUfsHBpEgpjU7tT5WpAIrkscwwbKnPZW1eCW/fG1lWh4NLdQcbZrrn8nvi57YbyRd4KKl31B3PPVTPntR3KtZ0m8GXeChaXZpNkiebizBEMSOx4yGsanpLF7PEPsaJ8F5rUGZrUmRhzRIvvSZg/LyZVwaQqAd5zU175dhlOV+BnWdclReW1bNyzn09+Xh9kvBtpXLhslxrPzH9dy5qdBXw0bx1Ltuw75JjMqoJHC3TXHC4Pc1bvYPLgbgzu2rblF3iM+VMa8JqQOtiCeo93MXHW/vV+492cPgntGZrUma6x6dy99n1cLfS+ATpEp3B+u2F8krPULzrVSIRqxqVr2FSF/+t1HteufA2X5sGhu4lQLUQoZuYe2MzPxVsB7yzh0d4XEGuJYEdNEWmRCTg1N09u/RYI/NCrKET5dFpizRF8OOI2nt3+HQuKt/lnDzbFTITJwkXtR3DAUcWs/etZXJrNwMQO3NvjbNobxMD9YzdZGN+qZ4vvQ5gw4DXg4/p24se1Ow1fr6q3G4u2KYInPp1PbnGl4XFCwOCubflmyWZen7mC0uo60pPi6Nm+FSafgW6KWVVIiIkkwmKmc3oyy7blYG+WxuhwuZm9OjtswH9vhiV3Yfb+DUEx5lhzJKm+8nLVYGGukfWVOfSKz6DcVevPEGmOQGASSkBoxSJM3NTlZBo8TiqcwSpp5a46Zvv0tdtHpzB97L38uH8jeQ1ltI1I5oUds3Dqbppmcz+y+XO+GfNXBiV1AmB7dSEOg/xwk6JyWtoA/++VrnoWl2b7x+fQ3HyUs4QKVz059SVsrc7H5cu3XV2+l2uW/4+vxvyFeMvhq03DhDkS7r9oPD+t24nRWmNKXBQVtfaANEAAp0cjv6QKt4HnrgiIjrDSu0MbnvligX/Bs6CsmpKqOsOsKVVV+OLvlxMTaePHtTtYvi0neCfhfeAcTxxfoznGNHic1HkcPh3sCL+miYJXj+ShXuf441tnZQwiIkSnGZfu4Z09C/j31ukhY9WDEjvSITo1YJtEUuGsZ1NVHhYl+Nnp0NwsLDmopxJtsnFuu6Hc1e10dIyniRL46cBmwNt55+ZVbwXF6hUEd3c7jU4xrfzb3t+7AJcW+KVw6G6+L1zLtqoCv/FuHLdLdzM9//jXhghz4pEQE8n5o/tiMQVqDNksJu65YJw/J7zp9jOGdcccwpimJcXx9aNX8fmCDQHZKuCNjSdER2A1m4iyWYiyWYiwmvnPjWcSE+lNYBjZs4NhwoLVbOL0oT2Ctmfnl/DRvHX8sCo7YDH2t+BP4YEX26t4dPOXbKzMASArNo2n+1/G0tJs1lfsIz0yicFJnah128mtK6V9dApjU7tzSpu+fFuwxvCcktCVkDbVzKjUrry266eA7W6p8diWL3mm/2WGRTkKgkRLtOE5GzRXUKEPeIt9GnzjeG/vApwhvO9T2gRmhOysKTJclPVrSTR7yal7wo0YwvwiahscfL5oI0s27yMlPppLJwygb6fArKa/XDCG6gY789fvBiAm0sqd546htsFJcmwkAhCKoEPrRC6Z0J+M5Hhmrtge9F4Wk8ppQ7oRYTFTazfWP6lucPLjk9ezcNNeVmXnkVtSyVeLN2MxqQzKakuUzcKT153O/W/ORBHe6k8h4LKJA+nTsQ05ByrYnldC68QYPl2wgcWb96LrEpOq8OSn83ntrvPo3q6V4Xsfbf7wBtyja1y38nXKnLX+3Oft1YXcu/5Dpo+9l6mZI7ll1dssLNmGwBtXHp3Sjcf6XsTfep3LzpoittcUtui9BDA8uSt3dJvEW7vnGRp4BcH26kJsqsVveBsxKybObzeMxSXZvJg9i/yGMhIt0VzdaTzDk7vw1u75QfnbFsXESJ+I1KbKXMPUQ7Oikt9QTve4dP+2LrFtyKkvDS7skTqqwcTMqphCphKGCROKmnoHU5+YRkVtA063hgCWbN7HfReNZ8rIXv59bnnpa/YVV2BSFXRdkpWRwswV29i874Dfq42wmOnXKY1BWd4Y9CkDs/hp/a4AL9vl0diaW0xtg4OYCCtV9Y6gMWUkx6EoCm/9sJLiyjp/eGb5thxuO3skl0wYwJjeHfnhiev4ecNuHC4PI3t1IC0plnvf+I4lW3JQFYFb0/Fomj89sXEh9i+vfcesf137m2Sr/OFDKEtKd1DrtgcYPomkxm1n8vwnmLrkRXLrS7FrLho0F07dw5LSHfx352z+t/NHOsW0CtLdDvVnsSgmHuh5Nh2jW6GKYMlZ8HrSb+/5GbvmQkFgUUxEmazYVDP39jiTGncDD234xCtGhTcu/vLO2aws381ZGQMDRK0iVAuT0/rTNTYNt+6h3CCuDt4OO42l/o1c1aTUvjmdY1tjaSKZKxBYFHPI3pdhwoTi4/nrKK9p8KfuScDh9vDMFwv8hvNfn8xjV2Epdqcbu8uD06OxdmcB63YXBoQk7C43s1fvYM/+MgAeueIUrp88LEivZMX2XK54+lOuO20oNkvgd9dmNnH7OaP4avGmAOMN3kyT/05fSp3Pc4+PjuCcUb2ZOqE/7VLj+WjeOpZuycHp9tDgdOP2aIZVoTUNDnYVlv3qe9cS/hAeeJ3bgRCCKINc5f32Ctx6aHlUo2YKDt3NJzlLURAIBIoQJJqjqHQ3EG+JpFdcW1aX7wlIRRRARmQSrSPiATgjfQCLSrYbeuFN0weFhAe6n82I1CxizJFcteyV4F6Xmpt39yxgzviHGNuqB7P3b0CXktPS+jPYt3j5w/4Nho0fAEYkZ5FkDSwJNgkFVSjoBmGZfgmZdI1NY1bhelzSw6DEjtzb4+zwAmaYI2bhpr2GKYKKEOwsKKVbu1R+3rA7KCvEbVD+Dt5ahdU7C+iUloyqKHRMS8RqNgUIX2m6pM7uJD46gnsvGMdr3y+nrLqe9OQ47jx3NGN6d+T9H9cELYyCNxtl3vpd1DtcREdYGd+vMzERXrvyxaKNOAyOaU5j7vhvwQltwHPqSnh085fs9MVm+8S359E+F/iNKEDXmDRMiopba3mqXyPe8IJEk1CnOflmzF9Ji0zApbm5fuUb7K49gJQSi2rCopj9ErAAQ5I60y02jfW+uHsonNLDo1u+xCxUzmk3hNx64ye3S3dTrzkZktSZIUmdg16fW7QpSF8FvIb6zIyBQdtz6kuxKKag++KROnvqinlp0NU80HPKIcceJszhiIsyFm/zaDpxURFomrclX0sxqQrxTc65r5nkbCMNTjcb9xShKNA6MYYxvTty+ckDaZfqlUpOiok0VBayu9z8+5P5gDcz5anPfubFW85mUFbboAXRUFjNJrq2TWnxNf0aTtgQSp3HwXUrX2d7dQEeX/n3hsocrlvxWkBnmAGJHegYnWqY9XEkCGBx6XYKGyo4f/Hz5NaXoQoFKaBXXFtmjL2XzCZZJ07dQ3YLY+ea1HHobr7JW4VFNR6nRTGHVDIEbys14+NMxJkjg7ZnRqUYLoqaFZVu4Vh3mKOA3eUmv6QqaLsAOqUl0S41nmc+X4BRUFIAioGUqyIEY/t28v/esU0SVnPwd8ZmNvHt8i18tXgzm/d5tVWm/msam/d5G5tcPL4fVktwaFTXpb/q0+50Y3e6+ctr3+H2aIzr2wnVIPOlMdRtMalEWMw8ed3pqMpvY1pPWAM+t2gTLs0T8ATVkdR5nAG9GYUQ/G/IdUzJGIT1EEb8cMsN3rxulfvWT6PEUU2D5sShu9GkzqbqPH4u2Rqwf159GeIIb69Dd1PndgSV2ttUM9d0Gke5q469dcX+eH6Jo5r39y7kxexZ9IhLN7y+KJONXvHBhQfto1MYmNgx4MEm8Br8C9oNP6Jxhzk6bM8r5qYXvmTMX17h3EffY9aq4CyLE4nvl2+jsj5Y1E0C/7jiFPYWlTNrVba/+UdToiIsPHLZycREWImyWYi0momJsDKqdwe+XryJylpvMd7Inpkkx0UF5GerikDTJS635g9laLrE7vL4vesBXTK485zR/nRCm8VEhNVsmBYspWTdrgIibWa0ZqERm1nl7vPGcMXJA7nt7JHMePzq37TQ54QNoRQ0lBvGfF26h4L6chaXbCevvoxOMa3pn9CeFWW7Q4pRWRUTw5K6sLg02zC1DrwPh66xaeTVlwft49DcfJ67gslp/f3bEi1RuA1CGoejsdflB3sXkddQTqIliovajWBe0RZe2/WTvwPOee2G8dG+xWjouHWNCNVCqi2WA/ZqzIqKlKAqCqe06cOS0h2MSM7C1KyX55P9L+WVnbOZUbAWp+amf2IHJrTqxUMbP6HUUcPgpM5c22l8QEjqj0qt3cn89bupszsZ1r0dndJCV50eiuz8Et6YuYKdBaV0apPEDacPo2dm68Met7OglGuf/dw/Ta+zu/jnRz9RXl3P5ScP+kVj+b1ZsGmPYdghymahsLyG4opaQskjnzowi4n9uzCiRya795fzzBc/U1Rew+zVO/h5wx7+991yXrnjXPp2TOPdey/mmc9+Zt6G3UgpGdO7Y8gmxjsKStB0HVVRuGhcP84Y1oPtecXERtp47fvlITvwrNlVwJeLNgVt75iWzGUTg0OUvxWHNeBCiLbAB0BrQAfekFK+KIR4FLgeaNRYfUhKOetYDbQ53eMyiFAtQYuEJkXhk5ylNGhOXLqGRVGJNUdS7ao3FJxKskTzSJ8LqHTVsbpiT1BqH3hT/x7qeQ421Ryy5569Wbeb7wrXBqn6AZiFSofoVIod1VQblPSbFIXJaf05M8P7pZVSctGSF8ivL/OnCNo1F2/vmd/s/V2UOWu5o9tkIlUr7+z5mQpXHZ/lLueb/FXEW6J4a+iNJDfJRrGpZu7pfib3dD8TgM9ylvHfHT/4H4zfF6xl/oEtfDzydlr9gY34mp353PnqtyC9yosvfys4a3gPHrh4whGlgm3YU8gtL32N0+WdGRaV17B6Zz4v3Hw2Q7q1O+Sxr84I1vxwuDy8MWsFF4/vj9lknNV0PJMcG+WXd22KlJK4KBt2p9sXagj8XppVhdU78hn31/8B3jh6TYPTX3XZGPN+4K2ZzPrXdSRER/DEtacFnGPCX/9nmEJoNZsCvsORVrM/LfH0Id1ZuT0vqBhHl5LV2fmGD6PdhWUUV9bSKuH30Q1vyRzfA9wjpewODANuFUI0liM9L6Xs5/v3mxlvgLGp3Um1xWJukq5nUUyYhUqFq85f+NKguShxVGM38NZNQuWyDqMZltyFDlGpht63iuCqjmM5Lb0/HaJTsRo0EbYoJk5q3dv/+86a/byzZ4Fhsc7tXScxbeTtvDz4GmzNKj1tipmbupwc4Clvqy6g2NEyXXC75mZRyXa2Vxd4r7nJPSi2V/PE1ukhj3Vobl7d9WPArEZDp0Fz8u6eBYd97xMVt0fjnte+86WwuXF5NJxuD9+v2M7SrTlHdK7/fL4Qh+tgWE/iNcJPf/7zYY/dnldsLA2sH+w2c6Jx0bi+WMzBDx5FCJJiIhnTpyOKQazYo+kUlFXj0bwt0MprGgxL5qvrHeSE0EK5cFw/bM1i41aziSkjvLnnH89fx0n3vc7AW17g7EfeZdHmvYzv15k2SbFB57rpjGHUNAQ/DMC7qFpziIbJx5rDGnApZZGUcp3v51pgO5B+6KOOPWbFxNvDbmZK28EkWKJIssZwYbth1HucQYY4VFjEophIi0wEoFtcunEVpBBc4OtuowqFyWn9Al8GUqyxXJw50r9t9v6NhuETm2KmQXNR7Wqga2warw+5gSFJnYhSrcSYbAgheHfPAl7ZMcffGafMWRvS6zfCLFRmF20Mmm1o6Cwv2xmwwNuU/IayoEbN4F1gXVthPB090SkorWLWqu2GoTW7y823y7YaHHWQBoeLb5Zs5tkvFvLd8q1k55cY7re3qCJkU4FG0pPjDLfrUicxJngR+kSgR/vW3HfheGwWU8Any+5yc+E/P2TLvgO8dud5pMRFEWk1e8vaLWYsJtVQF6U5UgZqk/y0bifnP/Y+o+9+hVXZufTvko7FpBIdYcFiVhnZM5O7zh3Nez+u5uVvl1Lhi6Pnl1TxwJsz+WjeOgrLqoLe570f1zCyZwfD0n27083Xizf7c8d/a44oBi6EyAT6AyuBkcBtQogrgDV4vfSgx6EQ4gbgBoB27Q49jTxSYs0R3NvjLH+fRo+u8XHu0pZ0HQPArCiMTukGQIWzjjJnbfA+QmVzVR7jWvVgR81+vs5fFfC6BFyam8gmBTYauqH37dDdvLPnZ97Z8zMTW/fib73O5T8DruCiJc9T6qjBI3XsmotPcpeyqSqX14ZcT4+4jJB57M2JUC2cnTGIDZW5IfcJpTSeYIk2zEoBSLUZG5cTlb1F5dz7xvfsL6/xNrAIIUfqOUTq6f7yaq546lPsThd2lyfkAhhATITVMKMCoM7uRNclN54+jLv/NyMgz9hmNnHW8J5EWI01eU4EpozsRXZeCV8t2YTms8qaLtFcHh55fw4z/3UtPzxxPdvyinF7NPYVVfDslwsJbjEciMCbHpjhe/B9Mn89L01f4g+vbNhThM1i4snrTyfSYqZtajxtEmPxaDrvzF4dFA5xuD28M2cVLgOtcJdbY0CXdOau20lVnT0gr10CXy/dzPo9BXz84GUh/87HihanSQghooGvgLuklDXA/4BOQD+gCHjW6Dgp5RtSykFSykEpKcc2N9KkqAxK7IRy2JwSL1Emmz9csaZiDyYDBUKH7mb+gS0AfJW30tCzrtdcbGiS7z2xVW/DUAvgbyIx/8AWnt8+k5+KNlHlagiIl7t0D9k1+9lSnU+KLZZz2w4JyDAxoZBkiSFSsRCpWrAoJqyKmVPa9GFcq56M8pXWN6dnXFvMITJxkq0xDEnqjKVZBalNNXNlx7GGxxxv7NlfxsyV21m/u9AwswHA5fZw/XNfkOPLH3Z7jOdnERYzZwztEfI8//p4HlV1duw+Q+CVHpVBsyWbxcQlE/oHnae4spYbnv+CCfe+xkn3v86L3yzhxjOGkxwbhdmkYLOYOG90by47aSA/rMpm6dac36w45GizaMtev/FuSmWdnaLyGhRF0CuzNf07p9OrQ+uQ97wRVRHERtp49sYzqaht4JaXvgqo7GzE4fLw0U/rGNKtHW0SvaGR2gaHYTgGoN7uCvkQNqkKnz18ORP7dwn6G7s9GgWl1cYKhseYFnngQggzXuP9kZTyawApZXGT198Evj8mIwzBlqp8vi1YTYPHyYTWvRjXqieqUHio5zlcs+J/2DUXds1luNDZSJG9EiklQggiVKthCAGgzFkDQIWrzjgcIyXV7oPpUn0S2jGl7WCm56/GqXsMvV6n7uH7wrVoPq+7ObrU2VlTRO/4dkxq049vC9b4u+3oSM5MH8hVncaysGQbNS47g5I6+dUGQ+WSm5VDL4Q93vciHtn0OSvKdmESCooQ3NH1NIYkBxcOHU+4NY373vieFdvzUBWBBNISY3nj7vNJaBZ+WLR5L063x/CL2ph+FmEx06tDK979cTX3vfk9EVYz547uze1nj8JsUtF1ycrteQaLc6AoYDWZUBWBR9NomxLP+3PX8MasFfTtmMYDF0+gY5skrn7mM0qr6/yGbUd+CYVl1Xz3+NVIBBFWE/+bsZzzH3sfk6oghMBqNvH6Xef94gyZ34vIEDMIl9vDGX9/h0irmXNG9eb2s0eSlZHCwKwM1uwsMCzQaaRLRgqZrRI5/7H3ySsxjoMD7CoM7GMbE2nDbFINq0NbJ8ZQXlPvfyg34tF0BnTJIMpmoV1qvGHIzeHysKOglJG9OoQcy7HgsB648C7Dvw1sl1I+12R7mya7nQNsOfrDM2bavkXcsuotZhSsZe6BzTy2+SvuXvs+mtRJi0zgmzF/5a/dz+TyDqN5sOcUkkIo/DVtkzY0uXPIWPOmqjxmFq5jTGp3QyPYoLvoHB2YKvaX7mfw+tAbuLrTuJBFRLqUtI5IMPTWVaGSFpGAR9e4a+372DWXPzCjI/k0dynZNfuZnNafizJHBEjFLijeFnQ+gA2VOXh0DSkluXWl5NeXB3g7USYr/xlwOd+Pu593h9/CnAl/OyH0T96fs4YV2/P8GhV2p5vckkoe+WBO0L5l1fUhPdneHdpw9amDefjSk9i87wDbcr0Liw1ON18s3MTD78327xtqqmwxm5j39I18cP9U+nfJILe40ruwKb0twq559jNmrdpOTYMjwCuVeD25H1bvIC7KxorteXy+cAMuj0aD0029w0VFbQN3vDL9sB7q8caFY/oGaZLAwUhng9PNl4s28fC7s/FoOn07pWFSve6UURaQpks27yti9ppsSqrqDhkvb50YuChpUhWumzwkaDxWs4m7zhtNSny0P66uCIHNbOK+i8YRZfOGSNNT4gxDWjaLifSk3z7U2JIQykjgcmCCEGKD799pwNNCiM1CiE3AeODuYznQRsqdtby26yccutvv2do1FyvLdnHOwmf4Om8lVtXEmRkDub3rZCal9ePaThMMwyqalHyasxTwGvMXBl1l6IO7dA+v7ZrLSa17G5b9qkJhTtGGoO0ZkYlcmjmKQYkdDc8bZ45gcpu+WBQ14HUVhURrFEOSO7OhMscwbOP0VW5WuuqCGjgcqvny1qp8zl74DJcvf5lLlr7E+YufY3ftgYB94i1RdIhODRluOd74asnmIG/No+ms2J5HQ7OO4306phka30irmctPGsjtU0axfndB0DTb6fawcOMeiitrURTB+L6dgsT9zarCqQO7EmmzoCoKG3bvD/L03G6dWau24zH4HDncHvJ8lYtfLNwY5AmCN/Nie57xYunxyvlj+nJS/y5YzCqRVrNhUwSn28OCTXs4+f7XeHXGMuodbq+QRYjPstmksLOg1FBMqhGbxcRNZwQXpV1x8iBunzKKpNhIFOGVqL3vovE8Pu0nispr8Gg6igCrxcRLt07hnJEHM8wm9u8SpFsOXg+8uUTub0FLslCWSCmFlLJP05RBKeXlUsrevu1nSSmLfosBrynfi8lA6U8CBxzVvJA9i39s/jLgtTMzBhqWWnqkxme5y/y/945vR6iazBJHNYUNFVgNmjxoUvc3VQDIry/n2hX/49T5T3Dq/CcocdRgUcxBD5FKdwPnL36OHnEZdIlpg0komITCkOROvDHkBlSheNu6GQxJAgtKtnLGz08xcd7jPLzxMxo83pXwCa17BsXzFQS949tx59r3OOCowqG5cepu8hvKuWnVm4ZdfE4UDjXVbi6K1KN9K4Z1ax/ggVnNJjJbJzK6t7f3546CUsOYrcWs+g3sA1Mnkp4cR4TFhElVsJhU2iTFcvf5YwDI8UmjBo9Ho67BZVhqHWEx0ctX9NPgNBYmE0L85k0DjpTFm/dy28vfcNUzn/LxvHU4PR4eu2oSX/79Cv5+2cm0b5VgeJxH06mub1k2h8utMaJHZshF+UirmQcunsC4JmX34H0gvD17Fa/OWEat3UmE1cxZw3swfelmqusd/s+LLr3rGl8tCSzeibCY/QunAQh4ZcbSgGtZujWHWau2U1RR06Jr+iWcGC5WEyJNlkMuUTYuOl7baQLtfD0c3bqGgjCMX9d5Aj8wbSLi2W8Pjqm1ssUTabKiGxTnAH4NbYfm5rqVr/kbDwPsqSsmxmRjTGp3NlflUeKoRkeiSR0NWFexj17xbZk78e+oQmBrktHSPzEzZOqfX0lRwoLirdS6G3hx0NXc0XUy6yr2UeWqp8G3DmBTzQxO7MT26mB9Fo+usaB4G5OapUieKIzt3ZHvV20PKnNun5pAXJSNsup6vly8iZ0FpfTMbMVDUycwf+NuPluwEbvLzakDs7jhjOF+g9spLYnN+w4EvY/d6fYbn4ToCF6/6zyufPozXzqapKiiltv/+w3P33IWHVonGmaxWEwqQ7q1xWoxsWnv/oAHhcPl8aeqnTooi+15xUHZElJKv5E/Hnl5+hI++XmD/yGzM7+UGSu28f59F5OREk9GSjwb9hSSW1z5ixdlrWaVs4b3Yki3dgzKasvqHfkBD3GrWeWJa09jTO/gZtwfzV/HO7NX+e+ry63x2vfLQ3aqn+drMNGI26Ox3SBdVNelv4pzb1E5N77wpS90JvFoOheO7cvd54056hrhJ5wWytDk4FXg5qhCYWt1vv/3KJOVtIhEw30zIpN4dvt3fJW3knqPk1uzTsXWLCZtVczcknUy6ZGJZEalGD5AcupLWVG2iwXFW3Fq7gDPQCJxS42RKV0ZkZIVdLxbamyrLqTEUR1gvMHbVu2vPc4M0Ecx+qO5dA9rK/axv6GSeEsUn4++mwd7nsMVHcbw1+5nMn3MvbilJ0iq1nusZphCeaJw69kjSYyO8HvVFpN3qv7oFaewu7CMcx59j/fmrGbBxj28NWsl5z/+AYs37aWwvJo6u5NPFmzgobd/8BuBmAhjYTAp8cdCAf7x4VzKa+pxezRcHh23R2PTviJOuf9NFm/ex5Bu7QJagQnAbFK5eHx//u+yk4PPD/z9/TlU1jZw9ohedGqT5I+3qop3EfP/Lj/ZULzpeKC0uo5p89YFzBAcbg/5JZXMXr3Dv+2yiQMNwxAtxaPp/ofYszeeyTWnDg4o2nG6NR54ayYvfr046Nh3DVIIQxnvxvcCb8bMzoJS7C53yGQHVRFIKbnjlelU1DRQ73DR4PQWh321eBMLNx39eooTzoA3xqpjTBEBVZiBCFKsBxcvhBA81GsKNsVMY7TZ5Ato7K49wGe5y3khexZTFj5D97h0/t77PNIiElAQpEUk8HCvc5nk0zl5esBlRKrBuuNuqfHY5i8pbKjwF+E0xaG5KLJXkltfalhVaRIKB+xVhlcTpdpA4A/BhAr7uXUPf9v4KVur8rEoJk5N68uUtoOp9ziYuX8dHaNbBTSEaMSsqPSJbx/irMc/yXFRfP3oVdwxZTSnDsri6lMH882jV9EzszVPfDKPeofLH4t2ujVqGpws356Hy61RZ3fhcmus2J7LS994v/Cb9hq3jrNZTGT74s/1DhdrduQbepGarvPKjKVMGtSV6IiDnxVFEdx85nBS46NZuGmPYSxeSsnNL33FuY++R5TNwmUTBzBpcFemju/Pxw9dyikDjVNEjwc27tlvWPJvd3kCtEnSk+N4+54L6d85DVURREdYOJL0aU2XPPnZfO+MxaQyoEtGkGfrcHn4ZMF68kur/NsanC4q64LFtQ6FSVX42zs/MPnBN7n22c859YE3SU+ODRqv2aQyeUg3dhSUUllnN5Cp9fDloo1H9N4tGt9RP+NRZmnpDj7PXU6t286E1r04r+1Qese3Y/aEB/mxaBNPbP0moNBFQRBviWRAYmA6z4DEjnww4lY+zllKTn0phQ0VlDpr/MUrTt0bE/7Xlm/435DrOLlNH8AbXlhdvodZhevpn5hJm4gE4i1R1BtUXtV5HCRbY7Cq5qDUwAjVQtfYNDxSY3NlHq5mRTP1mpPnt39PovXigNZldo+Lx7Z8GaD1HcqAS2BrdT43rXqL5wZewabKXN7buwDpuy8SSao1jhJntT/8YlPM9EvIpLeBYuGJRJTNwsXj+3Hx+H7+bZquszGEMW6+0Ot0e5i+dAv3XjiexFjjxhW6T8MDMExDa4rD5eFfH88LmNpruuTlb5cyMKstdpcbTQv+S7o8GjsLvJrwRRW1rN6ZT9eMFCYN7kZmiNjx8UJcVARGn05FCJLjAu9p17apvH3PRf7f//7ebH5atzPIGzarimFzB0UItuQUMSirLYs278FhsC4ggGVbczhrRE/+/cl8flyzI2ifpvsafa9aJ8Qwf8Nuv8QsQHFlHbFRNr/aoUlVaJeaQJ8OaSzYsCdkiLfecfTXmY5rA/7Grp+YlrPY79Huqi1iZuE63h1+CzbVzOnpA2hli+PRTV9Q47ajI+kS05p/97sExaAoJzM6lYd6nUON285J8x43fM/1Ffvw6BomRSWnroSbV72FQ3P7Y9bnZAwOqLpsii4lw5K70C4qiX11Jf7O7hZFJT0ykeEpWfSIy+DLvJV4fONtSk5DGTetepOvx9xDgi/1cV3lPlSDazkUTt3Nv7d8Q6mzNqjjULGzmis6jOHn4q0oQnB2xiDObTv0N+nf91ujCIFJVUMWbjTH4fKg65JLxvdn+bacgKm2qgjapsTTOd27rpIQHUFGSjz7DlQc+nzNHhQOl4ep/5pGq4RoVFWgew6dEiglZOeX8sCb3zN1wgBunzKqRdfyezCgSzpRNisNvgySRlRFkFtcwT8/+onzRvf2N/yVUpKdX0J1vYM7zxmNpuvMX78bk6ogpeT604axYc9+FhkoC2q6zvSlW/ho3jo8mo6qKkGzIVVRiLJZePjd2Szduu+QD13pP8ZbC2A1qyTFRFJcVYu7WaWu0+2hdUIM91wwlvySKiSSV2cs44lP5qHrumH2kM1sYtLgbi27kUfAcWvAK5x1fLBvUYDn6dQ9FNor+KFwPee0GwLAoKROfDfufgoaKrCpZlJssVQ463hs81csLN6GSVE4I30A13c+yS8etbSJXnhz/EJEUnL32g+ocNUFfBhnFK7htLT+5NWX4ZSBfyizUIk2R/D6kBt4e898fti/ASlhUlpfrus8EVUoJFqj+WDErTy++SvWGGiMeHSN7wvXcXkHbzaDSSghXe5W1liKncYr3AX2CsPUSVUopEUk8MmoO0Pegz8C5TX1lNc0cMrALH5cu7NFRrxXh9YoimBgllcr+sVvFqMqCpqu0zYlnpdunUJFTQNlNfW0TY3nH1eeyo3Pf2H4hTWp3kKoUEajuLIOVRFYfEUloTzARhxujY/mrePicf1IiTeua/i9URWF1+86n9tf+Yby6gYURfgqVGFldj6KKGDWqu385byxjOiZyW3//ZriqjoU4S16uuWskTxw0QQqahtIS4rFYjaxbFsOq3fkBd1jp8vDj2t34tF0LCbVMJQlpfdv+s+PfjrsjKkRIeCSCf3p3aEN/Tunc+bf3zHcr7KugVG9OmB3uTnl/jcMs4b8hWFWMx1aJ/qbOB9NjlsDvqkqD7OiBrUJc2huFpdm+w04eGPcbaOSfK+7uHL5KwFd6D/LXc7mqnxeH3I9Qgg0KVFR0Aj+o6dFxGNSVHbXHqDCVRscy9Lc5NaX0Tm2TcBCKXgXEv+9dTr/7HsRt3edzO1dJwed36NrmBUTE1r3YktVfpCmuVP3kNekrdqAxA6Gi7ZmoTI0OYv5xVuo8wQrpVmEaiifC7JFyoYnIpqus7+8hue+XMjybbmYTSqappEaF0VpdX3IL3FjGuD9F00AvBWCiTGRXHXqYCKtFoZ3b0daUhwPv/sDS7fm+KoxdW48fTjT/3E1j02by/LtuX7BKqvZREpcFMWVh14Y1nRJu9Q4+nRsgyIEizfvpawmWGK4EbNJYcOe/Zw8MOsX3qFjT/tWCXz7j6vZVVjGnDU7+Hj+On9YRJcSh8vDs18u4KN5seSXVgXMUP733TK6ZqQESO+O6JHJ5ScN4r0fV/vvu9OtofuyO8AbdhLCV3hj8TppEsmzN55Fvd0VsvLSCE2X/LR+F0mxUYzr05H4KBul1fUB+wigZ2ZrXv52Cd8u3UqDMzg0IoAu6cl0aJPEqJ4dOGlAl2MiCXzcGvB4S6RhEr+CILlJg16H5mZ6/irmHthMpGqhXVQy1a6GgC70Ll97sy3V+fSOb8fIlCwUIWgeghTg18Z2aG6UEGu8ds1l2AHeLTV+PrAFZ69zg/LFpZS8v3ch7+1diEd60xqNRKoiVAt94tujSx1FKJgVE88MuJy7177vbZaqa7ikhkQya/8637hFQNaLTTEzOb0/PxSuD3pAODQ3BfXl1Hkch2zRdqLx1eJNvo7iDn9lXuOXtqym3u/pNkURwt8v8dKJA0hPjqOwrJqrn/nUnz1gNqn8uGYHqQnRLN2aExALfW3mctKT4/jvbeewfnchny7YQEVNPd3apbJ0S45hLnlzymsaeOTyU/zX8OyXCw/ZezFUj8njCSEEWRkpvDx9iWGGh6IoFFXUGIaXPvl5PUO6tUNK6ZMmENx05nDOH9OH9bsL0XSdf3z4Y9B5pYSE2EgevHgCJlXxZQCZqLM7DylK1hwpoaSyjjdmrmDp1n3cd+E4/v7+HP/fpDEbKK+4krU7C0I+GCSQlZHCo1ec2uL3/iUctwa8T3w74syR2Jul5JkVE+e3Gwp4sy5uWPk6OXWlfkO1pmJvgPFuRErYUb2fA/Yq5h3YQve4dLZVFaD7tEUE0MaWQG59Gf3cDrrGtjGMC1uEiVPa9OGt3cYazxKJU/cEGfDPc5fzzp6fAwyqggiYCZiEQqRq4cN9i3h8y1dEm2xMzRzJNZ3GM2v8gywq2cZrO+dywFEdIH6lIFB8nXo0KTmv3VBu7zqJCNXM13mrAt5TAp/mLmVe8WY+HHE7UabgjJoTjXnrdx3S8DndmuEXTZcSm8XMfReN9297+N0fqKi1+42LR9PZWVDK1pwDQfMWh8vDuz+uZuKALvTvnE7/zumUVdcz5dF3aXC0rNjGYlLJLa6kfasEzh3Vm/KaBt6ds8rY8AmF3h2O3xzw5phUY49TSokaIu2kvKaBJz+dz4xlW3F6PPTKbMNDUyfQtW0qJw/MoqrOHrLSONpmYXy/zuwqLGPdrkK6tU0hISaSyyYO5KP56/yfD0UILGbV3//SCKfbQ3ZeCbFREfzvjvN4e/ZK8kqq6NOhDZ3Sk3hj5spDevURFjMT+3c51O05Khy3aYSKUHhlyLW0jUwiQrUQpVqJVC081HMKWb4sjXkHtpBbXxbYhCBEoY2CN379zy1fM794C5ur8lEVhW6x6T7hJoX9jkpe2zWXC5c8T7XbziO9z8fcrD+lW3owCZUhScaqh20iEohp4tnm1JXwl7Uf8Fz290HesI7Eoqq0ssWRYIlidEp36jxOcuq9Ajx1Hgcf7l3EC9kziTJZGZHclVJnbVD1mY4kyRLNe8NvYc6Eh7iz22koQuGubqfz4qCrghZBnbqHUkcN3zSTxj1ReWPmisN2DA9Vct1U47m2wcHW3OIgA+HyhA46lTWbXk9ftgW3gfE1mxTMpuCvW0VtA1OfmMbSLfsQQnDD6cOY/5+bufu8MVia7e/yaFzzn88Pe62/N26Pxv1vzWTp1n2Gr0dZLYZG2GpWqbM7mb50Cw63Vz9m874irn32c381Y3x0BP06pQc9AGwWE2cM68ElT3zElU9/wv1vfs/kh97ipW8Wc/OZw7n/ovFktvIWdo3r24lPHrqMv14wjgiLKWROusPlYfO+Ivp2SuOlW8/xhsuumkTOgUp/bN+ICKuZod3bMbLnsRe2Om4NOHiLbL4YfTdvDbuR5wddyZwJf2Ny+sG+k8tKd4ZUGmyKKhQiTVZy68v8+zd6yttqvF3tGw2/U3dT6arnzV3zGJ3ajRhz4JRVAv/dMZtJaf2IMtn84lYqCjbVzN96neP33IvslVy94n8sLd0R0gA4NDczxt7HnAl/w2VQaOPQ3UzPX02RvYqZhetCVoJKvFk2kc08arfUiDAo/3fqHhaVnNhNcxs5XKxZEYIoW3AFr9Wsct7ogzoXUh6+uXVz0pJiA1IFN+7Zb5j2ZlIUThmYRYQ10CFojAs/8sEcv85OhMXM+WP6BGVSOd0ecksqmb70N9ON+0W8PnM5izbtDboPJlUhMSaSV+44l3suGBfQ6MFqNpEUG8X+8ppg/RiPxqc/b/D//sQ1k8lslehvAmE1q5zUvwvLtuawe38ZDpeHOl/u/6cLNjB33S7OHtGLjx66lC/+fgVPX38G7VslcP6YPvz09E1MHd8voOCqEavFRKrBgnFaUqyh0VcEDMzK4MlrT+M/N5z5m2iDH7chlEaEEHSJaWP4WpI1GlUoQV63TTWTaoml0FGJAIYkdSFCNTOvuGUffE3qLCrZxqlpfQ2LchqN32ej7+Lz3GVsrMwlMyqVqZkjyIxO9e/30b4lQVWZzWkbmew3+HvrQosUXbj4OYQwlgOwKCqn+vLWwdvweWNlLomWaOItUYazEgEBawknMl3bprJ6R77ha6oiiLCaeeq603n43dkBRT0uj87W3GLOdHuwmk3ERtnonJ5Mdl5Ji5d5s/NLOO2ht3jnrxeREB0Rchy6lFx+0iC27Csm10D+1O70kFtcScc23sX4bTnFqKoCzT5+DpeHl79dwoKNu7lgTF8m9O983KWAfrkoWFwMvN/lH564DrNJJSsjhS5pyXzy83rKaxoY26cjrRNjeOzDucEGXNPZklPEy98uYcX2PFolxPC3SyaiKArFlbV0b5eK1WLizIffCcpGcbg8fDh3DUs272Xuul2Adx3hgYsnML5fZyKsZq6dPJSvlmwJCFsJwKyqTBwQHAaZMqIX781ZQ/OmE1JCdm4xiTGRv1ljh+PaAz8cUzIGGwpbOTUPefZyYs0R3NF1Ms8PvIIka0yLGz0ARJis1LrtGH03JJJKVz3J1hhuyTqV14fewIO9pgQYb4DNVXmGjY2bcp4vng/QJaa14Qidugen7jF8mJiFglmo3uyYulL+teUbLl7yIk9vm8GDGz7hnnUfkGQJvnarYuZiX6u4E507powKkgcVApJiIzl7RC8+/dtlDO+RyT+vnhQQSpFSMnv1Dh6bNte/7fGrJhEbZfOXsB8uc8Dh8lBVb+eBt2YyZ82OkDIP7VMTyMpIIcpmrI2tST2gTD/SZg4Z621wulm1I5//e38OT31mvBbze2I3yMoA8Hi0AMPWJT2Z/p3TiY6wsL+8hqgIq2Fc2aQqbM8r4cOf1rEtt5gFG3Zzy3+/Jr+kipMHZpGREk9tg9P7wDNg74FK5q7b5V+ALq2u52/v/sDmfV79vegIK2/95QLat0rAajZhNau0b5XAOSN78dDbs/jPFwv8ImYAKfHRvHLHOUELyhKod7q55/XvDttC72ghfktt4UGDBsk1a9b86vOUOmqodNXRPiqFpaU7eHzLVyC94YLmaYc21cztWZPom5DJtSteM9QCMcKimBiZksWSkh1B6XgWxUS7yGT22yuJNtuY2n4EUzNHBk15H930BbP3bwjZkxOgR1wG7w67mU1VeXyVt5K5RRsD0vzMiuq/tuaoQvFms0jN/zOCgOwWgSAjMhGrYqLAXoEqFHSpc2fX0zi3ycPjRGdb7gFe/nYp2XkltE6M5cbThzHWp0RXZ3dSUFbNs18sZO2ugqBjzarCnCdvID46AvBWzE1fuoXd+8volpHC818vPmwamiIEQ7u1Y/n24HZ2QsCtZ41kYFYGb85cwars/AA5WVURdGvXig/vn+rfVlVn55xH36PaoLN6UyxmlS/+fgVtU+IPud9vyY0vfGk4E+nZvhUfPnAJ4F1vuPTfH1NWU4/D5UFVBGaTSpf0FLLzS4Ly9oUIXseIjrAw7+mbMJtUHC4Po+9+JUjuWQiv529kUDNS4jh5QBaTBneji69Aa395DTUNDv7yvxlU1dlxuD2YVAWTqvD8TWcxtPtByYmrnvmUTXuDRVhtFhM92rciO7+EaJuVi8f34/KTBhoqULYUIcRaKeWgoO0nkgGvddt5cMMnbKjMwSRUJJLbsyZxdttBbK8u5O+bPqfIQEkw3hzJnAl/45v8VTyfPRMhhKE327yYQkFgVc3e3FNf0Y5VmHD70vga97WpZk5PG8D9Pc8OON+O6kKuXP7qIQ04wDkZg/mhaANOzeMbg3f/BEs0o1O78VPRZuq14NL95umDobApZj4ceTua1Khx2+kWmxYkmvVHRErJi98s5rMFGzCp6iFLmVslRPPCzWfTvlUij7w/m4Wb9mL2FYiM7t2BJVv2oSoKDU5X6AVRk4LHoEVbhMXM8B7tWdasutNsUjGrCslxUbx+1/m0SvCGtHYVlnHts595PcZDCC01nvv+i8dz1vCeLbonvwV79pdx1TOf4XJ7cPtKzc0mlTfvvoAe7b1VmK98u5QPflobZKjjIq3YXZ4W5W1HWs28d+/FdE5PZu7anTz87g+G6w8RVnPIRUdV8Vbr3nzGcE4a2IUFG/fw84bdbNizPygNNDU+mh+euM4fsrry6U8MVSubY7OYOGVg1q9KKQxlwI/7GHhTHtrwCesr9nk9bbxfhJd2/EBGVBLDkrtQHkJRr8Ztx6V7OLfdUE5q04dbVr3FztrgJ2fzL56ORErJmRkDqXDVU+NuQJeSTVW5eJp8ix2am+8K13JDl4n+EniALdUFPo839IfRppr5oWiD/4HSeFaLYuLDEbcRY47gx6JNQcc1NfSHQxECp+bCqpgpaKjAqbkZlNTpiEv0TzQ+XbCBzxduxOnWDqk4B97KyBue/5IxfTqyaPPegHzvJVv2cc95Y0iOj+aHVdn8vHF3UHk1gNujIzhYgQfeL2/n9KQg4+3dXyPKaubeC8f5jTd4dUHq7C3TzVAU4Z85HC90Skvmi79fwSc/r2fjnv1E2SyM69OJDm0SqbM7WbYthxnLtxpWx9p93nhL8Gi6P4wxf8MuY+NtObSUgqZLNN3DS9OX8Op33t4AoR4eNfUO9pfXkO7TAz9reE92FZYdNivI4fIwe/UObj1r5FGvoj1hDHiJo5r1lTlBoQSH7ubDvYsYltyFjMhEw4XAeEuUv61ZrDniiKRTHbqbancDT/b3Tv2uWPqyYVzbopjIqSslIfHgH2j2/g0hqiG9WBUzHaJSya4JFlxShMKysp2cnTGIf/a9iIc2fIqUOi6pYVZUr87wYeLrjZiFyof7FrOgeCuKUBAIYsw2Xh9yA2mRx7dA0q/hg7lrjyjlzqNpzFm9I6hbjsPl4eOfN/DVI1cypGs78kqqyC2uNGysIPFmVKQnx6EIwZSRvSgoq2JLCE+tqt7BvW98z/v3TaVLejLV9Q72FpW3eMwWk8rwHsefkmTrxBhaJ8TwWX4JJlVh074inv16IVKXmE1qyKYUutRRaFnFYte2KX6DGBNhQxEiaN1AUVQm9s5k4ea9h/ws6DJ0Tngjbk3jiU/m0SYxlvPH9OGsET35ad0uNu0rwu50YzWruD264dqFxayyt6j8qBvwE8YFq3TVh5SPLfXpgdyaNSmov6RNMXNTl5MDVurTI421wY2wKCY6NFmcNAplgNcLT4sINIaHaiJsFirjWvVgYGIHwz+C8O0DMDq1O1+PuYebupxC+8hkFISh8VYQ2BSzXzLWJFRsiplT0/qxsHgbTt2DXXPRoDkpddTwwIaP/MfWuR1kVxdS5aoPOu+JSnX9kUmHevO9jWc1lbXeEvcIq5mHpk44ZJZBTKSVzx6+nE/+dhkXjeuH1Ww+5P4uj8a0n9YCHNL7jIuyER1hIcpmIcJqJi3J27jZHKJg5vdkZ0EpL01fEtDT0+XWcGs6DU63YRhKUQRpSbEtXgBs2i7vnFG9DFP7TKrCP648lfsvGk+H1om/SktdSli+LZfpS7dw9TOf8cOqbF6941yeu+ksLhrXl6nj+3Pq4CzDv6Hbo5Nm1MnnV3LCeOCZUSmGsWSTUBnq65o+OrUb9/c8i//umEOVL0vk1qxTOC19QMAx13eeyH3rpgUU1liFiUiTlVqPPcA4qihMaevVXal2NYTU7LYoKttr9pNkjcHkM9zntB3CxsrcIC88zhzBRyPvINUWR3Z1IR/nLA06n6brjE49qF6WYoulS2xrSpw1QQqD4PXmW0fE8+LAK9lYlcuKsl2kWuOY0nYw962fZlhEtLeuhCJ7FZ/nLuOLvBWYFRW3rnFy69481OucE6YnZih6d2hjuJgmhNdLbu6RmVUVq8UUtHAoBPTvkg54dVJue/mbkPF0q9nE2c3i0ZMHd+WjeevQDP5u4O3mklvsXbuJjrDSr1Oar2z84OfdajZx0di+XDt5KNvzSrBZTHRJTz7uUggb+W7FtharQHo1TiSarlNa3YBH0/wiYmC8gAlQUFZDQWkVVrOJ9qkJ3HneaF74apG/AtSsKrx8+zlYzCbOHtGLs4b35PFpPzF9Wcvz6FVFoCgKHo/m96x1KXG6PTz16c/075TOK98uZVdhGaribfWgKApak0QCi0llQJf0Y7LQfMJ8Q62+bJKXdv7gjxebhEqUycoVHcYC8GPRRp7a+q3vNYUadwP59cHT0WHJXfi/3ufxfPYsKlx1WBQTF7YbztTMkTy5dToLS7Yh8XrBOpLp+au4ttMEDjiqsKgmww9mg+bi0U2fk2iN5q2hN5FojSbFGmuYg51sjSXV5n0azz2wyXDqd3KbPsSYA2Obi0uyDQuXzELlwvbDuS3rVIQQpEUmMjntYMGT0YIteGPj3+Sv4qu8lbh0jz+D56cDW4i1RHJ3t9MNjztR+Mt5Y7j03x8HT2mlV94T6e0YA95Y9cCsDKYM78nf35vj364qAqvFxG1ne2Vcl24NrXFiUr2l7ldPOii0JqVkb1EFqfHRFJRWGfr3ZpPCgC4Z/t8fv2oS1/znM6rrHV6pVEWhZ2Yrrp40BLNJpU9H47qI4wm7033I5tqNCLya2wcqatF8xwGYVejQJpmkmEj2FpUHCUqB995e+fSn/oXlCf06882jV7E9r4QIq5mBWRkBs5MvFm1k9ppgJVIBhnK04H14RFrNVBt85xVFcPOLX1FcVRvwmbCYVNKSYimurEVVFCYN7uoXSjvanDAGHOD89sPIiEriw72LKHXWMDS5M1d0GEuKLZZqVwOPb/4q0DuVMC1nCaNbdadHXEbAuU5q04eJrXvToLmwqWb/gt7AxI6sKNvl63rvrcz8YO8iIlUrZ2UMMhSgaqRBc+G0V/GfbTN4ov8lfJyzxHBKXtBQQW59Ge0ik7za4AZGfkXZzqBtMWaboeyoIgRZMcbaLQAnt+7NtJzFfn3yRmJNEcwqXGegiOjteH9n18mGuuonCl3SUwwF0STeXOo7poxixvKtKIrC2SN6kpWRgt3l5tmbzuTTnzeQX1ZF3w5pXDN5iN97qmlwoht0lAcY3qM9L9x8dsDf4clP5/P9iu3+mG/zh7UiBBEWC1Mn9PNva5UQw7ePXcPybTkUVdTSrW0qvTu0Pm69bSMm9u/CD6uzD1lyDt5qxwOVtbibCU65PTq1DU4+f/hy3pi5gnfmrArKyHF5NFxNOuzM37CbeoeLF2+dYvhe7/9ovCZiMatcfeoQ3pq1Mmj9w6NJakKkcno0nfKa+qAHukfTGZSVwX0XjsdsVo9piOuEMuDg9Z6HJQdXRy0pzTY0Ni7dw5z9GwIMuFv3sK+uhGhTRNAi3rt7FwQr+Olu3t+3kEs6jOKctoP5Nn9N0D6NaFJnQcl2pJTst1caelwmoVDhrCU9IiGkd1zjCY7f9o5vZ3g+p+4J6kDUlMs6jmF+8VaKHVXYNTdmoaIqCv/ocyF3rXnP8BivR65hC1EccSIgRGjPyqQqXDJxAJdMHEDOgQpu/e/XVNc7UITArencdd5oLhrbL+i4AV3SQ6aqnTOyd4CRzS+t4tvlWwMMjy69i3hxUTY0XWdYt/bcevYIUuICF7dMqsJog6a8JwrDurdjVM9MlmzNwe50++ReFUB6H2DSO+uZNLgb3y7faniOxjWMSycO4Me1OyiqqMXudGNWFTRdGmrWrNyRR3FlbUBWj6br7Nlf7l/HaI5Hk1wyoT8rtueyYU9wQkGoeYRJVUBKnM28c116G1xH2o59qu4JZ8BDcajJWtPXfty/kSe3fYsuJZrU6BzThmf6X0qyzdtDszLEIl6Vq97b5KHb6aRYY/k4ZwkVIRf85CHP5dQ9dIltg0lRaRuZSF5DcJjHJBRm79/AqW36+o3ChsocFILL6VUEVyx7GZtq5tQ2fbmi49gATZRok40PR9zG3KJNrKnYS5uIeMa36smz278Pau3WSEZkkr8BxomKEILx/Trz84bdAUbcbFKY7OuOouuSW176muLKQO33F79eTI92rejd4WC4wun28PC7PwR59RaTSs/2rRjdO/Ahum5XoW9mF6ztMbJHJo9cccrRudDjECEET153Osu25TJv3S5sFhNnDu+By60xc+V2dCmZPLgbA7qks3pnPgWl1UHnaLz3UTYLHz94KbPX7OC9OavJK6kKGZ6xqCoHmhjwldtz+du7s3G43CGzTFonxBBls9AlI4XN+4paJAMMkBATSYmBDo/VbGJkz0x0XVJWU09MhNVf2Xu0+cMY8JEpWTxpEIqwKiZ/f8vt1YU8vuXrgGrM7OoC7ljzHh+NvB0hBJlRKeyrD05FbBeVghACgeCKjmM5r90wzlzwVFAzBQXBqJRuFDuqQ2Z0JFtj8Og6d615j0KDwiPwNo54Yss37Ksr4eYs7xfdEUJXRUNS7vLqk0/LWcLi0mzeH36rfzEVvGsIZ2QM5IyMgQBcv+J1tlbnG57Pppi5t8eZhuM60Xjw4gns2V/mjbHqXhnT9q0SuPPc0QBs2refmgZH0F1wuj18vmBjgAH/ctEmdhWUBX3BTarCf2+bElRplxATgVHxXWPxzh+RipoGps1bx4rsXFrFx3DFyQP5v8tPDtinb6eDPV81XeeBiybw1ze+w+lTIFR8mtt/OW+Mfz+L2URFTQMHKmsPGVt3axodW3uzzIoqarj7tRkh0wcFXmP7wNQJCCG4eFw/vl26JWAB8lDU253ERdkor2nwj8liUkmMiSQhOoJTHnideocbKSWnDOrKQ1MnBkk+/FpOeANe0FBObn0Z7aOSub/H2Tzt9651zIqJc9sNoVdcW1aU7eLfW74JKqXXkBTay9lVe4Cs2Dbc3f107l03LWA/q2Lm7m6nBRz35q6fcBqEP1ShcG+Ps6hy13uzOgzE5K2KiTvWvMPu2uKQ8rfgDd18lLOESzuMJtYcwdjUHnyTv/qQcgAu3UNBQwWLS7YzvrVxC6eChnKyawoNY+9JlmieG3gl3ePSQ77HiUR8dASfP3wFq3fmk1tcSae0JAZ0TvfPamoanIaxZSm9bbOaMmvVdv/iZnP2HaikW9tALZzh3dtjMZmob6ZI1Rhz/6NRVl3Pxf+aRq3dgdujk51XwsrsXB68eCJnDu8RsO+WnAM88fE8dhSUYDGZGNOnAy63Rl5JFT3ateLayUPIbB2Y7jtt3rpD5nLbLCamju9PTKS3uOfbZVvRDMJdqqKQHBtJu1YJxEfZ+HzhBnKLKzlreA+ibJaAuHooBFDT4PA/zBUBURFWLhrbl16ZbXjg7ZkBY527doc3c+W6o5sYcMIacKfm5m8bP2VF2S5/+tvQpM58OOJ2Fpdux6m5GZPag6zYNjy3/XumF6wOnY2BYFNlLlbFxNCkzrw46Cpe2zWXnLoSMqNTuKnLyQxIDIxH/lBkXKSjI4kyWUmwRBlWOpqFSp+Edvx0YDOeQxT5+Pf3tXfrE9+Or/NX4g6RitYUu+ZiY1VuSANe4azHpKiG6YjJttg/jPFuRFG8OiVDm7TqaqRfxzTDji02iylIkD+UsJWUMkBXvOn+b9x9Pnf9bwYVtQ0oQqAogsevmkTGcaRdcrR4Z84qahocAeEqh8vDM1/8zKTBXf33L6+kKqCXqNPtYdGmvQzvkclXj1wZ8vw1DaF1YTJbJXLVqYM4c9jBB0VxZa3heoXZpDChf2e+WboFt0dD0yWrd+Tz3pzVIQuMhACTzyGzmLz/N52J6RJcbo0zhvXg6c8WBD1onG6NhRv3UFnbQEJMZMjrOFJOWAP+v10/srJsV0D628ry3WTkr+Lu7gefcvvqSvgmf5WhsWqkXnPx352zkVKSaovjmQGX8X+9z2Nh8XZUIUiPaHnhj7ftmU6tp46/dj+Tf2+djkv3oCOxKibiLVEMTOzE/APGCzfN8egaqbZY3t27gEUl2QHxb4F3Yai5F29VzLSxha6w7BzTKmi1HbwPl2FJx76LyPFEbJSNW88ayavfLcPp8iDxGu/2rRI4bWj3gH3PH92HXQWlQQ12k2Kj/DKwzemUlsyMx7w9Ip1uD93apR6XhTdHg2VbcwwXjBvz3Dv7BKM+mrc2KB7tdGss35bD1txi2ibHEWvQOi4rI4VtucVB29ulxvP1o8GGf1i39vy4dmdQJoyuS2atyg4wsg6Xx3DsjXRuk8z4/p3ZX1bN/vIa1u0uDNpHCO+6R0FZcDwfvA/00ur6sAEHmJ6/Jsgou3QP3xasDjDgq8p2t0gxpDG/Or+hjKuWe1XNpPAKRr2ycw73dD/DX9ADcHLrPnyTvyrACxcIWtniOHfxf3BqHkAyKqUbVtVMiaOa4SlZnJMxhFqP/ZAl9o2YhUqv+HZkRCbxVd6KoNCJxJv10lzUyqQoTErrx57aYj7Yt5A9tcV0i03nyo5jaRuVRKTJyk1dTub13XP9sxKzUIkxR3BJh5Ehx+PRvaqHJ1I6W0u47KSBdG/fii8WbqS63sHE/p05Y1jPoKq904Z0Z8X2XOat3w1ITKqKSVV47qazDnlPGntE/tFJiokMkF1txKPpxEUfNMg7CkoNFwpdHo2rn/kUAfTpmMY/rjyVNokx/nsbSoo3qlm2h5SSBRv38NWSTei6DCgKirCYGNqtHSuzgwu8PJpuWDHr7fbTHbvLw56icq90bRO9m0ZURSEhOoJ+ndpQWFYV9Lqm60e9mOewBlwI0Rb4AGgN6MAbUsoXhRCJwGdAJpADXCilNF6ROwY4QnTiaR4miTRZQ4o2xag27LorIBYs8S4g+n/x8cy277AqZkandifabOOmLiezunwPxY4qGjQXEaoFBUGZszbgwbKkdAdnpA/g1SHX+bdFm22c3KY384q2+NMRVaEQoVpQhYJD846pR3wGT/XzarA0eEKLGyVZoql2e6forWzxPN73IvbVl3DHmndxaV7vf0/tAeYe2MSbQ28gKzaNSzuMokN0CtP2LabCVceI5Cwu6zAmQIyrke3VhTy5dTrZNfsxKyqnpw3g7u6n/aEUDQd2yWBgl4xD7qMogn9ePZmrTilj/e5CEmMjGd2rA5ZfUZ79R+KKkwexPX9WgGdrUhXSk+N44uN5xEbaOH9MH3q2b8223OIgj1dK/NvW7irgjIffJspm4bKJA7jutKFs2musJ7Mjv5TXZy5n674DdExLos7u4odV2/0zJVURWEwqndOTuWhsXwZ3bcfZ//eO4bliI624fF3vHS4PEVYz3dul8umCDZTXNhxSHVIAM1dup97pwqSq6FLzZyzZLCaunTT0qGejHFZOVgjRBmgjpVwnhIgB1gJTgKuACinlk0KIB4AEKeX9hzrX0dIDB7hx5Rusr8wJ2t4vIZM3ht7g/73WbeeMBU8FVTBahMrE1r35oWhDi9/TonhbQN3Z7TTObzcMj66xtHQHO2r2kxaZyOe5ywyFqayKiR8nPEyE6aDB06TOO7vnM6NwLW7Nw6jU7tzQeSLTchbzVd5KLIoJDZ12kcm8OOgq/rnla5aV7gyZNRJvieL5gVfQMboVQgimLnmRPXXB080BCR14bej15NWX8WL2LNZU7CVCtXBBu2Fc2XFsQOYKwP6GSqYufTHg/lkUEwMTO/DioKtbfO/C/Dl4d84q3pi5EpOq+EvidV3icHu8zYRNKledOpgPflrT4sbPNouJC8b04avFm2kIURhkVhWvdK0i8Bh49zaLifsuHM+Ukd51odMeeosDBimAJlXhy/+7gue+XMjqHflouiQtMYb9FbWGaYiRVrMvcwY8Ht2fE241m4iPtuHyaCTFRHH1qYOZNLjrL569hpKTPWyVhpSySEq5zvdzLbAdSAfOBt737fY+XqP+m3Fvj7OIVK3+jjwmoRKpWoPS32LMEfxnwOXYVHNAT5ook43OMa39wk8tweXrjPNS9g9sqy7ApKiMbdWDG7qcxBnpAyhx1BgeJxBUuw9mNFS66rh51Zt8sG8RdW4HDt1Nr/gM1lbuZXr+atxSo15z4tDc7Kkr5qENn3BXt9OJMlkxGcwmHLqbClcdc4s2IYTAo2sh27Ntrs6jzFHD1ctfZUnpDuyaiwpXHe/tXcijm78M2v+z3KVBC6cu3cO6in3k1Ze1+N6F+XNw9alD+OnpG3n5tnO44fRhSCn9mTu67+d356zildvPZUjXtl5N9BZ0Pfp4/nrjNm2+/xsXK42Md+M5Fm/Z6/89Oc44Dm0zm/jnR/NYlZ3v1yXPKakyNN5RNjO3TxnFY1eeiruJ8QbvwmxNvZPnbjyLz/9+OZOHdDsmoccjKrMTQmQC/YGVQCspZRF4jTyQGuKYG4QQa4QQa0pLS3/lcA/SOaY1n426k4vbj2BQYkcuaj+cz0bdadg/09uqTAT4rpXuet7bu4B2kUlYm4g2WRXTYVuvOXUPX+atCNreMy7D8EhFiID+k39dN40tVfk4dQ/1mpMGzcVz22fy9u6fgyo8NamztbqAKJOVz0fdxenp/Q3H59I9zC/2LoyqQsGqGk/rY0w2Ps9b7pMKOHhHnLqbBcVbg8S6dtUeMEw3NCsq+QYFSGHCRNks9O2UxrpdhUELvgAmVaWm3sHfLzuZh6ZO5LxRvYk4TH60V7e7uVSsaHEXalURAdWubZLiDA91axob9+4PmS7afEz9OqVRVFFjKNngcLlZujWnZQP8hbQ4eCeEiAa+Au6SUta09GkipXwDeAO8IZRfMshQtIqI545ukw+735z9Gw27uWtS58L2I6hy1zN7/0Ysisp5bYdSZK/kg32LcOuaoQKiRFLlCi7LvTnrFFaV7w5aXHXrGhsrcxmY1JGChnJ21hQFGUWH7qbEYbx6rQqFereD9tEpXNNpArP3bzTOqpGwunwP/RLac07bIXydtypg4dOmmLmo/QhWl+8x1HSxKCb21BXTOiIegGJ7FTHmCExCDUp5dOkaHaIMn9lhwgBe+Vsj7R6QzFi+jcWb9/pCLF7v1Xjf0CgIYqJsVLYgb9tsUrlgzMHG35eM78/iTXsDDLXAN4AWDsLh8nDpvz+iU5tkVEUJSlk0m1RiIq0hjj46tMgDF0KY8Rrvj6SUX/s2F/vi441x8tAt1X9nSkNIsLp1b4uxyzuM4aORt/Pu8Fvon9iBUandeXvYTVzZcZzhAqhNNTOhVXAhRueY1nSOaR38PlLj6W0zAKhw1mEK0RsvwmQxbNJsU81kRHnT1NpEJNAxupXhuIocldy3bhqT5j/BiOQsxqZ2x6KYiDbZsCgmJqX144qOY+kY08owFOPWNTIik9Ckzj82f8F5i59jZdnuIONtVUyMSun2h24GEebXc/6YPlgNPGtVUVm6xdv1yO5y+0MPoexmKFfRZFIY0CUdqznwO2NSFSKsZn8vS5vFxKOXn0KntGT/Pn07pXHvReOIsJqJsBxcWHR6NMPiOyG8522e8aJL2FNUZhzeEYJTB3UNMfqjw2ENuPC62m8D26WUzzV5aQbQmHx5JfDt0R/e0WFgYkd/R56mqIpC/8RMwNso+arlr3Lxkhe4ZdVb3LjqTdpHJXFr1ikB8XObr4vOKWl9Dd9rd23wwiFAbn0pTs1N55jWIXOwJ7XpS4Ilyh/SUYWCVZg4tU1fPti7iFXlu5FS8vSAy0iPSCRCtRChHPxANYZkaj0O7lv/EQ/0nML0sffywsAr+W7cfTzU6xxUoTC1/cggrW+LotI3oR3to5L5NGcp84q24NI9NPgaWAi8Hk+cOZJLMkfxz74XHeqWhwlDv07p3HzmCKxmlSibtxFFcmwUHdMScRwim8NiUmmfmoDZpJIaH03/zule4ahmOFwelm/Lxe3RURVBlM2CzWKiTWKsV79b1/1ZLbPX7KC2wcmBilp/w4hzRvZm3tM30Tk96bDev81i5pOHLuXykwZ4pYiboEuvoqHVbPJfZ4TFzBPXTCb1KHfgaU5LQigjgcuBzUKIDb5tDwFPAp8LIa4F8oALjskIjwKKEIYhg6yYNvSIy0BKyZ1r3mNfXTEaEqev3+a/t37L60Ov59HeCby680fKnLW0jUzmrm6nGT4QwCv56jRYKfcaTEmEagnOwVZU4syRXN1pPNd1nsjXeatYXbGbKJON1eW7+bZgDU7NjVU1kxXbhpcHXcMXo+9mS3U+X+et4seijYZ55fOLt3BWxqCA+Ltb95AWkcDLg6/hya3T2VNbjCoUTmnTl7929y4Af567PCgWL/EKbH037r4/VPpgmGPL5ScN5KzhPdmwu9DbrKJzGje/+NUhj3F5NEb0yuTeC8YBUFJVx8X//JA6hyso9bAxK8ViUjlnZC8m9O/MzS9+HRDOcLg8LNy0h/H3/g+z6n2YPHjxBCYO6ILNYmJHfmlI460IQWbrRCb27+zvf2kUH3d7dG44bRi9OrZG1yUDszICPPtjxWENuJRyCaFnMROP7nCODS9kzzJMv2sUotpdd4ACezlas31cuod3ds9nfWUOdl9u9s7a/dyx5j0e63OBYan61PYjeXP3vAADaBYKZkVlzNx/EKF649BP9J3KJzlLKXfVMTIli8s6jCbe4hU4urLTWK7sNJaLF79AnedgCze75vJ18FnC1Z3G0zu+HYtLsg2Nt0fXAoS2VpTt4pltMyhoqPCP4f3ht+KROiahBKQPhmobJwGn5gkb8DBHRFyUjbF9OwFQUFpFWVXdIfdXFEFMxMHYcWp8NJ/9/XLen7OGZdtyyC2pDOrQ43JrrN6R7/fWm/tQUnoLfJy6B6fbw9/fm01yfBR9O6Zhs5gMs0zMqsLd543hhW8W89G8dYB3kdNqVoOaZNssJrq2S2FEj8wW3pWjw4kr9nwEhEqp21dXgpSSCmedYUxZItlclU+9x+lfdGxs8vD0thmGC6OXdhjF6ekDsCgmX9qfiiYldR4HEkmD5uKTnKUsL9vJK0Ou5dNRd3J718kkWKLx6Bpv75nPpPlPMPrH/2NffXDWjlP3MLNwvf/3YcldDFMhFaEwNMnbam5zVR73rptGfkN5wBiey56JTTUHGG+PrpFijTW8X2kRCcSaj68O6GFOHOodLq58+lNyDao1m6LrEqVZkkRKXDRTJ/TnrnNHYzEZ+53ltQ2GfTGNcLo9vDdnNeANpTSPo1tMKmP7debFb5bgcnv7ejY43d50QbcW0PfSpCqkxkczqldoTf5jxZ/CgMdbjHM+48yRCCHoFptuGGKxKiacutswE6XO46DUIO9bEQpnZgykT3x7f1Ph5sc7dDffFqwJkqJ9fMtXvLdnIRWuOpy6J2SD3abb+ydkBhnxCNXC5LR+dPItqL69e35QGb5DdzPDYAz/3PK1YRs6m2LmoV7n/OHK6MP8dsxenY3d5W5RksfnCzf4fy6vqefKpz/h/Mfe56F3fjBcMASvznrvjmkt+oxKoLCsGikl547qzcCstljNJqJtFmxmE/06pdEuJd5wvQoIaLw8pGtb3r334iA54d+CP0UN8OUdRvPGrsCwhk0xc3nHMbh0D7HmCK7qOJYP9i0K0AZJsEQToVoM9cF1JFHmYMGdTZW53Lb6nZAdexoxCYVSRw3RPo2IYkc18w5s8QtzhcKqmDi9SZNmIQT/7jeV7wvX8XnuclShcEnmKE5pczBlKsfAk/eOQaXEUe0fQ4mjmp8ObMYlA8cggFPa9Dlk158wYQ7H3gMVh5SDbUpFrR1N9/YDveOV6ez066eEXvy0O928MmMJHdsksHlfsWFudiMmVaF1YiyTHnzT3yavX+c0zh7ei27tUunYJomXvlmMHkLgqumZ1+8uxNWCvPFjwZ/CA780czSXZI7EppiJUC3YFDMjkrP4MncFo398hAnzHgPg8T4XMSixI52jW3NFxzFMG3k7V3YcG9SZRhUKcaZInt46g42VuQGvvZA967DGG7x6K3P2b6DS14ghp64k5MKogrfbtc3XeX6ILzTSyPeF63h62wzyG8rJrS/ln1u+5ufig2qHWTFtfGcIRJN6gGrhvhBjkMCO2qLDXhN4ZX6/LVjDXWve59FNX7ClKlg0KMyfk24ZKS3WAkmNj0ZVFPYWlbOvqKJFXXJcHo0vF21i094DhzTe4A2RrM7Oo7S6Hqfbg1vT2bB7P18t2exXlhzbt5NhGmRzNF3y3YptLbquo82fwgMXQnBT1ilc1Wk85c5acupLeWD9x/6wQr3HyQd7F3Fh++EBolMAk9P6kV9fxrScxahCwa65kFJS5qplTtEGFhRv5YYuJ3FZB2+Hl10tNHQSyUc5S/gqfxXvD7+VjMgkQ+9bRdA3oT0NmovdtcWUOWu5ZdVbdIhO5cVBV1PvcfDMthlBxz6y6XP6J2bS4HFR64u/N8Wmmrm4/YgAfZaMyKSQeuO7aoq4c817PNX/0pCt1pyam+tWvk5uXSkO3Y1AMP/AFu7oOpnz2w9r0X0J88fl5IFdefW7ZbjcHr9BNlL1s1lM3HHOKAAqa+2oqgItk00JWtwEbw63lL5MDCEY26cjihAs2LgnYD+3prMl5wB/e+cHUuKiOG1odyYP6c7sVdk4DhH6cXk0Sg+zMHus+FN44I3YVDPpkYm8t3eBYUz489zlQV12hBDcmHUyP4x/iDPSB6IKxR/Tlr7jXts111+ZaaTmBxiWvzt1D7VuOy/vnE16ZCKDEjsFecBm1cTAxE7k1JfikRr1HicO3c2u2gM8sulz5hZtMuzqIxDMLFjHVctfZV3FvoDXLIqJW7ucys1dAnsypkcmMigpeAzgDRmtrdjLf3f8YHh9ADML15FbX+qfgUgkDt3Nizt+CIq1h/nzYbOY+PD+Szh5YBYRFm/OtM1sCmiGIQTcePpwThvSncKyatbvKWxx2CUUAm9DjwenTmDxc7fw3E1nUV7bYNiaze3R+GF1NtPmrePKpz+lY+sEXrptCueP6cPkwd0MF0kjrWYGGzQL+S34UxnwRowW6QAQoRsRf1+4li/yVoTUBdngU0a8utO4IA/Vppi5tMMow0wXHcny0p0APNl/Kqel9cfi02PpHNOalwddy48HNgXJ5HqkxpryPdS47WgGH0QdyZqKvd4ZQzPfQQBDkzsbLvb8u593DEa4dA/fFa41fA3g5+Kthl2PTIrC5sq8kMeF+fOQHBfFE9ecxtIXb+f0od19lY9N5JylV5L1s4UbOO+x93lz1gpks+9cY9/J+Gibv3jHYlKDMlca0aVk4979WM0mf6f4QV0yDpmxokuJ0+3hv9OX0j41gQenTuRf10xmQv/OAX0tbWYTHdskMaZ3x5DnOpb8KUIozekU04qK8uApj4JCkjXYgy5sqODlnXNCZ4VIiPJ1gZ+SMZgqVz3v7V0IeD8I57YbwrWdJvDRvqWGx9drTq5Y9goP9ZzCQ73O4f6eZ+PRNay+B0F9CO9VEYIBiR34Mm+FYdzdpWuGYRmTUNlTV0xmdLCWiU218FCvc5hRsMYw+8apeZBSGhr/OHOkYUWblJIoU/CCb5g/Nz+t22XYBSenuILnv1yIyxP4mhDedMJIq5m0pFgmD+lOhMVEZZ2d/p3T/RKwRm3UHC4Pz3+1iNOGdkdVFKaO789Xizeh6foh4+uqqrB8Ww5nDvdKZ/zzqsnMXLmNrxZvxuXROH1od84f08ewUvS34E9pwG/ucgqbK98Kykq5utO4oBJzgAXFWw+5KGJTzf4MDSEEV3caz6UdRlPqqCHJGo1NtfDMthnN9BADya4p5KZVb/LZqLtoFRHvjfv5GJXSje8K1waFSiJUC4tKttMhOpU9dcX+VEiLYuLyDqPRpM7GqpygFEm31Ggbmcyh6J/YgXUVe4NG3DehXcg0rfPaDWVRyfaA+yqAWHMkveIP3SwhzJ+PUB6wrkuk0UdMervel+g6OcWVrN+9n0FdM3jh5rO92VjXnsa9b3zPqh3GC+d2l5uKmgZq7U4cLg8fPnAJb85awbJtubg9GtX1wY6SgICGHYoiOHN4T79B/735U4ZQesW35cVBV9EjNh2LYqK1LZ67u5/OFR3GHPG5IlUrLw++Jig8YlFMpEcmYlMt7KsrYUbBmqBKz+a4dY3P85YHbb+h80TizJF+jRRvVorArrmYXrCaXbUHkEhGJGdxUfvhvD70em7ochLntRuKieAviVvXKHZUAd7CnQ/2LuLcRc9yxoKneGH7TGrcdu7tcSaRJitmX5GP2a+3flbI8fdP7MANXU7yFzFFqhZSrLG8NOgqlBBdkcL8eTlnZK+gtnWNjZ+NvGIJAXnZdpebNTsLWJntDc/FRNp47a7z6dCsm30juoTrn/+Cy578mBt8/580IIsfn7yB1+48L2gs4J1d/x4FOi3lsB15jiZHsyPPb0lhQwUXLXkhKBxhFiofjbyDzGjjfodlzlpWlO5kTcVe5hZtalEfzOHJWbw46Cq2VRewo2Y/6RGJDErqSK3bwTf5q1hbsReX7mFbdUGQwmK0ycaPE/6GSVHx6BozCtbw1u75lLmCO49Em2zMmfAQD6z/mFXle/yLumah0joino9H3kG1u4EvclewvaaQbrFpXNB+OK1scYe9hhq3nY2VucSYbfSOa4tb6lgVU7gIKEwAbo/GXa9+y/o93gbBjcbb7nS3KG2wkakT+vt1UwCe+fxnPvl5Q8A+FpOKogicbk9AporNYuLzhy9HVRUufOwD6p2Bs8enrj+dkwZk/ZLLO6qE6sjzpwyhHCnpkYncmnUqr+yc4w+lCCG4qcvJIY33ZznL+O/O2ai+rvEtMd4WxUTX2DbcsuottlTng/R+qJOsMbw+9Aau6jSOqzqN4/oVrxvK40op2VZdQO/4dvx13TTWVewNmZMupeTH/ZtY3cR4gze8Uuas5acDmzk9fQA3djmJuQc28eP+TbyUPYspbYcwOKnTIa8j1hzB6NRuzCxcx4MbPqHSWUe02cbVHcdxSeaosCEPA3j1sl+541y25RaTnV9Cm8RY/vnRXOrsxv1fjVIOAaxNSuvX7Mzn6yVbgvaJibDicLuD0gw9ms43S7ewPa8Ye7NiHEURrNied1wY8FCEDXgLmZo5ktGp3VhQvA2JZHyrnmREJhnuu6e2mJd3zjlsVWVTBAKrYsapedhclRdgoJ0NlTy2+Ute8vWgDNVtRyKxKCY2VuWyvnLfIQuKJJK8hjJDmTK75mJ9RQ6T0vpx+5p32VZd4O+Jubg0m0szR3Fjl5MPeT3zDmzmqa3f+sdQ47bz+q6fkODPmQ8TBqBH+1b0aN8KwDCMAd7KyVDRgr1FB1v7PT7tJ8NS+6p6u2HrNo+m8+WijdQ73EFphZou+XHtDh6+9KQWX8tvTTgweQRkRCZxWYfRXN5hTEjjDfDD/vV4Qhhvq/DGhyNUM+NTexJvjsSmmBmV0pX3ht/C3AObgrxrDZ3VZXso9rU7O7ftUCIMimlizBF0jU1jQ0UOLoN0vub79kvIRDH4CFgVExmRiSwq3hZgvAEcmpsP9y0O2T2okdd2zQ16gDh0N+/tXXDYKrkwf17OHd07IE0PvJ5wt7apIXtnLtuWi65LVmbnkV9aZbiPxWQKGZaptbsMc8K9HN+zxbAHfgxw6R7DFDybYubcdkMYmtSF/omZhrKsRqJa4DXi5y56lkFJHXm094WcljaA7wvXIhCoPjnY5wZegRCCBGs0FtUcYHgbsSgmIlQLz/k62MdZInDYXQHjVX2CXC/vnG14DlUorCnfy2npxvniAAfsxga+zuPAqbvDkrRhDLl4XH/W7SpkxbZcEN6mKzERVp687nTO/cd7hsfouiQ7v5h7XpsR8ry61DltSDfmrM4+ZDOJpphVhVMGHr/hEwgb8GPCuFY9+bZgTZDx05FckjmK1EMsBI5r1ZOZhWsNC4bcUmN1+V7uWfcB7wy/mamZI1lfmUOcOZIRKVn+CsqJrXvxwvaZQcdbhMrfep3DxNa9/fu+MeQG/rbxM7ZXFyCEoLUtjn/0uZAkawwl9mC1RfCGe2IMhLya0j4qmZ0GsgIJ5iisyrEXug9zYmJSFZ676Sx2FpSyNecAqQkxDOveDlVRGNWzAws27gnwlhUh6Nc5jRtf+Mrf3MGI04f24G+XTKRX+9Y88em8kCX3ERYzdqebCKuZ1IQY7pgy6lhc5lEjbMCPAf0TMjmpdW9vOETzaoKYFRM3djnpkMYb4Jask1lZtotqd4Oh9+uRGrtrD7Cn9gCdYlrTLio4nzvaZOOVIddy37pp1Ljt6EgUBGNb9aCbL3WykVYR8bw17EaqXPW4dY1kawxCCL4rWMPGqtygc4O3snJocpdDXsdtXSdx77ppQU2Vb8k6NbyIGeawZGWkkJURmCDw1wvGsXHvfuodLhwuDzaLCavZxIDO6WzNMW5lCGA2Kdxz/liEEJw1sifPf73I0NhnZaRw1cmDyS+tokt6MiN7dfjdCnRaSjiN8BghpWR95T5+OrAFq2Jiclp/smLbtOhYh+bix6JNvLZzrmEKYJTJyhN9pzI85dDTO4+ucevqt9lWXYhTd6OiYFIU7u1xFmdlBGUkBXDmgqcoNohzCwTvDb+F7nHph72OFWW7+O+O2eTVl5Jqi+OmLidzchOZ2zBhjpR6h4tZK7eTnV9C57RkzhjWnddnruDj+esN9zepCg9OncA5I3v7t70+cznv/7gmQGPFajbxnxvOYORxmvMdTiP8jRFCMCCxIwMSj1wjwaZaOCtjECWOat7buzAom8Wta3TxNWs4FAtLtpFds9/vBWvoaLrOM9tmMKFVL6IPEQYxalYB3uyVbrFpLbqOYcldGHYYTz1MmCMhymbhgrGBDcX7dkxj+tIthl71HVNGBRhvgBtOG4bFpPLej2uos7toFR/N3eeNOW6N96EIG/DjmPPbDefLvJVUuxv8ZfQ21cyZ6YNIthm3PWvK3KLNhmEYk1BZW7GXsa16hDw2IzLJm2bYjDYRCeEQSJjjinH9OvHGrFhyDlSiNeug89YPKzl5YBatEg429hZCcPWpQ7jqlMG4PVpAqfyJxvEd4PmTE2+JZNqI2zgrfRAp1lg6RqdyT7cz+Gv3M1p0vE01h0yCCtU8opHbu04KWmy0KWZuz5rUovcOE+a3wqyqvPmXC1AMPuz1Dhdv/7DK8DghxAltvCHsgR/3JNtiebDXlF907FkZg5h/YEtQPrYiBIOSDh3aGduqB0/0m8qrO+dQ0FBOWkQit2SdckivPUyY34uKmgbMJjVIiVDTJUu27sPuchNh+eNlP4UN+B+YAYkduLzjaN7fuwhV+CSwBDw/8EpD1cXmjE7txujUbr/BSMOE+XXER0UYStMClFTWMeGvr3Hh2L7cec5oFCNX/QQlbMD/4Fzf+STOyhjMqrLdRJmsjEjpGrIlWpgwJyqJsZEM6daWldl5uJvpiDc2Z/hi0UaiIyxcf9ofp71fOAb+J6CVLY4zMwYyoXWvsPEO84flX9ecxkBfpx0jH9vh8jDtp3V/KCmHsAEPEybMH4KYCCuv3nEe3z52dcgwSZ3deURStcc7YQMeJkyYPxStEmKCqjgbiYuOOO6rK4+Ew16JEOIdIUSJEGJLk22PCiEKhRAbfP9OO7bDDBMmTJiWc+mEAYbb6+xOCssOraR5ItGSR9F7gFHy7/NSyn6+f7OO7rDChAkT5pdTXFWLGiKM8uOaHb/xaI4dhzXgUspFQMVvMJYwYcKEOSp4U2aDDbhH03n1u+V8NG/d7zCqo8+vCQbdJoTY5AuxJITaSQhxgxBijRBiTWlp6a94uzBhwoRpGRP6dwnpgWu6ziszlrJsW85vO6hjwC814P8DOgH9gCLg2VA7SinfkFIOklIOSkkxXlgIEyZMmKNJu9R4bj1rJJYQXXwcLg8fzl37G4/q6POLDLiUslhKqUkpdeBNYMjRHVaYMGHC/DouO2kgT153WkgjXl5T/xuP6Ojziwy4EKKpsPU5QHAb6DBhwoT5nRnWPRNVCS6xN6uCUb2OXOr5eKMlaYSfAMuBrkKIAiHEtcDTQojNQohNwHjg7mM8zjBhwoQ5YqxiJ3efsgSb2Q2+vq9m1UNcpJ3LJobu6XqicFgtFCnlVIPNbx+DsYQJEybMUUU2fMi5A7fQPqmUj5b3paQ2ihGd87lk2C4SbJPxLuOduITFrH4lFQcq+d/d77F8xhqEIhh74Qhu/M8VxCRE/95DCxMmjFYC6AzMLGJgZtMm2xGgn/jZ0WEDHgIpJaX5ZSiqQnJ6kuE+LoeL24c9RPn+SjSPBsC8jxaTvWo3b2z8D4ryxynZDRPmhMQ6HlzLAK3ZC3akEhey4cmJQtjCGLB7/T6u6X4nV3e7kyu63M6N/f5K/o7CoP2WfL2S2oo6v/EG8Lg8lOSWsvbHjQH7SinZumwH374ym5Wz1qFpzT9QYcKEOerYTgKMdcJp+Ow3HcqxIOyBN6O2so57xj9CQ43dv23v5lxuH/YQnxS8RkRUhH/7no052OscQedwO93kbC1g8CTvIonT7uSBSf9k97p96JqOalaJS4rl+SWPk5yWeOwvKkyYPylCL0ESCRikDLq3/ubjOdqEPfBm/PzJ0gCPGgAJ9dUNTG17M7nb8v2bs1ftNjyHyWqibdeDnds/+udX7Fy9B0e9E5fDjb3WQUl+Gc9c9coxuYYwYf7MSOlE2r9Gr7oX2fA5hsYbBcxdDx6jVyJdq5Fa8Ez7eCbsgTejJL8MZ0NwJ3eA+qp6Hpz8L6bte5W87YUhDbgtwsqAU/r4f5/z3s+4HIF9KXVNZ+PCrdjr7ERERzQ/xZ+emopaasrraJ2ZgukEbzwb5ugj9TpwzERq+xHmvmAdixAqUq9Dll8I+n6QDRAyyq0iom5ESomsfQoapoGwgnQhLYMR8f9FKFG/5SX9Iv403wyXw8W3r8zmpw8XoagKk6+dyOk3nITarEqrx7AsIqJthqERgLrKerJX7SZ75S5kCGH4mso6pqbfwO0vX8e4i0bicRvHuwVeQx7mIPY6O09f9QorZ65DNauoJoWbnr2SSVdP+L2HFuY4Qbp3ICsuBekG7EgRCWomJH6ErH8XtHzA2bi38UmUZIS5K3r959DwCeAC6XPcXKuQNQ8j4p8PfF+9HoQZISzH5sJ+AX+KEIqu69x30mO8/3+fsXdTLrvX7+ON+z7k0XOfCWqvNPT0AWRktUGEEMJRFAV7rZ2YhGhMZuMSXd2jU1Nex3+ufZVtK3Yy+txhhvumtEsmMjby11/gH4gnL/8vK2etw+1046hzUF/VwMu3v8O6eZt/76GF+R2Qnj3o1X9HL78UvfZ5pFaGrPoLyBrAt04lG8CzB1n/JjhmcdB4H/LM3v8a3j54Hj8ucMxF6g3ePd1b0cvORpYMQhb3R6+8HalXHZXr+7X8KQz46tkb2LspF6f9YGjE2eBkw89b2LHaGwYp2lfM2w99zDNXv8LpN57CoFP6Gs6+PB6NHsOzGHnOkNCzMx8uu4sv/jODa/41laT0RJRmnUAq9lfy7HX/+9XXd7yj6zqfPvUNF7S+lkmWi7lt6INsWx6syVxZUs3q2RtwNws3ORucfPbU9KD9ywrL2bRoGxUHKo/V0MP8jkjnCmTZOWD/Etyrof5tZOmpoOUY7O0E+7cgWhiOtEz0/q+Hau4gQNYjtRJkxWXg2Y43FdENzvnIiquOi96afwoDvnnRNsOQiMetsWVJNqvnbOD63vfw5bMzmPfRYl77y3sU55bRuV8HbFHWgGMUVfDWAx/hcXl4YtbfiE2KxmQxjkRJCcU5JcQmxXDXazegmgJvt9PuYsGnS9m3OffoXewxZuuyHdwz/hHOS7maW4c8wOrZ6w97zOv3vM+0x7+iqqQGzaOxY/Vu7jv58aDrriquwhziXhbnHZQidrvc/PPi57iyy+3839lPcVmHW3nmmleCF5/DnLBIKZE1fwMcHMzhdgF1BOd0+xACEXkpcDgjLsA63PujxbhzDyIalGRkw2e+UE1T3N6HiHvTYa/jWPOnMODJ6UlYIoLjVkLAgdxSnrr8JZwNTn+s2lHv5MC+/2/vvMOjqL43/rmzfVMJvXeQXqRJEWkqKghYECwoKijYOzaKBUVQvyJWUMFCEwVBlKL0XqRJ770kpGf73N8fs1my2ZkQFDXw2/d5eMjOTrkzu3vuuee85z2nuKp7Mx4b9yD22HNG3JXpZvYn8xnc/HlqNq3Ku0tGoKMbD4DZYqJxx/oAbF6yHZ/HH7GPGlDZsOC//yIUBluWbuf5LiPYsmQ7GSlZ7F6/j+G3jmbJ9FWGx2SnZzPn0wV4csKXtV63l2/fmBG2rUy1UgR0cgIms4nG19QLvR7/wresmr0Br9tHdnoOPo+PJdNW8t2bP+iOQVVV1s/fzMyxv7D65w14XIVZYkfxn0KmQuCk3hvB//P/6Mxgqom0tgBHV8AG6Ic4wY6Q6aG/dSEsWkMI/260iSNih2Cs/b/F/wsD3rFvW0w6jUx9Hj+/TviN9OTMiPe8bh/LZqzm7MlU3FnhP3ipSs4cPcviqSuZ99Ui1ID+Uspqt3Jtv2tYNmM1GcmZup662WomLikWKSU71uxhybSVHN+n98X97/HZs5PCwlAAnhwvnzw90XA5efLgGd37lqpk7x8HQ6/njl/I3VUH4/OEezuKScEea6PPkF7acVIy9/OFeHXGMevDXyKuk56cwQP1n2JYr1GMe+ILXun2FjfF3MWrPd8mMzWrUPcdxX8A4cAwRqmUBBGfb6MfvIshuSuYKiBKzAZ7dzRDnv/cgOUK7W+fgfOhpiDVs2Bpgq6Rl4Fz5/gP8f/CgMcXj+OteS9TsmJxzNbwWdmIMghgd9qYNe5X3fcC/gBbl+7g7Mk03aW7yWyiSaf6DG7+AqPv/4hFk5fj90Z64AhocHUdHmryLM91Hs67D37Cgw2e4s07/1fkqjUPbtP3OM6eSMXr1n+OpSuX1L9voEr9igAsmrKCj574ivTkzBArRyiCmAQnne5sx8cbRlG6stYMRFXVCG8+Fxlns1g8dQV+37nrfTB4PMf3ntQ+5zxzzOrZG3jhuteLRBzz/yukdKNmvI56qgnqybqoZ+9H+g8CIIQDbO2I9KLt4HwARJzeGQEvZH0GajoifqjBfjFgrnvufIawIpy3ghJLuKm0ge0qhLlGoe7zn8Rlb8D9Pj+TR/7AG33fx+v2YY8p6AM7B3uMje6DrzekEwIklIqjxfVNsDl1aEWKljz1un3kZLjOnUeAI86OM85BXPFY3vz5RT4cPIHDO47izvaQk+nC6/axctZaZn5QtHpFJ5XT75xnj7FhsVl034tNjKHTXVfrsnrqtqoFwMShUyOMslQlCHjmi0GUrVo6tN1kMlGlQSXda0lVMuaBT3iq/at4PT5UVWXFzLW6E6xUJYd3HGXPxv36NxvFPw6Z+pBWzi6z0Tzo5ciUW5HqWaT/AHjWElEGb+sI1lagphRwZi/SNROhOMFcmQhPXmYhcyZrfzt7E2nEzWBtgVBiEUo8ovgPYL9RmwyUEhDzACJx7N+59YuGy96Av9b7Xb59fQanDyWTfiaDrNQCunAIMJkVLFYzHe5oS+e7rqZR+3qGu6eeyqB6kyoRHqYQUKZqad2YtzPWwT1Db+f1OUOYfmI8VRtU4o9F2yK44p4cLz99NO/CbvYvYO+mA8z88BeWTFtp6EUDrJq9HkVRdOP9HpeXGe/NMTy2Sv2KusJek4ZN4/t3Z3P6sH6vVHeWO7IASlV1n2vomGw3+7ccZt6XiwAMufqghWdO7D9t+L4RpJRkp2eHefpRXBikbzd4NxJO+ZMgPcjsb5AZr6IlLPN+fhozRIgAhoknAFTwb0fNnhpMNOb/Dri1wh1AxNwPtjZoRtwJWLTrBJJRMz9CTX0aefZuULOg2ARE3AvgXYZMvhk1832kmvE3n8Tfw2VdyHNo+xE2zNscEbc1hARVlVjsZm57phtCCO57ow8rZq3VrQdYMm0lx/YcR81nJBSTgt/j01+eCyhbrTQN2tUBNOOn1z0bwJX1zyXbAoEAI+/8gNVz1iNVicliwjLYzOhFw6laP9zDnfrOLL4ZPh23Qegi4Aswceg0SlYozjW920S8v3T6al0v2OPyMuHF7wzZIwklE7DlSz5vXLiVlGMFy4B6cjwsnrqC+OKxKCbFsFjK7wtQrWEldqzZw48fzCX5WAotb2jKTQ9dS4wBP3/dvE18MOhzzhxNwWRS6Hx3ewb/7z6s9qJT3HFJwL8XhEnnd+WB7A8NDpKasqD5Ey1GLnOMz+/bBr6dQH4GSe6ptGOFsCCKfYzq2w6pDwU9ex8EdkH2LjTvXULgMJxdisREKKmZPR7p/hmKz9KO828DpTRYmhj+pi82LmsPfM/GAxHc61zoJTVB89g8OR6+fGUKADkZLoRBMsXn8bFzzd4ILy/gV0lPzoygIILGvqjTqmbodbHSiZSoECloZTKbuKp7M/0buwhYMGkpa37egCfHG9JnyUjJYljPUWETjyvLxdfDphka71x4cjyGLBBHrHHYyu/163rJiknQ98WeET+EPRv2F2pC9rl9vHPfOMP4u9Vuodm1jdi+ajfPdhrG4ikr2Lp0B5OGT+ehxs+SlRa5Utu9YR/Db3mHkwdOE/AF8Lp9LPx6KaPuNTI4URjCXE1LBF4ohBUhTIiE94OJTiOmiValaXBxsHUOP61/H6gZRBp8mef/AOGMFC8ETmmc8OQbkOkvIlP7I5O7IgMXvrL7K7isDXiZKiV1vS+LzULbW1pxXf+OmHQqJKUq2bp0Owf/PMKznYYbJroqXVHecKa12S3UvLJ6hBEXisJ9tR8PUe+EEDz35WDsMbYQW8PmtJJYKp5+w2+/oPu9EPz86Xzc2ZFG+ezJNA7vPCfoc2DrYUOee34c3HaEMfd/FFFY0+2ha3Uns4IhmD56Nj6v9oPKSstm9sfz2LFm93m1UewxNnIyXYYJ6sTSCdwxpCfPT3qEcY99gSfHG/qMvS4vZ0+m8qNO/mHq2zPxusJ/4F63l5U/rY8WE10ghOUKsDQELmTlYgV7D+1PNQWUMoAZRCmwtgVRroBjc78zDq2MPu6RsHeldzVQgEdvCDf4twAeLZYvcyBwCJn273SZvKxDKHFJsRExVAApVQaMuouVs9Yx/0t9L6BY6UQmj/wBn0Fc2Oqw8sQnA/hq6FS2LNke7kUKbZK49ambcGW6GfPAxyF6nM/t07zDez+kaoNKVLqiPPXb1uHzre8y++P5HN11nIbt63B9/47EJPxzYjqG+ixChLxWr9uLPcaOz8CLzQ8pJQu+Xsq6eZuYsP19YuKdpJ5KI/VUGnWuqsW2ZTswmU26E0d+qAGVjLOZrJy5jvK1yvJMh2H4fQEt2WmwOnXE2vH7AnQfdB0Lv1mmu489xsbYVW9Spkopdq7do5tc9bp9LP9xNZXqVCD1ZBp1W9ei1pXVObLzuO5kbraYmPfVIhwxjtC+UZwfothnyMyR4JqOoWZ3CA6w1EXEPYuaPQkyx3CulP40eDPBXBP8x3WOtYClsUY9tLVCOG5BKPk6Zill0CaTQoZbw5B/7AHwbUYGUhAm/WYwFwuXtQH/esT3oRBWXigmE58+M4m1v/yBnnNtc9q444WefPv6jIj4Nmg/2OcmPsKxvSc5sOVQZAhAQvKxs4zs+z8633M1Fqs5gt/s9/n5+bMFPPzuvQCUqVKKB9++K2yf/VsOcXjHUSpeUZ7qjapc4N0XjM53tePIrmMRXqo9xk7xcsUY2nMUa+duREqwWM2YzKZCVToG/AGy0rKZ/9UinPFOPhg0HkURSCSgtZzbsXq3oTHMC1emm0PbjzJx2FSy0/N4R1KbaCQy9Nk64ux0urMdfYb0olTFEhzafpS1c1MjPl+pSj59ZhLpyRnUu6q24UR2ePsxxjzwEX5vAMWkcGWXhtRuUYPDO48S8If/YF2Zbia/+SN+37l9X53+dIRQWhT54QM1FUPBqRBskDAMYW2HzBoX1C/JbzTd2vlwEBk68Wna36bSCMcbkcYbEM7bkDnjzzMUHWOiuw1ACcbZ/1kDflmHUIwUAwWwas4GXU/QYjXT98WedLijDVUbVNL19oSi4HV5GfvIeDJSjItB3Dke5n25SNdQBfwqB7bol9C7czw822k4j7V+kXcHfMLjbV7m6Q5DcWUbUxrzQkrJvs0H2bpsh2HsutvD11G9UZVQfNpqt2CPsfHi5Md54brXWTt3I35fgIA/gDvHg5QSi82sUSDjHdz2THcq1dEPIXlyvGxYsIUPBo/H6/bizvHgyfHi8/hYNHk5gz/oT2yxGOxOLaxitpp1n7Mj1k5CyXhOHohkqUgpw343rkw3CyYtCT3Te0fcgdURHrYxW7RJaMWPa9i6dAc/fjAXqaoReRIhBH5/AFemG5/HhyfHw4YFWyhVsQRWhy2MAJF7/66s8H1//myh7nP3eX38/t0yRt71Pz5+6isO7Tiqu9/lDikl8ux94FnE+Q24AkopZPINkPMV+t66hECyVhov9BLQORA4gkwfpjsW1LMQ8xSIEsHjdWix5jpgqgvYtH1EMY3WqLevkgimCue5r7+Py9qAl61WWne73xdAMYhdd7qrHdf2u4Zje09yRYsaEd8tIaBDnzZ8P2Z2gUVAuTBZzIYhiG3Ld/L5C99EbB//wjdsX7ULT44XV6YbT46HHav38Okzk857veP7TnLfFY/zRNuXebnbSG4rfT/zJi6K2M9qt/Lu0hEM+fZxej1+A/1G9GbinrHYHDaO7T0Z4ZmazCa6DbqO/y1/ne9PT6DDHW2o07JmhL4LgMVm1sIwOhOXqkr2bjzAxxveJqlsMRSzgqIIzavOE84wmRViEp1sXLglYvViBE+Ol0nDpgFQo0lVxiwaRqMO9XDGOyhXowwIgd8XCA0rlwGUUDIee4yNmAQnFqsZxaxEfO6eHA8rZq7lg5Vv0LxrE5zxDkpUKK57/54cD3M/XxCx3ev28mS7V3hv4Kf8/t1yZn34C4ObPc+SaSsLdX+XFfx/QmAfhiyREASYyoDrh6ACYQH7mysgik0IcrT1ggt+8CxEynMTgPQfQCZ3QZ7tC9n/A3LAORD0JGP9+xGJbyNK/opImgYlfgVLM01HPGTELYADkfD2v8JEuawN+J0v3xJRZGNzWGnYvi6KzvLWbDWzft5m+tV8lIeaPMtnz0YaTMWkUKV+RU4d0ucu50fA5+f6+zpgtUfO0j6vn5ljf+Ho7vC43fyvFkfE7n0eHwsmLi7wWqqq8lyXERzfe1IrCspw4c72MHbweN2ClTU/b2TaO7NYM/cPzhxOQUo4se+kLsXW5/GRcvQsVRtUZsKQb3ny6ldYMGmJbgjCbDFTu0VN3fCTVCV+X4APBo/n9JFkVL8aulchBIpJwWQ20fLGK2nbq2VEb9Hz4cSB0+Rkakvo2s1rMPq3YcxKm8STnw7Upfp53T7KVS/N+8tf55VpTzFmyQgsBklSj8tDlXoVeWPOi8xKm8SoBa8YJlT1mDK/frGIg38eDa38An4Vj8vLmAc/LpCDf1nCfxhjBokCIkb7p5REFPsYPCsoOE5uR8QORggFYWuHcXRYJXd2ljKAPNtP0zSROSCztP+zPwSpdy0v0vU9wlReO09yZ8j+QDsONAEsxx2IErMRuWJZ/zAuawPeuEN9np4wiGJlErHYLFjtFrrc057hM5/FEWOLmCEDPj9nT6bhdWtLYb0QbcCvMnPsL4UuwQ74VYqXT6LlTVfqvu/z+Hjxhjf5cezcULhDL/Gau/2Nvu+TnaGfLd++ajcZKZkRY/O5fRFFQVNHzWTknf9j2/KdHNtzgjmfzuehxs9QskJxVL8Oc8dupk6rmuxYs4c5ny7Ek+ONMNAmi4lKdcrz9oJXaXFDE32JAYuJRtfU5Y/ftkZQ/NSAStUGFfnFM5nhPz7Hwq+XFp7DH0Rmaha9StzHo62GhIUn4pJiQ4yW/ChWOpHqjapwZZdGXNGiBnHFI2OkACknUsk4e043p0Ktctjj9CmSep/hoinLdWUAhBCG3Z0uW1iu0FH5A1DAeg3EDdW64pRcgjBXA0WvJD4XxSB+BMJ29blNto5EThAKWFsjRHC7dz3ITCJDOH70PX01ZKxl2tPasTI33u7TGkIoToRZv1L4n8BlbcABOvRuw5Sjn/LtoY/58exXPP7xABwxDsYsGUHlehWw2i1Y7BZiE51Y7dZCdchJPpIS1vQ4F7kdZPJCDahMfXsmrky3oajTif2nmDDkWx5v/RJet5fGHeoZLr9W/LiGoT1G6b6XkZKpe5yqyjCaW06mi6+HTw/LAfh9AbLSc1gzdyNNOjXAkm/F4HP7WTpjDb9/tyxCSAq0xO+AUXcz4c/3qd28OqP7f6Q7xpse6kJSmWKGCb6MlCyW/7CGkXf9j+y0v0Drklph0a51e3my3Stkp2t8bq24KjKUJRRBj0e7nnstBE9++pDuqf3eALM+/DVs3/xFT7lIO5MRsbJyxunLnEpV/gWa5aUNYa4GtquJLGNXtWId71KEre05Y2uqoncWsLZHlF6F4uwR/k78i1rZeyge7gCRAPaeSH9wspRp6FOaJPrevhNhuxYZOAMBvfyVF1yzdbb/c7jsDThoXXSKlUoIW0KXrVqKWs2qI6XEbDHhyvbgLWSsVS80ULF2OV789nFKVSoZ8Z4728P2VbsMi4pAi98e23uShV8v5ZGx9xOT6EQxRX65fB4/O9fs4ciuyOarletW0I3L25w2rurWPPT64DZ9brff62fDgi28+v3TWgI3H/Zs2M+Wpdt1qXe528Y8+DE9k+7l6O7jEQlki81M8bLFKFW5hG44QzEpSFUy6t5x/P7d8r8lNCWltvL47dvlAMx4d7buuBWTgj3Gzg/v/8z4F75h3bxNmMyKrrH1eXz89u3SsMSwESXSYjWTcjwfH/7h63QNdXzxOGo2rXZB93c5QCS+D/ZuOu+4wb0Q6dO6MMlAsmbUI88A9g7g+wM1pS/qqWZa5xz37whTKUTJBYj4V8HZD2ztNZ525lBk8i3afqZK59qohZ3WAbYuaIyW4HdGOMHaXDtPQWZT/LvMo/8XBlwPU96eyZJpK/F5/Lgy3QR8AUPdDIvVrP3wDHISzngH/d/sy9W3XkXKcf0yb3e2h8fGPYDVYdXVJgct+bXyp3VUqFWOL3f+T3cyAC0xemzPCTJSMlFVzVPYs3E/g5o9T/7loNVhpUzVUnS559zysliZRMPJqlSlElisFo7siJwgfB4fB/88oiUd8yHgDzDtnVksmLREW53oPEqfx8+Rncc5eeC0boWk1W4hMzUbtwHbxmRWsDlthfZW3Tkeju09AcChHcf0i7qsZp66+hUmvPgtU0fNYsRtY/jipcmGlMkTB07Tr8YjnD6SDEDtFjW0pGfEvfqw2i3MHPuL9kwyXbS8sSndB12HxWbBEasJmiWWSuCNn4f8a6XXRQlCWLQEpe4Pyw+eoNSrb30wUZgfKrh+1tgsvvVaktO/A5n2BGrOLISwIxy9tNCKZwla38sswKXpfKe/BDEP5OviYwdTZUTiaETSV2DrpJXHC6eW2PTv1Ljd5lpEmk87OG4JvZJSItU0pN4kcZFwXh64EOIL4CbgtJSyfnBbEjAVqAIcBG6XUl5SpWizPvylUCwSBNRvV5ety7ajKPq6GlJK4pK0uGmluhXYu/FAxD5JZRK5tt81tOnRgh/H/sKUkT9ExEkVRVCsVAIAiSUT6NS3LdNGz45gYbiyXLze+z0CAZXYYjEMGHUX374+IyKsI4SgQbs6DJ3xDLY8lLq4YrG6DBHFrHDb05pHZGTgVb+KEvTezVYzJrOClBozZ8mUlQQMeNXa/ibqtKzJ6Ps+iqBEKoogPikuZBjzwmQxUaZKSeq0qkXNJlXZsXYvq35ad97PTzEplKlSCoB6rWux94/9+L3h48vvQbuz3BzcdpiEUgmkHD8bcT+qXyXtTAYfDPqchu3r8fOnCyJyBjanlUp1KvBMp+EgJSazibGPjueNOS/y4Nt3c/MjXdm2bAdxxeNo2qnB/wu+uAycAO8GUIprSn+5nqowoRnCfN8bYdGoeKCFPoy41v79aBzwvHBD1iiko7tWL5D9FZHc8AD492qNi62NkdnfajFte1eE83aEsCHxgWc5muCW1BgsnuWQ9AUi8T3k2T5aDFx6NONurqeJYwHS/TsyYzioyYCCdPRExL980RsiF8YD/wq4Pt+2F4DfpJQ1gd+Cry8p6MWwdSFh8+Jt+L1+XeMtBMQkOEPiVANG3R0hwGRzWnnwnbsRQhCbGMOdL/UioWRChNdlsVnoNui60OubH+mKPcYW5vEqZgWhCDwuL36vn7RT6bw/8DNOHYo0fFJKtq/cxeZFf4Y8dYA5ny7Qj5UHVGaO+5WNv22l8TXGcfhc79kRa2fg6H58c+Aj/B7/efVSAn6Vlt2uZMea3RGrHVWVpJxM1b2mzWGlbqtaLJm+iolDp7FmzgakqvHSnXEOLDYzSWUSde9nyts/4vP6uOXJbtictrAwisVu0Q1reVxeYuKd1GtdW/c+1IDKul83MfHVKRGTqxCCrvd34sjOY3hdQZ2ZLDeuTDev9ngbv89PqYolaN61CYsmL6d7/N10td3Bqz3e5vSRZKSUbF78J2Pu/4h37hvHhgWbL2nNciklasabyDNdkOmvINMGIc90QPoPIf1HIWsCui3SpAuZoTUzliJRY6REeOrWoBStDtTUc+8ZSc8KE9I1G+maCebKiITXUWL6aVrkgMwYgTY55NVDcSEz3kCYK0OJ38AaZLxIF6gu8O1Aev9Apj0B6gm0ZKgHXDOR6S8W7qFdAM5rwKWUS4H8cYGbgYnBvycCPS7usP551G97RcGKlEGYzCZjQSyLidJVSjFqwashudQmHRvwxtwXqdOqJs54B9UbVealyU/S8Y62oeMURWHUglcoU7Uk9litMMbmtDF4bP+wMuxipRMZt+4t2t7SiphEJyUrFkcIEeHxed0+Q8/XleXmjT7v8drt74YMwcYFm/WZLhKWTF3J0B5vE188jphEpy79MRc+j4+GV9ehWKkEKl5RrsB9QQtX5KTn6LJ7QEs+6q2m1YDKku9X4XP7yMnUtNW9bh8xiTGMWTKc6acmcNcrt+pysl1Zblb9tJ6SFYoz8peXqVKvImabmcRS8dw0sIth0jorLYsxi4ZHJHNzIaXU5ffbnFa2rdipGxtXAyrblu9EVVWeav8qi6aswOv24fcFWPPzRh5tOYQPH/uCl7uNZN5Xi5g/cTHDer3D+w99qv/ALgV45oFrKlqJerZmVNVTyNSByMx3tW2GkFoz49S+kDAalLLBUEasFvaIHwEmI/0TU1A5kCAjRScEI12Q28k+51tkci/UYBJSShlsp6YD/w7t/8w3wLOYkJEPbEOe7YfMHI3uqsD9K1K9uIGKv1pKX1pKeQJASnlCCFHKaEchxABgAEClSv8eveZ8eOjde0OsD78voHlmUlPBy1sqrZgEJpNJN2bbtmcLXpr8ZITX2Kh9PT5Y+WaB169QqxwT93zIno37yclwUbtFDRw6zSbKVi3NK1OfAiD5+Fn61XxU11gLRWgsJx3r6M72sH7eJjYs2EKzaxtRqnJJFEXoJmNz91/50zpe++kFdqzZw7R3ZukyQoTQntWRXcfYs/FAgTrdoE008ycu1g3fhCAlQgjssTb8Xj8+jx+v26vbts6T48Gd5SYm3smZYykRJe4A7iwPuzfsp0SF4rxw7WsEAip+jx9PjpeNC7cYVkILoT3LmHgnae7IzuXlqpXm+L5TesMvMIzk9wXY9Ps2Th08E/adUgMqWenZzP1sQRi33p3t4bdvl3HDg12o3ezS01iR2d/kodqFtkLgRDC8cH7WF9KrsVJKLtIkW9VspLk6QjhBmLXmxxHXCEBKD2TxaYiYfkjXDK3aEg/ah24m16MO7U8AMl5GNVdHeNejMWR08jEiQTPErlmE65mjvfZv178PYYXAKVD0G6P8FfzjSUwp5WdSymZSymYlS+on5f4LVKlXkc+2jOGmh67lipY1ub5/R95b/hrNrmuM2WLCbDVTuV5Fhs98Piz8kAt7jI0ej3T9W8knIQS1rqxO4w71dY13fhQrlYDFpj/n1mlZg4QScVjs+u+7sz2smLkGgJ6P3WDoWebC5/GzfdVu+g7pxT1Db48IC0GuTKxkUPMXWDVr3fmX+gK+f3eO4cQBmgE0W8OldI16jgohcAU93ZpNqunK1kopmfnBXIbfMlrz3IMUSFeWmxN7TxmurirWLs+fK3bqdmQSQtCmZ0vMOp9FIBCg28P66ot+r5+MlEz2bjqgWwDldfl0mzr73D7Wzt2oO84iD6MQh1AMSt71oGmZCCFAxCOz3oMz7ZGnm2uddZwDieR8+yFwFJn5AUJJ0Hpkxj6siVrZrgVTDW2fiPH6IeU2ZOYo/fexg7kGMuVudEM/qCAVdE2r9IOpYiHvuXD4qx74KSFE2aD3XRb4d8RvLzJKVy7J4P/1D9v2+uwhuLI1XYv4JK144OH37+PjJ78i4AugBlSsDitd7mlPvTb/blNTk9lE/9f78Nlz34QVhNicVh5+vz9VG1RiwgvfMPuT+RHesMmskHY6g/vqPM6xPSdCDQv8voCuxyhVGapIvOmha1n6/Wr2bz4YZtAC/gAj7/oAT7a7QKf63Ekx1OfOC4vNwp8rdp3Xo8/JcLF7/T6aXduIq7o3o0T5JI7silSj87i8uuEOr8eHxWbRLVyqUr8SezYeMExar5m7EanzniPGznX9O7J+3mY2LNiMJ8eLyawEVweC/z30GT6vT3fi16idMiLRarKYC90KsMjB3hWy9hLpqSoQ8yBkjsZYtzsXFrDUQ0oXMqV3kL8dfPa+DcFEph584JkLvKK1RosdhDTXRma+ZcDjDh6jBxETLDxSwbcRfeMevC/rleBbG1wV5P4wHBDTH6FcXIXRv+qB/wT0C/7dD5h1cYZTNOCIsYeMN8BNA7rw6abR9H25F7c/dzOjfx/KY+Me/E+oX90HXc+zXwyiUp3y2Jw2SlYsTtf7O1GifBJWm4V7X++jW96tKApr5m7k6C6Nn53bsKBr/066tEApJcf2nwTAarMwZvEwbnnyxjDGRHpyJge3HSmc8b4QSMLVBwvA5JE/MnHYVMwWMy9OfkI3Dg7orqIguIrQ+Rjnjl9IyQpJEU2wc3HozyO6XrTf52flzLWkJ2eg+tWggJZ2ba/bS06mSwsLeXyY82jRC6HlVPRWG0IRXNO7te44ijqE8y6tL2WIqmcC7IiEtxDOO8HRC7BqcW1M6KvHWRHOu8H9C0g34WEXVSd8khfnnrH0LNF0ug2NtxFiIO55jVKIH2PjDWBDxD2raaVYW6DdWzw474KYRy/wuufHeQ24EGIysAqoLYQ4KoS4H3gL6CKE2AN0Cb6+rFGhZlnuefV2Hhh5J1e0qHn+A/5BtOnZghLliyMUwZkjKcz9fCH9aj7KhgWbccTYGTHreWwOa1A+wKqxNMoVw5cvcenJ8fL75GUInX6VAIu+W86wXu9wT41HGH7LaH77bnmhJGWNoJgVQy49aEbM5rTSb0Rvw5Zm+eHJ8TDj3Tl43V7KVCllnHA2myKS1janTQtJ6cbABUnlkogrFltgAVZ+BHwBvnltBrvW7cPn9RvK1ZotZqo2qITFZkExCYSioPoDIY9fMSk4Yu3YnFae+3IwJSv8s7Kk/xSE4kQUnwFxL4O5nmbMlOJI33aQOSgJQ6HEL5xr7JDvw7A0QyRNRpjKaqwV3aYLHi3BGWHObODoGXqlJU0NFD1FDIbNJYRAmMqBdw0FxuyVcoikrxCWmlq1p3ezdj8yA1zfQMbTYUJaFwOFYaH0kVKWlVJapJQVpJQTpJQpUspOUsqawf8LblIYxUXFgklL+HPlLtzBcEaudssbfd7Hle3mm9e+RygiaAwkMQkxZKRk6p7L4/IaGmVXlpuVs9ZxYv8pVs9ezwmdpF1hUb1xFZ77crDuqqVVt2bUvaoWV996Fa9Of5opb/1I8rGCuo5H4uzJNGITY2jTo4VuxSUSHHEOHHH2UGFW4471qXhFed3z+X0BipVK4P3lr9Pw6rqFYiyB5i0f3X38vKGigD/AVd2bMzvra+KLx6MGwps1C6F53VOPf0772y9N7zsXQtjAu1oLdchUUI9p/SRTeqFmvA9n7wWZTmRM2Y6If0nr3gMIS92goc1/ARvEPaqVzmMDTFp83VIHETvo3H6GnrcC8W9Dwtto1Zf5ID1Ic11Q4gu+UTUFzJWRajakD+GcRjnaKsGzKMhauXj4f1uJWdQRCATYvmoXW5ftiBBhmj9xsa4oUsAf4JOnvmLHmj24sz0E/FrfxvTkDMPEoRAUaJxyE5MFhUmsTuPqUoAmHevzycZ3OLDtcGTRioAdq3dTo0lV+rzYi+0rd5GVlhPBKBFCUK1RZYMxEuKB3/Xqbbr7BPwB6retwxOfDOTmR7vy4Ki7efHbx7n1yZuwOcMTjopJYDab6FfrUe6s8jCbFm0rlBdusZmpVKd8iFJaEKx2Ky1vbMqBLYd1K08D/gAbf9ta6JVIUYb07wP3fMJj3R4IHIScT0E9gn5CUCDdvyK965HSB7ZrgrTBvN81K5gqB+VL0oLbTCADEPNoiNOtbdb//iDiEPbOCHtXsLUlUt9bwtm7wdEXXQN/7gJaxad3tX5JvcxBun8q4PgLR9SAF0FsX72bO8oPZMj1b2ia3mUeYN2vf4TeN5IwlVKy5ueNEWJTUpX4vX6sjvAvpt1pQ1GUvxXDVhSFAW/dxYwzX3D9/R11ueAV62he7oJJSyM9UwnpZzKY/fE8Hm/9Er9PXq6r/22xW+h6f6cINoxiVmjSuUFooslOz8FhIBp18sBpvn39e+Z8Mp8JQ77j9jIPcGL/Ke58+RasdgsxCc7gRCTIyXIhVRkqONKjKIYgtH8ms4lipRPPq19uj7HRsW9bal1ZHZNZMdSLP3M4+fKQmfVuLkAjpKCQnAuyJyJTByBPXwXeNYikKeDsDSJJq+p03gnxb0HGq2hcc8+5/9MfQarnVp4i7iki+eAmiHlAk6EVCsS/oTMOPwSOAQo4b8XQbIogPbEgPRTvRqQ8f0vBwiJqwIsYXFkuhlz/Ommn08nJdJGT4SI7LYfht44hOaiz0vWBThE65wB2h82wLFsIQe3mNUJNnGOLxfDA23cWumGxEUwWhXI1y2J32njy04G6Uqzzv1rMunmbClR6lFIL5+hVlILWbPj43pOMmPU8FWqVDW1X/Sqbft/GfVc8TsqJVKrWr0hAxyCarWbOnkrl6K7jQa30HDwuL+OHfEe91rWZduJzhs54huv7d9SSiwVMao5YO/bYPIZAav/c2R7Wzv1D9xh7rJ1G7etSrEwijlg77mw3R3Ydo4qBmmHumA9sPWw8kEsFplIUmPwoEO6gTncGMm0QSC9K/CsopVejlFqFEj8EPL+hX80pwJOnsYa1naZrEr4T5PygefiA8G8x0F1xg/d3lPhXoNh4dLvwyIC2SrAWoAWupiAz3i74li8AUQNexLBi5jpdUS01oPLbN0sBuKZ3a8pUjew2FFBVWvdorssVD/gD/LliV4gy6PP4MZlNtOnRQjesUax0QkRoQQ8+j8a6ADi+7xRZZyN5v+5sDzPem8PVt12F5TwThtVu0Y9hA3M+mU9mWjalKpUIY864s9ycPZHKx09+hSPWQee7rw6PtQutHN/n8kWEkjw5Hn78YC7OeCdNOjYg+WiKoR47aMb7rldvpW2vVue9l9DlFUHz6xuzc91eUk+mkXoqnSVTVzK4+Qsc2n7UUIlQCIHP6+f3yctZP3/z30og/6ewXqUlLwttbox41Cq45+hsz0afGRIANU/S07sKZH4HQQV5Cjy/ay9FAvqJShGMsYNiawuxg9C8eVuQYWOHhDEIJQ6wBrsC6cEHru8vmjzCZd3U+FJE5tksXeaCz+MjPTkztM+JfScj9nFnuXHGOShfsyynDp7BleXG5rQR8PlRVTXMA/bkePj8+W+Y8Od7bFm6nYzkzHMcbwk5WS7UgIrFZsZitWjVkKqM8KKFAGcwTpuRkql5+Dqsrg0LNmOxmClRoThpp9N1C2RAM3bOeDvZaZEn8Xn9vHPvh7oiVgG/yurZ6zm65wS/fbMs7AcihKBYmUTOnkgDHS3zjQu2cJ2lNzaHjSr1K2K1WwyNeMAf4MYBXZg4dKph6CM/LDYLG+ZvDhu3qkrc2W4mvPgdd796GyNuGxOW1xCKICbByXNdRmC2mBAIbE4b7/z2KpXrXtxikH8KUqrg+Q3p/gUsTbQKxcAJtI471iD9L+/nYQZzA7BfA1ljiTSkHqSaqhXP+o8iXVPAfzDIQNFrZkxQczwI/w59+ViZg/RtR9ivA0tDzVAHjua7vk2jMgahxA5G2rtpMW9hA3tnpHsJ6un2mgaKUk67T93JwIO2Yvj75jfqgRcxNO5QT5eXbY+xc2WXhgDs23QQiy1yCed1+9i8ZDsfbxjFs189wm3PdGfAqLspXi5Jl18spSQ7w8UXO/7HrU93C/PEPdlefB4/NqeNd5cOZ/z29w2KWqBeG030qXqjysZVlhLWzfsDv8/P4x8PoP3trXVj+fYYO7WbG9M0C1IgVEwKP37wMx53ZA7g1MHThh15cjK1eLc7282+TQe1eLfOIsBis1ClXkV++N/PVK1fqVArFG0AUrcoSUrYvnInLbo24e5Xb8VqtxKT4MTmtFGmSimyM3LwuX24Mt3kZLpIO53GSzeOREqtQceBbYcN7+m/hpQqMm0wMu1ZzWv2/KKVkTvvRJSYiSi1BmIHonmwcWgVjrXB1gH8e9HngzsRttZI7zpkyo2Q/SV45ge1VmQerrnQ/o65L7w7jqmCQXjEiQhWSAohEMW+CCY8g541Zk0f3KxJGUjPKtSU25ApPbQSfVMppHsJZAwNClgB6nEM43DmughxcXznqAdexFC1QWWu6d2aJdNXhQSR7DE26retTZNODQBIKlsMv0/f+9u38QC7N+ynXa+WtOvVEoDFU1fo9vD0ewMklozHarNw+nCyroHOyXBxbM9JpCqxOawRLc6EIvhz+U5ad2+OzWFj4Dt38/FTE3W79gT8Klmp2ZjMCi9PeZKvX5vO5JE/njNwAjJTsgh4/brXKggWq5n2vVuzc81e3RCU3xvghgc7sfCbZSFPVzErEVWYvmB1Zu0WNdi5ercW3lYlFqsZqars3riffVsOoZgUnLF2XTYQaJ+ZYlLweXwUL5fEiQP6FMxiZRI5tvcEVruV+0f2pXTlkpSvWZbPn/+aE/vDj5ES0pMzeKz1S+zbdBCz1YSiKDz83r1cd2+HQj+rfwXepVrIIsTbDuqO5HwLMfdqScPYR5HOezQFP5kB6S9A9kdo9Lvcop48lYzWVkhzM0julK94J7i/pb3Wek1YEY6eYGmAmvUpuH7UzmXvGayodHHOMxZBDzpPVyZzJWTSd5DSI8hsCTZDPrMMGfcchFQKAf92ZOpjaOGU/KtKyTndFZ82RmFFxA/7e882D6IGvAji6QmDaHFDU36Z8Ds+j486LWtSqU4Fju87RYWaZalSryKV61Zk7x+Rpd7uHA8vXPsaX+8fR0IJjbd6xws92b1hf5ixsdgttOzaNLSPphKoH3v/8pUp3PF8D93YtFQlOZkuVFVl4tCp/PD+z6gBFcWkr52eqw54Te823P3KbRQvW4yxj0wInkyrZNyxZg+1m9fgxP5TpJxINWy0IYRAUQQWh5Wy1Uox8J17eKr9q7r7SilpcUNTOvZtx48fzCXtdDpnT6TqClJZ7Rb6vNCTVsE+pht/28rQHm+fa0YclB/IMAihOGLt3PBgZ47tOc4fv2+LMMS5sMfYqFCzHAMaPg0QZARJXvzuCVyZ+iEmr9vHng37CfgDIbbL2EfGU7ZaaRpeXVf3mP8C0r0QpE7RjTBp3XUcvbSXSgLYWiHPXE+oOTCghRhMWnjEXFEzyPZumpKhqpfoDoB/O0opLU8kpap1mvdtJ2RYsz8E8xVaezZfUFvGUl/rIB8scZdSas0hMv8XlKHN/YxdWhVoXuMdgltnWx44+4BvK5ivQMTchzBXMd73AhENoRRBCCG4+tareOrzhzhzJJlZ435l7CPjGdj4Gd66ZyyBQIA3fh5iWIQSCKj89u2y0OvGHevT7paWKGat47vZYqJl16Y8N3Ewe/84wP8e/ozk42cNk4enD52hXI0yugbZHmunTc+WfD18OjPe+xl3tsdQOz0Xy35YzZevTgFg9ifzI6iFXrePnWv38vm2dxnyzWPYDDrwSClBEZSuVIJxa98iNjEm1FgjP0xmE2mnM1g5ax0Ane68mlbdm+mycHxeP5XqlGfzkj8Z0Phpnu8yQlce1mRSQqyevPD7A7S8sSkbFmzVDfnkFhJ1uac96+dr0r5etw93jgePy8ubd76vrWh0QjRqQI1IZnpyvEx7p4ipWYg49LvOiwgRKxk4FaTp5UcAkChJExGOHloTCGHHsBpSPYl6ujVq9rdIzwrw7yTcsLohsBsR+yii1DpEqbUoxachzFWD4ziNTL4OmfqgpmUSkRiVFGio9WCqgBL/MkrxqSgJwy+q8YaoAS/SeK33u5wMJiNzlfSW/7CGuZ8tJLFkAjc80EmXceJ1eVk0dQVej2YUHrvqRZb/sAbVryKlRDGbaH/7Vfz23XKeaPsycz9fyI7Veww9XbPFjFQld758S9j1hBBUqV+Rxh3rM+P9OYbhhPzwefxMf+cnzp5MJfVkmu4+ikkhOy2H9re3pmmnBth1lAZB84ZPH05m9ewNAFx921UGuuSSjx7/gpljf2H5D2v45Omv+GX8bxGTh9Vh4crODclOz+GlG9/kwBZjGp/ZatGN4/u9ft5/6DNDimbNZtX5/vQEhCJ0ed6KSSGxdDyV61YIqRqazAoWm9mwYOrMkQurXP2nIRw90aXaAdjaI9VUpG8nUs3hnLSr3onCJwGhFANLU/QnBzSJ2sxRkPOV/gpAesC3CaHEIJTwyV6mPQWBI/rHnQ/CSWSD5mDY5h9E1IAXUZw9mcpeHTU8T46Hnz6aB0C91rVRTPpf5L0bDzC0xyjmfr4wxH0GzYPzuryMefBjPn7iSzwub4HyrqAl+fxeP3Va1SJvcklKyYEth5j/1e8ROishGNB/LVYzf67YRf22dXQrQdVAgMTS8SiKwrAfnmXIN49Rp1VNw6YN08f8RMAfoNOd7UgoGR8mFGUN6sLklQ3w5HgjwhRCEdw08FpenvYU37z2vW4cPy+klLy7dARVG4ZzuaUqOXnwNB6dCktFEZzYd4oH6j3FxoVbDfXbP3v2a5p2bsCg9+6lwx1tuPmRrry37HXdx2m2mmnSuUGBY/23ISy1IP4ltCRlTLAJQywkfqR15jndDnm2D/J0K6RrspbAjDBHJrBdF3nuxHe1MIhwov8Fc4F3PfpVk7YgLz0cUk0F3yYKLiwyBWVo859XgKUt2G7If1bI/gzp1a8NuBiIGvAiCo/Lq9uVHgi1LqvdvAZNOtXHZIn8GP1eP1uXbWfel4t0k4EyIC9IpOm9AZ/w2XNfR1QZenK8TBw6ndhi+qGLYqUSdK8j0bqx3/vaHbqeqpTw1ctTAS023Lp7c+54vidWh344Zdf6fbx045sMbPQMmalZBAIqSpCKN3D0PQXrBQRhd9pofn0TrDYLB7YeNqxQtTqs2Jw2Xp7yJLWaVsOuF+rwq6gy8hmrqiT1VBonD57m2J4Tuo6nVCWpp9KZ8d7PTH93Ds98MYiH372X2s2qc8/w3mFa4yaLiZh4B7c/0/289/dvQ3H2RpRajkgYiUgYgyi1Gtw/g3seWoPhbLT+lZ8Hk4j5DWMAXNO0EEseCFNJRIm5GlvEyMvHq18RKSy6kwIyt9GDEcyglEEkfQmxTxBuOiV4l4Bnts5x7mCHnn8GUQNeRFGmSinii8dFbDdbzbS7pVXo9bAZz1K9URXdc4hgUkwPubzuwiL1dDqH/zyq+17a6XT6v9knolRfCGh7SyukjpRrTLyD+u2uoELNssQlRd6n3+tnzqfzCQTOeUSlq5QkYMC+Uf0qG3/bypmjKbizPEhVoqoSr9vLrrV7UQtRBON1+9i/+SAA1RpWNpQLDvgDPPX5Q6EkZ0ZKlu5+doeN6o2rBFUhIw2NVGWwBF//Z+jz+DhzJJkl01aFtt3+THde/O4J6re9gvI1y3LjgC58smk0SWUuXpeXiwmhJCDs1yPsHQAJrplEaoO7IGca+tWU2cjs8ZHnFQJhbRqi9ukcGEyK5rJAbGCqhkj6BqE4kYETqJljUFMHo2ZNQOLQ9czzXBFsrRGm0ghTEpEl+R4MtcR9O5CeFUj/kQLO/9cQNeBFFEIInp/4KPYYW8hDtcfYKFmhOH2GnIurmcwmWt7QVLeEXgAd+7bV7Q4jJReksyFVSTGdxsEAjjg7193bgRZdm4YlQqXUqicjpgkBHe5ogykY/slO1+/a4nX7QvzpZTNW83jrlwosnsmrXZILn8fP6jkbqFy3wnlXHAF/gEVTV3Box1HueuVWw3hzwBfg3Qc+Ju2M1mqt5Y1NdVcRFpuZsavepGPfNsaVdxKSyibS8qamuvF0d7aHTYu3hW27qlsz3lv6Gl/t+oBHx95PiXJJBd5XkYFRdx4A9QzocqP9QTqiPkTc00TGnuFcolMCCtiuRyn5K8JSG+ndjEzuCtlfaKX2Wf+DlK4Q90KQS643cfvA9RNSzUJ613D+JhR5kY1MewyZfANq6kNIeYGJ0AIQNeBFFCknUjm0/Si3Pd2drvd35JrerXloTD8+2zKGuDzhijNHU5jz6YIIZoJiVkgqVwx7jI0q9fQr98wWcyTzJCjMFLZJCMpULc1V3ZvrnqdZl0Z43T7W/fJHhAGVqowME0jNIOeimIH3WKZKSexOGz6vjzEPfIzH5TVMtBYEVVUZ9sOzlK5cEkec/VzrNZ3f6d6NB3is1YvEJDp569eXKF7ewDgKWDZDa1F3xws9iS8edy7BKzSa5uOfDOTwjqMsnrKywO5C5WuU4+bBXQ3b3B3fG1l1e0lCJIKSqPcGWBsGO97oQCmnGU7XD8jsLzQt8dwjbVcjEt8HU1U0c6YXYvOC51ekmgGATH8hmKjMvZ5b62LvWYgo8WsES+YcfMjkG8D3J/qhGwv6muISZCbgAc+KqBbK5Y4FXy/hnuqP8Nmzk5g6aibzvlxEjabVuHFAl4h467jHvgiV2OeFzW7l9KFkPn/+W/b8cUD3On6vPzJMILWYs9lqwmKzYI+1Y7GZObH/JLM+/EX3PFuX7yT52FnEBcTUc+PyS6avIuV4pJy8YlJ4ZOz9AOzffOi82hFCCN1ViNliot0trbDH2rn39Tu4/dmbeWTs/YxeNMywMYfH5WXaqFnUb1uHGx7opEuvVP1qiHVTrFQCD7/XD1WVCEVoz1TCjtW7WPvrJsOiK9CaStzxQg+adm6AI1Y/vr97/T4ObLsMRK0QYMnvBGhVkyLuZbA2I9IAOsB+DfLM1cj0EcjMMciUO1DTzjVHEPaOKCXnoZTZCaYyBpe2QOAYUk2DgN6zDIB7ASilwNoWfS9cBfVkkJ6Yf7JRNIXEmPuCE4DF4Byei6qFEjXgRQypp9J4f+CneN1ePC5viCP89bBpHNoeGUNbM3ejYcGMz+PD6/Iadkk3WUy6ZftqQKX59U148O27qNOiJgiBz+M3/NKdPZHKng36FZBG1219cwsAprz1oy6DRSiCuq1rI6Vk94Z9ujzs3P2sdguOODtKvsnIHmOjVKWSVKlXkT4VBvL+wE+ZPvonxj4yHp/Hz8Pv3YszPpKpEPAH2L56N5sX/8nCr5fo3pcwKbS4oSmgJZXH3P8JAV8gFMbxeXz8/NlCfv9uuaEUrdVuYdD793Jll0Yc3XWcEgbefsAfYEVQMOxShsz58pxoVAgKOO9HWGoiEj8Aa2u0NmROTQArbqimiyKz0Ko6fYAbPAvBPffcuaUf6V0XVBvUE8LyaaX0Rl13QIu3n+kIjtuCfHOjpGYwLIMj+M8G5jqI4t+ixD2NKLUeUWolBSZYC2S7FB5RA17EsHLWOt0WZ36fn8VTV0ZsN12A15sXuYbPbI38ktkcVuq3rcO1917DtpU7z0unAxhz/ye06aFffJIfiaUS6DeiN6BNWHowW0xkns3infvG8ekzk3QnKZvTyuAP7ufmR64n4Avgy+vpCihfsyzDZj7LhBe/w5urKZLhwp3tYfgt7xBXLEY/tCE0r/qlm97kxP7Ift32GBvdB11HpWAh1caFW3QZQ+5sDwe2GnSBEfDpptHc8EBnlv2whsHNX2DPRv2VkhAiFB8/ceAUI24bzc2J/ehTcSDfjfzh0lEpzPqUyNixxjQBEEocStJniFJLEcVnIEqtQliqB/tg5oN0IV3TtT+965CnWyNTB2gVjxGFPg5w9kYocQjFCbZ26BehS1BPQdZoTXfc2g6IxdAbV4ojSvyEKLkApcSPId0VIcxaham1mf5zMNe7aFooUQNexJDbBi0/pCoJ6Bix9re3Lrymt9D41yaLiWZdGjFu3VuUqJAUkdwzW81cf18HUk+lG+qL54fH5eXkwdPcO6I3xUonFLiv1W4J8bQbtKujuwqwOaykHE9l2YzVutWMZquZbg9fR/eHr2Xx1JWRVEmpNR5e+PUS3RWIEIJd6/ZRu3kki0EIgcft0524FEXwyvSnGfjOPaFtakA1rDwtqPH1/EmL8fv8jHngowLj+4pJof1tV5F6Op3BzV9gxY9rycnIIfnYWb57Ywaj7h1neI2iAilVrZ2aHvKVxgslCWGujhAWCuxBKQNINVOrnJRpwSRp7gQh0MIaxSD2YUTci+fOnzASzDXRN3+qpnAo4lCSxiNKLcTQkzaVQ5grIwzCNiLuJY0DHzrerAlyxQ81vqcLRNSAFzG06tZM94dssVu4Og99MBcPvduPCrXKForTbbVb+WTTaH71TOHNX16iYq3y3P5M9wjp1Wt6tya+eBylKpW4IBn+o7tOcOtT3Zh2YjzX3dchrJgmL5KPpPD1CM17uve1O7DH2sPGb3NaueuVW5n2zqwQ5z0vTCaFO57vwcB37kEIgddlVEQkyMlwoQYiDbiqquRkuji8M7KE22wxcXj7UV0euD3GHtZgWFVVFk1Zrhvi0aR4DSZXCXM+WcC+zYeQOkqR2vC1VdLD791L2Wql+emjX3Fne8Lon54cL8t/WK0rVlaUIIQCJoPmFbkqf75tqGlPoibfgpo5Chk4DZYG6HvLDoSjl8Yp1318Voh9HlFqFUrsQ9r1Q4OJB0srDCcHoYTEsoSSpCkkRiRHHYjYgWFbpJqltYBz/YxUM7SwUImfta5BlivB0RtR/CeEtZH+df8Coga8iKFkheI8OOpurHarFqM2KdgcVno+egM1mlSN2D+uWCyjFw3T9WJzYTJr5+g7pGdo2Q+QlZbNuMe+CJswpJQs/GYpu9bvIyMlkw592hiyI/KjUt0KHN93kk+emcjZE6nYY/Vbm/m8fhZPWcHmxX9y9kQa49a+xbX92lO+Vlmu7NKQljc2ZfwL37L2lz90f5wWuyUsXtz8+sa6nm6FmmW5pncb3bCOVCWlKpXQbX/m82haLnrn9PsClK5cMvR68dSVhl142t3SSpfCmQtXphtnnD2M654X5WuWYeLeD7lp4LUAbF+5S7/dXLDwqKhD84LzU/7siLghSPdCZEpfLa7t36q1Uku+CdTTiMT/Bel9uc/SDMKBDBxGBo6hz7/2QNYo5Kk6qCl9kb49oXdk5mhwTylgoI4wfrlIeFvrtBOKzcdB/IsIW7tz53T/roVx0ocgM15Gnm6DmjMLYSqHEv8iSvHJKAlDw+VtLwKiaoRFED0e6Uqz6xqzdPpK/F4/bXq2DBXrrJq9ni9fnszJA6epeEU57n/zTkpXKYnZatZtBBGT4OSWp26iXa9WWGxmJg2bRk6Wi6u6NePMkRRdz93r8vLOfeM4vu8kVpsFqUrsThtmm5m6V9WiXPUyzB3/W1iIweaw0qZHCwY0eoaAz4/fF8BiN/56pZ3O4NUeGp3KZDEx/IfneHr8IFbOWsfIu/5XYFccKaHdredWI0d3H9dNsN72bHcatKtDXLHYCA+5VrPqlK5UwjBsUapyCY7uOh42DpvTxk0PdcGZp+fmr1/+rut9W+0WrurejN7P9WBwixd0u9TXa1ObirXLU6ZqaQ7vOBo2FnuMjf5v9A3jeFeuW5HNS7ZHhIT8Pj9lqxVUhFI0IOwdodjHyKz3tTCFuRoi9imwNkeeaUu4UJQPZCYyayxKwkgo8RsyZ5KmAY4K8ixkj0fTRDHyQ4PPybcBebY3lJgHSgLkfIcxj9uBSHgn5LFLz2Jk5rsac8VUFWLuQThuRohzyVCpnkWmPaGNP+/XKeNlpK0ZwqQvOncxEDXgRRQVapal74u3hG1bNHUFY+7/KBQT3r1+P6/e/DavTHsqmOQKNySKSaH1zc25+5XbmDdxEWMHjcfvD6D6A8z5ZD7OOAcuHb0OKeHormME/GqIISIEtLr2Sno/14Nht7yjJc6Ccs3lqpfh0XH3M/r+j8MErXxuTeNbICIMrJSSnIxzP6KXbnyTyUc+YfYn8w0ZJxabBb/PjyPWzvgXvuWuV24lIzmTA9v0K9zefeBjJg2bRnpKRsR7u9fvw+a0kVAyHnd2ePjBbDFxeMex4H1rY49LiuWq7s3ZuXoPd1Z5mPptr+DuobdH6Innwuv2Marfh5QoX5xnvhjEuw9+EqHSuGPNHmZ++AvPfjGIZzsPx53lBiFQTAo3DOhM214tyU7PZtkPa8lMyaRJx/r8MuG3MANusZmpdWX1S6ZLj7C1QdjahF5LNRWZ/VmejvJ5EQDPcu04Uwmkbweat537DIMOhEgCaeKc9nh+SJBeZM4URMydGDNArIgScxBm7VmqrgWQ/jShiSWwCzJe0zr22PPor7vnY5jodM2F2AcNrvf3ETXglxA+f+7riISex+Xlk6cnUq1RZbYu3REylCazgj3Wzt1DbyMrLZsPHh4fVnnpyfEad7cRkV3YfR4/y35Yw7pfN5GdHv5DSTuTTlKZRLJSdUrKJQiTwOG04w+2dgv4VF2DvmzGGs2I6cBkVlBVFalK0k6nM/+rxSz/cQ33jrjDUDMm4Fc5dVA/NiyEYMP8zdz96m18+OiE0P4+jy9iJaOYFIQiWDJtReiZLZ66klWzN9D3xV7sWrdXd9Lxefyc2H+KDx+ZwIdrRvJKt5GcPpwciq17XV4+f/4brVjJ7dO2S4nZbkIGJNtX7WZI19eREvweHyaLmfptanPm2FmO7T6OUBTa9mzJ458M0L3Hog7pWYpMfST4yoArn7fwx7sK3bi1PAsJ72uNG9RT4D9AZLm+V2vpJhK1xKJeazVr05DxBiDrLfS0v2Xm20FpgNzru9CfFAJImf2X2zkXBlEDfonA7/OTfFRfMvTo7hOc2H8qZBSFELS88UoGvX8fxcsV47NnvybgL1z/RqvDglTRjbVKVepS1tSAyob5WwyZGGpApcWNTal3VW32bNzH/IlLIvbxeX1kpmZzTZ827PnjQIQ0bf4JJeAPkHU2m9kfzzPkWRcEoQgmv/UjWalaebffF8BiNevetxpQychXLKUGVDzZbvZs3E/D9nXZsmS74coh4A+wZfGfnD2ZHpEY9bq8+Dy+sPCJJ8fL7E/m89u3y8IUE/2+AH+u3MVTnz8cKt+36rTWuxQgpQuZ9hgF62s7EDH3n3spbPqGFyvC3hXhuAHp24NMuUVnH5vWvEEoSFsHcP+Q7307IvbpPOOTmrSsHgLnqKHSvxcpYtD3wG1a2OgfRDSJeYnAZDYZKv5BuIGTUpJyPJXi5YrxXJfXNFGoQhg5i83Mg2/dReubm+smRaUqdTW/3Tke3NkermhZy1CYadVP66naoBLX3ddRN7EX8Kns23SA6+/rQJV6eXWwTcZiUFJy8M8j+L2+wlMpg/C6fZw9kYoryx1qQmHUaNkIqirZvnIXr88ewms/vUC9NlcYXuv4/lOGY9SLw5vMii4Dx53t4dcvfscZ57hkjTcAntUYm5+g+JTzHrDffG6z4zYi2SBWcHQPJZyFpSZYr8y3n9Y2TTjuQM35Htz5K4oFxDwUxg4RQoBSHF0oJZFqGmpKb2TyLZD5NqGWabmGXDjA3hmwIHUnnYuDqAE3gN/nJ/n42SLTNFYIwR1DemAzEFjKj93r97Fk2ir2bNhXoA5HXkhV4ver9BvRm5jEGMzWcBqglFKfWuewUfPKqrw0+QmKl9f/0ntyPPz8+UIatKtD084NdcvTV8xcy5Jpq3h/+evcMaQXNZpUpUmnBrz6/dM6Z8wdFKgBSUyC06CRgxYCsdotOOMdoX8Q6dX/FZSoUBwhBI071OfOl3rpduix2Mxc1b35BS2lpSoNmUVGrJVLCwXcg7U5otQylPinw5hAIu5JsLYA7Jq2ODYwlQelAtK76dwKtNjH4LwjuI8JRAIIGzLjZcgcTWQCU4J7evgWKcHRj0jWjANiH0GmPQe+bdq5ZCZaaMcElmZa6zelErjnIc/2RZ5uhZoz88IfUSEgLlZNfmHQrFkzuX79+n/ten8FUkomj/yBKW/PRPVrvR17P9+Dvi/2Cn2ZVFVF0amW/Ccx76tFfPbsJLLTXQT8AYQiiE104nX5dPW+nXEOmnZuwPIfL6wE2xFnJ65YLCNmPsfnL3yjNR0oqEQ+mKQ0mRXa9GxBu1ta8c5943Tj6zEJTsaufpOYRCd9Kz6sG46p2rASletUYNXsDfh9fixWTXCrYu3yHNhyyFCNUDEp/JD8BffXe5KU4+EFIyazibGr3+T04WTMVjNXtKzBbaUf+EvCWHlhc9p48bvHaR0U+fruzRl89erUiPOWrVaaiXvGMn30LD5//tvzntdkNlG5XgVOH04OhXhyYY+x8di4B+lyT/u/Nfb/GlLNRp5uTYQxFQ5E4v8QtmuMj/XvRbp/1xogS9CSmRZN7jVxbKjKUboXIdMep3Bt0EwoZXacOy7jlXMNjXO7/wgnxD6qrQrOtEaXvmiuqe3n+5PwuL4dkTQRYW1SiLFEQgixQUoZUdr5t2LgQoiDQCbadOrXu0BRwunDZ/jpo3kc2nGUeq2v4IYHOxGfT4t61oe/MPnNH8OWr9+9MQOrw4Ijxs6kYdNIPZVOyYrFuX/knXTq2y7/ZS461szdyNhHxocZRYvNQvvbWxOfFMeM9+aEGXGbw8pND19LxpkMhCKMmwIrAvJ51a5MN54cL1+8PJnEkgm6xypmhYQS8aSdSkNKkEj8vgArZ60j/UyGYXes7PQcnmj7CqMXDcNsNesa8JRjZzmx71QoVJPLuDi65wRNOjXQuOE6UEwKZqtZNwyiBgJMH/0TL373BAA/fTxPf4BozRqEQHcCyhWqsjqsKIqg/+t9kKrktd7vYrGaWT1ng+7zSjuTjhCCmldWx+606YZG8sJkMTHyl5c4+OdRht78Nqqq4nX7sMfYaNShPh37ti3w+EsBQolBJoyC9GfRvFefpj9iux6s55mcTNUh54F8rc/84FmJzPkBEXM7qhqAjJcpdA/LINVP+rbqGH0TWFshin2uxdADJ5BGwQs1BdQjRCZlPcjsLxDWsYUbTyFxMZKYHaSUem2iixR2rt3Dc51H4PP68HsDbFy4le/fnc1H696iVKVzhRnfvflDxA/M6/bx2TNfY7VbQrzgM0dSeG/AJ1isZq6+9ap/dOzfjJgeYVC8Li/zv1rClOOfcvpIMkumrURVJQFfQFPFA7r0u4ZFU1cYsk2MDHtuUrLrg5303/erVKlXgc2n08PYJD6Pn+2r99Bv2O18+coUXe6zO9vNrrV7ccbZI+LpJrMJk9mEOzuSzZKTnsPmJdu5qnsz1s/bHJZstNjMtO3VirMn0nTDRVJqiom5+O6NGfoCVULw+ZYx/DLhN75/d07E+KUqqdWiOi9MepRSlUsw8s4PWD9vk2HyMheuTDd9Kz/Edfdeg6rT3CI/TGaFQ9uP0rRTAybtH8eiyctJT86kaecGNLy6boHl+ZcSFMd1SGsjcP+MVLM0r9vSEPCiZo6FnO8BL9g6IuKeRZhKawf69xiU5bvAPQ1pbQJn+4MsbHWqHWKfAUBmfU4kg8UH3jVIz3KwNtUEs5REjfESBjOYG4FvnY4TIyFw8WWB/9/EwMc88DGuLDd+r+bReV1eMs9mMeHF78L2SzsTyRnORf7iklxPVXvPS/Lxs/+IsJBRmbRQBDnpLh4Zez8xCc4QC8Tn8fHjB3P57o0Z9H+jTyj+eyE/fCmlYZ9LoQhOHUrW7ehjsZqp3bwG3R66VvdYr9vHH79v5b7X+mCymEJjstotxBZzkpESKY2bC0+Ohw3zN9OgXR2sDivOeAc2p40aTatRq1l1Hm/7si6LBDQe+7IZq/F5faSdTje85zJVS3Ftv2sMk7GpJ9MoV6MMf67YVSjjnYszR1L4fswcipVJxHKe5KNUJacOnuHAtsMsnLQEi81Cr8dvoFH7epeN8c6FMJVBxNyPEvc4wtpI492nDoDsiRo9UGZpBj6lF1LNndhVDJUCVRWZei/I/MY1LxK1cnoAzGC7/hxbJHAI/SWkF9Ie1aots8ZC/Oto8fHcnIc1qJ74nIGuuRVsF3/l9HcNuATmCyE2CCF0yahCiAFCiPVCiPVnzvw3eg1Z6dkc2Xk8YrsaUFkyfRVbl+0IbatY+8Kqpk4dPM1nz02iV4n7uLfmo9xSsj8zx+nrZv9V1G5RU7elo9lioni5YiyYtARXljvMq/S6fWxbsYtG19Rn8tFPeeaLwcbqmPkgBDRsX9fwfZvDSoWaZXUTdp4cD1XqV9SkVg2ut2buRj58bILWFkvRJoQruzSk20PXcb7elVJKGneszycbR/HU5w/z/vLXqFCzLF++PNmwwz1ooZl3+o+jX81HKVddX3yofM2yKIpCxdrlqVJPv+Q57XQ6a+f+weo5G4wlbg3uwZ3j4eyJVNrd0hKz1aztp7OrVCUbFm7h0ZZD+OKl7/j0mUncWeVh1szdaHh/lwukbzt4NxHuBQdAzUK6ZmkvzbUMmi44wNoEVJ16hLz7CFuwByZooZdfkakPaatJSzOMAxMuwK118lHPIIrPAEcvsLSAmIGIknNRLNUhdlCw9D8XFlASEDH3GJz3r+PvGvA2UsqmQFdgsBDi6vw7SCk/k1I2k1I2K1myZOQZ/kF43V4+fHQCvcs+aOgZB3wBhnR9g7kTFrJ30wE69m2ry5AwgiPOwU8fzdcKY1xestNzGP/8tyyasuJi3Qb3vXYHNqctzLbZnDb6v9EHs8XMjjV7dMMkiiLYv/kQ8UlxNO3cwFCXw2RWcMRp2XazxYQENi3axh+/bdFldqgBlf4j79QtX5dScvZkGo2uqWscC0/Lwev2BSsTNf3sDQu2sGPNbkPt8lz4PH5+/24ZOZlu2t92Fc44B0umrTyv5K2qSlyZblKOp+KIc0SweSw2C6Url2BYr1EsmLSEGwd21pcZcPtYNGUFMQlOXbEus9mEYuC9gyYolpmahRBgsZsR+Sy4zWGlasPKrJ69Ho/Li98XwJPjwZPj5fXe7543fn7Jw7fDYBJ3gW8zADLnG53KTRuYGwa520Zl8iZNmEpmED5BuMG7AXxbELEPBI1vQabRBdmfISw1URLeQCn+DUrco5rwFaDEPoxIeFdrXmGqDs57NBEr5eL3Lf1bBlxKeTz4/2ngR6DFxRjUxcLrvd/jlwm/FairAZrX+P7Az3iy3StMH/1ToZepJotCVlp2RCzXk+MJqe1dDFRrWJn3lr1G865NSCgRR/XGVXh+0qN0H3Q9AJXrVjCk0JWtXhopJUOuf0NXtc/qsPD0hEE8PX4QNRpX0X48EpBw+nAKfq8/ZOxyjU7v52/GZrdg1pGalRJmvDcHs8VMXHFj3np+eN0+Ni7cWqjJ89CfR3n6mleZ89kCdq3bh0mnl6QR1IDKvk0HGfHT89RvV4f44nGUqVYKpOSP37exYuY6Phj8OdPemaU74QkBVruZznddjaJz/35/oMBJyJ3tYfPi7fg8frwuX1jlbOnKJen78i2Uq1Fa17tXTAobF24p9L1ekjAUe7KDuTrStzNIBdRhIznvAO/qyO0AWCF+RLBxsZ6B9yMz30Qmd9NeKhWAeJ39glBTNQ0U359INTLsJ+ydUIp/i1LyF5T45xEmA07538RfNuBCiBghRFzu38C1wLaCj/r3sGv9XtbM3Xhe450LqUrc2R6y03M0JTpFnOtxaICAXzWUAk0+Ftkm7O+gRuOqvDHnRb4//QWfbHyHdr1aht6r2aRqRPm32WqiTLVS1Gtdm90b9nNg66HIVYiA1t2a0+Xu9jTt3IBDO45FJO5UVVKtcRXqXlULxWzCZDIx9e1ZvN77PV2tcDWgcnT3cYQQ3PXyLREt4ISiHzYA/abEuvtJiSfHyydPfkVMohNdcvp5jq/ftg7vLRnBpL1jOXs8DZ/XH7q2O9vDmSMpuklYCWz8bStr5m7kiU8GYHNaQ9zy8038VocFR6xNd7VgMpt4d8lw+g7pBdL4PH+X+ljkYWkWZITk++0JM8J5G9L1IyENlHzvk/M5hqwTUyWE4+bgufVWon7wbdG8c5kJ6nEQEsMvq3AgT1+NPHs38nRr1Iy3Qi3e/k38HQ+8NLBcCLEZWAv8LKX89eIM6+8hOyOHl25407C0uzCQqqRUxRI06dTAWGu7gN9SjcZV/vK1LwSbF//J8FtGR9xr7eY1GP3bMIQQQd0MvWArIVbE6cPJhhPWmSPJ7Nt8iIAvgDvbg9ft4+D2I4aVi+VraDHmno/dyD3Dbyc2MSYUVlAUUeBzA9BrrKwHk8UEUlK8XLFC6aGDFp+2Oa0Mv+UdNizYzLblOyMKlkBLUFdtWBl7jE1rgpw7HgmnDyUzYci3rJ6zgWknxvP8pEd5ecqTCANNFtCStNfd24HEUom67ysmBXcwDNbpznb61ap+laadGxTqPi9VCCEQSV8HNbjNgAnMDRBJk7UQhXShr+Mt9Tv3AGAB69Xg341wdNeMffhVtePDiov8wQKd/F9WkzYuNRXwaklWPJAzWVNL/Jfxlw24lHK/lLJR8F89KeUbF3Ngfwe/TvjN0LjkChMVBicOnGbT71svuAGpzWnlgbfvuqBj/io+euJL3UKerLRs4otrHPfK9Sqi6qwUzFYz5YLGtkyVkroep1AEAZ8aqU1SQJggOz0ohi8Etz3dnWknPycmTks6Far6MahwaNgMIXc3KYlJiOGd34fpdtaJgNCOcWW6WTv3D4b2fIe1v+prjgsB5WuUZerxz+nQp22opVkutEYKaxh+yzv43D6admlI2WqldS9bvHwSP2V8zWPjHqR+2yt0PfWYBCcVapUFNH3za25vreU9FKFJCTisPD/xERwGGuuXE4SShFJsHKL0JkTpjSglZiAstbX37NfpJzClG2zd0XpU5ocPXJORKXciUx+DYuPBVBmNRWIDUdjwhgK2bmhGPH+Iy6UlN/9lXJY0wj8W/WkYOjFbzYbdv/NDDahaocoFLFuTyhXjiY8HhHVt+Sdx8E99wZ1D24+GJp7qjapQp1XNiMYMfp+fGe/9zNv9xmKPsdPtoWsjmh/kqv9dCNKTw6mYu9btM6ZX6sylQhGc2H/KsOoyFzHxTuq0qkmJckk8M2GQricNUKJCEo2uqRsR8vHkePh1wu+63q7VYaPbw9fijHNoCoU6Y1EDKhsXbmX0/R/xSve3uf/Nvtic4clRm9PKg2/fhcls4uieEyyasjzCIVBMCs9PejRU3SuE4OkJgxizaBh3vXIr/d/ow8TdH9BOpyPT5QwhrAiRzyBbW4O1pd7e4FsDljp5DHzeL5dL++fbBO6FiBLzESV/QZRciIh/3oDVkh+2oDSsQVhWVxL3n8VlacDLVSutG58VQvDYuAeISYj56ycvwHk3WRSyUrMZ++gE7q31KM92Gk6mnsTqRUS8QaLQ7rQx7Z2f2LtJa5T7+uwX6Dbw2nDqn9Q448tmrGb66J8YMPoe7h56K4mltORNrqd4ISsQi81CfPE4Hm72HH0rPcTo+z8i9WRqgc8tP5vjfLFwe4yNpLLFGPnryyiKwryvFvFws+cJ+PQaH9sY9H5/fB6/7qrBYrNw35t9KFYmEWecFsu22i3c8sSNlK9ZhrmfLyT52FnD9nCgxcy3Lt2B1aYlhHNXPiaLiVbdmoXyFd+P+Ul3IjCZFcrXLBuxvXbzGtwz9HZufaobJQw0Zv6/QQihMTvI/3kEwPcHxI/Qel7aexicwQOuGVqoxlQeYSqNNFUHWRi9oIDW/9JkoL1+EVulFRaXpRbKgW2HGXTl8/h94R+KEAJnggNHrJ3ko5FJxrikGKrUq8S2FTsvyOs2mU1hDQ5yYbaaqd/2Ckb+8lLEEvxiYfqYn5g4dFpkVWPQ4JgtJjr2aceTnw3E7/Nzc/w9up5tifJJTD7yKaBRCF+9+e0C1flsThuN2tdly9I8Mqr57h8079IZ70CqMkJHPO8+iklBDajYnDZcmfo0MJPFxLX3tKdj33Y0uLoOJpOJrLRsepcbEKZ1nhed72nP8189wvBbR7P8hzW69zF29ZtUqlOezYv/ZM5nC1j780bUgIrP48dsMaGqslD5lOv6d+DA5kMc/PNIaAVoc1ip1bwGYxYN47HWL7FzzZ6I42ISnAyd8QxNOl7e8e2LBfVsf/Auj3xDxGrddOydkNKDPNUI3Xi5iEEprUkySN8urVuPzP/dzP9ltoH9OpTE0UjPCmTqw2hhFInWPNmOSPoOYTGun/g7MNJCuew88IA/wPsDP0Xo3JmUkuy0HF3jLYTgys6NcMTZL0imU/NSgx90PuPl9/rZ9Ps2utr6cHf1waycte4C7qRwuPWpbvR6/AZsThu2PKGAgE+js3lyvCyaspy1czdqvR4NSrlz8hjN/QWIRsUlxdKkUwOGzniGN35+kSHfPE69NrWDuiqR+6sBFXe2m6adGxomSc0WE/eO6M3MtIlUra/v3VjtFl6e8iRPff4wjTvUx2TSJqg/fttqGDoB+O2bpXw38gduGtglIrwBWhjl4abPMuLWMWz6fRtrf/4DT443VJLv9wXOGW+BYYWmYtYofrs37A8L33lcXvZs2MeWpdup1rCy7rHubDcVr7iwArL/17A0BHRUOaUPzDUAEMIW3C//0s8U7G8ZPCRzDLkNjMORq3jo0K5lvw6R8Lp2blsbRPHvwNZZWw3YuyGK//CPGe+CcNkZ8FWz17N/6+FCS6jmQkrJku9XsXbuH/h8hT9WSlmoxNzJA6d5s+/7bPxt6wWN63wQQtD/jb58f3oCj3zQP6xfYy7c2R7mfbUYZ5xDd6kuBFzZpSGg3c/mJdt1l/r2GBv3v9mXUQtepfl1jUk5kcqh7UdQTKYCQwx+b4Dj+05y1yu36Ra5eN0+Uk+l4Yix06ZnC6w6krmBgEqtZuGJSiklB7cfKbCIR6qSr4dNZ9zjX9L/zb7YY2wRzyjgV1k9ZwNT3p6pq3d+7mRaWEPvGUtVcuaIfsMNn8fPzjV7cSboJyClRGO6RFEoCGdfrZoyzDjbwNYOYT43SYr4N87JzgLgAKUYIu75c4f5NqNPi1Kh+BxEidlaZ/vE0Qhx7jMSlvooxcZpPO/EdxDmahfvBi8Al50B37Bgi2FbrvMhN2xi1Ofw78Lj8jJx6NR/5Nx2p43iZYsZc6yDHNUnP3tI80RF3vegTJBB8ft3y9kwf5PuOawOKx36aHoOW5Zu595aj/L1iO/ZunR7gROmEFCmailadG2CxRq5unHE2ml0TX0Auj10LaUrlcDqCN9PAAMaPs2BrVo3FFVVGX7raKaOmqXbzDkv/D4/pw6dwZvjZfqpCfR84oYIb1wNqIUKm1lsFp6b9ChxSbGhmLnFZtY8c4PDrQ4LJSsksX3FLt337TE29m48cN5rR6FBmEohik8Ha1s0DZIEiOmHSHw/fD9LTUTJBUEJ2B4Q96yWvDTlkVIwGTeDFqYkhLkSQokz3Oe/xmVnwJPKJp6XE3yx9IDMVpNhP0YjHNtz4uJcXAcN29fVNUL2GBtd7rkGgPptrqBemytQ8j2En8bNY9mM1fzwvzn6UqpCMPzH53DGOVBVlTf7vo8722MoHpUXVoeV25+9maSyiZSokBRGo7M5rFSpX5GcTBdPdxjKs51GcF3/DlRvVCVskvH7AmSn5/B2vw8BrcPPhvmb8RRSTMrr8rLk+1XYnTZkQBr3Ay0AJrPCthU7Gdn3fUByw4DOvPD1Yzw27kEsNuNGGxabhTY9W1C8XJLudy/gV0koWUDVXxQREOZqKEkTUMpsQym9DiXumbBO8aH9lCSU2AEoiaNQYu5CKOFJfxHzMJHUQzs4eoV53EUVl50Br9m0mmHCKZf/LSUhI38+rrHueYRAKIIS5ZMK/OHqoUq9f657uM1h46XJT2BzWLHaLQhFYHPaaNOzJVd10/IfGWcz2bp0R4SSoCfHw9RRM8lK1U802pzWELviyK7jhgnJ/FBMCr2f60GpSiUY0PBpTh44nad3J7Tu2YLKdSrw/sBP2bJkO7vW7eXr4dPZvX6frkd76M8jZKZmsWjKikIrAeYi/XQGk0f+wNpf/tBlKVntFsNqSsWsaD1BfQE8Li+ZwX6cQkDq6XTD0EtSmUTeW/oaNoeNXo/fEBEeUkwKFWqW/Ue/F1EYQzhugLinQMQEqYQ2cHRDxL/0Xw+tULjsmhpvXrRNlw0B+fjcEmITY7jpoS5MHTXrglgnUutiQMrxNFrd2JTNS7eTmZJ53opum9PKfa/3KfR1/gpa3nglk/Z9yOKpK8lOz6H59Y2p3bxGyDBlns3CZFbw6dibsyfTuPrWq5j54S8RlDuL1UL5mmWCf5uNn1e+Z68GVKaOmsXhHcfISssJ44NLCWuCnXfCEn853oLpmmZT0NhGVtHbY2yYLCZy0l0R9MczR1P44qXJuuc0W81ak4rkjAgZXcWkIIQgkC8B7MnxMvLOD1BVNdJpEBCT6OTzre+GJr76bevw8Hv38slTE1FMCgF/gEpXlGfETy8Y32wU/ziUmH5IZx9Nr1tJivDSizIuOw9cSiIU3vSgqio+r591v24yNEZxSbHnSql14PP4+OP3bbw172Usdn1P3GKzYLaYqdFU0zKp17p24W/mLyKpTDF6PX4jd796G1e0qBnmVZapUkq3ua5iUmjSqQF3vNBDtxejqqrkZGjZ+oSS8bqMDqvDGmKH5IXP42PNzxt0i3l8Xp9+TEsSMQ7FpNCwfT2ccQ5qNKmqO2Fq7dNGUqZqqUKX19tj7XS+qx3Nrm+iq4FuMiuGnnlOlkt3JdDs2kZ8vG5UyHjn4sYHuzD91ARG/vISn2x8h4/Wj6JEuaRCjTOKfw5CWIPx7kvHeMNlaMDb3946IgFmBE+Oh32bDkZsN1kU4kvE0bRLA/w+f4GNjX1eH54cj64yH0D1xlX4xTOZj9ePotE19Qo1rn8SJrOJwR/0DzPAJrMJZ7yDe4beTuqpdIROv0+/18+vX/yOz+vjsateIicjPFEsFEHdq2rpVjWqAVW3+YP2nsSkY2jNVhMlKhbHHmPD5rDiiHNQqlIJnv1qMCknUvnSwJN+ZfrTVKxVjol7xhaqU70z3sEbc4bw9PhBlK1WUpfqaLKYdMcI6K70nHEOut7fybC03u60Ufeq2lSoVe6844siioJw2RnwOi1rcvPg67E5rJiCfRIvpIuJyWLi5sFdaXRNPVb9tB6/NxDq4pMfQhFICU+2e5WcrEguqc1ppWOfNn/5Xv4pdL7zat6c+xItbmhK5boVuHFAZz7dNJrSlUtyYMshXa6zx+Vl55o9LP9hLaePJEcUSZmtZvoM6akrYaCYBBVql40o5bdYzdS/+gpdFonJbGLUglcZOPoeruvfkee+GsxXuz+gRLkkFkxarMtnt8fayQnG5oUQ2GPOn4QK+AMc2HqYzUv+pGOfdig6KwiL1cJ9r98RJjMghMBkNhnq6sQkFKY0O4oo/h4uuxg4wINv303nu65m1ez1zP50AaknUgn4CxfjVv0qGSmZrJy5Vpffndsk2GKz4PP4znGQg6fPrSh0xNqpVKc8Nw7ocrFu66Ki4dV1aXh1ZOFBuRpldENKVruFKvUrsXX5Dl2apkBwbPcJru3XnoXfLAtL6qkByfE9J0MxaXuMDTWgUqdVLVS/qluq3/u5Hjx59au4s90IoTDvi98ZPLY/Xft3IvnYWd2JIuALkHpK021JPZWGz6A6My+8Li9fvPQdSO0eHxx1F5OGTtPkZaVKfPF4Rsx8juqNqlCqcim+e2MGycfOUveqWnTo04bR/T+KYLRY7BYad6h/3mtHEcXfxWVpwAGqNqiMx+Vl8sgfdQ2x2WLS9fyklCz8eqnheZ3xDlrf3Jw/ftuqW9GpKILOd19Di+ub0KZni3+shP6fQu3mNahUpzz7txwOK+YxW83cOKAzv327DKvDGlE8Y7KYKFGhODcM6EypyiX58YO5ZKVmaZrpqgwry5dSMm792wghGNTs+YiiIZPFxJS3Z0ZcY9yjX1Dryuo06diAeV8tjphIfB4fGWc1cf2vR0zHa0BxtMfakKrE4/IiJaHYfk6mi4mvTOHbw59weMcxLFYzVRtUCq3g2vVqGabDDpCRnMmnz3ytVYNKLQ8w8teXdFkuUURxsXHZhVDy4ujuE4bhk2oNK0co750PiiJofl1jnvvyEVyZ+sVCQhEMfOce2t/e+pIz3qCFBt6e/ypte7bAbDWjmBRqN6/Bu0tGkFSmGF3uaR8R71cUQUy8gxZdm2Aymeg7pBfTT4ynz5BeuuEYxaRwYMthju0+gUWngjPgC+hWgvo8PuZ+vpBWN12pFS3pYPLIH8lOz2bVT+t1xausdgsPv3sfrbs3041rB/wqf/y2ldrNqlOtYeXzht+6D7qeqcc/44WvH2P4zOeYcvRTajSuWuAxUURxsXDpWZgLQJX6FXWTZzaHlfa9W+Pz+Jny1o+A1nC2oEYDWiMAG/cMux3Q2phtX7U78txOm9Yl5hJGbGIML01+Er/PjxpQseZh2CSWTGDUwlcZedf/OHMkBSkl1RpV4aXJT0R4nZlns3TzB6pfJSstm9rNq+tqruTGlvNT81RVkpGSiclsolrDyrpFUWaLiT9+34Yz3gHHIu9NSknbXi3YvnKn7sosVy/nQhCbGBPi2UcRxb+Jy9oDr9G4aoQOtqII7DE2ut7fiTtfuoUZZ77gs81jqGQkJiQ02lzrHs0Zu2ZkqGt9/zf6RjTGtTlt9BveW5dKdynCbDGHGe9c1G5egy93fsBXu8fy7cGP+XD1SMpWjWRctLihKXYdCqaUkqadG1Cuehmad20S9hxzO+boOb72WDutb9barjpi7YYVtVa7lR6Pdo1YYZnMJhpeXZf4pDhadWumOza/L0DjjtH4dRSXBi5rAw6aDnb3QdcRWywGm8NKq+7N+HDtW8QV0/ieVruVstVK0+3h6yJ+8EIR1Ghcle9PTWDYjGepXKdC6L1G19RjxKznqd64ChabhTJVS/HouPvp8UjXf/X+/isIIShZoTjFSica7nNll4Y0vLpOGLXQHmPjpoFdKF9DE9V6afIT9HriRuKLx2F1WGnetTHj1r7FnS/dEvZ52GNsVG9UmXa3aDHo6/t31A2BCSFo3LE+Nw7oQse+bbHaLTjjHdhjbFSpV5EXvnkMgKu6N+OK5jUixnbbM93+tWYcUUTxd3FZ6oH/FQT8AV6/4z3W/arpBJtMJhxxdt5dMoJy1cuc5+gojBAIBFgybRW/f7cMq91C1/s70ey6xoWidm5e/CdzPp1PdoaLa25vTYc+bcLEsL4aOoXp7/yEUJSQJs3rs4eEsWtOHz7D3j8OUrJicWo0qRp2Xb/Pz6IpK1g8dSWOGBs3PNiZpp0bXsS7jyKKiwMjPfCoAc+H/VsOsWP1bkqUT6LZdY2jbIIijlOHzrBhwRaccXZa3nQljkJwv6OI4lJD1IBHEUUUUVyi+H/TkSeKKKKI4v8LogY8iiiiiOISRdSARxFFFFFcooga8CiiiCKKSxRRAx5FFFFEcYniX2WhCCHOAIf+tQueQwkg+T+47t9FdNz/LqLj/vdwKY4Z/rtxV5ZSlsy/8V814P8VhBDr9Sg4RR3Rcf+7iI7738OlOGYoeuOOhlCiiCKKKC5RRA14FFFEEcUliv8vBvyz/3oAfxHRcf+7iI7738OlOGYoYuP+fxEDjyKKKKK4HPH/xQOPIoooorjsEDXgUUQRRRSXKC57Ay6EOCiE2CqE2CSEKLJSiEKIL4QQp4UQ2/JsSxJCLBBC7An+r98I8j+EwbiHCSGOBZ/5JiHEDf/lGPNDCFFRCLFICLFDCPGnEOLx4PYi/bwLGHdRf952IcRaIcTm4LiHB7cX9edtNO4i87wv+xi4EOIg0ExKWaSLBoQQVwNZwCQpZf3gtlHAWSnlW0KIF4BiUsrn/8tx5ofBuIcBWVLK0f/l2IwghCgLlJVSbhRCxAEbgB7AvRTh513AuG+naD9vAcRIKbOEEBZgOfA40Iui/byNxn09ReR5X/Ye+KUCKeVS4Gy+zTcDE4N/T0T7sRYpGIy7SENKeUJKuTH4dyawAyhPEX/eBYy7SENqyAq+tAT/SYr+8zYad5HB/wcDLoH5QogNQogB//VgLhClpZQnQPvxAqX+4/FcCB4RQmwJhliK1NI4L4QQVYAmwBouoeedb9xQxJ+3EMIkhNgEnAYWSCkviedtMG4oIs/7/4MBbyOlbAp0BQYHl/xR/LP4GKgONAZOAGP+09EYQAgRC8wAnpBSZvzX4yksdMZd5J+3lDIgpWwMVABaCCHq/8dDKhQMxl1knvdlb8CllMeD/58GfgRa/LcjuiCcCsY9c+Ofp//j8RQKUspTwS++CnxOEXzmwZjmDOBbKeUPwc1F/nnrjftSeN65kFKmAYvR4shF/nnnIu+4i9LzvqwNuBAiJpjsQQgRA1wLbCv4qCKFn4B+wb/7AbP+w7EUGrk/yiB6UsSeeTA5NQHYIaV8N89bRfp5G437EnjeJYUQicG/HUBnYCdF/3nrjrsoPe/LmoUihKiG5nUDmIHvpJRv/IdDMoQQYjJwDZpc5SlgKDATmAZUAg4Dt0kpi1TC0GDc16AtLyVwEBiYG+ssChBCtAWWAVsBNbj5RbR4cpF93gWMuw9F+3k3REtSmtCcxmlSyhFCiOIU7edtNO6vKSLP+7I24FFEEUUUlzMu6xBKFFFEEcXljKgBjyKKKKK4RBE14FFEEUUUlyiiBjyKKKKI4hJF1IBHEUUUUVyiiBrwKKKIIopLFFEDHkUUUURxieL/APk9EYt7jI9cAAAAAElFTkSuQmCC\n",
  594. "text/plain": [
  595. "<Figure size 432x288 with 1 Axes>"
  596. ]
  597. },
  598. "metadata": {
  599. "needs_background": "light"
  600. },
  601. "output_type": "display_data"
  602. },
  603. {
  604. "name": "stdout",
  605. "output_type": "stream",
  606. "text": [
  607. "Mesures : [0.689, 0.649, 0.627, 0.825, 0.725, 0.757, 0.728, 0.727, 0.719, 0.625, 0.62, 0.618, 0.601, 0.588, 0.5, 0.436, 0.437, 0.423]\n",
  608. "Temps : [0.011, 0.01, 0.01, 0.008, 0.011, 0.009, 0.007, 0.008, 0.007, 0.007, 0.008, 0.008, 0.007, 0.006, 0.007, 0.007, 0.008, 0.008]\n",
  609. "Clusters : 5\n"
  610. ]
  611. },
  612. {
  613. "data": {
  614. "image/png": 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\n",
  615. "text/plain": [
  616. "<Figure size 432x288 with 2 Axes>"
  617. ]
  618. },
  619. "metadata": {
  620. "needs_background": "light"
  621. },
  622. "output_type": "display_data"
  623. },
  624. {
  625. "data": {
  626. "image/png": 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\n",
  627. "text/plain": [
  628. "<Figure size 432x288 with 1 Axes>"
  629. ]
  630. },
  631. "metadata": {
  632. "needs_background": "light"
  633. },
  634. "output_type": "display_data"
  635. },
  636. {
  637. "name": "stdout",
  638. "output_type": "stream",
  639. "text": [
  640. "Mesures : [0.281, 0.049, 0.054, -0.007, -0.01, 0.08, 0.109, 0.09, 0.049, 0.046, 0.013, 0.133, 0.158, 0.117, 0.111, 0.055, 0.047, 0.046]\n",
  641. "Temps : [0.007, 0.008, 0.007, 0.008, 0.009, 0.009, 0.007, 0.008, 0.009, 0.009, 0.009, 0.007, 0.008, 0.007, 0.009, 0.006, 0.008, 0.007]\n",
  642. "Clusters : 2\n"
  643. ]
  644. },
  645. {
  646. "data": {
  647. "image/png": 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\n",
  648. "text/plain": [
  649. "<Figure size 432x288 with 2 Axes>"
  650. ]
  651. },
  652. "metadata": {
  653. "needs_background": "light"
  654. },
  655. "output_type": "display_data"
  656. },
  657. {
  658. "data": {
  659. "image/png": 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\n",
  660. "text/plain": [
  661. "<Figure size 432x288 with 1 Axes>"
  662. ]
  663. },
  664. "metadata": {
  665. "needs_background": "light"
  666. },
  667. "output_type": "display_data"
  668. },
  669. {
  670. "name": "stdout",
  671. "output_type": "stream",
  672. "text": [
  673. "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",
  674. "Temps : [0.154, 0.156, 0.144, 0.148, 0.141, 0.147, 0.144, 0.145, 0.164, 0.145, 0.158, 0.177, 0.163, 0.159, 0.153, 0.147, 0.174, 0.165]\n",
  675. "Clusters : 2\n"
  676. ]
  677. },
  678. {
  679. "data": {
  680. 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\n",
  681. "text/plain": [
  682. "<Figure size 432x288 with 2 Axes>"
  683. ]
  684. },
  685. "metadata": {
  686. "needs_background": "light"
  687. },
  688. "output_type": "display_data"
  689. },
  690. {
  691. "data": {
  692. "image/png": 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\n",
  693. "text/plain": [
  694. "<Figure size 432x288 with 1 Axes>"
  695. ]
  696. },
  697. "metadata": {
  698. "needs_background": "light"
  699. },
  700. "output_type": "display_data"
  701. },
  702. {
  703. "ename": "KeyboardInterrupt",
  704. "evalue": "",
  705. "output_type": "error",
  706. "traceback": [
  707. "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
  708. "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
  709. "\u001b[1;32m<ipython-input-6-86b5a8459821>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 4\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 5\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----> 6\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 7\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 8\u001b[0m \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
  710. "\u001b[1;32m<ipython-input-5-009b5b9b3d51>\u001b[0m in \u001b[0;36mmetricsandclusterisationof\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m 30\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 31\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---> 32\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 33\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 34\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",
  711. "\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",
  712. "\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",
  713. "\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",
  714. "\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",
  715. "\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 1632\u001b[0m \u001b[0mchunk_size\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mD_chunk\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\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 1633\u001b[0m \u001b[0mD_chunk\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreduce_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mD_chunk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msl\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1634\u001b[1;33m \u001b[0m_check_chunk_size\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mD_chunk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunk_size\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 1635\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mD_chunk\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1636\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
  716. "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\metrics\\pairwise.py\u001b[0m in \u001b[0;36m_check_chunk_size\u001b[1;34m(reduced, chunk_size)\u001b[0m\n\u001b[0;32m 1417\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1418\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1419\u001b[1;33m \u001b[1;32mdef\u001b[0m \u001b[0m_check_chunk_size\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreduced\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchunk_size\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 1420\u001b[0m \"\"\"Checks chunk is a sequence of expected size or a tuple of same.\n\u001b[0;32m 1421\u001b[0m \"\"\"\n",
  717. "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
  718. ]
  719. }
  720. ],
  721. "source": [
  722. "l=os.listdir('./clustering-benchmark-master/src/main/resources/datasets/artificial/')\n",
  723. "li=[i for i in l if 'arff' in i]\n",
  724. "lis=[x.split('.')[0] for x in l]\n",
  725. "for i in lis:\n",
  726. " try:\n",
  727. " metricsandclusterisationof(i)\n",
  728. " except Exception:\n",
  729. " pass"
  730. ]
  731. },
  732. {
  733. "cell_type": "code",
  734. "execution_count": 63,
  735. "id": "0bcc79c2",
  736. "metadata": {},
  737. "outputs": [
  738. {
  739. "data": {
  740. "image/png": 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\n",
  741. "text/plain": [
  742. "<Figure size 432x288 with 1 Axes>"
  743. ]
  744. },
  745. "metadata": {
  746. "needs_background": "light"
  747. },
  748. "output_type": "display_data"
  749. },
  750. {
  751. "data": {
  752. "image/png": 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\n",
  753. "text/plain": [
  754. "<Figure size 432x288 with 1 Axes>"
  755. ]
  756. },
  757. "metadata": {
  758. "needs_background": "light"
  759. },
  760. "output_type": "display_data"
  761. },
  762. {
  763. "data": {
  764. "image/png": 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\n",
  765. "text/plain": [
  766. "<Figure size 432x288 with 1 Axes>"
  767. ]
  768. },
  769. "metadata": {
  770. "needs_background": "light"
  771. },
  772. "output_type": "display_data"
  773. },
  774. {
  775. "data": {
  776. "image/png": 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\n",
  777. "text/plain": [
  778. "<Figure size 432x288 with 1 Axes>"
  779. ]
  780. },
  781. "metadata": {
  782. "needs_background": "light"
  783. },
  784. "output_type": "display_data"
  785. },
  786. {
  787. "name": "stdout",
  788. "output_type": "stream",
  789. "text": [
  790. "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",
  791. "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",
  792. "Clusters : 4\n"
  793. ]
  794. },
  795. {
  796. "data": {
  797. "image/png": 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\n",
  798. "text/plain": [
  799. "<Figure size 432x288 with 2 Axes>"
  800. ]
  801. },
  802. "metadata": {
  803. "needs_background": "light"
  804. },
  805. "output_type": "display_data"
  806. },
  807. {
  808. "data": {
  809. "image/png": 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\n",
  810. "text/plain": [
  811. "<Figure size 432x288 with 1 Axes>"
  812. ]
  813. },
  814. "metadata": {
  815. "needs_background": "light"
  816. },
  817. "output_type": "display_data"
  818. }
  819. ],
  820. "source": [
  821. "# Charge le jeu de donnée : 2d-4c\n",
  822. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/2d-4c.arff','r'))[0]\n",
  823. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  824. "liste = []\n",
  825. "for i in range(0, len(data)-1):\n",
  826. " liste += [[data[i][0],data[i][1]]]\n",
  827. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  828. "npliste = np.array([x for x in liste])\n",
  829. "\n",
  830. "# Calcul les clusters pour le nombre attendus de cluster\n",
  831. "pred1 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  832. "pred2 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  833. "pred3 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  834. "pred4 = AgglomerativeClustering(n_clusters=4, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  835. "\n",
  836. "\n",
  837. "# Affiche le résultat de la clusterisation\n",
  838. "plt.figure()\n",
  839. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  840. "plt.title(\"4 clusters in 2d-4c\")\n",
  841. "plt.show()\n",
  842. "\n",
  843. "plt.figure()\n",
  844. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  845. "plt.title(\"4 clusters in 2d-4c\")\n",
  846. "plt.show()\n",
  847. "\n",
  848. "plt.figure()\n",
  849. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  850. "plt.title(\"4 clusters in 2d-4c\")\n",
  851. "plt.show()\n",
  852. "\n",
  853. "plt.figure()\n",
  854. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  855. "plt.title(\"4 clusters in 2d-4c\")\n",
  856. "plt.show()\n",
  857. "\n",
  858. "metricsandclusterisationof(\"2d-4c\")"
  859. ]
  860. },
  861. {
  862. "cell_type": "code",
  863. "execution_count": 10,
  864. "id": "6f1ecaf0",
  865. "metadata": {},
  866. "outputs": [
  867. {
  868. "data": {
  869. "image/png": 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HoFKqTSLatjBY9tcKAv5g1PGAL8C0b/9KiMEvyi/ioye+4JfhvxMKhmh3SRvuev0mqtXKYMHUJcwc/zfJGUl0uv4Mah2xxx238PelEca+PGwOGz0H3RW3jFKKfle9QX7OnpF2KBhiwW9LGPfhz1za43xmTZzHN2/9QFFeEaddcQoX33UOY94ZT8AX/T4B2F12BHAnu/nl89+MNU1g6sjp/DZqBj0Hd+PC2zuRnJGEzW4v8fvH7KOu2L3+MzLTPoPQNmN0mNobcZ0BrjMRvCUGX0kGavsFEFq15/p8O3g6g9YCQn9GN5D8EKjNUDAEwztbdrYk4OoIaf1AgKLvQVzGOkDM2YEX8t9DJd2ESKR5UP65qMJPIbQT3J0Qz1WIFiMk8yBCLxoPux+j5IEXXIzKvhuqDTA+izio/HfB9xtGNFX4Ie+fhcp9CUnvt0/7vS84qJOYt2nTRlkZr8onGAjS/cRHWbvEfNHvxLNb8OqkPnvVhlKK+9o9wb/z15YsWNrsGhm10jn6pCP5e9ICfIU+bA47mk2j17B76dClHQB3HPdgzL6ZUed/tfh05YC4ZdYv38jdrXtHhEYWc+SJjUnNTGHuLwtLjtnsNuo0qUW1muks/H2paZ02u43MuhlsX2fuQrE7bAxd9jZ1Gtei75WvMW3MX3H72PnWbO55YZth2EtwQ+pThl9eBTCMkAvDAJvNGpwYG5tMfqeOdmjVP0Hp+RBagyITvCONGYKWBEm3I+5OJZu6VGiHUa5wBHh/MK8z3KbU/A3RMkuO6AUjIO+lcB8VxjqEbvTPdTaS9gRiq2m0oxdCYA6IGxytjEieBKCC61FFIyG01Yj/d5+PSPxZIIC+rQPom6NP2I9CqzEu/rVbTzJmPlG4kFoLEur6UsqHyusPRaOMh4uzHZL2FGJvWKl6RGROrAG1Ja3wH2DamL/Yts48ntrpcXLFAxfFvX7Dis0Mf/5rPn5qBMtnrzIts/D3paxdsiEiOiUU1MndkcesH+fiLfChFAT9QfxFfl679T2KCgxDd02vy3Anuyp8P2k1Ussto+uKWL+1dUs3RBh7o68hNv+7FafHicPlML0uFAyxY8OumG2GgjpTR04H4Nrel2F3xp4g2+zCbY9vLWPsAbyQ91x4I1QhhtEsInZ4pJ+YhjkwHd07BdFSEMdxaI66aKk90bK+RzLeQ5ytInbwiq0G4myDJF0HuGP2HXGg8t5F33ElenZP9LxBkPe80feSvoSF0vCBbyJq55UoVWREFG1rh8p5wIgk2n46KrA4dlsVRPmmonZcBAUfgfdb1O4+qJ1XGQ+XWNeoIPruF82NPUBwTQUajuUu87N3C+YmTWXfA4XD92yS8/+G2nkFSo/9nawslsH/DzB38kKK8s39s607taTtxa1jXvvD4EncdcIjDO/3NSNeHsPDZ/ZhwP3RIZFrFq1HN4loCfiCpi4Sm11jwRTjh97pxjO4+tFLsTvKH+m5k11cdu8F5ZZr2KweadWjHwyaTaLi44sJBUIU5BTgTnbFfFjEcz0ppUoeeM1OPorjOzTH6TEfYXqSQrg85v3YM0pOADn3oXx73D0quBJ9R2fU9jNR289E33EZKvhvxCXibA3JNxP2upbBZcw8ir6C4ELwjYeCNzGVTyghBHoequBjyH0aYzdvfnhH7w7UrlsMGYkqolQQlfMoxgOn+LtWCMHVqMLhsa/LfQGKRsSuODwjiYvzZAx/WBkcLRI2cwHjc8P/F5EPfh2UD1X4ZcLasQz+IUT21hwmj/iDP8fOwu/d8wOqUb86Dlf0aNOd4uL82zvGre/9nh/jL/ITCoZQusJX6Gfix7+yZPryiLJ1j6yNzR79ddFssb9Cmt34QYgIN/bpwsgtH3Jkq8a4klzh4xjRiC4HSWkeHC4Hrc5pSeMWDSnP1SgiPD3yIZJSPSX1uZNdqHIGXeuXb2LAXy9x3OnHxC9ogt1po90le2bK/cY+xnVPXGE6YyjIE4ry90ekiw+V9wZgbOpSO7sa8fr4jX/BpaidXVFqz4BABRZCYAmQCqQTadAkfK35OkdsCsE7EXNdnVxU0fhK1leK4D/m9eILL0abNKkXQNHXxJ45eSD5/nKblrQnQVIwXGsADpAkJO3Z8vtdGYIrQMxmjD4ILEhYM5Z42iHCqDfGMuzpL7HZbYgIogkvjHuCY9sfzXm3nMWXL39L6R+pCLiT3Jx8wYkx65w5fq6pwfYV+pky8k+atmnCtDF/sejP5dQ+ogYZtTPwr91OKLBnsdLmsOFw2SOig4z2hePPPDbiWGq1VAbMeIk/xvzF129+z9rF6/EV+ahRL5O6R9Zm4W9LmDd5MX9PeopaR2Tx/PePkVIthaQ0D5oW3c9mJx/F8DUDmfLVn+zanE3NhjV4/8FhMWc7AAF/kJxtuSSnVX6xsfPd59Hk+EYsnbmCvyctIKVaMhd168TYgRPZtTlSKEwpYeT7dbm19zZEyhodIWEjfIDgClTBJ6jgelBlXUBht4v3J/BcgvLPRu26ldiGsJxInph4MIyi2UK2gvy3UZ4LK+Rzj0Jchhib6bkYkTL6DhBbjLdZILUXWtLl5TdtbwI1xhszicBCsDdDkm+qkuicUiq2z9/WGJTZQ9YJ9maVbisWlsE/BFg+ayWfPPNV2FWxZ6Tz5EUvMnLLELLqV6ffd7156fq38RX60HVFzQbV6TumV8zwRACbTYvxBVTk7syje6tebFu7naJ8L06PE5tdo9nJR7J42p7RvwAqpHC4HIgYC58KuOedW/njmxnUPCIrIjbeZrexZc02Vs1bU+Ie2fzvVjb/awh+Fbtj1i7ZwI1N7sXutJOU5uHW57tycbdzonqaWi2Fzt3PNa71BXj/wWFx30ub3cbWNdvZvqFiW0FsDhsNm9Wj22s3otk0Hjj1SVbOW0PIH8TucvBh789o1LwB2VuyKTsp+f7jutzy1DFI8Keo93fP5DoRfmAfKu+1cL1mI2wvhDYZf+YWL7wmEs1YoE26BnLnmxfRN6K2nQaZwxFH08pVb/sf2OpCaDWRFtyDJF0f45rasetznoWWHOM6E8RWC0l9uMLlS6NUyAi/LRgGKg9lb4qk9UHKCMuJoxnK0QIC84nYMyEOJKlrldo2wzL4hwAThk429UvrIZ25Py/glIta0+rsFny1aTBrFq3H6XZQ76g65UYQtO3cmrfvjtaxUwp+HTENpeslRswf3g27etF67A4bwfAo3+8NICI0OaER591yFp4UN9PG/kX/7h9iC88eajaswTPfPMKCqUuY8cMcZvwwp8L3HvQHyd2Rx6CHPiEp1UPHrqfFLOt0Obj1ha589PgXptE7YMTHJ6V5aHPe8axbssE0lLU0NptG57vP4917P2LHhp0Rn0Pxe7Ju2UYcbmfJawBXkosb+nRBY2iMmu0Yxj4RBl8Rc2MVhKNlwrt4g8tjl6sqjpPBcTTkPhe/nMpB5fSAGpMqFd0iIqiMgZB9Y3jfgTJG/J5LwH1xjGtcqOQeUPBemYVXD5L6QIXb3ltU3gtQ+DV7QkL/Qe26A6qPQByRM2CpNhiV97wRPksAHCcgac8itloJ648VlnkI8NIN7zD5C/Ot/k3bNOGlCU+Slll+ZIsZv309nVduehc9pJcY8apgs2t8m/MpYwdO5NO+X0W4eDSbhkJht9tNNWgqSr2j6jBs+Tvllvvzu1kMf/5rVs5dHb0IK+BOcvH0qId5/db3yMsuIFiO0S/PA+NOdnHHy9fz26gZrJi7mszaGVz/5JWcc1MH9B2d942RrTAucByDZH6JiIa+7XQT+eSyaOF/FfHjeyD18XDIZrwNYHvKS41vEPuRJUeUKgJspu4eFdqKyn3G2PiEAsfx4L4QcZ1VbriiUgpVNAYK3jdcPI7jkNReiImExb5A6Xmobe2JnlEJuM5GqzbQ/DqlgFDUPoiKEi8s0xrh7wMC/gBfvfod4wZPwl8UoN0lbbjtha5k1q5WpfrOuKotf373l+nu0FXz1/DImX0Z+Pcr2O2V/zjPuKodLTs0564THmHX5pwq9c9A0DThh0E/Rfnzi+ULAqGqG3uAHeW4YVbOXc3gXp+xbOYKMmqmcftL1zHqtbHs3lFql6oCb4GP57q8gd8bQLMZ6yFxN4aVMybyFvjI3rabN6aYLOS5L4P8t6m6b7yKSDWQZPBcDu4LUPlvo/St4DwVvLF3OANgOxqp/jEq782wsme8z80LBYOomLHHEI4LR+yowDLU7icguBQQlKsjkv4cohm/E6X8qJ1dQN9OydpAYIGxWS3puvKbEkGSroCkKyrWt0QT2mQsxEalelThhWhzjNnPvjHNVpTOPuDZK19nxEtj2LFhF7k78/j5s9/o0aY3hXkV/FGUoW3n1rTscCw2k7DGUCDE6kXruLLGbfz40S9Vqj8jK53C3PL7JppQrVZ6VFSKZtM4seNxON3OmK6URNDwmNiq2msWr+fBM55m7i9GiOrmf7fx2bNfk7sz37R8sa5P0B+q1C7gWHw3YAKFeYVsW7+DgH+PgZTkG8BxbKkkIW72yzhL5SOZwxBnS9h5pbEbt2g0eMvX60dAbb8QfH+Cp6vxzyw0EYAkQwG0oogL7EejQjtRu66D4CIMYx4E36/hXLjhz8P7U1hSovTMM5xJyxdbzfSgwVYvxkKsgL3yUWKJ4D9n8JVS7N6Ri3cfGh4zQsEQG1duZuHvS5g3eVGEPzcUDFGQU8ikT6dUuk4Am83Gc2N7c1Sr2KJNhblFvPfAx/z53awq9d0fx9XicNnxpLrJrJ3BKz/14X8tG+JJceNwGsez6lfn4aE9AGh3yUmmD6byKC/Dn8vj5M5Xb4g6rpRi8+qtDHl8eJTqpq/QV254Z6Ioyi/iqqzbufXo+7myxm2MeGl0uG0nZAyG9LcguRuS+ihkvBk7S1TCCBjx79ndMUbfxZ9vBdRTg8uNpCz6BigaacTUJ91EdNy+AzyXGQ+0cnEa+kDpbyJiQxV9Fd5pHNlnQuvCKqAYi7TKTKSuCLX7GVQgfu4BABXcgAquRJUXr7sPEC0FkroSvcnNhaT02O/9gf+YS2fer4t4885BJREY7S89iYc+7F6lELzKMPnLPxhw70cEfAECvqCpkfEW+lj85z9cek/5m4q+fOVbhvcbha/Ij8Nl58oHO3P7i9fR4rRjWDZzZczrfIU+Pn12JO0vPalS/S/MK0JijODsLjvdXruJmg1qcPKFJ2J32Hl3xkvMn7KYf+evpU6TWpx8wYl4C32M//BnnElOXElOCndXbjYT7/d4xHENuPft2zjhrOMiji/7awUvXvc2uzZn4/P6ExrpWFlCAZ1QyQJsgM+f+4Ymzf+lTbvvQd8G4jRGykldETSU7VMIzqVyWvaCMUar4DV6VbOHlf4wvMZIu8a3xs5U//Tw8fBO06JR4QVhNzHdVpIKyXcgnisQWy2U8oV98jEGZaG1QCuwH2W4pcyMvtqF2nkDKuN1BAXO1oiWsed0cB0q557wbloNtBRIfw1xta/E+7D3SOpjKK06FHxsSDTYj0HSnkQcB2aE/58x+OuWbeSpzi9HuBSmj53FM9t28/qvCd4kUYrFfy7nzTvej/Jbl8XpdtCwWfmxuyNeGcPQx78oeR3wBfny5TEU7C5k3pTyt6ivX7qx/E6XITk9ibTqKWRvjdYMaX5K06idryLCCWcdV2KAVy9cy0MdnsHv9cfc5VoVGhxTj0t6nM/5t56FOylSmiFn+256deoXN+b+QHJUy120OH4I6GHjqYqg8AuUKkKSb4XQCir/hFJVuCYBiB1ynjZ5QIWMf4GFYDsGQjFCMlUB6NmondegxAGhHcQ09krfE3fu6ghaNQgVYR7NlA8596PEaahYpj6IlnybEQq58zpQ2/YU1YtQ2XdB1sS9TtyufDNR+a9BcCVodZHUBxD3eaZlRTQk5S5IiS8GuL/4z7h0Rvf/ISoCJOALsuyvlaxfHm0EdV3nixdHc2XWrZxrv5puJzzM/AoY1LKMfO27CPdNLGwOOxfc0anccsP7fW16/PtBE9nyb3nRFRAIBNm4co92iK/Ix46NO+PmadU0jW6v3xSlAe9KcnH7y+bxygW7C3jnng+5osat3HXio+TnFCTU2ANs+Xcrgx4axuWZt0StT3z+wjf73W1XGa5/aCsud1kj5YWir1A5j4X1UqriZkjET9Yepx4Td5wqgOAcYs8s/BBaZsg1myJQ+Dnom8Kj9wLMI4Bcxkg9PPoVcSKZo8rxd/sNlxM+yHsb5Z8D/j9BmWlL+VD5w+LUVT7KNwOVfaexeKwKIbQSlfMoemE5C+EHCf8Zg79u2UbTZBZ2p50ta6JTJQ5+9DO+eHE0uTvzUbpi9YJ1PHnxizHFw2KxZc22qA03YIQp2mwadoeNxi0a8vrkZ6heJ36Ujq7rsR8eigr5ox1OOwumLiEYCDLg/o+4osZt3NL0fq6qdTvjPpwU87pO15/B0189ROPjGuD0OEirkcr5t51Fnf/V5LdvZvBh78/4ftBP7NqSze6dufQ8/Wl+/Ggyebvyy1301LSqSQwEfEFCgRBBf5A37xzEmHfGoZRi3q+LGDtwYkIWW/cV9f4X62GkQ/Bvqj5Sr6zkgQmOlsRehI31ECqnv+IAz5VEJjOHPQ+X8gYDAsm3INUGRR61VUfSno69ozYCL6rwC5R/ITHvo8QlVTWMDW4mgnj5r++39aK94T/j0ml5uuHfjh7lB2jcIjJetyi/iO/f/ylCjwaMjTTD+43iubGPVbjdE846jnVLN0Rpo9scdj5dNQCny0FqtZQK1aVpWsSmpggE6japxfplG00fMCXFREivkcYHj3xqbNgKP0B8RX7e7v4h076dRc/376Rmwz169b4iHza7jZRqKWxevQ09ZKhgjh04ke8G7InqEE14p8eHRly9rir2AHLZqdO4FhviZJeqKAN7DmPKV3+Sl5NvKuQGxqykaevGLPx9WaXrr16vGjs3ZpdfsAKsXOAhq04ALXH6WokjMJ/YBryKRksFILm7sSM2/x3DX61lglYLghWYOUsKWqzdrI4TwX48BOYRP7xVgZ4DjjhrdnsreBaMsYam5xgjfjlwmeUqwn9mhH/pvRfgTnZFjCZdSU463XAGNepGTjW3rd+JzRF960oZqpCVocsjl+BJ8UQIi7mSXXR55BJGvzWOO459kKvr3MHAnh9TsNs8LV5pLg7LBJTl6DZNeHrkw6RUS8Gd4o6p9ugr8rN81grGD/klal1BKcWsH+fS7fhH2LBiM/8uWMs9Jz/GJWk3cXHy9Tx69rN4C3wlD6+yI+ji13pIr/BoRikIBkN7beyLWTL9H9Yv3RTz/AlnHcsl95xfpbp3bUqMsQf47I3a+H0Ha5rAEImV9vVAyt1otlS05OuRmjOQWvORrGngOhVzVc7SOMAdW8JbRJDMIZDSA2wNQepg6noSj5FA3Xmq+XkEXGcZG7J8v6PnPIqe0xvl+7Pk+6z756Dv6mH885ts+rTVidFJTwVnIQeW/9RO2y1rtjH0iS+YM2k+SWlJXH7/hVx23wVRwltF+UVcVfOOqBG+CJxyUetKjfABtq3bzmfPfc3fkxaQUTOdLg9fwqg3xrJ64bqSGYfdaafekbX5YN7r2OzxRxkvdO3PlJHTjMGWwP9aNOTCO8/B7w3QvH1TNizfxI4Nu1g64x/TZNkOlx2lq5g7Z0UTTrmwFQt+W1Kh+Pu9odxNTQnEnexizK5hfP3mD3z0xOcHNGoH4KiWhTz05nr+17wKC8uSFU68UXVZ4f2CrTGS2hNxm0efqeAGQ8c+amNW+GEoHmPhs/oIREuvcLN6wXDIe5WSaCHxgO1Iox5xou+8FQIziXCBSSpSY6KR6rDohz19Eg94rjKykvkmRjbkPA8t89099+P9EZXTm4iZhngg+W60lO4V7v++ZJ/vtBWRocDFwDal1HEm5wV4G7gQIxD4FqVUtKXaS2o3qskTX/Qst5wnxcMl95zH9+//FBHV4/Q4ufGZyqcCrNkwi4c/vLvk9ZxJ81m3bGOEeynoD7Jt3Q6mfz+b0y4/JW59T47oyYOD72Ld0g1sW7eD128byJDHhhMMBLHZbZzRpR2PDr2HJy960fR6m8OGNz/2gqbSFXN/WbhPfI6aTcOT7KIwrwil4uvLJxK7084Nfa7C7rCTlpmC2+M6wIu6CpdHZ/USdxUMfhpkTUZCK1E7y1d03DtcVFlMzX0tWoaR5k+FNqIKv4Dgv0aWq6SrDQNuywJ7IwguY88T2AXJ9yESMiJyXGdUWlteS74B3XGcod8T/MeI7tGqQ2gD2P+HZL6Pynsdir4xdro6TzHWAvTNkcYewhFUX2H6cPVPRPfNQnMZoc7ivgCVlg95bxgL7+I2Qk6TjSgcpRdAaCPY6iBa1eRO9iWJ8uEPAwYAn8Y4fwFwVPjfKcD74f8fMO585QbSqqfy9Zvfk7crn8YtGtKj/600bd1kr+teOXcNAZOIlaJ8Lyv+Xl1i8JfPXsW4wZPI25lH+8tO5sxr2pckvE5K9XBUq//xxIUvRoQeBv0hfv96Bu06n0RmnWqmI2g9pLA77XE1YjS7RlFe4kMaReDY05qx6PdlVd5ZXBWC/iCf9h3Fln+3cd0TVzDo4Yq7UzSb4HA5CIV0gjHy3VYORY/nNnLutdm4k6riOimAbW1Q7s4J6Es5eK4D36Sqxex7R6H7r0Xwo7JvCW+kCoBvGqrwY6g+2kjeEfyXyOlWEAIzkczoRDuVomiMoSNf/MDyT0XtnA01xiG2OkjaU5D2FAAqtNlImFKcnzaKOIvKBR+Ba8/eFi2pC8pzpRG9JEnGRjKl0HNfg8JPw3IKQZTnckMZs4qaOPuChPjwlVK/AfH2V18KfKoMZgAZIhLDGbZ/0DSNro9dzjfbhvJTcCQfzH2d4ztUZMdg+dRulIXTE+23dCe7qNPYyLLzwwc/8fCZfZgwdDJ/jPmLd3p8yMNnPhOxLX/J9H8itOeL8Rb4mPjxZC7pcR5Od2Q7oglpmSlx0++5klycfEErpIrRM/EIBXVjc9gBcF/7i/xMHPYr/a5+k+d/eJy06ql4Uj1x+5KckcS1j13O4AVvUK9J7YS9J8NeqYPPKzHXWswpLhzC0LAfDVIjIf2Jia0epL9UTqFYPvgQ7LoJtfvRsIpl8XfXa8Td570FhV8SbWBD4J8eNz1heajQTmP0HrGIq0B5UQXGg0T5pqLvuBx9y7FGBrDsHlD4CZX39UU/tEU0REstmZmowmFGekJ84Y1iPij6FpX3duVvbh+yvxZt6wGlV0M3hI9FISLdRGS2iMzevj06nPJgID+ngAkf/8qYd8abxvi3u/QkPCmeiAVkEcHpdtLh6nYU7C7g/Yc+wVfoLxmdewt8rF64jslf/FFyjR7SYxqrUFCnaesm3DfgDtzJLpLSPLiTXdQ/qg5vTHmW9BqppsbG7rBx6b3n03PQneW6Wxod1yBm+za7hmYzP5mfU7BXqph7Q8AXZM2iddgdNkZu/pCXfnySo9vEnrVdeMfZ3PpcVzKy0rn95es5/7aOCTD6QjAoTBwRKy49FmU/Dz1GPHkC8Y5Fc50C9ngKkvE+y9xwbH1ZQuD72ZBoiEnV1VkJrTJ0eaIIgn8+etE4VPZ94Qih4iTwhezJxVuWOL+F5FvK70/BR0SvU3ih6LODKlxzf801zLNsmB1UajAwGIxF233ZqaowZ9J8+l7xGmAY5CGPf07nu8/lrtduKtH4drocvD3teV65+V2WzVgBwJGt/kevYffgSfEwc/zf2B02/GW+H94CH1NHTee8W84CoHn7pqa64e5kF+fc1AGA8245izOvac+SP5ezefU26japTc2GNXj++8d59Oy++IsCKGUs4La7pA0PvH8naZmpBANBQ2c8xpfR4bLzwPvdKNhdyPPXvBml1OlwOmjcsiFLw/dXGj2kV3Jkm3jWLN5A83ZHc2z7o0mvkRaz3LfvTmDFnNUsmfEPdoeNUCCEpmmE9L0wRoDfq7F+ZZxE4VHYSUiMfVm0usboW+WYnw8uQN95HWQMhB2XAwl8wERp5ZTC1nTvfNy2eiWqm5FoYG8clmsuz2XpNPYPlAicmbl6UtAqIseg55gfV0UYn2t5kUr7h/1l8DcADUq9rg/Ejq07SPEV+Xj2qjeijN+4DyZxyoWtOLHjnlFS7UY1eWvqcxTkFqJ0RUrGnvjcpFSPqaEVISJm3+F08OSXD/Lsla+hdIXfG8Cd7KJVp5Z0uLpdSbl5kxfx4nVvlzxWbXYbz47pxYj1HzBn0gJyd+TR4oxjqN1oT9Lm/nd9EHfkISLUblyT6nWq0aFLO6aMnI7f68fusKNpQu/P7mPTyi0sm7nStJ5QjDj5vcXpdhAMxA/zFJESGYsdm3bx149zY5YN+ALM+3URQNQDeG9we0I0a1V+GO4e9sXYxoWkv2Ds28i5NXaxwGzIvgvcp4L3uwS1bSPuPbnaowq/AtdZSEWSiQNK320k+pYkI7m4q72h6BlhqF2QdAN4v69YN9OeN/YOZN9q3t2KZueyNzbPe2BrhMjBYexh/xn8scC9IvIlxmLtbqXU5nKuOeiYN3mR6cjVW+Djp0+mRBj8YsyE25q3b0pSqidq0dTpcXHxXZFp/E467wQ+XTmAX0dMI3dXPq3PaUmL048pGfnv2LiT565+M0op8smLXmTEhg845cJWUe2HgiEmj5gW8z5tdhttL25dsn/hkaH30Pnu8/jrx7kkpXrocE17atTNZNaEubhT3BTtx8XZgD/IiPUfMHXUn3zz1g9sWxs5ItVsGnWPrM2xpxp6LL3P7bff+rYHhcOtOOvynEpcs3czCnN8qN3Po9X8Ed3RGgJxMo2FlkHSZWH55AREN0mmsQlJX2N+vujz8AbC51Gpj5WbclAv+BzyXjZG5ADYodp7xuauou+BkCHS5jjRWCQWdwylzdJ9dCK2+uBoiZK08DpEaTyI5+qSV8o3A1U0EpQXcV8I7vMRsaOUH4IxNKySbovfh/1MosIyRwBnAjVEZAPwDOE5jFJqEDAeIyRzJYYjLc5w4+Al3qi1MtmibDYbL/34JL3Pfc7YHCWG7/nGZ7rQ4vRo3ZDM2tW48kHzVG6TR/yBbuKLV0oxbcxfHNP2KH75/He8hT5OvfRkjjutGTnbc1F67Hs54axj6f3pfRHHjj7pSI4+6ciIY63OaUm1Wun4i/xxtXpKo9k0WnVqQcszj2XSJ1NYv6xyEz27w8bu7blccf9FVKuZweu3DYzYT6GUov1lJ/Hnd7P4cehk1i2pvJhcIkhJC5CUsv8leaPQV6H75xjaL3FRIOngOht84/e+XbUbku+A/P6YJkcpnXYw72WU61TE3si8qsASyHsFY0G01MMouwdScxrKfTnkdDPq9P8ajr93YTxE47h1VABsNYzBU7WBqF03G9eoAGAHVwfwXAqAntffULwM34vy/2lECVX7EHzTYmRF0yAUW932QJAQg6+UiptlVxlz/nsS0daB5ISOx5kaNneKm7OvO71SdTVucQQjNnzAgqlLKNhdSIvTj4nra45F3s580wXSUDDEzPF/806PD0tcIOM+mMQZV7XjgUHdjLBNk4eUzWGj39jHcIaTnCyZ8Q+f9h3JmkXrOaJ5PW7qew3Htj+aUCjEzk3ZvDzhSQY++Akzvq/4Brl/5vyLzW6jsAphoQFfkIV/LOF/LY/gkz5fRm2eU7pi+LOjcCW58RbsOyXNeBvK0quHeO6ztQd8HaOEXbdUoJCGOI4Ez2WogmPChroiD/FY+R9DEFxtSCvoazHGf8ULpmUfhCFU0Xgk1VwjXhWOwnwDWhDlmwZ5z0WOzosjhhwtjGxaKkD0+ogDHMcjNiN2RBzHQdbv4RDVneA82TgGqNAmI4FM6T6oQvDPMWSeVX4MfW89tm//APGfkVbYHySlenh06D04PU4j7FGMBdR2nVtzykXRrpPysNlsnNixBaddfkqVjD1Am/NOwJ0cHa0gIvz53Sx84dG3UgpvgY/fvp7Ooj+WccWDF+P0RKpjiiY8POTuEmM/79dF9Dr7Web8NJ+dm3bx988L6X1OPz58bDhX17mT2455gNuPe4jkjCTqHRVry3nky2Kdnpnj/mbnxkpkSirF+w9+grfQV5L3oCxKse+MvUDTk5pw5jWnYneZj5eGTV9CgyMPJiVPH+WKl9mbIY4WiAhayl1I1i/gie9mQTsS7FH7LMOEwPt12KUTlnWWVMwXL/X4/YunLBpaH5ZbLksA9O1IzVlI1lRI7Wu4mCQZcIKzDVJtQMQVoiUhnkuR5NtKjD0AvhlGbH0UhSjfL8Z6gtnDUZLA/j/0XTehbzsVfddNKDO5hv3IwbMj4BChw9XtaXbKUUwe8QcFuwtpe1Erjj21mWk0zf6gZYfmtOrUkr9/XlCymOxOdnH0SUfyz+xVUZuvvAU+po6cxgPvd8PptDPqje8pzCuiet1Merx1C6df2bak7MAHP47OIlXkZ9Rr30UIuE0Z8UdMd1f1OtXwe/3k7arMAmZ89JDOwt+XUr9pXf5dYBYSWDlsdo0bn+nC7J/ms3TGCtO9DyUoWPn3atYu3hBzk9bzdzai5+vrqVlvH0Td7Au0RuA6ExVcV5IYXGx1kfRn0H2/gR5DX0psoEfnUNhD6fsPhEfeZt8TJ+I+x+R4uBn3uYZhLetjV0FwnByjznC94gRbFpJ8HSrpKgiuAi0TsdWK0+8yaMmYBxraQEszkrqkdIP8IexxX3lAawD571PiVvJvR+2aB9XeR1ynVrz9BGIZ/CpQ64gsuj62r7e8VwwRoc/XD/PbqBlM+mwqdoeN82/riL/Iz5tz/o0qr2nGrlJN07j+qau47skrCfiDOJz2qIfW2sXmuy/LBuXEW9vIalCdLasrsJ8ilmfArKgIDqedW5+/lqcveaViF8XB4XJwRPMGdOx6Grcc/UC55fWQHjd375ypqbxy7xG8PnrVwePWicKBIWXsN1wuBYNRBUNQac+ihZN+66HtYZdMDINv/5+xMOpfV8E2/aDVB30He9wjTiMLmKN57MtcncBxvKHyqQoxviwuSLkPzdkM3d4UgkuINPxuSLoGMNZ1RMQw/lXJNOU6E3NniAPxXAmAlnIfynGSkbpRz0c8F6HyP8BMSlnlvoBkJWCdpApYBv8/gM1m46xrT+Wsa/eMGgrzilAmoYsOt4NzbuxQ8lpESlw4ZUlK95C/FyNzu9NO285t+PSZkeUXVtCqUwsW/rHMVJaiNC6Pk+NOa4bdYced7IoKk60svkI/r94yAKWrBKl6Cudek41SgshBtpVE0kBLN6JZvJPYY5DC73nuk+j+eRBcYPi/Yz6F7UjybcbOVv9MKhzZo2/DGPm7wdEGSbsfcbSM32WxQbWPwDsR5Z0AWgri6YI4DTeqZLyN2nU9qDxQ4dmZ61RQCn1rO1A7UbaGSOoTiLtjxfoZ0b4Lqn2Eyu6G8T6JMbtI64fY92zqE1dbxLVnhqx29zavMFS5nBuJxDL4hwDrl2/kp0+mkJ9TSLvObWhz3vFRCqBlSUr18PSoh+nX5XU0TUPXdZSu6PrY5VHRNmZ8/PQIvHuptZNaLYVL7zmfka9+V64qp8vj5JybOlD3yDpMHPYrNpsNb6E3yt7YXXZemvAUdoedwryiqDwEVUEplXBdobqNfGjaQWbsi0l9HLy/YBo9Qwi8X5Zfh7Md4jweAJX2DOQ+TcUWeYtH9oUQmIbytY8y+Erp4P8d5f0ZJAVJutLYaCV2w2A720e4ZMTeALImg+930LeC43iU7/fICKHQOlROT6g2EHGdVoF+RiLOE6DmNPDPCouxnWQkKY97USYok3UmiZ8IaV9iGfyDnEmfTaV/98GEAiFCwRA/D/+N4888lmfHPIrNFl9h8OQLTuTLDYOZPnY2viI/J51/ArWOyIp7DRjZw75+84dKhZqWRbNpvDLpaVLSk+nycGe+fOW7uG4Qn9fPmkXryNm6G6fbgSfZzTW9L+WUi1rxz6xVrFmygcbHNeSsrqfiSTZ2sG5dux2H204wUDlfucNlJ+AP7tVeJ5fHid8biLl5bcH0ZI5uVYjTmQijX/xwT8DsQ+VCzoPhuirhRyuL/y+UvgvRMtGSrkLPfYbYBt9DzIdL/tuo5BtLNicppaNyeoB/Rth9Y0MVfmYUF4fRXxVCpdwTIUcsYgf3WeE6grDrepM2vai8t6pk8I02HMZmr4qSckc4GUzpfngg+c4qtZ8IrCidg5iC3ELe7j44Is7dm+9l/q+L+fPbWRWqIyUjmXNu6sDFd51TIWMPMOP72egVjKs3w53sonP3c2l8XEPWLt3Akhn/GEZZjAXSsoJvACj46tWx/PHtTApyCtmxcRef9PmK+9s+wfsPDWPe5IWccNaxJcYeoGaD6pV6KDncDjpc057HPru/wu+FaT0uQ4r5qS8fjFnmu6E1KMqzlWNOPYAzbgkAbP+D5NvA1sDI7+q5CShHtkHSiK0aVxy1sxcPI3FCYGmp17EyPTnBE09y3G+EQZZ07WcjKqZkgTZklMFvrBeoQqP/+QNR/nnmVarcGLILQGhNnL4kFkm6zdh4VZwcRTyQfJvhCjtAWAb/IGb+lMXYHNGjeG+Bl19H/GFyRWJwuBxotsp9NY5q/T+OaXsUJ57dgl7D7uWed25j27rt3N/uCWb9OM+IfFGACGlZcTRUytigYCCEr9DP2sUbeKRjX0KhPQY+OT2Z8289Kyr5euy6FZtWbqFVp5YxM4uVh2YTXpzwFNf2vpwzurTj/oHmo7XdOx3cc35TdInhPrO3RNL7Gpt7ypMWdZ6EltoLLesXtBrfoaU/ZUgLO9sai6qOVuBoj/FzDn9uah+HhaoAlI50SepK9EPIBZ4uiKMZse9RQNvj4lDe8Rh7M8vDhyr6JkaVaTGE1TAWmvcTIoKW+gBS8y+kxnik5l/G6wO4km8Z/IMYpzu2IVu3bCMf9vqMf+YkfgHo9Kvamu7ejcWpl5/MuzNe5J0/X+TVSX04/cq2iAij3vg+yo0TCoTYsb7y8fdKKbK37mb+lCURx+955zaueqgzSWnlp5cL+IKsXriO/t0H06rjcVWScFY6tDitWcnrzt3Ppc15J5jWlV7rKGzE2OkbXIKyHwe2+sQf5TvAGb2pT5wnoWV+ilbzd7TqX7JnxF7s9vGxb/R5AOxgb4rY9zzMJOVecHfEECRLBVzgaoek9Qb3OcQUD3NfYSyK7jlQwT4oEymEcF/EbqRDjEqo7kZSYs/K9hUiLsRWr8x9Hhgsg38Qc/yZzWMuzq5buoFRb37PQx368PHTIxLabo26mVzRM06OUU1ofU5Leg7qxsgtQ+j7jfl6wrKZK2KGbFZlkBP0B9m6dlvEsQ3LN6GU4qJu55CSWX4C6aA/yLQxM6lWO6NqIy2JDkPt0f8WktOScIRzENgdNtwpbh5499w4NjcIOy+FwpHEjXARD+I+I26XlPKHdXLMGtMwz+9aWdzGRiKcxoJl5uDIbooDLaM/kvUTktEfqTEOrdpgRNyIlo5UG2hcW/rJ6OyIpD9b6j4C4YQmFSEpZlpFCLtTUh8zZkDYwNYEqTYAqYwP/j+ItWh7EONwOnju+8d48qIXUUoRCobwFxnhc0oZ//EV+vnmzR/oeN3pHHFM/b1qL+AP4Cv0k5TmYfO/W2OWU7pi4e/LuPaxy6lWM3Ye0iOa12fZXzG0RERwOG04wiGhmqbh8/oIeOMvwFarmVHy9+i3f+CjJ0YQ9AcrFU6p64q06qnU+V9NNq2MfZ9mHNG8flQYa4Oj6zFk8Vt8+854lv21kv+1PILLH7iQ2g1BbY8XYhokviRyKpI51Igfj4sQc7oiSVDjF8jpCcHScewVHP3bjkHSHgfnSRBaZ+SFtcVOyiK2uob6ZNnjrjOg5l+GFILKB9eZaLZSrpzAAlTewHAoaDlIEjjbgSt2iKWIIMldITmu6sthh2XwD3KOO7UZX236kJnj/mbqyGn8OXZ21E7QYDDE9LGzq2zwvYU+Btz3kSHEFtLJyEojd1d+3Gv8Xj+v3TqA4avfjzlS7vLIJUwcNsX0nKZpfPLPuyybtYqkVDfHn3kscyYt4O27BxuSCSb2SGxC0zaGD3bHxp189PgX+MuJ2TejyQmNcHlc3PnKjfS76vWojWTxeOD9bqbHa9TN5I6Xb4g6rhwnGPLDlUYg6bJyY9TBGF0re1NzY6kCoIqQzKHg+xnl/RHwGHlggyuILS7mgMyv0ZzGRiUVXAv6drBXPaTQkC6I3FGrlELlPglF4zCP5CnTJ8fJSMot4DwdEctBUVmsd+wQwJ3kokOXdhzb3lzCQdO0EndCVXixa39+HfEHAW+AUMAQRStv8xPAtnU7+WP0zJjnj2jegDO6tIsafGo2jRZnHENWgxqcfsUptD7neOwOO6dc2IrP17xPv297RaWItDlstL2oNZm1DYMzc9zfFc5MZbMbX3OHy0FSqoeHPjTC+dpfehKNWxxRYdeOO9nFcac2K79gKaTaB2G3QhUwFeSqLD7YcQ6q6GvEfR5aRn+0jJeQ6iMg9SFiunskGXE0Q+m56DuvR+24GJV9N2rb6ei5byQui5P/jwoaewANqfY24upgGfsqYr1rhxAp1ZJNE5OLGAutVWHb+h3MmTS/SiNlgFdufpdt62JLJzzy0d00bdMEd4obu9OGJ9VN9brV6DXsXtPyIkK7zifx8Ec9SK+RiivJicPl4PQrTuHxz/fIHtgc0VIQ5vXBbS9ez2lXnMK1j13G0GVvc+QJjQHjQXnLc9dWePHW7w2wZnEMmYFY7WupSNYUSL4HtKywBHF4cTMubsRzYaXaik0Acp9BD+7RHRJxIu6LiGkCJNnIiLb7UQjMw5AmzjP+X/hpxROMlIMq+o6KGXsXpD6OaFUTGbQwsFw6hwgb/tnEu/cOiT4hcN97d1CzQdWSXW9dsx2Hy1Flg68HdcZ/NJlbnr3G9LwnxcOAGS8x95eFTP7iDzat2kK9pnXYsXEXWfWrx6y347Wn0aFLO3Zs2EVKteSoRDLtL2nDALP3owzV62Zy9SOXxDz/SZ+vys3tW4we0vnqte/oHeNhVYxSynCZ4Af7MYjYkdQHIHXPA0vPexsKh4Lyssd/VeyLd4HnCnC0qVC/AHBfAvmrie2i0SHnUahRWubCT+wxn6D0HEPrPUrJsghV8BHiif2+Kj3PyHWr1UFssT/n+AvKYfPk6oik9Iivt2NRISyDf4gw5t3xRrKUMrg9RuLyqtLwmHqmevqaTUOzGZukivK9MY1iwB9k69r44mhKKb4d8CNzf1mIt8DHomnL+HXEH9zw9FVc2zu2CJ3NZou5QSqteiq9PrmXV256N+bDypXk4oY+V8Xt29ql5gJxsZgy4g/ufvNm0jLN9xKowD+o7O7hLfUa4ICMNxBXZGilpNyN0jLB/xuQZMTU6zmAF3F3QhzxkopHI8nXo3w/QmAJMReCg/PQ9QI0LRzNpNUFWxaEyr4HTvBcCHqeoYhp9tHr2aZNKKVQea9B4WfhfLF+lPtcJP1l08Vn8VyK8k0osxsVwAFpfRD3xYhWfvSVRcWwXDqHCLMnzDM9HggE2bk5p8r1ptdI44I7zsaVtCdGWERwJ7v4aNGb9B39KP2+7UXbzq1Nr3cnu2hlktqxNLMmzCsx9mBE+fgK/XzadxQ7N5sbjopwxlXtGLH+A9pf0iZqo1hKtWTueOk6LryjU9w6MmtnVKpNm93GtDF/mZ5Tyo/adSPoGwwDpgpA5aCy70GF9mT0VN5fUdvaQv5b4J8NgVmI8zi01LvRUh+slLFXoU3ouS+jsu8Cx0mQfHf8C7xjS/4UEST99T3hlmD8bauHJN8V1q+JTtEJNnBF7w0AUIWfQ9HnGC6gfMAP3p9RuS+a98fZDjxXYcTfO8L/dyMZA9CSrrGMfYJJiMEXkfNFZLmIrBSRx0zOp4vI9yIyX0QWi8ghmeLwQLI9RrKQUCBEs5PLF0OLR4/+t3L7i12p1SiLpLQkTrm4NQNmvkTdI+twYscWtL24Dc999xgdrz89Ylerw+WgZsMaEQnVzfhjzExTRUubw8bfk8pLvRefnz6ZwpyfF5aEZYoINrvGMaccRZ0mtcu9/oanr4p42IGxSF7/6OjQQjBCOovyY7hNfFMxz8wUQhUau0JVaBMq54FwlqR846Gg70DtugWlKifgpgJLUDsuMkbT/unG/ws/DssqxMAfmdBdnK2QGj9Byj3guQpJ64vUGGusPYgGqf0wjHCxqXCCpCEp95Wt2aDgI5PRuheKRhtx9mUQEbS0p5HqXyOpDyFpjyM1pyBhXRyLxLLXLh0RsQHvAecAG4BZIjJWKVV6S+Q9wBKlVGcRyQKWi8jnSsUSvLAoSzw/c436mXtVt6ZpXH7/RVx+f+zNVgC9P7mXCWc0Z+z7E/EV+TnzmvZc9VDnuDuCwUjkrtm0qFh5TQR3SkV3VkbjK/LxyTNfRezmNfYrKGZNmMfC35dy9g1n0DNGKCXA+bd1pGB3IcOf+5qAL4DNbqPLI5dw4tkteOzc56ISwIgmnHT+CeaV6Tv3yPNGYGRfAlBFYzAXGdPBO9lwpVQQlduXyETdfiMMU2sczhJVFgfYj4g6KraaSIr5zEDznIOyj0AVfATB9eBqiyTdHDsWX+XE6G3QkHsQ8x234mgKjqYxrrVIFInw4Z8MrFRK/QsgIl8ClwKlDb4CUsUIq0gBdhF/x4lFGdqcezwzxs2J8qcee+rR5apmJgpN07jwzk5ceGd8N0lZzrvlTH4Y9FOU8QQ4+YITqtyfzf9uixua6S3wMenTqVza4zwat4g2dGCMMK96qDOX338huTvzSM1Mwe6wo5Ti9Kva8sdoY3YiYqwJXNz9XBocXc+8QedJmDu87VA0Br1oFGg1ME3np0IlxlKFtoB/pjFSd51q6vtWSjcSgkSfMRKaaHVB3xzZH3EgcYXMzBHHsUjGmxUr7DjRCLUsi61OHIE1i/1FIgx+PaB0rNoG4JQyZQYAY4FNQCpwjVLmQcYi0g3oBtCwYcMEdO+/QY/+t7Jk+nK8hX78RX6cbgcOl4Oeg+460F0rl8YtjqD7mzcz8MFhOBxGLmAR4fnvH8Plqbq+SGbtjHL18PWQzuyfFsQ0+MXY7Daq1cooeS0i9Bp2L2ddexqTR/yB3a5xzk1ncvyZx8asQ+xNUJ6LoWg8e0INNYwRfXh8o2+J3QlnW/S8/oZbpCSHqhMyPzaJUAlH85hF5UgSUv0rVM7DEJhr9MFWB0l/DbHVjN1+ApDU3qhdf4ejj4olmF1I2jMHVDTMwiARBt/sUyw7zDkPmAd0BJoAk0Tkd6Wi551KqcHAYIA2bdocpBkk9j87N+3iiGMbsGr+GlIyqnHq5SdzY58ucaUNDiYuvutczujSjrm/LMLlcdKqU4tyXUHlkVY9lfaXtmH62NkxI3XsDhueFBfb1m0npVoKSamRglqhkKHiabNHz5JEhJMvOJGTLzixwn2StBfA2R5VOMJwqwT/JXoyKxjhiOHj4gH3pRDaDAUfYyx4FrupClDZd0DW70bmp1J9U54roehrIrV43OC5BrHVQqoPN0IrlR+0rP1icMVxNFT/FlXwPvgXgr0xktK90lFHFvsG2dsdcyLSDuirlDov/PpxAKXUS6XKjANeVkr9Hn49GXhMKWUe7hCmTZs2avbsA5vl/WBg5rg5PHf1myUuERFwepy8OqkPzdsdfYB7d2DxFfl4q9sHTB013XRTmt1pw5Pswe/zo+uKDl3a0XNQN4ryvbzT40P+HDsbpStannEMDw7uTt0KLPRWFOWdiNr9eDhapQy2pqBlgjiRpC7gOheVcz/4JkaXlWSk2hDEGRkppZQXlX1v2P3jMPz3rjOQjLcqoL9j8V9FROYopUw3cSRihD8LOEpEGgMbgWuB68qUWQecDfwuIrWAo4HoDNsWpgy4f2iE/1spIw/r4Ec/o/8fzx/Anh14XB4X1z15JXMmLaBgd2HJngK7w4bNYUMPKfKy9xjc30ZNJ+ALsGr+Wjb/u7VEl2j+1CXc1+4JPl05IGqTV5WxNzFyn0bhBHcntNSeEUdVxAJsacQk8gVDiTJzCCq4BoKrwd4EsVtuUIvY7HVYplIqCNwLTASWAiOVUotFpLuIFOcgew5oLyILgV+A3kqpHXvb9uGA3+tnW4yNTSv+tp6ZSin6XPIyu7fvjthAJppGrUY1ozaV+b0B/hjzFzs27IwQoVO6wl/kZ/Lnvyesb2I/EpwnEiWjIE4kKVrF0ZA6MNH1VyEjyUnMdhoh7rMsY78PUYFl6LtuQ9/aGn37ueiFXydOT2g/kpCdtkqp8cD4MscGlfp7E1C1FEOHOXanHVeyyzTJdsZB6L9fu2Q94z78mewtObS9uA1ndGmLwxkj+UVC2tvAzs3ZUYqXAV+ALTEknjVNSlJGlsZb4GPtkspp5ZSHVBuEyn0ZisYAPnC0NmLdw9milH8+qmAIhNYbUgr2phBaUZLP1dhx2g/Rqj7rUIElqKLvQQUQz/lGHw7AAqoKbTVSGCod3GcbUsqHACq4ErXr2j0JV0J5kPscSt9iJH45hLCkFQ5yNE3jsvsuYHT/cRHSCu4kF9f0vuzAdcyEX7+cxhu3DyQQ1qef8cMcRr89jrd+67fXC7Sx8BX5kRhJYlxJLoKBUFT8v2gamqYR8EW6W9zJLo5s1SSh/RPxGEk+0p9FKRVhaPWiCbC7FyXZqYIrgCRI6wX+v0HLRDxdEMdRVW5fzx8M+QMwNoQpVNEo8FwWkXhkf6AXfg25z1KixZ/3Kir1UbTkm/ZrP6qCyh8YjjoqTRHkf4hKvh2R8rOtHSxY0gqHADc/ew0X3tEJp9uJJ8WNO9nF1b0upXMV87LuC4zF00H4ivwlBtYYMW9gwtBf91m7R57QCLs9+mvs8ji58M6zcSe5ImL13Ukubn72ahoeUxeHa894x2bXSMlI5sxr9l1GpNLGXqkQ5PbFCKssnp4EgHwILETLeB0t7Ym9MvYqtBHy3w23oYfbKYKib2MnAI9Xn1Io/yxUwXCUbxoxIqtN+rElbOx94b74jH95rxnrDwc7gfnsSR1ZCtEgFCOF5UGKNcI/BLDZbPTofyu3Pn8tOzfnkFU/c6/i1/cFy2etMt0E5Sv08euXf3BJj/P2Sbs2u43en93Pc1e/SSgQJBgI4U5x0aBpXW54ugvn39qRj5/+kkV/LCOzdgZnXtOe7et3ckTzBmTWrsaC35agh3Tadm5D9zduxp20n97X0KYYOVlDYYXKBOCbinnUtBfl/QlxnlDhqpSej9p1M4RWGWsKYjN0/quPQLRydnp7J8XoRwjlnYCkdDc5dxBha2S43MqiAobk9SGEZfAPITwpHuofdXBOH93JrpjyD8npCYp6icEpF7biw4Vv8OOQX9ixcRdtzjuB0688BYfTQf2mdXn6q4cA+OrVb/ms3ygC3gC6rnAnu2h3SRseH/7A/vdpa2mYjhoBtOisUkrpxqYtSUO0lAo24jRieKM+FhtI5SQtVN4bEFxOiVaQAkLrUbv7INUGlHO1jvm9qhhSFAcXknI3atcsIje5ucF9IaIdfOto8bBcOhYJ4ahW/yOtempUcnJ3sovOd++b0X1p6jSuxW0vXEevYffSsetpUQvFOzbu5JNnRuIrNOLxwXA5TR87m7mTF+3z/pVFtHRwnUF0BI8HSb4j4pBeNBG1/VTU9vNR29qiZ9+H0uOnoATAfTbm+RvtiOfiynXYO5ZoYbgg+CajTENPS+HqiPkI34G4Dx63ZCzE2QbS3wCtNiWKnp6rkPR+B7prlcYy+BYJQUR4YdzjZNTKICnVgyfFjcPt4LJ7L6jUTtV9xeyJ80tSHZbGW+DjjzGx0zTuSyT9lbD+jgsk1fh/0m3g3mOMlX8+7H7UEGbDC/jB9ysqp2f59WvVDEOFG0gydvTigtTeiP1/lextrJF48dpAnH7YG0BqT6NtbOF/bki+fa/WKPYnmuccJGsqUnMaUms2WnqfQ3Jzm+XSsUgYRzRvwIh1g5j36yJyd+bT4vRm1KgXL9vR/sPpcZquMWg2DU9y1RU79wbRUpHMj43F1dBWsB+FaJGJVVTBYCKlEwD84J+JCm1GbPGT32iec1CuP8D3q7EJzNUhttJlPFwdwfsjkYZfA8dJSAwFzIh+JN+Ocp2JKpoA6Ij7XEOG4RBCREAyDnQ39grL4FskFJvdRutzjj/Q3Yii7cWtTdcY7E47nW484wD0aA9iq2ckGzEjtB7TEbQ4jIdEOQYfMPLAei7duz6mPobyzwY9FygsmS1I+nMVr8PeBEm9Z6/6YbF3WC4di8OCpFQPz47phSfFXeJycrod3PXajTQ+7iDeoeo8CdNxmQoY0g37CbHVRLImImlPg+d6SOmFZE1G7I32Wx8s9p69Fk/bl1jiaRaJpqjAy+wJ8/B7A7Q+tyUZWQd3lIUKbUHtuDgswFYc6eKB5NvQSiVFt7AoZl+Lp1lYHDJ4kt2cfmXbA92NCiO22lB9DCr/bSONoZaJJN8J7s4HumsWhyCWwbewOMgRewMk4/UD3Q2L/wCWD9/CwsLiMMEy+BYWFhaHCZbBt7CwsDhMsAy+hYWFxWGCZfAtLCwsDhMSYvBF5HwRWS4iK0XksRhlzhSReSKyWESmJqJdCwsLC4uKs9dhmSJiA94DzgE2ALNEZKxSakmpMhnAQOB8pdQ6Eam5t+1aWFhYWFSORIzwTwZWKqX+VUr5gS+BssId1wGjlVLrAJRS2xLQroWFhYVFJUiEwa8HlE4HsyF8rDRNgWoiMkVE5ohIzESWItJNRGaLyOzt27cnoHsWFhYWFpAYg2+W2aCsQI8daA1cBJwHPC0iTc0qU0oNVkq1UUq1yco6tNKHWVhYWBzMJEJaYQPQoNTr+sAmkzI7lFIFQIGI/AYcD/yTgPYtLCwsLCpAIkb4s4CjRKSxGClgrgXGlinzHXC6iNhFJAk4BViagLYtLCwsLCrIXo/wlVJBEbkXmIiRu2yoUmqxiHQPnx+klFoqIhOABRgar0OUUvs/kaiFhYXFYYylh29hYWHxHyKeHr6109bCwsLiMMEy+BYWFhaHCZbBt7CwsDhMsAy+hYWFxWGCZfAtLCwsDhMsg29hYWFxmGAZfAsLC4vDBMvgW1hYWBwmWAbfwsLC4jDBMvgWFhYWhwmWwbewsLA4TLAMvoWFhcVhgmXwLSwsLA4TLINvYWFhcZhgGXwLCwuLwwTL4FtYWFgcJlgG38LCwuIwISEGX0TOF5HlIrJSRB6LU+4kEQmJyFWJaNfCwsLCouLstcEXERvwHnAB0BzoKiLNY5R7BSP3rYWFhYXFfiYRI/yTgZVKqX+VUn7gS+BSk3L3Ad8A2xLQpoWFhYVFJUmEwa8HrC/1ekP4WAkiUg+4HBhUXmUi0k1EZovI7O3btyegexYWFhYWkBiDLybHVJnX/YHeSqlQeZUppQYrpdoopdpkZWUloHsWFhYWFgD2BNSxAWhQ6nV9YFOZMm2AL0UEoAZwoYgElVLfJqB9CwsLC4sKkAiDPws4SkQaAxuBa4HrShdQSjUu/ltEhgE/WMbewsLCYv+y1wZfKRUUkXsxom9swFCl1GIR6R4+X67f3sLCwmJ/o5QClQ3iQcRzoLuzX0jECB+l1HhgfJljpoZeKXVLItq0sLCwqCrKNw2V+zSEtgKCcndC0p5HtJQD3bV9SkIMvoWFhcWhggqsQGX3AIr2HPT+jNJzkMxhB6pb+wVLWsHCwuKwQhUOBXxljvrBPwcVXHcgurTfsAy+hYXF4UXwX0CPPi5OCG3Y793Zn1gG/xAiLzuf1297j4tTbuBCz3X06/I6OzbtOtDdsrA4tHC2ARzRx5UP7E33e3f2J5bBP0TQdZ2HOvThly/+wFfoI+ALMO3bWdx3yuP4ispOTy0sLGIhSTeDeIg0fx7wXIXYahyobu0XLIN/iDD3l4VsXbOdoD9YckwP6eTvLuS3UTMOYM8sKsqyv1bwzj0f8vrtA5k1Ya4RFmix3xFbTaT6aHCdD5IOtgaQ+giS1udAd22fY0XpHCKsXbwhwtgX4833smrBGs6hwwHolUVFGfHyGD5//mv83gBKV0wd+SdtO7fhic8fILwD3WI/IvaGSLX+B7ob+x1rhH+I0KBZXeyu6OezO9lFo2MbHoAeWVSU7Rt2MrzfKHyFfpRujOq9BT5mfD+buZMXHeDeWRxOWAb/EKHVOS2pXjcTm8NWckyzaXhSPHS4ut0B7Nmhh67rjP/wZ7qf+Ci3HH0/Hz81goLdBfusvdkT56HZon9q3gIff347s9L1+X0Bls9exaZVWxLRPYvDCMulc4hgs9no//tzvHvvR0wbMxNdV7Q573geGHgnnmT3ge7eIcVrtw3kj29m4C0wFrtHvfE9v309g0FzX8XlcZV7fSgYYsYPc5g7eRE16lWj040dqFE3M2Z5V5IL0aLdNja7hjulclv6f/nid97p8SEoox8Nm9en37e9qFGveqXqsTg8kYN54ahNmzZq9uzZB7obBx3Fn5nl+608G1Zs5q7jH8bvDUQcdye7uOed2zn/1rPiXu/3+nn4rL6sXbyeonwvTrcD0TSe//4xTjjrONNrCvOKuKbunSUPmGKcHicDZ73MEc0bmF5XTCgU4tt3f2TU69+zs0wYrmbTaNCsLh8ueNP6PlgAICJzlFJtzM5ZLp1DEBGxftxVZOmMf7DZbVHHvQU+5v6yoNzrvx/0E6sXrKUo3wuA3xvAV+jjha79CYXM0z0kpXp4dkwvPCluktI8eFLcON0O7n7z5nKNPcBb3T7g46dGRBl7MCK1tq7Zzqp5a8qtJx5K+VF6NkqZbEiy+M9guXQsDiuUrhPwBaKO2512ah1RfsKdX4b/hq/IH3XcV+hjzaL1NDm+kel1rTq1ZOSWIXz33gT+mbWSo1r9j1MvO7nc9rat38GvI/6ImpGUxma3kb01p9y6zFAqgMp7BQpHAjpoaajUJ9A8F1epvsMNpXTwTUQVjgZAkq4A13mIHJxjacvgWxw2/PXjXN7uMYRgIHokbrfbuPDOTuXWYXea7NAElK6wO2P/nJRSDLh3CFNGTifgCzDjhzkMf/5rnv7qIU65qHXM61YvWIvDZY9r8P3eAEefdGS5fTftV+5zUPQtYMxY0HfA7idQWjXEdWqV6jxcUEqhdj8C3l8oFmJT/r/A/ROkH5wutoPzMWRhkWB0Xee1W9/DbzI6dye76De2N7Ub1Sy3nou6dcKdHL2wm1kng4bN6plcYTBz3N9MHTUdX6EPPaSHXUF+XujaP+5O6VqNapo+oEr3/drHLiOtemq5fS+L0gugaAwlxr4ELyr/vUrXd9gRWAC+PcbeoAh8k41zByGWwT9M2fDPJr569TtGvT6Wzau3Huju7DUFuYXM+3URqxeZqx1uWrkFb0FZw2ZQrVYGJ3ZsUaF2zrmpA+0uaYPL48TpcZCU6iGtRip9x/SKO6L7+bOpUYu2AKIJ835dHPO6Rsc24MgTGkfNHkSEY045ksc/f4Cbnrm6Qn0vRimFUj5UaAdI9HoGAKH1larzsMT/p6G/UxblM84dhCTEpSMi5wNvY2S8GqKUernM+euB3uGX+cDdSqn5iWjbovKMeGk0w5//Bj0YAhGG9fmSbq/dyKX3XHCgu1Ylvn7rB4Y9NQK7004oEKLukbV5YdzjEaGK7hR3zJFyckZShdvSNI0nPu/J6oVrWfj7MqrVSueUi1vjdJm7ekqIM7svb+r//A+P88bt7zNj3BwAsupX57qnrqTtRa3IyEqvcN+VUqjC4ZA/ANRu0DJBRe/eBgFHxR6A/wWUUqBvB3EiWkbFL9TSASfRMyQnaGmJ62AC2euwTBGxAf8A52AkNJ8FdFVKLSlVpj2wVCmVLSIXAH2VUqeUV7cVlpl41i7dQI82vaNcG063g4+XvU3NhuUvXFaWNYvXs2LOv9RqlEWL049JqG/z758X0OeyV/EV7hlpaTaNxi0aMujv10qOffXqt3z0+BdR+jXuZBf3DbiDc28+M2F9MmPm+L95/po3o0b5nhQ3o7YOqVD8f1GBlzHvjOeLF0ejaULQH+Kk80/gsc/uw1OBeH69YDjkvUakC8KO8TQqvUbgQaqPRBxHV+TWDmmUf77hhw9tAXRwnIBkvIHYapd/rZ6N2n4mqKLIE+JBsn5FtNh7M/Yl8cIyEzHCPxlYqZT6N9zYl8ClQInBV0qVnt/MAOonoF2LKvDH6JmEYox0p307i8vvvzBhbQUDQfp1eYO/Jy0o2Wma1aA6r0/uS7VaGQlpY/Tb4yKMPRihihv+2cT65RtpcHQ9Vs1fw2f9RpmKlZ157amcc1PidIg2rdrCgPuGMveXhThcdjrd2IE7X72Bky84kbOuPY3JI34n6AsaLhqBp756CKVg/Ic/M/+3JdT5Xy06dj2VP7+bzdSRf5KU5uGy+y7ktMtPZt7kRYx4YXTE/c6aMI9Xb36PZ755pPzO5Q8g0tgDBEGqg5ZhjHIdLZDURw8PYx/aisq+GVThnoOBv1G7boQaE8uNtBGtGmS8j8q5nz36+hqS8c4BM/blkQiDXw8o7fDbAMQbvd8O/JiAdi0STKKjCka+Ppa/Jy2ICGPcuGILr94ygJd+fCohbWRv3W163Ga3kbszH4BfPv+NgEmUizvZxfEdjk3YfefuyuPeto+Tn12A0hXBQJAJH09mzeJ1vDmlHw992J1LepzH7InzSEpL4owubbHZbXRr+TDZW3PwFviwO2188fw32By2ErG8f2avYsn0c1k6/R+8ZR5uAV+AmeP/JndnXtyFW6WCRsJu05O5aFnT496b4Q4aAQWDjXocxyOpjyGO5pV7kw4iVOFIE5dWyIhU8s8EV/mSJeJqDzWnQ2AuKAXOExFx7psOJ4BEGHyzX4upn0hEzsIw+KfFrEykG9ANoGFDSxSsomxdu53P+o3i758XkFEznWsevZQOV7ePKnf6lW354sXRhILRo/z2l52U0D6N+2BSVMx6KBhi3q+LKcwrIim1crICq+avYfmsVWQ1qE6rTi2w2Wy069yaNYvWRYUt6iGdJic0AiDgCxLLcxnwBZj02VQmDJ2MHtI579aOnHPjGaabs+Kxde12Rr72XYRAGkDAG+Cf2f8y+u1xZG/JIatBDS666xxSqxnJsgc98gk7NuwkEDbuQX8o/P89hshb4OO7ARPIyDL3C9sdNnbvyI1r8EXsKK0m6CYL9Fp1lG8qONvFNFYq/y0o+ISSGYJ/BmpXV6j+DWKvWkjoASe0DoiO2jJ0KzZXuBoRBzjL31NxMJAIg78BKL1dsD6wqWwhEWkJDAEuUErtjFWZUmowMBgMH34C+vefZ8fGndzdqhcFuYXoIZ3t63fy+u0D2fDPJq5/6qqIsg2b1eOmZ7rwad+R6LpCxBjZ3/X6TdRskNjkD36v2Y/JIOALQAUNfolr6OcFgGCzaaRmpvDmb/247L4LmfjxFHZtycbvDSACTo+Lu964GXeS4Rfv0KUdE4ZOjvKf6yGdad/+xfwpi0vOrfh7Nb9/M4Pnv3+sQiP//JwCnr3ydZZMX04oGCIUjN6p6iv08cEjn6CHFK4kJx898Tmv/fIMTVs34fevZ5QY+3g4XHbqHlmbnZuz0UORbWg2jdqNyw8pJeURyH2aqEVGPQeV8yAgUO0DxBnp/lV6ARR8TFQeWOVD5b+HZLwVUVYVjoSiERDaATjAXhvEbfjHk29BbHXK7+v+wHESeH8iys2ldHCYy2Qc6iQiLHMWcJSINBZjeHAtMLZ0ARFpCIwGblRK/ZOANi1K8dWr31GYXxRhCLwFPka8NIbCvLI+W7im12UMXvAGtz3fldteuI6PlvTnkh7nx20jFArx59hZDLh/KCNeHl2h1IrtLjkpQt2zmLpNapNeo+JRDKPfHm+4hgr9+Ap9FOYVsX3DTl68rj8pGckMmvsqN/bpQvP2R3PaFW15ecKTXNztnJLrjz21GWffcAauJBeI4e5xepxceu/5EcYeDOO8YOpiFv6+tEJ9e+mGt1k0bRl+b8DU2Bejh1S4fj+FuUW80LU/ShkPgIqglOLi7ufgSXVjs+/52bqSXHR77UbsjiAquN6QSAjtQM8fiJ7zIHrBJyg9DwAt6VIk41WwNcZI8Vf8QPOCygeVh8q+E6UXRjYe2gBiNjbUIbBH3lnp+aidl0P+KxBagxGQlw3BpYbLo3A4asdFqMCKOPfpQ88fgr7jYvQdl6IXfG64o/YBktQZbNWJTHfoBtdpiOO/mepwr0f4SqmgiNwLTMQIyxyqlFosIt3D5wcBfYDqwMDwqCkYaxXZovIsmLrEdCHW7wuweNoyTjr/xKhz9Y6sQ5dHLqlQ/X5fgF6dnmXV/LV48704XA4+f340/b7rTauzY4fvnXNTByZ//rvhPlJgc9hwuhz0GnZPxW8OGP9htGtID+n8M3sVu3fkkl4jjWsfu5xrH7s86trdO3JZPmsVF93ZiXNu7MC0b//C6XbQ8brTmT52NgGfSVKZQh/zf11MyzPi+6dztu9m7i+LTBPTlMfOjbvYsmYbne8+j48e/yJq4bk0oglpmamccVU7jjmlKZ+/8A0Lpi4mq0ENru3dmRNPmYDa+hDGwmEAw6OqGa+9k1EFH0D10YitNuI+H3Gfj573BhR8BJj03TcFPMbivVJ+VGB2dCRKMbbGJX+qws8htAnTBOFg9E0FUXkvIJnDos4qFTIWTAPLKJmF5L2C8v+OVBsU8/2pKiIeqP4NKn+AMdIXF3iuRZJvSXhbBwsJicNXSo0Hxpc5NqjU33cAdySiLYtoajXK4t8Fa6OOK10x/LmvTQ1+ZRg3eBIr567GV2gY3WItmhe7vsVXmz/EZrOxdukGVs1dTe3/1eKYU45izaJ1PHHhi0bZUo657m/eXGkZgFiyAiJiqosDxoh4WJ8v+fqN73G47ISCOrUb1eSlCU+WxOcvnrYsfC7yYel0OdixcScD7htCZt1Mzr2pg6n8cO7OfOwOW8w+xEMphc2mcUmP81g8bTnTv5+NZtMQAVeSE3+R8b6FQjrVaqVTu1EWNx95H41bNuTGPl14aHB3APTcl6BwONGGu9joFoHuR+W9imS8Wep0rsk1GO4MVRDuox+16zoIrMDciLvBcwl63ttAALyTMfeJRzQA/uhQa6UXonL7QWA+kUuAXvBPRwUWII6W5dRdeUSrhqQ9DWlPJ7zugxFLS+cgJxgIMu3bWcyZNJ+s+pmcd8tZUbHyVz96KTO+n2Madrji73/J2b67Uht0yvLL8N9LjH1p/L4Ay2et5MuXv2XOpAXY7BpKV9Q7qg5p1VPxFXgjFktDgRCf9h3JBbefXeHImKICL+0vPYlxg3+OGklXr5dJ9Rg69NO+/YvR/cfh9wZKHhjrlm2k7xWvMWCmsS/wyBMbmT5MAr4gk0f8gbfAh8Pl4IsXjNnMcaceza9fTmPu5IXUOiKL8245y9RlVR4iUPfI2iWf41NfPsi6ZRtZ/tdK3Mkuls1aydxfFpKSnkTz9kfz9Rvfs3XNNpSCrWu38ffPC3l5wpM0P8UFhR9XoMWQMWov3Qf32Sjvd5EhiQDoENbQUYVjwsbeZHSv1QPXabD7CfbMKiq45CbJES+V8qF2XQ3BVeZ1qCD454CjZfg7riOxdghbxMUy+AcxviIfD57Rh/XLNxmuFKedr14dS9/Rj9Lm3ONLyh13ajNSM1PI3ZkXVYdm0yjK9+6Vwbc7zX9cSlf8PPx3/p60IGIj19rF642fv8lvN3dnHrk788r14W9bv4PXbn2Phb8vDY+GbWiaoJeKgMneksOKv/+laesmUdeP7j/OdJF29aL1bFmzDafbQa9Oz0UtgIIx+i6+tnj0/ti5/VDKcK8UC6WN7j+Oy+6/kDFvjyt5IBafj4XL7cSR5OD+gXdGHG/YrB5JqW66n/gohblFBPxBRAzZhdIPcqWMdYaBDw5jwIRKZLySPRu7lFIoSTWMdmgtxqhcjIXVpNsQW12joO9HTI09dnBfAYWDiNywVRHckNQ18lDRD2EphxiaQeJESYYh9FY4CvCh7M2RtL6I83jzayxMsbR0DmLGDpzIuiUb8Ia11wP+IL5CHy/d8HaU9nrHrqdFLOYVk5KRXCHZ33hc1O0c08XF9Kw0/vz2ryj/ejAQirm5SzQNTznROcFAkJ6nPVWyNqEHDUljvYwh9Rb4ePbK16NmNkop8nblm9Zts9vIzy7guwETomLa41HcRLExD/qDeAt8TPpkCi/++CTtLz2JJic0ijnjAMMFlZyRhK/AT+9z+nHPSb3ZuHJP+N/w574hP6ewJGrH0Lwxf3j8O38NBCqaHtEFnqvCdfpR2XfArlvCxl4AJzg7IdWGoKU+UKrDsR7KQSh8l9jGXiPKtEiS0Q/32UhK5BqO8k2NvUYAgAN8E8MSzl5AQXAxKvsmVDDalWkRG8vgH8T8OuIPU+31gC/A6gWRImHXP30l1Wpn4PIYhtlmt+FKcvLI0HvQNM3UcOzaks2wPl/yxEUvMvTJL9ix0Txa9pSLWuEooxWjaULvT+4zVZ8EY2bh9EQ+JFweJ+fdela5ujMzx/1Nfk6B6eg76h42Z/PNWz/g9/n5pv8PdKl9O+far2bn5mzTB6BmExod14ClM1dUabG1LAW7C6lWM51nx/Ri0N+v0emG09FsMdxVAru25BDwBQj4gvzz97/0PO0pfF4/f/+8gKkj/zTdH2FGUnoSho5LeTjBeRKSch8AquBT8M/CGLn7MUItg6BvRJx79mHo/oWgwiP/SqGB7ajwjMIDroshcwySMQDJmoiW8ZYRt14aWy2MeA+z6mpB+pvgm0Z0WKgfVTC01MvZ6Nnd0Xdcgr67L3rua+g7u6LnPIwKLKzkffw3sVw6BzEOd4xNMLrC4Y780WRkpTNk4ZuMH/IL8yYvok6TWlx27wUs/H0pXRvcxY6Nu6h1RBa3v3Q9Z117KuuWbeT+dk/g9wYI+ALMm7yQ796bQP/fn6NxiyMi6v7w0c/wlXGPaHYbP3wwiZMvas2UL/+ICkk84tj6nHl1e754cQyazdB96XB1e7q/cTO/j57B4mnLjTDKy09G0yIN8+Z/t1Z4ITQYCDGsz1d89uwoQsFQyQMyb1e+oQHmtBPwB9E0we6y0/31mxBNaHRsA+ZOXlhht3Ms9JBuhHsC/y5Yy9KZK0pCMEtjs9tAg5C/lEFXsHtHHt1PeJQdm3aVzOQqQq0jssBzSVjLPsZCqf0ESHsazVkqkqroa6LFvnQIrkKFtoIKGDOA0L8V7kskCkKrKFkQ9k2E4GKoMQ4xDe0ESboGVfgVkS4dAa0G1JiCBGaixGmiTBmC4DLjDgq/i9xjED4OQGAuyjsJlf4SmueiKt7XfwMrp+1BzM/Df+PtuwdH+KJFjDj2j5e/U+7C5/ghPzOw57CIkD9XkpNHP76XH4f8zN8/L4jysx97ajP6//5cxLGLU24wDRu0O+18umoA95z0GIW5hfgK/ThcDuxOG6/90pej2zTBW+hj86qtpGWlYtOEW5v1JD+noKSOlGrJDF3an2o1M0qOzZ28kGcue7UkjeDeUPOILOo1qUVhgZf1Szfi9wZweZyc1fVUfhg0KeZ1zvADNV7iEU0TmpzQiIGzX2Xt0g3ce8rjpkZbNKFWwyy2rNlmXpFQ6QePJ9XNS+Mf4ZhmL0SGMUZhB8+VSNqziGjo28+OIX0skD4Q8p4BPUY/41LsxikrxAZIMpL+KuI+x+Q6A73oJ8h9HNCNSCFbHaTaB4j9CFRoC2p7J6IfbA5IuhZJfQy1rR2o3PhdlDSk5vToGUYplFLgn4nyjgNsiOdSxLl3UW77Gyun7SFKx+tOo0OXdjg9TlxJLpJSPaRnpfPsd70rFOUyrM9XUYbaV+jn46dGMH/KEtNF1SXTl6PrkaP1WG4GPaRTo24mHy/tz0XdOtGgWT2OaXsUL/zwOEe3aUJedj5v3D6QHm16cV39u7iuUY8IYw+Qn11A706RD5gTzjqOhsfUi3IjVYW8nXnUqF+df+etoTC3iKA/SMHuQiZ8NDn2RQIvjH+C7m/cTLOTj8ThijERFuGOV24AYHi/UfhjrAkoXcU29hDT2Dtc9pifc1Gel97nvcq0qQ+B+2Ji/5SDUPQVaue1hjFzX4K5K0jB7rsNHZlK4wDX+ZB0C6YLr6oQgsvj1qB5zjWMceYnSI1vkBo/InZjpim22uA+D3BHXiROJPm28AOsIu65EARXxy2hcp9B5dwFRcZuYbXrFvQ8I5xVBZajfFNRoe0VaOvgxBrhHwKsW7aRRX8Y2usnnX8Cdkf5nrhQMMT5zmtNz9kdxk7TwtzohTK7y874wi8iDM0zl7/KjB/mRPjUNZtG63OP58VxTzCw58eMH/ILfq8fTdOwOWx0e/VGJg77ldUL11XIVz7B/2WEfk1RgZdP+45k3OBJFOXt/Ui/snyzfShp1VPxe/081OEZls9aaVrO6Xbw8sSnefXmAfGNeiXRbBpPffUgf09awKTPfou5Mata7Qy+WNoUrWgI5U0TpNpQcJyI2nEh6BXXiilVA4YXuPQI3gm2Wkj1seCbgsp9MjrUU5KRtH6Ip3MV2jRQKoDKfx8KPzd2BTtbQ8oTiNqF8v8NBQMp3+i7kKxJMaWPVWABaueNREcmOcF2RHjHsc1Y20i6Bkl96qBMY2iN8A9xGjarx4V3nE27zm0qZOzB8Bln1qlmeq5241qc2Ml8h6wmErVYeu+7t5ORlVaS2s+d7CKtegr3v3cHS2b8w/ghv+Ar9KF0RSgYwl/kZ2DPj1mzuGLGHuDRs59l2/o9o0tPspu7XruJ4047pkLXJxJPipu06qnkZefzUIc+rJwb25/t9wZ4++7B1GlSK6F90HWdN+8cxJUPXsxVD8VOKF6QU0BOdjuiRr8mqMJvEC0Z3JdWrVPJPSDzC0h7ERzHg+1/kHwHUn1MuN5zQFKJXIDVjAgd97nmfVIKFViBCixBqdgL1iIOtNT70WrNRKu9GMkYCLmPo3J6QMH7lO8TsxvSz3F07pV3MlELwwAEwusSRcbDBj8Ufh1OD3loYRn8/zC3Pn9tVDilK8nJ7S9dhzJZWASwOewsmrYs4lhW/eoMW/Eud791K5fecx53vX4zn6wYQO1GNfn96+mmOVn1kE7AW/EomEXTlvHg6U8TDASZOW4OT1/yMo907BszvDIWmXWqISLszcDrvvfuYPGfy3n2ytdZOW9NXI0cMNJFdrimfaUVNuOijAigd+/7iAlDJ8cMllEKkrPaQNJVlBuD4ZuInv8ROJoB5SdciaJwmGF4k65Cqz4KLWsCWmpPJJzdScQJmV+BVlocTYGjHWWjcJSebej8bD8NtfNK1K7rUdtPRflmVKgrKv8dCK4IzyYC7HElaSApGO+FLfy3B+zNkIx341cqnqh+ltxD1E7jIlThsAr19WDCitL5jxIKhTj1MiMC5tO+I9m+YSe1G9fkjpeu57TLT2H8kF9MrxOJXqgMBUPkZxdw9vWnceEdZ0ec02w2Y1awl65BpSvysgt4/tq3mPPT/JKFaqfbgYj5Jq6yaDaN9BqpNG7R0FDWrGSf7E4bl/Q4jwH3fYRSUGQiPBeLgQ98HLX2sbcoXe1JHmNyKw6XnTOuaosn2Q08jR7cAP5f49QYhPy3MZ4e5UkgmHWoAJX7LFL9q9hlfD+BXjq8V4HvJ1ReHSTtYQD0go8grz8Ro2kVrj/nLqgxCbGVo/5Z9F2MewgrftqbAwEILAatJuI4qtzbE/eFqPz+5ZYrQS9nkfggxDL4hxjFay7b1+8ge+tuGjavH/7B7zk/4qXRfPXKd/h9AZJS3dzc71ouufu8iHo6XX86C39bYrobtcXpe9wo3733Ix8/9SXBQBAUXHDH2XS87jSS05NpcHRdzup6Kt8O+DFmPH5pyjPcQV+A6WNnR7iU/N5AhUPB9ZDO6oXrWL3QPJF5eaRkJPPDoJ/jyjrHajcUrIIBrUT9Zhx90pH0/OCuPQecp4B/OrEjdijnXAUIzEMpFeW7VqFtEPzXSJAS5QP3QtFnqNSHIDAb8t7G3HWCIa5WNAZJucv8fAmxH67iOM4QRoMSmYiKIPYGKEkBZZ5UJxI7uDpWuO6DBcvgHyKsW7aRd3p8yPypixEE0QR3kotQSOfmZ6+my8OG8uXI175jxItjSnaR5u7MZ/Cjn1GYW8juHXnkZ+fT/tKTOf2qtkz6dCqL/lyON9+L3WHDZrfxyEc9SnTkp3w1jQ97fx6xYPjtuz/yw6CfsDlspGQkEwqGTLNJFSOa4HA50DShxRnNmfXj3Ng3KYLdaY9+eMR5SDjdjrihk5UhZ1vVRmwHIu7B6XHy8JC7Sz4rAEm6AlUwMByvvo86Je4IY69UELX7KfCOA3GCipb3MAoWAQEja1YsYw9AAHyzoDyD7z4PikYTuVCrGZr7xca+AqjAClThUCN6x9G6HGNvw3AduUBLQ1LurnA7BwuWwT8EyNm+mwfaP0nB7gJQoFCokCrRuv/0mZHUb1qXthe35suXv42SDPAV+vjoiS/QNA09pDNl5HTqHVWbRs0b0PqcljhdDuo0qcV5t5xF3SZ7FrWGP/e1aXRIMBAiGAiZCqqVRekKd5KTe969nbk/L4gZc65pQt0mtSIWbsvDZrfRuft5jBs8qVIyCf8FMrLSqHdUHZTSwf+nIU8g6ZB0GxS8w74x+HskGopRBR+AdzzgM9kYVRpBFQwPh32W07fADFRgMeI4NnZtqQ+j/DMM95EqAJJAXEj6SxW9GZRvGiq7h9H3Em3/WF/Q2uA6w8iS5WyHJHVFtIwKt3WwYIVlHgJ88dJoPn/u67gj2eNOb8YrE5+mc+qNFZIkKMZm17A77Dw0pDsdu54ece6yajdTsLusmmLVcCU5sTvsMeu7qFsn7nz1Rm4+6j52b6/4SFuza4hITO2eA4XdaScUCMXUwtlrBM7uYuPRtxYgUjzKLR6B7g0aZM0A33TIfZQ9fnINnG2NzVClhNj0re0gdgK7MpReKI73cNDAfTGS/poxMxCPafijUn7wTkIFlhgx++6LjGihCqCUQm3vCPpGk7Nl30c3pL+MFs4RcLBjhWVWgMK8IgY9PIwute+gS63bee+BocaI+iBg1dzV5botdm3OweFykFk7o1J1h4I6viI/b3X7IGqUfGSrxjGuqjy+Qr9p9i0ABO585QaS05J47ec+ZNWvjifFXaILFA89qB90xh4McbV9OphSMO0HP4HSUg17bewBLRNReZD3GJGLogr8C1G+MjLcqjJRVD5KtHviooP/b9S2tqhtrVHb2qIXjIgqJeJEPBehpT2KJF1dYWNv9Dsb9FgbqFxgq4+hC9TgkDL25WEZfIyY54c69GHswJ/I2babnO25jBs8iQdOezr2LlNdJ+BPjO84HkopUqqlGJEaMbDZbbQ593hEhDtfu7HCafPKtvNQhz50O/5hhjw+nJztu7nz5RtKdGISQSzZYJvdRnK68WNt3OIIhq8ZyKs/9+GpkQ+VSBxUhqrc/6GIUkLOjgp6ZaU2kFR+OeeZRqSKKuuuU0Ae5NxihFEWG31n64p3uITyHkw20LcYRpmQ8f+8l9ELR1WhrRjE8/PbaqBlTUarvQwt65f/jLGHBBl8ETlfRJaLyEoReczkvIjIO+HzC0SkVSLaTRRzfprPppVbIgS7Ar4g29ZuZ+a4vyPK+r1+3rnnQzqn3shFSdfT7YRHWDI9/rbxveGDRz7hl89/i+mmsTtsJGck0fWJKwDoeO1pPPFFz0rHhPsK/ayY8y+rF65j9FvjuOuER9m9IxdPqgfRjOm0hPPBJpqkMnLJmqbR7OSjaHtRax777H6cHmeUWFw8KiLJ4HDZSc5IwuVxkp6VWnlRyIMAEUVGjQoOOtROsNej3J+8d0LYJx/HKAcXoQo+NPqQ+mRUQpO9J0T0LKAI8suJo68EIh5wnU20zIQnLBHx32SvDb4YqWfeAy4AmgNdRaRsMtALgKPC/7oB7+9tu4lk5dw1pjLERfleVs1bE3Hsha79mfjxr/iL/ChdsXrBWnqf+xwb/tkUs/6lM1fw/kPDGPTwJyz7K3YC57KsWbyeHwZNMl0czayTQaNjG3DpfRcweP4b1Cilw97s5CPjzgjKI+APkrszjz6XvUrO1pySkblShm+6yQmNaHnGMdzU92rSqqdUqE6Hy8Ex7ZpG9cvhstPpxjNiXnf8WcfSvH1TQoFQhTdT5WeX74oL+AxNHV+Rn7zs/H0W1LKvcHlCXNV9G84KT8ACkF4Rg5lPhVxDhcMBjPj21Bcq2om9o0qibrGR9BfCMxR3eIewEzyXI0nXJbSdYlRgIfrOq9G3NEPf2ho97y2U2vdegtIkIkrnZGClUupfABH5ErgUWFKqzKXAp8qYB84QkQwRqaOUqoqgR8Kp3bgmriRnlGaLJ8VN7cZ7NoBsXbud2RPnRfnTA74Ao974ngc/iA4l+7D3Z3z33kQjtlvBDx/8xBUPXMRtL5T/pfpr/N+mLiURuPiuc7mxTxfT64wEI+YWLLN2BqddcQrjBv8cV3s96A+aGljNJnR9/Ao6dGkHwEV3daJby0fI3ZkXN9PTFQ9cyKX3XkDP054iL7uAgM+Pw+mg/tF1ufW5SM2f7Rt2krcrnwbN6vJ055dZOnNF3LqrTLhKPXiIWXsUV961net6VtIA7ryMhD3ZSrt8QosqeJEGWnXQd1OljV+2hpW/Jg6ipSCZnxhJVEIbwd4UsdVIaBvFqOAaI0F7sc6QyoOCj1GhTUjGa/ukTTMS4dKpB5TWW90QPlbZMgeMUy87CU+yG03bY+FEE1weJ6df1bbk2KZVW0zdBaGgbrrZZ/WidXw3YEKJzoxSCl+hn2/6j2PdMrPogEjcyW40ExeKUkZi8eytOabXeZLdnHr5KVF9dSW5uLnftdw34A7qNa1jem3ZdsoS9IdYMn052zcYkRkD7hvK7u258dP6Jbs4+cJWZNWvzicr3qX3J/dy+4vX03dML97762U8KYZLJ2f7bh468xluaXofPU9/iitr3MaS6f/sG2N/iOFKcvLi+Cc4oeOxXHzTbi6+eRearbJ7AMLZohLSoVJSx1psfRrDxDjAdiSkv4lkTYXUXlQseUtp3Ehqr8r3sxyUChl6+fkDUTkPoApHo9TeJ8aJaqfgQ5OwVS94J+xX9c1EGHyziXbZb1VFyhgFRbqJyGwRmb19+/55I5xuJ2//+QLHntYMm8OGzWGjedum9J/2fMTGlgbN6uE3Scxhd9hodvKRUcenj51tKh6mB0NMH1t+uGnph01Zcrbt5vlr34p5/qHBd3FCx+Nwuh0kpyfhdDu4pMe5XHC7sTtwx4b4oXQOl910wTTgCzDuw5+5pel9PNyxL79/HV/7xO600+jYBiW7d+0OO6dedjJXPdSZVme3iAi3e/qSV1g6fTl+b4CiPG/F9PAlvEh7CPrgK4QYM9ABM1/mpPNP5JXvjuDel7dSvVYAEfZKM6himJkIDQJ/oecPRakA4j6fmBmrUp9CsqagZY1H81yIiB0t+SYk6yewN4vTrsNQqMRtjLwz3kbcnfb+dkqhlELl9ETtfgYCf0FgFir3WVROj8RHWAWWYOoqEyeE1iS2rTgkwqWzAWhQ6nV9oKxDuyJlAFBKDQYGgxGHn4D+VYjajWry5pR+FOUXoVT0QiJAjbqZdLi6vSEYVsqv7nQ7ufLBaEVDh8uBZtcIlVlw1WxahaJPqtVM54nPHzDN2xoK6iydsYJdW7LJrB2tiulJ8fDiuCfYtm4729btoGHz+qRlppacb3B0XZbPWhWz7WanHEVRvpd1SzdG7Xwtzn61YMriuP13Jbuof1Qd2l7cmpxtu6lWKyNm2Q3/bGL1grUEKxtiqYw1h4bH1GfTqi0EfYkfnR1IWnVqSb9ve+HyuIyRZ/4AJK48gkY82YFKo9WA1GeNBdPQCgyjpUNoNeS/gvKORaqPgdTekPcae6ST7eA+D0m63jSGXmx1Ue4ukP9c1Dnj2ovQMl5N3H2YEVgAvt+IlIIoAv9fhgREqZSPe4NSwfDmMLOTvvCDbf+QiBH+LOAoEWksIk7gWmBsmTJjgZvC0Tptgd0Hi/++LJ4Uj6mxL+aRIXdz7WOXk1EzHafbSatOLXn7zxdME4V36NIW0czf4nij99KcetnJ1DzC3K9os2sUlqMVX7NhFseddgxJqR7WLt1Q4ga6/aXr44YvLv9rJdXrZnJjny4c0bx+lcIjfQU+Vs1bwxfPf8NNR97H/CmL2fTvFj5+egQ9T3uKl298h5VzjYQUu7bkYHdWbfyhB3XWLdlQIWNvd9pJTk+ifrO6VWprf3Pm1e1xecKzTJUb23AAYActk4ROd/TtUPA2uNpjjOJLP0wUBJeg8t9CS74Fqf4NJN0OnuuRakOR9Ddj6sUrPRvyYxj0pLuR9JeNEbjvD/TdT6PnPo8KLDEvX1X8MzFNxK6KwF8x1c6KoPIHQshsfGsD9/nlC8UlkITstBWRC4H+GN+IoUqpF0SkO4BSapAYn/oA4HygELhVKVWuT+Ng2mmr6zr52QUkpXkqrEkP8NOnU3i7+2A0uw3BGJk/NKQ7Z193ernXFjPwwY/5/v2fotxDGTXT+XLjB9hs8UMlJ4/4nXfv+YhgMEQoEKTlGc15YkRP/pn9L4N7fcraRevRTfzkTreDoUvfptYRWVxZ83Zyd+ylOmCZXeuiCU6Xg8c/f4ATzjqWq+vcude6OHG1dQROu+xkUjJT+GX47wSDwZgy0fsSzaZVbDe0QHJaEidfeCK3Pt+VWg3tsL1djLIZUH007LiA+LtYq0q8XbxOSLoDsVUHd0fEVv7ynCr8GpX3XFhjp0w7yd2RlPtRux8G7y8YI3DNaCf1AbTk2/fqTvb0YRQq93mixd6M9QJJviEh7ehbT4qh0eNAas2Lm3KxKsTbaWtJK1SAX774nQ8e/oS87AJDv+Xuc7njpesrHJO+e0cuM8f9jYhwykWtSKueWv5FpcjZvpvurXqRvysfX5EfzabhcDl46ssHaXtx/I0vS2b8Q69Oz0a4oOwOG8e0bcqbU/sB8MCpT7Jk+j9R1yanJ/HMN4/QtE0Trqp5e4WTmVSW4gfXV698yxcvjq6QRk9VsTmMz+xA7s612bVyNfZLo2lCUnoSg2ddSPWkp2IXTLobCj8FDtQOcQEckPoQWvJtcUuqwhGo3JeIVu8UI6mK81QjuUnZ7FnYwXWWsSPYcxXiPL7KvVV6Hmr7GdGzJklCsn5FNPMEQpVF33IM5g9LQWotS3jWLEtaYS+YNWEub3X7gOytuwn6g/gKfXz//kQ+eOTTCteRXiONc28+k3Nu6lBpYw+QkZXOkIVvcuMzXWjVqQUX3N6RATNfKtfYA3z9xtgoH3wwEGL57FVsWrUFMGR27Y7oh5ffG6BBs3pM/epPbHsR118e3gIvW9ds57onruSyey+IiJYqiyfFzRHN61e5rVAgdECNvcNlR6/krELXDaG8b94yz2FQQuFHHDhjD8b0zQ95/VFB85SQJbjOxDxuw4W4zkV5J5oYe4Ag+CZB0SjUrpvQ8wdXubeipSLVPjJCRSU5/K8aUu3DhBl7ABzHmR+3N9/vKRItg18On/WLVoz0FfoZ9+HP+1WhMSUjmWt6XcYrP/Wh56C7OKJ5fX4fPZOHz3qG6xp255aj7+OtuwZFbQDbuma7aeiew2ln1+ZsdF3nxI7HlYx8i3F5nHS4pj016mayde12041piSIUDJGcbmz7X7t0g6l7qZiktCQe+rA7mv3Q/Oo6XA6cVZB+0IM6k74oL+5+331GlcOPKhof86xSIWOxMvlODEG1YqNnqHGK83gjLWJc86Rj7L59Z6/CGsXZCsn6w0ieXm0YUvNPJEGLtSVtpD0NlM6mpQEeJK1PQtupCJY8cjlsWb3V9LiIkLszLyJsc3/y7r1DmDhsSsTofeOKLfzy+R+89OOTJWGQrc5pyeqF6wiUcccEwguc1zfqQUFOASKCZtPQNCGlWjKX3HM+7S5uw9iBEwmFdNzJrqhkKYkitVoKX736Hctnr2LB1PiRP1f0vJDm7Y6m37e96HvF6/vMzbSvKMwrQqq4qJq/28b6lS4aHHmwS0ErYvn79aIJkPsMhpxy6X0BAuhgN4L5xHMZqnA45a9H2MH/J3iqmKcXELGBo2WVry+3fkdLqDEaVTDYCM+0N0NS7kLs0aHc+xrLh18OT178In+Nj07akZyexNfbPqrUAm6i2LhyM91aPhxzcbJBs3oMXdIfgOxtu+nW4iHycgpKXBmuJBdXP9KZMe/+GCVD4PQ4aHtRa6Z/P5uAP4jNZsPpceAr9KNpmpH5KgbFUTb70gg7PQ6GLHyLOv+rRUFuIV1q3V7y8KoI7mQXmk0j4AtU6rqEIsaCdWUXjO0OnW59NnPp7RXPGXBgcCHVv0IckQorKrAQtfN64mfdciE1xqGUD3ZeTrmzFklG0l9F3OfEL2dCse3b326VfY3lw98Lbn2ua5RipLFj9ZoDYuwB5k9ZEjPcE4wdwcXSztVqpjNo3utc1O0c6japxTFtm9L7k3tp0Kw+BTnRPlJ/UYDfvplhGENluFuK8rwoXcdm10qE1MwQEa7seZGRSFwTXEmuvdL0MSPgDTDh48kopfj5s6lx34eyaDaNa3pfxtCl/2/vvMOjKLc4/J7Z2ZZNQkhCCb2DCCgqqIgogigoRaUpCqig2AERbCgoKkW5IlYUrlIsgAoiiogN8YKgWFGaFEF66KRs++4fswTCziabImnzPs8+2Z2d+ebMZvfMzDnn+51JXHvfVTS+sAHJVRPDwln/Nrpuo06TvMsEBIOC3ZlTslcDScQIHxQVNojpG+bsAdSxaeR+xR5Epc+H1OuIKkSlvKhDIwnuuYjgkQmoYO79G5R/G8H9t6B2n4Ha3YTgwaGo4MHc91UKsEI6uVCveW2e+3o0Ux+axfof/yK5SiJ9Hu1O297R98osbOKTYgnmoIOjaRp214k4cVJKee6ZnL2UbUibkZFnE5osVopc4/h2p86tz/ShYcv6vDv2Q/ZtTyUzw5Z1p+DL9BEMBgnmoULFzI5Nv2xhwauLeWPErKh66R4nGAiy6det7Nqyh76je7Fo6pdMGT4jPIkboelRYSACKXUr07hVQ/76dWue9hMMCBt+c5ORLrjcZhsqQ6PFfiH4vqVoFOFsYOLsAUOvJlebgpCxgOh674b+UWq/Meyx6ajM7yFpTnjPXeUN9eP1wsFhoA4a+yJoyBv410HSAkRK9zWwFdIpgaz74S/ubhmmQg0YYZVLe7ZixPR7chyjo+v6Qg+9dL6jA9UapDDtkXezEt2aJjjcDm4ecz1KwZuPvlPgZLfDZcfvC+Sps9fJiAgOt53yFcuxa8vp0zHRHXpICsFwVHkNKVWvn84LCzfidGvYbKczHHV8wlUefIWjLZIwHtHKZS0KHvkPHJtK7lfuOrk3SfFg5AlOOTFIDJLwCuI8MV9BZX6DOjjk+AtMJ1uJB0l4Odt2JRUrpFPKWDr7fxFDK1Xrp3DvywNyHSMnpcz84HQ76HLnFfx35HvZqpqCQYU3w8fGnzZTrWFKoVQ2eTN8+Xb2QJaIXYGdfR5Cv6IJV93WHi10p5P3/IFi0sebiYkN/gvOPreQlgM8g0GrCNgxOkI1JMcPwPst6sCgbIvE0w+0uFz2Z895XHTDDvdVmN4FKC/4T8zIVYFdqAP3GJ251FFMnb2xIgQ25bDf0oHl8EsgPq/f9GLL4bbTfcjVWeqTOXG8iqegOFx2Yst7ePidwYiIqZhXMBDk92VrmTE6+o5FmmaMpdmKb0LNZtOwu6KLiooYgnXe9Pyd8Bqc5cUd8y9ppye8novipQ6eAZD4LiTNQyqtRquwAPTITcbBD77fUf4Tek2iJSJJ88DVk4iuR2+QgwyyBxJeQSp8Y1S+mOUq5Hh7QgOVvoCotIVEA71+7uuVcCyHXwK5+LoLTHVwlIIWHZubbhPwB5j/0qfc3nwYA5oOpeF5dU31cWo3i17ISbfbuOGR63h3+2u06tKC8pUS8HvN7xwq1ayQpZsTCdGEPo9cy8dpM5mx6SXmHZrO88ueIi4xuiYrpxNnjIMO/dpSvmJCVCelYECxZc22PMoZn2DTH3YmjajG3h2FOw0fnBDcDTklO+MGQ2onQ7Yh9VqjxaF/M+LpT85X65mofd0IHnoiK5kqtkpoCaMhbhThDtuFxA1Dyo0N1eEf/47rIOUgeRGa6xKjjNLVyVCazHY3oBmTp5xtTywK7if3EJIDbLXAXrj198URy+GXQJq0bsRlfS7G5XGCGFP1HW4HA8fdSFKK+QzBUddN4PURM9n0y1a2rtnG/Jc/o2bjanS+4wpS6lai7tm1GP7W3by6ejwNW9QLS3rpDp2YODcO9wmH4/cFeG/cPO698BHSjqQTnxRHq24twk4kzhgn1z90DXHlI7fCq1ynIsOm3kn/J6/H6XJSsUYFYmLdnHF+/Yizk4uynK7u2bW479WBvLRqLK26ROco8qwEmm1bjc9nl+fODg3Yv6cway0y4fCjGBJXJrhvNVQwA1vJakLuX4va1xGVsZjc4/qZkD4bdSB7mFHz9Ib40UaTcOyGBHL5FxHnRYjjLCT5U/DcCs4OEPcAUuFLNL1S1vaixSJJ74G9KUbMXwf7uUY5qJy4GBJn69DJ41RCOv0SA+6uSOKMUleeaYaVtC2hKKX4Y/l6ln34PQ6Xncuub03NxtVN1123aiPDLhsVNnHKHevioVn3cWHn7Pmd7et3MLj1SLwZXtKPZuCOdVGlXmWeWvgwfeveFVb/b3fqXDfkam59ug+Z6Zn857bXWDp3RZYM9O3P9eWKfm15b/y8sJnLzhgH1w3pnK3rlTfDiK8nVk4g41gG19cYVOxaELo8Tqb9OYnP/vsl38xZzpbft+W6TXLVRPb9s79A+9XtQbrduo+Bj50OsVmnMSHJtyrC+3koZxI3kjgTsTctLOOyUMEjgCBa+J2gUgp1YCB4V3FCJM0N7qvQyj1d6LYUByzxtDLOB88v5I2HZpomCnsM68xt4/uGLc9Iy+TbuSvYtWUPDc6tw3lXns1zt77C59O/Md1HxRrJzNpyolXxscNpHE49QsXqyVkic8FgkCnDprPg1cXoDh2/10+H/m25+4VbstZ5b8J8Zj45F5FQm0VN8KYXQuz6+MVblF93m24oWkb6eegOHZfHiTfdG5XCp2bTSK6ayJ6/Cz5pqm6TNF5eHE1vZA1DusAbep7Xz9GBUS1TCPr6EoPEP4a4ry34WHlEKT9kfIxKnwfYkZju4OxQaq/oc3L4Vh1+GSAxJQHdoYc5fIfbQXLVJNNtXDFOLu97SbZlS+cuj7iPUydYeeJj8MRnv5XWNI1BE/tz0+M92LVlL5VqViA24USY58t3ljFj9Jww7aJCw8x5i3EuEO2EZLErxsmNj3VnwSuL2b3VvJJHBYOkHUrLUffnZNr2vgjdbuPzGUsLVGEkoqhc49SYtIl0sf1cJOF5xFaJYNp7cHhMPnYWE5I/iKYmPgpsdQpnnDwiooO7G+LuViT7L05YMfwyQKuuLbA77WEVNDabRrs+0evyR0rIAnTof2nU43jKeah7Vq1szh7gnWc++FecvUSIPMTEu3lo5n18kPpfBo67kcatGnJh5/MYPW84vYZ3o/+Y3thNEts2uw1N06J29gDLPlyJaBruOFeOs5Vzw+FS9LjjYOiV2+hIlfwZaBXIlsD0/YxK7WlMNMr4gsgzXHNwAVKeyBr4ebLacPb2/EsZWxQOlsMvAzhcDiZ+PZqqDargjHHg8jipUD2ZsYtHUi45Pupxml/WxLRE2pMQQ68H8i9edZz9Ow8WeAxTIvlXZVzNxybE0n1oZyYtG8MT80dwTntDSKt9nzYMee12ylU48RklVIjn/jfuwJMQOQFtRmZaJl++/S0Tv37COMlG4/MFajaphs1uwxnjID4plvun3sEZl94N7h4QNwJJXoz414SkhE8+AQWMDlmZX5D3UE4Ie21wtMKojY96I/DcEepXG0qMujoaapSlNIRSkrBCOmWEmo2rM+2P59m5aTcBf4BqDark+Qd41+RbuffCh8lIy8SX4cOm23C47Exe/jQOV94lf4+zduUG3h03D59Jg/hI6A4dT0IMh/YYXbhsuoZSmIZLbDYb6BI2szgYDNK8feQk4vb1O7DpNu58/mb+/H49h/Yc5vyrzqVNjwvYsXEXs58N7zUgmhiSFSYX/7pDJxgIMui5fjQ8ry6vPzgLTRMC/iB+n5+YOBcZx7wE/AESU8qjO2zs3rwXp8uBN8NH+9sv4dJe7cJlA/ybzLXjVRr4NxnKk97VhHd2gsjxeTfiuQX0xqhDD0HmV5zolxsk8kzYIOK5HYkbglJBQCxHX4wokMMXkUTgPaAWsAXoqZQ6cMo61YHpQGWMb8oUpdSkguzXIn+ICFXq5jTBJmeq1U/hzXUv8MkbX7Bx9Sbqnl2LTgPb5+ku4VRWfPwjY3pNxJvhjbpGXTSh9TUteeSdIXgzfYBi1+a9LH7rK+Y+93HYLGKxaTRqUY/1P/yF3x9ADyWIH357MG6PK2z8gD/A030mseLjH0EZVUPH+d+CH5jz7HwmfDWKLb9vY+Wnq9EdOgF/kPrn1Ob+qXfw+vCZLP/ohzCtIl+mn5lj5rLy05+yGs6c1+EsmrdrRstOzalcy+htqpRi8MUjWbdyQ7bOWJ9MWUKjFvXDdZz0+qF4e3jnJvR64GwPGQsh83vMnf5xtFAJYxDiHkIcLY1hyk9GBQ9D8BDYqoA6Zsyi9ZkUVNhqI5qRuyntujQlkQJV6YjIeGC/UmqsiDwIlFdKjThlnRQgRSm1WkTigB+BbkqpXDsSW1U6pRulFH1q3sHe7al53jY+KY73907Ltmzrn9u589wR2Rw0GLOB39owmcOpR1m16GfcsS4u7n4B5SuWw4zZE+YzfdTsHMXiXB4nd066maYXN2bL739TtV5lajc1Jq1tWL2JIW1GZmvV6IxxkFQl0Zhte1JVjyvGyZDXB3HZ9a2zlu3dnkr/BveYVv80Or8+k5dnLydUyofa1zHUKPv4lbcOthQkeREiduPk412OOvYWeJdhGuZxtEHi7gO9PiLhJ8Js+/RvQqX2CCV1fRiJYweSOBVxmBaIWJwm/k0tna7AW6HnbwHdTl1BKbVTKbU69PwI8CeQe5dji1LP4dQjHNhj1tyZXGPcMfHh0+prnlGNvqN74nDZsTt1HC47Dpedu164heSqSdRpVpNew7vS5c4rIjp7gAWvfJarMmjGsUxeuncaW37/m9bXnJ/l7AHqn1OHJz96kOqNqiKa4PI46TSwPXv+3hfmxDPSMpl89xscO3wiJJN2OC1iv+SjB8NbGIrYkaTZ4OrICS0aFzjbZTUJFxHE2QqJfxTzn70bnO0Qe9NcnT2A6HWQ5IUQcxPYzzE6VSV/WCTOPpi+iODe9gR3nUFwb1uCafNPuw0lhYLG8CsppXaC4dhFpGJOK4tILaA58H0O69wG3AZQo0beNcMtomP7hp38+vUa4pLiOL9T8wLF4POLO9YVsS7e4XIggmlDc2eMk273dDTdrtcDXWlz3QV8N28lmk3j4usuQLfbmPHEHNZ8t5bMdC+xCR7Ou/JsOvS9xFR3KCPKJuqZaV6mj5pN62vOD3uv+WVNmfbH8/i8PnS7TurOAyycssR0nKMHjjG8/Whe/H4sIkK1BlWwO+2kH81eDml36FzU1XxWr2iJKInH+En7gKOQ9jYq8ytImn8izKJXR7k7Q/pCToR3HGBLRvLYNUpslZF4c9XW00Uw/TM4NJys0tHAP3B4JEEUWky3ojStWJKrwxeRJRjx91N5JC87EpFY4H1gsFLqcKT1lFJTgClghHTysg+L3FFK8cJdb7D4ra8REWw2DZvdxvglj1Hv7NoRt/vl6zXMHDOXHX/touF5dek7qhe1zjSf2RstDpeDijWT2LExvI1kwOfnmUWP8snrS/h+4Wq8GV4cbgd+b4C2vS/imns7RRw3pU4lug/tDMCWNdsY3PpRMtO92ZK2q5f8xpwJH/HyD+PCpBsu7Hwui9/6JipF0T3bToSjNv+2lff/8zHbN+zkrEvOpNs9HSlfKQGAxMoJxMS5I+r3/712B2u+W0uT1mdg020MfX0Qz9w4CV+mn2AgiNPtoFyFeHpGqIZSgR2QPofsujFeCOxBpc9DPDdkLZX4MSh7c0ibaSR2XVcgnoFZJ4USxdFnCZ8nkAFHJ4Ll8MPI1eErpdpHek9EdotISujqPgUw7bIsInYMZz9LKfVBvq21KDDLPvieJTO+CXM8IzuPZdbWV9BMOkh9+/4KxvWbnHW1vXdbKqsW/cx/vn2SemfXZt+O/aBUxElcOeEySZqCUW0TDAR55B1Dx3zrH9vYvXUftZvWoEK16Pfz/O2vceyQSWevDC/7dx7g7Wc+YNCz/bK91//J3qz89CeOHjxmeodxMjXPMKKTqxb9xOjuz2Y56PU/bOLjKZ/zyo/jqVg9GU3TuHPSzYy98QXTSiIVVGz9YztNWhsqphd1a8nk5U/z4eRP2b11L+defhZXDWyHp1yEclDfryB2Qx44G+lGzP5khy8aEtMDYnrkeGwlgsA/5suDu1AqaCWOT6Ggn8ZHwPFfSz8gLHgmRk3WVOBPpdTEAu7PooAsnPK5aTPyY4fS2LA6XM1SKcVL903L5vhUUJFxLJMX757KwGb307fe3fStfw8Dmgxh8+9/58me6g3N0zlKwdpVG7Ne12xcnZYdm+fJ2QcCAf5YsT7i+z6vn+8+WBm2PLFyeab+8Ty3Pn0Dra89n4o1kiOOMXD8TSilmDjwVTLTvFnO3Jfp4+iBY7w58t2sddv2uojOd3YwPalqmlC9UfbPonbTmgydMohxn42k57AuuONykL3WkjGPj+lgK8UpM1uK+XKtouXsTSjoJzIWuFxENgCXh14jIlVE5JPQOhcBNwGXicjPoUfk+3GLf5VIyUjRxLQO/ujBYxzad8R0mzXL17F1zd/4Mnz4Mnxs/WM7Qy95jLQjOZX+ZefMVg0jvrfhh4I1pNA0Lav8MRKuWKfpck98DNfcexWPzx3GyNlDw+SoRRN6jehKk4sakbpjP4dTwz+jYCDIj4t/ybbs5id6E5voyTbbVnfoVKlXOWKPgm9m/48+te7gCr0XPVMG8NErn4W3p7SfG5pte+pPWkdirjc/+NJA7FDg1LtEN8TeVxTWFHsK5PCVUqlKqXZKqfqhv/tDy3copTqFni9TSolSqplS6uzQ45OcR7b4t7jshovDmrKDUcXRsEXdsOXuWFfERuSChNXO+71+ls6JrLlzKg1b1MXhDk8Y23QbVerlbc7AkQNHefvp9xl66WOM6zeZjT9tpm3v1tid5pFLZ4yTrneZJ39PplHL+kz4YhRntT2T2AQPtZvWYOR7QxnwzI0AuOPcEWUWYk+RhPaU8/Diimc4t30zNJuG3alzaa9WPPvlKNMJSt/NW8mEW17KEl07sPsQrz8wg/kvfpptPRFBEqeD3hhwGvX0Uh5JmIToRaNhczrQ3FdB/BjQQlf6WkWIH4lWGsJV/wLWTNsyxpW3tOWrd5ax8afNpB/NQHfo2GwaD864F7sjfAq9btfpNKAdn77xRba7A91uw2+S1Mw4lsnebdHX1Z9xQQNS6lRk+7qd2ZKkdqdO5zs6RD3Owb2HGHTOcI6kHsGb4eN3bS3fvr+C+165jX827GTjT5vxZvpQQYVmE2y6jTY9LqDTwHbR2Xl+fZ79YpTpe574GFp2bM7KT3/Klhh2xTi5bvDVYeun1KnEM4sezbpKz2km6rRH3gnLI2SkZTLjiTl0vbtjtm3FloIkf4AK/GM0NNHrGM1CSjlaTBeI6YJSyprVmwuWwy9j2B12Jnz5ON9/vJpVi36ifOUErujflko1K0Tc5vZn++LN8PL5jKXoug2lFJf2uoiv3vuOTBON/Ubn14vaHhFhwpLHefqGSaz5bi2iCQmVEhj+5l2k1K6U+wAh3h03j0N7D2c5XBU0+ta+MuRN5ux6g82//c3fa/8h4PNjd9pp2KIeKXWiHz83HvjvXTzebTzrVm1Ed+h4M310HNCOjgMin1CicU67t5jWQXD0YBqZ6V5cZndrtqq5t6mNgAoeMiZTaRVLnPMsafYWBZYevkXUHDucxoFdB6lQPQmHy8GQNiPZsHpzVsWPw2WnTrOaTPrfU6aJydw4nHqEjLRMKlRLyvOP9+ZG97J9fXhTEHesixeWP13gEtJo2b5+B3v+3kftZjVznNwVLQOb3c8Wk0R4uQrxzNn1RtbnpAK7UGkzwLcG7GciMTcikRKaJqhAKurQMPCuBDSwVUTKjUUcpb/tX2nD0sO3KBRO1bgf//ljzJ24gM/e/BqlFB36XkL3+7vky9mDIZdg1s4w4A+wfMEP/Lj4l4h3JJH63gb8gbA4+r9JtQZVqNagSqGNN2BsH57s8Vy2cJozxsHNY3qfcPa+9aj9vUFlAj7wrkKlvQ2J7yL2yEnx4xhdofqCfzNZ0gyBbaj9AyB5IaJXy3F7i5KDdYVvUazxZvoY3m40f/26lYyjGdgdOpquMXL2/Zzf6Zys9b6Zs5xnb3kpW8mpzW6j8QUNmPjNE0VheqGxfMEPvD5iBjs27iK5ahJ9R/ekQ99Ls94PpvYxb0Nob4GWNCvX8ZX3Z9SB/iaKmzp4+qPFDS+Q/RanF+sK36LEsmjql2z8eXNW4tLn9YMXxt70AnN2vYFuN77CbbpfwKZftjB34gLsTjt+X4Aajaoycs79RWl+oXBh5/PC+g5nw7c6wvIfo0tkBnZgLl7kB/+WKK20KAlYDt+iWPPFrKWms12DgSDrf9xE4wsaAEbC7uYx13Pt4KvY+NNmElPKU7tJGdFiEle4NHJoeVS5EHsTUGb69i4ISSRblA6sqWgWxRqzGn0wqnAczvAy0nLJ8Zx7+Vllx9mD0f2KU6t1nODuHtXmotcAVwfg5Jm8OmjlkCjHsCgZWA7folhz9W2X4/KElx7GJcZS9+xap9+gYojE3Q/OVhgTrmKNv84LkbgHoh+j3HiIGwq2WsbkJXdPJOlDRDNPhluUTKyQjkWxpk2PC1n9xa8smbEU0TRsNkF36Dz50YNW3XUIESdS/jWUfyv4N4FeG9Fr5XEMG+LpB55+ua9sUWKxqnQsSgTb1v3Db0v/JD45jpadzjEN51hYWFhVOhalgOoNq0ZU1rSwsIgOK4ZvYWFhUUawHL6FhYVFGcFy+BYWFhZlBMvhW1hYWJQRLIdvYWFhUUYo1mWZIrIX2FoIQyUD+wphnOJAaTkW6ziKH6XlWMr6cdRUSpk2uCjWDr+wEJEfItWlljRKy7FYx1H8KC3HYh1HZKyQjoWFhUUZwXL4FhYWFmWEsuLwpxS1AYVIaTkW6ziKH6XlWKzjiECZiOFbWFhYWJSdK3wLCwuLMo/l8C0sLCzKCGXG4YvIkyLyq4j8LCKLRaRKUduUH0RkgoisDR3LhyKSUNQ25RcR6SEia0QkKCIlroxORK4UkXUislFEHixqe/KLiEwTkT0i8ntR21IQRKS6iHwlIn+Gvlf3FbVN+UFEXCKyUkR+CR3H6EIbu6zE8EUkXil1OPT8XqCxUmpQEZuVZ0SkA/ClUsovIuMAlFIjitisfCEiZwBB4DVgmFKqxDQ/EBEbsB64HNgOrAKuV0r9UaSG5QMRaQMcBaYrpZoUtT35RURSgBSl1GoRiQN+BLqVtP+JGJ19PEqpoyJiB5YB9ymlVhR07DJzhX/c2YfwACXyTKeUWqxUVsfpFUC1orSnICil/lRKrStqO/JJS2CjUmqTUsoLvAt0LWKb8oVSaimwv6jtKChKqZ1KqdWh50eAP4ES10RBGRwNvbSHHoXir8qMwwcQkadEZBvQB3isqO0pBG4BPi1qI8ooVYFtJ73eTgl0LqUVEakFNAe+L2JT8oWI2ETkZ2AP8LlSqlCOo1Q5fBFZIiK/mzy6AiilHlFKVQdmAXcXrbWRye04Qus8AvgxjqXYEs2xlFDMGuqWyLvG0oaIxALvA4NPubMvMSilAkqpszHu4FuKSKGE2kpVi0OlVPsoV30bWAg8/i+ak29yOw4R6QdcDbRTxTwJk4f/SUljO1D9pNfVgB1FZItFiFDM+31gllLqg6K2p6AopQ6KyNfAlUCBk+ql6go/J0Sk/kkvuwBri8qWgiAiVwIjgC5KqbSitqcMswqoLyK1RcQB9AY+KmKbyjShZOdU4E+l1MSitie/iEiF49V3IuIG2lNI/qosVem8DzTEqArZCgxSSv1TtFblHRHZCDiB1NCiFSWx2ghARK4BJgMVgIPAz0qpK4rUqDwgIp2A5wEbME0p9VTRWpQ/ROQd4FIMOd7dwONKqalFalQ+EJHWwLfAbxi/c4CHlVKfFJ1VeUdEmgFvYXyvNGC2UuqJQhm7rDh8CwsLi7JOmQnpWFhYWJR1LIdvYWFhUUawHL6FhYVFGcFy+BYWFhZlBMvhW1hYWJQRLIdvYWFhUUawHL6FhYVFGeH/kSwMHsGdOscAAAAASUVORK5CYII=\n",
  870. "text/plain": [
  871. "<Figure size 432x288 with 1 Axes>"
  872. ]
  873. },
  874. "metadata": {
  875. "needs_background": "light"
  876. },
  877. "output_type": "display_data"
  878. },
  879. {
  880. "data": {
  881. "image/png": 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\n",
  882. "text/plain": [
  883. "<Figure size 432x288 with 1 Axes>"
  884. ]
  885. },
  886. "metadata": {
  887. "needs_background": "light"
  888. },
  889. "output_type": "display_data"
  890. },
  891. {
  892. "data": {
  893. "image/png": 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tkPT7EMeh6MG/wfcjiAdxHQ/2FoYVjCqM7URyIiqdRCl3beDuDr7xxO4SKqB2QOEzKLxI6g2Jy+5nKN9kVNGrEF4DtuZI+v3G+1tZPRUw1Gn+qSAOUEGU8xgk+01Edv8ZU7JJisAXkZHAyUBtEVkLPAE4AJRSQ4DHgVrA4MjKIaSUap+Mvi0Mlvz+D8FAKOZ60B9k2pe/J0XglxSV8N7Dn/DjiF8Ih8J0PLc9t7x0Ddl1s5g/dREzJ/xBalYKXa88ibpNd6rjFvyyOErYV4bNYaP3kFsSllFK0f/ilynK37nSDofCzP95EePf+YHzep3BrIl/8sWr31BSWMIJFx7HObecxtjXJxD0x75PAHaXHQHcqW5+/Phn40wTmDpqOj+PnkHvoT0568aupGalYLPby/T+cceoK3as+YicjI8gvNlYHab3RVwngetkBF+ZwFeShdpyJoSX76xfZAdPd9BaQ/i32A5S7wW1AYrfxdDOVtwtCbi6QEZ/EKDkaxCXcQ4Qd3fgg6I3USnXIBItHlRgLsr7IYS3gbsr4rkY0eKYZO5D6CUTYMeDlE14oYWovNsge5DxWSRAFb0B/p8xrKkik3xgFqrgWSSz/24d9+5gn05i3r59e2VlvKqcUDDErUc/wKpF5od+R5/amhcmPb5LfSiluLPjw/w7b1XZgaXNrpFVN5NDjzmIPybNx+/1Y3PY0WwafYbfQeceHQG46Yh74o7NjPr/q8uHywYlLLNm6Tpua9c3yjSylIOObk56Thpzf1xQds1mt1G/RV2y62Sy4JfFpm3a7DZyGmSxZbW5CsXusDFsyWvUb16Xfhe9yLSxvyccY/fr87j96c2GYC/DDemPGnp5FcQQQi4MAWy2a3BiODaZ/E4dHdFqfYDSiyC8EkUO+EYZOwQtBVJuRNxdy5y6VHirUc47EnzfmLcZ6VPq/IxoOWVX9OKRUPhsZIwK4xxCN8bnOhXJeBix1TH60b0QnAPiBkdbw5InCajQGlTJKAhvMuz/3WcgkngXCKBv7gz6htgb9oPRao9PXHfTMcbOJwYXUnd+UlVfSvlRhQOhZLQxuTg7IhmPIvYm1WpHRObEW1BboRX+A0wb+zubV5vbUzs9Ti68++yE9df+s4ERT33O+4+OZOns5aZlFvyymFWL1kZZp4RDOgVbC5n17Vx8xX6UglAgRKAkwIvXv0lJsSHoLu1zPu5UV5WfJ6N2eqVldF0R77e2evHaKGFvjDXMhn834fQ4cbgcpvXCoTBb126P22c4pDN11HQALut7PnZn/A2yzS7c8NCmCsIewAeFAyKOUF4MoVlCfPPIAHEFc3A6um8KoqUhjiPQHA3Q0nuj5X6NZL2JONtGefCKrTbibI+kXAG4444dcaAK30DfehF6Xm/0wiFQ+JQx9rKxRAKl4Qf/RNS2i1CqxLAo2twRlX+3YUm05URUcGH8vqqI8k9FbT0bit8D35eoHY+jtl1sTC7x6qgQ+o5nzIU9QGhlFTqOpy4LsGsH5iZd5d0O3hE7neQCP6O2XYjS438nq4sl8P8DzJ28gJIic/1su65t6HBOu7h1vxk6iVuOup8R/T9n5HNjue/kxxl0V6xJ5Mq/1qCbWLQE/SFTFYnNrjF/ivFD73r1SVzywHnYHZWv9NypLs6/48xKyzVp2ZCMWrETg2aTGPv4UsLBMMX5xbhTXXEni0SqJ6VU2YTX8tiDObJzK5we8xWmJyWMy2M+jp2r5CSQfyfKv1Pdo0LL0Ld2R205GbXlZPSt56NC/0ZVEWc7SL2WiNa1Ai5j51HyGYQWgH8CFL+CafiEMsKgF6KK34eCxzC8eYsiHr1bUduvM8JI1BClQqj8BzAmnNLvmhdCK1DeEfHrFTwNJSPjNxzZkSTEeSyGPqwCjtZJ27mA8bkR+J3oiV8H5Ud5P01aP5bA34/I25TP5JG/8tu4WQR8O39AtRvVwuGKXW2601yccWOXhO291ft9AiUBwqEwSlf4vQEmvv8Ti6YvjSrb4KB62OyxXxfNFv8rpNmNH4SIcPXjPRi18R0OatscV4orch3DGtHlICXDg8PloO1pbWjeugmVqRpFhMdG3UtKuqesPXeqC1XJomvN0vUM+v1ZjjjxsMQFTbA7bXQ8d+dOuf+4B7ni4QtNdwzFhUJJ0Z6wdPGjCl8GDKcute1yw16fgPEvtBi17XKU2rkgUMEFEFwEpAOZRAs0idQ1P+eIjxd8EzGPq1OAKplQzfbKEfrbvF38kcNoky71Yij5nPg7Jw+k3lVp15LxCEgahmoNwAGSgmQ8Wfm4q0PoHxCzHaMfgvOT1o0VPG0/YfTL4xj+2KfY7DZEBNGEp8c/zOGdDqXbdafw6XNfUv5HKgLuFDfHnnl03DZnTphrKrD93gBTRv3GIe1bMG3s7/z121LqNa1NVr0sAqu2EA7uPKy0OWw4XPYo6yCjf+HIkw+Pupaenc6gGc/y69jf+fyVr1m1cA3+Ej+1G+bQ4KB6LPh5EX9OXsgfkx6lbtNcnvr6QdKy00jJ8KBpseNseezBjFg5mCmf/cb2DXnUaVKbt+4ZHne3AxAMhMjfXEBqRvUPG7vf1o0WRzZj8cx/+GPSfNKyUzm7Z1fGDZ7I9g3RgcKUEka91YDr+25GpKLQEZK2wgcI/YMq/gAVWgOqogooonbxfQ+ec1GB2ajt1xNfEFZiyRMXD4ZQNDvIVlD0GspzVpV07jGIywjGZnovjqWMvhXEFudtFkjvg5ZyQeVd21tA7QnGTiK4AOwtkdRrahR0TikVX+dvaw7KbJJ1gr1ltfuKhyXw9wOWzlrGB098FlFV7FzpPHL2M4za+C65jWrR/6u+PHvla/i9fnRdUadxLfqN7RPXPBHAZtPifAEVBdsKubVtHzav2kJJkQ+nx4nNrtHy2INYOG3n6l8AFVY4XA5EjINPBdz++vX8+sUM6jTNjbKNt9ltbFy5meV/rixTj2z4dxMb/jUCfpWqY1YtWsvVLe7A7rSTkuHh+qcu55yep8WMND07je63nm7U9Qd5657hCd9Lm93GppVb2LK2aq4gNoeNJi0b0vPFq9FsGncf/wjL/lxJOBDC7nLwTt+PaNaqMXkb86i4Kfn6/QZc9+hhSOj7mPd35+Y6GXpgP6rwxUi7ZitsH4TXG38WlB68JhPNOKBNuRQK5pkX0dehNp8AOSMQxyHVa972P7A1gPAKoiW4B0m5Mk6devHbc56Clhqnngliq4uk31fl8uVRKmyY3xYPB1WIsh+CZDyOVAgsJ46WKEdrCM4jymdCHEjK5TXq2wxL4O8HfDdssqleWg/rzP1hPsed3Y62p7bms/VDWfnXGpxuBw0Prl+pBUGH7u147bbYOHZKwU8jp6F0vUyIBSLesCv+WoPdYSMUWeUHfEFEhBZHNaPbdafgSXMzbdzvDLz1HWyR3UOdJrV54ov7mT91ETO+mcOMb+ZU+dlDgRAFWwsZcu8HpKR76HL5CXHLOl0Orn/6ct576BNT6x0w7ONTMjy073YkqxetNTVlLY/NptH9tm68ccd7bF27LepzKH1PVi9Zh8PtLHsN4EpxcdXjPdAYFqdlO4awT4bAV8R1rIKItUzEize0NH65muI4FhyHQsGAxOVUPiq/F9SeVC3rFhFBZQ2GvKsjfgfKWPF7zgX3OXHquFCpvaD4zQoHrx4k/e4q972rqMKnwfs5O01C/0ZtvwlqjUQc0TtgyR6KKnzKMJ8lCI6jkIwnEVvdpI3HMsvcD3j2qteZ/Im5q/8h7Vvw7HePkJFTuWWLGT9/Pp3nr3kDPayXCfGaYLNrfJn/IeMGT+TDfp9FqXg0m4ZCYbfbTWPQVJWGB9dn+NLXKy3321ezGPHU5yybuyL2EFbAneLisdH38dL1b1KYV0yoEqFfmQbGneripueu5OfRM/hn7gpy6mVx5SMXcdo1ndG3dt89QrbKuMBxGJLzKSIa+uYTTcInV0SL/KuKHt8D6Q9FTDYTOYDtLC+1v0DsB5VdUaoEsJmqe1R4E6rgCcPxCQWOI8F9FuI6pVJzRaUUqmQsFL9lqHgcRyDpfRCTEBa7A6UXojZ3InZHJeA6FS17sHk9pYBwjB9EVUlklmmt8HcDwUCQz174ivFDJxEoCdLx3Pbc8PTl5NTLrlF7J13cgd+++t3UO3T5vJXcf3I/Bv/xPHZ79T/Oky7uSJvOrbjlqPvZviG/RuMzEDRN+GbI9zH6/NLwBcFwzYU9wNZK1DDL5q5gaJ+PWDLzH7LqZHDjs1cw+sVx7NhazktVga/Yz4AeLxPwBdFsxnlIQsewStZEvmI/eZt38PIUk4M89/lQ9Bo1143XEMkGSQXPBeA+E1X0GkrfBM7jwRffwxkA26FIrfdRha9EInsm+tx8UDyEqgl7jMBxEYsdFVyC2vEwhBYDgnJ1QTIHIJrxO1EqgNrWA/QtlJ0NBOcbzmopV1TelQiSciGkXFi1sSWb8HrjIDYm1aOKHESbY+x+do9otqx0dgNPXvQSI58dy9a12ynYVsgPH/1Mr/Z98RZW8UdRgQ7d29Gm8+HYTMwaw8EwK/5azUW1b+Db936sUftZuZl4Cyofm2hCdt3MGKsUzaZxdJcjcLqdcVUpyaDJYfGjaq9cuIZ7TnqMuT8aJqob/t3MR09+TsG2ItPypXF9QoFwtbyA4/HVoO/wFnrZvGYrwcBOASmpV4Hj8HJJQtzskXWWKkJyhiPONrDtIsMbt2QM+CqP14+A2nIW+H8Dz+XGPzPTRABSjAigVUVcYD8UFd6G2n4FhP7CEOYh8P8UyYUb+Tx830dCSpTfeUYyafnjRzPdZ7A1jHMQK2CvvpVYMvjPCXylFDu2FuDbjYLHjHAozLplG1jwyyL+nPxXlD43HApTnO9l0odTqt0mgM1mY8C4vhzcNn7QJm9BCW/e/T6/fTWrRmMPJFC1OFx2POlucupl8fz3j/O/Nk3wpLlxOI3ruY1qcd+wXgB0PPcY04mpMirL8OfyOLn5hatiriul2LBiE+8+NCIm6qbf66/UvDNZlBSVcHHujVx/6F1cVPsGRj47JtK3E7KGQuarkNoTSX8Asl6JnyUqaQQN+/e8WzFW36WfbxWip4aWGklZ9LVQMsqwqU+5hli7fQd4zjcmtEpxGvGBMl9BxIYq+SziaRw9ZsKrI1FAMQ5plVmQuhLUjidQwcS5BwBUaC0qtAxVmb3ubkC0NEi5nFgnNxeS1muPjwf+YyqdP3/6i1duHlJmgdHpvGO4951ba2SCVx0mf/org+54j6A/SNAfMhUyPq+fhb/9zXm3V+5U9OnzXzKi/2j8JQEcLjsX3dOdG5+5gtYnHMaSmcvi1vN7/Xz45Cg6nXdMtcbvLSxB4qzg7C47PV+8hjqNa3PsWUdjd9h5Y8azzJuykH/nraJ+i7oce+bR+Lx+JrzzA84UJ64UJ94d1dvNJPo9Nj2iMXe8dgNHnXJE1PUlv//DM1e8xvYNefh9gaRaOlaXcFAnXHYAG+TjAV/QotW/tO/4NeibQZzGSjnlcgQNZfsQQnOpXix7wVijVbGOXtPsYeU/DJ+x0q79peGZGpgeuR7xNC0ZHTkQdhNXbSXpkHoT4rkQsdVFKX9EJx9nURZeBbQF+8GGWspM6KvtqG1XobJeQlDgbIdoWTtvh1aj8m+PeNNqoKVB5ouIq1M13oddR9IfRGm1oPh9I0SD/TAk4xHEsXdW+P8Zgb96yToe7f5clEph+rhZPLF5By/9lGQniXIs/G0pr9z0VozeuiJOt4MmLSu33R35/FiGPfRJ2eugP8Snz42leIeXP6dU7qK+ZvG6ygddgdTMFDJqpZG3KTZmSKvjDonxfBURjjrliDIBvGLBKu7t/AQBXyCul2tNaHxYQ87tdQZnXH8K7pTo0Az5W3bQp2v/hDb3e5OD22yn9ZHvgh4RnqoEvJ+gVAmSej2E/6H6M5SqQZ0kIHbIf8xkggob/4ILwHYYhOOYZKpi0PNQ2y5FiQPCW4kr7JW+0+7c1QW0bAiXYG7NVAT5d6HEaUSxTL8HLfUGwxRy2xWgNu8sqpeg8m6B3Im7nLhd+Weiil6E0DLQGiDpdyPubqZlRTQk7RZISxwMcE/xn1HpjBn4TYwFSNAfYsnvy1izNFYI6rrOJ8+M4aLc6zndfgk9j7qPeVUQqBUZ9eJXUeqbeNgcds68qWul5Ub0/9z0+tdDJrLx38qsKyAYDLFu2c7YIf4SP1vXbUuYp1XTNHq+dE1MDHhXiosbnzO3Vy7eUczrt7/DhbWv55ajH6Aovzipwh5g47+bGHLvcC7IuS7mfOLjp7/Y42q76nDlvZtwuSsKKR+UfIbKfzASL6UmaoZk/GTtCdoxUcepYgjNIf7OIgDhJUa4ZlMEvB+Dvj6yei/G3ALIZazUI6tfESeSM7oSfXfAUDnhh8LXUIE5EPgNlFlsKT+qaHiCtipH+Weg8m42Do+VF8LLUPkPoHsrOQjfR/jPCPzVS9aZJrOwO+1sXBmbKnHoAx/xyTNjKNhWhNIVK+av5pFznokbPCweG1dujnG4AcNM0WbTsDtsNG/dhJcmP0Gt+omtdHRdjz95KKqkj3Y47cyfuohQMMSgu97jwto3cN0hd3Fx3RsZ/86kuPW6XnkSj312L82PaIzT4yCjdjpn3HAK9f9Xh5+/mME7fT/i6yHfs31jHju2FdD7xMf49r3JFG4vqvTQU9NqFmIg6A8RDoYJBUK8cvMQxr4+HqUUf/70F+MGT0zKYevuouH/4k1GOoT+oOYr9eqGPDDB0Yb4h7DxJqFKxisO8FxEdDJz2Dm5VLYYEEi9DskeEn3VVgvJeCy+R20UPpT3E1RgAXGfo0wlVTMMBzeTgHhFL+2x86Jd4T+j0mlzoqHfjl3lB2neOtpet6SohK/f+j4qHg0YjjQj+o9mwLgHq9zvUaccwerFa2Nio9scdj5cPginy0F6dlqV2tI0LcqpKQqBBi3qsmbJOtMJpqyYCJm1M3j7/g8Nh63IBOIvCfDare8w7ctZ9H7rZuo02Rmv3l/ix2a3kZadxoYVm9HDRhTMcYMn8tWgnVYdogmv93rHsKvXVdUmIJed+s3rsjZBdqmqMrj3cKZ89huF+UWmgdzA2JUc0q45C35ZUu32azXMZtu6vMoLVoFl8z3k1g+iJS++VvIIziO+AK+h0FJBSL3V8Igtet3QV2s5oNWFUBV2zpKGFs+b1XE02I+E4J8kNm9VoOeDI8GZ3a4GPAvFOUPT840Vv+y9zHJV4T+zwj/vjjNxp7qiVpOuFCddrzqJ2g2it5qb12zD5oh9dKWMqJDVocf95+JJ80QFFnOluuhx/7mMeXU8Nx1+D5fUv4nBvd+neId5WrzynBMJE1CRQ9u34LFR95GWnYY7zR032qO/JMDSWf8w4d0fY84VlFLM+nYuPY+8n7X/bODf+au4/dgHOTfjGs5JvZIHTn0SX7G/bPKquIIufa2H9SqvZpSCUCi8y8K+lEXT/2bN4vVx7x91yuGce/sZNWp7+/rkCHuAj16uR8C/r6YJDJPc0L4eSLsNzZaOlnolUmcGUncekjsNXMdjHpWzPA5wxw/hLSJIzruQ1gtsTUDqY6p6Eo+RQN15vPl9BFynGA5Z/l/Q8x9Az++L8v9W9n3WA3PQt/cy/gVMnD5t9eMM0lPFXcje5T/labtx5WaGPfwJcybNIyUjhQvuOovz7zwzJvBWSVEJF9e5KWaFLwLHnd2uWit8gM2rt/DRgM/5Y9J8supk0uO+cxn98jhWLFhdtuOwO+00PKgeb//5EjZ74lXG05cPZMqoacZiS+B/rZtw1s2nEfAFadXpENYuXc/WtdtZPONv02TZDpcdpau4nrOiCced1Zb5Py+qkv39rlCpU1MScae6GLt9OJ+/8g3vPfzxXrXaATi4jZd7X1nD/1rV4GBZciOJN2oeVniPYGuOpPdG3ObWZyq01ohjH+OYFZkMxWMcfNYaiWiZVe5WLx4BhS9QZi0kHrAdZLQjTvRt10NwJlEqMElHak80Uh2WfLNzTOIBz8VGVjL/xOiOnN3Qct7Y+Ty+b1H5fYnaaYgHUm9DS7u1yuPfnex2T1sRGQacA2xWSh1hcl+A14CzMAyBr1NKxUqqXaReszo8/EnvSst50jyce3s3vn7r+yirHqfHydVPVD8VYJ0mudz3zm1lr+dMmsfqJeui1EuhQIjNq7cy/evZnHDBcQnbe2Rkb+4ZegurF69l8+qtvHTDYN59cAShYAib3cZJPTrywLDbeeTsZ0zr2xw2fEXxDzSVrpj744LdonPUbBqeVBfewhKUShxfPpnYnXauevxi7A47GTlpuD2uvXyoq3B5dFYsctdA4GdA7mQkvAy1rfKIjruGixoHU3NfhpZlpPlT4XUo7ycQ+tfIcpVyiSHAbblgbwahJeycgV2QeiciYcMix3VStWPLa6lXoTuOMOL3hP42rHu0WhBeC/b/ITlvoQpfgpIvDE9X53HGWYC+IVrYQ8SC6jNMJ9fARHT/LDSXYeos7jNRGUVQ+LJx8C5uw+Q01bDCUXoxhNeBrT6i1Szcye4kWTr84cAg4MM4988EDo78Ow54K/L/vcbNz19FRq10Pn/lawq3F9G8dRN6DbyeQ9q12OW2l81dSdDEYqWkyMc/f6woE/hLZy9n/NBJFG4rpNP5x3LypZ3KEl6npHs4uO3/ePisZ6JMD0OBML98PoOO3Y8hp3626QpaDyvsTnvCGDGaXaOkMPkmjSJw+Akt+euXJTX2LK4JoUCID/uNZuO/m7ni4QsZcl/V1SmaTXC4HITDOqE4+W6rh6LXgHWcflke7pSaqE6KYXN7lLt7EsZSCZ4rwD+pZjb7vtHogcsQAqi86yKOVEHwT0N534daY4zkHaF/id5uhSA4E8mJTbRTLUrGGnHkSyeswFTUttlQezxiq49kPAoZjwKgwhuMhCml+WljSHCoXPweuHb6tmgpPVCeiwzrJUkxHMmUQi94EbwfRsIphFCeC4zImDWMibM7SIoOXyn1M5DIv/o84ENlMAPIEpE4yrA9g6ZpXP7gBXyxeRjfh0bx9tyXOLJzVTwGK6des1ycnli9pTvVRf3mRpadb97+nvtOfpzvhk3m17G/83qvd7jv5Cei3PIXTf87KvZ8Kb5iPxPfn8y5vbrhdEf3I5qQkZOWMP2eK8XFsWe2RWpoPZOIcEg3nMP2gvo6UBJg4vCf6H/JKzz1zUNk1ErHk+5JOJbUrBQue/AChs5/mYYt6iXtPRn+fH38Pol71mJOaeEwRgz7MSC1kzKeuNgaQuazlRSKp4MPw/ZrUDseiESxLP3u+gy7+8JXwfspsQI2DIHpCdMTVoYKbzNW71GHuAqUD1VsTCTKPxV96wXoGw83MoDl9QLvB1Rf1xc7aYtoiJZetjNR3uFGekL8EUcxP5R8iSp8rfoPtxvZU4e2DYHyp6FrI9diEJGeIjJbRGZv2RJrTrkvUJRfzHfv/8TY1yeY2vh3PO8YPGmeqANkEcHpdtL5ko4U7yjmrXs/wO8NlK3OfcV+VixYzeRPfi2ro4f1uMIqHNI5pF0L7hx0E+5UFykZHtypLhodXJ+XpzxJZu10U2Fjd9g4744z6D3k5krVLc2OaBy3f5tdQ7OZ3yzKL96lqJi7QtAfYuVfq7E7bIza8A7PfvsIh7aPv2s766ZTuX7A5WTlZnLjc1dyxg1dkiD0hVBImDgynl16PCp+Hnoce/Ik4huH5joO7IkiSCb6LAsitvUVCYP/ByNEQ1xqHp2V8HIjLk8MIQjMQy8Zj8q7M2IhVJoE3svOXLwVSfBbSL2u8vEUv0fsOYUPSj7ap8w199RewzzLhtlFpYYCQ8E4tN2dg6oJcybNo9+FLwKGQH73oY/pftvp3PLiNWUxvp0uB69Ne4rnr32DJTP+AeCgtv+jz/Db8aR5mDnhD+wOG4EK3w9fsZ+po6fT7bpTAGjV6RDTuOHuVBenXdMZgG7XncLJl3Zi0W9L2bBiMw1a1KNOk9o89fVDPHBqPwIlQZQyDnA7ntueu9+6mYycdELBkBFnPM6X0eGyc/dbPSne4eWpS1+JidTpcDpo3qYJiyPPVx49rFdzZZt8Vi5cS6uOh3J4p0PJrJ0Rt9yXb3zHP3NWsGjG39gdNsLBMJqmEdZ3QRgBAZ/GmmUJEoXHYCcpNvYV0RoYq2+Vb34/NB992xWQNRi2XgAkcYKJiZVTDtshu6bjtjUsi7oZjQb25pFwzZWpLJ2G/0BZgDMzVU8aWlXCMej55tdVCcbnWpml0p5hTwn8tUDjcq8bAfFt6/ZR/CV+nrz45RjhN/7tSRx3VluO7rJzlVSvWR1enTqA4gIvSlekZe20z01J95gKWhGibPYdTgePfHoPT170IkpXBHxB3Kku2nZtQ+dLOpaV+3PyXzxzxWtl06rNbuPJsX0YueZt5kyaT8HWQlqfdBj1mu1M2jzwlrcTrjxEhHrN61Crfjade3RkyqjpBHwB7A47mib0/ehO1i/byJKZy0zbCcexk99VnG4HoWBiM08RKQtjsXX9dn7/dm7cskF/kD9/+gsgZgLeFdyeMC3bVm6Gu5PdsbZxIZlPG34b+dfHLxacDXm3gPt48H2VpL5tJHwmVyeU9zNwnYJUJZk4oPQdRqJvSTGSi7s6GRE9owS1C1KuAt/XVRtmxlOG70De9ebDrWp2Lntz87wHtmaI7BvCHvacwB8H3CEin2Ic1u5QSm2opM4+x5+T/zJdufqK/Xz/wZQogV+KWeC2Vp0OISXdE3No6vS4OOeW6DR+x3Q7ig+XDeKnkdMo2F5Eu9Pa0PrEw8pW/lvXbWPAJa/ERIp85OxnGLn2bY47q21M/+FQmMkjp8V9TpvdRodz2pX5L9w/7Ha639aN37+dS0q6h86XdqJ2gxxmfTcXd5qbkj14OBsMhBi55m2mjv6NL179hs2rolekmk2jwUH1OPx4Ix5L39P777Gx7UThcCtOuSC/GnV2bUdhjh+14ym0Ot+iO9pBMEGmsfASSDk/Ej45CdZNkmM4Iekrze+XfBxxIHwKlf5gpSkH9eKPofA5Y0UOgB2y3zScu0q+BsJGkDbH0cYhsbjjRNosP0YnYmsEjjYoyYicQ5THg3guKXul/DNQJaNA+RD3WeA+AxE7SgUgFCeGVcoNicewh0mWWeZI4GSgtoisBZ4gsodRSg0BJmCYZC7DUKQlWG7suyRatVYnW5TNZuPZbx+h7+kDDOcoMXTPVz/Rg9YnxsYNyamXzUX3mKdymzzyV3QTXbxSimljf+ewDgfz48e/4PP6Of68YznihJbkbylA6fGf5ahTDqfvh3dGXTv0mIM49JiDoq61Pa0N2XUzCZQEEsbqKY9m02jbtTVtTj6cSR9MYc2S6m307A4bO7YUcOFdZ5NdJ4uXbhgc5U+hlKLT+cfw21ez+HbYZFYvqn4wuWSQlhEkJW3Ph+SNQV+OHphjxH5JiALJBNep4J+w6/2qHZB6ExQNxDQ5Svm0g4XPoVzHI/Zm5k0FF0Hh8xgHouUmo7xeSJ1pKPcFkN/TaDPwU8T+3oUxiSZQ66gg2Gobi6fswajt1xp1VBCwg6szeM4DQC8caES8jDyLCvxmWAllvwP+aXGyomkQjh/ddm+QFIGvlEqYZVcZe/7bk9HX3uSoLkeYCjZ3mptTrzixWm01b92UkWvfZv7URRTv8NL6xMMS6prjUbityPSANBwKM3PCH7ze650yFcj4tydx0sUduXtIT8Ns02SSsjls9B/3IM5IkpNFM/7mw36jWPnXGpq2asg1/S7l8E6HEg6H2bY+j+e+e4TB93zAjK+r7iD395x/sdlteGtgFhr0h1jw6yL+16YpHzz+aYzznNIVI54cjSvFja9490XSTORQllkrzICPVu31c4wytl9XhUIa4jgIPOejig+LCOqqTOLx8j+GIbTCCK2gr8JY/5UemFacCMOokglIunmMeOUdjbkDWgjlnwaFA6JX56UWQ47WRjYtFST2fMQBjiMRm2E7Io4jIPeXiInqNnAea1wDVHi9kUCm/BiUFwJzjDDPqihOfG89vm5/L/GfCa2wJ0hJ9/DAsNtxepyG2aMYB6gdu7fjuLNjVSeVYbPZOLpLa0644LgaCXuA9t2Owp0aa60gIvz21Sz8kdW3UgpfsZ+fP5/OX78u4cJ7zsHpiY6OKZpw37u3lQn7P3/6iz6nPsmc7+exbf12/vhhAX1P6887D47gkvo3c8Nhd3PjEfeSmpVCw4PjuZxHvyyN0zNz/B9sW1eNTEnleOueD/B5/WV5DyqiFLtP2AscckwLTr70eOwu8/XS8OmLaHzQvhTJ00+lwcvsLRFHa0QELe0WJPdH8CRWs6AdBPYYP8sIYfB9HlHpRMI6Szrmh5d64vEliiwaXhMJt1yRIOhbkDqzkNypkN7PUDFJKuAEZ3ske1BUDdFSEM95SOoNZcIeAP8Mw7Y+Bi/K/6NxnmA2OUoK2P+Hvv0a9M3Ho2+/BmUWrmEPsu94BOwndL6kEy2PO5jJI3+leIeXDme35fDjW5pa0+wJ2nRuRduubfjjh/llh8nuVBeHHnMQf89eHuN85Sv2M3XUNO5+qydOp53RL3+Nt7CEWg1y6PXqdZx4UYeysoPveT82i1RJgNEvfhUVwG3KyF/jqrtq1c8m4AtQuL06B5iJ0cM6C35ZTKNDGvDvfDOTwOphs2tc/UQPZn8/j8Uz/jH1fShDwbI/VrBq4dq4TlpP3dyM3i+toU7D3WB1szvQmoHrZFRodVlicLE1QDKfQPf/DHqc+FJiAz02h8JOyj9/MLLyNvueOBH3aSbXI924TzcEa0UduwqB49g4bUbaFSfYcpHUK1ApF0NoOWg5iK1ugnFXQEvF3NDQBlqGkdQlrScUvctO9ZUHtMZQ9BZlaqXAFtT2PyH7LcR1fNX7TyKWwK8BdZvmcvmDu9vlvWqICI9/fh8/j57BpI+mYnfYOOOGLgRKArwy59+Y8ppmeJVqmsaVj17MFY9cRDAQwuG0x0xaqxaae19WNMpJdLaR27gWG1dUwZ8inmbArKgIDqed65+6jMfOfb5qlRLgcDlo2qoxXS4/gesOvbvS8npYT5i7d87UdJ6/oykvjVm+76h1YnBghDIOGCqX4qGo4ndRGU+iRZJ+6+EtEZVMHIFv/59xMBpYXcU+A6A1An0rO9UjTiMLmKNV/GquruA40ojyqbwYXxYXpN2J5myJbj8EQouIFvxuSLkUMM51RMQQ/jXJNOU6GXNliAPxXASAlnYnynGMkbpRL0I8Z6OK3sYslLIqeBrJTcI5SQ2wBP5/AJvNximXHc8pl+1cNXgLS1AmposOt4PTru5c9lpEylQ4FUnJ9FC0Cytzu9NOh+7t+fCJUZUXVtC2a2sW/LrENCxFeVweJ0ec0BK7w4471RVjJltd/N4AL1w3CKWrJEX1FE6/NA+lBJF9zJVEMkDLNKxZfJPYKZAi73nBI+iBPyE039B/x52F7UjqDYZna2AmVbbs0TdjrPzd4GiPZNyFONokHrLYIPs98E1E+b4DLQ3x9ECchhpVsl5Dbb8SVCGoyO7MdTwohb6pI6htKFsTJP1hxN2lauOM6t8F2e+h8npivE9i7C4y+iP2nU594uqAuHbukNWOvuYNhquXcyOZWAJ/P2DN0nV8/8EUivK9dOzenvbdjoyJAFqRlHQPj42+j/49XkLTNHRdR+mKyx+8IMbaxoz3HxuJbxdj7aRnp3He7Wcw6oWvKo3K6fI4Oe2azjQ4qD4Th/+EzWbD5/XFyBu7y86z3z2K3WHHW1gSk4egJiilkh5XqEEzP5q2jwn7UtIfAt+PmFrPEAbfp5W34eyIOI8EQGU8AQWPUbVD3tKVvReC01D+TjECXykdAr+gfD+ApCEpFxmOVmI3BLazU5RKRuyNIXcy+H8BfRM4jkT5f4m2EAqvRuX3huzBiOuEKowzGnEeBXWmQWBWJBjbMUaS8oSVckCZnDNJ4kRIuxNL4O/jTPpoKgNvHUo4GCYcCvPDiJ858uTDeXLsA9hsiSMMHnvm0Xy6dijTx83GXxLgmDOOom7T3IR1wMge9vkr31TL1LQimk3j+UmPkZaZSo/7uvPp818lVIP4fQFW/rWa/E07cLodeFLdXNr3PI47uy1/z1rOykVraX5EE065/Hg8qYYH66ZVW3C47YSC1dOVO1x2goHQLvk6uTxOAr5gXOe1+dNTObStF6czGUK/dHJPwu5DFUD+PZG2qqFHq0jgd5S+HdFy0FIuRi94gvgC30PcyaXoNVTq1WXOSUrpqPxeEJgRUd/YUN6PjOLiMMarwqi026PCEYvYwX1KpI0QbL/SpE8fqvDVGgl8ow+H4exVVdJuiiSDKT8OD6TeXKP+k4FlpbMPU1zg5bVbh0bZufuKfMz7aSG/fTmrSm2kZaVy2jWdOeeW06ok7AFmfD0bvYp29Wa4U110v/V0mh/RhFWL17Joxt+GUBbjgLRiwDcAFHz2wjh+/XImxfletq7bzgePf8ZdHR7mrXuH8+fkBRx1yuFlwh6gTuNa1ZqUHG4HnS/txIMf3VXl98K0HZcRivnRT++JW+arYbUpKbRVIk49gDNhCQBs/4PUG8DW2Mjv6rkGqCRsg2QQP2pcqdXOLkxG4oTg4nKv42V6coInUcjxgGEGWTa0HwyrmLID2rBRhoBxXqC8xviLBqMCf5o3qQrihF0AwisTjCW5SMoNhuNVaXIU8UDqDYYqbC9hCfx9mHlTFmJzxK7ifcU+fhr5q0mN5OBwOdBs1ftqHNzufxzW4WCOPrU1fYbfwe2v38Dm1Vu4q+PDzPr2T8PyRQEiZOQmiKFSQQaFgmH83gCrFq7l/i79CId3CvjUzFTOuP6UmOTr8dtWrF+2kbZd28TNLFYZmk145rtHuazvBZzUoyN3DTZfre3Y5uD2Mw5BlzjqM3sbJLOf4dxTWWhR5zFo6X3Qcn9Eq/0VWuajRmhhZwfjUNXRFhydMH7Okc9N7WazUBWE8pYuKZcTOwm5wNMDcbQk/jMKaDtVHMo3AcM3szL8qJIv4jSZESewGsZB8x5CRNDS70bq/I7UnoDU+d14vRdP8i2Bvw/jdMcXZKuXrOOdPh/x95zkHwCdeHEHU+/deBx/wbG8MeMZXv/tGV6Y9DgnXtQBEWH0y1/HqHHCwTBb11Tf/l4pRd6mHcybsijq+u2v38DF93YnJaPy9HJBf4gVC1Yz8NahtO1yRI1COCsdWp/Qsux191tPp323o0zbyqx7MDbiePqGFqHsR4CtEYlX+Q5wxjr1ifMYtJwP0er8glbrU3au2EvVPn52T3weADvYD0HsOyczSbsD3F0wApKlAy5wdUQy+oL7NOIGD3NfaByK7rxQxTEok1AIkbGI3UiHGJNQ3Y2kxd+V7S5EXIitYYXn3DtYAn8f5siTW8U9nF29eC2jX/maezs/zvuPjUxqv7Ub5HBh7wQ5RjWh3Wlt6D2kJ6M2vku/L8zPE5bM/CeuyWZNFjmhQIhNqzZHXVu7dD1KKc7ueRppOZUnkA4FQkwbO5Pselk1W2lJrBlqr4HXkZqRgiOSg8DusOFOc3P3G6cnkLkh2HYeeEeR0MJFPIj7pIRDUioQiZNj1pmGeX7X6uI2HIlwGgeWOUOjhykOtKyBSO73SNZApPZ4tOyhiLgRLRPJHmzULT8zOrsgmU+We45gJKFJVUiJm1YRIuqU9AeNHRA2sLVAsgch1dHB/wexDm33YRxOBwO+fpBHzn4GpRThUJhAiWE+p5TxH783wBevfEOXK06k6WGNdqm/YCCI3xsgJcPDhn83xS2ndMWCX5Zw2YMXkF0nfh7Spq0aseT3OLFERHA4bTgiJqGapuH3+Qn6Eh/AZtfJKvt7zGvf8N7DIwkFQtUyp9R1RUatdOr/rw7rl8V/TjOatmoUY8ba+NCGvLvwVb58fQJLfl/G/9o05YK7z6JeE1BbEpmYhkgcEjkdyRlm2I8nRIi7XZEUqP0j5PeGUHk79iqu/m2HIRkPgfMYCK828sLa4idlEVsDI/pkxeuuk6DO70YoBFUErpPRbOVUOcH5qMLBEVPQSpAUcHYEV3wTSxFBUi+H1IRRXw44LIG/j3PE8S35bP07zBz/B1NHTeO3cbNjPEFDoTDTx82uscD3ef0MuvM9IxBbWCcrN4OC7UUJ6wR8AV68fhAjVrwVd6Xc4/5zmTh8iuk9TdP44O83WDJrOSnpbo48+XDmTJrPa7cNNUImmMgjsQmHtDd0sFvXbeO9hz4hUInNvhktjmqGy+Pi5uevpv/FL8U4kiXi7rd6ml6v3SCHm567Kua6chxlhB+uNgIp51dqow7G6lrZDzEXlioIqgTJGQb+H1C+bwGPkQc29A/xg4s5IOdzNKfhqKRCq0DfAvaamxQaoQuiPWqVUqiCR6BkPOaWPBXG5DgWSbsOnCciYikoqov1ju0HuFNcdO7RkcM7mYdw0DStTJ1QE565fCA/jfyVoC9IOGgERavM+Qlg8+pt/DpmZtz7TVs15qQeHWMWn5pNo/VJh5HbuDYnXngc7U47ErvDznFnteXjlW/R/8s+MSkibQ4bHc5uR049Q+DMHP9HlTNT2ezG19zhcpCS7uHedwxzvk7nHUPz1k2rrNpxp7o44viWlRcsh2S/HVEr1ADTgFzVxQ9bT0OVfI64u6FlDUTLehapNRLS7yWuukdSEUdLlF6Avu1K1NZzUHm3oTafiF7wcvKyOAV+raKwB9CQ7NcQV2dL2NcQ613bj0jLTjVNTC5iHLTWhM1rtjJn0rwarZQBnr/2DTavjh864f73buOQ9i1wp7mxO2140t3UapBNn+F3mJYXETp2P4b73utFZu10XClOHC4HJ154HA99vDPsgc0RGwrCvD244ZkrOeHC47jswfMZtuQ1DjqqOWBMlNcNuKzKh7cBX5CVC+OEGYjXv5aO5E6B1NtBy42EII4cbibEjXjOqlZf8QlCwRPooZ1xh0SciPts4ooASTUyou14AIJ/YoQmLjT+7/2w6glGKkGVfEXVhL0L0h9CtJoFGbQwsFQ6+wlr/17PG3e8G3tD4M43b6JO45olu960cgsOl6PGAl8P6Ux4bzLXPXmp6X1PmodBM55l7o8LmPzJr6xfvpGGh9Rn67rt5DaqFbfdLpedQOceHdm6djtp2akxiWQ6ndueQWbvRwVqNcjhkvvPjXv/g8c/qzS3byl6WOezF7+ib5zJqhSllKEyIQD2wxCxI+l3Q/rOCUsvfA28w0D52Km/KtXFu8BzITjaV2lcALjPhaIVxFfR6JD/ANQuH+YiQPw1n6D0fCPWe0wkyxJU8XuIJ/77qvRCI9etVh+xxf+cEx8oR8STqwuS1itxvB2LKmEJ/P2EsW9MMJKlVMDtMRKX15QmhzU0jaev2TQ0m+EkVVLkiysUg4EQm1YlDo6mlOLLQd8y98cF+Ir9/DVtCT+N/JWrHruYy/rGD0Jns9niOkhl1Eqnzwd38Pw1b8SdrFwpLq56/OKEY1u12DxAXDymjPyV2165lowcc18CFfwblXdrxKVeAxyQ9TLiijatlLTbUFoOBH4GUgybej0f8CHurogjUVLxWCT1SpT/WwguIu5BcOhPdL0YTYtYM2kNwJYL4YrvgRM8Z4FeaETENPvo9TzTLpRSqMIXwftRJF9sAOU+Hcl8zvTwWTznofzfVfBGBXBAxuOI+xxEq9z6yqJqWCqd/YTZ3/1pej0YDLFtQ36N282sncGZN52KK2WnjbCI4E518d5fr9BvzAP0/7IPHbq3M63vTnXR1iS1Y3lmffdnmbAHw8rH7w3wYb/RbNtgLjiqwkkXd2TkmrfpdG77GEextOxUbnr2Cs66qWvCNnLqZVWrT5vdxrSxv5veUyqA2n416GsNAaaKQeWj8m5HhXdm9FS+n1CbO0DRqxCYDcFZiPMItPTb0NLvqZawV+H16AXPofJuAccxkHpb4gq+cWV/igiS+dJOc0sw/rY1RFJvicSviU3RCTZwxfoGACjvx1DyMYYKqAgIgO8HVMEz5uNxdgTPxRj2947I/91I1iC0lEstYZ9kkiLwReQMEVkqIstE5EGT+5ki8rWIzBORhSKyX6Y43JtsiZMsJBwM0/LYyoOhJaLXwOu58ZnLqdssl5SMFI47px2DZj5Lg4Pqc3SX1nQ4pz0DvnqQLleeGOXV6nA5qNOkdlRCdTN+HTvTNKKlzWHjj0mVpd5LzPcfTGHODwvKzDJFBJtd47DjDqZ+i3qV1r/qsYujJjswDskbHRprWgiGSWdJURy1iX8q5pmZwiiv4RWqwutR+XdHsiQVGZOCvhW1/TqUql4ANxVchNp6trGaDkw3/u99PxJWIQ6B6ITu4myL1P4e0m4Hz8VIRj+k9jjj7EE0SO+PIYRLRYUTJANJu7NiywbF75ms1n1QMsaws6+AiKBlPIbU+hxJvxfJeAipMwWJxMWxSC67rNIRERvwJnAasBaYJSLjlFLlXSJvBxYppbqLSC6wVEQ+VipewAuLiiTSM9dulLNLbWuaxgV3nc0Fd8V3tgLo+8EdfHdSK8a9NRF/SYCTL+3Exfd2T+gRDEYid82mxdjKayK406rqWRmLv8TPB098FuXNa/grKGZ99ycLflnMqVedRO84ppQAZ9zQheIdXkYM+JygP4jNbqPH/edy9KmtefD0ATEJYEQTjjnjKPPG9G07w/NGYWRfAlAlYzEPMqaDb7KhSqkiqqAf0Ym6A4YZptY8kiWqIg6wN425KrY6SJr5zkDznIayj0QVvwehNeDqgKRcG98WX+XHGW3ICPcg5h634jgEHIfEqWuRLJKhwz8WWKaU+hdARD4FzgPKC3wFpIthVpEGbCexx4lFBdqffiQzxs+J0acefvyhlUbNTBaapnHWzV056+bEapKKdLvuZL4Z8n2M8AQ49syjajyeDf9uTmia6Sv2M+nDqZzXqxvNW8cKOjBWmBff250L7jqLgm2FpOekYXfYUUpx4sUd+HWMsTsRMc4Ezrn1dBof2tC8Q+cxmCu87VAyFr1kNGi1MU3np8JlwlKFN0JgprFSdx1vqvtWSjcSgsTeMRKaaA1A3xA9HnEgCQOZmSOOw5GsV6pW2HG0YWpZEVv9BAHWLPYUyRD4DYHytmprgeMqlBkEjAPWA+nApUqZGxmLSE+gJ0CTJk2SMLz/Br0GXs+i6UvxeQMESgI43Q4cLge9h9yyt4dWKc1bN+XWV65l8D3DcTiMXMAiwlNfP4jLU/P4Ijn1siqNh6+HdWZ/Pz+uwC/FZreRXTer7LWI0Gf4HZxy2QlMHvkrdrvGadeczJEnHx63DbG3QHnOgZIJ7DQ11DBW9JH1jb4x/iCcHdALBxpqkbIcqk7Ied/EQiVizWNmlSMpSK3PUPn3QXCuMQZbfSTzRcRWJ37/SUDS+6K2/xGxPioNwexCMp7Yq0HDLAySIfDNPsWKy5xuwJ9AF6AFMElEflEqdt+plBoKDAVo3779PppBYs+zbf12mh7emOXzVpKWlc3xFxzL1Y/3SBjaYF/inFtO56QeHZn741+4PE7adm1dqSqoMjJqpdPpvPZMHzc7rqWO3WHDk+Zi8+otpGWnkZIeHVArHDaieNrssbskEeHYM4/m2DOPrvKYJONpcHZCeUcaapXQv8RuZgXDHDFyXTzgPg/CG6D4fYwDz1I1VTEq7ybI/cXI/FRubMpzEZR8TnQsHjd4LkVsdZFaIwzTShUALXePCFxxHAq1vkQVvwWBBWBvjqTdWm2rI4vdg+yqx5yIdAT6KaW6RV4/BKCUerZcmfHAc0qpXyKvJwMPKqXMzR0itG/fXs2evXezvO8LzBw/hwGXvFKmEhEBp8fJC5Mep1XHQ/fy6PYu/hI/r/Z8m6mjp5s6pdmdNjypHgL+ALqu6NyjI72H9KSkyMfrvd7ht3GzUbqizUmHcc/QW2lQhYPeqqJ8E1E7HopYq1TAdghoOSBOJKUHuE5H5d8F/omxZSUVyX4XcUZbSinlQ+XdEVH/OAz9veskJOvVKsTfsfivIiJzlFKmThzJWOHPAg4WkebAOuAy4IoKZVYDpwK/iEhd4FAgNsO2hSmD7hoWpf9WysjDOvSBjxj461N7cWR7H5fHxRWPXMScSfMp3uEt8ymwO2zYHDb0sKIwb6fA/Xn0dIL+IMvnrWLDv5vK4hLNm7qIOzs+zIfLBsU4edUYewsj92kMTnB3RUvvHXVVRR3AlkdMLF8wIlHmvIsKrYTQCrC3QOyWGtQiPrtslqmUCgF3ABOBxcAopdRCEblVREpzkA0AOonIAuBHoK9Sauuu9n0gEPAF2BzHsemfP6w5UynF4+c+x44tO6IcyETTqNusToxTWcAX5Nexv7N17baoIHRKVwRKAkz++JekjU3sB4HzaGLCKIgTSYmN4miEOjCJ66/CRpKTuP00Q9ynWMJ+N6KCS9C334C+qR36ltPRvZ8nL57QHiQpnrZKqQnAhArXhpT7ez1QsxRDBzh2px1Xqss0yXbWPqi/X7VoDePf+YG8jfl0OKc9J/XogMMZJ/lFUvpby7YNeTERL4P+IBvjhHjWNClLGVkeX7GfVYuqFyunMiR7CKrgOSgZC/jB0c6wdY9ki1KBeajidyG8xgilYD8Ewv+U5XM1PE77I1rNdx0quAhV8jWoIOI5wxjDXjhAVeFNRgpDpYP7VCOU8n6ACi1Dbb9sZ8KVcCEUDEDpG43EL/sRVmiFfRxN0zj/zjMZM3B8VGgFd4qLS/uev/cGZsJPn07j5RsHE4zEp5/xzRzGvDaeV3/uv8sHtPHwlwSQOEliXCkuQsFwjP2/aBqaphH0R6tb3KkuDmrbIqnjE/EYST4yn0QpFSVo9ZLvYEcfyrJThf4BUiCjDwT+AC0H8fRAHAfXuH+9aCgUDcJwCFOoktHgOT8q8cieQPd+DgVPUhaLv/AFVPoDaKnX7NFx1ARVNDhidVSeEih6B5V6IyKVZ1vbV7BCK+wHXPvkpZx1U1ecbieeNDfuVBeX9DmP7jXMy7o7MA5Ph+AvCZQJWGPFvJbvhv202/o96Khm2O2xX2OXx8lZN5+KO8UVZavvTnFx7ZOX0OSwBjhcO9c7NrtGWlYqJ1+6+zIilRf2SoWhoB+GWWXp9iQIFEFwAVrWS2gZD++SsFfhdVD0RqQPPdJPCZR8GT8BeKL2lEIFZqGKR6D804hjWW0yjo0RYe+PjMVv/Ct80Th/2NcJzmNn6shyiAbhOCks91GsFf5+gM1mo9fA67n+qcvYtiGf3EY5u2S/vjtYOmu5qROU3+vnp09/5dxe3XZLvza7jb4f3cWAS14hHAwRCoZxp7lofEgDrnqsB2dc34X3H/uUv35dQk69LE6+tBNb1myjaavG5NTLZv7Pi9DDOh26t+fWl6/FnbKH3tfw+jg5WcORCJVJwD8Vc6tpH8r3PeI8qspNKb0Itf1aCC83zhTEZsT5rzUS0Srx9PZNijOOMMr3HZJ2q8m9fQhbM0PlVhEVNEJe70dYAn8/wpPmodHB++b20Z3qihv+ITUzSVYvcTjurLa8s+Blvn33R7au2077bkdx4kXH4XA6aHRIAx777F4APnvhSz7qP5qgL4iuK9ypLjqe256HRty953XaWgamq0YALTarlFK64bQlGYiWVsVOnIYNb8zHYgOpXkgLVfgyhJZSFitIAeE1qB2PI9mDKqmtY/6sKk4oin0LSbsNtX0W0U5ubnCfhWj73jlaIiyVjkVSOLjt/8iolR6TnNyd6qL7bbtndV+e+s3rcsPTV9Bn+B10ufyEmIPireu28cETo/B7DXt8MFRO08fNZu7kv3b7+CoiWia4TiLWgseDpN4UdUkvmYjacjxqyxmozR3Q8+5E6YlTUALgPhXz/I12xHNO9QbsG0dsYLgQ+CejTE1Py+HqgvkK34G49x21ZDzE2R4yXwatHmURPT0XI5n99/bQqo0l8C2Sgojw9PiHyKqbRUq6B0+aG4fbwfl3nFktT9XdxeyJ88pSHZbHV+zn17Hx0zTuTiTz+Uj8HRdIuvH/lBvAvVMYq8A82PGAEZgNHxAA/0+o/N6Vt69lG4IKN5BiePTigvS+iP1/1RxtvJV46dlAgnHYG0N6b6NvbJF/bki9cZfOKPYkmuc0JHcqUmcaUnc2Wubj+6Vzm6XSsUgaTVs1ZuTqIfz5018UbCui9Yktqd0wUbajPYfT4zQ9Y9BsGp7Umkfs3BVES0dy3jcOV8ObwH4wokUnVlHFQ4kOnQAQgMBMVHgDYkuc/EbznIZy/Qr+nwwnMFfn+JEuE+HqAr5viRb8GjiOQeJEwIwaR+qNKNfJqJLvAB1xn26EYdiPEBGQrL09jF3CEvgWScVmt9HutCP39jBi6HBOO9MzBrvTTterT9oLI9qJ2BoayUbMCK/BdAUtDmOSqETgA0YeWM95uzbG9AdRgdmgFwDest2CZA6oehv2Fkj67bs0Dotdw1LpWBwQpKR7eHJsHzxp7jKVk9Pt4JYXr6b5Efuwh6rzGEzXZSpohG7YQ4itDpI7Ecl4DDxXQlofJHcyYm+2x8ZgsevscvC03YkVPM0i2ZQU+5j93Z8EfEHand6GrNx928pChTeitp4TCcBWaunigdQb0MolRbewKGV3B0+zsNhv8KS6OfGiDnt7GFVGbPWg1lhU0WtGGkMtB0m9Gdzd9/bQLPZDLIFvYbGPI/bGSNZLe3sYFv8BLB2+hYWFxQGCJfAtLCwsDhAsgW9hYWFxgGAJfAsLC4sDBEvgW1hYWBwgJEXgi8gZIrJURJaJyINxypwsIn+KyEIRmZqMfi0sLCwsqs4um2WKiA14EzgNWAvMEpFxSqlF5cpkAYOBM5RSq0Wkzq72a2FhYWFRPZKxwj8WWKaU+lcpFQA+BSoG7rgCGKOUWg2glNqchH4tLCwsLKpBMgR+Q6B8Opi1kWvlOQTIFpEpIjJHROImshSRniIyW0Rmb9myJQnDs7CwsLCA5Ah8s8wGFQP02IF2wNlAN+AxETnErDGl1FClVHulVPvc3P0rfZiFhYXFvkwyQiusBRqXe90IWG9SZqtSqhgoFpGfgSOBv5PQv4WFhYVFFUjGCn8WcLCINBcjBcxlwLgKZb4CThQRu4ikAMcBi5PQt4WFhYVFFdnlFb5SKiQidwATMXKXDVNKLRSRWyP3hyilFovId8B8jBiv7yql9nwiUQsLC4sDGCsevoWFhcV/iETx8C1PWwsLC4sDBEvgW1hYWBwgWALfwsLC4gDBEvgWFhYWBwiWwLewsLA4QLAEvoWFhcUBgiXwLSwsLA4QLIFvYWFhcYBgCXwLCwuLAwRL4FtYWFgcIFgC38LCwuIAwRL4FhYWFgcIlsC3sLCwOECwBL6FhYXFAYIl8C0sLCwOECyBb2FhYXGAYAl8CwsLiwOEpAh8ETlDRJaKyDIReTBBuWNEJCwiFyejXwsLCwuLqrPLAl9EbMCbwJlAK+ByEWkVp9zzGLlvLSwsLCz2MMlY4R8LLFNK/auUCgCfAueZlLsT+ALYnIQ+LSwsLCyqSTIEfkNgTbnXayPXyhCRhsAFwJDKGhORniIyW0Rmb9myJQnDs7CwsLCA5Ah8MbmmKrweCPRVSoUra0wpNVQp1V4p1T43NzcJw7OwsLCwALAnoY21QONyrxsB6yuUaQ98KiIAtYGzRCSklPoyCf1bWFhYWFSBZAj8WcDBItIcWAdcBlxRvoBSqnnp3yIyHPjGEvYWFhYWe5ZdFvhKqZCI3IFhfWMDhimlForIrZH7lertLSwsLPY0SilQeSAeRDx7ezh7hGSs8FFKTQAmVLhmKuiVUtclo08LCwuLmqL801AFj0F4EyAod1ck4ylES9vbQ9utJEXgW1hYWOwvqOA/qLxeQMnOi74fUHo+kjN8bw1rj2CFVrCwsDigUN5hgL/C1QAE5qBCq/fGkPYYlsC3sLA4sAj9C+ix18UJ4bV7fDh7Ekvg70cU5hXx0g1vck7aVZzluYL+PV5i6/rte3tYFhb7F872gCP2uvKD/ZA9Ppw9iSXw9xN0Xefezo/z4ye/4vf6CfqDTPtyFnce9xD+korbUwsLi3hIyrUgHqLFnwc8FyO22ntrWHsES+DvJ8z9cQGbVm4hFAiVXdPDOkU7vPw8esZeHJlFVVny+z+8fvs7vHTjYGZ9N9cwC7TY44itDlJrDLjOAMkEW2NIvx/JeHxvD223Y1np7CesWrg2StiX4ivysXz+Sk6j814YlUVVGfncWD5+6nMCviBKV0wd9Rsdurfn4Y/vJuKBbrEHEXsTJHvg3h7GHsda4e8nNG7ZALsrdn52p7podniTvTAii6qyZe02RvQfjd8bQOnGqt5X7GfG17OZO/mvvTw6iwMJS+DvJ7Q9rQ21GuRgc9jKrmk2DU+ah86XdNyLI9v/0HWdCe/8wK1HP8B1h97F+4+OpHhH8W7rb/bEP9FssT81X7Gf376cWe32lAqgggv+8yaEFsnHUunsJ9hsNgb+MoA37niPaWNnouuK9t2O5O7BN+NJde/t4e1XvHjDYH79Yga+YuOwe/TLX/Pz5zMYMvcFXB5XpfXDoTAzvpnD3Ml/UbthNl2v7kztBjlxy7tSXIgWq7ax2TXcadVz6de946Cwn/FChVD2Fkj2W4itXrXasTgwkX354Kh9+/Zq9uzZe3sY+xyln5ml+60+a//ZwC1H3kfAF4y67k51cfvrN3LG9ackrB/wBbjvlH6sWriGkiIfTrcD0TSe+vpBjjrlCNM63sISLm1wc9kEU4rT42TwrOdo2qqxab1SlAqjvB9B8Xugb6pw1wb25kit8db3wQIAEZmjlGpvds9S6eyHiIj1464hi2f8jc1ui7nuK/Yz98f5ldb/esj3rJi/ipIiHwABXxC/18/Tlw8kHDZP95CS7uHJsX3wpLlJyfDgSXPjdDu47ZVrKxX2AKrgUSh81UTYA4QhvA5CiyttJ2EfKoDS81DKxCHJ4j+DpdKxOKBQuk7QH4y5bnfaqdu08oQ7P474GX9JIOa63+tn5V9raHFkM9N6bbu2YdTGd/nqze/4e9YyDm77P44//9jKxxveACXfEBsKoDw20LdW2pZp+yqIKnwevKMAHbQMVPrDaJ5zatTegYZSOvgnorxjAJCUC8HVDZF9cy1tCXyLA4bfv53La73eJRSMXYnb7TbOurlrpW3YnSYemoDSFXZn/J+TUopBd7zLlFHTCfqDzPhmDiOe+pzHPruX485uF7/D4BIQh+EFGrfxADhaVzp206oFA6DkS8DYsaBvhR0Po7RsxHV8jdo8UFBKoXbcD74fKQ3EpgK/g/t7yHxln9yF75vTkIVFktF1nRevf5OAyercneqi/7i+1GtWp9J2zu7ZFXdq7MFuTv0smrRsaFLDYOb4P5g6ejp+rx89rEdUQQGevnxgYk9pWyNQsf4XO/FA2i2Ill3p2Cui9GIoGUuZsC/Dhyp6s9rtHXAE54N/p7A3KAH/ZOPePogl8A9Q1v69ns9e+IrRL41jwwoz3fD+RXGBlz9/+osVf5mbKq5fthFfcUXBZpBdN4uju1RthXzaNZ3peG57XB4nTo+DlHQPGbXT6Te2T8IV3Q8fTY05tAUQTfjzp4Vx64njYHC0Ijb2i4DjSCTrFbS0O6s09lKUUijlR4W3gsSeZwAQXlOtNg9IAr+Z77yU37i3D5IUlY6InAG8hpHx6l2l1HMV7l8J9I28LAJuU0rNS0bfFtVn5LNjGPHUF+ihMIgw/PFP6fni1Zx3+5l7e2g14vNXv2H4oyOxO+2Eg2EaHFSPp8c/RO2GtcrKuNPcpqocgNSslCr3pWkaD3/cmxULVrHglyVk183kuHPa4XSZq3rKSLC7r2zrL9lDUTseBv9PxgVbPUjthbhPQbT45qAVUUqhvCOgaBCoHaDlxNk9SI1VRPsjSinQt4A4ES2r6hW1TMBJ7A7JCVpG8gaYRHZ5hS8iNuBN4EygFXC5iLSqUGwF0Fkp1QYYAAzd1X4tasaqxWsZ8dQXBEoChIJhQoEQAV+QoQ98xObVW3ZLnysXrmHSh1OZ//OipMeP+eOH+Qx/7FP8JQGKd3jxef2sXLiGR7tHrTn4ccTPhE0EvjvVxQV3nlXtfpu3bsq5vbpx4kUdKhf2wGnXnGyqClK64siTK/5cohEtAy17EFJnFqTeAeGtUPgUavNJ6Hm9DNVMFVDej6HwJSOtH3rkoFcndvfgRtLurlKb+zsqMA+19XTUllNRm49H33YlKryxapXdZ4LZZC1i3NsHScYK/1hgmVLqXwAR+RQ4D1hUWkApVX5/MwNolIR+LWrAr2Nmmgo+gGlfzuKCu6ov/OIRCobo3+Nl/pg0v8zTNLdxLV6a3I/sullJ6WPMa+Pxe6O31XpYZ+3f61mzdB2ND23I8nkr+aj/aNPJ5uTLjue0a5IXh2j98o0MunMYc39cgMNlp+vVnbn5has49syjOeWyE5g88hdC/pBxwCvw6Gf3ohRMeOcH5v28iPr/q0uXy4/nt69mM3XUb6RkeDj/zrM44YJjITADiocAJVD6KP6fUTv6ItmDKh9c0SCi9c0AIZBaoGUZq1xHayT9AcRxaNLek30VFd6EyrsWlHfnxeAfqO1XQ+2JlVraiJYNWW+h8u9iZ3x9Dcl6vVo7rz1JMgR+Q6C8wm8tcFyC8jcC3yahX4skk2yrglEvjeOPSfOjzBjX/bORF64bxLPfPpqUPvI27TC9brPbKNhWBMCPH/9M0BdriulOdXFk58OT9twF2wu5o8NDFOUVo3RFKBjiu/cns3Lhal6Z0p9737mVc3t1Y/bEP0nJSOGkHh2w2W30bHMfeZvy8RX7sTttfPLUF9gctrJgeX/PXs6i6adz84MTiBXYAfBPQel5CQ9ulQpFVvZmNwvQcqcnfDZDHTQSioca7TiORNIfRByJdyf7Mso7ykSlFTZ2PoGZ4Ko8ZIm4OkGd6RCcC0qB82hEnLtnwEkgGQLf7Ndium8XkVMwBP4JcRsT6Qn0BGjSxAoKVlU2rdrCR/1H88cP88mqk8mlD5xH50s6xZQ78aIOfPLMGMKh2FV+p/OPSeqYxr89KcZmPRwK8+dPC/EWlpCSXr2wAsvnrWTprOXkNq5F266tsdlsdOzejpV/rY7xnNXDOi2OagZA0B8iniYp6A8y6aOpfDdsMnpYp9v1XTjt6pNMnbMSsWnVFka9+FVUgDSAoC/I37P/Zcxr48nbmE9u49qcfctppGcbybKH3P8BW9duIxgR7qFAOPL/nYLIV+znq0HfccFVW6ld16RzsYOeBwkEvogdpdUxd97SaqH8U8HZMa6wUkWvQvEHlE04gRmo7ZdDrS8Q+0EJ3pl9mPBqINZqCxSEN1S5GREHOCv3qdgXSIbAXwuUdxdsBKyvWEhE2gDvAmcqpbbFa0wpNZSIjr99+/b7btyHfYit67ZxW9s+FBd40cM6W9Zs46UbB7P27/Vc+ejFUWWbtGzINU/04MN+o9B1hYixsr/lpWuo0zi5yR8CPrMfk0HQH4QqCvwy1dAP8wHBZtNIz0njlZ/7c/6dZzHx/Sls35hHwBdEBJweF7e8fC3uFENn3rlHR74bNjnGSkYP60z78nfmTVlYdu+fP1bwyxczeOrrB6u08i/KL+bJi15i0fSlhENhwqFYT1W/18/b93+AHla4Upy89/DHvPjjExzSrgW/fD6jTNgnwuGys+jPwzip2zqg4mRtM8w3KyPtfih4jJhDRj0flX8PIJD9NuKM9spXejEUv0+M85fyo4reRLJejSqrvKOgZKRx1oAD7PVA3OA4Ckm9DrHVr3ysewLHMeD7nphdk9LBYR4mY38nGWaZs4CDRaS5GMuDy4Bx5QuISBNgDHC1UurvJPRpUY7PXvgKb1EJeninsPEV+xn57Fi8hRVVAHBpn/MZOv9lbnjqcm54+greWzSQc3udkbCPcDjMb+NmMeiuYYx8bkyVUit2PPeYqOiepTRoUY/M2lW3Yhjz2gRDNeQN4Pf68RaWsGXtNp65YiBpWakMmfsCVz/eg1adDuWECzvw3HePcE7P08rqH358S0696iRcKS4QQ93j9Dg5744zooQ9GMJ5/tSFLPilaqEKnr3qNf6atoSAL2gq7EvRwyrSfgBvQQlPXz4QpYwJoCoopchucjFICoYxXCkeSO8DhFGhNUaIhPBW9KLB6Pn3oBd/gNILAdBSzkOyXgBbc4yD2tIJzQeqCFQhKu9mlO6N6pvwWmMXEftUENwZ3lnpRahtF0DR8xBeiWGQl2eEfQjOBe8I1NazUcF/EjynH73oXfSt56BvPQ+9+GNDHbUbkJTuYKtF9KG1G1wnII7/ZqrDXV7hK6VCInIHMBHjmzhMKbVQRG6N3B8CPA7UAgZHVk2heMF9LKrP/KmLTA9iA/4gC6ct4Zgzjo651/Cg+vS4/9wqtR/wB+nT9UmWz1uFr8iHw+Xg46fG0P+rvrQ9Nb753mnXdGbyx78Y6iMFNocNp8tBn+G3V/3hgAnvxKqG9LDO37OXs2NrAZm1M7jswQu47MELYuru2FrA0lnLOfvmrpx2dWemffk7TreDLlecyPRxswn6TZLKeP3M+2khbU5KrJ/O37KDuT/+ZZqYpjK2rdvOxpWb6X5bN9576JOYg+fyiCZk5KTTuvOJiBqHKnrL0DHb6kPKzRD4BbXpOIyDwyCGRlUzXvsmo4rfhlpjEFs9xH0G4j4DvfBlIxgbJmP3TwGPcXhvhGKeDSp24QBEJg8D5f0YwusxTRAOxthUCFX4NJIzPOauUmHjwDS4hLJdSOHzqMAvSPaQuO9PTRHxQK0vUEWDjJW+uMBzGZJ6XdL72ldIih2+UmoCMKHCtSHl/r4JuCkZfVnEUrdZLv/OXxVzXemKEQM+NxX41WH80Eksm7sCv9cQuqWxaJ65/FU+2/AONpuNVYvXsnzuCur9ry6HHXcwK/9azcNnPWOULaeYu/WVazn0mOrpfCvq50sREdO4OGCsiIc//imfv/w1DpedcEinXrM6PPvdI2X2+QunLYnci54snS4HW9dtY9Cd75LTIIfTr+kcZdNfSsG2IuwOW9wxJEIphc2mcW6vbiyctpTpX89Gs2mIgCvFSaDEeN/CYZ3supnUa5bLtQfdSfM2Tbj68Rs4uO1TAOgFz4J3BLGCu1ToloAeQBW+gGS9Uu52gUkdDHWGKo6MMYDafgUE/8FciLvBcy564WtAEHyTMdeJR3UAgdgIuEr3ogr6Q3Ae0UeAPghMRwXnI442lbRdfUTLRjIeg4zHkt72vogVS2cfJxQMMe3LWcyZNI/cRjl0u+4U6jSJDvJ1yQPnMePrOaZmh//88S/5W3aQlZtZ4zH8OOKXMmFfnoA/yNJZy/j0uS+ZM2k+NruG0hUND65PRq10/MW+qMPScDDMh/1GceaNp1bZMqak2Een845h/NAfYlbStRrmUCtOHPppX/7OmIHjCfiCZRPG6iXr6HfhiwyaadjoH3R0M9PJJOgPMXnkr/iK/ThcDj552tjNHHH8ofz06TTmTl5A3aa5dLvuFFOVVWWIQIOD6pV9jo9+eg+rl6xj6e/LcKe6WDJrGXN/XEBaZgqtOh3K5y9/zaaVm1EKNq3azB8/LOC57x6h1XEu8L5fhR7Dxqq9/Bjcp6J8X0WbJAKgQySGjvKOjQh7k9W91hBcJ8COh9m5q6jikZukRr1Uyo/afgmElpu3oUIQmAOONpHvuI7E8xC2SIgl8Pdh/CV+7jnpcdYsXW+oUpx2PnthHP3GPED7048sK3fE8S1Jz0mjYFthTBuaTaOkyLdLAt/uNP9xKV3xw4hf+GPS/KgYNasWrjF+/ia/3YJthRRsK6xUh795zVZevP5NFvyyOLIatqFpgl7OAiZvYz7//PEvh7RrEVN/zMDxpoe0K/5aw8aVm3G6HfTpOiDq3KPsuZQqq1u6en/w9P4oZahXSgOljRk4nvPvOouxr40vmxBL78fD5XbiSHFw1+Cbo643admQlHQ3tx79AN6CEoKBECJG2IXyE7lSxjnD4HuGM+i7KjoIgaGuKPd8StINoR1ehbEqF+NgNeUGxNbAKOj/FlNhjx3cF4J3CIawrw5uSLk8+lLJN5FQDub+IYgTJVlGoDfvaMCPsrdCMvohziPN61iYYsXS2YcZN3giqxetxReJvR4MhPB7/Tx71Wsxsde7XH4CNnvsx5mWlVqlsL+JOLvnaaaHi5m5Gfz25e8x+vVQMBzXuUs0DU8l1jmhYIjeJzxadjahh4yQxnoFQeor9vPkRS/F7GyUUhRuLzJt22a3UZRXzFeDvsOXQG9ekdIuSoV5KBDCV+xn0gdTeObbR+h03jG0OKpZ3B0HGCqo1KwU/MUB+p7Wn9uP6cu6ZTvN/0YM+IKifG+Z1Y4R88Z88vh33koIVjU9ogs8F0faDKDyboLt10WEvQBOcHZFst9FSy/nYSvxJuUQeN8gvrDXiBEtkmKMw30qkhZ9hqP8U+OfEQDgAP/ESAhnH6AgtBCVdw0qFKvKtIiPJfD3YX4a+atp7PWgP8iK+dFBwq587CKy62Xh8hiC2Wa34Upxcv+w29E0zVRwbN+Yx/DHP+Xhs59h2COfsHWdubXscWe3xVEhfICmCX0/uNM0+iQYOwunJ3qScHmcdLv+lEpDEcwc/wdF+cWmq++YZ9iQxxevfkPAH+CLgd/Qo96NnG6/hG0b8kwnQM0mNDuiMYtn/lOjw9aKFO/wkl0nkyfH9mHIHy/S9aoT0Wxx1FUC2zfmE/QHCfpD/P3Hv/Q+4VH8vgB//DCfqaN+M/WPMCMlMwUjjktlOMF5DBIJsKaKP4TALIyVewDD1DIE+jrEudMPQw8sMMIuJwoCZIoGtoMjOwoPuM6BnLFI1iAkdyJa1quG3Xp5bHWJtjwq31xdyHwF/NOINQsNoIqHlXs5Gz3vVvSt56Lv6Ide8CL6tsvR8+9DBRdU8zn+m1gqnX0YhzuOE4yucLijfzRZuZm8u+AVJrz7I39O/ov6Lepy/h1nsuCXxVze+Ba2rttO3aa53PjslZxy2fGsXrKOuzo+TMAXJOgP8ufkBXz15ncM/GUAzVs3jWr7nQc+wl9BPaLZbXzz9iSOPbsdUz79NcYksenhjTj5kk588sxYNJsQCoTpfEknbn35Wn4ZM4OF05YaZpQXHIumRQvmDf9uqvJBaCgYZvjjn/HRk6MJh8JlE2Th9iIjBpjTTjAQQtMEu8vOrS9dg2hCs8MbM3fygiqrneOhh3XD3BP4d/4qFs/8p8wEszw2uw00CAfKCXQFO7YWcutRD7B1/faynVxVqNs0FzznRmLZxzkotR8FGY+hOctZUpV8TmywLx1Cy1HhTaCCxg4g/G+VxxKNgvByyg6E/RMhtBBqj0dMTTtBUi5FeT8jWqUjoNWG2lOQ4EyUOE0iU4YhtMR4Au9X0T4GkesABOeifJNQmc+iec6u4XP9N7By2u7D/DDiZ167bWiULlrEsGN/f+nrlR58Tnj3Bwb3Hh5l8udKcfLA+3fw7bs/8McP82P07Icf35KBvwyIunZO2lWmZoN2p50Plw/i9mMexFvgxe8N4HA5sDttvPhjPw5t3wKf18+G5ZvIyE3HpgnXt+xNUf7OYF9p2akMWzyQ7DpZZdfmTl7AE+e/UJZGcFeo0zSXhi3q4i32sWbxOgK+IC6Pk1MuP55vhkyKW88ZmVDjWQiBsctpcVQzBs9+gVWL13LHcQ+ZCm3RhLpNctm4crN5Q0K1Jx5PuptnJ9zPYS2fjjZjjMEOnouQjCcR0dC3nBon9LFA5mAofAL0OONMSKkaR4hR9UgqkvkC4j7NpJ6BXvI9FDwE6IalkK0+kv02Ym+KCm9EbelK7MTmgJTLkPQHUZs7gipIPETJQOpMj91hlEMpBYGZKN94wIZ4zkOcu2bltqexctrup3S54gQ69+iI0+PEleIiJd1DZm4mT37Vt0pWLsMf/yxGUPu9Ad5/dCTzpiwyPVRdNH0puh69Wo+nZtDDOrUb5PD+4oGc3bMrjVs25LAOB/P0Nw9xaPsWFOYV8fKNg+nVvg9XNLqFK5r1ihL2AEV5xfTtGj3BHHXKETQ5rGGMGqkmFG4rpHajWvz750q8BSWEAiGKd3j57r3J8SsJPD3hYW59+VpaHnsQDlecjbAINz1/FQAj+o8mEOdMQOkqvrCHuMLe4bLH/ZxLCn307fYC06beC+5ziP9TDkHJZ6htlxnCzH0u5qogBTtuq2GqRAe4zoCU6zA9eFVeCC1N2ILmOd0QxjkfILW/QGp/i9iNnabY6oG7G+COriROJPWGyARWFfVcGEIrEpZQBU+g8m+BEsNbWG2/Dr3QMGdVwaUo/1RUePdEld0TWCv8/YDVS9bx169G7PVjzjgKu6NyTVw4FOYM52Wm9+wOw9PUWxB7UGZ32Zng/SRK0DxxwQvM+GZOlE5ds2m0O/1Inhn/MIN7v8+Ed38k4AugaRo2h42eL1zNxOE/sWLB6irpyr8LfBoVv6ak2MeH/UYxfugkSgp3faVfXb7YMoyMWukEfAHu7fwES2ctMy3ndDt4buJjvHDtoMRCvZpoNo1HP7uHPybNZ9JHP8d1zMqul8Uniw9BK3mXyrYJkj0MHEejtp4FetVjxZRrAUMLXH4F7wRbXaTWOCOIW8Ejsaaekopk9Ec83WvQp4FSQcPhzPux4RXsbAdpDyNqOyrwBxQPpnKh70JyJxkTiFkfwfmobVcTa5nkBFvTiMexzTjbSLkUSX90n0xjaK3w93OatGzIWTedSsfu7ask7MHQGefUNw+mVa95XY7uau4hq4nEHJbe8caNZOVmlMVzd6e6yKiVxl1v3sSiGX8z4d0f8Xv9KF0RDoUJlAQY3Pt9Vi6smrAHeODUJ9m8Zufq0pPq5pYXr+GIEw6rUv1k4klzk1ErncK8Iu7t/DjL5sbXZwd8QV67bSj1W5hFNas5uq7zys1DuOiec7j43vgJxYvzi8nP60jM6tcE5f0C0VLBfV7NBpXaC3I+gYxnwHEk2P4HqTchtcZG2j0NJJ3oA1jNsNBxn24+JqVQwX9QwUUoFf/AWsSBln4XWt2ZaPUWIlmDoeAhVH4vKH6LynVidiP0cxxhD6B8kzFPFh+MnEuUGJMNAfB+HkkPuX9hCfz/MNc/dVmMOaUrxcmNz16BMjlYBLA57Pw1bUnUtdxGtRj+zxvc9ur1nHd7N2556Vo++GcQ9ZrV4ZfPp5vmZNXDOkFf1a1g/pq2hHtOfIxQMMTM8XN47NznuL9Lv7jmlfHIqZ+NiJjmpagqd755Ewt/W8qTF73Esj9XJoyRA0a6yM6Xdqp2hM2EKMMC6I073+O7YZPjGssoBam57SHlYiq1wfBPRC96DxwtgdhkLJXiHW4I3pSL0WqNRsv9Di29NxLJ7iTihJzPQCsfHE2BoyMVrXCUnmfE+dlyAmrbRajtV6K2HI/yz6jSUFTR6xD6J7KbCLJTlaSBpGG8F7bI3x6wt0Sy3kjcqHhixln2DDGexiUo7/AqjXVfwrLS+Y8SDoc5/nzDAubDfqPYsnYb9ZrX4aZnr+SEC45jwrs/mtYTiT2oDIfCFOUVc+qVJ3DWTadG3dNsNmNXsIuqQaUrCvOKeeqyV5nz/byyg2qn24GIuRNXRTSbRmbtdJq3bmJE1qzmmOxOG+f26sagO99DKSgxCTwXj8F3vx9z9rGrKF3tTB5j8igOl52TLu6AJ9UNPIYeWguBnxK0GIKi1zBmj8pCIJgNqBhV8CRS67P4Zfzfg17evFeB/3tUYX0k4z4A9OL3oHAgUatpFWk//xaoPQmxVZJQvuSrOM8QifhpbwUEIbgQtDpGbuBKEPdZqKKBlZYrQ6/kkHgfxBL4+xmlZy5b1mwlb9MOmrRqFPnB77w/8tkxfPb8VwT8QVLS3Vzb/zLOva1bVDtdrzyRBT8vMvVGbX3iTjXKV29+y/uPfkooGAIFZ950Kl2uOIHUzFQaH9qAUy4/ni8HfRvXHr88lQnukD/I9HGzo1RKAV+wyqbgelhnxYLVrFhgnsi8MtKyUvlmyA8JwzrH6zccqoEArUb7Zhx6zEH0fvuWnRecx0FgOvEtdqjkXhUI/olSKkZ3rcKbIfSvkSAlRgfug5KPUOn3QnA2FL6GueoEI7hayVgk7Rbz+2XEn1zFcYQRGA3KwkRUBbE3RkkaKPOkOtHYwdWlym3vK1gCfz9h9ZJ1vN7rHeZNXYggiCa4U1yEwzrXPnkJPe4zIl+OevErRj4ztsyLtGBbEUMf+AhvgZcdWwspyiui03nHcuLFHZj04VT++m0pviIfdocNm93G/e/1KosjP+WzabzT9+OoA8Mv3/iWb4Z8j81hIy0rlXAobJpNqhTRBIfLgaYJrU9qxaxv58Z/SBHsTnvs5JFgknC6HQlNJ6tD/uaardj2ht2D0+PkvndvK/usACTlQlTx4Ii9+m4alLijhL1SIdSOR8E3HsQJKja8h1GwBAgaWbPiCXsAguCfBZUJfHc3KBlD9EGtZsTcLxX2VUAF/0F5hxnWO452lQh7G4bqyAVaBpJ2W5X72VewBP5+QP6WHdzd6RGKdxSDAoVChVVZrPsPnxhFo0Ma0OGcdnz63JcxIQP8Xj/vPfwJmqahh3WmjJpOw4Pr0axVY9qd1gany0H9FnXpdt0pNGix81BrxIDPTa1DQsEwoWDYNKBaRZSucKc4uf2NG5n7w/y4NueaJjRoUTfq4LYybHYb3W/txvihk6oVJuG/QFZuBg0Pro9SOgR+M8ITSCak3ADFr7N7BP7OEA2lqOK3wTcB8Js4RpVHUMUjImaflYwtOAMVXIg4Do/fWvp9qMAMQ32kioEUEBeS+WxVHwbln4bK62WMvSy2f7wvaD1wnWRkyXJ2RFIuR7SsKve1r2CZZe4HfPLsGD4e8HnClewRJ7bk+YmP0T396iqFJCjFZtewO+zc++6tdLn8xKh752dfS/GOitEUa4YrxYndYY/b3tk9u3LzC1dz7cF3smNL1Vfaml1DROLG7tlb2J12wsFw3Fg4u4zAqT1sPPDqfERKV7mlK9BdQYPcGeCfDgUPsFNProGzg+EMVS4Qm76pI8RPYFeB8gfFiSYHDdznIJkvGjsD8ZiaPyoVAN8kVHCRYbPvPtuwFqoCSinUli6grzO5W/F9dEPmc2iRHAH7OpZZZhXwFpYw5L7h9Kh3Ez3q3sibdw8zVtT7AMvnrqhUbbF9Qz4Ol4OcelnVajsc0vGXBHi159sxq+SD2jaPU6v6+L0B0+xbAAjc/PxVpGak8OIPj5PbqBaeNHdZXKBE6CF9nxP2YARX262LKQXTvgkQLB+qYZeFPaDlIKoQCh8k+lBUQWAByl8hDLeqjhWVn7LYPQnRIfAHanMH1OZ2qM0d0ItHxpQScSKes9EyHkBSLqmysDfGnQd6PAcqVyRlpAa2xvuVsK8MS+Bj2Dzf2/lxxg3+nvzNO8jfUsD4oZO4+4TH4nuZ6jrBQHJ0x4lQSpGWnWZYasTBZrfR/vQjERFufvHqKqfNq9jPvZ0fp+eR9/HuQyPI37KDm5+7qixOTDKIFzbYZreRmmn8WJu3bsqIlYN54YfHeXTUvWUhDqpDTZ5/f0QpIX9rFbWyUg9Iqbyc82TDUkVVVNcpoBDyrzPMKEuFvrNd1QdcRmUTkw30jYZQJmz8v/A5dO/oGvQVh0R6fltttNzJaPWWoOX++J8R9pAkgS8iZ4jIUhFZJiIPmtwXEXk9cn++iLRNRr/JYs7381i/bGNUwK6gP8TmVVuYOf6PqLIBX4DXb3+H7ulXc3bKlfQ86n4WTU/sNr4rvH3/B/z48c9x1TR2h43UrBQuf/hCALpcdgIPf9K72jbhfm+Af+b8y4oFqxnz6nhuOeoBdmwtwJPuQTRjOy2RfLDJJqVCuGRN02h57MF0OLsdD350F06PMyZYXCKqEpLB4bKTmpWCy+MkMze9+kEh9wFEFFm1q7joUNvA3pBKf/K+7yI6+QRCOfQXqvgdYwzpj8QkNNl1wsTuAkqgqBI7+mog4gHXqcSGmfBEQkT8N9llgS9G6pk3gTOBVsDlIlIxGeiZwMGRfz2Bt3a132SybO5K0zDEJUU+lv+5Mura05cPZOL7PxEoCaB0xYr5q+h7+gDW/r0+bvuLZ/7DW/cOZ8h9H7Dk9/gJnCuycuEavhkyyfRwNKd+Fs0Ob8x5d57J0HkvU7tcHPaWxx6UcEdQGcFAiIJthTx+/gvkb8ovW5krZeimWxzVjDYnHcY1/S4ho1Zaldp0uBwc1vGQmHE5XHa6Xn1S3HpHnnI4rTodQjgYrrIzVVFe5aq4oN+IqeMvCVCYV7TbjFp2Fy5PmItv3YyzyhuwIGRWRWAWUSXVkHcEgGHfnv50VQexa9QoqFt8JPPpyA7FHfEQdoLnAiTliqT2U4oKLkDfdgn6xpbom9qhF76KUrtfS1CeZFjpHAssU0r9CyAinwLnAYvKlTkP+FAZ+8AZIpIlIvWVUjUJ6JF06jWvgyvFGROzxZPmpl7znQ4gm1ZtYfbEP2P06UF/kNEvf809b8eakr3T9yO+enOiYdut4Ju3v+fCu8/mhqcr/1L9PuEPU5WSCJxzy+lc/XgP03pGghFzCZZTL4sTLjyO8UN/SBh7PRQImQpYzSZc/tCFdO7REYCzb+lKzzb3U7CtMGGmpwvvPovz7jiT3ic8SmFeMUF/AIfTQaNDG3D9gOiYP1vWbqNwexGNWzbgse7PsXjmPwnbrjGRJvXQfibtUVx0yxau6F1NAbjtfJI2s5VX+YT/qmIlDbRaoO+gRo5ftibVr5MA0dKQnA+MJCrhdWA/BLHVTmofpajQSiNBe2mcIVUIxe+jwuuRrBd3S59mJEOl0xAoH291beRadcvsNY4//xg8qW40baeEE01weZyceHGHsmvrl280VReEQ7qps8+Kv1bz1aDvyuLMKKXwewN8MXA8q5eYWQdE4051o5moUJQyEovnbco3redJdXP8BcfFjNWV4uLa/pdx56CbaHhIfdO6FfupSCgQZtH0pWxZa1hmDLpzGDu2FCRO65fq4tiz2pLbqBYf/PMGfT+4gxufuZJ+Y/vw5u/P4UkzVDr5W3Zw78lPcN0hd9L7xEe5qPYNLJr+9+4R9vsZrhQnz0x4mKO6HM451+zgnGu3o9mq6wMQyRaVlAGVC3WsxY9PY4gYB9gOgsxXkNypkN6HqiVvKY8bSe9T/XFWglJhI15+0WBU/t0o7xiU2vXEODH9FL9jYrbqA993ezT6ZjIEvtlGu+K3qipljIIiPUVktojM3rJlz7wRTreT1357msNPaInNYcPmsNGqwyEMnPZUlGNL45YNCZgk5rA7bLQ89qCY69PHzTYNHqaHwkwfV7m5afnJpiL5m3fw1GWvxr1/79BbOKrLETjdDlIzU3C6HZzb63TOvNHwDty6NrEpncNlNz0wDfqDjH/nB6475E7u69KPXz5PHPvE7rTT7PDGZd67doed488/lovv7U7bU1tHmds9du7zLJ6+lIAvSEmhr2rx8CVySLsf6uCrhBg70EEzn+OYM47m+a+acsdzm6hVN4gIuxQzqGqYiQgNgr+jFw1DqSDiPoO4GavSH0Vyp6DlTkDznIWIHS31GiT3e7C3TNCvw4hQidtYeWe9hri77vrjlEMphcrvjdrxBAR/h+AsVMGTqPxeybewCi7CVFUmTgivTG5fCUiGSmct0Ljc60ZARYV2VcoAoJQaCgwFww4/CeOrEvWa1eGVKf0pKSpBqdiDRIDaDXLofEknI2BYOb260+3kontiIxo6XA40u0a4woGrZtOqZH2SXSeThz++2zRvaziks3jGP2zfmEdOvdiomJ40D8+Mf5jNq7ewefVWmrRqREZOetn9xoc2YOms5XH7bnncwZQU+Vi9eF2M52tp9qv5UxYmHL8r1UWjg+vT4Zx25G/eQXbdrLhl1/69nhXzVxGqromlMs4cmhzWiPXLNxLyJ391tjdp27UN/b/sg8vjMlaeRYOQhOERNBKFHag2Wm1If9I4MA3/gyG0dAivgKLnUb5xSK2xkN4XCl9kZ+hkO7i7ISlXmtrQi60Byt0DigbE3DPqno2W9ULynsOM4Hzw/0x0KIgSCPxuhIAol/JxV1AqFHEOM7vpj0xse4ZkrPBnAQeLSHMRcQKXAeMqlBkHXBOx1ukA7NhX9PcV8aR5TIV9Kfe/exuXPXgBWXUycbqdtO3ahtd+e9o0UXjnHh0QzfwtTrR6L8/x5x9LnabmekWbXcNbSaz4Ok1yOeKEw0hJ97Bq8doyNdCNz16Z0Hxx6e/LqNUgh6sf70HTVo1qZB7pL/az/M+VfPLUF1xz0J3Mm7KQ9f9u5P3HRtL7hEd57urXWTbXSEixfWM+dmfN1h96SGf1orVVEvZ2p53UzBQatWxQo772NCdf0gmXJ7LLVAXxBQcAdtBySOp2R98Cxa+BqxPGKr78ZKIgtAhV9Cpa6nVIrS8g5UbwXIlkD0MyX4kbL17peVAUR6Cn3IZkPmeswP2/ou94DL3gKVRwkXn5mhKYiWkidlUCgapF7awKqmgwhM3WtzZwn1F5oLgkkhRPWxE5CxiI8Y0YppR6WkRuBVBKDRHjUx8EnAF4geuVUpXqNPYlT1td1ynKKyYlw1PlmPQA3384hdduHYpmtyEYK/N7372VU684sdK6pQy+532+fuv7GPVQVp1MPl33NjZbYlPJySN/4Y3b3yMUChMOhmhzUiseHtmbv2f/y9A+H7LqrzXoJnpyp9vBsMWvUbdpLhfVuZGCrbsYHbCC17pogtPl4KGP7+aoUw7nkvo373JcnISxdQROOP9Y0nLS+HHEL4RCobhhoncnmk2rxBtaccYV2+hx21bqNHbhzDgJSbsHJSmwpaN5FcmCWmNg65kk9mKtKYm8eJ2QchNiqwXuLoit8uM55f0cVTggEmOnQj+ptyJpd6F23Ae+HzFW4JrRT/rdaKk37tKT7BzDaFTBU8QGezPOCyT1qqT0o286Jk6MHgdS98+EKRdrQiJPWyu0QhX48ZNfePu+DyjMKzbit9x2Ojc9e2WVbdJ3bC1g5vg/EBGOO7stGbXSK69UjvwtO7i1bR+KthfhLwmg2TQcLgePfnoPHc5J7PiyaMbf9On6ZJQKyu6wcViHQ3hlan8A7j7+ERZN/zumbmpmCk98cT+HtG/BxXVurHIyk+pSOnF99vyXfPLMmCrF6KkpNofxme1N71ybXUsYY7/nE+s466rteFJLy0RivKfdA4VPxm845TbwfgjsLQ9xARyQfi9a6g0JSyrvSFTBs8RG7xQjqYrzeCO5ScXsWdjBdYrhEey5GHEeWePRKr0QteWk2F2TpCC5PyGaeQKh6qJvPAzzyVKQukuSnjXLCq2wC8z6bi6v9nybvE07CAVC+L1+vn5rIm/f/2GV28isncHp157Madd0rrawB8jKzeTdBa9w9RM9aNu1NWfe2IVBM5+tVNgDfP7yuBgdfCgYZuns5axfvhEwwuzaHbGTV8AXpHHLhkz97Ddsu2DXXxm+Yh+bVm7hiocv4vw7zoyylqqIJ81N01aNatxXOBjeq8Le4bKjJ9hVpGeHOOfabeWEPRiJvYuh+NPEjXvfY+8JezC2bwEoHIgKmaeELMN1MuZ2Gy7EdTrKN9FE2AOEwD8JSkajtl+DXjS0xqMVLR3Jfs8wFZXUyL9sJPudpAl7ABxHmF+3t9rjKRItgV8JH/WPjRjp9wYY/84PezRCY1pWKpf2OZ/nv3+c3kNuoWmrRvwyZib3nfIEVzS5lesOvZNXbxkS4wC2aeUWU9M9h9PO9g156LrO0V2OKFv5luLyOOl8aSdqN8hh06otpo5pySIcCpOaabj9r1q81lS9VEpKRgr3vnMrmn3//Oo6XA6cCc5Omh3qI2j6tQqDXplH9+77jKpHAFUyIe5dpcLGYWXqzRgB1UqFnhGNU5xHGmkRE4onHcP79vVdMmsUZ1sk91cjeXr2cKTOb0iSDmvL+sh4DCifTUsDPEjG40ntpypY4ZErYeOKTabXRYSCbYVRZpt7kjfueJeJw6dErd7X/bORHz/+lWe/faTMDLLtaW1YsWA1wQrqmGDkgPPKZr0ozi9GRNBsGpompGWncu7tZ9DxnPaMGzyRcFjHneqKSZaSLNKz0/jsha9YOns586cmtvy5sPdZtOp4KP2/7EO/C1/abWqm3YW3sARJcKi6eZ0Dp3vfVbNWDUU8fb9e8h0UPIERTrm8X4AAOtgNYz7xnI/yjqDy8wg7BH4DTw3z9AIiNnC0qXH9Stt3tIHaY1DFQw3zTHtLJO0WxB5ryr27sXT4lfDIOc/w+4TYpB2pmSl8vvm9ah3gJot1yzbQs819cQ8nG7dsyLBFAwHI27yDnq3vpTC/uEyV4Upxccn93Rn7xrcxYQicHgcdzm7H9K9nEwyEsNlsOD0O/N4AmqYZma/iUGplszuFsNPj4N0Fr1L/f3UpLvDSo+6NZZNXVXCnutBsGkF/sFr1kooYB9bxDow/mLGIuo2De8DGfnfhQmp9hjiiI6yo4ALUtitJnHXLhdQej1J+2HYBle5aJBXJfAFxn5a4nAmlsm9Pq1V2N5YOfxe4fsDlMREjDY/VS/eKsAeYN2VRXHNPMDyCS0M7Z9fJ5P/tnWd4FFUXgN8zO9uTEJJQQu8gYkFFEbEgiIKiKCIgCjbsShHFhopiQ8SCXVARURELigWxIwqCYkUQ+IAI0kNP23a/H7MEkp1NNkU3yc77PHnYnZ25c+6we+bOqc/9MpEzrzyNBi3rcUjnNoyZdj2N2zUiZ1ekjdSX52f+O4sMZagMc0ve3nxUKIRN1woLqZkhIvQbcabRSFwTnB5nhWr6mOHP9zP35S9RSvH59G9KvA7F0WwaA8b05aXlT3De8DNpf3wbMhqmRZiz/m103UaLDtHLBHz2Vm3K1x5XA0nDMB/ECxt4hkQoewCV8xKlr9hDqLz3IbsfMZmolA+1eyyhrScQ2vsIKlR6/wYVWE9ox2WoLYegtnQgtGsUKrSr9HPVACyFXwqtOjbn0a/H0bH7YXhTPTRt34ibplzDuTfEr2RqSnoSoRLq4Giaht11wE6cnlmbGyZfzrRVT/Hk9/dzYr/OfPDM3OjZhCablYKCcMG4aNidOpc/OJjrJ19O66Na4E1x40524fA4cCe70R16hW3vSsGaX9cx57l5TBkzI6ZeuvsJBUOs+S2Lzeu2MmTcALoPPom9O3Minbj/4oJPBDJb1qd9l7ZRz/PBKxls21iexYQyarTYOxG/1GMbmCh7wKhXU2pphxDkzyG23rvhOF+1I5wv8CpqxxDT77VSPpRvMaGCBajs/oYZiBDgN8ob7BhsdA+r4VgmnWrIXz/+j+uPjahCDRhmlVMu6MKYV28ocYxerkGVbnrpc01PGrXJ5KU73ix0dGua4HA7uHT8IJSCV+58o8LObofLTsAfLFNnr4MRERxuO7Xr1mLzuv+ujonu0MNmGkNRlWRS0jTFRaM3M9i0QFpldLYqC/sTrsqgKxzdkNQJiFarcFNo72OQM5XSV+46pTdJ8WJcg2I3BvEgqc8izgP5CqrgG9SukfvfYJpsJV4k9Zkix1VXLJNODWP+W99HNa00bJ3Jjc9cUeoYJVXKLA9Ot4Ozrz2dl8fOLBLVFAopfPl+Vv+8lkZtMyslssmX7y+3sgcKi9hVWNmXYREtmnDmlT3QbLaY/AehkDBzcj1+/f7gWvP7f66VrexLM2k5wDsCtLqAHaMjVFtKvAC+b1E7ry6ySbxDQUsu5Xz2ksdFN+Rwn4npU4DyQeBARq4KbkbtvMHozKX2YarsjR0huKaE89YMLIVfDfH7AqaLLYfbzvkjzyqsPlkS+6N4KorDZSeptpfb3xiBiJg6GkPBEH8sWMH0cbF3LNI0YyzNVnUdajabht0Vm+lFxChY58uL/YZXkCd8ND19/9mo1Bo5B5P6YikVL3XwXgFpb0L6bKTeUrQ6c0CP3mQcAuD/AxU4UK9JtDQkfTa4LiCq6tHblFAG2QupzyJ1vjEiX8x8FbK/PaGByptDTNdNNNBbl75fNcdS+NWQE/t1Nq2DoxR06tXR9JhgIMj7T3/CVR1Hc8Vho2h7TEvT+jjND4+9kJNut3HhHf14c8PzdDm7E7XrpRLwma8+6zWtU1g3JxqiCYPvOI8Pc19j+pqnmb37VR5fcD/JabE1WfkvcXoc9Bzajdp1U2O6KYWCinXL1pexnLGQs2f/avjfMuE4IbQFSnJ2Jo+A7N5G2Ybs84wWh4G1iPcSSl6tF6C29yW0+95CZ6rY6qGljoPke4hU2C4keTRS66FwHP7+77gOUgsy5qK5TjbCKF29jUqTRZ4GNCN5ytntwKbQDko3ITnA1izs+6jZWAq/GtKhaztOHXwiLq8TxEjVd7gdDHv4ItIzzTME7+n3CC+OeY01v2aRtWw97z/zKU3bN6LPNaeT2bIeLY9sxi3True5pRNo26lVRKia7tDxJLtxuA/cJAL+IDMfns2Nx99B7t48UtKT6dK3U8SNxOlxMui2c0muHb0VXv0WdRk99VouuW8QTpeTuk3q4Elyc8hxraNmJ8cznK7lkc0Y/twwnl7yEF3Ojk1RlLUSqIiiyxm7yiFdWSiAPXdilLgywX25UQUzmEVhE/LACtT2Xqj8eZRu1y+AvLdQO4uaGTXvQEgZZzQJx26UQK79FOI8AXEcgWR8At7LwdkTkm9G6nyJptcrPF60JCR9JtgPw7D562A/2ggHlQOLIXF2Dd88ihOu0y8ecJ+DpE2vceGZZlhO22qKUoo/F65kwXs/4HDZOXVQV5q2b2y6719LVjP61HsiEqfcSS5umzGc4/sU9e9sWLmREV3H4sv3kbcvH3eSiwat6nP/R7czpOV1EfH/dqdOv5FncfkDgynIK+CxK59n/tuLCstAX/XoEE4f2o2ZE2ZHZC47PQ76jexTpOuVL9+wr6fVTyU/J59BTa6uci0IXV4nLy1/gk9f/pJvZi1k3R/rSz0mo2Ea2//ZUYazKE4fuINRkzaUX9AK4TQSkvxLonxerBpeSYgbSXsNsR9WWcIVokJ7AUG0yCdBpRRq5zDwLeFAkTQ3uM9Eq/VApctSFbCKpyU47z7+EVNue83UUdh/dB+unDAkYnt+bgHfvr2Izeu20uboFhxzxpE8evmzfPbqN6bnqNskgxnrDrQqztmTy57svdRtnFFYZC4UCvHC6FeZ89w8dIdOwBeg5yXduP7Jywr3mfnI+7x239uIhNssaoIvrxL6fu5fvMX4dbfpRkXLaD8P3aHj8jrx5fliqvCp2TQyGqax9e/tsQkQxuEKMWfN72U65qCzYpQu8IVfl/U6OjCiZSrBdyAeJOUuxH1exccqI0oFIP9DVN5swI54zgdnzxq7oi9J4VulFRKAtMxUdIceofAdbgcZDdNNj3F5nJw25OQi2+a/vTDqOYonWHlTPHhTij5Ka5rG1ZMu4eK7+7N53TbqNa1DUuoBM8+Xbyxg+rhZEbWLKg0z5S3GvUC0AyWLXR4nF911PnOenceWLPNIHhUKkbs7t8S6PwfTbeAJ6HYbn02fX6YIo4AvFqVkEqZpPxpJfRyx1SOUOxP2jI/5nIWIJ1z+IJaY+BiwtaicccqIiA7uvoi7b1zOX5WwbPgJQJdzOmF32iMiaGw2je6DY6/LH80hC9DzklNiHsdby0vLI5oVUfYAbzz47r+i7CWK5cGT4ua214bzbvbLDHv4Itp3acvxfY5h3OxbGHBLXy4ZPxC7iWPbZrehaVrMyh5gwXuLEU3DnewqMVu5OHUamjkc98vkNjpSZXwKWh2KODD9v6CyL0ApX7imfLTrWoIKkNpUjrPYYSh7e/lLGVtUDpbCTwAcLgeTvh5HwzYNcHocuLxO6jTO4KF5Y6mVkRLzOB1P7WAaIu1N9TDg5vIXr9rPjk27KjyGKdH0qzJW80mpSZw/qg9PLBjPve+P4ageRiGtHoNPYuTzV1GrzoFrlFonhZumXIM3NboD2oyC3AK+fP1bJn19r3GTjUHni8CIx9wYD+Iuo8lJ8gNGE3B3f0geg2TMQwLLwqWED74BBY0OWQVfUHZTThh7c3B04cANJqaDwHtNuF9t2DHq6mVUo6yhJpTqhGXSSRCatm/MS38+zqY1WwgGgjRq06DMP8DrJl/OjcffTn5uAf58PzbdhsNlZ/LCB3C4opf8LY0Vi1fx5sOz8Zs0iI+G7tDxpnrYvdXowmXTNZTC1Fxis9lAl4jM4lAoRMce0Z2IG1ZuxKbbuPbxS1n+w0p2b93DcWcezUn9O7Nx9WbemhjZa0A0MVL7TRb/ukMnFAxx9aNDaXtMS168dQaaJgQDIQL+AJ5kF/k5PoKBIHUapTJ84haOOiELVNgO7+qLePpF/L+pwBrz2vEqFwJrjMqTvqVEdnaC6PZ5N+K9DPT2qN23QcFXHOiXGyJ6JmwI8V6FJI8MlyoQS9FXISqk8EUkDZgJNAPWARcopXYW26cx8CpQH+Ob8oJS6omKnNeifIgIDVqWlGBTMo1aZ/LKX0/y8ZQvWL10DS2PbEbvYT3K9JRQnEUf/sT4AZPw5ftijlEXTeh67rHc8cZIfAV+QLF57TbmTfuKtx/9MCKLWGwa7Tq1YuWP/yMQCKKHHcS3vz4Ct9cVMX4wEOSBwU+w6MOfQBlRQ/v5fs6PzJr4Po98dQ/r/ljP4k+Wojt0goEQrY9qzk1Tr+HFW15j4Qc/RtR08RcEeG382yz+5OfChjPH9DyCjt0P59jeHanfzOhtqpRC7RgE/lVGBuh+8maC43Bwn1VUYL112N4e2bkJvRU4e0D+R1DwA+ZKfz9aOIQxBMm3IY5jjWFqT0aF9kBoN9gagMoxsmj9JgEVtuaIZvhuRCwDQlWjQlE6IjIB2KGUekhEbgVqK6XGFNsnE8hUSi0VkWTgJ6CvUqrUjsRWlE7NRinF4KbXsG1DdpmPTUlP5p1tLxXZlrV8A9cePaaIggYjG3jaqsnsyd7Hkrm/4E5yceL5naldtxZmvPXI+7x6z1slNn1xeZ1c+8SlHHZie9b98TcNW9Wn+WFG0tqqpWsYedLYIq0anR4H6Q3SjGzbg6J6XB4nI1+8mlMHdS3cpoKbUdtOw9Tubj8CLb1oxrJSftT2XuFG2ftX3jrYMpGMuYjYjZuPbyEqZxr4FmBq5nGchCQPB701IpE3wiLnDKwxipCp/PBYNsCBpE1FHKYBIhb/Ef9mLZ1zgGnh19OAvsV3UEptUkotDb/eCywHSu9ybFHj2ZO9l51bzZo7U6qN25MSmVbf9JBGDBl3AQ6XHbtTx+Gy43DZue7Jy8homE6Lw5sy4JZzOPva06Mqe4A5z35aaoev/JwCnr7xJdb98Tddzz2uUNkDtD6qBfd9cCuN2zVENMHlddJ7WA+2/r09IoQzP7eAyddPIWfPQSYZtQ8kSgZrKLKRvIgdSX8LXL04UIvGBc7uhU3CRQRxdkFS7sT8Z+8GZ3fEflipyh5A9BZIxkfguRjsRxmdqjLei4uyD+XNJbStB6HNhxDa1o1Q7vv/uQzVhYqu8HcppVIPer9TKRW1GaSINAPmAx2UUpHfXGOfK4ErAZo0aXJ0VlZWueWziM6GVZv47etlJKcnc1zvjhWywZcXX76Pc2oNNW2q4nA7EMG0obnT4+TS8QPpN+KsiM8ANq3ZwnezF6PZNE7s1xndbuPD5z9j2XcrKMjzkZTq5ZgzjqTnkJNN6w71r38Fu6LdiIrR/LAmvPDro1E/9/v86Had7E07Gdr6hqjlnNsc04KnfngIEUGpAGprF1C7iu1lB+8laMk3m44R2j0O8t7lgNnGYazy098vNLMY+90OeR8V268ekj6nyH7VgVDep7D7ZoqGjrog5V40T984SRVfKhSHLyKfY9jfi3NHGYVIAt4BRkRT9gBKqReAF8Aw6ZTlHBalo5TiyeumMG/a14gINpuGzW5jwud30erI5lGP+/XrZbw2/m02/m8zbY9pyZB7BtDsUPPM3lhxuBzUbZrOxtWRbSSD/gAPzr2Tj1/8nB8+Woov34fD7SDgC9Jt4Amce2P0fgSZLepx/qg+AKxbtp4RXe+kIM9XxGm79PPfmfXIBzzz48MRpRuO73M086Z9E1NF0a3rD5ij1v6exTuPfciGVZs44uRD6XtDL2rXSwUgrX4qnmR3VIX/94qNLPtuBR26HmLEjde6H7XrJoykqRDgAq024jWvhKqCGyFvFkXrxvgguBWVNxvxXli4VVLGo+wdIfc1w7HrOh3xDqt2yh6AfROJzBPIh32TIEEVfkmUqvCVUj2ifSYiW0QkUym1KWyrNyvejYjYMZT9DKXUu+WW1qLCLHj3Bz6f/k2E4hnb5yFmZD2LZtJB6tt3FvHw0MmFq+1t67NZMvcXHvv2Plod2ZztG3eAUlGTuErCZeI0BSPaJhQMcccbRh3zrD/XsyVrO80Pa0KdRrGf5/Grnidnt0lnr3wfOzbt5PUH3+XqiUOLfHbJfQNZ/MnP7NuVY/qEcTBNDzGsk0vm/sy48yfiLwgQCoZY+eMaPnzhM579aQJ1G2egaRrXPnEpD130pGkkkQopsv7cQIeuRhVTcZ0G6bNQua8atnlHV8RzAaKZ1xXC/xuI3SgPXIQ8w2Z/sMIXDfH0B0//EudWLQj+Y749tBmlQpbjuBgVvRofAPt/LUOBCOOZGDFZU4HlSqlJFTyfRQX56IXPTJuR5+zOZdXSyGqWSimeHv5SEcWnQor8nAKeun4qww6/iSGtrmdI6xu4osNI1v7xd5nkadzW3J2jFKxYsrrwfdP2jTm2V8cyKftgMMifi1ZG/dzvC/Ddu4sjtqfVr83UPx/n8gcupOt5x1G3SUbUMYZNuBilFJOGPUdBrq9QmfsL/OzbmcMrY98s3LfbgBPoc21P05uqpgmN2xW9FmJvi1brfrS0l9GSLjcqQUZDy8A8lVgHWw12mdkyzbdrdS1lb0JFr8hDwGkisgo4LfweEWkgIh+H9zkBuBg4VUR+Cf/Frz9gghPNGSmamMbB79uVw+7te02PWbbwL7KW/Y0/348/30/WnxsYdfJd5O4tKfSvKId2aRv1s1U/VqwhhaZpheGP0XAlOU23e1M8nHvjmdz99mjGvjUqohy1aMKAMefQ4YR2ZG/cwZ7syGsUCob4ad6vRbZdeu9AktK8RbJtdYdOg1b1o/YoCOV9TGjrKagt7QhtPZ5QzozINn72o8PZtsV/0jriGWQ++ZpA0iig+FOiG5KGx0OaKk+FFL5SKlsp1V0p1Tr8747w9o1Kqd7h1wuUUqKUOlwpdWT47+OSR7b4tzj1whMjmrKDEcXRtlPLiO3uJFfURuSCRMTOB3wB5s+KXnOnOG07tcThjnQY23QbDVqVLWdg7859vP7AO4w65S4eHjqZ1T+vpdvArtid5pZLp8fJOdf1KnXcdse25pEv7uGIboeSlOql+WFNGDtzFFc8eBEA7mR31DILScVKQntreXlq0YMc3eNwNJuG3alzyoAuTPzyHtMEJZX/Gey+FUIbjQ2hbNg3AZU7vch+IoKkvQp6e8BpxNNLbST1CUSPTw2b/wLNfSakjActvNLX6kLKWLSaYK76F7AybROMMy7rxldvLGD1z2vJ25eP7tCx2TRunX4jdkdkCr1u1+l9RXc+mfJFkacD3W4jYOLUzM8pYNv62OPqD+nchswWddnw16YiTlK7U6fPNT1jHmfXtt1cfdQt7M3eiy/fzx/aCr59ZxHDn72Sf1ZtYvXPa/EV+FEhhWYTbLqNk/p3pvew7rHJeVxrJn5xj+ln3hQPx/bqyOJPfi7iGHZ5nKaRRJkt6vHg3DsLV+klZaKqvZOIcEqqPNj3FMpzcZFjxZaJZLyLCv5jNDTRWxjNQmo4muds8JyNUsrK6i0FS+EnGHaHnUe+vJsfPlzKkrk/U7t+Kqdf0o16TetEPeaqiUPw5fv4bPp8dN2GUopTBpzAVzO/o8Ckxn6741rFLI+I8Mjnd/PAhU+w7LsViCak1kvllleuI7N5vdIHCPPmw7PZvW1PocJVIaNv7bMjX2HW5ims/f1v/l7xD0F/ALvTTttOrchsEfv4pXHzy9dxd98J/LVkNbpDx1fgp9cV3el1RfQbSkzKKZpTUu3FuBFEhpWKrWHpbWqjoEK7jWQqrW61U57VTd54YNXDt4iZnD257Ny8izqN03G4HIw8aSyrlq4tjPhxuOy0OLwpT3x/v6ljsjT2ZO8lP7eAOo3Sy/zjvbTdjWxYuSliuzvJxZMLH6hwCGmsbFi5ka1/b6f54U1LTO6KldD2syBg4njW0pA6CwuvkwpuNsw8/mVgPxTxXIREc2iaoILZqN2jwbcY0MBWF6n1EOKo+W3/ahpWPXyLSqF4jfsJn93F25Pm8OkrX6OUoueQkzn/prPLpezBKJdg1s4wGAiycM6P/DTv16hPJNH63gYDwQg7+r9JozYNaNSmQaWNJ8mjUTtvpKhZxw1JIw8oe/9K1I6BoAoAP/iWoHJfh7Q3EXt0p/h+jK5QQyCwlsLSDMH1qB1XQMZHiN6oxOMtqg/WCt+iSuMr8HNL93H877cs8vflY3foaLrG2Ldu4rjeRxXu982shUy87OkiIac2u432ndsw6Zt74yF6paHyv0TtnWD0ldXqQdJwNM+5hZ+HsgebtyG0d0JLn1H6+L5fUDsvMam4qYcze2+p2AQs/lOsFb5FtWXu1C9Z/cvawjwAvy8APnjo4ieZtXkKut34Cp90fmfW/LqOtyfNwe60E/AHadKuIWNn3RRP8SsFcZ2KuE6NvoN/aZTtP8XmyAxuxLx4UQAC62KU0qI6YCl8iyrNFzPmm2a7hoIhVv60hvad2wCGw+7S8YM4b8SZrP55LWmZtWneocl/LW58EFdkaeTw9ph8IfYOoMzq27sgXCLZomZgpaJZVGnMYvTBiMJxOCPDSGtlpHD0aUckjrIHo/sVxXMrnOA+P6bDRW8Crp4UjfjRQauFxDiGRfXAUvgWVZqzrjwNlzcyUSw5LYmWRzb77wWqgkjyTeDsgpFwlWT86zweiVJV03SMWhMgeRTYmhnJS+4LkPT3EM3cGW5RPbFMOhZVmpP6H8/SL37j8+nzEU3DZhN0h859H9xqxV2HEXEitZ9HBbIgsAb05ojerIxj2BDvUPAOLX1ni2qLFaVjUS1Y/9c//D5/OSkZyRzb+yhTc46FhYUVpWNRA2jctmHUypoWFhaxYdnwLSwsLBIES+FbWFhYJAiWwrewsLBIECyFb2FhYZEgWArfwsLCIkGo0mGZIrINyKqEoTKA7ZUwTlWgpszFmkfVo6bMJdHn0VQpZdrgokor/MpCRH6MFpda3agpc7HmUfWoKXOx5hEdy6RjYWFhkSBYCt/CwsIiQUgUhf9CvAWoRGrKXKx5VD1qylyseUQhIWz4FhYWFhaJs8K3sLCwSHgshW9hYWGRICSMwheR+0TkNxH5RUTmiUiDeMtUHkTkERFZEZ7LeyKSGm+ZyouI9BeRZSISEpFqF0YnImeIyF8islpEbo23POVFRF4Ska0i8ke8ZakIItJYRL4SkeXh79XweMtUHkTEJSKLReTX8DzGVdrYiWLDF5EUpdSe8OsbgfZKqavjLFaZEZGewJdKqYCIPAyglBoTZ7HKhYgcAoSA54HRSqlq0/xARGzASuA0YAOwBBiklPozroKVAxE5CdgHvKqU6hBvecqLiGQCmUqppSKSDPwE9K1u/ydidPbxKqX2iYgdWAAMV0otqujYCbPC36/sw3iBanmnU0rNU6qw4/QioFE85akISqnlSqm/4i1HOTkWWK2UWqOU8gFvAufEWaZyoZSaD+yItxwVRSm1SSm1NPx6L7AcqHZNFJTBvvBbe/ivUvRVwih8ABG5X0TWA4OBu+ItTyVwGfBJvIVIUBoC6w96v4FqqFxqKiLSDOgI/BBnUcqFiNhE5BdgK/CZUqpS5lGjFL6IfC4if5j8nQOglLpDKdUYmAFcH19po1PaPML73AEEMOZSZYllLtUUs4a61fKpsaYhIknAO8CIYk/21QalVFApdSTGE/yxIlIpprYa1eJQKdUjxl1fBz4C7v4XxSk3pc1DRIYCZwHdVRV3wpTh/6S6sQFofND7RsDGOMliESZs834HmKGUejfe8lQUpdQuEfkaOAOosFO9Rq3wS0JEWh/09mxgRbxkqQgicgYwBjhbKZUbb3kSmCVAaxFpLiIOYCDwQZxlSmjCzs6pwHKl1KR4y1NeRKTO/ug7EXEDPagkfZVIUTrvAG0xokKygKuVUv/EV6qyIyKrASeQHd60qDpGGwGIyLnAZKAOsAv4RSl1elyFKgMi0ht4HLABLyml7o+vROVDRN4ATsEox7sFuFspNTWuQpUDEekKfAv8jvE7B7hdKfVx/KQqOyJyODAN43ulAW8ppe6tlLETReFbWFhYJDoJY9KxsLCwSHQshW9hYWGRIFgK38LCwiJBsBS+hYWFRYJgKXwLCwuLBMFS+BYWFhYJgqXwLSwsLBKE/wMmPdco5kTEFQAAAABJRU5ErkJggg==\n",
  894. "text/plain": [
  895. "<Figure size 432x288 with 1 Axes>"
  896. ]
  897. },
  898. "metadata": {
  899. "needs_background": "light"
  900. },
  901. "output_type": "display_data"
  902. },
  903. {
  904. "data": {
  905. "image/png": 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\n",
  906. "text/plain": [
  907. "<Figure size 432x288 with 1 Axes>"
  908. ]
  909. },
  910. "metadata": {
  911. "needs_background": "light"
  912. },
  913. "output_type": "display_data"
  914. },
  915. {
  916. "name": "stdout",
  917. "output_type": "stream",
  918. "text": [
  919. "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",
  920. "Temps : [0.009, 0.011, 0.012, 0.013, 0.012, 0.012, 0.013, 0.013, 0.01, 0.01, 0.012, 0.013, 0.012, 0.012, 0.009, 0.009, 0.013, 0.013]\n",
  921. "Clusters : 2\n"
  922. ]
  923. },
  924. {
  925. "data": {
  926. "image/png": 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\n",
  927. "text/plain": [
  928. "<Figure size 432x288 with 2 Axes>"
  929. ]
  930. },
  931. "metadata": {
  932. "needs_background": "light"
  933. },
  934. "output_type": "display_data"
  935. },
  936. {
  937. "data": {
  938. "image/png": 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ez8yf5uAt9KEUBP1B/MV+3rj1fYoLDUN3zWOX4U51Jfx+Mqqnl3uNritifdfWLl4fYeyNsYbYtHILTo8Th8thel8oGGL7+p0x+wwFdSYPmwbAtT0vw+6MvUC22YXbnthSxtgDeCH/hXAiVBGG0Swmdnikn5iGOTAN3TsJ0dIQx3Fojjpo6T3QskcjWe8jzpYRGbxiq444WyEp1wHumGNHHKj899C3X4me0wM9fwDkv2iMvWQsYaE0fOAbj9pxJUoVGxFFW9uich8wIom2nY4KLIzdV4Io32TU9k5Q+DF4v0ft6oXacZXxcIl1jwqi73rZ3NgDBFcn0HEsd5mfvdswN+kq5x4o+mJPkpz/d9SOK1B67L/JimIZ/P8AcybOp7jA3D97UscWtLnopJj3/jhwAned8Ahf9P6Woa+O5OEze9Hv/uiQyNUL1qGbRLQEfEFTF4nNrjFvkvFF73jjGVz96KXYHeXP9NypLi6794Jyr2vQtC4Z1aIfDJpNouLjdxMKhCjMLcSd6or5sIjnelJKlTzwmrY+iuPbN8PpMZ9helJCuDzm49gzS04CufehfHvcPSq4HH37xahtZ6K2nYm+/TJUcGXELeI8CVJvJux1LYPLWHkUfwPB+eAbC4VvYyqfUEII9HxU4SeQ9wxGNm9BOKN3O2rnLYaMRCVRKojKfRTjgbP7b60IgqtQRV/Evi/vJSgeGrvh8IokLs7WGP6wMjiaJ23lAsbvDf9fRD74dVA+VNHXSevHMviHEDlbcpk49A/+HDUTv3fPF6h6vWo4XNGzTXeai/Nv7xC3vQ96fIK/2E8oGELpCl+Rn/Gf/MaiaUsjrq1zZC1s9ug/F80W+09IsxtfCBHhxl6dGbb5I45s2QhXiit8HCMa0eUgJcODw+Wg5TktaNS8AeW5GkWEZ4Y9REq6p6Q9d6oLVc6ka93SjfT76xWOO/2Y+BeaYHfaaHvJnpVy71GPc92TV5iuGArzheKC/RHp4kPlvwUYSV1qRxcjXh+/8RNcjNrRBaX2TAhUYD4EFgHpQCaRBk3C95rvc8SmCLzjMdfVyUMVj61ge6UI/mveLr7wZrRJl3ohFH9L7JWTB1LvL7dryXgKJA3DtQbgAElBMp4vf9wVIbgMxGzF6IPAvKR1Y4mnHSIMf2sUQ575GpvdhoggmvDSmCc5tt3RnHfLWXz96veU/pKKgDvFTesLTozZ5oyxc0wNtq/Iz6Rhf9KkVWOmjvyLBX8updYR1cmqlYV/zTZCgT2blTaHDYfLHhEdZPQvHH/msRHH0quk02/6K/wx8i++fXs0axauw1fso3rdqtQ5shbzf1/EPxMX8veEp6l5RDYvjn6ctCpppGR40LTocTZtfRRfrO7PpG/+ZOemHGo0qM4HDw6JudoBCPiD5G7NIzWj4puNF999Ho2Pb8jiGcv4e8I80qqk0qlrR0b1H8/OTZFCYUoJwz6ow609tyJS1ugISZvhAwSXoQo/RQXXgSrrAgq7Xbw/g+cSlH8WauetxDaE5UTyxMSDYRTNNrIVFPRFeS5MyOcehbgMMTbTczEiZfTtILYYH7NA+mNoKZeX37W9MVQfa6wkAvPB3hRJvalSonNKqdg+f1sjUGYPWSfYm1a4r1hYBv8QYOnM5Xz67DdhV8Wemc5TnV5m2OZBZNerRu8fevLK9X3xFfnQdUWN+tV4buRjMcMTAWw2LcYfoCJvRz7dWj7G1jXbKC7w4vQ4sdk1mrY+koVT98z+BVAhhcPlQMTY+FTAPe/eyh/fTafGEdkRsfE2u43Nq7ey4p/VJe6RTSu3sGmlIfi12x2zZtF6bmx8L3annZQMD7e+2IWLup4TNdL0Kmlc3O1c415fgA8eHBL3s7TZbWxZvY1t6xNLBbE5bDRoWpeub9yIZtN44NSnWP7PakL+IHaXg496fk7DZvXJ2ZxD2UXJ6E/qcMvTxyDBn6M+3z2L62T4gX2o/DfC7ZrNsL0Q2mj8M2/3xmsy0YwN2pRrIG+u+SX6BtTW06DqF4ijScWat/0PbHUgtIpIC+5BUq6PcU+t2O05z0JLjXGfCWKriaQ/nPD1pVEqZITfFg4BlY+yN0EyeiFlhOXE0RTlaA6BuUTkTIgDSelSqb7NsAz+IcC4wRNN/dJ6SGfOL/M4pdNJtDy7Od9sHMjqBetwuh3UPap2uREEbS4+ib53R+vYKQW/DZ2K0vUSI+YPZ8OuWrAOu8NGMDzL93sDiAiNT2jIebechSfNzdRRf9Gn20fYwquHGg2q8+x3jzBv8iKm/zib6T/OTvi9B/1B8rbnM+ChT0lJ99Chy2kxr3W6HNz6Uhc+fuIr0+gdMOLjUzI8tDrveNYuWm8ayloam03j4rvP4717P2b7+h0Rv4fdn8naJRtwuJ0lrwFcKS5u6NUZjcExWrZjGPtkGHxFzMQqCEfLhLN4g0tjX1dZHK3BcTTkvRD/OpWLyu0O1SdUKLpFRFBZ/SHnxnDegTJm/J5LwH1RjHtcqNTuUPh+mY1XD5L+QMJ97y0q/yUo+pY9IaH/onbeAdWGIo7IFbBUGYjKf9EInyUAjhOQjOcRW82kjccKyzwEeOWGd5n4lXmqf5NWjXll3FNkVC0/ssWM37+dxms3vYce0kuMeGWw2TW+z/2MUf3H89lz30S4eDSbhkJht9tNNWgSpe5RtRmy9N1yr/vzh5l88eK3LJ+zKnoTVsCd4uKZ4Q/z5q3vk59TSLAco1+eB8ad6uKOV6/n9+HTWTZnFVVrZXH9U1dyzk3t0bdfvG+MbMK4wHEMUvVrRDT0raebyCeXRQv/JOLH90D6E+GQzXgJYHuul+rfIfYjS44oVQzYTN09KrQFlfeskfiEAsfx4L4QcZ1VbriiUgpVPBIKPzBcPI7jkPTHEBMJi32B0vNRW9sRvaIScJ2NVqW/+X1KAaGoPIhEiReWac3w9wEBf4BvXv+BMQMn4C8O0PaSVtz2Uheq1qpSqfbOuKoNf/7wl2l26Iq5q3nkzOfo//dr2O0V/3WecVVbWrRvxl0nPMLOTbmVGp+BoGnCjwN+jvLn75YvCIQqb+wBtpfjhlk+ZxUDH/ucJTOWkVUjg9tfuY7hb4xi1/ZSWaoKvIU+Xuj8Fn5vAM1m7IfETQwrZ07kLfSRs3UXb00y2chzXwYFfam8b7ySSBWQVPBcDu4LUAV9UfoWcJ4K3tgZzgDYjkaqfYLKfzus7Bnv9+aFwgEkZuwxhOPCETsqsAS160kILgYE5eqAZL6AaMb3RCk/akdn0LdRsjcQmGckq6VcV35XIkjKFZByRWJjSzahjcZGbFSpRxXeiDbHWP3sG9NsRensA56/8k2GvjKS7et3krcjn18+/53urXpSlJ/gl6IMbS4+iRbtj8VmEtYYCoRYtWAtV1a/jZ8+/rVS7WdlZ1KUV/7YRBOq1MyMikrRbBondjgOp9sZ05WSDBocE1tVe/XCdTx4xjPM+dUIUd20ciufP/8teTsKTK/fresT9IcqlAUcix/6jaMov4it67YT8O8xkJJ6AziOLVUkxM1+mWepAqTqEMTZAnZcaWTjFo8Ab/l6/QiobReC70/wdDF+zEITAUgxFEATRVxgPxoV2oHaeR0EF2AY8yD4fgvXwg3/Prw/hyUlSq88w5W0fLHVTA8abHVjbMQK2CseJZYM/nMGXynFru15ePeh4TEjFAyxYfkm5k9ZxD8TF0T4c0PBEIW5RUz4bFKF2wSw2Wy8MKonR7WMLdpUlFfM+w98wp8/zKzU2P1xXC0Olx1PupuqtbJ47ede/K9FAzxpbhxO43h2vWo8PLg7AG0vOdn0wVQe5VX4c3mc3Pn6DVHHlVJsWrWFQU98EaW66SvylRvemSyKC4q5Kvt2bj36fq6sfhtDXxkR7tsJWQMh8x1I7YqkPwpZb8euEpU0Akb8e043jNn37t9vAuqpwaVGURZ9PRQPM2LqU24iOm7fAZ7LjAdauTgNfaDMtxGxoYq/CWcaR46Z0NqwCijGJq0yE6krRu16FhWIX3sAQAXXo4LLUeXF6+4DREuDlC5EJ7m5kLTu+3088B9z6fzz2wLevnNASQRGu0tP5qGPulUqBK8iTPz6D/rd+zEBX4CAL2hqZLxFPhb++S+X3lN+UtHXr33PF72H4yv243DZufLBi7n95etoftoxLJmxPOZ9viIfnz0/jHaXnlyh8RflFyMxZnB2l52ub9xEjfrVaX3hidgddt6b/gpzJy1k5dw11G5ck9YXnIi3yMfYj37BmeLEleKkaFfFVjPxvo9HHFefe/vexglnHRdxfMlfy3j5ur7s3JSDz+tPaqRjRQkFdEIlG7ABvnzhOxo3W0mrtqNB3wriNGbKKV0QNJTtMwjOoWJa9oIxR0vwHr2y1cNK/zK8xky7+vdGZqp/Wvh4ONO0eHh4Q9hNTLeVpEPqHYjnCsRWE6V8YZ98jElZaA3QEuxHGW4pM6OvdqJ23IDKehNBgfMkRMvaczq4FpV7TzibVgMtDTLfQFztKvA57D2S/jhKqwaFnxgSDfZjkIynEMeBmeH/Zwz+2iUbePriVyNcCtNGzeTZrbt487ckJ0mUYuGfS3n7jg+i/NZlcbodNGhafuzu0NdGMviJr0peB3xBvn51JIW7ivhnUvkp6usWbyh/0GVIzUwho1oaOVuiNUOandIkKvNVRDjhrONKDPCq+Wt4qP2z+L3+mFmulaH+MXW5pPv5nH/rWbhTIqUZcrft4rGOvePG3B9Ijmqxk+bHDwI9bDxVMRR9hVLFSOqtEFpGxZ9QqhL3JAGxQ+4zJg+okPETmA+2YyAUIyRTFYKeg9pxDUocENpOTGOv9D1x564OoFWBUDHm0UwFkHs/SpyGimX6g2iptxmhkDuuA7V1z6V6MSrnLsgev9eF25VvBqrgDQguB60Okv4A4j7P9FoRDUm7C9LiiwHuL/4zLp0RfX6MigAJ+IIs+Ws565ZGG0Fd1/nq5RFcmX0r59qvpusJDzM3AYNalmFv/BDhvomFzWHngjs6lnvdF72/NT0+esB4Nq8sL7oCAoEgG5bv0Q7xFfvYvmFH3DqtmqbR9c2bojTgXSkubn/VPF65cFch797zEVdUv5W7TnyUgtzCpBp7gM0rtzDgoSFcXvWWqP2JL1/6br+77SrC9Q9tweUua6S8UPwNKvfxsF5KZdwMyfjK2uO0Y+KOU4UQnE3slYUfQksMuWZTBIq+BH1jePZeiHkEkMuYqYdnvyJOpOrwcvzdfsPlhA/y+6L8s8H/JygzbSkfqmBInLbKR/mmo3LuNDaPVRGElqNyH0UvKmcj/CDhP2Pw1y7ZYFrMwu60s3l1dKnEgY9+zlcvjyBvRwFKV6yat5anLno5pnhYLDav3hqVcANGmKLNpmF32GjUvAFvTnyWarXjR+nouh774aFIyB/tcNqZN3kRwUCQfvd/zBXVb+OWJvdzVc3bGfPRhJj3dbz+DJ755iEaHVcfp8dBRvV0zr/tLGr/rwa/fzedj3p+zugBP7Nzcw67duTR4/Rn+OnjieTvLCh301PTKicxEPAFCQVCBP1B3r5zACPfHYNSin9+W8Co/uOTstm6r6j7v1gPIx2Cf1P5mXpFJQ9McLQg9iZsrIdQOeMVB3iuJLKYOex5uJQ3GRBIvQWpMiDyqK0akvFM7IzaCLyooq9Q/vnEfB8lLqnKYSS4mQjiFby53/aL9ob/jEunxemGfzt6lh+gUfPIeN3igmJGf/BzhB4NGIk0X/QezgujHk+43xPOOo61i9dHaaPbHHY+W9EPp8tBepW0hNrSNC0iqSkCgTqNa7JuyQbTB0zJZSJkVs/gw0c+MxK2wg8QX7Gfvt0+Yur3M+nxwZ3UaLBHr95X7MNmt5FWJY1Nq7aihwwVzFH9x/NDvz1RHaIJ73b/yIir11ViDyCXndqNarI+TnWpROnfYwiTvvmT/NwCUyE3MFYlTU5qxPwpSyrcfrW6VdixIaf8CxNg+TwP2bUDaMnT10oegbnENuCVNFoqAKndjIzYgncNf7VWFbSaEExg5SxpaLGyWR0ngv14CPxD/PBWBXouOOLs2e2t4Fkwxh6anmvM+OXAVZZLhP/MDP/Sey/AneqKmE26Upx0vOEMqteJXGpuXbcDmyP6rStlqEJWhM6PXIInzRMhLOZKddH5kUsY8c4Y7jj2Qa6ufQf9e3xC4S7zsniluSgsE1CWo1s15plhD5NWJQ13mjum2qOv2M/SmcsYO+jXqH0FpRQzf5pD1+MfYf2yTayct4Z7Wj/OJRk3cVHq9Tx69vN4C30lD6+yM+jdr/WQnvBsRikIBkN7bex3s2jav6xbvDHm+RPOOpZL7jm/Um3v3JgcYw/w+Vu18PsO1jKBIZIr7euBtLvRbOloqdcjNaYjNeci2VPBdSrmqpylcYA7toS3iCBVB0Fad7A1AKmNqetJPEYBdeep5ucRcJ1lJGT5pqDnPoqe2xPl+7Pk71n3z0bf2d348ZskfdpqxxikJ8FVyIHlP5Vpu3n1VgY/+RWzJ8wlJSOFy++/kMvuuyBKeKu4oJiratwRNcMXgVM6nVShGT7A1rXb+PyFb/l7wjyyamTS+eFLGP7WKFbNX1uy4rA77dQ9shYf/vMmNnv8WcZLXfowadhUY7Il8L/mDbjwznPwewM0a9eE9Us3sn39ThZP/9e0WLbDZUfpKmbmrGjCKRe2ZN7vixKKv98byk1qSiLuVBcjdw7h27d/5OMnvzygUTsAR7Uo4qG31/G/ZpXYWJbscOGNyssK7xdsjZD0HojbPPpMBdcbOvZRiVnhh6F4jI3PakMRLTPhbvXCLyD/dUqihcQDtiONdsSJvuNWCMwgwgUm6Uj18Uapw+If94xJPOC5yqhK5hsf2ZHzPLSq7+15P96fULk9iVhpiAdS70ZL65bw+Pcl+zzTVkQGAxcBW5VSx5mcF6AvcCFGIPAtSqloS7WX1GpYgye/6lHudZ40D5fccx6jP/g5IqrH6XFy47MVLwVYo0E2D390d8nr2RPmsnbJhgj3UtAfZOva7UwbPYvTLj8lbntPDe3BgwPvYu3i9Wxdu503b+vPoMe/IBgIYrPbOKNzWx4dfA9PdXrZ9H6bw4a3IPaGptIVc36dv098jppNw5Pqoii/GKXi68snE7vTzg29rsLusJNRNQ23x3WAN3UVLo/OqkXuShj8DMieiISWo3aUr+i4d7iotJia+1q0LKPMnwptQBV9BcGVRpWrlKsNA27LBntDCC5hzxPYBan3IRIyInJcZ1RYW15LvQHdcZyh3xP814ju0apBaD3Y/4dU/QCV/yYUf2dkujpPMfYC9E2Rxh7CEVTfYPpw9Y9H981EcxmhzuK+AJVRAPlvGRvv4jZCTlONKBylF0JoA9hqI1rl5E72Jcny4Q8B+gGfxTh/AXBU+OcU4IPw/w8Yd752AxnV0vn27dHk7yygUfMGdO9zK01OarzXbS+fs5qAScRKcYGXZX+vKjH4S2etYMzACeTvyKfdZa0585p2JQWvU9I9HNXyfzx54csRoYdBf4gp306n7cUnU7V2FdMZtB5S2J32uBoxml2jOD/5IY0icOxpTVkwZUmlM4srQ9Af5LPnhrN55Vaue/IKBjycuDtFswkOl4NQSCcYo95txVB0f2ED516bgzulMq6TQtjaCuW+OAljKQfPdeCbULmYfe9wdP+1CH5Uzi3hRKoA+Kaiij6BaiOM4h3BlUQut4IQmIFUjS60UyGKRxo68rsfWP7JqB2zoPoYxFYbyXgaMp4GQIU2GQVTdtenjSLOpnLhx+Dak9uipXRGea40opckxUgkUwo97w0o+iwspxBEeS43lDErqYmzL0iKD18p9TsQL7/6UuAzZTAdyBKRGM6w/YOmaXR5/HK+2zqYn4PD+HDOmxzfPpGMwfKp1TAbpyfab+lOdVG7kVFl58cPf+bhM3sxbvBE/hj5F+92/4iHz3w2Ii1/0bR/I7Tnd+Mt9DH+k4lc0v08nO7IfkQTMqqmxS2/50px0fqClkglo2fiEQrqRnLYAXBf+4v9jB/yG72vfpsXf3yCjGrpeNI9cceSmpXCtY9fzsB5b1G3ca2kfSZDXquNzysx91rM2X1xCEPDfgRI9aSMJya2upD5SjkXxfLBh2DnTahdj4ZVLHf/7XqNuPv8d6Doa6INbAj80+KWJywPFdphzN4jNnEVKC+q0HiQKN9k9O2Xo28+1qgAltMdij6l4r6+6Ie2iIZo6SUrE1U0xChPiC+cKOaD4u9R+X0r/ub2Iftr07YuUHo3dH34WBQi0lVEZonIrG3bosMpDwYKcgsZ98lvjHx3rGmMf9tLT8aT5onYQBYRnG4n7a9uS+GuQj546FN8Rf6S2bm30Meq+WuZ+NUfJffoIT2msQoFdZqc1Jj7+t2BO9VFSoYHd6qLekfV5q1Jz5NZPd3U2NgdNi6993x6DLizXHdLw+Pqx+zfZtfQbOYnC3IL90oVc28I+IKsXrAWu8PGsE0f8cpPT3F0q9irtgvvOJtbX+hCVnYmt796Peff1iEJRl8IBoXxQ2PFpcei7O9DjxFPnkS8o9Bcp4A9noJkvN9lXji2viwh8P1iSDTEpPLqrIRWGLo8UQTBPxe9eAwq575whNDuIvBF7KnFW5Y434XUW8ofT+HHRO9TeKH484MqXHN/rTXMq2yYHVRqIDAQjE3bfTmoyjB7wlyeu+INwDDIg574kovvPpe73ripROPb6XLQd+qLvHbzeyyZvgyAI1v+j8eG3IMnzcOMsX9jd9jwl/n78Bb6mDx8GufdchYAzdo1MdUNd6e6OOem9gCcd8tZnHlNOxb9uZRNq7ZSp3EtajSozoujn+DRs5/DXxxAKWMDt+0lrXjggzvJqJpOMBA0dMZj/DE6XHYe+KArhbuKePGat6OUOh1OB41aNGBx+P2VRg/pFZzZJp/VC9fTrO3RHNvuaDKrZ8S87vv3xrFs9ioWTf8Xu8NGKBBC0zRC+l4YI8Dv1Vi3PE6h8CjsJCXGvixaHWP2rXLNzwfnoe+4DrL6w/bLgSQ+YKK0ckpha7J3Pm5b3RLVzUg0sDcKyzWX57J0GvkDJQJnZq6eNLRE5Bj0XPPjqhjj91pepNL+YX8Z/PVA/VKv6wGxY+sOUnzFPp6/6q0o4zfmwwmccmFLTuywZ5ZUq2EN3pn8AoV5RShdkZa1Jz43Jd1jamhFiIjZdzgdPPX1gzx/5RsoXeH3BnCnumjZsQXtr25bct0/Exfw8nV9Sx6rNruN50c+xtB1HzJ7wjzytufT/IxjqNVwT9HmPnd9GHfmISLUalSDarWr0L5zWyYNm4bf68fusKNpQs/P72Pj8s0smbHctJ1QjDj5vcXpdhAMxA/zFJESGYvtG3fy109zYl4b8AX457cFAFEP4L3B7QnRtGX5Ybh72BdzGxeS+ZKRt5F7a+zLArMg5y5wnwreH5LUt42478nVDlX0DbjOQhIpJg4ofZdR6FtSjOLirnaGomeEoXZByg3gHZ3YMDNeNHIHcm41H26i1bnsjczrHtgaInJwGHvYfwZ/FHCviHyNsVm7Sym1qZx7Djr+mbjAdObqLfTx86eTIgz+bsyE25q1a0JKuidq09TpcXHRXZFl/E4+7wQ+W96P34ZOJW9nASed04Lmpx9TMvPfvmEHL1z9dpRS5FOdXmbo+g855cKWUf2HgiEmDp0a833a7DbaXHRSSf7CI4Pv4eK7z+Ovn+aQku6h/TXtqF6nKjPHzcGd5qZ4P27OBvxBhq77kMnD/+S7d35k65rIGalm06hzZC2OPdXQY+l5bu/9NrY9KBxuxVmX51bgnr1bUZjjQ+16Ea3GT+iOkyAQp9JYaAmkXBaWT05CdJNUNZKQ9NXm54u/DCcQvohKf7zckoN64ZeQ/6oxIwfADlXeN5K7ikcDIUOkzXGisUks7hhKm6XH6ERs9cDRAiUZ4X2I0ngQz9Ulr5RvOqp4GCgv4r4Q3OcjYkcpPwRjaFil3BZ/DPuZZIVlDgXOBKqLyHrgWcJrGKXUAGAsRkjmcgxHWpzpxsFLvFlrRapF2Ww2XvnpKXqe+4KRHCWG7/nGZzvT/PRo3ZCqtapw5YPmpdwmDv0D3cQXr5Ri6si/OKbNUfz65RS8RT5OvbQ1x53WlNxteSg99ns54axj6fnZfRHHjj75SI4++ciIYy3PaUGVmpn4i/1xtXpKo9k0WnZsToszj2XCp5NYt6RiCz27w8aubXlccX8nqtTI4s3b+kfkUyilaHfZyfz5w0x+GjyRtYsqLiaXDNIyAqSk7X9J3ij0Fej+2Yb2S1wUSCa4zgbf2L3vV+2C1DugoA+mxVFKlx3MfxXlOhWxNzRvKrAI8l/D2BAt9TDK6Y7UmIpyXw65XY02/b+F4+9dGA/ROG4dFQBbdWPyVKU/aufNxj0qANjB1R48lwKg5/cxFC/D70X5/zSihKp8BL6pMaqiaRCKrW57IEiKwVdKxa2yq4w1/z3J6OtAckKH40wNmzvNzdnXnV6htho1P4Kh6z9k3uRFFO4qovnpx8T1Nccif0eB6QZpKBhixti/ebf7RyUukDEfTuCMq9rywICuRtimyUPK5rDRe9TjOMNFThZN/5fPnhvG6gXrOKJZXW567hqObXc0oVCIHRtzeHXcU/R/8FOmj048Qe7f2Sux2W0UVSIsNOALMv+PRfyvxRF82uvrqOQ5pSu+eH44rhQ33sJ9p6QZL6Ess1qIFz5fc8D3MUrYeUsCF2mI40jwXIYqPCZsqBN5iMeq/xiC4CpDWkFfgzH/271hWvZBGEIVj0XSzTXiVdFwzBPQgijfVMh/IXJ2vjtiyNHcqKalAkTvjzjAcTxiM2JHxHEcZE8Jh6juAGdr4xigQhuNAjKlx6CKwD/bkHlWBTH0vfXYvv0DxH9GWmF/kJLu4dHB9+D0OI2wRzE2UNtefBKndIp2nZSHzWbjxA7NOe3yUypl7AFanXcC7tToaAUR4c8fZuILz76VUngLffz+7TQW/LGEKx68CKcnUh1TNOHhQXeXGPt/flvAY2c/z+yf57Jj407+/mU+Pc/pzUePf8HVte/ktmMe4PbjHiI1K4W6R8VKOY98uVunZ8aYv9mxoQKVkkrxwYOf4i3yldQ9KItS7DtjL9Dk5Macec2p2F3m86Uh0xZR/8iDScnTR7niZfamiKM5IoKWdheS/St44rtZ0I4Ee1SeZZgQeL8Nu3TCss6SjvnmpR5/fPGURUPrwnLLZQmAvg2pMRPJngzpzxkuJkkFnOBshVTpF3GHaCmI51Ik9bYSYw+Ab7oRWx9FEcr3q7GfYPZwlBSw/w99503oW09F33kTykyuYT9y8GQEHCK0v7odTU85iolD/6BwVxFtOrXk2FObmkbT7A9atG9Gy44t+PuXeSWbye5UF0effCT/zloRlXzlLfQxedhUHvigK06nneFvjaYov5hqdarS/Z1bOP3KNiXX9n/wk+gqUsV+hr/xQ4SA26Shf8R0d1WrXQW/10/+zopsYMZHD+nMn7KYek3qsHKeWUhgxbDZNW58tjOzfp7L4unLTHMfSlCw/O9VrFm4PmaS1ot3NqTHm+uoUXcfRN3sC7SG4DoTFVxbUhhcbHWQzGfRfb+DHkNfSmygR9dQ2EPp9x8Iz7zN/k6ciPsck+PhbtznGoa1rI9dBcHROkab4XbFCbZsJPU6VMpVEFwBWlXEVjPOuMugpWIeaGgDLcMo6pLWFQoGscd95QGtPhR8QIlbyb8NtfMfqPIB4jo18f6TiGXwK0HNI7Lp8vi+TnlPDBGh17cP8/vw6Uz4fDJ2h43zb+uAv9jP27NXRl2vaUZWqaZpXP/0VVz31JUE/EEcTnvUQ2vNQvPsy7JBOfH2NrLrV2PzqgTyKWJ5BswuFcHhtHPri9fyzCWvJXZTHBwuB0c0q0+HLqdxy9EPlHu9HtLj1u6dPTmd1+49gjdHrDh43DpRODCkjP2Gy6VwIKpwECrjebRw0W89tC3skolh8O3/MzZG/WsT7NMPWj3Qt7PHPeI0qoA5msW+zdURHMcbKp+qCOOPxQVp96E5m6Lbm0BwEZGG3w0p1wDGvo6IGMa/MpWmXGdi7gxxIJ4rAdDS7kM5TjZKN+oFiKcTquBDzKSUVd5LSHYS9kkqgWXw/wPYbDbOuvZUzrp2z6yhKL8YZRK66HA7OOfG9iWvRaTEhVOWlEwPBXsxM7c77bS5uBWfPTus/IsVtOzYnPl/LDGVpSiNy+PkuNOaYnfYcae6osJkK4qvyM/rt/RD6SpJqp7CudfkoJQgcpClkkgGaJlGNIt3AnsMUvgzz3sK3f8PBOcZ/u+YT2E7knqbkdnqn0HCkT36VoyZvxscrZCM+xFHi/hDFhtU+Ri841HecaClIZ7OiNNwo0pWX9TO60HlgwqvzlynglLoW9qC2oGyNUDSn0TcHRIbZ0T/LqjyMSqnK8bnJMbqIqM3Yt+T1CeuNohrzwpZ7epp3mCoYjU3koll8A8B1i3dwM+fTqIgt4i2F7ei1XnHRymAliUl3cMzwx+md+c30TQNXddRuqLL45dHRduY8ckzQ/HupdZOepU0Lr3nfIa9/kO5qpwuj5NzbmpPnSNrM37Ib9hsNrxF3ih7Y3fZeWXc09gddoryi6PqEFQGpVTSdYXqNPShaQeZsd9N+hPg/RXT6BlC4P26/DacbRHn8QCojGch7xkS2+TdPbMvgsBUlK9dlMFXSgf/FJT3F5A0JOVKI9FK7IbBdraLcMmIvT5kTwTfFNC3gON4lG9KZIRQaC0qtwdU6Y+4TktgnJGI8wSoMRX8M8NibCcbRcrj3lQVlMk+k8QvhLQvsQz+Qc6EzyfTp9tAQoEQoWCIX774nePPPJbnRz6KzRZfYbD1BSfy9fqBTBs1C1+xn5PPP4GaR2THvQeM6mHfvv1jhUJNy6LZNF6b8Axpmal0fvhivn7th7huEJ/Xz+oFa8ndsgun24En1c01PS/llE4t+XfmClYvWk+j4xpwVpdT8aQaGaxb1mzD4bYTDFTMV+5w2Qn4g3uV6+TyOPF7AzGT1+ZNS+XolkU4nckw+rsf7klYfag8yH0w3FYF/Ghl8f+F0nciWlW0lKvQ854ltsH3EPPhUtAXlXpjSXKSUjoqtzv4p4fdNzZU0efG5eIwxqtCqLR7IuSIRezgPivcRhB2Xm/SpxeV/06lDL7Rh8NI9kqUtDvCxWBKj8MDqXdWqv9kYEXpHMQU5hXRt9vAiDh3b4GXub8t5M/vZybURlpWKufc1J6L7jonIWMPMH30LPQE4+rNcKe6uLjbuTQ6rgFrFq9n0fR/DaMsxgZpWcE3ABR88/oo/vh+BoW5RWzfsJNPe33D/W2e5IOHhvDPxPmccNaxJcYeoEb9ahV6KDncDtpf047HP78/4c/CtB2XIcX89NcPxrzmh8HVKc63lWNOPYAz7hUA2P4HqbeBrb5R39VzE1CObINkEFs1bnfUzl48jMQJgcWlXseq9OQETzzJcb8RBlkytF+MqJiSDdqQcQ1+Y79AFRnjL+iP8v9j3qTKiyG7AIRWxxlLcpGU24zEq93FUcQDqbcZrrADhGXwD2LmTlqIzRE9i/cWevlt6B8mdyQHh8uBZqvYn8ZRJ/2PY9ocxYlnN+exIfdyz7u3sXXtNu5v+yQzf/rHiHxRgAgZ2XE0VMrYoGAghK/Iz5qF63mkw3OEQnsMfGpmKuffelZU8fXYbSs2Lt9My44tYlYWKw/NJrw87mmu7Xk5Z3Ruy/39zWdru3Y4uOf8JugSw31mb4FkPmck95QnLeo8GS39MbTsX9Gq/4CW+bQhLexsY2yqOlqCox3G1zn8e1P7OCxUBaB0pEtKF6IfQi7wdEYcTYn9HgW0PS4O5R2LkZtZHj5U8XcxmsyIIayGsdG8nxARtPQHkBp/IdXHIjX+Ml4fwJ18y+AfxDjdsQ3Z2iUb+Oixz/l3dvI3gE6/qo1p9m4sTr28Ne9Nf5l3/3yZ1yf04vQr2yAiDH9rdJQbJxQIsX1dxePvlVLkbNnF3EmLIo7f8+5tXPXQxaRklF9eLuALsmr+Wvp0G0jLDsdVSsJZ6dD8tKYlry/udi6tzjvBtK3MmkdhI0amb3ARyn4c2OoRf5bvAGd0Up84T0ar+hlajSlo1b5mz4x9t9vHx77R5wGwg70JYt/zMJO0e8HdAUOQLB1wgastktET3OcQUzzMfYWxKbrnQIJjUCZSCOGxiN0ohxhVUN2NpMVele0rRFyIrW6Z93lgsAz+QczxZzaLuTm7dvF6hr89mofa9+KTZ4Ymtd/qdapyRY84NUY14aRzWtBjQFeGbR7Ec9+Z7ycsmbEsZshmZSY5QX+QLWu2Rhxbv3QjSik6dT2HtKrlF5AO+oNMHTmDKrWyKjfTkugw1O59biE1IwVHuAaB3WHDnebmgffOjWNzg7DjUigaRtwIF/Eg7jPiDkkpf1gnx6wzDfP6rhXFbSQS4TQ2LKsOjBymONCy+iDZPyNZfZDqY9CqDETEjWiZSJX+xr2ln4zODkjm86XeRyBc0CQRUmKWVYSwOyX9cWMFhA1sjZEq/ZCK+OD/g1ibtgcxDqeDF0Y/zlOdXkYpRSgYwl9shM8pZfzHV+Tnu7d/pMN1p3PEMfX2qr+AP4CvyE9KhodNK7fEvE7pivlTlnDt45dTpUbsOqRHNKvHkr9iaImI4HDacIRDQjVNw+f1EfDG34CtUiOr5N8j+v7Ix08OJegPViicUtcVGdXSqf2/GmxcHvt9mnFEs3pRYaz1j67LoIXv8P27Y1ny13L+1+IILn/gQmo1ALUtXohpkPiSyOlI1cFG/HhchJjLFUmB6r9Cbg8Ilo5jT3D2bzsGyXgCnCdDaK1RF9YWuyiL2OoY6pNlj7vOgBp/GVIIqgBcZ6LZSrlyAvNQ+f3DoaDlICngbAuu2CGWIoKkdoHUuKovhx2WwT/IOe7Upnyz8SNmjPmbycOm8ueoWVGZoMFgiGmjZlXa4HuLfPS772NDiC2kk5WdQd7Ogrj3+L1+3ri1H1+s+iDmTLnzI5cwfsgk03OapvHpv++xZOYKUtLdHH/mscyeMI++dw80JBNM7JHYhCatDB/s9g07+PiJr/CXE7NvRuMTGuLyuLjztRvpfdWbUYlk8Xjgg66mx6vXqcodr94QdVw5TjDkhyuMQMpl5caogzG7VvYm5sZSBUAVI1UHg+8XlPcnwGPUgQ0uI7a4mAOqfovmNBKVVHAN6NvAXvmQQkO6IDKjVimFynsKisdgHslTZkyO1kjaLeA8HRHLQVFRrE/sEMCd4qJ957Yc285cwkHTtBJ3QmV4uUsffhv6BwFvgFDAEEUrL/kJYOvaHfwxYkbM80c0q88ZndtGTT41m0bzM44hu351Tr/iFE4653jsDjunXNiSL1d/QO/vH4sqEWlz2GjT6SSq1jIMzowxfydcmcpmN/7MHS4HKekeHvrICOdrd+nJNGp+RMKuHXeqi+NObVr+haWQKh+G3QqVwFSQq6L4YPs5qOJvEfd5aFl90LJeQaoNhfSHiOnukVTE0RSl56HvuB61/SJUzt2oraej572VvCpO/j8SNPYAGlKlL+Jqbxn7SmJ9aocQaVVSTQuTixgbrZVh67rtzJ4wt1IzZYDXbn6PrWtjSyc88vHdNGnVGHeaG7vThifdTbU6VXhsyL2m14sIbS8+mYc/7k5m9XRcKU4cLgenX3EKT3y5R/bA5oiWgjBvD257+XpOu+IUrn38MgYv6cuRJzQCjAflLS9cm/Dmrd8bYPXCGDIDsfrX0pHsSZB6D2jZYQni8OZmXNyI58IK9RWbAOQ9ix7cozsk4kTcnYhpAiTVqIi261EI/IMhTZxv/L/os8QLjJSDKv6BxIy9C9KfQLTKiQxaGFgunUOE9f9u5L17B0WfELjv/TuoUb9yxa63rN6Gw+WotMHXgzpjP57ILc9fY3rek+ah3/RXmPPrfCZ+9QcbV2ymbpPabN+wk+x61WK22+Ha02jfuS3b1+8krUpqVCGZdpe0op/Z51GGanWqcvUjl8Q8/2mvb8qt7bsbPaTzzRs/0DPGw2o3SinDZYIf7McgYkfSH4D0PQ8sPb8vFA0G5WWP/2q3L94FnivA0SqhcQHgvgQKVhHbRaND7qNQvbTMhZ/Ycz5B6bmG1nuUkmUxqvBjxBP7c1V6vlHrVquN2GL/nuNvKIfNk6sDktY9vt6ORUJYBv8QYeR7Y41iKWVwe4zC5ZWlwTF1TfX0NZuGZjOSpIoLvDGNYsAfZMua+OJoSim+7/cTc36dj7fQx4KpS/ht6B/c8MxVXNsztgidzWaLmSCVUS2dxz69l9duei/mw8qV4uKGXlfFHduaxeYCcbGYNPQP7n77ZjKqmucSqMC/qJxu4ZR6DXBA1luIKzK0UtLuRmlVwf87kGLE1Ou5gBdxd0Qc8YqKRyOp16N8P0FgETE3goP/oOuFaFo4mkmrA7ZsCJX9DJzguRD0fEMR0+xXr+eYdqGUQuW/AUWfh+vF+lHuc5HMV003n8VzKco3rkw2KoADMnoh7osQrfzoK4vEsFw6hwizxv1jejwQCLJjU26l282snsEFd5yNK2VPjLCI4E518fGCt3luxKP0/v4x2lx8kun97lQXLU1KO5Zm5rh/Sow9GFE+viI/nz03nB2bzA1HIpxxVVuGrvuQdpe0ikoUS6uSyh2vXMeFd3SM20bVWlkV6tNmtzF15F+m55Tyo3beCPp6w4CpQlC5qJx7UKE9FT2V9zfU1jZQ8A74Z0FgJuI8Di39brT0Bytk7FVoI3req6icu8BxMqTeHf8G76iSf4oIkvnmnnBLMP5tq4uk3hXWr4ku0Qk2cEXnBgCooi+h+EsMF1AB4AfvL6i8l83H42wLnqsw4u8d4f+7kax+aCnXWMY+ySTF4IvI+SKyVESWi8jjJuczRWS0iMwVkYUickiWODyQbItRLCQUCNG0dfliaPHo3udWbn+5CzUbZpOSkcIpF51EvxmvUOfI2pzYoTltLmrFCz88TofrT4/IanW4HNRoUD2ioLoZf4ycYapoaXPY+HtCeaX34vPzp5OY/cv8krBMEcFm1zjmlKOo3bhWufff8MxVEQ87MDbJ6x0dHVoIRkhncUEMt4lvMuaVmUKoIiMrVIU2onIfCFdJKjAeCvp21M5bUKpiAm4qsAi1vZMxm/ZPM/5f9ElYViEG/siC7uJsiVT/GdLuAc9VSMZzSPVRxt6DaJDeG8MI7zYVTpAMJO2+si0bFH5sMlv3QvEII86+DCKClvEMUu1bJP0hJOMJpMYkJKyLY5Fc9tqlIyI24H3gHGA9MFNERimlSqdE3gMsUkpdLCLZwFIR+VKpWIIXFmWJ52euXq/qXrWtaRqX39+Jy++PnWwF0PPTexl3RjNGfTAeX7GfM69px1UPXRw3IxiMQu6aTYuKlddEcKclmlkZja/Yx6fPfhORzWvkKyhmjvuH+VMWc/YNZ9AjRiglwPm3daBwVxFfvPAtAV8Am91G50cu4cSzm/P4uS9EFYARTTj5/BPMG9N37JHnjcCovgSgikdiLjKmg3ei4UpJEJX3HJGFuv1GGKbWKFwlqiwOsB8RdVRsNZA085WB5jkHZR+KKvwYguvA1QZJuTl2LL7KjTHaoCH3IOYZt+JoAo4mMe61SBbJ8OG3BpYrpVYCiMjXwKVAaYOvgHQxwirSgJ3EzzixKEOrc49n+pjZUf7UY089ulzVzGShaRoX3tmRC++M7yYpy3m3nMmPA36OMp4ArS84odLj2bRya9zQTG+hjwmfTebS7ufRqHm0oQNjhnnVQxdz+f0Xkrcjn/SqadgddpRSnH5VG/4YYaxORIw9gYu6nUv9o+uad+g8GXOHtx2KR6IXDwetOqbl/FSoxFiq0GbwzzBm6q5TTX3fSulGQZDoM0ZBE60O6JsixyMOJK6QmTniOBbJejuxix0nGqGWZbHVjiOwZrG/SIbBrwuUjlVbD5xS5pp+wChgI5AOXKOUeZCxiHQFugI0aNAgCcP7b9C9z60smrYUb5Eff7Efp9uBw+Wgx4C7DvTQyqVR8yPo9vbN9H9wCA6HUQtYRHhx9OO4PJXXF6laK6tcPXw9pDPr53kxDf5ubHYbVWpmlbwWER4bci9nXXsaE4f+gd2ucc5NZ3L8mcfGbEPsjVGei6B4LHtCDTWMGX14fqNvjj0IZxv0/D6GW6SkhqoTqn5iEqESjuYxi8qRFKTaN6jchyEwxxiDrTaS+QZiqxG7/yQg6T1RO/8ORx/tlmB2IRnPHlDRMAuDZBh8s99i2WnOecA/QAegMTBBRKYoFb3uVEoNBAYCtGrV6iCtILH/2bFxJ0ccW58Vc1eTllWFUy9vzY29OseVNjiYuOiuczmjc1vm/LoAl8dJy47Ny3UFlUdGtXTaXdqKaaNmxYzUsTtseNJcbF27jbQqaaSkRwpqhUKGiqfNHr1KEhFaX3AirS84MeExScZL4GyHKhpquFWCK4lezApGOGL4uHjAfSmENkHhJxgbnrvdVIWonDsge4pR+anU2JTnSij+lkgtHjd4rkFsNZFqXxihlcoPWvZ+MbjiOBqqfY8q/AD888HeCEnrVuGoI4t9g+xtxpyItAWeU0qdF379BIBS6pVS14wBXlVKTQm/ngg8rpQyD3cI06pVKzVr1oGt8n4wMGPMbF64+u0Sl4gIOD1OXp/Qi2Ztjz7Aozuw+Ip9vNP1QyYPn2aalGZ32vCkevD7/Oi6on3ntvQY0JXiAi/vdv+IP0fNQumKFmccw4MDu1EngY3eRFHe8ahdT4SjVcpgawJaVRAnktIZXOeicu8H3/joayUVqTIIcUZGSinlReXcG3b/OAz/vesMJOudBPR3LP6riMhspZRpEkcyZvgzgaNEpBGwAbgWuK7MNWuBs4EpIlITOBqIrrBtYUq/+wdH+L+VMuqwDnz0c/r88eIBHNmBx+Vxcd1TVzJ7wjwKdxWV5BTYHTZsDht6SJGfs8fg/j58GgFfgBVz17Bp5ZYSXaK5kxdxX9sn+Wx5v6gkr0pjb2zUPo3CCe6OaOk9Io6qiA3Y0ohJ5AuGEmXVQajgagiuAntjxG65QS1is9dhmUqpIHAvMB5YDAxTSi0UkW4isrsG2QtAOxGZD/wK9FRKbd/bvg8H/F4/W2MkNi3723pmKqXodcmr7Nq2KyKBTDSNmg1rRCWV+b0B/hj5F9vX74gQoVO6wl/sZ+KXU5I2NrEfCc4TiZJRECeSEq3iaEgdmOj6q5BR5CRmPw0R91mWsd+HqMAS9J23oW85CX3buehF3yZPT2g/kpRMW6XUWGBsmWMDSv17I1C5EkOHOXanHVeqy7TIdtZB6L9fs2gdYz76hZzNubS5qBVndG6Dwxmj+EVS+lvPjk05UYqXAV+AzTEknjVNSkpGlsZb6GPNoopp5ZSHVBmAynsVikcCPnCcZMS6h6tFKf9cVOEgCK0zpBTsTSC0rKSeq5Fx2hvRKr/qUIFFqOLRoAKI53xjDAdgA1WFthglDJUO7rMNKeVDABVcjtp57Z6CK6F8yHsBpW82Cr8cQljSCgc5mqZx2X0XMKLPmAhpBXeKi2t6XnbgBmbCb19P5a3b+xMI69NP/3E2I/qO4Z3fe+/1Bm0sfMV+JEaRGFeKi2AgFBX/L5qGpmkEfJHuFneqiyNbNk7q+EQ8RpGPzOdRSkUYWr14HOx6jJLqVMFlQApkPAb+v0Gring6I46jKt2/XjAQCvphJIQpVPFw8FwWUXhkf6AXfQt5z1OixZ//Oir9UbTUm/brOCqDKugfjjoqTTEUfIRKvR2R8qutHSxY0gqHADc/fw0X3tERp9uJJ82NO9XF1Y9dysWVrMu6LzA2TwfgK/aXGFhjxryecYN/22f9HnlCQ+z26D9jl8fJhXeejTvFFRGr705xcfPzV9PgmDo4XHvmOza7RlpWKmdes+8qIpU29kqFIO85jLDK3cuTAFAAgfloWW+iZTy5V8ZehTZAwXvhPvRwP8VQ/H3sAuDx2lMK5Z+JKvwC5ZtKjMhqk3FsDht7X3gsPuMn/w1j/+FgJzCXPaUjSyEahGKUsDxIsWb4hwA2m43ufW7l1hevZcemXLLrVd2r+PV9wdKZK0yToHxFPn77+g8u6X7ePunXZrfR8/P7eeHqtwkFggQDIdxpLuo3qcMNz3Tm/Fs78MkzX7PgjyVUrZXFmde0Y9u6HRzRrD5Va1Vh3u+L0EM6bS5uRbe3bsadsp8+19DGGDVZQ2GFyiTgm4x51LQX5f0ZcZ6QcFNKL0DtvBlCK4w9BbEZOv/VhiJaOZne3gkxxhFCecchad1Mzh1E2BoaLreyqIAheX0IYRn8QwhPmod6Rx2cy0d3qium/ENqZpKiXmJwyoUt+Wj+W/w06Fe2b9hJq/NO4PQrT8HhdFCvSR2e+eYhAL55/Xs+7z2cgDeArivcqS7aXtKKJ754YP/7tLUMTGeNAFp0VSmldCNpSzIQLS3BTpxGDG/Ur8UGUjFJC5X/FgSXUqIVpIDQOtSuXkiVfuXcrWP+XlUMKYqDC0m7G7VzJpFJbm5wX4hoB98+Wjwsl45FUjiq5f/IqJYeVZzcneri4rv3zey+NLUb1eS2l67jsSH30qHLaVEbxds37ODTZ4fhKzLi8cFwOU0bNYs5Exfs8/GVRbRMcJ1BdASPB0m9I+KQXjwete1U1LbzUVvboOfch9Ljl6AEwH025vUb7YjnoooN2DuKaGG4IPgmokxDT0vh6oD5DN+BuA8et2QsxNkKMt8CrRYlip6eq5DM3gd6aBXGMvgWSUFEeGnME2TVzCIl3YMnzY3D7eCyey+oUKbqvmLW+LklpQ5L4y308cfI2GUa9yWS+VpYf8cFkm78P+U2cO8xxso/F3Y9agiz4QX84PsNlduj/Pa1Koahwg2kGBm9uCC9J2L/XwVHG2smvntvIM447PUhvYfRN7bwjxtSb9+rPYr9ieY5B8mejNSYitSchZbZ65BMbrNcOhZJ44hm9Rm6dgD//LaAvB0FND+9KdXrxqt2tP9wepymewyaTcOTWnnFzr1BtHSk6ifG5mpoC9iPQrTIwiqqcCCR0gkAfvDPQIU2Ibb4xW80zzko1x/g+81IAnO1j610GQ9XB/D+RKTh18BxMhJDATNiHKm3o1xnoorHATriPteQYTiEEBGQrAM9jL3CMvgWScVmt3HSOccf6GFE0eaik0z3GOxOOx1vPOMAjGgPYqtrFBsxI7QO0xm0OIyHRDkGHzDqwHou3bsxpj+O8s8CPQ8oKlktSOYLibdhb4yk37NX47DYOyyXjsVhQUq6h+dHPoYnzV3icnK6Hdz1xo00Ou4gzlB1nozpvEwFDOmG/YTYaiDZ45GMZ8BzPaQ9hmRPROwN99sYLPaevRZP25dY4mkWyaa40Muscf/g9wY46dwWZGUf3FEWKrQZtf2isADb7kgXD6TehlaqKLqFxW72tXiahcUhgyfVzelXtjnQw0gYsdWCaiNRBX2NMoZaVST1TnBffKCHZnEIYhl8C4uDHLHXR7LePNDDsPgPYPnwLSwsLA4TLINvYWFhcZhgGXwLCwuLwwTL4FtYWFgcJlgG38LCwuIwISkGX0TOF5GlIrJcRB6Pcc2ZIvKPiCwUkcnJ6NfCwsLCInH2OixTRGzA+8A5wHpgpoiMUkotKnVNFtAfOF8ptVZEauxtvxYWFhYWFSMZM/zWwHKl1EqllB/4Gigr3HEdMEIptRZAKbU1Cf1aWFhYWFSAZBj8ukDpcjDrw8dK0wSoIiKTRGS2iMQsZCkiXUVklojM2rZtWxKGZ2FhYWEByTH4ZpUNygr02IGTgE7AecAzItLErDGl1EClVCulVKvs7EOrfJiFhYXFwUwypBXWA/VLva4HbDS5ZrtSqhAoFJHfgeOBf5PQv4WFhYVFAiRjhj8TOEpEGolRAuZaYFSZa34AThcRu4ikAKcAi5PQt4WFhYVFguz1DF8pFRSRe4HxGLXLBiulFopIt/D5AUqpxSIyDpiHofE6SCm1/wuJWlhYWBzGWHr4FhYWFv8h4unhW5m2FhYWFocJlsG3sLCwOEywDL6FhYXFYYJl8C0sLCwOEyyDb2FhYXGYYBl8CwsLi8MEy+BbWFhYHCZYBt/CwsLiMMEy+BYWFhaHCZbBt7CwsDhMsAy+hYWFxWGCZfAtLCwsDhMsg29hYWFxmGAZfAsLC4vDBMvgW1hYWBwmWAbfwsLC4jDBMvgWFhYWhwlJMfgicr6ILBWR5SLyeJzrThaRkIhclYx+LSwsLCwSZ68NvojYgPeBC4BmQBcRaRbjutcwat9aWFhYWOxnkjHDbw0sV0qtVEr5ga+BS02uuw/4DtiahD4tLCwsLCpIMgx+XWBdqdfrw8dKEJG6wOXAgPIaE5GuIjJLRGZt27YtCcOzsLCwsIDkGHwxOabKvO4D9FRKhcprTCk1UCnVSinVKjs7OwnDs7CwsLAAsCehjfVA/VKv6wEby1zTCvhaRACqAxeKSFAp9X0S+rewsLCwSIBkGPyZwFEi0gjYAFwLXFf6AqVUo93/FpEhwI+WsbewsLDYv+y1wVdKBUXkXozoGxswWCm1UES6hc+X67e3sLCw2N8opUDlgHgQ8Rzo4ewXkjHDRyk1Fhhb5pipoVdK3ZKMPi0sLCwqi/JNReU9A6EtgKDcHZGMFxEt7UAPbZ+SFINvYWFhcaigAstQOd2B4j0Hvb+g9Fyk6pADNaz9giWtYGFhcVihigYDvjJH/eCfjQquPRBD2m9YBt/CwuLwIrgS0KOPixNC6/f7cPYnlsE/hMjPKeDN297norQbuNBzHb07v8n2jTsP9LAsLA4tnK0AR/Rx5QN7k/0+nP2JZfAPEXRd56H2vfj1qz/wFfkI+AJM/X4m953yBL7isstTCwuLWEjKzSAeIs2fBzxXIbbqB2pY+wXL4B8izPl1PltWbyPoD5Yc00M6BbuK+H349AM4MotEWfLXMt695yPevL0/M8fNMcICLfY7YquBVBsBrvNBMsFWH9IfQTJ6Heih7XOsKJ1DhDUL10cY+914C7ysmLeac2h/AEZlkShDXx3Jly9+i98bQOmKycP+pM3FrXjyywcIZ6Bb7EfE3gCp0udAD2O/Y83wDxHqN62D3RX9fHanumh4bIMDMCKLRNm2fgdf9B6Or8iP0o1ZvbfQx/TRs5gzccEBHp3F4YRl8A8RWp7Tgmp1qmJz2EqOaTYNT5qH9le3PYAjO/TQdZ2xH/1CtxMf5Zaj7+eTp4dSuKtwn/U3a/w/aLbor5q30Mef38+ocHt+X4Cls1awccXmZAzP4jDCcukcIthsNvpMeYH37v2YqSNnoOuKVucdzwP978ST6j7QwzukeOO2/vzx3XS8hcZm9/C3RvP7t9MZMOd1XB5XufeHgiGm/zibORMXUL1uFTre2J7qdarGvN6V4kK0aLeNza7hTqtYSv+vX03h3e4fgTLG0aBZPXp//xjV61arUDsWhydyMG8ctWrVSs2aNetAD+OgY/fvzPL9Vpz1yzZx1/EP4/cGIo67U13c8+7tnH/rWXHv93v9PHzWc6xZuI7iAi9OtwPRNF4c/TgnnHWc6T1F+cVcU+fOkgfMbpweJ/1nvsoRzeqb3rebUCjE9+/9xPA3R7OjTBiuZtOo37QOH8172/p7sABARGYrpVqZnbNcOocgImJ9uSvJ4un/YrPboo57C33M+XVeufePHvAzq+atobjAC4DfG8BX5OOlLn0IhczLPaSke3h+5GN40tykZHjwpLlxuh3c/fbN5Rp7gHe6fsgnTw+NMvZgRGptWb2NFf+sLredeCjlR+k5KGWSkGTxn8Fy6VgcVihdJ+ALRB23O+3UPKL8gju/fvE7vmJ/1HFfkY/VC9bR+PiGpve17NiCYZsH8cP74/h35nKOavk/Tr2sdbn9bV23nd+G/hG1IimNzW4jZ0tuuW2ZoVQAlf8aFA0DdNAyUOlPonkuqlR7hxtK6eAbjyoaAYCkXAGu8xA5OOfSlsG3OGz466c59O0+iGAgeiZut9u48M6O5bZhd5pkaAJKV9idsb9OSin63TuIScOmEfAFmP7jbL548Vue+eYhTul0Usz7Vs1bg8Nlj2vw/d4AR598ZLljNx1X3gtQ/D1grFjQt8OuJ1FaFcR1aqXaPFxQSqF2PQLeX9ktxKb8f4H7Z8g8OF1sB+djyMIiyei6zhu3vo/fZHbuTnXRe1RPajWsUW47nbp2xJ0avbFbtXYWDZrWNbnDYMaYv5k8fBq+Ih96SA+7gvy81KVP3Ezpmg1rmD6gSo/92scvI6NaerljL4vSC6F4JCXGvgQvquD9Crd32BGYB749xt6gGHwTjXMHIZbBP0xZ/+9Gvnn9B4a/OYpNq7Yc6OHsNYV5Rfzz2wJWLTBXO9y4fDPewrKGzaBKzSxO7NA8oX7Ouak9bS9phcvjxOlxkJLuIaN6Os+NfCzujO6XzydHbdoCiCb889vCmPc1PLY+R57QKGr1ICIcc8qRPPHlA9z07NUJjX03SimU8qFC20Gi9zMACK2rUJuHJf4/Df2dsiifce4gJCkuHRE5H+iLUfFqkFLq1TLnrwd6hl8WAHcrpeYmo2+LijP0lRF88eJ36MEQiDCk19d0feNGLr3nggM9tErx7Ts/MuTpodiddkKBEHWOrMVLY56ICFV0p7ljzpRTs1IS7kvTNJ78sger5q9h/pQlVKmZySkXnYTTZe7qKSHO6r68pf+LPz7BW7d/wPQxswHIrleN656+kjadWpKVnZnw2JVSqKIvoKAfqF2gVQUVnb0NAo7EHoD/BZRSoG8DcSJaVuI3apmAk+gVkhO0jOQNMInsdVimiNiAf4FzMAqazwS6KKUWlbqmHbBYKZUjIhcAzymlTimvbSssM/msWbye7q16Rrk2nG4HnyzpS40G5W9cVpTVC9exbPZKajbMpvnpxyTVt/n3L/Poddnr+Ir2zLQ0m0aj5g0Y8PcbJce+ef17Pn7iqyj9Gneqi/v63cG5N5+ZtDGZMWPs37x4zdtRs3xPmpvhWwYlFP9fXOhl5Ltj+erlEWiaEPSHOPn8E3j88/vwJBDPrxd+AflvEOmCsGM8jUrvEXiQasMQx9GJvLVDGuWfa/jhQ5sBHRwnIFlvIbZa5d+r56C2nQmqOPKEeJDs3xAtdm7GviReWGYyZvitgeVKqZXhzr4GLgVKDL5SqvT6ZjpQLwn9WlSCP0bMIBRjpjv1+5lcfv+FSesrGAjSu/Nb/D1hXkmmaXb9arw58Tmq1MxKSh8j+o6JMPZghCqu/3cj65ZuoP7RdVkxdzWf9x5uKlZ25rWncs5NydMh2rhiM/3uG8ycX+fjcNnpeGN77nz9BlpfcCJnXXsaE4dOIegLGi4agae/eQilYOxHvzD390XU/l9NOnQ5lT9/mMXkYX+SkuHhsvsu5LTLW/PPxAUMfWlExPudOe4fXr/5fZ797pHyB1fQj0hjDxAEqQZaljHLdTRH0h89PIx9aAsq52ZQRXsOBv5G7bwRqo8vN9JGtCqQ9QEq93726OtrSNa7B8zYl0cyDH5doLTDbz0Qb/Z+O/BTEvq1SDLJjioY9uYo/p4wLyKMccOyzbx+Sz9e+enppPSRs2WX6XGb3UbejgIAfv3ydwImUS7uVBfHtz82ae87b2c+97Z5goKcQpSuCAaCjPtkIqsXruXtSb156KNuXNL9PGaN/4eUjBTO6NwGm91G1xYPk7MlF2+hD7vTxlcvfofNYSsRy/t31goWTTuXxdP+xVvm4RbwBZgx9m/yduTH3bhVKmgU7DY9mYeWPS3uezPcQUOhcKDRjuN4JP1xxNGsYh/SQYQqGmbi0goZkUr+GeAqX7JEXO2gxjQIzAGlwHkiIs59M+AkkAyDb/ZtMfUTichZGAb/tJiNiXQFugI0aGCJgiXKljXb+Lz3cP7+ZR5ZNTK55tFLaX91u6jrTr+yDV+9PIJQMHqW3+6yk5M6pjEfToiKWQ8FQ/zz20KK8otJSa+YrMCKuatZOnMF2fWr0bJjc2w2G20vPonVC9ZGhS3qIZ3GJzQEIOALEstzGfAFmPD5ZMYNnoge0jnv1g6cc+MZpslZ8diyZhvD3vghQiANIOAN8O+slYzoO4aczblk169Op7vOIb2KUSx7wCOfsn39DgJh4x70h8L/32OIvIU+fug3jqxsc7+w3WFj1/a8uAZfxI7SaoBuskGvVUP5JoOzbUxjpQregcJPKVkh+KejdnaBat8h9sqFhB5wQmuB6KgtQ7diU8LNiDjAWX5OxcFAMgz+eqB0umA9YGPZi0SkBTAIuEAptSNWY0qpgcBAMHz4SRjff57tG3Zwd8vHKMwrQg/pbFu3gzdv78/6fzdy/dNXRVzboGldbnq2M589NwxdV4gYM/u73ryJGvWTW/zB7zX7MhkEfAFI0OCXuIZ+mQcINptGetU03v69N5fddyHjP5nEzs05+L0BRMDpcXHXWzfjTjH84u07t2Xc4IlR/nM9pDP1+7+YO2lhybllf69iynfTeXH04wnN/AtyC3n+yjdZNG0poWCIUDA6U9VX5OPDRz5FDylcKU4+fvJL3vj1WZqc1Jgp304vMfbxcLjs1DmyFjs25aCHIvvQbBq1GpUfUkraI5D3DFGbjHouKvdBQKDKh4gz0v2r9EIo/ISoOrDKhyp4H8l6J+JaVTQMiodCaDvgAHstELfhH0+9BbHVLn+s+wPHyeD9mSg3l9LBYS6TcaiTjLDMmcBRItJIjOnBtcCo0heISANgBHCjUurfJPRpUYpvXv+BooLiCEPgLfQx9JWRFOWX9dnCNY9dxsB5b3Hbi1247aXr+HhRHy7pfn7cPkKhEH+Omkm/+wcz9NURCZVWbHvJyRHqnrup07gWmdUTj2IY0Xes4Roq8uMr8lGUX8y29Tt4+bo+pGWlMmDO69zYqzPN2h3NaVe04dVxT3FR13NK7j/21KacfcMZuFJcIIa7x+lxcum950cYezCM87zJC5k/ZXFCY3vlhr4smLoEvzdgaux3o4dUuH0/RXnFvNSlD0oZD4BEUEpxUbdz8KS7sdn3fG1dKS66vnEjdkcQFVxnSCSEtqMX9EfPfRC98FOUng+AlnIpkvU62BphlPjb/UDzgioAlY/KuROlF0V2HloPYjY31CGwR95Z6QWoHZdDwWsQWo0RkJcDwcWGy6PoC9T2TqjAsjjv04deMAh9+0Xo2y9FL/zScEftAyTlYrBVI7LcoRtcpyGO/2apw72e4SulgiJyLzAeIyxzsFJqoYh0C58fAPQCqgH9w7OmYKxdZIuKM2/yItONWL8vwMKpSzj5/BOjztU9sjadH7kkofb9vgCPdXyeFXPX4C3w4nA5+PLFEfT+oSctz44dvnfOTe2Z+OUUw32kwOaw4XQ5eGzIPYm/OWDsR9GuIT2k8++sFezankdm9Qyuffxyrn388qh7d23PY+nMFXS6syPn3Nieqd//hdPtoMN1pzNt1CwCPpOiMkU+5v62kBZnxPdP527bxZxfF5gWpimPHRt2snn1Vi6++zw+fuKrqI3n0ogmZFRN54yr2nLMKU348qXvmDd5Idn1q3Ntz4s58ZRxqC0PYWwcBjA8qprx2jsRVfghVBuB2Goh7vMR9/no+W9B4ceAydh9k8BjbN4r5UcFZkVHouzG1qjkn6roSwhtxLRAOBhjU0FU/ktI1SFRZ5UKGRumgSWUrELyX0P5pyBVBsT8fCqLiAeqfYcq6GfM9MUFnmuR1FuS3tfBQlLi8JVSY4GxZY4NKPXvO4A7ktGXRTQ1G2azct6aqONKV3zxwremBr8ijBk4geVzVuErMozubi2al7u8wzebPsJms7Fm8XpWzFlFrf/V5JhTjmL1grU8eeHLxrWlHHPd3r65wjIAsWQFRMRUFweMGfGQXl/z7VujcbjshII6tRrW4JVxT5XE5y+cuiR8LvJh6XQ52L5hB/3uG0TVOlU596b2pvLDeTsKsDtsMccQD6UUNpvGJd3PY+HUpUwbPQvNpiECrhQn/mLjcwuFdKrUzKRWw2xuPvI+GrVowI29OvPQwG4A6HmvQNEXRBvu3Ua3GHQ/Kv91JOvtUqfzTO7BcGeowvAY/aid10FgGeZG3A2eS9Dz+wIB8E7E3Cce0QH4o0OtlV6EyusNgblEbgF6wT8NFZiHOFqU03bFEa0KkvEMZDyT9LYPRiwtnYOcYCDI1O9nMnvCXLLrVeW8W86KipW/+tFLmT56tmnY4bK/V5K7bVeFEnTK8usXU0qMfWn8vgBLZy7n61e/Z/aEedjsGkpX1D2qNhnV0vEVeiM2S0OBEJ89N4wLbj874ciY4kIv7S49mTEDf4maSVerW5VqMXTop37/FyP6jMHvDZQ8MNYu2cBzV7xBvxlGXuCRJzY0fZgEfEEmDv0Db6EPh8vBVy8Zq5njTj2a376eypyJ86l5RDbn3XKWqcuqPESgzpG1Sn6PT3/9IGuXbGDpX8txp7pYMnM5c36dT1pmCs3aHc23b41my+qtKAVb1mzl71/m8+q4p2h2iguKPkmgx5Axay89BvfZKO8PkSGJAOgQ1tBRRSPDxt5kdq/VBddpsOtJ9qwqEtxyk9SIl0r5UDuvhuAK8zZUEPyzwdEi/DeuI7EyhC3iYhn8gxhfsY8Hz+jFuqUbDVeK0843r4/iuRGP0urc40uuO+7UpqRXTSNvR35UG5pNo7jAu1cG3+40/3IpXfHLF1P4e8K8iESuNQvXGV9/k+9u3o588nbkl+vD37puO2/c+j7zpywOz4ZtaJqgl4qAydmcy7K/V9LkpMZR94/oM8Z0k3bVgnVsXr0Vp9vBYx1fiNoABWP2vfve3bP3x8/tjVKGe2W3UNqIPmO47P4LGdl3TMkDcff5WLjcThwpDu7vf2fE8QZN65KS7qbbiY9SlFdMwB9ExJBdKP0gV8rYZ+j/4BD6jatAxSvZk9illEJJumG0Q2swZuVibKym3IbY6hgX+n7C1NhjB/cVUDSAyIStRHBDSpfIQ8U/hqUcYmgGiRMlWYbQW9FwwIeyN0MynkOcx5vfY2GKpaVzEDOq/3jWLlqPN6y9HvAH8RX5eOWGvlHa6x26nBaxmbebtKzUhGR/49Gp6zmmm4uZ2Rn8+f1fUf71YCAUM7lLNA1POdE5wUCQHqc9XbI3oQcNSWO9jCH1Fvp4/so3o1Y2SinydxaYtm2z2yjIKeSHfuOiYtrjsbuL3cY86A/iLfQx4dNJvPzTU7S79GQan9Aw5ooDDBdUalYKvkI/Pc/pzT0n92TD8j3hf1+88B0FuUUlUTuG5o35w2Pl3NUQSLQ8ogs8V4Xb9KNy7oCdt4SNvQBOcHZEqgxCS3+g1IBjPZSDUPQesY29RpRpkRRjHO6zkbTIPRzlmxx7jwAAB/jGhyWcvYCC4EJUzk2oYLQr0yI2lsE/iPlt6B+m2usBX4BV8yJFwq5/5kqq1MrC5TEMs81uw5Xi5JHB96Bpmqnh2Lk5hyG9vubJTi8z+Kmv2L7BPFr2lE4tcZTRitE0oeen95mqT4KxsnB6Ih8SLo+T8249q1zdmRlj/qYgt9B09h31Hjbl8N07P+L3+fmuz490rnU759qvZsemHNMHoGYTGh5Xn8UzllVqs7UshbuKqFIjk+dHPsaAv9+g4w2no9liuKsEdm7OJeALEPAF+ffvlfQ47Wl8Xj9//zKPycP+NM2PMCMlMwVDx6U8nOA8GUm7DwBV+Bn4Z2LM3P0YoZZB0Dcgzj15GLp/PqjwzL9CaGA7Kryi8IDrIqg6Esnqh2SPR8t6x4hbL42tJka8h1lzNSHzbfBNJTos1I8qHFzq5Sz0nG7o2y9B3/Ucet4b6Du6oOc+jArMr+D7+G9iuXQOYhzuGEkwusLhjvzSZGVnMmj+24wd9Cv/TFxA7cY1uezeC5g/ZTFd6t/F9g07qXlENre/cj1nXXsqa5ds4P62T+L3Bgj4AvwzcT4/vD+OPlNeoFHzIyLa/ujRz/GVcY9odhs/fjiB1p1OYtLXf0SFJB5xbD3OvLodX708Es1m6L60v7od3d66mSkjprNw6lIjjPLy1mhapGHetHJLwhuhwUCIIb2+4fPnhxMKhkoekPk7CwwNMKedgD+Ipgl2l51ub96EaELDY+szZ+L8hN3OsdBDuhHuCayct4bFM5aVhGCWxma3gQYhfymDrmDX9ny6nfAo2zfuLFnJJULNI7LBc0lYyz7GRqn9BMh4Bs1ZKpKq+Fuixb50CK5AhbaAChgrgNDKhMcSiYLQCko2hH3jIbgQqo9BTEM7QVKuQRV9Q6RLR0CrDtUnIYEZKHGaKFOGILjEeAdFP0TmGISPAxCYg/JOQGW+gubpVMn39d/Aqml7EPPLF7/T9+6BEb5oESOO/ZOl75a78Tl20C/07zEkIuTPleLk0U/u5adBv/D3L/Oi/OzHntqUPlNeiDh2UdoNpmGDdqedz1b0456TH6corwhfkR+Hy4HdaeONX5/j6FaN8Rb52LRiCxnZ6dg04damPSjILSxpI61KKoMX96FKjaySY3MmzufZy14vKSO4N9Q4Ipu6jWtSVOhl3eIN+L0BXB4nZ3U5lR8HTIh5nzP8QI1XeETThMYnNKT/rNdZs3g9957yhKnRFk2o2SCbzau3mjckVPjB40l388rYRzim6UuRYYxR2MFzJZLxPCIa+razY0gfC2T2h/xnQY8xzrjsduOUFWIDJBXJfB1xn2Nyn4Fe/DPkPQHoRqSQrTZS5UPEfgQqtBm1rSPRDzYHpFyLpD+O2toWVF78IUoGUmNa9AqjFEop8M9AeccANsRzKeLcuyi3/Y1V0/YQpcN1p9G+c1ucHieuFBcp6R4yszN5/oeeCUW5DOn1TZSh9hX5+eTpocydtMh0U3XRtKXoeuRsPZabQQ/pVK9TlU8W96FT147Ub1qXY9ocxUs/PsHRrRqTn1PAW7f3p3urx7iu3l1c17B7hLEHKMgppGfHyAfMCWcdR4Nj6ka5kSpD/o58qterxsp/VlOUV0zQH6RwVxHjPp4Y+yaBl8Y+Sbe3bqZp6yNxuGIshEW447UbAPii93D8MfYElK5iG3uIaewdLnvM33Nxvpee573O1MkPgfsiYn+Vg1D8DWrHtYYxc1+CuStIwa67DR2ZCuMA1/mQcgumG6+qCIJL47agec41jHHVT5Hq3yHVf0LsxkpTbLXAfR7gjrxJnEjqbeEHWCLuuRAEV8W9QuU9i8q9C4qNbGG18xb0fCOcVQWWonyTUaFtCfR1cGLN8A8B1i7ZwII/DO31k88/AbujfE9cKBjifOe1pufsDiPTtCgveqPM7rIztuirCEPz7OWvM/3H2RE+dc2mcdK5x/PymCfp3+MTxg76Fb/Xj6Zp2Bw2ur5+I+OH/Maq+WsT8pWP838doV9TXOjls+eGMWbgBIrz936mX1G+2zaYjGrp+L1+Hmr/LEtnLje9zul28Or4Z3j95n7xjXoF0WwaT3/zIH9PmMeEz3+PmZhVpVYWXy1uglY8iPKWCVJlMDhORG2/EPTEtWJKtYDhBS49g3eCrSZSbRT4JqHynooO9ZRUJKM34rm4En0aKBVAFXwARV8aWcHOkyDtSUTtRPn/hsL+lG/0XUj2hJjSxyowD7XjRqIjk5xgOyKccWwz9jZSrkHSnz4oyxhaM/xDnAZN63LhHWfT9uJWCRl7MHzGVWtXMT1Xq1FNTuxoniGriURtlt773u1kZWeUlPZzp7rIqJbG/e/fwaLp/zJ20K/4inwoXREKhvAX++nf4xNWL0zM2AM8evbzbF23Z3bpSXVz1xs3cdxpxyR0fzLxpLnJqJZOfk4BD7XvxfI5sf3Zfm+AvncPpHbjmkkdg67rvH3nAK588CKueih2QfHC3EJyc9oSNfs1QRV9h2ip4L60coNK7Q5Vv4KMl8FxPNj+B6l3INVGhts9BySdyA1YzYjQcZ9rPialUIFlqMAilIq9YS3iQEu/H63mDLRaC5Gs/pD3BCq3OxR+QPk+Mbsh/RxH5155JxK1MQxAILwvUWw8bPBD0bfh8pCHFpbB/w9z64vXRoVTulKc3P7KdSiTjUUAm8POgqlLIo5l16vGkGXvcfc7t3LpPedx15s38+myftRqWIMp304zrcmqh3QC3sSjYBZMXcKDpz9DMBBkxpjZPHPJqzzS4bmY4ZWxqFq7CiLC3ky87nv/Dhb+uZTnr3yT5f+sjquRA0a5yPbXtKuwwmZclBEB9N59HzNu8MSYwTJKQWp2K0i5inJjMHzj0Qs+BkdToPyCK1EUDTEMb8pVaNWGo2WPQ0vvgYSrO4k4oeo3oJUWR1PgaEvZKByl5xg6P9tOQ+24ErXzetS2U1G+6QkNRRW8C8Fl4dVEgD2uJA0kDeOzsIX/7QF7UyTrvfiNiidqnCXvISrTuBhVNCShsR5MWFE6/1FCoRCnXmZEwHz23DC2rd9BrUY1uOOV6znt8lMYO+hX0/tEojcqQ8EQBTmFnH39aVx4x9kR5zSbzVgV7KVrUOmK/JxCXrz2HWb/PLdko9rpdiBinsRVFs2mkVk9nUbNGxjKmhUck91p45Lu59Hvvo9RCopNhOdi0f+BT6L2PvYWpas9xWNM3orDZeeMq9rgSXUDz6AH14P/tzgtBqGgL8bTozwJBLMBFaLynkeqfRP7Gt/PoJcO71Xg+xmVXxvJeBgAvfBjyO9DxGxahdvPvQuqT0Bs5ah/Fv8Q4z2EFT/tzYAABBaCVgNxHFXu2xP3haiCPuVeV4JezibxQYhl8A8xdu+5bFu3nZwtu2jQrF74C7/n/NBXRvDNaz/g9wVISXdzc+9rueTu8yLa6Xj96cz/fZFpNmrz0/e4UX54/yc+efprgoEgKLjgjrPpcN1ppGamUv/oOpzV5VS+7/dTzHj80pRnuIO+ANNGzYpwKfm9gYRDwfWQzqr5a1k137yQeXmkZaXy44Bf4so6x+o3FKyEAa1A+2YcffKR9Pjwrj0HnKeAfxqxI3Yo51wCBP5BKRXlu1ahrRBcaRRIifKBe6H4c1T6QxCYBfl9MXedYIirFY9E0u4yP19C7IerOI4zhNGgRCYiEcReHyVpoMyL6kRiB1eHhNs+WLAM/iHC2iUbeLf7R8ydvBBBEE1wp7gIhXRufv5qOj9sKF8Oe+MHhr48siSLNG9HAQMf/ZyivCJ2bc+nIKeAdpe25vSr2jDhs8ks+HMp3gIvdocNm93GIx93L9GRn/TNVD7q+WXEhuH37/3EjwN+xuawkZaVSigYMq0mtRvRBIfLgaYJzc9oxsyf5sR+kyLYnfboh0ech4TT7YgbOlkRcrdWbsZ2IOIenB4nDw+6u+R3BSApV6AK+4fj1ffRoMQdYeyVCqJ2PQ3eMSBOUNHyHsaFxUDAqJoVy9gDEADfTCjP4LvPg+IRRG7Uaobm/m5jnwAqsAxVNNiI3nGcVI6xt2G4jlygZSBpdyfcz8GCZfAPAXK37eKBdk9RuKsQFCgUKqRKtO4/e3YY9ZrUoc1FJ/H1q99HSQb4inx8/ORXaJqGHtKZNGwadY+qRcNm9TnpnBY4XQ5qN67JebecRZ3Geza1vnjhW9PokGAgRDAQMhVUK4vSFe4UJ/e8dztzfpkXM+Zc04Q6jWtGbNyWh81u4+Ju5zFm4IQKyST8F8jKzqDuUbVRSgf/n4Y8gWRCym1Q+C77xuDvkWjYjSr8ELxjAZ9JYlRpBFX4RTjss5yxBaajAgsRx7GxW0t/GOWfbriPVCGQAuJCMl9J9M2gfFNROd2NsZdo+8f6A60FrjOMKlnOtkhKF0TLSrivgwUrLPMQ4KtXRvDlC9/Gncked3pTXhv/DBen35iQJMFubHYNu8POQ4O60aHL6RHnLqtyM4W7yqopVg5XihO7wx6zvU5dO3Ln6zdy81H3sWtb4jNtza4hIjG1ew4UdqedUCAUUwtnrxE4u7ONR9+Zh8juWe7uGejeoEH2dPBNg7xH2eMn18DZxkiGKiXEpm9pC7EL2JWh9EZxvIeDBu6LkMw3jJWBeEzDH5Xyg3cCKrDIiNl3dzKihRJAKYXa1gH0DSZny36Obsh8FS1cI+BgxwrLTICi/GIGPDyEzrXuoHPN23n/gcHGjPogYMWcVeW6LXZuysXhclC1VlaF2g4FdXzFft7p+mHULPnIlo1i3FVxfEV+0+pbAAjc+doNpGak8MYvvciuVw1PmrtEFygeelA/6Iw9GOJq+3QypWDqj34CpaUa9trYA1pVROVD/uNEbooq8M9H+crIcKuKRFH5KNHuiYsO/r9RW9ugtp6E2toGvXBo1FUiTsTTCS3jUSTl6oSNvTHuHNBjJVC5wFYPQxeo/iFl7MvDMvgYMc8Pte/FqP4/k7t1F7nb8hgzcAIPnPZM7CxTXSfgT47vOB5KKdKqpBmRGjGw2W20Ovd4RIQ737gx4bJ5Zft5qH0vuh7/MIOe+ILcbbu489UbSnRikkEs2WCb3UZqpvFlbdT8CL5Y3Z/Xf+nF08MeKpE4qAiVef+HIkoJudsT9MpKLSCl/OucZxqRKqqsu04B+ZB7ixFGudvoO09KfMAllPdgsoG+2TDKhIz/57+KXjS8En3FIJ6f31YdLXsiWq0laNm//meMPSTJ4IvI+SKyVESWi8jjJudFRN4Nn58nIi2T0W+ymP3zXDYu3xwh2BXwBdm6Zhszxvwdca3f6+fdez7i4vQb6ZRyPV1PeIRF0+Knje8NHz7yKb9++XtMN43dYSM1K4UuT14BQIdrT+PJr3pUOCbcV+Rn2eyVrJq/lhHvjOGuEx5l1/Y8POkeRDOW0xKuB5tsUsrIJWuaRtPWR9Gm00k8/vn9OD3OKLG4eCQiyeBw2UnNSsHlcZKZnV5xUciDABFFVvUEJx1qB9jrUu5X3jsu7JOPY5SDC1CFHxljSH8qqqDJ3hMiehVQDAXlxNFXABEPuM4mWmbCE5aI+G+y1wZfjNIz7wMXAM2ALiJSthjoBcBR4Z+uwAd7228yWT5ntakMcXGBlxX/rI449lKXPoz/5Df8xX6Urlg1bw09z32B9f9ujNn+4hnL+OChIQx4+FOW/BW7gHNZVi9cx48DJphujlatnUXDY+tz6X0XMHDuW1QvpcPetPWRcVcE5RHwB8nbkU+vy14nd0tuycxcKcM33fiEhrQ44xhueu5qMqqlJdSmw+XgmLZNosblcNnpeOMZMe87/qxjadauCaFAKOFkqoKc8l1xAZ+hqeMr9pOfU7DPglr2FS5PiKu6bcWZ8AIsAJmJGMwCEnINFX0BYMS3p7+U6CD2jkqJusVGMl8Kr1Dc4QxhJ3guR1KuS2o/u1GB+eg7rkbf3BR9y0no+e+g1L73EpQmGVE6rYHlSqmVACLyNXApsKjUNZcCnyljHThdRLJEpLZSqjKCHkmnVqMauFKcUZotnjQ3tRrtSQDZsmYbs8b/E+VPD/gCDH9rNA9+GB1K9lHPz/nh/fFGbLeCHz/8mSse6MRtL5X/R/XX2L9NXUoicNFd53Jjr86m9xkFRswtWNVaWZx2xSmMGfhLXO31oD9oamA1m9DliSto37ktAJ3u6kjXFo+QtyM/bqWnKx64kEvvvYAepz1Nfk4hAZ8fh9NBvaPrcOsLkZo/29bvIH9nAfWb1uGZi19l8YxlcduuNOEm9eAhZu1RXHnXNq7rUUEDuOMykvZkK+3yCS1I8CYNtGqg76JSiV+2BhW/Jw6ipSFVPzWKqIQ2gL0JYque1D52o4KrjQLtu3WGVD4UfoIKbUSy3tgnfZqRDJdOXaC03ur68LGKXnPAOPWyk/GkutG0PRZONMHlcXL6VW1Kjm1csdnUXRAK6qbJPqsWrOWHfuNKdGaUUviK/HzXZwxrl5hFB0TiTnWjmbhQlDIKi+dsyTW9z5Pq5tTLT4kaqyvFxc29r+W+fndQt0lt03vL9lOWoD/EomlL2bbeiMzod99gdm3Li1/WL9VF6wtbkl2vGp8ue4+en97L7S9fz3MjH+P9v17Fk2a4dHK37eKhM5/llib30eP0p7my+m0smvbvvjH2hxiuFCcvj32SEzocy0U37eKim3ei2SqaAxCuFpWUAZWSOtZi69MYJsYBtiMh820kezKkP0ZixVtK40bSH6v4OMtBqZChl1/QH5X7AKpoBErtfWGcqH4KPzIJW/WCd9x+Vd9MhsE3W2iX/atK5BrjQpGuIjJLRGZt27Z/Pgin20nfP1/i2NOaYnPYsDlsNGvThD5TX4xIbKnftC5+k8IcdoeNpq2PjDo+bdQsU/EwPRhi2qjyw01LP2zKkrt1Fy9e+07M8w8NvIsTOhyH0+0gNTMFp9vBJd3P5YLbjezA7evjh9I5XHbTDdOAL8CYj37hlib38XCH55jybXztE7vTTsNj65dk79oddk69rDVXPXQxLc9uHhFu98wlr7F42lL83gDF+d7E9PAlvEl7CPrgE0KMFWi/Ga9y8vkn8toPR3Dvq1uoVjOACHulGZQYZiZCg8Bf6AWDUSqAuM8nZsWq9KeR7Elo2WPRPBciYkdLvQnJ/hnsTeP06zAUKnEbM++svoi7496/nVIopVC5PVC7noXAXxCYicp7HpXbPfkRVoFFmLrKxAmh1cntKw7JcOmsB+qXel0PKOvQTuQaAJRSA4GBYMThJ2F8CVGrYQ3entSb4oJilIreSASoXqcq7a9uZwiGlfKrO91OrnwwWtHQ4XKg2TVCZTZcNZuWUPRJlRqZPPnlA6Z1W0NBncXTl7Fzcw5Va0WrYnrSPLw85km2rt3G1rXbadCsHhlV00vO1z+6DktnrojZd9NTjqK4wMvaxRuiMl93V7+aN2lh3PG7Ul3UO6o2bS46idytu6hSMyvmtev/3ciqeWsIVjTEUhl7Dg2OqcfGFZsJ+pI/OzuQtOzYgt7fP4bL4zJmngX9kLjyCBrxZAcqjFYd0p83NkxDyzCMlg6hVVDwGso7Cqk2EtJ7Qv4b7JFOtoP7PCTletMYerHVQbk7Q8ELUeeMezuhZb2evPdhRmAe+H4nUgqiGPx/GRIQpUo+7g1KBcPJYWYnfeEH2/4hGTP8mcBRItJIRJzAtcCoMteMAm4KR+u0AXYdLP77snjSPKbGfjePDLqbax+/nKwamTjdTlp2bEHfP18yLRTevnMbRDP/iOPN3ktz6mWtqXGEuV/RZtcoKkcrvkaDbI477RhS0j2sWby+xA10+yvXxw1fXPrXcqrVqcqNvTpzRLN6lQqP9BX6WPHPar568TtuOvI+5k5ayMaVm/nkmaH0OO1pXr3xXZbPMQpS7Nyci91ZufmHHtRZu2h9Qsbe7rSTmplCvaZ1KtXX/ubMq9vh8oRXmSovtuEAwA5aVZK63NG3QWFfcLXDmMWXfpgoCC5CFbyDlnoLUu07SLkdPNcjVQYjmW/H1ItXeg4UxDDoKXcjma8aM3DfH+i7nkHPexEVWGR+fWXxz8C0ELsqBn9iqp2JoAr6Q8hsfmsD9/nlC8UlkaRk2orIhUAfjL+IwUqpl0SkG4BSaoAYv/V+wPlAEXCrUqpcn8bBlGmr6zoFOYWkZHgS1qQH+PmzSfTtNhDNbkMwZuYPDerG2dedXu69u+n/4CeM/uDnKPdQVo1Mvt7wITZb/FDJiUOn8N49HxMMhggFgrQ4oxlPDu3Bv7NWMvCxz1izYB26iZ/c6XYweHFfah6RzZU1bidv+16qA5bJWhdNcLocPPHlA5xw1rFcXfvOvdbFiautI3DaZa1Jq5rGr19MIRgMxpSJ3pdoNi2xbGiB1IwUWl94Ire+2IWaDeywrW2Ma7Og2gjYfgHxs1grS7wsXiek3IHYqoG7A2Irf3tOFX2Lyn8hrLFTpp/Ubkja/ahdD4P3V4wZuGb0k/4AWurte/VO9oxhOCrvRaLF3oz9Akm9ISn96FtOjqHR40Bq/hO35GJliJdpa0krJMCvX03hw4c/JT+n0NBvuftc7njl+oRj0ndtz2PGmL8REU7p1JKMaunl31SK3G276NbyMQp2FuAr9qPZNBwuB09//SBtLoqf+LJo+r881vH5CBeU3WHjmDZNeHtybwAeOPUpFk37N+re1MwUnv3uEZq0asxVNW5PuJhJRdn94Prmte/56uURCWn0VBabw/idHcjsXJtdK1djvzSaJqRkpjBw5oVUS3k69oUpd0PRZ8CByhAXwAHpD6Gl3hb3SlU0FJX3CtHqnWIUVXGeahQ3KVs9Czu4zjIygj1XIc7jKz1apeejtp0RvWqSFCT7N0QzLyBUUfTNx2D+sBSk5pKkV82ypBX2gpnj5vBO1w/J2bKLoD+Ir8jH6A/G8+EjnyXcRmb1DM69+UzOual9hY09QFZ2JoPmv82Nz3amZcfmXHB7B/rNeKVcYw/w7VujonzwwUCIpbNWsHHFZsCQ2bU7oh9efm+A+k3rMvmbP7HtRVx/eXgLvWxZvY3rnrySy+69ICJaqiyeNDdHNKtX6b5CgdABNfYOlx29gqsKXTeE8r57x7yGQQlFH3PgjD0Yyzc/5PdBBc1LQpbgOhPzuA0X4joX5R1vYuwBguCbAMXDUTtvQi8YWOnRipaOVPnYCBWV1PBPFaTKR0kz9gA4jjM/bm+230skWga/HD7vHa0Y6SvyM+ajX/arQmNaVirXPHYZr/3cix4D7uKIZvWYMmIGD5/1LNc16MYtR9/HO3cNiEoA27J6m2nonsNpZ+emHHRd58QOx5XMfHfj8jhpf007qtepypY120wT05JFKBgiNdNI+1+zeL2pe2k3KRkpPPRRNzT7ofmn63A5cFZC+kEP6kz4qry4+333O6oYflTx2JhnlQoZm5Wpd2IIqu02eoYapziPN8oixjVPOkb27bt7FdYozpZI9h9G8fQqQ5AafyJJ2qwt6SPjGaB0NS0N8CAZvZLaTyJY8sjlsHnVFtPjIkLejvyIsM39yXv3DmL8kEkRs/cNyzbz65d/8MpPT5WEQbY8pwWr5q8lUMYdEwhvcF7fsDuFuYWICJpNQ9OEtCqpXHLP+bS9qBWj+o8nFNJxp7qiiqUki/QqaXzz+g8snbWCeZPjR/5c0eNCmrU9mt7fP8ZzV7y5z9xM+4qi/GKkkpuqBbtsrFvuov6RB7sUtCKWv18vHgd5z2LIKZfOCxBAB7sRzCeey1BFX1D+foQd/H+Cp5J1egERGzhaVPr+ctt3tIDqI1CFA43wTHtTJO0uxB4dyr2vsXz45fDURS/z19jooh2pmSl8u/XjCm3gJosNyzfRtcXDMTcn6zety+BFfQDI2bqLrs0fIj+3sMSV4UpxcfUjFzPyvZ+iZAicHgdtOp3EtNGzCPiD2Gw2nB4HviI/mqYZla9isDvKZl8aYafHwaD571D7fzUpzCuic83bSx5eieBOdaHZNAK+QIXuSypibFhXdMPY7tDp2msTl96eeM2AA4MLqfYN4ohUWFGB+agd1xO/6pYLqT4GpXyw43LKXbVIKpL5OuI+J/51Juy2ffvbrbKvsXz4e8GtL3SJUow0MlavOSDGHmDupEUxwz3ByAjeLe1cpUYmA/55k05dz6FO45oc06YJPT+9l/pN61GYG+0j9RcH+P276YYxVIa7pTjfi9J1bHatREjNDBHhyh6djELimuBKce2Vpo8ZAW+AcZ9MRCnFL59Pjvs5lEWzaVzT8zIGL+7LFQ90olnbJlSvWzXKnbWvsdtt/O+4issE6LrgcMXb7NVAqmK4Dw4UNki5KcrYA6jCwZQ/Y9dRxT/AjitJyEWl/Khdz6BvPRU9/w2UXn79BhVch77zNtSWY1BbjkPPfQil55bf138Ay6VTDkee2Ii3Jj3Px098yb+zV1C9TlWuf/oqzro28VqZySajWhp6HB0cTdNwuPf4iavVrsJ970WGsj14xjOxswlNDitFuX58h8vO7a9cz9Gtj+LrV0eyff0OfF5byUoh4Aug6zp6BSJUzMaxcu5qRg/4mUE9v0yolu5u9JDOynlr2Lx6Kzc9fw3jPp7IwMc+j97EjVH0KBmIQO3GtWjW7mhWzFtToX70kLBsvgdvseD2mN2oDI0WR1sITOHAKMLZwMTYA4ZeTblj0sE7msRq74Z/UWqn0WzhZyjfDKg2PLrmrvKH6/H6IfcRULlGX+iGvEFwKVQbjch/ew5suXQOQZbOWsG9raNUqAHDrXLm1e3o+dl9cdu4wN0l6a6Xi+8+l3pNajP4qa9LNro1TXB6nNz6YheUgiFPD93rzW6n20EwEKpQZa/SiAhOj4MqNTLZvHr/6ZjYnfawFIJhqCrqUqp/VDHvjlmOy6Nhs+1Pd9TuhKsK2ArnWUjW64iWWXJIz38HCj+m/Jm7nfKLpKRi7BOUeTBICpL1AeLak6+gfJNRuQ/ufoFpspWkIln9I+47VLFcOv8xfh/2Z0zXSt2janN//zvKbSOeUmZlcHmcXNL9PD555puIqCZdV/i9AZbPWUW9o2snJbLJ7w1U2tgDJSJ2e23sK+D6FU3o1LUjWnilU/H9A0XfH1eRkqbvA2NfnkvLCak9QKsBODAqQh1N3A/APwWV0y3ikKTeDFp6Of054reL3RiHpxOmqwDlh+CejFwV2ozKuc+ozKUKMDX2xoUQWhmn3/8GlsE/BAn4g6aTLafHwVUPXlSiPhmP3VE8e4vT7SCtSipPDu2BiJiKeekhnQV/LOHz5xOvWKRpRlua7eDdULPZNBzuxLyiIoZg3f/bO+/wKMotDr9ndrZlkxBCKKF3EAFBpIiIIoiCF8GCoCiggmK5KoigV1FQVIpyRfR6RfGqYANUFBFE7HhBUKwUgUuXHjop2777xyyBsLPJpugm2XmfJw+7szPfnm/ZPTNzzvl+x5tVtBNe47O8uBP+JO30lJcKULzUwTMEUt+GSvOQqqvQKs8HPXKTcfCD7zeU/6Rek2ipSKV54LqGiK5Hb5yPDLIHUl5AKn9lVL6Y5SrkRHtCA5U1n6i0hUQDvVHB+5VxLIdfBjn/qg6mOjhKQdserU2PCfgDfPD8Qm5tPZIhLUbQ5JwGpvo49VpGL+Sk221c9+BVvL3jRTpe3paKVVPwe83vHKrWqZyrmxMJ0YQBD17JR5mzmLnpeeYdfp1nlj5OUmp0TVb+SpwJDroP6kLFKilRnZSCAcWW1dsLKWd8kk1r7EwdXZN9O0t2GT44IbgH8kt2Jt0DGT0N2YaMK40Wh/7NiGcw+V+t56D29yF4+NHcZKrYqqKljIOksYQ7bBeSNBKpMCFUh3/iO66DVIC0RWiuC4wySldPQ2kyz92AZiyecnY5uSl4gIJDSA6w1QV7ydbfl0Ysh18Gad6pKRcNOB+XxwliLNV3uB0MnXg9ldLNVwiOvWoyL42exaaft7J19XY++Ncn1GlWk163XUJ6g6o0aFWXUa/dyb9XTaJJ24ZhSS/doZOQ5MbhPulw/L4A70ycx13nPkjm0SySKyXRsU/bsBOJM8HJtQ9cQVLFyK3wqtWvwsgZtzP4sWtxupxUqV2ZhEQ3Z7RvFHF1cizL6Rq0qsvd/x7K8ysn0PHy6BxFoZVA8xyr8ensitzevTEH9pZkrUUOHHkIQ+LKBPfNhgpmYCu5Tcj961D7e6CyF1NwXD8HsmajDuYNM2qe/pA8zmgSjt2QQK74HOI8D3GchaQtBM/N4OwOSfchlT9H06vmHi9aIlLpHbC3wIj562BvY5SDysmLIXF2Cp08Tiek0y8J4O6NpM4sd+WZZlhJ2zKKUoo1y9az9P3vcLjsXHRtJ+o0q2W67+8rNzLyorFhC6fciS4eeONuzu2VN7+zY/1O7uk0Bm+2l6xj2bgTXVRvWI3HF/yDgQ3uCKv/tzt1rhr+N25+YgA5WTn885YX+Xru8lwZ6FufHsglg7rwzqR5YSuXnQkOrhreK0/XK2+2EV9PrZZC9vFsrq09rNS1IHR5nLyydiqf/OdzvpqzjC2/bS/wmLQaqez/40Cx3le3B+lz836GPvxXiM06jQVJvpURXi9EOZO4kdRZiL1FSRmXiwoeBQTRwu8ElVKog0PBu5KTImlucF+GVuGJErelNGCJp8U57z2zgJcfmGWaKOw7she3TBoYtj07M4dv5i5n95a9NG5Tn3MubcXTN7/Ap69/ZfoeVWqn8caWk62Kjx/J5EjGUarUSssVmQsGg0wf+Trz/70Y3aHj9/rpPrgLdz57U+4+70z+gFmPzUUk1GZRE7xZJRC7PnHxFuXX3aYbipaRfh66Q8flceLN8kal8KnZNNJqpLJ3W/EXTTVonsm/FkfTG1nDkC7whh4X9nN0YFTLlIC+viQgyQ8j7iuLP1YhUcoP2R+hsuYBdiThanB2L7dX9Pk5fKsOPw5ITU9Bd+hhDt/hdpBWo5LpMa4EJxcPvCDPtq/nLov4HqcvsPIkJ+BJznsrrWkaw6YM5oZH+rJ7yz6q1qlMYsrJMM/nby1l5rg5YdpFJYaZ8xbjXCDaScliV4KT6x++mvkvLGbPVvNKHhUMknk4M1/dn1Pp0v88dLuNT2d+XawKIxFFtdqnx6RNpIvtbZCUZxBbVYKZ78CR8UV4s4SQ/EE0NfFRYKtfMuMUEhEd3H0Qd5+YvH9pworhxwEde7fF7rSHVdDYbBpdB0Svyx8pIQvQffCFUY/jqeChwVl18zh7gLeefO9PcfYSIfKQkOzmgVl3817Gfxg68XqadWzCub3OYdy8UfQb1YfB4/tjN0ls2+w2NE2L2tkDLH1/BaJpuJNc+a5WLgiHS9H3tkOhZ26jI1XaJ6BVJk8C0/cTKuMaY6FR9mdEXuGajwuQikTWwC+U1YaztxddytiiZLAcfhzgcDmY8uU4ajSujjPBgcvjpHKtNCYsHkOFtOSox2l9UXPTEmlPSgL97iu6eNUJDuw6VOwxTInkX5VxNZ+YksjVI3oxdel4Hv1gNGd3M4S0ug3ozPAXb6VC5ZOfUUrlZO59+TY8KZET0GbkZObw+ZvfMOXLR42TbDQ+X6BO85rY7DacCQ6SKyVy74zbOOPCO8HdF5JGI2mLEf/qkJTwqSeggNEhK+czCh/KCWGvB46OGLXxUR8EnttC/WpDiVFXD0ONspyGUMoSVkgnTqjTrBavrHmGXZv2EPAHqNm4eqF/gHdMu5m7zv0H2Zk5+LJ92HQbDpedacuewOEqvOTvCdat2MDbE+fhM2kQHwndoeNJSeDwXqMLl03XUArTcInNZgNdwlYWB4NBWneLnETcsX4nNt3G7c/cyNrv1nN47xHaX9aGzn07sHPjbmY/Fd5rQDQxJCtMLv51h04wEGTY04Nock4DXrr/DTRNCPiD+H1+EpJcZB/3EvAHSE2viO6wsWfzPpwuB95sH91uvYAL+3UNlw3wbzLXjleZ4N9kKE96VxHe2Qkix+fdiOcm0JuhDj8AOV9wsl9ukMgrYYOI51YkaThKBQGxHH0polgOX0RSgXeAusAW4Bql1MHT9qkFvA5Uw/imTFdKTS3O+1oUDRGheoP8FtjkT81G6bz6+7N8/PJnbFy1iQat6tJzaLdC3SWczvKPfmB8vyl4s71R16iLJnS6oh0PvjUcb44PUOzevI/Fr33B3Kc/CltFLDaNpm0bsv77/+H3B9BDCeJ/vHkPbo8rbPyAP8ATA6ay/KMfQBlVQyf47/zvmfPUB0z+YixbftvOioWr0B06AX+QRmfX494Zt/HSqFks+/D7MK0iX46fWePnsmLhj7kNZ87pfhatu7akXc/WVKtr9DZVSnHP+WP4fcWGPJ2xPp6+hKZtG4XrOOmNQvH28M5N6A3B2Q2yF0DOd5g7/RNooRLGICQ9gDjaGcNUnIYKHoHgYbBVB3XcWEXrMymosNVDNCN3U951acoixarSEZFJwAGl1AQRuR+oqJQafdo+6UC6UmqViCQBPwB9lFIFdiS2qnTKN0opBtS5jX07Mgp9bHKlJN7d90qebVvX7uD2NqPzOGgwVgO/tmEaRzKOsXLRT7gTXZx/dQcqVqmAGbMnf8DrY2fnKxbn8ji5feqNtDi/GVt+20aNhtWo18JYtLZh1SaGdx6Tp1WjM8FBpeqpxmrbU6p6XAlOhr80jIuu7ZS7bd+ODAY3/rtp9U/T9o2YtixvOaFSPtT+HqFG2SeuvHWwpSNpixCxGycf7zLU8dfAuxTTMI+jM5J0N+iNEAk/EeZ5T/8mVEbfUFLXh5E4diCpMxCHaYGIxV/En6ml0xt4LfT4NaDP6TsopXYppVaFHh8F1gIFdzm2KPccyTjKwb1mzZ0pMMadkBy+rL7OGTUZOO4aHC47dqeOw2XH4bJzx7M3kVajEvVb1qHfqN5cfvslEZ09wPwXPilQGTT7eA7P3/UKW37bRqcr2uc6e4BGZ9fnsQ/vp1bTGogmuDxOeg7txt5t+8OceHZmDtPufJnjR06GZDKPZEbsl3zsUHgLQxE7Umk2uHpwUovGBc6uuU3CRQRxdkSSH8L8Z+8GZ1fE3qJAZw8gen0kbQEk3AD2s41OVWnvx8TZB7MWEdzXjeDuMwju60Iw84O/3IayQnFj+FWVUrvAcOwiUiW/nUWkLtAa+C6ffW4BbgGoXbvwmuEW0bFjwy5++XI1SZWSaN+zdbFi8EXFneiKWBfvcDkQwbShuTPBSZ+/9zA9rt99vel8VQe+nbcCzaZx/lUd0O02Zj46h9XfriMny0tiiodzLm1F94EXmOoOZUfZRD0n08vrY2fT6Yr2Ya+1vqgFr6x5Bp/Xh27Xydh1kAXTl5iOc+zgcUZ1G8dz301ARKjZuDp2p52sY3nLIe0OnfN6m6/qFS0VJckYP2kfcAwy30TlfAGVPjgZZtFrody9IGsBJ8M7DrClIYXsGiW2akiyuWrrX0Uw6xM4PIrc0tHAH3BkDEEUWkKfWJpWKinQ4YvIEoz4++k8WJg3EpFE4F3gHqXUkUj7KaWmA9PBCOkU5j0sCkYpxbN3vMzi175ERLDZNGx2G5OWPEzDVvUiHvfzl6uZNX4uO/+3mybnNGDg2H7UPdN8ZW+0OFwOqtSpxM6N4W0kAz4/Ty56iI9fWsJ3C1bhzfbicDvwewN06X8eV9zVM+K46fWrcvWIXgBsWb2dezo9RE6WN0/SdtWSX5kz+UP+9f3EMOmGc3u1YfFrX0WlKLp3+8lw1OZft/LuPz9ix4ZdnHXBmfT5ew8qVk0BILVaCglJ7oj6/dvW7WT1t+to3ukMbLqNES8N48nrp+LL8RMMBHG6HVSonMw1EaqhVGAnZM0hr26MFwJ7UVnzEM91uVsleTzK3hoyZxmJXdcliGdo7kmhTHHsKcLXCWTDsSlgOfwwCnT4SqlukV4TkT0ikh66uk8HTLssi4gdw9m/oZR6r8jWWhSbpe99x5KZX4U5njG9JvDG1hfQTDpIffPuciYOmpZ7tb1vewYrF/3EP795jIat6rF/5wFQKuIirvxwmSRNwai2CQaCPPiWoWO+dc129mzdT70WtalcM/r3eebWFzl+2KSzV7aXA7sO8uaT7zHsqUF5Xhv8WH9WLPyRY4eOm95hnEqdM4zo5MpFPzLu6qdyHfT67zfx0fRPeeGHSVSplYamadw+9UYmXP+saSWRCiq2rtlB806Giul5fdoxbdkTvD9tIXu27qPNxWdx2dCueCpEKAf1/QJiN+SB85BlxOxPdfiiIQl9IaFvvnMrEwT+MN8e3I1SQStxfBrF/TQ+BE78WgYBYcEzMWqyZgBrlVJTivl+FsVkwfRPTZuRHz+cyYZV4WqWSimev/uVPI5PBRXZx3N47s4ZDG15LwMb3snARn9nSPPhbP5tW6HsqdXEPJ2jFKxbuTH3eZ1mtWjXo3WhnH0gEGDN8vURX/d5/Xz73oqw7anVKjJjzTPc/MR1dLqyPVVqp0UcY+ikG1BKMWXov8nJ9OY6c1+Oj2MHj/PqmLdz9+3S7zx63d7d9KSqaUKtpnk/i3ot6jBi+jAmfjKGa0ZejjspH9lrLQ3z+JgOtnKcMrOlm2/XqljO3oTifiITgItFZANwceg5IlJdRD4O7XMecANwkYj8FPqLfD9u8acSKRkpmpjWwR87dJzD+4+aHrN62e9sXb0NX7YPX7aPrWt2MOKCh8k8ml/pX17O7Ngk4msbvi9eQwpN03LLHyPhSnSabvckJ3DFXZfxyNyRjJk9IkyOWjSh3+jeND+vKRk7D3AkI/wzCgaC/LD45zzbbny0P4mpnjyrbXWHTvWG1SL2KPhq9n8ZUPc2LtH7cU36ED584ZPw9pT2NqHVtqf/pHUk4VrzyZcHEkcAp98luiHx7lhYU+oplsNXSmUopboqpRqF/j0Q2r5TKdUz9HipUkqUUi2VUq1Cfx/nP7LFn8VF150f1pQdjCqOJm0bhG13J7oiNiIXJKx23u/18/WcyJo7p9OkbQMc7vCEsU23Ub1h4dYMHD14jDefeJcRFz7MxEHT2PjjZrr074TdaR65dCY46X2HefL3VJq2a8Tkz8ZyVpczSUzxUK9Fbca8M4IhT14PgDvJHVFmIfE0SWhPBQ/PLX+SNt1aotk07E6dC/t15KnPx5ouUPp23gom3/R8rujawT2Heem+mXzw3MI8+4kIkvo66M0Ap1FPLxWRlKmIHhsNm78CzX0ZJI8HLXSlr1WB5DFo5SFc9SdgrbSNMy69qQtfvLWUjT9uJutYNrpDx2bTuH/mXdgd4UvodbtOzyFdWfjyZ3nuDnS7Db9JUjP7eA77tkdfV39Gh8ak16/Cjt935UmS2p06vW7rHvU4h/YdZtjZoziacRRvto/ftHV88+5y7n7hFv7YsIuNP27Gm+NDBRWaTbDpNjr37UDPoV2js7N9I576bKzpa57kBNr1aM2KhT/mSQy7Epxcdc/fwvZPr1+VJxc9lHuVnt9K1FcefCssj5CdmcPMR+fQ+84eeY4VWzqS9h4q8IfR0ESvbzQLKedoCZdDwuUopaxVvQVgOfw4w+6wM/nzR/juo1WsXPQjFaulcMngLlStUzniMbc+NRBvtpdPZ36NrttQSnFhv/P44p1vyTHR2G/avmHU9ogIk5c8whPXTWX1t+sQTUipmsKoV+8gvV7VggcI8fbEeRzedyTX4aqg0bf2heGvMmf3y2z+dRvb1v1BwOfH7rTTpG1D0utHP35B3PefO3ikzyR+X7kR3aHjzfHRY0hXegyJfEKJxjnt2WJaB8GxQ5nkZHlxmd2t2WoU3KY2Aip42FhMpVUpc86zrNkbCyw9fIuoOX4kk4O7D1G5ViUcLgfDO49hw6rNuRU/Dped+i3rMPW/j5smJgviSMZRsjNzqFyzUqF/vDc2vYsd68ObgrgTXTy77Ilil5BGy471O9m7bT/1WtbJd3FXtAxteS9bTBLhFSonM2f3y7mfkwrsRmXOBN9qsJ+JJFyPREpomqACGajDI8G7AtDAVgWpMAFxlP+2f+UNSw/fokQ4XeN+0qcPM3fKfD559UuUUnQfeAFX33t5kZw9GHIJZu0MA/4Ay+Z/zw+Lf454RxKp723AHwiLo/+Z1GxcnZqNq5fYeEMmDOCxvk/nCac5ExzcOL7/SWfvW4860B9UDuAD70pU5puQ+jZij5wUP4HRFWog+DeTK80Q2I46MATSFiB6zXyPtyg7WFf4FqUab46PUV3H8b9ftpJ9LBu7Q0fTNcbMvpf2Pc/O3e+rOct46qbn85Sc2uw2mnVozJSvHo2F6SXGsvnf89LomezcuJu0GpUYOO4aug+8MPf1YMYA8zaE9rZold4ocHzl/Ql1cLCJ4qYOnsFoSaOKZb/FX4t1hW9RZlk043M2/rQ5N3Hp8/rBCxNueJY5u19Gtxtf4c5Xd2DTz1uYO2U+dqcdvy9A7aY1GDPn3liaXyKc2+ucsL7DefCtirD9h+gSmYGdmIsX+cG/JUorLcoClsO3KNV89sbXpqtdg4Eg63/YRLMOjQEjYXfj+Gu58p7L2PjjZlLTK1KveZxoMYkrXBo5tD2qXIi9OSgzfXsXhCSSLcoH1lI0i1KNWY0+GFU4Dmd4GWmFtGTaXHxW/Dh7MLpfcXq1jhPcV0d1uOi1wdUdOHUlrw5aBSTKMSzKBpbDtyjV/O2Wi3F5wksPk1ITadCq7l9vUClEku4FZ0eMBVeJxr/Oc5Gk+6Ifo8IkSBoBtrrG4iX3NUil9xHNPBluUTaxQjoWpZrOfc9l1We/sGTm14imYbMJukPnsQ/vt+quQ4g4kYovovxbwb8J9HqIXreQY9gQzyDwDCp4Z4syi1WlY1Em2P77H/z69VqS05Jo1/Ns03COhYWFVaVjUQ6o1aRGRGVNCwuL6LBi+BYWFhZxguXwLSwsLOIEy+FbWFhYxAmWw7ewsLCIEyyHb2FhYREnlOqyTBHZB2wtgaHSgP0lME5poLzMxZpH6aO8zCXe51FHKWXa4KJUO/ySQkS+j1SXWtYoL3Ox5lH6KC9zseYRGSukY2FhYREnWA7fwsLCIk6IF4c/PdYGlCDlZS7WPEof5WUu1jwiEBcxfAsLCwuL+LnCt7CwsIh7LIdvYWFhESfEjcMXkcdE5BcR+UlEFotI9VjbVBREZLKIrAvN5X0RSYm1TUVFRPqKyGoRCYpImSujE5FLReR3EdkoIvfH2p6iIiKviMheEfkt1rYUBxGpJSJfiMja0Pfq7ljbVBRExCUiK0Tk59A8xpXY2PESwxeRZKXUkdDju4BmSqlhMTar0IhId+BzpZRfRCYCKKVGx9isIiEiZwBB4EVgpFKqzDQ/EBEbsB64GNgBrASuVUqtialhRUBEOgPHgNeVUs1jbU9REZF0IF0ptUpEkoAfgD5l7f9EjM4+HqXUMRGxA0uBu5VSy4s7dtxc4Z9w9iE8QJk80ymlFiuV23F6OVAzlvYUB6XUWqXU77G2o4i0AzYqpTYppbzA20DvGNtUJJRSXwMHYm1HcVFK7VJKrQo9PgqsBcpcEwVlcCz01B76KxF/FTcOH0BEHheR7cAA4OFY21MC3AQsjLURcUoNYPspz3dQBp1LeUVE6gKtge9ibEqREBGbiPwE7AU+VUqVyDzKlcMXkSUi8pvJX28ApdSDSqlawBvAnbG1NjIFzSO0z4OAH2MupZZo5lJGMWuoWybvGssbIpIIvAvcc9qdfZlBKRVQSrXCuINvJyIlEmorVy0OlVLdotz1TWAB8MifaE6RKWgeIjII+BvQVZXyJEwh/k/KGjuAWqc8rwnsjJEtFiFCMe93gTeUUu/F2p7iopQ6JCJfApcCxU6ql6sr/PwQkUanPL0cWBcrW4qDiFwKjAYuV0plxtqeOGYl0EhE6omIA+gPfBhjm+KaULJzBrBWKTUl1vYUFRGpfKL6TkTcQDdKyF/FU5XOu0ATjKqQrcAwpdQfsbWq8IjIRsAJZIQ2LS+L1UYAInIFMA2oDBwCflJKXRJTowqBiPQEngFswCtKqcdja1HREJG3gAsx5Hj3AI8opWbE1KgiICKdgG+AXzF+5wD/UEp9HDurCo+ItARew/heacBspdSjJTJ2vDh8CwsLi3gnbkI6FhYWFvGO5fAtLCws4gTL4VtYWFjECZbDt7CwsIgTLIdvYWFhESdYDt/CwsIiTrAcvoWFhUWc8H/f0wDkwHYoKAAAAABJRU5ErkJggg==\n",
  939. "text/plain": [
  940. "<Figure size 432x288 with 1 Axes>"
  941. ]
  942. },
  943. "metadata": {
  944. "needs_background": "light"
  945. },
  946. "output_type": "display_data"
  947. }
  948. ],
  949. "source": [
  950. "# Charge le jeu de donnée : long1\n",
  951. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/long1.arff','r'))[0]\n",
  952. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  953. "liste = []\n",
  954. "for i in range(0, len(data)-1):\n",
  955. " liste += [[data[i][0],data[i][1]]]\n",
  956. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  957. "npliste = np.array([x for x in liste])\n",
  958. "\n",
  959. "# Calcul les clusters pour le nombre attendus de cluster\n",
  960. "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  961. "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  962. "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  963. "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  964. "\n",
  965. "\n",
  966. "# Affiche le résultat de la clusterisation\n",
  967. "plt.figure()\n",
  968. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  969. "plt.title(\"2 clusters in long1, mode : ward\")\n",
  970. "plt.show()\n",
  971. "\n",
  972. "plt.figure()\n",
  973. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  974. "plt.title(\"2 clusters in long1, mode : complete\")\n",
  975. "plt.show()\n",
  976. "\n",
  977. "plt.figure()\n",
  978. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  979. "plt.title(\"2 clusters in long1, mode : average\")\n",
  980. "plt.show()\n",
  981. "\n",
  982. "plt.figure()\n",
  983. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  984. "plt.title(\"2 clusters in long1, mode : single\")\n",
  985. "plt.show()\n",
  986. "\n",
  987. "metricsandclusterisationof(\"long1\")"
  988. ]
  989. },
  990. {
  991. "cell_type": "code",
  992. "execution_count": 9,
  993. "id": "124f3f72",
  994. "metadata": {},
  995. "outputs": [
  996. {
  997. "data": {
  998. "image/png": 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\n",
  999. "text/plain": [
  1000. "<Figure size 432x288 with 1 Axes>"
  1001. ]
  1002. },
  1003. "metadata": {
  1004. "needs_background": "light"
  1005. },
  1006. "output_type": "display_data"
  1007. },
  1008. {
  1009. "data": {
  1010. "image/png": 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\n",
  1011. "text/plain": [
  1012. "<Figure size 432x288 with 1 Axes>"
  1013. ]
  1014. },
  1015. "metadata": {
  1016. "needs_background": "light"
  1017. },
  1018. "output_type": "display_data"
  1019. },
  1020. {
  1021. "data": {
  1022. "image/png": 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\n",
  1023. "text/plain": [
  1024. "<Figure size 432x288 with 1 Axes>"
  1025. ]
  1026. },
  1027. "metadata": {
  1028. "needs_background": "light"
  1029. },
  1030. "output_type": "display_data"
  1031. },
  1032. {
  1033. "data": {
  1034. "image/png": 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\n",
  1035. "text/plain": [
  1036. "<Figure size 432x288 with 1 Axes>"
  1037. ]
  1038. },
  1039. "metadata": {
  1040. "needs_background": "light"
  1041. },
  1042. "output_type": "display_data"
  1043. },
  1044. {
  1045. "name": "stdout",
  1046. "output_type": "stream",
  1047. "text": [
  1048. "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",
  1049. "Temps : [0.156, 0.144, 0.162, 0.154, 0.159, 0.168, 0.181, 0.147, 0.199, 0.151, 0.161, 0.168, 0.157, 0.162, 0.148, 0.161, 0.151, 0.174]\n",
  1050. "Clusters : 2\n"
  1051. ]
  1052. },
  1053. {
  1054. "data": {
  1055. "image/png": 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\n",
  1056. "text/plain": [
  1057. "<Figure size 432x288 with 2 Axes>"
  1058. ]
  1059. },
  1060. "metadata": {
  1061. "needs_background": "light"
  1062. },
  1063. "output_type": "display_data"
  1064. },
  1065. {
  1066. "data": {
  1067. "image/png": 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\n",
  1068. "text/plain": [
  1069. "<Figure size 432x288 with 1 Axes>"
  1070. ]
  1071. },
  1072. "metadata": {
  1073. "needs_background": "light"
  1074. },
  1075. "output_type": "display_data"
  1076. }
  1077. ],
  1078. "source": [
  1079. "# Charge le jeu de donnée : banana\n",
  1080. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/banana.arff','r'))[0]\n",
  1081. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  1082. "liste = []\n",
  1083. "for i in range(0, len(data)-1):\n",
  1084. " liste += [[data[i][0],data[i][1]]]\n",
  1085. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  1086. "npliste = np.array([x for x in liste])\n",
  1087. "\n",
  1088. "# Calcul les clusters pour le nombre attendus de cluster\n",
  1089. "pred1 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  1090. "pred2 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  1091. "pred3 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  1092. "pred4 = AgglomerativeClustering(n_clusters=2, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  1093. "\n",
  1094. "# Affiche le résultat de la clusterisation\n",
  1095. "plt.figure()\n",
  1096. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  1097. "plt.title(\"2 clusters in banana, mode : ward\")\n",
  1098. "plt.show()\n",
  1099. "\n",
  1100. "plt.figure()\n",
  1101. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  1102. "plt.title(\"2 clusters in banana, mode : complete\")\n",
  1103. "plt.show()\n",
  1104. "\n",
  1105. "plt.figure()\n",
  1106. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  1107. "plt.title(\"2 clusters in banana, mode : average\")\n",
  1108. "plt.show()\n",
  1109. "\n",
  1110. "plt.figure()\n",
  1111. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  1112. "plt.title(\"2 clusters in banana, mode : single\")\n",
  1113. "plt.show()\n",
  1114. "\n",
  1115. "metricsandclusterisationof(\"banana\")"
  1116. ]
  1117. },
  1118. {
  1119. "cell_type": "code",
  1120. "execution_count": 11,
  1121. "id": "d8f1c382",
  1122. "metadata": {},
  1123. "outputs": [
  1124. {
  1125. "data": {
  1126. "image/png": 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\n",
  1127. "text/plain": [
  1128. "<Figure size 432x288 with 1 Axes>"
  1129. ]
  1130. },
  1131. "metadata": {
  1132. "needs_background": "light"
  1133. },
  1134. "output_type": "display_data"
  1135. },
  1136. {
  1137. "data": {
  1138. "image/png": 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\n",
  1139. "text/plain": [
  1140. "<Figure size 432x288 with 1 Axes>"
  1141. ]
  1142. },
  1143. "metadata": {
  1144. "needs_background": "light"
  1145. },
  1146. "output_type": "display_data"
  1147. },
  1148. {
  1149. "data": {
  1150. "image/png": 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\n",
  1151. "text/plain": [
  1152. "<Figure size 432x288 with 1 Axes>"
  1153. ]
  1154. },
  1155. "metadata": {
  1156. "needs_background": "light"
  1157. },
  1158. "output_type": "display_data"
  1159. },
  1160. {
  1161. "data": {
  1162. "image/png": 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\n",
  1163. "text/plain": [
  1164. "<Figure size 432x288 with 1 Axes>"
  1165. ]
  1166. },
  1167. "metadata": {
  1168. "needs_background": "light"
  1169. },
  1170. "output_type": "display_data"
  1171. },
  1172. {
  1173. "name": "stdout",
  1174. "output_type": "stream",
  1175. "text": [
  1176. "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",
  1177. "Temps : [0.002, 0.002, 0.002, 0.001, 0.002, 0.002, 0.002, 0.002, 0.003, 0.002, 0.002, 0.002, 0.003, 0.002, 0.002, 0.002, 0.002, 0.002]\n",
  1178. "Clusters : 2\n"
  1179. ]
  1180. },
  1181. {
  1182. "data": {
  1183. "image/png": 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sSU5QZmaWJCcoMzNLkhOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmSnKDMzCxJTlBmZpYkJygzM0uSE5SZmSXJCcrMzJKUK0FJWiRpu6SdklZWWS5JN2bLH5F0dr26km6Q9GRW/i5JXRXLVmXlt0taOMl9NDOzAnpNvQKSOoCbgIuAXcADktZHxOMVxS4G5mQ/5wI3A+fWqXsfsCoiDkn6U2AVcK2kM4DLgDOBGcD9kt4aEYfHu3Prtg5ww8bt7N4/xIyuTlYsnMuS+T25l+ctk1IsjYg3xVgum3mQ1f2bk99nM2ucugkKOAfYGRFPAUhaCywGKhPUYuD2iAhgi6QuSdOBWbXqRsS9FfW3AO+vWNfaiHgReFrSziyG74xnx9ZtHWDVndsYermc1wb2D7Hqzm0ALJnfU3d5nnWkFksj4k02lpmT285YyaWVnwUzy0/lnDJGAen9wKKI+K1s+jeBcyPi6ooy3wD6I+Ifs+lNwLWUE9SYdbP5/wv4akR8UdJngC0R8cVs2d8C/zsivjaqzjJgGUB3d/c7165dOyLu7T8+yEuHj7xqf47tOIa5p76h7vI86xhtcHCQ17/+9a+a36pYxhPvRGNtRiy1VK6juxP2Dk1sO/uHXmbgp0McqfisHyPRc0InXZ3TGro/559//kMR0ZtrB9ust7c3HnzwwbbGUCqV6Ovra2sM41GkeIsUq6Sqx02eMyhVmTc6q9UqU7eupNXAIeBL49geEbEGWAPlA230H+LKlfcQVS6xCXi6v6/u8jzrGK3WB6JVsYwn3onG2oxYaqlcxzXzDvGpba+Z0HYW9G9mYH/Hq8r0dHXw7ZXN+SyY2eTl6SSxC5hZMX0asDtnmTHrSloKvAe4PH5xKpdne3XN6Oocc3695XnLpBRLI+KdirHs3j9Utczw/FZ+FsZD0omS7pO0I3s9oUqZmZL+QdITkh6T9ImmBWQ2Tuu2DrCgfzOzV97Dgv7NrNs6MK76eRLUA8AcSbMlHUu5A8P6UWXWA1dkvfnOAw5ExJ6x6kpaRLkZ8L0R8cKodV0m6bWSZlPuePHdce0VsGLhXDqnjfzW3DmtgxUL5+ZanrdMSrE0It6pGEu95NLKz8I4rQQ2RcQcYFM2Pdoh4JqIeDtwHnBV1tHIrK2Gr9sO7B8i+MV12/EkqbpNfFkvu6uBjUAHcGtEPCZpebb8FmADcAmwE3gBuHKsutmqPwO8FrhPEpSvOy3P1n0H5U4Yh4CrJtKDb/jCda0L4/WW5y2TUiyNiDfVWOAgPRPczoqFc0d0cICRyaWVn4VxWgz0Ze9vA0qUv9S9IvsiuCd7f1DSE0APIzsxmbXcDRu3jzjmAIZePswNG7fnPm7qdpIoghQu9kKxLkoWKVaYfLyt6iJe62LvBNe1PyK6KqZ/GhGvauarWD4L+Cbwjoh4vkaZMTsXtVqtzjqpKlK87Y5128CBmsvm9Rw/YrpW56I8nSTMCm/J/J4ku4NLuh84tcqi1eNcz+uBrwO/Uys5Qf3ORa12tH1RaqV2x7q6fzMDVa7/9nR18rHL+3KtwwnKrI0i4sJayyTtlTQ9IvZk9xXuq1FuGuXk9KWIuLNJoZqNS72m9Tw8Fp9ZutYDS7P3S4G7RxdQ+QLu3wJPRMSftzA2szEtmd/D9ZfOo6erE1E+c7r+0nnjasnwGZRZuvqBOyR9BPgR8AEASTOAz0XEJcAC4DeBbZIezur9bkRsaEO8ZiNMtmndCcosURHxLHBBlfm7KfeaJRu9pdrN7WaF5yY+MzNLkhOUmZklyQnKzMyS5ARlZmZJcoIyM7MkOUGZmVmS3M3czBqqVeMe2tTnBGVmDTP8iIXh4W2GH7EAOEnZuLmJz8waZqxHLJiNlxOUmTVMvacXm42HE5SZNUy9pxebjYcTlJk1zIqFc+mc1jFi3ngfsWA2zJ0kzKxhhjtCuBefNYITlJk1VKpPL7bicROfmZklyQnKzMyS5ARlZi23busAC/o3s23gAAv6N7Nu60DNMrNX3lOzjE1tvgZlZi01YrSJmdVHm/CIFAY+gzKzFssz2oRHpDBwgjKzFssz2oRHpDBwgjKzFssz2oRHpDBwgjKzFssz2oRHpDBwJwkza7HK0SbgID1VRpvwiBQGTlBm1gbDo02USiU+dnnfmGXs6OUmPjMzS5ITlFmiJJ0o6T5JO7LXE6qUeZ2k70r6nqTHJP1hO2I1awYnKLN0rQQ2RcQcYFM2PdqLwLsj4peBs4BFks5rXYhmzeMEZZauxcBt2fvbgCWjC0TZYDY5LfuJlkRn1mTuJGGWru6I2AMQEXsknVKtkKQO4CHgdOCmiPinWiuUtAxYBtDd3U2pVGp40OMxODg4qRj2D73M3gM/56XDRzi24xi6j38dXZ3TGhfgKJONt5WKFGstTlBmbSTpfuDUKotW511HRBwGzpLUBdwl6R0R8WiNsmuANQC9vb3R19c37pgbqVQqMdEY1m0dYNWmbQy9fAzDjUGd0w5z/aVnjBjTr5Fd1ScTb6sVKdZanKDM2igiLqy1TNJeSdOzs6fpwL4669ovqQQsAqomqKlkrPH6lszv8YCzU4CvQZmlaz2wNHu/FLh7dAFJJ2dnTkjqBC4EnmxVgO1Ub7w+DzhbfE5QZunqBy6StAO4KJtG0gxJG7Iy04F/kPQI8ABwX0R8oy3Rtli98fo84GzxuYnPLFER8SxwQZX5u4FLsvePAPNbHFoSViycO6IJD0aO1zejq5OBKsnIA84Wh8+gzKyQlszv4fpL59HT1YmAnq5Orr903ivXlzzgbPH5DMrMCmus8fryDjjb6J5+1jhOUGY2ZdUbcNY9/dLmJj4zO2q5p1/aciUoSYskbZe0U9KrxgNT2Y3Z8kcknV2vrqQPZINbHpHUWzF/lqQhSQ9nP7dMdifNzKpxT7+01W3iy4ZRuYlyN9ddwAOS1kfE4xXFLgbmZD/nAjcD59ap+yhwKfA3VTb7/Yg4a8J7ZWaWg3v6pS3PGdQ5wM6IeCoiXgLWUh7EstJi4PZs4MotQFd253vNuhHxRET4PNrM2sY9/dKWp5NED/BMxfQuymdJ9cr05KxbzWxJW4Hngd+LiG+NLpDaoJdQrMEZixQrFC9eKwY/Wj5teRKUqswbPZx/rTJ56o62B3hTRDwr6Z3AOklnRsTzI1aS2KCXUKzBGYsUKxQvXisOP1o+XXma+HYBMyumTwN25yyTp+4IEfFidgc9EfEQ8H3grTniNDOzKSRPgnoAmCNptqRjgcsoD2JZaT1wRdab7zzgQPYcmzx1R8gGv+zI3r+FcseLp8a1V2ZmVnh1E1REHAKuBjYCTwB3RMRjkpZLWp4V20A5iewEPgt8dKy6AJLeJ2kX8G+AeyRtzNb1LuARSd8DvgYsj4jnGrK3ZmYTsG7rAAv6N7Nt4AAL+jezbutAu0M6KuQaSSIiNlBOQpXzbql4H8BVeetm8+8C7qoy/+vA1/PEZWbWbCNGm5jp0SZaySNJmJmNwaNNtI8TlJnZGDzaRPs4QZmZjaHegxGteZygzMzG4NEm2seP2zAzG0PlaBNwkB6PNtEyTlBmZnUMjzZRKpX42OV97Q7nqOEmPjMzS5ITlJmZJckJyszMkuQEZWZmSXKCMjOzJLkXn5nZJK3bOuCHHjaBz6DMEiXpREn3SdqRvZ4wRtkOSVslfaOVMdovBpMd2D9E8IvBZD3i+eQ5QZmlayWwKSLmAJuy6Vo+QfmRNtZiHky2eZygzNK1GLgte38bsKRaIUmnAb8OfK41YVklDybbPL4GZZau7uzJ1ETEHkmn1Cj3aeC/A2+ot0JJy4BlAN3d3ZRKpcZEOkGDg4Ntj2E8qsW78qwjvHT4yKvKHttxTFv3rWi/22qcoMzaSNL9wKlVFq3OWf89wL6IeEhSX73yEbEGWAPQ29sbfX11qzRVqVSi3TGMR7V491c+0DDTOa2D6y+dR18bO0oU7XdbjROUWRtFxIW1lknaK2l6dvY0HdhXpdgC4L2SLgFeB7xR0hcj4j82KWQbpXIwWffiaywnKLN0rQeWAv3Z692jC0TEKmAVQHYG9d+cnFpveDBZayx3kjBLVz9wkaQdwEXZNJJmSNrQ1sjMWsBnUGaJiohngQuqzN8NXFJlfgkoNT0wsxbxGZSZmSXJCcrMzJLkBGVmZklygjIzsyQ5QZmZWZLci8/MrAX8SI7xc4IyM2uydaOGQxp+JAfgJDUGN/GZmTWZH8kxMU5QZmZN5kdyTIyb+MzMmmxGVycDVZLRjK7ONkTTGK24puYzKDOzJluxcC6d0zpGzOuc1sGKhXNHzFu3dYAF/ZuZvfIeFvRvTvax8a16zL3PoMzMmizPIzlS60gx1hnSWNfUGhmrE5SZWQvUeyRH3n/6rWhaq5csW3VNzU18ZmYJyPNPv1VNa/V6Hda6dtboa2pOUGZmCcjzT79V3dXrJcu819QmywnKzCwBef7pt6pprV6yXDK/h+svnUdPVycCero6uf7SeQ1vavQ1KDOzBOTpSNGq7uorFs4dcQ0KXp0sW/GYeycoM7NE1PunnydxDHeiuGzmQVb3b55QJ4o8ybIVnKDMzAqiXuIY0ftu5uS6qrfiDKkeJygzswIZK3G06v6kVnEnCTOzKWKqjfnnBGVmNkW06v6kVsmVoCQtkrRd0k5JK6ssl6Qbs+WPSDq7Xl1JH5D0mKQjknpHrW9VVn67pIWT2cFWGB4/a9vAgaTHzzKzqW2qjflX9xqUpA7gJuAiYBfwgKT1EfF4RbGLgTnZz7nAzcC5deo+ClwK/M2o7Z0BXAacCcwA7pf01ogY2bCaiEZelDQzm4zKThRwkJ4CjPk3ljxnUOcAOyPiqYh4CVgLLB5VZjFwe5RtAbokTR+rbkQ8ERHVbn9eDKyNiBcj4mlgZ7aeJPlBZNYskk6UdJ+kHdnrCTXK/UDSNkkPS3qw1XFaWpbM7+HbK9/NvJ7j+fbKd78q6RTpf1aeXnw9wDMV07sonyXVK9OTs2617W2psq4RJC0DlgF0d3dTKpXqrLY5Lpt5EGaW33d3wjXzDmVLDrYtpjwGBweTjm+0osXbICuBTRHRnzWPrwSurVH2/Ij4SetCs6IqUkeKPAlKVeZFzjJ56k5ke0TEGmANQG9vb/T19dVZbXOs7t/8yp3d18w7xKe2lX+lPV2dfOzy9sSUR6lUol2/s4koWrwNshjoy97fBpSonaDMcinSwxPzNPHt4pVzBABOA3bnLJOn7kS2l4xWDZpoR6XuiNgDkL2eUqNcAPdKeihrWTCrqUj/s/KcQT0AzJE0Gxig3IHhQ6PKrAeulrSWchPegYjYI+mfc9QdbT3wZUl/TrmTxBzgu3l3qNXyXJQ0q0XS/cCpVRatHsdqFkTEbkmnAPdJejIivllje0k0jQ8rWtNtkeKtFWsXcP2vdLD3wMu8dPgIx3YcQ/fxx9J1YAel0o5WhzmmugkqIg5JuhrYCHQAt0bEY5KWZ8tvATYAl1Du0PACcOVYdQEkvQ/4K+Bk4B5JD0fEwmzddwCPA4eAq1LtwTds+M7uUqmUdLOepSciLqy1TNJeSdOzL3vTgX011rE7e90n6S7KnYqqJqhUmsaHFa3ptkjxFinWWnINdRQRGygnocp5t1S8D+CqvHWz+XcBd9Wocx1wXZ7YzKaw9cBSoD97vXt0AUnHAcdExMHs/a8Bf9TSKM2axCNJmKWrH7hI0g7K9xL2A0iaIWn4S1838I+Svke5KfyeiPj7tkRr1mAeLNYsURHxLHBBlfm7KTepExFPAb/c4tDMWsJnUGZmliQnKDMzS5ITlJmZJUnlDnjFlt1v9cN2xwGcBBRluJkixQrFiffNEXFyu4PII5Hjpih/12FFirdIsVY9bqZEgkqFpAcjord+yfYrUqxQvHgtn6L9XYsUb5FircVNfGZmliQnKDMzS5ITVGOtaXcA41CkWKF48Vo+Rfu7FineIsVala9BmZlZknwGZWZmSXKCMjOzJDlBNYikH0jaJulhSQ+2O55Kkm6VtE/SoxXzTpR0n6Qd2esJ7YyxUo14/0DSQPb7fVjSJe2M0SbPx0zjTNVjxgmqsc6PiLMSvPfg88CiUfNWApsiYg6wKZtOxed5dbwAf5H9fs/KHuNixedjpjE+zxQ8ZpygjgLZ01WfGzV7MXBb9v42YEkrYxpLjXjNWsbHTBqcoBongHslPZQ9Vjt13RGxByB7PaXN8eRxtaRHsuaMZJpXbMJ8zDRfoY8ZJ6jGWRARZwMXA1dJele7A5pibgb+FXAWsAf4VFujsUbwMdNchT9mnKAaJHuIHBGxj/Kj7M9pb0R17ZU0HSB73dfmeMYUEXsj4nBEHAE+S/q/X6vDx0xzTYVjxgmqASQdJ+kNw++BXwMeHbtW260HlmbvlwJ3tzGWuob/MWTeR/q/XxuDj5nmmwrHjEeSaABJb6H8DRDgNcCXI+K6NoY0gqSvAH2Uh9/fC3wSWAfcAbwJ+BHwgYhI4iJrjXj7KDdVBPAD4LeHrwdY8fiYaaypesw4QZmZWZLcxGdmZklygjIzsyQ5QZmZWZKcoMzMLElOUGZmliQnKDMzS5ITlJmZJen/A/GiNqsC9+MUAAAAAElFTkSuQmCC\n",
  1184. "text/plain": [
  1185. "<Figure size 432x288 with 2 Axes>"
  1186. ]
  1187. },
  1188. "metadata": {
  1189. "needs_background": "light"
  1190. },
  1191. "output_type": "display_data"
  1192. },
  1193. {
  1194. "data": {
  1195. "image/png": 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\n",
  1196. "text/plain": [
  1197. "<Figure size 432x288 with 1 Axes>"
  1198. ]
  1199. },
  1200. "metadata": {
  1201. "needs_background": "light"
  1202. },
  1203. "output_type": "display_data"
  1204. }
  1205. ],
  1206. "source": [
  1207. "# Charge le jeu de donnée : blobs\n",
  1208. "data = arff.loadarff(open('./clustering-benchmark-master/src/main/resources/datasets/artificial/blobs.arff','r'))[0]\n",
  1209. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  1210. "liste = []\n",
  1211. "for i in range(0, len(data)-1):\n",
  1212. " liste += [[data[i][0],data[i][1]]]\n",
  1213. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  1214. "npliste = np.array([x for x in liste])\n",
  1215. "\n",
  1216. "# Calcul les clusters pour le nombre attendus de cluster\n",
  1217. "pred1 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='ward',connectivity=None).fit_predict(npliste)\n",
  1218. "pred2 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='complete',connectivity=None).fit_predict(npliste)\n",
  1219. "pred3 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='average',connectivity=None).fit_predict(npliste)\n",
  1220. "pred4 = AgglomerativeClustering(n_clusters=3, affinity='euclidean',linkage='single',connectivity=None).fit_predict(npliste)\n",
  1221. "\n",
  1222. "\n",
  1223. "# Affiche le résultat de la clusterisation\n",
  1224. "plt.figure()\n",
  1225. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred1)\n",
  1226. "plt.title(\"3 clusters in blobs, mode : ward\")\n",
  1227. "plt.show()\n",
  1228. "\n",
  1229. "plt.figure()\n",
  1230. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred2)\n",
  1231. "plt.title(\"3 clusters in blobs, mode : complete\")\n",
  1232. "plt.show()\n",
  1233. "\n",
  1234. "plt.figure()\n",
  1235. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred3)\n",
  1236. "plt.title(\"3 clusters in blobs, mode : average\")\n",
  1237. "plt.show()\n",
  1238. "\n",
  1239. "plt.figure()\n",
  1240. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred4)\n",
  1241. "plt.title(\"3 clusters in blobs, mode : single\")\n",
  1242. "plt.show()\n",
  1243. "\n",
  1244. "metricsandclusterisationof(\"blobs\")"
  1245. ]
  1246. },
  1247. {
  1248. "cell_type": "code",
  1249. "execution_count": null,
  1250. "id": "b95ac57f",
  1251. "metadata": {},
  1252. "outputs": [],
  1253. "source": []
  1254. }
  1255. ],
  1256. "metadata": {
  1257. "kernelspec": {
  1258. "display_name": "Python 3",
  1259. "language": "python",
  1260. "name": "python3"
  1261. },
  1262. "language_info": {
  1263. "codemirror_mode": {
  1264. "name": "ipython",
  1265. "version": 3
  1266. },
  1267. "file_extension": ".py",
  1268. "mimetype": "text/x-python",
  1269. "name": "python",
  1270. "nbconvert_exporter": "python",
  1271. "pygments_lexer": "ipython3",
  1272. "version": "3.8.8"
  1273. }
  1274. },
  1275. "nbformat": 4,
  1276. "nbformat_minor": 5
  1277. }