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kmeans_scratch.ipynb copy
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.datasets import make_blobs\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"from scipy.spatial.distance import cdist"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"centers=5\n",
"X,y= make_blobs(n_samples=2000,n_features=2,centers=centers,cluster_std=1.8)\n",
"centers_org,label=make_blobs(n_samples=5,n_features=2,centers=5,cluster_std=1.8)\n",
"count=0"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x1a1ab2ba58>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0],X[:,1])\n",
"plt.scatter(pd.DataFrame(centers_org[:,0]),centers_org[:,1],marker='*', c='#050505')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(pd.DataFrame(X[:,0]),X[:,1], c=y)\n",
"plt.scatter(pd.DataFrame(centers_org[:,0]),centers_org[:,1],marker='*', c='#050505')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def kmeans(X,y,centers_found,label,count):\n",
" #print(X)\n",
" #print(\"Center\"+str(centers_found))\n",
" euclidean_dist = cdist(X,centers_found,'euclidean')\n",
" #print(\"Eud Dist\"+str(euclidean_dist))\n",
" min_dist = np.argmin(euclidean_dist,axis=1)\n",
" #print(\"Min Dist\"+str(min_dist))\n",
" hot_encoding1 = np.array(pd.get_dummies(min_dist))\n",
" \n",
" #np.mean(X[np.where(newpoint==0)[0]],axis=0)\n",
" data = np.dot(hot_encoding1.T,X)\n",
" data = data.T/hot_encoding1.sum(axis=0).T\n",
" centers_found=data.T\n",
" #print(\"Updated centers\"+str(centers_found))\n",
" data2=pd.DataFrame(centers_found)\n",
" #plt.scatter(pd.DataFrame(X[:,0]),X[:,1],cmap='rainbow', c=y)\n",
" #plt.scatter(pd.DataFrame(data2[0]),data2[1],marker='*', c='#050505')\n",
" #plt.show()\n",
" count+=1\n",
" colors = ['r','g','b','y','c','m']\n",
" fig,ax = plt.subplots()\n",
" #print(centers)\n",
" \n",
" for i in range(centers):\n",
" points = np.array([X[j] for j in range(len(X)) if min_dist[j]==i])\n",
" #print(points)\n",
" ax.scatter(points[:,0],points[:,1],s=7,c=colors[i])\n",
" ax.scatter(centers_found[:,0],centers_found[:,1],marker='*',s=200,c='orange')\n",
" return centers_found,count\n",
"\n",
" \n",
" \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WJVfVLEeN1pTvUNsS2klk/vx7K+SMhoakpx1BINBo89Iv7507Z86tdHTcbF1DCDz68d1QSCRWcODA+lJnTj9H3t7I/G0b6bn4SeqmJm27al3o6OZRlBialuHAgfsddgjJ5A46O9fR2fld2yrEC6prBWRIScViD7t3X4+uZ1DVerLZjoqCtRfGssB7IorHPun7GBFq6X1PzkoSDoQZKBoEEQ6ELdIziVBVVG759S305nodn60P1TuOcxNmNTIdimAHI/ahsnLzmvFQnEw+w92/u5v1f1g/aMY/3lO+XtYJbjmomh2BPQgsWtRGOr3Rat20k76UAiFCjn58N8yOnWRyB7t3/y1dXRs5LQthHTpe/CjpeB3GdK5ACN36nBBh3vWuK3jnnU0VbZmhUILZs1fR2Xn3oM+gqWlN1RXQaOwqNpoF3hNRPPZJ38eIMZRskogl2Llqp6embxJhT7aHlU+udHwuGogSVIMsP2u5gzABR8vkjht2WOfuynTR0dMxZE++ufrIFDLEgjEHsQ+VlZvXvOv5u7jvD/eRKWRQhFLTimK4ks5IdV43iUybtrxCDjI3ODGdKIvFow6HTHsQOHBgPbNn3+i4htFeacJpmWDHwYMbmDr1Ys4443q6ujYyo5Scn95f5FBdOchLGbF9SuGMM67nyJFnLH3e7upptI7aW05jzJr1d7z11p3lOwpM8byf0dpVbDTllxNRPPZJ38egON7Ok0QswdXvvdrz9SvOuYJ0Jk1IDVmrgYZwA+svW8/ys0o7LJU6cFr3tLL6F6st6aft0220H2pn9S9WU9SLZPIZ6oJ1BNUgay9dC8D29HY2bt/IiuYVNCeMZXxTYxP9BYN9MoUMb/a8STqTrigSewUZExu2biBb0rJVRfXs3z+eAu7x6LyhUMKRpZufc0sG5gCVrut0dNxik2uU0vvmSiDOG298vdrVmDnzMw4XTTsOHvwBhw79ABAECdOQN6S+KXlQddCs3TzKXj5SDrBt22Wcd97T5HL7Ss+ji61bl3kOh51++ic5/fSPc/Dg+lL3j0o83jLo8zFXO8Ml/rGSXcZ7+0Sf9H1UxfF2ntQaMIQQhNUwqqLyP9f8D82JZuvauWKO/kI/4UCYbNEgh1gwxuIfGDYj5mtgkDgFWPnkSkJqiKO5owCsaVvDti9soznRTEdPB7FQjL684Ttz4zM3cvtzt1d8t65Ml2dffmp/Cq2UaUYDUdb86Zqqx420gHs8Oq9pl2Bm6V4BwxzQ0vUBFAV0vTxCK2WBeLzFWi0YRdxqMo4gkfgEsdh5DAzsZebMa+jvf53d2/9fwppEyrJfztQc6AIUafyc2Q9Hws6z5VQoKoY09PLLH8Hw2lcxApH0HA47dOhHdHX9jObmJ9i27XKgbNNcrW8/lVpY6vcXXHDB5pp0ffc5TuW2Tp/0fVTF8RCXPWCoisraS9d6tmy+kn6F/nw/eT1PvWoUZJsTzY5CLZTJPagErddMhNUwOa1cMB4oDqDJsgQgkWzcvpE7EneQnJUkpIaIBqIMFAcYKA4QUAJWcDLvWZZaD/vyfUQDUR599VHmTplLU2OTQwKaEp7i+YySs5Koiko0EEVV1GEVcGvVeb3Ixx4wFCVGZ+e6CmMy94CWoa0b7wmh0NfXzvz59wLQ3/8a+/bdiReEUHjppYsQIowQKqeddiWvvrqCeb1F5mSMBkspyscHZPnnmceM/wCENO5iXwz2lpQZU0IyrB2iCNt57JAyh5Qhjhx5tsKm2R0o8/k0nZ3rSp4/xmqvvX0pS5bsqZm8J4JVg0/6PqrieDpP7AEDjOw7HAiz9tK1tMxoYdlDy8gWsvQXy10YQgjrGva++P5Cv0XCBZtRGBhZ/+ff93nuf/F+KxhEA1FCaoi8ZmSoAsElTZfw8MsPAzikIVMuSs5KOu7Z7McHI4isfno1dcE6woGwo24AQxePhwu3zguVm5JXIx+T0M3Wxv3776nI+O3nj0Sa6Ol5jr17bwJASsmuXV/AoGzVcuK0w+ibV2zEnEVKeOmlS4ACexugoBikHqhi4mt/XQP21MNbcfMVBbAXdyXnnfdLtm27vGTo5u4cUq1OIbtNs/2Z2TN8d+fPcFZSE8GqwSd9H1VRrfPELdt4DWCZpG3PqAeKA6x8ciWqoiKldBA+wOdaPgeUdXTz2m8efZO/e/rvKLoKhrFgjN9/7vdMj03noZceQhGKY1XRleli4/aNvG/G+7jskcusoNAQbmD36t3sXLXT8T3cQe6Oi+7gxmduZKA4gERahVuT8M3Pej0jUwayrySGU8y1d5zUartgatWmpr9//z1Wz7s74zcDRCq1oCR1qIBEyqJjOtcLUgrsfftllP5+BLxVDz1hOLcbAnrZbd8ODUPOeWUaHAvZ39Edx7373f9OLPZuzjnne/T1tdPZud52/QBNTWuIx5sdgcxutWA+DynzlrmbEBIhVIQIDatjZiJYNfik72NQuDt0zIGrXDFHOBDm+c88z4U/urBiAMsMGI+++iirn17tyJrjoTgSSVgJkyt5qQgEVy64ssJMzTyvqqgU9TLpB5QA37/i+5b+f+9HDDnCLiElYglWxVZx1r+c5ZCEenO9tO5p5er3Xu34bl6F3Ft+fYtVZDbvo6mxqaLW4Sb00erPr9V2wdgvdqGD6IzMN17VitjtdilEsOQtPxSqaC2EsAeDYyFIJWBxF0S1yqO1UJzUtD5bQdcLQfL5TjZvPgsjGAgUJWjbJrHIG2/cRiJxlRUoDVuJciHa2ItXljZhiWMGikBgSlXPnmqYCFYNPulPctizdsCzvdKO1j2tFhEPFAfY0L7BcwDL9MCZO2Wuo3AaVsMElABSGr458UCclRes5JqWa+jo6SCv5enL91EXrGPJg0scko09AYwFYyw/a/mgtYN0Js261Dp03Zk5ur97U2OTo83TJPB0Jm0VbcEINDcsvoGN2zdabZ/Vah2j1Z9fq+2COzhksx22Yaa7a7IidhJ+CFWNoOt6SU6xs3bZ9AyCQBEpjaKrfc9aMDT9kAfhAwSKOfRq8cNCgT17/t6x+hAiTCLxKbq6NiJlDl0vOL6Xs2YhMYvAihJjxoyVvP32Bjo6bnYMpkHtBdrx7rYZbfikfwrjeNsp3YQppbQ6XuwZ+2CYN21e1QEsMDLegFL+Z6YqKmv+dA03P3szA8UB6kP1XNx0sdVSmckbJN9f6CeslNs7BooD/NMH/4muTBfzps7jojMvonVPK+0H2y0CBqN2EA1Gaft0G8seWkZeyzNQHCCqRhnQBgirYaLBKC0zWli4fiF5LW+1e4YD4YphLTuKepE7n7+TukAdA8UBYsEYqqLSk+2x2j7tGI79QzXUYrsA3sHBHGYypmKVCjli2rTlqGojut5fMWglhKCp6R/Zu/emUgePHWEUJUBDwzJCoekcPvwflq7vxtRcqZgrjbBhOvargFBCvCsf4HA4h1vSscMtN0mZo6vrUeuedb2fSMTwQjItHc488w4CgSnE4y2lzV+M719f38KhQ1rFymkiFGhrhU/6pyhG0k7pDhL2wmU0EHV0vNgzdjuWn7WcxkijJe9c9Z6ruOo9V1U1VWvd08rHmj/GQy89RLaYRRUqU8JTPM3LOno6qAvWkSlkqAvUObJsMKZ0v3rhV0ln0py99mxrilcgCIkQeWkQvKqobNy+kYJWoC/fRywY44pzruD6xdezr3cfR3NH2dC+wVpVAJ6DVuZEcV7LOwrI/cV+4iFjhbJh6wauf+r6MbVbriWzrBYchgoapufOa69di71fHswhJ69UXEPXc/T0lA3PhAh71gJO7wdVgibgYBQ6GqCpF2YOgFLMME+0cJjXcHv3DA29dM2stXtXKDSdVGqBJVmpaiNLlux0fP98vgspJYoScwRB50qpsgYykeCT/imK4bZTegUJu+5sZvpmx4s7YzdhTtm6VxhXv/dqR1DpynSRfDBpDUIBRAIRVEVl+VnLHeZlF/7oQtZeupY5DXMQQhALxggHwtz4/hu5+dfl8X+EUeR98+ibDtuGgAiQt2Wqffk+Lmm6hLWptUQCETKFDP+x4z/4+Ws/J6AGrI4iKLd7xoKxCu3dlGg2bNngvA8MqadlZgvaFu2k2VmrWnAYavtAI+MP2czTDOlm2rTlXHDBZl58MYmU9qK7s6AuRMAzyxcS3pUzCH/7VDhSGrx9vRGO1NWx8J1+wu+0I2Y4WzvLCONdMHZm/2amb+7uZT/G3gFlDnkZ7Z+CRYvKhmvllVL1GshwcbL28/ukf4piuIXCakHCXbgcStMHb9nCLRXltbyD8AE0TUNXdVr3tHI0d9TqbgG49ufXktNyRANRJJLH/uqxiuve+qtb0aXuKOgCFFzFx4ASYFvXNgpagaJmHFvUi0b3j0upkEimhKew7rJ1Vb/zt3/3bSJqxJrCjQaiVu2g2t/BybSh+lDkYwxrGawtRJgzzriBmTOvsTphzjjjOvbvX0f1IS3V+rwdAjgUhTfqoWBr31GUKNF51/FC6H7+qCdjST6Oz4oIRuum9wrC2J0LR6bf0JBEUcI2z/2wo8BtOLKW9+FNpzcSCq2y7KaHWwMZDCezXOST/imK4RYKqwUJN4G7M/ZaCcstFUkPEijIAoVcgWt/fq1FoCbM3802zkv/7VKH3BRSDKuGvJYnpJT7+wSgoKLZ2DwSiHDTMzdVDHF5Ia/lUYXBSG7HTbvfv53wo8GoFSCqtbQOJb2NV1Do69tuda/YHSvtcNcDZs68xmZ70F/yw/ci/CCKEuS8837Byy9fWlEX0AXsbnR+wtieMcy73nUlBw48wJ5pMaTUQbqtmZ3/PuwwvPDN1UXQUcMwffnNCeFstsMxrAaiIptftKjNChqD1UCGg5O5n98n/VMYwykUDhUk7J0sw90WMJ1J05PtsXzxVcUgUUUoFdk+UEH49tZNE+4e/rxeJpRQIEQ+n2eaAi/PheT+IAfyBulH1AjfvOSb3PTMTUM8EaMDKFPIGMNXv1htEfn29HZLegooAcf3WvOna5gSLht6ef0dDCW9jfbGKtWQz6dpb1/qGLDyIh+vTiC7z42R9YZLBV1j5SREmFmzbmDOnJsIhRK8972/4KWXPmCd08jUdSsQCFGHkblraFqRbdsus46VXtqQ7Tz2APCe9zyOoqgOLd6UdszX3njjdnQ9x8GDD3DeeU85AprZs29m82BM5YKwMvLRaMk8mfv5fdKfRKgWJOwkZLcfGG6tQFVU7rv8PodZ2ivpV/j6b77uIG03Lm66mP/a819V3w8oAYekc/V5V/OTl37Cn9f1MysAl0WLPFg6fVbLgjRqEhJJQSugCMVh02DiQ/M+xC/3/JKB4gC5Yo7WPa20zGhh8Q8WW7YPkUCE7yz/DlPCUziaO8ptv76twvQNsL5z655WjmaPOjaGcUtvXkHBPuw1WgHAkG3sEBXk4958HCASaaqYWpUyh6rWo+saUvYjZY6DBzcwZ44RXE1ztPLxWRSlHtPAbe7cr7Fv3xpLejF5XlEieElDEEZVo8yceQ37938fKftRlBiKolrdNl6DWPPn3+sIWNu2Xca8eXc5evJDoXI2bwYcd0Z+vFn5ydzP75O+jwr7ASGEg7AGkyLcBNYYabSOSc5K8snHPukg/LAaRhXGblkFvYAqVK5733UO0jdtFEx554tLvsid/132f5nbOJdIMMJnp2QBnU/Wazx4tHxPUyJTaPt0G0seXIJAeBI+wJJZS/j1G7+2poW/8NQXKOpFh4lbtpjlll/dYgSOYs6qQcRDcUehekp4ChJpFZinhKdYAdD9zNxSm9ew10iJ307iRrZZ3gylpWWzw8bBsFBejZSaQ3fOZjtQ1VjJxyaMMalr/B3OmnUdBw58r0TemkWSuVyn605MTx/jWe7bd4dtD1zncULIikKwogRoaXmeUGg6hw49hJSqw2a5mk5/7Fi74zy6nmHv3htRlKjVk++2odi6ddmYZOQnaz+/T/o+KkjI7S3jRUhmIGgINSCRxENxFKHwm47f0NTYZJmmmW2XETWCIhR0qSOE4F//4l+5+vGrkVJyzZPX8Nu/+S1P7HyCeVPncVXzVQBWoHl0+6OO+60P1fPayhTTfvFukDpLIpJ6BY7pEBIhnt/3PJ29nZ6aflDtRQrqAAAgAElEQVQJ8olzP8F/vvaf3NF2B0IIq0hrtm+6kS1kUYTi0PUBR0vpQHHAkbDmtbwjANrhltpGa0tFr+KhV7ZZ9qEZsDJvRalj9+6/Ze7cr9mChWHIJgRIGUaIIDNmXMOhQw8hRMAiySNH2hybrBjQ0PUyveh60WqxNBBGUQTvfve/sWNHpfU2YO1s5b2Ru7dOb9g8q6XXtZK52gBCBKpIW9NP2ox8rOCTvg9Pvd8cltq0a5OnFGEfbDILt33FPu7efDf3bL6HbV/Y5nCaFEKALMkvGnz8Pz+OIhSrP74338t3P/xdx32ZxDc9GOC9Nm+WubKH6QefADUKxWOoah3XNeb4ZZ9hA/y7bffzO6BRgR7XzM8dF91BV3+Xo20zFowRFVGH3YIdeT2PQFhtnaZp3IU/utBaRYTVMAWt3EVkb3n1WinZpbaxtmxwE515nL3LRdf76eraSFfXRs4//7cVhm/2P5sOnNOmLSef7yoZrVXCCBbmbwXXxG8OKet47bWrEaJYkenbB67ccOvlbp1eVes5++zvA7B792pAc2TxXsHxZMzIxwpjTvpCiDeAY5T8laSUi8f6mj6Gj2ptmPYCrduN0syM+4v9BET5n5JpZbwqucp6TRUqxwplohWIChnJC+lMmvkH/w8vzYWsbnRth/bcgaYGUTUjkw/o/dzaCLeWOkVCAqIK3NUNX33HeC2iRgiqQb7x39+oGPq6bdlt7Ojawb+/8u9IXVKg0n8mForxpaVfcuyJa+4KdjR3lFt/datjJfD8Z563VkRDSTf2oNvU2DRibb/W4qHbWrmx8SLeeedx6/2XX/4w73//m47NRrymVhctaisVQZ3PyxzUkjJXaq00Crru4q6U/QgRw9T97VCUqG3gqrL10Z2d23V6c8cwcwZhMPvpk62zZjwwXpn+xVLKw+N0LR+jADtZCSG49oJruablGgArEJh7xUokRVkutAoEK5pXOJwmI4GI8wICNn9286BbG5qTt8dyvdw0Fb42DaYoAHnQnIXhKbY+8H4dbj4Mdx0pv/Y3i/6Gf335Xx3dRCoqITXEnf99Z1VpB4x20YASqNgE3dwVbNOuTdZQmwn3vgBDSTemy+fxaPu1Fg/dx+XzXQ7SB8Vz31w3WabTGz3OHmXWrC9w8OAGjAxbLWXxhue+phWxt39KKXjve58utXwWMAOIYY7WQGfnOqTMo2l9KEqU7u5WZsy42rEDViTSRDbb4Wi9tE8k2wk9n09TLPYghHpSdtaMB3x5Z5JiqD5xtx/+9174Hhu2bgAMLVtVVL53+fc4mjvKja2G/XBdsI4/O+fP+Nqyr9GcaGZ6bLolW2hu/xYJ02PTLRnJy565dU+rVRj95hF4rl/hP8/QaVSMTN6NAd2Qc648AH9w1W7dmjuAhsaANlAxsGUiqAQp6AUEgryWpyvTNewN4Icj3QxH2682cFVr8dB+XCiU4Pzzf8vLL38YUFBVI0B7WTeXVxIqodDpCBFAUepK/fwxFCXMnDk3MWfOTZ7y0L59d7k2Ni+Qy+1DUVQ0zdkx9PLLlyKEsLWODvD666uZNs3olPr97xeg6wOlzqI4QoQccwjuZ2RfqYDK2WffN2yXzYmA8SB9CbQKISRwv5TygXG4po9BUIvk0NTYZNgfl2wK7Hq3aZTWGGlk+VnLuf03txNQAgTVIP9y6b8AVGxYcsPTNzjOryhlnxvTrtl07wyrYVqvNlof7fhDXrDgTdg6B+Z5kP5BDRbtMwq6bnT2dFYGniqoC9QRCoS4ZtE1fP+F7xszAzos/eFS9vztHk95ptoG8MMZoqs1QIzFtOfUqct4//vfdBC1neBNP5tkcgfd3a3s3r26VLxVmTfvWwBWWyRQEZDMADNjxjUu0jc2ZjdaJ922C4bHj72DSEqjY6hY7EHTyrbQRvfO4AZq7pVKINA45HOzt4a6VxGnKsaD9P9ESnlACJEAnhFCvCalbDPfFEKsBFYCzJkzZxxux0ctw0PLHlqGlNLR7hhUgyhCsQjeJDG3lYOdwBsjjay5eI2jyBlUggSUgHV8an/Kac+s5fjAjz/Arf/PrY77FkKQlzDTa0cOYIYKuSpzPr9+89fWn93DYAERYNUfr0JRFK5ccCW9+V7r3h7YUs5RdKmzLrWuQuaB6hvAm+/V0o1Ta4AYK03avUpIJneQTj/Knj1fYdeu66yJ3kCgEWPI6hiKEmHv3pssLX3RoraKDUxMsgSjI+c973mcHTs+hrGqCNHRcRtCgKKoCFGPlEWECGHMW4dwdxA1NCTp7m513LuiRAYxUKtcqRjBpod8Pl11L10zuBlF735UNVaxmjgVMeakL6U8UPqZFkI8BiSBNtv7DwAPACxevLj6aJ6PUcNQGaV7f1owipPrL1vP8rOWe3aimAXenmyPg8CzxSxfefYrFRuRgLH5eGp/yvDkkZXp+Xf+5zuO34t6kY/EDNU3CmR0CAgoSogpUJDw4TrBkxnjn1FYDfMns/+EtrfarOGuiBrhI/M/wrMdz5Iv5MnLPEVZ5N7Uvdbm6Xbpa/NnN7PkwSUU9SIDhQHu2XwP6/+wfsymaGsJEOM57dnR8dXSMJbxe3klYDik2XvvFSVW2qGq3E5ZnnY1tX2jk+Z973uBbLaDYrGH3buvtzL1s8++j0Cg0bNryL56iMdbKBs1C+bN+461kUq1Z2TWMsz5hN27r/dcKXm1tELlauJUxZiSviiV5qWUx0p/Xg7cMZbX9DE0hsoozaBgFmpNr/mWGS0V2yS6rRtURSWoBi2SV1DQNKeski1mCSgBlv5wKVLKqh45Xpuf/E2DoF5I+nV4sBduPQz/eBp8tgEaFPjresmTpdPltJwjwzdfa93TihCCD877IL/YY9gDSyQb2jdw04U3VezeFVSD1rRyrZPKY4nxmvYcbKJXd5neGa/1M3XqJdZetfZpV2PDFUOXNzd5MWUYOzm7NXY7udr/nM12lGoJGRSljkhkbkVto5rVdCDQiJSVnvr27+1uaZUyX8r0T/3C71hn+qcDjwnDyzQAPCKlrD5v72PcMFhG6W4h7OjpqPDkMTcpMcnQJO/6UD33XX4fgNXK6PbRMTt5vAj/uvddR12wjge2PFDRURMErogrHNM1rjoIrf0QFEG+2FXg6QxsnAGXx4x/aJWUZLSNalKz7ufXbzgDwoPtD9Iys8UhfW3cvhFN16yp4mggOmoboB8PxmPas9pE7+HDmxBCr+itN6Z4e6tMuxqZvqoGHMQ50gBmOmq6jdHcxVuvZzTUSsldsJ4/fy3xeIuv6dcCKeVe4PyxvIaPsYE9KDQnmiuGtMxNSo7ljxEPxR0992Yhc9OuTZ7FU1WoPPXxp/jozz4KYBG/QLAquYqOng7uf/F+j8/B8+pZ/PXeXaQ14/g7/vQOvtH2DX7Z3885b8Lt08qSjxvue3HbM5iZqV36WtG8gvV/WG8Zrtm3Y5zoqEbIBilGsG+6YmxKEqog22pDXrUQ52CW0G4rBS8fnmra+1CBptr78Xhz7Q/vJIbfsjlJMVxrX/t0raqoDjJ0WzeY0k9Ptqeqg2JvvtdaTTSEGni241lWNK+wWj1Lq0MLAREgJzX+7PV9ZEvcXResY3bDbMOnR9fo0SW/nX4lfz5d8LNXf+b4fFAJElJD6FL3nLxVUVGE0RLU9uk2nnvzOfZ27wUYlb1uT1V4Zcv2HbcARxYMcPjwpqpk6j5XtU6kWjqUzF79chumseI0p3LtrqHDbW09WX1zRgM+6U9CjIa17/TYdNo+3cbG7Rstsrb33LtdO+3IFDI0NTY5VhPLzlzmOMa0RxZCEFACXLPoGofkEw1ECQfCdB7tpL/QT17LUx+q51Pnf4qebE8F6ZuE/l9//V9c9shlFbKShsbR3FE+/+TngbK1s91SopYNZiYLQqEEM2aUu5Xi8WbPid2hMu9qnUi1dii5tzk0fHgM2ca+gcrJtpHJiYRP+pMQIzH4sk/XAjy6/VFuf+52ClqhopvFPdjlRl2wzppYdcPuZW/63Ji2xQ+99JBDZpnTMIcP/Ljs4a4IxdLaGyONDBQGKGgFdHRyWo6clmNbeht3fegubnrmJgpaocLy2V1/MAu8G7ZucLSh1rJp/GSD18TuUMRtSEUqihJFiLJP/kgsJYQI0tJSbhGd7HYL1eCT/iRELUNAbvnHlHfAGM76yrNfQRFKRTeL3a8nGqg0MasL1hEJRKpec+kPl1rZfF2wzuFU6S4uP7HzCcfnP9vyWYcvzqOvPsqqp1c5jrnxmRsBo230T/7oT/jNm78Z9FkJBPOmzXPOEVTZNH6yw03AicQKq5NnMOI2FUC7EjhSSwmjnbPZ835O9a6b0YJP+pMQteyiZbpoguGR05xoZu2la1n55EoGigOIUp+223ffvqHK7R+4nVt+dYsl8Tz+V4+jquqg1g/2Ns3+Qj9NjWWnRbc/jRACgUAiEQjLG8g89u2+tx3nV1EdQWgwwq8P1Tv8huw1hmqbxk92eBHwUMRttIVqpVZOp/3xSCwlhrofHz7pT1oM1rKZ2p8ir+WtjNu0H1h+1nKiwag1kesu3ro7fPoL/dQF68gUMsSCMVRVta7pVUhOzkqiKGV/hVgwRvuhdqtltKOnw9qz1rzG2svWsrd7L9PrptN+qJ3pselWIfn0+OlWUABYnVzNP6f+2fM7B0XQ2mA9Gohy3+X3WfsFL1y/EIGgLljHty75Flc1XzVhpZ2hNlEfCm4C9jI8s59/rLPxiVyQHSl80vdRgeSspGNCVkppyRlevvvpTJpNuzbR1Njk2e6oCAVVUenJ9pDOpAHvjVkSsQSbP7vZsT/tDU/fQF7Lky1mCathwoGww+r5orkXcduvb3Po7c9/5nlrhqA+XM/nWj7HlQuu5MqNV3p+33gojqZpllWEIhRaZrQAzunk+lA9cxvnDkr447Xh+VigVk+fkQaGauf3s/HxhU/6PjwRVILlP9t0f/cKwTRLyxVzhANhnv/M847sf8cNO2jd08rqX6zm+qeut9o9+wv9ZIvZikJyc6KZPX+7h9T+FG8efdOhyZvF2HWXrWPulLmW9YNbb7fPENSH6rm46WJ6872Wj340EOXby79tbXB+NHfUcZ2iXmTZQ8vYccMOR/3DHriqWUGPx4bnY4VaCp/HY/ZW7fx+Nj6+8PAq9DHZkdqfsjL9aCDK2kvXViWv1j2t9GR7GCgO0JPtof1QO1ecc4XDl6cx0oimaxzLH6Mn28P9L95v7UOrKmqFPm4GFpOU3ZgSnmJdw7Q1NhFSQ6xoXlFRqLaTdzgQZkp4CsvPWs7V77264jo5LUdBK5Dan7IClzllfP1T17Nw/UJrxeJ+bmawyWt51qXWeR6XzqR5+OWHefjlhz3fP1GoRWqxE7eUBQ+rhuM7v4+xh0/6kxymNGMnHztBRoNRq2WyFhzNHa14zTxfxUYqwJo/XVM1oJgSix2xYIyWGS3WPSdiCZ7/zPOGP5AaRgjB9Nh0dtywg0f+8hGHdNT26TauveBapJQO8l5+1nIaI41EAhHHtoj21Y09cJkBodr3ND2L7v7d3RUBwlwZffKxT/LJxz7JgnULThriN6WWhQsfqZrBHw9x13J+H2MPX96ZxHBLM2bv+XA84JeftZyGcIO12clXnvkKF829yNGDbxLukgeXeJ7D9N53Dz119HRQF6yzdrsKq2FuW3YbF/7oQss186mPP8WzHc8iEOS0HCE1ZMlFXnbRA4UBq4PHLi3tXLXT0Q5q/97Vto10w3xu61LruPt3d1v7/9rlKy856mRq/6xlUvV4NPjRkHJqqSkcb0F6IsMn/UkMU5oBo/e+dU+r5Qk/HA/49Zet59onryVbzNJf6GfxDxbzwrUvOCZ0N27f6Gh7DIog0VCUW351ixUw7ENPJtGG1BCKUNClTlAJcsdv73C0XX7gxx8gFozRX+gnokY85aJ0Js261DpyxfJmMNWM0+y7eZmftbeh3nf5fYNO5CZiCVYlV1kFbPc1Bttl61RBLcTttWvVaJBwLTWFsdhkZiLBJ30fx43lZy0noJT/KWWLWavNE4xOnVwxR3+hn3goTkAJsPbStQCsfHKl9Tkz67X34pvbMoKhp3v55piWCl6e/PaZg/5CvyXdrL10rWUVbTqIuucSoHJ62T4sVg2DrZQG22VromAkdgy1opZisz+JOzh80p/EMLVsU94ZjnZvh9lqufgHi60CLWDp3mbLYywY40tLv2TtPJXOpD2zXjfRmjDlFSEEmq4hpWSgOEA4ECZbzJLX84T1cIWcUtAK9OX7iIfi1vUBhz+QLnVLRrJvizicPW7dz2Qw6+pqu2xNBAzHjiGdz5Pq7SXZ0EAiFBry3LXUFPyC8eDwSX8Sw8w6R6OvvDnRzAvXvmD12IfUkEWQdtK0bzVYLet1t0mu/sVqazN2U14BrCy9/VC7dYyXnOKeHTB3+LJbQ1ebSxhOfcOHgVrtGNL5PAtTKQpSEhSCHcnkkMRfS03B7/0fHKKa9e2JwOLFi+ULL7xwom/Dhw3DHTbyOt79Wi3nNI/pyfZw/VPXW1n/I3/5iGcGPdg5q+3wBViB4rG/eozLf3o5UkrCgfAp12N/sqEWTX/T4cN8YscOjmka9arKIwsXcsVpp53gOz81IYR4UUq5uKZjfdL3UQ1jMWw03HOOxj1UCyD3XX4fjZHGYQUj+/kmSuY/XIllNK873EzfhzeGQ/q+vOOjKkZiwTza5zxeecXdfWNvu3QXUWvpWDrVp27dOJHEmwiF2JFMnpCAM5nhk76PqhhpEXO0z1lr+6gXzL54s5D8/Su+P6Lz2M832oGwVoxFRp7q7aUgpSWxpHp7ueK008Yt+0+EQr6kM87wSd9HVYxFEXO8C6NNjU1WV05/oZ85DXP46M8+OuJMfSwCYS0Yq4w82dBAUAjqVZWgECQbGnzZZYLDt2HwMSjMLHs0yXkszgnelhIdPR3EQjEAYqEYz3Y8a2Xq1ewUhrp3t8XDeMCekRekJNXbOyrnNSWWRxYutMh9rK7l4+SAn+n7mBCoprUnZyUJqaEKu+fjydSPR24aKbwy8tGCW2IZy2v5OPHwSd/HhEA1rd1LTjoV++5HWvQcqTZ/7/z5ACyfNm3Iz42m/n+iOokmE3zS9zFuGGmrYy2fG0xrd2fmJyJTHw0Mt+g5Em1+e18fS7dsQQJhRWFHcvCV0Gjq/34tYXzgk/5ERzoNqRQkk5A4cVntSFsda/3cqZrB2zHaWW61zpzBrr+0vZ0+2z7F5v3Y78t+n+5rtHZ30xgIeH6Hob7fUPfrrwJGBz7pT2Sk07BwIRQKEAzCjh1O4h/HgDDSVsfhfO5UzeBhbLLc4Wrz7oKtAJoiERakUuR0nbCi8PyiRSzbutW6z7ZFi6xrqEKwevduNKj4DrV8v8Hu118FjB787p2JjFTKIPxjx4yfKVunihkQPvEJ42d6bDfyGGmr44lqkRxvjEXHjFdnzmBoikRASuoUhbiqsvmCC2jv66OnWGRA1+kpFtlw6JB1nzldZ2M6TduiRTyycCFr589HA8/vUMv3G+x+/Y6i0cOYZ/pCiI8A9wIq8KCU8ptjfU0fJSSTRoZfX2/8tOuz9oBQX2/8fsXYZckjlV8mgmxTC8aqY2aoOoApmTRFIizbuhWEQAE2t7TQHI/T3tfnOH5eJEJQCGKKQr+uc8/+/aw/cMDS/qt9h1q+32Dyjd9RNHoYU+8dIYQK7AI+BHQCfwA+LqV81et433tnDFBNwhlK+vEx7jhezXq4n7dLJlJKEII+l/lZOp9nwe9/T05KwkKwc4mx+9m6zk7u7uwko+vEVZWf2o6vdg/u9+y/A0PKN76mXx0nk/dOEnhdSrkXQAjx78CVgCfp+xgDJBLeGXwiYRD9SVDk9WHgeCwJRqJ5p3p7yek6GV2nTggEEFEUdCkNqad0TzuXLKkg2xWJBGv27QOgT9NoUFXr+GRDA63d3UD1lk/3/d47f74l30QVhdbubq6eMWPUns9o4lQPPmNN+rOAt2y/dwLeG6X6GH+4A8JJ0unjY/gYbqcOGBp+f6lTZ0BKokC2tPK/cOtWdpYCh0m26XyeTYcPk2xooCObJVqSeAAu37aNPUuNvRQWpFL0FI09jBtV1Vod2FcMa88+20HyR4tF1NJ2mgO6zurdu2uaERhvTISC8lgXcoXHaw49SQixUgjxghDiha6urjG+HR9VMc6FXR8jg0m86Xze8fpINO+ObJZYKUMPKwpF23v9mmZl6+Z1F6ZSfOzVVzlr82YaVBXFtuexxAg8rd3d9Gua9XpG07hr3z4eTafp0TSjIKxpBsmXjhnQdW7t6ODKqVMJls6pUdlNNNRzefjQIR4+dKji2RwP3M97IhSUxzrT7wT+yPb7bOCA/QAp5QPAA2Bo+mN8Pyc/BtPgxzILH+fC7mTGSOWBwbLMkUzsJhsaCNnaLXVdJ1/K9PNSsnr3blricTqyWXqKRUsKArj8lVd46txzuXzbNvRSTeCVTIZ/evNN6xwABeDuzk6iwpn/TQkEWHv22azctYsBXeeopvFjW9Knlu7P/byAij83RSJc2N5OTynYNAYC1irleOD1vCdCQXmsSf8PwNlCiCZgP/Ax4BNjfM1TF9WKq+NRdB2s08fHqOF45IGhJJyRaN52uwWAr3d08MNSW2ZBSpa2tyPAkl7s6NU0Nl9wAcktW+jXdW7u6Kh6HQnEFAUdY1VhXi+qGGLDgG0gLFSSf8xir/m8VCFASjSMoIAQaFIigaLt81ldZ11nJ6tmzx52ULUHzWrP+1TfA2BM5R0pZRFYBfwS2AH8TEq5fSyveVIinYZNm4aWTKr11Q/Wbz9a92AWdh95xO/kGUPUIg+MpoRTDel8ngWpFCt37WL1669br/97Ok2hlKkXpKSo6xzTNDQpuW3OHCKKQp2iECpdvyObRa+hA1AAt82Zw7fnzWNtKdCYq5Nvz5tHnS2o1KkqLfE4mw4fprW72zEXkDP/LCW50r2BMyjldJ27OztZmErVLPWYweUTO3ZYn6v2vM3geioSPoxDn76U8mng6bG+zkmLWrP0dBp6ekBVK7Pt483Ca72Hap0+PkYNQxF3rRJOUyRyXNnmo+m0VWwd0HXu2rePlngczXaMXaaRUnJXZyeBErm2LVpEIhSiKRIhZzsuKgSSckE4ABQxCsU3v/EGAGEhiCqKVeC9/Y03UBSFmJTcNW8e58Vilv9PsDQ3EFUUAoAORoCQEqUUfHQp+cV557Etk+HZI0f45TvvWDJULQXtdD7Pus5O8lJaLasTJav3gm/DMNaoRSu3k7Kqwn33wfLlZWIerL3S1PobGuDZZ2HFCmhudr6/bh3kcpDJ+Hr9CcZQ2nstEk6yoeG4OkjS+Tw37d3reG3t/v0EhSCAQbB2uQWMrJ8SKcYUhdv27uWSadOYEggQU1X6NI2IovDtefO4/Y03ELrOgK47isMmclKSKxWKGwMBCqXzmlLP5a+8Yvn/1AkBQiClpE9Ko2NISiJgFYzzUnL5tm0EFIWCrjNQuk6/rlutp4M9i4Ulm4n+0syBfTOZiUb44JP+2KOpCaSEWKx6lu4ODI2NlZm4VxZuBotsFvqN3aFYswa2bTOI33w/nzfeH+wezPP5LZtjjsG091oknOPd4jDV24twafSmhh8Wgn+YPZs733rL+aFS5h5TFDK6zuPd3Tze3U29ohBQFOt+r0okuCqRoLW7m9Wvv05e0+ivIv8cLa00zDsZ0HVu2rvX0d6nSYkQwlo5mC2iWde5srpOEGdtIKaqdGSzNMfjVZ9Fa3c3A6UAFVMUvjRrFqtmzwaGHhY7VeF774wl0mlYtsz4sxDQ1uZNptXkm6F0+FTKyOBNwgfjf85vfKNM4IUC9PVBXZ0RNKrdg9+yeVKgFr8cr8DQduQIczdvZsWrr1Zo2e4agdm1E1dVwq5z56Tku/v3V3Tb5IGnzj2XK971rorj15x5Jn83axaPNTdbNYqrZ8xgZzLJ3//RH1Vcw8Qte/dy/e7dFHXdatUUJTknrqpG7UBVyZaIXGAEHQFEXeeKKArhkmeQeVyoStC0P5fVr79uBYqgEFbxdyK0ZlaDn+mPJVIpI8vu64N4HDo6nNKLCS/5phYdvqnJSfgmnnwSnnnGIPhg0Lh2JmMEkGee8XbbXLeufK++BHRC4bUScGfxdonotUyGD7z0kuN4e/bvlbHuSCZp7e7m/z96lO8fPOj4rAIoQhARwiLcOkWhV9P42ty5bLS1VoYVhds6OihIyZp9+4ipKgFg7dlns3zaNFbNns3aAwfIFSuFnryU1vlNBIDnL7jAahO9btcuACJC8J2zzmJuJEJTJEJ7Xx9f2LmTXOl7bb7gAqaHQrR2d3O0WGRKIDDkcFeqtxettIKIKorVMQQT2+vHJ/2xRFOTQbZg/GxqKr/nllLc8k0ttYCODkOyMTP5970PXnzRCASqary/Y4dB6HffbdyDEMbvq1Y5g4u5YojFjNWC/V59nFBUI26T1D/88suO43Vw9LGbGWtcVa1WRoAvvv46eSkRQBAjm69TFCKKwmPNzTzxzjs8eOAAUgiCQtAUidCRzfLb88/nicOHmReNMiUQ4Lpdu6zCaV9JZ1+5axfR0iYsTzQ3VwQlMDpuokJYmXZICNY0NdEcj9Mcj7O9r8+Sc3JSclFjoyXVdGSzCEWhUKoldGSzTA+F+OLrrzue02BwE7vZRgoj36nsVIBP+l4YLW27o8Mg40zG+Glm+tu3Q2lknVDIIGZwXrOWjp1k0vi8ecz3vmfISapa/kwiYRD8+vUG4WcyRgBYv768uigUyveoacbnly3zWzdHCcdbELQTd0xR+Nvdu7n+jDPo1TR6isUKjfaX551nXacpErF65DOaxt2dnaw/cMDyuukrBYMvzZrFikSC9r4+jhaL/Pkrr5CXkoAQXDtjBleedprlo69iZPIt8TjP9fRYhC+kTkhRyUnJgN3i4WIAACAASURBVK4TEIJUb6+nNBJTFJ4+7zyeOHyYHxw6xDFNIy8lt3R0WFm6OTHcp2kV+rxXJj6SWsdg20KeLF4/ow2f9N0YzUGoZBLCYVCUMgmn0wbhm5a18Ti0tsIXv1h5zVoM0e691/hpdvt4fcZ83Z7xK0r5ODO4lJwWHe/XKvH4RWBPjIZXi0lwZhF1Y1cXG7u6qBOCUEn3RtPQgV++970smzrVuvayrVuRpYGmqBBkdB1FCI4Wi0gM7TxU0rLByP4zpT54E/cdPMgDhw4hpbQI/tpdu8jpukUg0/SjbEt/ju+et4n738khSquDZEMDTZEI3yiZs5n4t3e/m49u305BSjRdJywEOSnp1TRrldC2aJFVewAcnThembhXIDCfv9l+alpGe/29TBZM7kKuV6F0NAahTHgNPKVSVieEA/m8cc18vnxNU/IZrPB6/fVGwLBf0+szZsYfDjtXD/Z73Ly58v1a4FUErnUgbYJjNAqCJsG5i6j9JTJfO38+9y9YwA8WLODdsVjFtTOlrFuxWS7csncvBV1H13WrANva3U22NABlR1bX0UsykNlWmdV1JIbNAsBHs//DGfphBt56wnhBSquXf3ooxKdOP93y2omrKi/29VnPhRLhmxjQdQpS0t7Xx42zZ1v3uWzrVkeB2j0k5VUET/X2Wv33fZrG0i1brMx/ohZqh8LkzfSrZfSjbUdg1+rNAaxg0NDOhTCIFqpr/9XufajCq1fmPdhKwPysV0F5qAzeXX+otnKZhBitgmAiFOJrc+fys64uq6WxrpRNt8Tjji0MTcJzX7utpYWObJY3s1lW2aZwL9u2DaVkrdzvKqyaGNB1njv/fPblckbHi2s18Kn+/wLg431P873IcuKqSntfH+19fVy/e7c1OQsQEIIViQTrDxygXlWRGN04A7brCSn5wq5djv16ha4POmzlJeO4n7dpDFft72Wi9ubbMXlJv1qhdKx85t0DWN//viHJgEHg0ahRSLVr/17naG2F1auN8/T3G/JQMGgEik2bykGqmkRlEryZiXuRuz1I1SJ1uQMl+OZtJdRSEKyVaJrjcbYtXszGdJpLpk6lV9MG1bKhUrNujsd5+NAhx3mLJUsDc+rV3mcTBnIYPe+9msbVM2awfNo0Pr9zJ4+/8w4A9XqGZN6oS/1x/lXq9Qx9xLhh927LOsGECtw0ezYd2SxtixbRkc3SFImQfPFFxwr4L047jZ+4VolSyqpBs5qMlgiF2NzSYk34hhXFes5tixaxMZ1mRSJR4fMz0Xrz7Zg4pD9cTXmwjH4s7Ai8BrCgPDw1MGBk/+Gw9+rCJOCBAeM/MALEJZfAkiVGnSCfh0jEKNKa14rFnN069nOZAWjNGrjtNqOIayf3Wp033YESfPM2GwYrCA6XaJrjce5wDRsNpmXbNzA3A0uL6/N5KYkpCkFFQQUru44LQUBVCZXOkWxogPwREpl9fHtaPx2HXkcCH8xtIS+CRGSBvAjwuf6n+O/wBShFhaw0zrVPPZ0epR4NuOWNN6gr9dXvSCbpyucrJne7vDxzbLMDXuZopgtoTFEcga85HmfP0qUVu3aZqyNzu8eR7ElwKmJikP5Iiq/jvXOUV5CxD0/F4/ClLznJ2Q7zWJPww2Hjz48/bvxnIp+Hzs6yhNTfD/fcU+7WcZM5wJe/bHwOnEFiOFKXO1D6u3LVhFqJZrDVgNdqYtPhw46OH9Mt09ylKqIoVo98WFH48uzZrEgkuHDrViIYGbnZ+273+rn4jW8S2/Vd5ooQf1DCFDFsleukMS/SIAf4+rEfw7EfG+eWRSLk+VbsY9w05fOAIbGYBeXW7m6u27XL4fMD8FxPT8UzUErdQKYNhb04a98Qxst+wR14vVpZVyQSE7Y3346JUcgdafF1sELpSGHKJtu3OwuZXkVdO6mGQtUJH4xjVdWQgRoa4DOfKUspbnR1Gdf48pfLffz252JaQ5j/Y5iEHwqVWzoXLjReG6nz5lg82wmIWjcMNx0gF6RSnhuFuIua9o4fTUr0EsGZRBmxZc0qxvaHHdksWmlgSgjBxtK/3aZIhKVbtvCxV19lVv+fcXP95yhIQVA7RlTro07POO5liuy3/tOF4Ob6z/H1KSsBYw5AlK5vFnaLLsJXcer7YBSQQ6VZgbvefJNMqTBrFmfb+/qsDWHM9s5anntcVa1W1mVbt9K2aNGg09ATAWO6MfpwMeKN0U+WTb7tXjdm33s4PPj91CpLpdOwYIExRKWqxjWqLYGfew56ew1yX7bM+VygPIxl/t0rinHObNZ4HYyVx09/Omm1+PHEUJr+psOH+cSOHVYxNKoo1uDTYMS0va+Ppe3taLrOQOnvWgDbFi9meijEo+k0X9m7F73kVf/0eefx0e3byUtJRtOoUxSCQpCX0sqigxgdO3+c38ET3bfRqPcRpfLfYZYgPUoDfzZtDS+E3g0YXTsrZ87kwYMHDZ8fRak6uOWFh845h7/bs8faLMVEnRDcv2BBxWDWUKRtumuaG7zbN4Q/1TCcjdEnRqY/Vl7ww207tMs1UhrEP9TKw8z4U6nydbZvh7//e0OSMV9LpQzNfWDAOL89O//yl+G3v4WvfQ0eewwuvxw+/nGD8NvajOfS1mac49FHjXNkMob0Y3ZH3HknBFxqn13O8VswxwxD+bObWal9w5GClLR2d3v67pvoyGYRYBE+GJl2RzZrXatf18mW2jov27aNx5qbuXzaNCKlnv4BTXN09KilLp8/hBayIPETDqrT8EIuMoOlZ/wbr0WbHV44LfE4svQdNCl59sgRYkptNLRy9+4K909K368lHh/Ss8iNRCjEqtmzCdsM4yaqpGPHxND0YfSLr/asHYzWSq+OGjtMucb0uqmrG1oLd69SHnsMPvCB8vs332xYLbe0GO+HQs4MX1HgmmuMjp8VK4xrmX48pt9PMulcgdhXd9msIS+BsUqoqzPOuXmzd+HXvaPXUKsU9zH+EFdN8PLaae3uZvXu3dbOUatffx2tlKWvnT+/YqrUnMatK1klx0qDWGah122vXJSSS19+maKUVu6ec93XdTNnMr+ujlcyGf7P228xU+vGC7F8FzedOZ/6UMzactEk1KAQ1CkKBSl5XzxOWFEQQpDRNKsdNSYEBZye/tXIyj6tOxr1kImOiUP6ow27WRoY3TF79gxOVPbicFNTmXAHI0R7v308bnTR2HHsGKxcaWj5bW2GmdrNN5ff/9Sn4MILjVWArjsN2HS9smBsRyRiEL0Q5euahG8GuGozAWYgyeXK8wbuoGiXpMJheP75SrnJJ/4KVOvoMdslU7299BSLjv73z+3caRmPmb41S7dsQZcSRQieO/98q8XTLPS67ZVVqGqDbOKfDxygTggiqsqWM7pRDoZAy6MpURQ0iqgE9QEyUuGpV3/G87ELWVcyXwOjgLrhnHP4i1dfBeCjr75q3VuDqvLEO+8wPRDgrrfeMjZKkRIdCNg8gS7dtg1NSqPrqBTImiIRNh0+XEHctXRHTVS7hWrwSb8a3Nm5lEP3m5t99ADTp1dfGXj129fVGaTqVdMYGDCu394O555rBACzi+eBB8rHubOUb33LWTCORIzM3kSxaGj5mmb8l8kYhd+NG42icleXEex03bieORNgBhJzYxbwDoqtrcYwmvkdNmxwBrhJ3L8/GAbr6LEbrdkpOyclOSlZsmULv7/gApa2t1utlzEh2JfL0WiT7+z2ylIaO1YdzOUqffQ90C8lQtcp7P0JIa2PjAjzw8ilfOii9YiXb2XO/n+jQfbzyf5Wnoq8n8+89poxEQwoiuIo3Erg2SNHWJFIsLS9vfx6SXKqV1XuO/tsGgMBmiIRNqbTKELQr+tEhGDlzJlcM2MGF7a3k9V1VCH4fSnwDfUsJyt80nfDLj9s3myQmZTV++ftn1uwoExyjY2wc2dlJuvVbx+NGgQMxmt1dfChDxkEf+edxuvZrEHEP/95+XNueGm76XR5BdLaCjfcYHy+UDCuaRK/ojhbPO+91yB1s7BbV+dsKU0mHX3TwNAkPn368CaPTzEc7zSn+fmmSKSm1kHNIyvP6DobXMNXUJaC3PbKj6bT7B0Y4KLGRtZ1dnpeRwU012sBPc/sd35Fr6jjr6Z+ndZIki8f7mOD+DRLpi5g45H/j8tzmwnIIkURKBO9plV49etSknzxRWuVYXrmu90v7TtcgbEl44aDB5kXiZSLu6XAt3fp0oqpZFUIeopF0vn8pJBxqsEnfTu8tOs9e2rToM3M10QuV/6c/fPufnsoE71J2opiZPCplBFszPPm80ZHjRcUpVyUNfEP/2DINmvWwJQpxgTwk086awZgfC6VMjL8e+6plIFM2FtKEwkjKCaTxucDgcqguHy5EfxMeae+3viZzQ4+eXwK4ninOb2GqUwd3C1XmPJONSFmXiRiZfG6lFx9+uk8/PbbZEpTt63d3Vw9YwZdpU1EJHD3/v2WsZkbbtIPAhEBP6n7MF+Lf4q0Og0BTA8EyEnJLyNJmhP/yv9t79vD5KqqfH+7qqu6qrr6YSBtYJxABwPEwL0EuB1nLreHq0xwBhWZb7AjBvXimCgkHxoFRAiOhJc4wmCaN0QkEAg4AqbxgaCmDV5ogWakY4hJ6MgNku5kpBP6Wd1V+/6xzuqzz65zTp3qquruVO3f99VX3VXn7L3PPqfWXns9fuuqdx9EFdIY18RMGkAMdvWrb+/d69D+hRB4waKM4PyA/vHxCR6hmBDIgOz9aQBvaOGZadj1BHR/yMU7d/rObyXACH0VXhmouUw6bMPnhCmA/m5qctq0d+ywTS2qiYadp5wpyU7UpibnQlJVBTz4oPs43DhTRkbsHQJA7Z90UvZxjz5qO4LXrXNvn01FKmbPJpPSqO7us9DYSNfM83PGGbZ5qcwydQs1I+jn94yMuBZS4YVBWPTFjIQQyFgmlDMbGmxBt2sXHu7rm9COhzMZrNq1C0tmzcKmvj7HwpHy4N3RP73oqKOwsa8PK+q/jIQQaD3ySFx89NE4d9u2iTEdrDoCVx7xVYyk9T0CYRRAFMThzwI/CiAaCk0wYc6ORieuNywEhKQauRGQmajaWiAvmjMH9739Ng5ZfcUsqgVGYzSKhqoqpAHXZLVKWwDKI2SzWMiXbE1ll2xpIUflhg302rGDbPD9/STc+/vJvMKmlnvuIS24tpZs7S+8QFr87t229stFUgBaNC64IFu4h0J2klUiBqxYYf+vY2DAJnhjfO97FP3D13DdddSXivp64Pzzs9tTw0jTaffQVI6q6umhYwBa8NatKysnbqHEamqykARcC3qrC8OIpHq2AMW/33zccagCxeG3vPoqAJCgsxgmq62QSYDMQp2HDuEsi4KZEbdCF2tCIaiiT6dIuEDJXI2GQvjoEUfgzdFRjCnPphQCzy9ahA0nnogvzpkzMVaANHSJbJOREAJPn3wyekZGspkwMxmMS0mJZgCuO/ZY3DF/PrY3N2NhMomdixdjw4knYsOJJ2KHyy5LvT88knfTaYxmMvhgVxcu2L49q8xkucIIfRX5xvs/8wwJPM4E7ukBli2jF0BC36ufZctoYeC+ABKaSik6NDWR3TyZJEH5yCNORyxgm1aOqAZuHgWWfjQ73t4NVVW0w7jiCmqTaZ27u52+gRtvBJ5/3plHwMhnkVSPjcdtsrlcKDQ/YIryC4LUttVr1ernd5xyCiCJ1uCMrq6szNvmurqJLNaU5bhlPvz6qioKe7Ri+HUmyWohUGUtKlwF69zu7om2a8NhPL9oETYuWIAXTz0Vyaoq19q2UZDjteOUU3DH/PmAEPjSzp344h//6NgRCCHQMzKCZXPm4Fvz5qEmHHZkAQPZQj8M4Jzu7gkBrPo2pJQYsiJ2BjIZfG33blyqMIVydNOyOXNc5169Py+ceiqiLgtApVAsl0dGbimQK57cz3HLlbE4hDIWo5ebYxeg408+2S5i8tprZDpZsIAEciYDfPObwA03kHCuqrIdvwCZWD6YAlYA+H4UeM+5lITlB9W8BNACMDzsNNckk1SNy4smmaOQDh60fQa5sorzidEvNNN6pmRqA9j25xQ+uKMTCEtEQ+42/yCZtw/t24flf/wjxd2HQlhx9NFYlEx60iv3pVIT9uxUJjNRaOVQOo1P/uEPE+aYeCiExz7wgQmTUl8qhW+/+SZucXHuRkBmmG/Pm4ev9/RMlEhMCAFhvaKW2YQrcb07Po49o6N4eN8+pC1TjRoeWm3RREMIDFgmro0LFkywiOp00AAKyqBVneZu83a4IZ+MXGPTdxNEQYQFmzYAp7lCr4yVSFB2rVqTVu9v0yY7YUpK+r+5mTRujrtfu9YujZhOO4V+Og20WH8vTgHX5xD4VVXZhVzGxmx6Z74mfvjd/By86A0P0yKRTNqlH70Ea74JdLlYPnMtIkFZQkuMvj7gg587hIEvSyCRRhLuNn8183Y4k3GUHORjl8yaRRTIQiAsBNa//TbS8LZNsz07lclMCNlzurvxwqJFiMDmuKl2sYNfMXcu1u/bh0FLC2aMARjLZHC5ltwlhMBdxx8/EV55RldXFmVCXAh8Z948nNnQgDNefRWjmQwiQuB2q/xiy6uvOkxkHKLa8c47jna4lkAh9Ql4Tk1yViXBS7i7FQVpaHAKF920weaKzk6n3T0Uyi5CrvfX2kq2dNb03/ve7HBGIWhhOXiQonIYsRggRoD3W//PR3ZFCh3j43SeGhkUidBYa2sphHPdOvua3Ew4agw+YMfeu9E4TzYD1898FGRhLnZBnEmisxOQ2+uAcQEMhYG4u7ByRJooIZa6MGYhpSZoxUMhdA0MYNmcOVnt1oXDDq1aWlWpQqEQYpaTdKtV5Uofzw4rrJOjfFRkAPzbvHn4+htvTHDVc1Zw+4EDWRW4AKJMuHz3bnSedhrWudSn9RLAz2pC/2NHHonvzZ9fFCFtkrMqCV6aoCoswmFKotK55t045NvbiQFTNZs89JAzdNOtv4ULyaSzfj1w332UcRuJkAD9whdoDELQOZf+C9CoRMtE0yTox2GzYZ0JYJv1faQKiESBfWPAkJV9y2Rr6uKUyZB/IRzOFtAdHbT7aG31FtzV1dlF14HCzCt+9NdBtHif89W1iJsrFTNEczNQPRQFLmmGWHAILzzgrVHqmbde1AEfPfJIbBsYQNolKkcP8Tzntdcc53MmblpKjEiJWouPZ6HGs899HROLIWHV51URsXwJL5x6qoNmof3AATTFYqgWwlX3SEmJ5ldeQdjS1tX6tF4CuLWxEde9+SYkyFm95phjKkIrLwVKZtMXQvwrgC8AYM/kN6SUP/E7Z8pt+n7aIkuF/n6qQ8vCZePGbOGi0g0wrQFnt/L/kQgJTz8agvZ2iqLh4ieDCmUtc+4sBfAxWLFuAKqjwGgKSCjjUZgYUAXyvm0G0K78qL1i8Z980in4/Xh3+JqjUeDznwfuvpvGHI/b0Ul8PV5zp87hFNn79RoyQPaaXmyoydq5XB+B2kulcEJnJ/oVM18yHMYjmo27/cABLP3DHyYEdiwUwksWT/4JL76IUSsKaMfixVlCVLd7s8kJoIpa4VAIIWsBeWHRIkeIZUQIPLFwIZ46cADxUAi37N3rIH5jeNnltw0MZFUI259KTVS6clugKhkzyaZ/q5Ty30rcx+Shc+WoQkctK5jLRKCbOhIJOp616aEhEuI9PU6tGXCWLFR3GONaoBxHcWwCMAjgPFiCXhP4gPP/UQCPAvh1DQnnjg7aUXzve9l9AMAnPuGs39vTY2vU8Thd67Jlzhh8npP16+l9eJhMPNdfT1I1l3lliovgqJuEeNwecqnN/qo/vKMjNzWTCq9KUTp0s1FzXR2qLRZLAUyERNIHwjYpuvSnJ4t1DQxMEL5JK+ySnbgffOUV3Hn88Y7CJP/42mvIgJy0vzvtNKx76y3c/fbbE31ELL+EPuZtAwM4+aWXIAGsffNN1ChVtq6dNy/3ZBn4orLNO4AtbP1qynoJF1bftm51tnnzzcAxx5Cp58wz6bPBQcvhamn6nATFKiZLAX6vq8vOnAWIrGQzgJ0RYNUYCXi3XW4KtDjcAuANAKtXUHgmQMLZTeAzVD6dp5+2zUDDw0T+dvAgxe3rjtl16+j74WE65rLLyOxzxx3+6u1kHa6TZFbVrXcA+bZLafZXL7GmhqaWN4C51ji3bF8W5mr0zU0utBaqD0CNVJGWsNedxRzt0zUwQOGRSrKYanZqisWcXDnWO4dYZqzsWYDcS10DAzijvt4h9CFldkABkJU0xlW2VId2sSgvKsV5q6LUQn+lEOIzAF4C8FUp5Tv6AUKI5QCWA8DcuXNLPBwP5BI6bsJFD9kUggRcLGYLxPZ20vpZiC5dStJlYIC07lCIQjKTyWwpAGQTpKl4fQy4JgFcPQS4CYx+AN+A06G7fz/tMsbGgs1LJkPc/GoEBmvxV1+dHYK6ZIlTdR4eputtaPCXalPscFWpiABirc5H654MuFgZb6KA4GucV7bvDsvpe3B8HFf39ODKnh5cs2dPVtgh28n1Eooqv01TLIaH9u3Dyp07cVC53zHrOOasgfV318AAHjrhBCx9/XWEpISwuPK52HgiFMKVe/Y4rmNRMomEoKIs4yD3k0qZwFDt9wBx8agO7WJTXhyuYZqTRUFCXwjxLIDscAHgKgB3AlgLUgLWAvgugIv0A6WU9wC4ByCbfiHjmTQmI3R0rp3qatJs1ciVpqbsSB7+P5Wy+evTafp7aMiWAv392QI/EnEK7L/7MNCw2X189aBfFePOO8nJyvH4auROTQ2ZbGpqaCeybJmtgY2Puy88zC3EJjDeCbE0VZ3fueZzqusVW/BKPwCKS/vf10fTCtBtfvpp4Lzzgj9ulJQlEJdhhGELP3b6th84MEExwIsCx7ermqyeNazG0Z/R1YVRjdoBANKZDN4F8KWdO1ElBDJSTtAdABQ6OSQl4uk0ml9+GZFQCBlQolV9OIyUVSGLwzFDoRCiUqLG4s8JA1kkaLOjUax7//vxxsgIzj3iiAmbPkA+CubhKRblRaUxbxYk9KWUZwU5TghxL4D2QvoqKXIJHTcJwNmyjEiENPrXX7d9BC0t9jGJBGnu115LiwOTrKXTtBgMDZFWLAT1w2oog3cGqtA/+2g7rXEUQDQMpNLkZUsDOBkA78A5ooj9CxdeSDw+nNG7aRONZf164KabSA1du9YW+OxnULmFmpvd7fFLltjmq3wStqYwht5vc1fsnC61nEFtLfDmm0RiCgR06vZHgc80A02HgJ464MWoY3enC/OmWMxVk9ULhgDApbt2ORy0OvhpG7DCQnVmTw4FHQZIUbAWBJUSmReg0UwGg1ZSWdv8+QCI/ZNJ0DiKRx37FXPnTiSZqTw8YaBgyotKqpalomTmHSHEUVJKNuCdB6Db7/hph5d9WJcAHR1Er7BqFQlhphy+/nrSpG+5hQQiUyGwkF292iY+u+YaO0GKNXyAhOqhQ2SGWbQoeyy8gFRXkxll3p+BPgCIAn91PrD0R8DHhilkMw7gDNhCX0UqRaGk3G8oZEccAZQHoGr3kQjw6U/T+NmOu2gRLUxdXc4CK888k61Ce6FEGbN+WrrKj+e1uSt2TpfuQ7jkEmqfOfhyobMTSP9XFMN7jkSVm/UxGkXHvGZs+s9DaP3vdegZcddkdTs2m3tY4Mcsx+rVc+eitqoKV+/ZgzGLyrgmHJ7Q9FOKpl/jEsoZt8wxavhoUyw2Qfo2lMlMVNNKa+MEMDF2lRFU187VBSVf00wlVstSUUqb/s1CiFNA5p09IJKA6cVk9uxuHjgmGQPol9ytrWfMQ59IkHCORJxmH95VpNMULaNj/fpsoa+XSHzyh8Bb5wDhJPDf7gNu+xXwzjDwIIBXAawCsAhAXQ0wMOw0M42NOXcMmQy1yfQOujlnbAy46y5i49y6lQT93/4tLVCAzQ8UidjHB5GYanWyIhVVyRWFq6/fbrb8YrsY1I3kn/5kr/3Dw8SWccwx/o9krvH09QEtJ0cxNnYkbo8AHa9la7JezmCVhCxt2ea/s3cvtjc34/zGxgmfAQDUV1VhUTKJLivclwV3XTiMc6zfQBWAdUqlLK5m1TMygppwGAPp9ER5Qy+Nm/mF1NwD/Vjue9L3pMISslSUTOhLKS8sVduTwmS1SvUXx1tbtfhJOAw895z3+VJSn0ykppoyrrnG/Zx58yj6xQuhEHDeucA/Z4CfAPjL/3EmhP0ewFcBnB8CQpJMQ34/kEiEhHQuDA4CixfTYqW2V11tF1jh9mpq6NqbmrwX26amohdV8dPS9e96etzXmMm6GPx0Ct5IPvSQ8/MrrqDb6Vd6WHc8+11zPA50/TKK7Z9sdtXqde3fLbu3NhzGM3+h2rerdu1yaPtRxQyjtr978eKJqJ6ekRHsT6UcnDYdp5wywfEPkObvpXGvmz9/gl9oNJPB4319OCYWm6CZKBe+nOlC5RCuqYlPuRKFdKg2AQ65ZKoCwA5TZESj9CuW0jah1NTQZ2oW0OuvO8MymWf/t78l7nk19p/BsYWZjDePPYN5+r0SsdgMtWwZJVbp4Bq6XpW6GHqVMCac4/EC7tlP7e0U0cSJbI8+OqWafjETsYK2rea0sVWNLWMbN2ZHD/NuRH303K5L5/7butW5i8kVsaLbzGGxeOq2fjatXLprlyu5G7ch4Sx5uHHBAgrzfOWVCcoGPzZSt8QzXnA6Dx2aIKYrhHStnJBPclblUCt77ZGDUO9yLD/H0W/cSEJu2TLyxKn883V1wP33Ay++SL9qRjpNv3SmYX7mGQrhYAfvk08CP/oRsHMn9cMPPJtMGOxM9RP41dVE4dDZSQuQzs0eiVC/LHmOPTa7Debi+dnPiKPfCytWZIdu9vTY0oxNXXzdKud+c7OzolYRQjX92LHzZc7OB6q2PTzsrZVzTttjj9Ejwhx6aulhbieVorXzggvoPZVyfwatogAAHjJJREFUn8bGRtI/OFp2fJyOX7oUOO44WoNzUT+r3697//uRBiYEfgSU2MW0zAfHxzGcyWTREat2d1jnqKabnpGRLPpn1zmyonfiyu9nQOmr0h2xhaJykrPc9uz5qGd+xzERmk4vzDV2AVvjZU0dsIuis4ePtVzV7OEXUx+L2YXN2dwSiwH33mtz+m/fTmYkVZO//HIK4eTauGvX2jkB8Ti9s93/3HOJDM4LZ5zhT3TG2U/hsG3uYZQoVNMvZ2uS+VwAvM03fX2kZbOMGh4mP79XZI46Bv3ydWuilLR2cnw/T2l/v13+GLBTJDg+gBPBAbVmvb8dWy26HhECNaEQhjIZhEMhxBUmzDMsSgaA7O8sdLNCQq2Sh2y6yUdYM5toCJgwLanMm5XsiC0UlSP0gexffNAwDa/jci0GCxc6a+xyW/y3KhjVX3FPj53UlbA4FcbHnc5c3iGsXw98//vAL39pt6kWKGlsJK5+FSeeaBuJVdNUIgF87GPAU0/Zi8joKC1mdXW241Ydg1cxFDUmcf9+u8B8S0t2xvMUhmpONv7ej4JowQKapvFxmyKJC4n5UQ25cfHozCAtLbbN/4kn6Nbcfz/RQXnx/9XVAWefbfc1Ph7MYWzPTxQdpzZj08he3PrWWxhIpxEJh9FQVTURcQNQlM46jenyNo05U+XI8RPWemSRnknsRhmdy6RTyVm3vpBWSvZMeJ122mlyStHbK+WsWVLW1tJ7b29+x23eTJ8B9L55s39fmzc7++jtlXLDBikbGpxt6/11d0u5Zo2UiQT1lUjQ/1u2SCkEK4RStrVlX0NvL7XPx0SjdJ6U1LetUFK73d3O4xsa6LPVq6WMxezPq6vp8yBzlc88BYTbdAY5J8jtdoN6CckkTT+PoabGOY01Ne7t8/FuU8y3na9JPZbfZ82SMh63z3ObSr5GflT025vPY9791qic9ZvfyNqODjnrN7+RvaOjsnc0+zMppefnge5LAedOZZszGQBekgHlbGVp+ipY5QvCfOVlhgga2+elJjY2ktctnc7eRej9rVxJZiRpReOsXEl2e9UR/8YbtorI16QWewFIDT3zTKJy1iOEbr6Zdic7djg5ClpaSJXVI3Zmz86+Vrddkds8FZDymo9DVu2mkPj75mbakMViTgbpjo5s+pgVFs2ROqZt2+zAJz3HbnTUmd7gxvzJY1cDx9weOU4UHxqiW5TJ2H0NDVHfQTe0Pa9EsX1Jtmbupq0XkuWqnpsMh9G2dy9Wvu99BWnnlZ5164fKceSq0AuaBxE8bIbgPX27lWAcxDOoe+fa2mzHsW7/Vs083J8XWlvthC0hiIt/6VIy57S20n6eJYf6A5KSFhAmYAOcxc8bG8nm0NBAMfljY06aZ8C7ELqbgNc9qIA9/wsW5F2/Vi9N7DYMwHmbFyzwT8gKikyGpm9wkPru6soW+osW2Y/JQw/R4tDcTOeMjJDwVYU+xwHwI8LHsFP48cfpsQiHKZ0hkQC+8x33R66pybblp1Lu5ZJ5zdXjF1xvnWVGcePy4c/6+oD+F4kqYjLOVbUo/GA6jVv27i24SLlx9vog6JZgKl5TZt4pxNwwGRsBn5NMkjlG3/97mXmCjJlNP21t9vf6a8sW+p5NQUI49/+xGPXvdo0NDfRS7Qps4/CzE/jZXgqYf91axaaRoN1MxiyktwXQdDQ0kNVLncrqapruDRukrK93vx3qtK9e7bTo8SOiHicEfV5bS+3H4/S/m3Vt82b6jm9RWxu9JxL2OX6PcL7z43hUjh2VG3btn5QppXd0VK7ZvVvWbNki8atfydqODrl5//6829Hb3Lx/cuM53IA8zDvTLujV15QJ/WIZd/ORJL29Tru4Luz8BGGQRYGvSTcwA9SvlM4FgiWDLsB7e+kY/r62lvrm/pNJb4kTFAXMvzpN8bhzrSpiN75tNTRIeeONNNU1NSSUeU1MJOj/6mp/gZ9Mugtc1XWT68W3TfcF8GMQj0v55JP27ZuMK0qfA/0xL6a7ptLs8MWEEfpBMFmVr7ubfm2srbOHLZfa5Kei+gl1tb+GBuevV2+ff90PPOAuHdRxsVqpCnDdC6h6/tT2C5GebnOT52n5CPLJ3mb9/C1baO1sa7Nvieq4bW3NLawjEVoM6urcp7G3l9rXzxPC6UNXb+uGDdnzsWWL8zh1Y6k/auojpTqP9VvtNe/FXFilrCztvJgwQr9UcBOWXqqO/mvYsMFdReXFIB7Plga9vdnShSUY2w/icXpvaKDvk0lSQ3U7gjouNSxE1/B1s08ue8AUwmvopexP3zwJQYJZ/SyZzA6kisdJwLtp/PE4LRLqZon70q1ogJTnn0+3VG0/GrUFtv74rV7tvkCsXu0U9m1tzv/5EVL7Yd0k10Z0Ku6HgTfyEfqVG70zGegcuRwh4+Yd1EMhAOdxHN+ullocHibPIH+neyiFIE/dggXkFeSsXJ0f/1vfcp7HNW9VDgCmeFSDzVMp2wsIkEexq4scusWknZwESkmh4AW+haoPW0oKkmLnq1pVsqaGHg1mzAZoSvVaOMPDxGS9aRPwkY8AV15JKRBqdI6KJ58EfvpTithRnbTxODmN1ceqqcnOy2PE4zSu22+3H5HaWqC31w4cU2vfqBgcpEd0yRJvJ/gUp1qY+PsCUZnROyqC0DAwgkSmeIVzLlkSLNLnjjvsiJbmZoq6SSbp9fTTJCmY2sALIe22Pvww9ccLzPAwvXNYprqYqZQS6nWHwzbBnF/YSz7zmQfUNdQvYqdY6OsjRsxMxs6PA0jIX3QR3cJHH6Xcu4UL7VtVW0vH8C2SEvjc5yhhym1qf/Yzol/iIKvaWmd/AF2vlE6iVIDa37TJZgbZvp0WHz4uGgWuuorO5eMBO9yztdXus7qaXjU12X1fcgn9XSoKi3zA/D4XbN9ecIRPxSLolmAqXjM2OUs/J+heNqiDt6GB9uu8p9bNRGp2Dod3sBkmFqPzt2yxzU4crqHb9PVkLNXEpHop6+rs8BTVH6F+Vqz5DIiptDDp7peaGnKIrlnj77/mKf7iF53T3NZGFriqqmyzC79aW5329kSCTEO1tfY1X3VV9nlugWC6VVE1RSUS2RZEtt+z2aytjfwPqjmqCPl0RcHm/ftlbUdH0SJ8ygUw5p2AmEy2DhOkBEksCrLvZQYurxKD3EZ7u62NJ5NEZdza6kws272b2jl40BmDLyWNl2Pv2byjUiiotAk8N9xue7tdQ6CqKn+6iiIgF72wG/y4cvzq4+qVMDMZ2uBce61/uwDdQjblMInpu+868+CiUbolaqz+pz4FdL6YARBCOk1mnHAY+PjH6bVkifu1Dw7aCVf8WHKdH76+SMSmaXrxRdqZqFCTwtato9y9mhrb6lgkLryiwMTfFwFBV4epeB02mn6pVE6/nUGQftVj6upIxVMDtN36yLfdXBFKJVTH82neL9pE1eLVzZJ6jBpjr3/nNQZ9IxWL2YFXumO2oYG+D4elvP56Kee+94B86/aj5bFH/1eWMzcet2P/9e+qq+kW33ij0ymr+vh54+YWNeSWf8BBacUM1iomTIRPNmCid/JAvqEHJeCRCYxci8KaNbaEUTNz3ILCGUGvx61vNwlYwlCOfKbe69jNm90jZABnolRDgy1QVZOO2m5Njc3BI2W20GeLnVvqhD6Gz7Wsl/JhyOVnfV+Gw+7ji8epTdUS6PbSwzvV/3kh0qN01fHkyn8wmHkwQr+UmOrwxaB+AZ1li2MLc0nJQq5nihfAUmn6qtasR9fq7hW2uXNoYzJph05u2UKf62GaNTVOGzmQbd//9dUtUj4M+aur/s41Jj/oKxbLzhdIJLwTqvma2tpoJ+C2uzGY+TBCv9SYjDYb9JzJmEv0PTpLGj1zxyvAfbLa+TTE7xfDj64Kuvr6bB86b5D0pCbV171iRbYGzf71WMzW7qNRcsDqgliN46+NH5TDD0SlfBhy5IFqedSRB2UiQQuDmxDXdxK60FfHVVdnm2rcHLrq7WtrsxeHqd7EGhSGfIR+ZTtyJ4t8A5PV8oHRaPBiLbfdFswxyiGVKjhMtKOD4vrOOsu73t5kA61LVAQlV5dBh+p2LDth2V9dX09O1quvJl91OEx/AxR62dFh+7L5ViQSwAMPOJ297LxV2S0Biqe/4QY6p7oaqK1+B0c3vAmAHgUB4EMLn0NqvBqxSAqp8Sheefw+7Dj4YZx8ErXxWjfwm5fnYs3a90z0Fw4Dl11GxGtq1KJeCvmCC4gMddkyeoQ+8Ql7nK+/Tr754WH6rr6ewjlDIVoailCy2GAmIujqMBWvw0bTzwd6Vm0y6a1C6eYStxx7L6hePjbKquqp6lGsADUulwuCM1D1TZCXaWfLFppWXetmu7+bSUU30ySTUn7n05dL+TDk0Pdjsv/eOtl/b508eF+dlA9j4pV6uE6mH62T8rE6KR+JSfkw5MDWy2VtrZShkN2eEM7/3V6RiG2qWbPGe6fAxzDFhJ8byGDmAXlo+iY5q9To7KTflQqv+LfJJnQBdr282lp6X7LEGUIJ2PX2JssrXEIUM6dLp1TmNtXp0Ev39vTQrsAt87SjgxKohodJQ+bsVYCO+elPbYZrhhAUrsllDmtqSPu/fOONuPLRGyClQH3iEOoTh1AXd1Yki+AQQulDwNghpDMCA8fdgD31N0KpEw6AHis9YUvH2Jidh6cycQPOHcJ119lF27i88VQkwRlMPYx5p9Tg4t+AnbOfb7GWIPYMt3P1RSRIwZhpQLEpFrzSBXg6OOs0HLZLFqtpEeo0AkSVoIOrADIFgy58pQQuvBA46SQqb3DOOSRkpQzhps1X4rltH8ZTXz0XDYl+xKMjWe0Pp6rxzuAsfOrOp/D7t/4HUil3igY3fOhD9M4VNAFg716K3f/GN6id2bOJ/oFRX0/vTU009mRyRuoGBsVA0C3BVLzK0rwjZfAInFKEOh4GbFjFDgLy8y+r5gudtNRrbHrI5ZYt2akOakSQbtbxKnUwq/agfOPfmxymHX7tvrVJ1sYPTljr/MI0vUI8eSyqdZHnWOfkY/ZQJpgrlD3bYGoB48idYcjlfSwlm9hUs2FNAkGrTgaF26aHHbj9/bTh4l1AQwOd097uvgHisTFqa6muvHpcYyOwdatdDlG35nV3UxvxuFNbHxyJYk79267XMKd+H0bHqhGL0UZRSqc5RsX99xO/jxsuvpjeb7nF/uzdd4FvftN53GWX2bEAg4M2n6CevWtw+MPY9GcCpppNbIbBi7Ou0DbV6pZs41+1ioSbykp5wgnAJz9J77pPobGR7N0qmaPb7enpoagXPXoGoKqV115L44lGbeH69yf9AqlxanhwJIHRsSgGR4ltbSwdwd+f/AtcfDGxdDz/vDth25e/TOwbXmSTs2cTQZwOXkD4vOFhYHycFpcZ6vYxKBaCbgncXgDOB7ANQAbA6dp3VwLYBWAHgLODtFe25p1cmIZ490qCW1CUWpZANXPomai66cYraUmPDKqtJZMMM2K4mV4ev/R8mXkIcnB9Qv77hatkTfW78rbPrJQD6+My8xDkD7/yyYm+Nm/2jtf3q9KVSNhROatXZ9M1cK6CGtc/E6kXDPyBKTTvdAP4JwB3qx8KIT4AYCmAhQCOBvCsEOJ4KWW6wP7KE9MQ714u8CM/Y7gFRQWd4s5Omxs/HidCMj5X71t3AHd2Ej3z6tXZ7caiKXz8tKeRCdfh/0Yewzd/fDbSArj0wXX4yavnYNOqVnzk5KcxmBkDEEFTk7cj149lWwjbkf3d79JnF13kHHd9PbB8ObXPpinzKJYxgq4Ofi8Av4ai6YO0/CuV/38O4G9ytVOxmr5BYORKWPbLwlXP06tYerFGe32vMl/EYuTcdevHi/IhFhmSd//Ll+T2rn0T561ZY2vtjXX7ZNvnviQ3bhiSUpL2nQ89QzSaTbvsN6de+QtG4z88gKmmYXAR+m0Alin/3w/gn3O1c1jUyDWYNuhCXk+kCpLLppc4zsUR5yX0N2zIjqjZsiWb1oAFdXW1lJ/9rJQf+lC2aaatzR6HbsJZvZrG7LV48Evn8lF583Ndn1qC0is5zWBmIx+hn9O8I4R4FsAcl6+uklI+5XWa26bCo/3lAJYDwNy5c3MNpziYjtp7BgUjVwVKwJ+1oq+P2DAGBpxtfvSj3gFObN5RSwk0NQErVmRH01x9NTlymYrha1+zHbupFEXIdHU54+dHR4GVK+ncrVuBm28GLr+c+hwdBe66C7jnHvv4qio4krSiUWpbT9wSwo5M8nrU3X4G+pwaZ275IafQl1KeNYl29wL4a+X/9wH4s0f79wC4BwBOP/1014Wh6ChhsQ+D0sErYVm1o/sJLLeom/5+En5B/QFNTbRwqKWEGb/7nS3kdTt7dTVF+CxZQqUTDzmTcDE8TO0KQf2wH2FoiHh7OJOWhXskQgL/wguBRx6h5LBQiB5rIezCJ36Putd3xr1U3ihVnP6PAWwUQtwCcuTOBzBz4hCLHRhuMCUIkrDsJ7DUksNSUujkxRfn3uxxUbFFi4i7zov6wC1ckxGL0YLR2Qn89rek0T/4oP09O1DffdciYlP2yqEQcNNNtFNgZ+7YGL1+8AMS8HfcYZPIcYWt/ftpUVNDVNVH3etncBikdhgUgqB2ILcXgPNAWv0ogF4AP1e+uwrAblDI5j8Eac/Y9A0KBYdheoUd8m0PYrt2c3Ayjz6TrDEJm1q2WLe1s11et/erx3EopW6X58xYt2InaoatyvnPWbU6378bs3a+PwPzs5mZgOHTN6hEBI2p52P9nL4cTcMUDPG4LXDVilm6I3TLFqfw5zGoJKjsdNYdxOoxyaRdiJ3bv/HGbIdtLOZ0SKtjVhcFt/4mM78mnWRmIh+hb2gYDMoGekHz0VF3dw3H13vxz7GDM5Uim3pNje0oZoK2lSvtc9h2zu309NgmFja5rFplm2bYdLN1q7N/JkrlPlpbqQTC6ChRI7jh4ouBK66gv9UxM+VDIkFtHTxoFzofHqbxLVuWPSdqjoE+L0FcYUHyJgymF0boG5QNmNCUhSs7M1UECdxi4TYwQPb/r3yFhDx/pwq0vj6ibxgdpf5YkKsJYO3ttmM2FqO2ly+n43fscHIDqQsRj8NL4NfV2YlW/f32mBMJ0vGZ1rmjg6KGvKDOCVNEpNPZ85PLFWaC4g4PGKFvUDZobCQhqmrZXgLdT1tV6YWjUadWrx/7zDNODXrxYnK8qkJPFZaZjC3EWeNessRdWPJ51dXu0UCbN9vF0MJh22HLTuGBAZs4bckSCuEcGaHjFi1ynxOuFcDVtNT5yZU4boLiDg8YoW9QVmhsdJotdATRVltaSHCq5RKDIp22WSpZOD7+OBG6nWSVP+RdA8NLWDY2Uv+LF2cL/UgEePZZ53l33EGCvamJrkG9RmYC5aqdLS3uixJr+nqdAXV+vQS5CYo7PGCEvkFFIai2GpRemDXo0VESdKzlc0z//Pl2TL4QwK9/bR9fXW3b/L2EJbN3ArY2H43S66yzgFtvtQueqDsbt2vs6rITzfTFxY03KF+7vKGQOjxghL5BxaGY2iqblNwEZmenM3ZfStLO1eP9hDSPh4V+Ok2vW24Bzjwzvx1JX5/TmRwO06Kk1hFQ52SyZhkT4z/zYYS+gYGCINqqHqHiJTCbm8lxq9I1tLa6C0YvYdnYCHz+884iKL29tAPw2pG4OVRVttBolCJ+2B+Qy+lqInLKC6aIioGBBrUAi45t24DjjgOWLnUWXVfBRd4Byr7lsMm6Oipq4ge3AvEXXWSHeQpBC4da71dK0toZbjV5mptte30qBaxd6ywM71W3x6vIvMHhCyP0DSoabkLW71gmbBsctPMA9GNUIdnVRcJ2bIyEs9vx3L+XgF24EHjtNWDNGnpfuNB28vJi0NJiH+9W3LyxkWoBcHROKETn5jJjVXhRt7KEMe8YVCzyjSvXBZ4Q7qRufkyg6vF6/7fdZp9bUwO0tdnhogsXUslFFT09znq/rNF72fr15C+v5DQVJiKn/GA0fYOKRT5abF8fxeNXVZEGnUwCL7zgXUhdZwJ1q/+r9w/YJpuhIYrM8TOpuAlkNfpICBLqDL0W8cKF3mYsr3OMTf/wh5CcyTEDcPrpp8uXXnppuodhUCHYto3MNVJS+KSXUNMzVtetc4ZH6o7OoI5PPZt3xw76vK2NBD4nV23cSMLZrV23vqciK9Y4d2cWhBAvSylPD3KsMe8YVCQ4CQvIHfKom2waGvwLkRQSttjYSCad2293avBe/eh9TUWsvKFbOLxhzDsGFQmVX0c3g+hgMwrz8OeKlMlnDJwslU7b57qZVPz60Z3RftFHxYBx7h7eMELfoCKRj4OSI2UAEvpqpEwhjk6/xUQX3F79TEdI5WSuOZ8oKYPSwgh9g4pEvg5KjpQZHHRqt/m2owo/v8Uk6HinQ+uezDWbWP+ZAyP0DcoK+WiU+ZhB/LRbJi3r7PTv1034eS0mfuMF7GucrpDKfObOmINmFowj16BsUEoHo5+DNGi/bmyafmaboH3NdJIzE+s/s2A0fYOyQak1Si/tNmi/bsLPzVTiZw5x66vUjttCYWL9ZxaM0DcoGwTRKEvhUAyqyXoJP11o+y0iOvd9f//hYSOf6QtTJcEkZxmUFfyShkpp/ilmslKucfb1UcWtVavcyxoaVB7ySc4ymr5BWcFPoyyl+aeYmmwuc0hjIyWIpdPGOWqQP4wj16BicDg5FHNl9R5O12Iws2CEvkHFoJzK+ZXTtRhMLYzQN6golFM5v3K6FoOpg7HpGxgYGFQQjNA3MDAwqCAUJPSFEOcLIbYJITJCiNOVz48VQgwLIV61XncVPlQDAwMDg0JRqE2/G8A/Abjb5bvdUspTCmzfwMDAwKCIKEjoSym3A4Dg6swGBgYGBjMapbTpNwkhuoQQW4QQ/8vrICHEciHES0KIl/bv31/C4RgYGBgY5NT0hRDPApjj8tVVUsqnPE57G8BcKeV/CSFOA/CkEGKhlPKQfqCU8h4A9wBEwxB86AYGBgYG+SKn0JdSnpVvo1LKUQCj1t8vCyF2AzgegC+xzssvv3xACPGnfPubBI4EcGAK+plJqMRrBirzuivxmoHKvG6+5mOCnlCS5CwhxGwAf5FSpoUQ8wDMB/BGrvOklLNLMR4dQoiXgpITlQsq8ZqByrzuSrxmoDKvezLXXGjI5nlCiL0A/gbA00KIn1tftQD4vRDiPwH8EMAXpZR/KaQvAwMDA4PCUWj0zhMAnnD5/D8A/EchbRsYGBgYFB+VmpF7z3QPYBpQidcMVOZ1V+I1A5V53Xlf84wqomJgYGBgUFpUqqZvYGBgUJGoKKHvxRVkfXelEGKXEGKHEOLs6RpjKSGE+FchxFsKJ9I/TveYSgUhxEese7lLCPH16R7PVEEIsUcI8Zp1f8u29qgQYr0Qok8I0a18NksI8QshxE7r/T3TOcZiw+Oa8/5NV5TQh80V1KF+KIT4AIClABYC+AiAO4QQ4akf3pTgVinlKdbrJ9M9mFLAune3A/gHAB8A8CnrHlcK/rd1f8s5fPEB0G9VxdcBPCelnA/gOev/csIDyL5mIM/fdEUJfSnldinlDpevzgXwqJRyVErZA2AXAFOA7vBFM4BdUso3pJQpAI+C7rFBmUBK2QFADwM/F8APrL9/AOATUzqoEsPjmvNGRQl9H/wVgP+n/L/X+qwcsVII8Xtrq1hW218FlXQ/dUgAzwghXhZCLJ/uwUwx3iulfBsArPdKKSKZ12+67IS+EOJZIUS3y8tP03OjCT0sw5pyXP+dAI4DcAqIH+m70zrY0qFs7uck8D+llKeCTFuXCCFapntABiVF3r/psquROxmuIJAm+NfK/+8D8OfijGhqEfT6hRD3Amgv8XCmC2VzP/OFlPLP1nufEOIJkKmrw/+sskGvEOIoKeXbQoijAPRN94BKDSllL/8d9Ddddpr+JPFjAEuFENVCiCYQV1DnNI+p6LB+CIzzQI7tcsTvAMwXQjQJIaIgJ/2Pp3lMJYcQokYIUct/A1iC8r3HbvgxgM9af38WgBcLcNlgMr/pstP0/SCEOA/AOgCzQVxBr0opz5ZSbhNCPAbgDwDGAVwipUxP51hLhJuFEKeATB17AKyY3uGUBlLKcSHESgA/BxAGsF5KuW2ahzUVeC+AJ6yiRlUANkopfza9QyoNhBCPADgTwJEW/9c3AdwE4DEhxOcBvAng/OkbYfHhcc1n5vubNhm5BgYGBhUEY94xMDAwqCAYoW9gYGBQQTBC38DAwKCCYIS+gYGBQQXBCH0DAwODCoIR+gYGBgYVBCP0DQwMDCoIRugbGBgYVBD+P6veKE6JQ5vTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WJVfVLEeN1pTvUNsS2klk/vx7K+SMhoakpx1BINBo89Iv7507Z86tdHTcbF1DCDz68d1QSCRWcODA+lJnTj9H3t7I/G0b6bn4SeqmJm27al3o6OZRlBialuHAgfsddgjJ5A46O9fR2fld2yrEC6prBWRIScViD7t3X4+uZ1DVerLZjoqCtRfGssB7IorHPun7GBFq6X1PzkoSDoQZKBoEEQ6ELdIziVBVVG759S305nodn60P1TuOcxNmNTIdimAHI/ahsnLzmvFQnEw+w92/u5v1f1g/aMY/3lO+XtYJbjmomh2BPQgsWtRGOr3Rat20k76UAiFCjn58N8yOnWRyB7t3/y1dXRs5LQthHTpe/CjpeB3GdK5ACN36nBBh3vWuK3jnnU0VbZmhUILZs1fR2Xn3oM+gqWlN1RXQaOwqNpoF3hNRPPZJ38eIMZRskogl2Llqp6embxJhT7aHlU+udHwuGogSVIMsP2u5gzABR8vkjht2WOfuynTR0dMxZE++ufrIFDLEgjEHsQ+VlZvXvOv5u7jvD/eRKWRQhFLTimK4ks5IdV43iUybtrxCDjI3ODGdKIvFow6HTHsQOHBgPbNn3+i4htFeacJpmWDHwYMbmDr1Ys4443q6ujYyo5Scn95f5FBdOchLGbF9SuGMM67nyJFnLH3e7upptI7aW05jzJr1d7z11p3lOwpM8byf0dpVbDTllxNRPPZJ38egON7Ok0QswdXvvdrz9SvOuYJ0Jk1IDVmrgYZwA+svW8/ys0o7LJU6cFr3tLL6F6st6aft0220H2pn9S9WU9SLZPIZ6oJ1BNUgay9dC8D29HY2bt/IiuYVNCeMZXxTYxP9BYN9MoUMb/a8STqTrigSewUZExu2biBb0rJVRfXs3z+eAu7x6LyhUMKRpZufc0sG5gCVrut0dNxik2uU0vvmSiDOG298vdrVmDnzMw4XTTsOHvwBhw79ABAECdOQN6S+KXlQddCs3TzKXj5SDrBt22Wcd97T5HL7Ss+ji61bl3kOh51++ic5/fSPc/Dg+lL3j0o83jLo8zFXO8Ml/rGSXcZ7+0Sf9H1UxfF2ntQaMIQQhNUwqqLyP9f8D82JZuvauWKO/kI/4UCYbNEgh1gwxuIfGDYj5mtgkDgFWPnkSkJqiKO5owCsaVvDti9soznRTEdPB7FQjL684Ttz4zM3cvtzt1d8t65Ml2dffmp/Cq2UaUYDUdb86Zqqx420gHs8Oq9pl2Bm6V4BwxzQ0vUBFAV0vTxCK2WBeLzFWi0YRdxqMo4gkfgEsdh5DAzsZebMa+jvf53d2/9fwppEyrJfztQc6AIUafyc2Q9Hws6z5VQoKoY09PLLH8Hw2lcxApH0HA47dOhHdHX9jObmJ9i27XKgbNNcrW8/lVpY6vcXXHDB5pp0ffc5TuW2Tp/0fVTF8RCXPWCoisraS9d6tmy+kn6F/nw/eT1PvWoUZJsTzY5CLZTJPagErddMhNUwOa1cMB4oDqDJsgQgkWzcvpE7EneQnJUkpIaIBqIMFAcYKA4QUAJWcDLvWZZaD/vyfUQDUR599VHmTplLU2OTQwKaEp7i+YySs5Koiko0EEVV1GEVcGvVeb3Ixx4wFCVGZ+e6CmMy94CWoa0b7wmh0NfXzvz59wLQ3/8a+/bdiReEUHjppYsQIowQKqeddiWvvrqCeb1F5mSMBkspyscHZPnnmceM/wCENO5iXwz2lpQZU0IyrB2iCNt57JAyh5Qhjhx5tsKm2R0o8/k0nZ3rSp4/xmqvvX0pS5bsqZm8J4JVg0/6PqrieDpP7AEDjOw7HAiz9tK1tMxoYdlDy8gWsvQXy10YQgjrGva++P5Cv0XCBZtRGBhZ/+ff93nuf/F+KxhEA1FCaoi8ZmSoAsElTZfw8MsPAzikIVMuSs5KOu7Z7McHI4isfno1dcE6woGwo24AQxePhwu3zguVm5JXIx+T0M3Wxv3776nI+O3nj0Sa6Ol5jr17bwJASsmuXV/AoGzVcuK0w+ibV2zEnEVKeOmlS4ACexugoBikHqhi4mt/XQP21MNbcfMVBbAXdyXnnfdLtm27vGTo5u4cUq1OIbtNs/2Z2TN8d+fPcFZSE8GqwSd9H1VRrfPELdt4DWCZpG3PqAeKA6x8ciWqoiKldBA+wOdaPgeUdXTz2m8efZO/e/rvKLoKhrFgjN9/7vdMj03noZceQhGKY1XRleli4/aNvG/G+7jskcusoNAQbmD36t3sXLXT8T3cQe6Oi+7gxmduZKA4gERahVuT8M3Pej0jUwayrySGU8y1d5zUartgatWmpr9//z1Wz7s74zcDRCq1oCR1qIBEyqJjOtcLUgrsfftllP5+BLxVDz1hOLcbAnrZbd8ODUPOeWUaHAvZ39Edx7373f9OLPZuzjnne/T1tdPZud52/QBNTWuIx5sdgcxutWA+DynzlrmbEBIhVIQIDatjZiJYNfik72NQuDt0zIGrXDFHOBDm+c88z4U/urBiAMsMGI+++iirn17tyJrjoTgSSVgJkyt5qQgEVy64ssJMzTyvqqgU9TLpB5QA37/i+5b+f+9HDDnCLiElYglWxVZx1r+c5ZCEenO9tO5p5er3Xu34bl6F3Ft+fYtVZDbvo6mxqaLW4Sb00erPr9V2wdgvdqGD6IzMN17VitjtdilEsOQtPxSqaC2EsAeDYyFIJWBxF0S1yqO1UJzUtD5bQdcLQfL5TjZvPgsjGAgUJWjbJrHIG2/cRiJxlRUoDVuJciHa2ItXljZhiWMGikBgSlXPnmqYCFYNPulPctizdsCzvdKO1j2tFhEPFAfY0L7BcwDL9MCZO2Wuo3AaVsMElABSGr458UCclRes5JqWa+jo6SCv5enL91EXrGPJg0scko09AYwFYyw/a/mgtYN0Js261Dp03Zk5ur97U2OTo83TJPB0Jm0VbcEINDcsvoGN2zdabZ/Vah2j1Z9fq+2COzhksx22Yaa7a7IidhJ+CFWNoOt6SU6xs3bZ9AyCQBEpjaKrfc9aMDT9kAfhAwSKOfRq8cNCgT17/t6x+hAiTCLxKbq6NiJlDl0vOL6Xs2YhMYvAihJjxoyVvP32Bjo6bnYMpkHtBdrx7rYZbfikfwrjeNsp3YQppbQ6XuwZ+2CYN21e1QEsMDLegFL+Z6YqKmv+dA03P3szA8UB6kP1XNx0sdVSmckbJN9f6CeslNs7BooD/NMH/4muTBfzps7jojMvonVPK+0H2y0CBqN2EA1Gaft0G8seWkZeyzNQHCCqRhnQBgirYaLBKC0zWli4fiF5LW+1e4YD4YphLTuKepE7n7+TukAdA8UBYsEYqqLSk+2x2j7tGI79QzXUYrsA3sHBHGYypmKVCjli2rTlqGojut5fMWglhKCp6R/Zu/emUgePHWEUJUBDwzJCoekcPvwflq7vxtRcqZgrjbBhOvargFBCvCsf4HA4h1vSscMtN0mZo6vrUeuedb2fSMTwQjItHc488w4CgSnE4y2lzV+M719f38KhQ1rFymkiFGhrhU/6pyhG0k7pDhL2wmU0EHV0vNgzdjuWn7WcxkijJe9c9Z6ruOo9V1U1VWvd08rHmj/GQy89RLaYRRUqU8JTPM3LOno6qAvWkSlkqAvUObJsMKZ0v3rhV0ln0py99mxrilcgCIkQeWkQvKqobNy+kYJWoC/fRywY44pzruD6xdezr3cfR3NH2dC+wVpVAJ6DVuZEcV7LOwrI/cV+4iFjhbJh6wauf+r6MbVbriWzrBYchgoapufOa69di71fHswhJ69UXEPXc/T0lA3PhAh71gJO7wdVgibgYBQ6GqCpF2YOgFLMME+0cJjXcHv3DA29dM2stXtXKDSdVGqBJVmpaiNLlux0fP98vgspJYoScwRB50qpsgYykeCT/imK4bZTegUJu+5sZvpmx4s7YzdhTtm6VxhXv/dqR1DpynSRfDBpDUIBRAIRVEVl+VnLHeZlF/7oQtZeupY5DXMQQhALxggHwtz4/hu5+dfl8X+EUeR98+ibDtuGgAiQt2Wqffk+Lmm6hLWptUQCETKFDP+x4z/4+Ws/J6AGrI4iKLd7xoKxCu3dlGg2bNngvA8MqadlZgvaFu2k2VmrWnAYavtAI+MP2czTDOlm2rTlXHDBZl58MYmU9qK7s6AuRMAzyxcS3pUzCH/7VDhSGrx9vRGO1NWx8J1+wu+0I2Y4WzvLCONdMHZm/2amb+7uZT/G3gFlDnkZ7Z+CRYvKhmvllVL1GshwcbL28/ukf4piuIXCakHCXbgcStMHb9nCLRXltbyD8AE0TUNXdVr3tHI0d9TqbgG49ufXktNyRANRJJLH/uqxiuve+qtb0aXuKOgCFFzFx4ASYFvXNgpagaJmHFvUi0b3j0upkEimhKew7rJ1Vb/zt3/3bSJqxJrCjQaiVu2g2t/BybSh+lDkYwxrGawtRJgzzriBmTOvsTphzjjjOvbvX0f1IS3V+rwdAjgUhTfqoWBr31GUKNF51/FC6H7+qCdjST6Oz4oIRuum9wrC2J0LR6bf0JBEUcI2z/2wo8BtOLKW9+FNpzcSCq2y7KaHWwMZDCezXOST/imK4RYKqwUJN4G7M/ZaCcstFUkPEijIAoVcgWt/fq1FoCbM3802zkv/7VKH3BRSDKuGvJYnpJT7+wSgoKLZ2DwSiHDTMzdVDHF5Ia/lUYXBSG7HTbvfv53wo8GoFSCqtbQOJb2NV1Do69tuda/YHSvtcNcDZs68xmZ70F/yw/ci/CCKEuS8837Byy9fWlEX0AXsbnR+wtieMcy73nUlBw48wJ5pMaTUQbqtmZ3/PuwwvPDN1UXQUcMwffnNCeFstsMxrAaiIptftKjNChqD1UCGg5O5n98n/VMYwykUDhUk7J0sw90WMJ1J05PtsXzxVcUgUUUoFdk+UEH49tZNE+4e/rxeJpRQIEQ+n2eaAi/PheT+IAfyBulH1AjfvOSb3PTMTUM8EaMDKFPIGMNXv1htEfn29HZLegooAcf3WvOna5gSLht6ef0dDCW9jfbGKtWQz6dpb1/qGLDyIh+vTiC7z42R9YZLBV1j5SREmFmzbmDOnJsIhRK8972/4KWXPmCd08jUdSsQCFGHkblraFqRbdsus46VXtqQ7Tz2APCe9zyOoqgOLd6UdszX3njjdnQ9x8GDD3DeeU85AprZs29m82BM5YKwMvLRaMk8mfv5fdKfRKgWJOwkZLcfGG6tQFVU7rv8PodZ2ivpV/j6b77uIG03Lm66mP/a819V3w8oAYekc/V5V/OTl37Cn9f1MysAl0WLPFg6fVbLgjRqEhJJQSugCMVh02DiQ/M+xC/3/JKB4gC5Yo7WPa20zGhh8Q8WW7YPkUCE7yz/DlPCUziaO8ptv76twvQNsL5z655WjmaPOjaGcUtvXkHBPuw1WgHAkG3sEBXk4958HCASaaqYWpUyh6rWo+saUvYjZY6DBzcwZ44RXE1ztPLxWRSlHtPAbe7cr7Fv3xpLejF5XlEieElDEEZVo8yceQ37938fKftRlBiKolrdNl6DWPPn3+sIWNu2Xca8eXc5evJDoXI2bwYcd0Z+vFn5ydzP75O+jwr7ASGEg7AGkyLcBNYYabSOSc5K8snHPukg/LAaRhXGblkFvYAqVK5733UO0jdtFEx554tLvsid/132f5nbOJdIMMJnp2QBnU/Wazx4tHxPUyJTaPt0G0seXIJAeBI+wJJZS/j1G7+2poW/8NQXKOpFh4lbtpjlll/dYgSOYs6qQcRDcUehekp4ChJpFZinhKdYAdD9zNxSm9ew10iJ307iRrZZ3gylpWWzw8bBsFBejZSaQ3fOZjtQ1VjJxyaMMalr/B3OmnUdBw58r0TemkWSuVyn605MTx/jWe7bd4dtD1zncULIikKwogRoaXmeUGg6hw49hJSqw2a5mk5/7Fi74zy6nmHv3htRlKjVk++2odi6ddmYZOQnaz+/T/o+KkjI7S3jRUhmIGgINSCRxENxFKHwm47f0NTYZJmmmW2XETWCIhR0qSOE4F//4l+5+vGrkVJyzZPX8Nu/+S1P7HyCeVPncVXzVQBWoHl0+6OO+60P1fPayhTTfvFukDpLIpJ6BY7pEBIhnt/3PJ29nZ6aflDtRQrqAAAgAElEQVQJ8olzP8F/vvaf3NF2B0IIq0hrtm+6kS1kUYTi0PUBR0vpQHHAkbDmtbwjANrhltpGa0tFr+KhV7ZZ9qEZsDJvRalj9+6/Ze7cr9mChWHIJgRIGUaIIDNmXMOhQw8hRMAiySNH2hybrBjQ0PUyveh60WqxNBBGUQTvfve/sWNHpfU2YO1s5b2Ru7dOb9g8q6XXtZK52gBCBKpIW9NP2ox8rOCTvg9Pvd8cltq0a5OnFGEfbDILt33FPu7efDf3bL6HbV/Y5nCaFEKALMkvGnz8Pz+OIhSrP74338t3P/xdx32ZxDc9GOC9Nm+WubKH6QefADUKxWOoah3XNeb4ZZ9hA/y7bffzO6BRgR7XzM8dF91BV3+Xo20zFowRFVGH3YIdeT2PQFhtnaZp3IU/utBaRYTVMAWt3EVkb3n1WinZpbaxtmxwE515nL3LRdf76eraSFfXRs4//7cVhm/2P5sOnNOmLSef7yoZrVXCCBbmbwXXxG8OKet47bWrEaJYkenbB67ccOvlbp1eVes5++zvA7B792pAc2TxXsHxZMzIxwpjTvpCiDeAY5T8laSUi8f6mj6Gj2ptmPYCrduN0syM+4v9BET5n5JpZbwqucp6TRUqxwplohWIChnJC+lMmvkH/w8vzYWsbnRth/bcgaYGUTUjkw/o/dzaCLeWOkVCAqIK3NUNX33HeC2iRgiqQb7x39+oGPq6bdlt7Ojawb+/8u9IXVKg0n8mForxpaVfcuyJa+4KdjR3lFt/datjJfD8Z563VkRDSTf2oNvU2DRibb/W4qHbWrmx8SLeeedx6/2XX/4w73//m47NRrymVhctaisVQZ3PyxzUkjJXaq00Crru4q6U/QgRw9T97VCUqG3gqrL10Z2d23V6c8cwcwZhMPvpk62zZjwwXpn+xVLKw+N0LR+jADtZCSG49oJruablGgArEJh7xUokRVkutAoEK5pXOJwmI4GI8wICNn9286BbG5qTt8dyvdw0Fb42DaYoAHnQnIXhKbY+8H4dbj4Mdx0pv/Y3i/6Gf335Xx3dRCoqITXEnf99Z1VpB4x20YASqNgE3dwVbNOuTdZQmwn3vgBDSTemy+fxaPu1Fg/dx+XzXQ7SB8Vz31w3WabTGz3OHmXWrC9w8OAGjAxbLWXxhue+phWxt39KKXjve58utXwWMAOIYY7WQGfnOqTMo2l9KEqU7u5WZsy42rEDViTSRDbb4Wi9tE8k2wk9n09TLPYghHpSdtaMB3x5Z5JiqD5xtx/+9174Hhu2bgAMLVtVVL53+fc4mjvKja2G/XBdsI4/O+fP+Nqyr9GcaGZ6bLolW2hu/xYJ02PTLRnJy565dU+rVRj95hF4rl/hP8/QaVSMTN6NAd2Qc648AH9w1W7dmjuAhsaANlAxsGUiqAQp6AUEgryWpyvTNewN4Icj3QxH2682cFVr8dB+XCiU4Pzzf8vLL38YUFBVI0B7WTeXVxIqodDpCBFAUepK/fwxFCXMnDk3MWfOTZ7y0L59d7k2Ni+Qy+1DUVQ0zdkx9PLLlyKEsLWODvD666uZNs3olPr97xeg6wOlzqI4QoQccwjuZ2RfqYDK2WffN2yXzYmA8SB9CbQKISRwv5TygXG4po9BUIvk0NTYZNgfl2wK7Hq3aZTWGGlk+VnLuf03txNQAgTVIP9y6b8AVGxYcsPTNzjOryhlnxvTrtl07wyrYVqvNlof7fhDXrDgTdg6B+Z5kP5BDRbtMwq6bnT2dFYGniqoC9QRCoS4ZtE1fP+F7xszAzos/eFS9vztHk95ptoG8MMZoqs1QIzFtOfUqct4//vfdBC1neBNP5tkcgfd3a3s3r26VLxVmTfvWwBWWyRQEZDMADNjxjUu0jc2ZjdaJ922C4bHj72DSEqjY6hY7EHTyrbQRvfO4AZq7pVKINA45HOzt4a6VxGnKsaD9P9ESnlACJEAnhFCvCalbDPfFEKsBFYCzJkzZxxux0ctw0PLHlqGlNLR7hhUgyhCsQjeJDG3lYOdwBsjjay5eI2jyBlUggSUgHV8an/Kac+s5fjAjz/Arf/PrY77FkKQlzDTa0cOYIYKuSpzPr9+89fWn93DYAERYNUfr0JRFK5ccCW9+V7r3h7YUs5RdKmzLrWuQuaB6hvAm+/V0o1Ta4AYK03avUpIJneQTj/Knj1fYdeu66yJ3kCgEWPI6hiKEmHv3pssLX3RoraKDUxMsgSjI+c973mcHTs+hrGqCNHRcRtCgKKoCFGPlEWECGHMW4dwdxA1NCTp7m513LuiRAYxUKtcqRjBpod8Pl11L10zuBlF735UNVaxmjgVMeakL6U8UPqZFkI8BiSBNtv7DwAPACxevLj6aJ6PUcNQGaV7f1owipPrL1vP8rOWe3aimAXenmyPg8CzxSxfefYrFRuRgLH5eGp/yvDkkZXp+Xf+5zuO34t6kY/EDNU3CmR0CAgoSogpUJDw4TrBkxnjn1FYDfMns/+EtrfarOGuiBrhI/M/wrMdz5Iv5MnLPEVZ5N7Uvdbm6Xbpa/NnN7PkwSUU9SIDhQHu2XwP6/+wfsymaGsJEOM57dnR8dXSMJbxe3klYDik2XvvFSVW2qGq3E5ZnnY1tX2jk+Z973uBbLaDYrGH3buvtzL1s8++j0Cg0bNryL56iMdbKBs1C+bN+461kUq1Z2TWMsz5hN27r/dcKXm1tELlauJUxZiSviiV5qWUx0p/Xg7cMZbX9DE0hsoozaBgFmpNr/mWGS0V2yS6rRtURSWoBi2SV1DQNKeski1mCSgBlv5wKVLKqh45Xpuf/E2DoF5I+nV4sBduPQz/eBp8tgEaFPjresmTpdPltJwjwzdfa93TihCCD877IL/YY9gDSyQb2jdw04U3VezeFVSD1rRyrZPKY4nxmvYcbKJXd5neGa/1M3XqJdZetfZpV2PDFUOXNzd5MWUYOzm7NXY7udr/nM12lGoJGRSljkhkbkVto5rVdCDQiJSVnvr27+1uaZUyX8r0T/3C71hn+qcDjwnDyzQAPCKlrD5v72PcMFhG6W4h7OjpqPDkMTcpMcnQJO/6UD33XX4fgNXK6PbRMTt5vAj/uvddR12wjge2PFDRURMErogrHNM1rjoIrf0QFEG+2FXg6QxsnAGXx4x/aJWUZLSNalKz7ufXbzgDwoPtD9Iys8UhfW3cvhFN16yp4mggOmoboB8PxmPas9pE7+HDmxBCr+itN6Z4e6tMuxqZvqoGHMQ50gBmOmq6jdHcxVuvZzTUSsldsJ4/fy3xeIuv6dcCKeVe4PyxvIaPsYE9KDQnmiuGtMxNSo7ljxEPxR0992Yhc9OuTZ7FU1WoPPXxp/jozz4KYBG/QLAquYqOng7uf/F+j8/B8+pZ/PXeXaQ14/g7/vQOvtH2DX7Z3885b8Lt08qSjxvue3HbM5iZqV36WtG8gvV/WG8Zrtm3Y5zoqEbIBilGsG+6YmxKEqog22pDXrUQ52CW0G4rBS8fnmra+1CBptr78Xhz7Q/vJIbfsjlJMVxrX/t0raqoDjJ0WzeY0k9Ptqeqg2JvvtdaTTSEGni241lWNK+wWj1Lq0MLAREgJzX+7PV9ZEvcXResY3bDbMOnR9fo0SW/nX4lfz5d8LNXf+b4fFAJElJD6FL3nLxVUVGE0RLU9uk2nnvzOfZ27wUYlb1uT1V4Zcv2HbcARxYMcPjwpqpk6j5XtU6kWjqUzF79chumseI0p3LtrqHDbW09WX1zRgM+6U9CjIa17/TYdNo+3cbG7Rstsrb33LtdO+3IFDI0NTY5VhPLzlzmOMa0RxZCEFACXLPoGofkEw1ECQfCdB7tpL/QT17LUx+q51Pnf4qebE8F6ZuE/l9//V9c9shlFbKShsbR3FE+/+TngbK1s91SopYNZiYLQqEEM2aUu5Xi8WbPid2hMu9qnUi1dii5tzk0fHgM2ca+gcrJtpHJiYRP+pMQIzH4sk/XAjy6/VFuf+52ClqhopvFPdjlRl2wzppYdcPuZW/63Ji2xQ+99JBDZpnTMIcP/Ljs4a4IxdLaGyONDBQGKGgFdHRyWo6clmNbeht3fegubnrmJgpaocLy2V1/MAu8G7ZucLSh1rJp/GSD18TuUMRtSEUqihJFiLJP/kgsJYQI0tJSbhGd7HYL1eCT/iRELUNAbvnHlHfAGM76yrNfQRFKRTeL3a8nGqg0MasL1hEJRKpec+kPl1rZfF2wzuFU6S4uP7HzCcfnP9vyWYcvzqOvPsqqp1c5jrnxmRsBo230T/7oT/jNm78Z9FkJBPOmzXPOEVTZNH6yw03AicQKq5NnMOI2FUC7EjhSSwmjnbPZ835O9a6b0YJP+pMQteyiZbpoguGR05xoZu2la1n55EoGigOIUp+223ffvqHK7R+4nVt+dYsl8Tz+V4+jquqg1g/2Ns3+Qj9NjWWnRbc/jRACgUAiEQjLG8g89u2+tx3nV1EdQWgwwq8P1Tv8huw1hmqbxk92eBHwUMRttIVqpVZOp/3xSCwlhrofHz7pT1oM1rKZ2p8ir+WtjNu0H1h+1nKiwag1kesu3ro7fPoL/dQF68gUMsSCMVRVta7pVUhOzkqiKGV/hVgwRvuhdqtltKOnw9qz1rzG2svWsrd7L9PrptN+qJ3pselWIfn0+OlWUABYnVzNP6f+2fM7B0XQ2mA9Gohy3+X3WfsFL1y/EIGgLljHty75Flc1XzVhpZ2hNlEfCm4C9jI8s59/rLPxiVyQHSl80vdRgeSspGNCVkppyRlevvvpTJpNuzbR1Njk2e6oCAVVUenJ9pDOpAHvjVkSsQSbP7vZsT/tDU/fQF7Lky1mCathwoGww+r5orkXcduvb3Po7c9/5nlrhqA+XM/nWj7HlQuu5MqNV3p+33gojqZpllWEIhRaZrQAzunk+lA9cxvnDkr447Xh+VigVk+fkQaGauf3s/HxhU/6PjwRVILlP9t0f/cKwTRLyxVzhANhnv/M847sf8cNO2jd08rqX6zm+qeut9o9+wv9ZIvZikJyc6KZPX+7h9T+FG8efdOhyZvF2HWXrWPulLmW9YNbb7fPENSH6rm46WJ6872Wj340EOXby79tbXB+NHfUcZ2iXmTZQ8vYccMOR/3DHriqWUGPx4bnY4VaCp/HY/ZW7fx+Nj6+8PAq9DHZkdqfsjL9aCDK2kvXViWv1j2t9GR7GCgO0JPtof1QO1ecc4XDl6cx0oimaxzLH6Mn28P9L95v7UOrKmqFPm4GFpOU3ZgSnmJdw7Q1NhFSQ6xoXlFRqLaTdzgQZkp4CsvPWs7V77264jo5LUdBK5Dan7IClzllfP1T17Nw/UJrxeJ+bmawyWt51qXWeR6XzqR5+OWHefjlhz3fP1GoRWqxE7eUBQ+rhuM7v4+xh0/6kxymNGMnHztBRoNRq2WyFhzNHa14zTxfxUYqwJo/XVM1oJgSix2xYIyWGS3WPSdiCZ7/zPOGP5AaRgjB9Nh0dtywg0f+8hGHdNT26TauveBapJQO8l5+1nIaI41EAhHHtoj21Y09cJkBodr3ND2L7v7d3RUBwlwZffKxT/LJxz7JgnULThriN6WWhQsfqZrBHw9x13J+H2MPX96ZxHBLM2bv+XA84JeftZyGcIO12clXnvkKF829yNGDbxLukgeXeJ7D9N53Dz119HRQF6yzdrsKq2FuW3YbF/7oQss186mPP8WzHc8iEOS0HCE1ZMlFXnbRA4UBq4PHLi3tXLXT0Q5q/97Vto10w3xu61LruPt3d1v7/9rlKy856mRq/6xlUvV4NPjRkHJqqSkcb0F6IsMn/UkMU5oBo/e+dU+r5Qk/HA/49Zet59onryVbzNJf6GfxDxbzwrUvOCZ0N27f6Gh7DIog0VCUW351ixUw7ENPJtGG1BCKUNClTlAJcsdv73C0XX7gxx8gFozRX+gnokY85aJ0Js261DpyxfJmMNWM0+y7eZmftbeh3nf5fYNO5CZiCVYlV1kFbPc1Bttl61RBLcTttWvVaJBwLTWFsdhkZiLBJ30fx43lZy0noJT/KWWLWavNE4xOnVwxR3+hn3goTkAJsPbStQCsfHKl9Tkz67X34pvbMoKhp3v55piWCl6e/PaZg/5CvyXdrL10rWUVbTqIuucSoHJ62T4sVg2DrZQG22VromAkdgy1opZisz+JOzh80p/EMLVsU94ZjnZvh9lqufgHi60CLWDp3mbLYywY40tLv2TtPJXOpD2zXjfRmjDlFSEEmq4hpWSgOEA4ECZbzJLX84T1cIWcUtAK9OX7iIfi1vUBhz+QLnVLRrJvizicPW7dz2Qw6+pqu2xNBAzHjiGdz5Pq7SXZ0EAiFBry3LXUFPyC8eDwSX8Sw8w6R6OvvDnRzAvXvmD12IfUkEWQdtK0bzVYLet1t0mu/sVqazN2U14BrCy9/VC7dYyXnOKeHTB3+LJbQ1ebSxhOfcOHgVrtGNL5PAtTKQpSEhSCHcnkkMRfS03B7/0fHKKa9e2JwOLFi+ULL7xwom/Dhw3DHTbyOt79Wi3nNI/pyfZw/VPXW1n/I3/5iGcGPdg5q+3wBViB4rG/eozLf3o5UkrCgfAp12N/sqEWTX/T4cN8YscOjmka9arKIwsXcsVpp53gOz81IYR4UUq5uKZjfdL3UQ1jMWw03HOOxj1UCyD3XX4fjZHGYQUj+/kmSuY/XIllNK873EzfhzeGQ/q+vOOjKkZiwTza5zxeecXdfWNvu3QXUWvpWDrVp27dOJHEmwiF2JFMnpCAM5nhk76PqhhpEXO0z1lr+6gXzL54s5D8/Su+P6Lz2M832oGwVoxFRp7q7aUgpSWxpHp7ueK008Yt+0+EQr6kM87wSd9HVYxFEXO8C6NNjU1WV05/oZ85DXP46M8+OuJMfSwCYS0Yq4w82dBAUAjqVZWgECQbGnzZZYLDt2HwMSjMLHs0yXkszgnelhIdPR3EQjEAYqEYz3Y8a2Xq1ewUhrp3t8XDeMCekRekJNXbOyrnNSWWRxYutMh9rK7l4+SAn+n7mBCoprUnZyUJqaEKu+fjydSPR24aKbwy8tGCW2IZy2v5OPHwSd/HhEA1rd1LTjoV++5HWvQcqTZ/7/z5ACyfNm3Iz42m/n+iOokmE3zS9zFuGGmrYy2fG0xrd2fmJyJTHw0Mt+g5Em1+e18fS7dsQQJhRWFHcvCV0Gjq/34tYXzgk/5ERzoNqRQkk5A4cVntSFsda/3cqZrB2zHaWW61zpzBrr+0vZ0+2z7F5v3Y78t+n+5rtHZ30xgIeH6Hob7fUPfrrwJGBz7pT2Sk07BwIRQKEAzCjh1O4h/HgDDSVsfhfO5UzeBhbLLc4Wrz7oKtAJoiERakUuR0nbCi8PyiRSzbutW6z7ZFi6xrqEKwevduNKj4DrV8v8Hu118FjB787p2JjFTKIPxjx4yfKVunihkQPvEJ42d6bDfyGGmr44lqkRxvjEXHjFdnzmBoikRASuoUhbiqsvmCC2jv66OnWGRA1+kpFtlw6JB1nzldZ2M6TduiRTyycCFr589HA8/vUMv3G+x+/Y6i0cOYZ/pCiI8A9wIq8KCU8ptjfU0fJSSTRoZfX2/8tOuz9oBQX2/8fsXYZckjlV8mgmxTC8aqY2aoOoApmTRFIizbuhWEQAE2t7TQHI/T3tfnOH5eJEJQCGKKQr+uc8/+/aw/cMDS/qt9h1q+32Dyjd9RNHoYU+8dIYQK7AI+BHQCfwA+LqV81et433tnDFBNwhlK+vEx7jhezXq4n7dLJlJKEII+l/lZOp9nwe9/T05KwkKwc4mx+9m6zk7u7uwko+vEVZWf2o6vdg/u9+y/A0PKN76mXx0nk/dOEnhdSrkXQAjx78CVgCfp+xgDJBLeGXwiYRD9SVDk9WHgeCwJRqJ5p3p7yek6GV2nTggEEFEUdCkNqad0TzuXLKkg2xWJBGv27QOgT9NoUFXr+GRDA63d3UD1lk/3/d47f74l30QVhdbubq6eMWPUns9o4lQPPmNN+rOAt2y/dwLeG6X6GH+4A8JJ0unjY/gYbqcOGBp+f6lTZ0BKokC2tPK/cOtWdpYCh0m26XyeTYcPk2xooCObJVqSeAAu37aNPUuNvRQWpFL0FI09jBtV1Vod2FcMa88+20HyR4tF1NJ2mgO6zurdu2uaERhvTISC8lgXcoXHaw49SQixUgjxghDiha6urjG+HR9VMc6FXR8jg0m86Xze8fpINO+ObJZYKUMPKwpF23v9mmZl6+Z1F6ZSfOzVVzlr82YaVBXFtuexxAg8rd3d9Gua9XpG07hr3z4eTafp0TSjIKxpBsmXjhnQdW7t6ODKqVMJls6pUdlNNNRzefjQIR4+dKji2RwP3M97IhSUxzrT7wT+yPb7bOCA/QAp5QPAA2Bo+mN8Pyc/BtPgxzILH+fC7mTGSOWBwbLMkUzsJhsaCNnaLXVdJ1/K9PNSsnr3blricTqyWXqKRUsKArj8lVd46txzuXzbNvRSTeCVTIZ/evNN6xwABeDuzk6iwpn/TQkEWHv22azctYsBXeeopvFjW9Knlu7P/byAij83RSJc2N5OTynYNAYC1irleOD1vCdCQXmsSf8PwNlCiCZgP/Ax4BNjfM1TF9WKq+NRdB2s08fHqOF45IGhJJyRaN52uwWAr3d08MNSW2ZBSpa2tyPAkl7s6NU0Nl9wAcktW+jXdW7u6Kh6HQnEFAUdY1VhXi+qGGLDgG0gLFSSf8xir/m8VCFASjSMoIAQaFIigaLt81ldZ11nJ6tmzx52ULUHzWrP+1TfA2BM5R0pZRFYBfwS2AH8TEq5fSyveVIinYZNm4aWTKr11Q/Wbz9a92AWdh95xO/kGUPUIg+MpoRTDel8ngWpFCt37WL1669br/97Ok2hlKkXpKSo6xzTNDQpuW3OHCKKQp2iECpdvyObRa+hA1AAt82Zw7fnzWNtKdCYq5Nvz5tHnS2o1KkqLfE4mw4fprW72zEXkDP/LCW50r2BMyjldJ27OztZmErVLPWYweUTO3ZYn6v2vM3geioSPoxDn76U8mng6bG+zkmLWrP0dBp6ekBVK7Pt483Ca72Hap0+PkYNQxF3rRJOUyRyXNnmo+m0VWwd0HXu2rePlngczXaMXaaRUnJXZyeBErm2LVpEIhSiKRIhZzsuKgSSckE4ABQxCsU3v/EGAGEhiCqKVeC9/Y03UBSFmJTcNW8e58Vilv9PsDQ3EFUUAoAORoCQEqUUfHQp+cV557Etk+HZI0f45TvvWDJULQXtdD7Pus5O8lJaLasTJav3gm/DMNaoRSu3k7Kqwn33wfLlZWIerL3S1PobGuDZZ2HFCmhudr6/bh3kcpDJ+Hr9CcZQ2nstEk6yoeG4OkjS+Tw37d3reG3t/v0EhSCAQbB2uQWMrJ8SKcYUhdv27uWSadOYEggQU1X6NI2IovDtefO4/Y03ELrOgK47isMmclKSKxWKGwMBCqXzmlLP5a+8Yvn/1AkBQiClpE9Ko2NISiJgFYzzUnL5tm0EFIWCrjNQuk6/rlutp4M9i4Ulm4n+0syBfTOZiUb44JP+2KOpCaSEWKx6lu4ODI2NlZm4VxZuBotsFvqN3aFYswa2bTOI33w/nzfeH+wezPP5LZtjjsG091oknOPd4jDV24twafSmhh8Wgn+YPZs733rL+aFS5h5TFDK6zuPd3Tze3U29ohBQFOt+r0okuCqRoLW7m9Wvv05e0+ivIv8cLa00zDsZ0HVu2rvX0d6nSYkQwlo5mC2iWde5srpOEGdtIKaqdGSzNMfjVZ9Fa3c3A6UAFVMUvjRrFqtmzwaGHhY7VeF774wl0mlYtsz4sxDQ1uZNptXkm6F0+FTKyOBNwgfjf85vfKNM4IUC9PVBXZ0RNKrdg9+yeVKgFr8cr8DQduQIczdvZsWrr1Zo2e4agdm1E1dVwq5z56Tku/v3V3Tb5IGnzj2XK971rorj15x5Jn83axaPNTdbNYqrZ8xgZzLJ3//RH1Vcw8Qte/dy/e7dFHXdatUUJTknrqpG7UBVyZaIXGAEHQFEXeeKKArhkmeQeVyoStC0P5fVr79uBYqgEFbxdyK0ZlaDn+mPJVIpI8vu64N4HDo6nNKLCS/5phYdvqnJSfgmnnwSnnnGIPhg0Lh2JmMEkGee8XbbXLeufK++BHRC4bUScGfxdonotUyGD7z0kuN4e/bvlbHuSCZp7e7m/z96lO8fPOj4rAIoQhARwiLcOkWhV9P42ty5bLS1VoYVhds6OihIyZp9+4ipKgFg7dlns3zaNFbNns3aAwfIFSuFnryU1vlNBIDnL7jAahO9btcuACJC8J2zzmJuJEJTJEJ7Xx9f2LmTXOl7bb7gAqaHQrR2d3O0WGRKIDDkcFeqtxettIKIKorVMQQT2+vHJ/2xRFOTQbZg/GxqKr/nllLc8k0ttYCODkOyMTP5970PXnzRCASqary/Y4dB6HffbdyDEMbvq1Y5g4u5YojFjNWC/V59nFBUI26T1D/88suO43Vw9LGbGWtcVa1WRoAvvv46eSkRQBAjm69TFCKKwmPNzTzxzjs8eOAAUgiCQtAUidCRzfLb88/nicOHmReNMiUQ4Lpdu6zCaV9JZ1+5axfR0iYsTzQ3VwQlMDpuokJYmXZICNY0NdEcj9Mcj7O9r8+Sc3JSclFjoyXVdGSzCEWhUKoldGSzTA+F+OLrrzue02BwE7vZRgoj36nsVIBP+l4YLW27o8Mg40zG+Glm+tu3Q2lknVDIIGZwXrOWjp1k0vi8ecz3vmfISapa/kwiYRD8+vUG4WcyRgBYv768uigUyveoacbnly3zWzdHCcdbELQTd0xR+Nvdu7n+jDPo1TR6isUKjfaX551nXacpErF65DOaxt2dnaw/cMDyuukrBYMvzZrFikSC9r4+jhaL/Pkrr5CXkoAQXDtjBleedprlo69iZPIt8TjP9fRYhC+kTkhRyUnJgN3i4WIAACAASURBVK4TEIJUb6+nNBJTFJ4+7zyeOHyYHxw6xDFNIy8lt3R0WFm6OTHcp2kV+rxXJj6SWsdg20KeLF4/ow2f9N0YzUGoZBLCYVCUMgmn0wbhm5a18Ti0tsIXv1h5zVoM0e691/hpdvt4fcZ83Z7xK0r5ODO4lJwWHe/XKvH4RWBPjIZXi0lwZhF1Y1cXG7u6qBOCUEn3RtPQgV++970smzrVuvayrVuRpYGmqBBkdB1FCI4Wi0gM7TxU0rLByP4zpT54E/cdPMgDhw4hpbQI/tpdu8jpukUg0/SjbEt/ju+et4n738khSquDZEMDTZEI3yiZs5n4t3e/m49u305BSjRdJywEOSnp1TRrldC2aJFVewAcnThembhXIDCfv9l+alpGe/29TBZM7kKuV6F0NAahTHgNPKVSVieEA/m8cc18vnxNU/IZrPB6/fVGwLBf0+szZsYfDjtXD/Z73Ly58v1a4FUErnUgbYJjNAqCJsG5i6j9JTJfO38+9y9YwA8WLODdsVjFtTOlrFuxWS7csncvBV1H13WrANva3U22NABlR1bX0UsykNlWmdV1JIbNAsBHs//DGfphBt56wnhBSquXf3ooxKdOP93y2omrKi/29VnPhRLhmxjQdQpS0t7Xx42zZ1v3uWzrVkeB2j0k5VUET/X2Wv33fZrG0i1brMx/ohZqh8LkzfSrZfSjbUdg1+rNAaxg0NDOhTCIFqpr/9XufajCq1fmPdhKwPysV0F5qAzeXX+otnKZhBitgmAiFOJrc+fys64uq6WxrpRNt8Tjji0MTcJzX7utpYWObJY3s1lW2aZwL9u2DaVkrdzvKqyaGNB1njv/fPblckbHi2s18Kn+/wLg431P873IcuKqSntfH+19fVy/e7c1OQsQEIIViQTrDxygXlWRGN04A7brCSn5wq5djv16ha4POmzlJeO4n7dpDFft72Wi9ubbMXlJv1qhdKx85t0DWN//viHJgEHg0ahRSLVr/17naG2F1auN8/T3G/JQMGgEik2bykGqmkRlEryZiXuRuz1I1SJ1uQMl+OZtJdRSEKyVaJrjcbYtXszGdJpLpk6lV9MG1bKhUrNujsd5+NAhx3mLJUsDc+rV3mcTBnIYPe+9msbVM2awfNo0Pr9zJ4+/8w4A9XqGZN6oS/1x/lXq9Qx9xLhh927LOsGECtw0ezYd2SxtixbRkc3SFImQfPFFxwr4L047jZ+4VolSyqpBs5qMlgiF2NzSYk34hhXFes5tixaxMZ1mRSJR4fMz0Xrz7Zg4pD9cTXmwjH4s7Ai8BrCgPDw1MGBk/+Gw9+rCJOCBAeM/MALEJZfAkiVGnSCfh0jEKNKa14rFnN069nOZAWjNGrjtNqOIayf3Wp033YESfPM2GwYrCA6XaJrjce5wDRsNpmXbNzA3A0uL6/N5KYkpCkFFQQUru44LQUBVCZXOkWxogPwREpl9fHtaPx2HXkcCH8xtIS+CRGSBvAjwuf6n+O/wBShFhaw0zrVPPZ0epR4NuOWNN6gr9dXvSCbpyucrJne7vDxzbLMDXuZopgtoTFEcga85HmfP0qUVu3aZqyNzu8eR7ElwKmJikP5Iiq/jvXOUV5CxD0/F4/ClLznJ2Q7zWJPww2Hjz48/bvxnIp+Hzs6yhNTfD/fcU+7WcZM5wJe/bHwOnEFiOFKXO1D6u3LVhFqJZrDVgNdqYtPhw46OH9Mt09ylKqIoVo98WFH48uzZrEgkuHDrViIYGbnZ+273+rn4jW8S2/Vd5ooQf1DCFDFsleukMS/SIAf4+rEfw7EfG+eWRSLk+VbsY9w05fOAIbGYBeXW7m6u27XL4fMD8FxPT8UzUErdQKYNhb04a98Qxst+wR14vVpZVyQSE7Y3346JUcgdafF1sELpSGHKJtu3OwuZXkVdO6mGQtUJH4xjVdWQgRoa4DOfKUspbnR1Gdf48pfLffz252JaQ5j/Y5iEHwqVWzoXLjReG6nz5lg82wmIWjcMNx0gF6RSnhuFuIua9o4fTUr0EsGZRBmxZc0qxvaHHdksWmlgSgjBxtK/3aZIhKVbtvCxV19lVv+fcXP95yhIQVA7RlTro07POO5liuy3/tOF4Ob6z/H1KSsBYw5AlK5vFnaLLsJXcer7YBSQQ6VZgbvefJNMqTBrFmfb+/qsDWHM9s5anntcVa1W1mVbt9K2aNGg09ATAWO6MfpwMeKN0U+WTb7tXjdm33s4PPj91CpLpdOwYIExRKWqxjWqLYGfew56ew1yX7bM+VygPIxl/t0rinHObNZ4HYyVx09/Omm1+PHEUJr+psOH+cSOHVYxNKoo1uDTYMS0va+Ppe3taLrOQOnvWgDbFi9meijEo+k0X9m7F73kVf/0eefx0e3byUtJRtOoUxSCQpCX0sqigxgdO3+c38ET3bfRqPcRpfLfYZYgPUoDfzZtDS+E3g0YXTsrZ87kwYMHDZ8fRak6uOWFh845h7/bs8faLMVEnRDcv2BBxWDWUKRtumuaG7zbN4Q/1TCcjdEnRqY/Vl7ww207tMs1UhrEP9TKw8z4U6nydbZvh7//e0OSMV9LpQzNfWDAOL89O//yl+G3v4WvfQ0eewwuvxw+/nGD8NvajOfS1mac49FHjXNkMob0Y3ZH3HknBFxqn13O8VswxwxD+bObWal9w5GClLR2d3v67pvoyGYRYBE+GJl2RzZrXatf18mW2jov27aNx5qbuXzaNCKlnv4BTXN09KilLp8/hBayIPETDqrT8EIuMoOlZ/wbr0WbHV44LfE4svQdNCl59sgRYkptNLRy9+4K909K368lHh/Ss8iNRCjEqtmzCdsM4yaqpGPHxND0YfSLr/asHYzWSq+OGjtMucb0uqmrG1oLd69SHnsMPvCB8vs332xYLbe0GO+HQs4MX1HgmmuMjp8VK4xrmX48pt9PMulcgdhXd9msIS+BsUqoqzPOuXmzd+HXvaPXUKsU9zH+EFdN8PLaae3uZvXu3dbOUatffx2tlKWvnT+/YqrUnMatK1klx0qDWGah122vXJSSS19+maKUVu6ec93XdTNnMr+ujlcyGf7P228xU+vGC7F8FzedOZ/6UMzactEk1KAQ1CkKBSl5XzxOWFEQQpDRNKsdNSYEBZye/tXIyj6tOxr1kImOiUP6ow27WRoY3TF79gxOVPbicFNTmXAHI0R7v308bnTR2HHsGKxcaWj5bW2GmdrNN5ff/9Sn4MILjVWArjsN2HS9smBsRyRiEL0Q5euahG8GuGozAWYgyeXK8wbuoGiXpMJheP75SrnJJ/4KVOvoMdslU7299BSLjv73z+3caRmPmb41S7dsQZcSRQieO/98q8XTLPS67ZVVqGqDbOKfDxygTggiqsqWM7pRDoZAy6MpURQ0iqgE9QEyUuGpV3/G87ELWVcyXwOjgLrhnHP4i1dfBeCjr75q3VuDqvLEO+8wPRDgrrfeMjZKkRIdCNg8gS7dtg1NSqPrqBTImiIRNh0+XEHctXRHTVS7hWrwSb8a3Nm5lEP3m5t99ADTp1dfGXj129fVGaTqVdMYGDCu394O555rBACzi+eBB8rHubOUb33LWTCORIzM3kSxaGj5mmb8l8kYhd+NG42icleXEex03bieORNgBhJzYxbwDoqtrcYwmvkdNmxwBrhJ3L8/GAbr6LEbrdkpOyclOSlZsmULv7/gApa2t1utlzEh2JfL0WiT7+z2ylIaO1YdzOUqffQ90C8lQtcp7P0JIa2PjAjzw8ilfOii9YiXb2XO/n+jQfbzyf5Wnoq8n8+89poxEQwoiuIo3Erg2SNHWJFIsLS9vfx6SXKqV1XuO/tsGgMBmiIRNqbTKELQr+tEhGDlzJlcM2MGF7a3k9V1VCH4fSnwDfUsJyt80nfDLj9s3myQmZTV++ftn1uwoExyjY2wc2dlJuvVbx+NGgQMxmt1dfChDxkEf+edxuvZrEHEP/95+XNueGm76XR5BdLaCjfcYHy+UDCuaRK/ojhbPO+91yB1s7BbV+dsKU0mHX3TwNAkPn368CaPTzEc7zSn+fmmSKSm1kHNIyvP6DobXMNXUJaC3PbKj6bT7B0Y4KLGRtZ1dnpeRwU012sBPc/sd35Fr6jjr6Z+ndZIki8f7mOD+DRLpi5g45H/j8tzmwnIIkURKBO9plV49etSknzxRWuVYXrmu90v7TtcgbEl44aDB5kXiZSLu6XAt3fp0oqpZFUIeopF0vn8pJBxqsEnfTu8tOs9e2rToM3M10QuV/6c/fPufnsoE71J2opiZPCplBFszPPm80ZHjRcUpVyUNfEP/2DINmvWwJQpxgTwk086awZgfC6VMjL8e+6plIFM2FtKEwkjKCaTxucDgcqguHy5EfxMeae+3viZzQ4+eXwK4ninOb2GqUwd3C1XmPJONSFmXiRiZfG6lFx9+uk8/PbbZEpTt63d3Vw9YwZdpU1EJHD3/v2WsZkbbtIPAhEBP6n7MF+Lf4q0Og0BTA8EyEnJLyNJmhP/yv9t79vD5KqqfH+7qqu6qrr6YSBtYJxABwPEwL0EuB1nLreHq0xwBhWZb7AjBvXimCgkHxoFRAiOhJc4wmCaN0QkEAg4AqbxgaCmDV5ogWakY4hJ6MgNku5kpBP6Wd1V+/6xzuqzz65zTp3qquruVO3f99VX3VXn7L3PPqfWXns9fuuqdx9EFdIY18RMGkAMdvWrb+/d69D+hRB4waKM4PyA/vHxCR6hmBDIgOz9aQBvaOGZadj1BHR/yMU7d/rObyXACH0VXhmouUw6bMPnhCmA/m5qctq0d+ywTS2qiYadp5wpyU7UpibnQlJVBTz4oPs43DhTRkbsHQJA7Z90UvZxjz5qO4LXrXNvn01FKmbPJpPSqO7us9DYSNfM83PGGbZ5qcwydQs1I+jn94yMuBZS4YVBWPTFjIQQyFgmlDMbGmxBt2sXHu7rm9COhzMZrNq1C0tmzcKmvj7HwpHy4N3RP73oqKOwsa8PK+q/jIQQaD3ySFx89NE4d9u2iTEdrDoCVx7xVYyk9T0CYRRAFMThzwI/CiAaCk0wYc6ORieuNywEhKQauRGQmajaWiAvmjMH9739Ng5ZfcUsqgVGYzSKhqoqpAHXZLVKWwDKI2SzWMiXbE1ll2xpIUflhg302rGDbPD9/STc+/vJvMKmlnvuIS24tpZs7S+8QFr87t229stFUgBaNC64IFu4h0J2klUiBqxYYf+vY2DAJnhjfO97FP3D13DdddSXivp64Pzzs9tTw0jTaffQVI6q6umhYwBa8NatKysnbqHEamqykARcC3qrC8OIpHq2AMW/33zccagCxeG3vPoqAJCgsxgmq62QSYDMQp2HDuEsi4KZEbdCF2tCIaiiT6dIuEDJXI2GQvjoEUfgzdFRjCnPphQCzy9ahA0nnogvzpkzMVaANHSJbJOREAJPn3wyekZGspkwMxmMS0mJZgCuO/ZY3DF/PrY3N2NhMomdixdjw4knYsOJJ2KHyy5LvT88knfTaYxmMvhgVxcu2L49q8xkucIIfRX5xvs/8wwJPM4E7ukBli2jF0BC36ufZctoYeC+ABKaSik6NDWR3TyZJEH5yCNORyxgm1aOqAZuHgWWfjQ73t4NVVW0w7jiCmqTaZ27u52+gRtvBJ5/3plHwMhnkVSPjcdtsrlcKDQ/YIryC4LUttVr1ernd5xyCiCJ1uCMrq6szNvmurqJLNaU5bhlPvz6qioKe7Ri+HUmyWohUGUtKlwF69zu7om2a8NhPL9oETYuWIAXTz0Vyaoq19q2UZDjteOUU3DH/PmAEPjSzp344h//6NgRCCHQMzKCZXPm4Fvz5qEmHHZkAQPZQj8M4Jzu7gkBrPo2pJQYsiJ2BjIZfG33blyqMIVydNOyOXNc5169Py+ceiqiLgtApVAsl0dGbimQK57cz3HLlbE4hDIWo5ebYxeg408+2S5i8tprZDpZsIAEciYDfPObwA03kHCuqrIdvwCZWD6YAlYA+H4UeM+5lITlB9W8BNACMDzsNNckk1SNy4smmaOQDh60fQa5sorzidEvNNN6pmRqA9j25xQ+uKMTCEtEQ+42/yCZtw/t24flf/wjxd2HQlhx9NFYlEx60iv3pVIT9uxUJjNRaOVQOo1P/uEPE+aYeCiExz7wgQmTUl8qhW+/+SZucXHuRkBmmG/Pm4ev9/RMlEhMCAFhvaKW2YQrcb07Po49o6N4eN8+pC1TjRoeWm3RREMIDFgmro0LFkywiOp00AAKyqBVneZu83a4IZ+MXGPTdxNEQYQFmzYAp7lCr4yVSFB2rVqTVu9v0yY7YUpK+r+5mTRujrtfu9YujZhOO4V+Og20WH8vTgHX5xD4VVXZhVzGxmx6Z74mfvjd/By86A0P0yKRTNqlH70Ea74JdLlYPnMtIkFZQkuMvj7gg587hIEvSyCRRhLuNn8183Y4k3GUHORjl8yaRRTIQiAsBNa//TbS8LZNsz07lclMCNlzurvxwqJFiMDmuKl2sYNfMXcu1u/bh0FLC2aMARjLZHC5ltwlhMBdxx8/EV55RldXFmVCXAh8Z948nNnQgDNefRWjmQwiQuB2q/xiy6uvOkxkHKLa8c47jna4lkAh9Ql4Tk1yViXBS7i7FQVpaHAKF920weaKzk6n3T0Uyi5CrvfX2kq2dNb03/ve7HBGIWhhOXiQonIYsRggRoD3W//PR3ZFCh3j43SeGhkUidBYa2sphHPdOvua3Ew4agw+YMfeu9E4TzYD1898FGRhLnZBnEmisxOQ2+uAcQEMhYG4u7ByRJooIZa6MGYhpSZoxUMhdA0MYNmcOVnt1oXDDq1aWlWpQqEQYpaTdKtV5Uofzw4rrJOjfFRkAPzbvHn4+htvTHDVc1Zw+4EDWRW4AKJMuHz3bnSedhrWudSn9RLAz2pC/2NHHonvzZ9fFCFtkrMqCV6aoCoswmFKotK55t045NvbiQFTNZs89JAzdNOtv4ULyaSzfj1w332UcRuJkAD9whdoDELQOZf+C9CoRMtE0yTox2GzYZ0JYJv1faQKiESBfWPAkJV9y2Rr6uKUyZB/IRzOFtAdHbT7aG31FtzV1dlF14HCzCt+9NdBtHif89W1iJsrFTNEczNQPRQFLmmGWHAILzzgrVHqmbde1AEfPfJIbBsYQNolKkcP8Tzntdcc53MmblpKjEiJWouPZ6HGs899HROLIWHV51URsXwJL5x6qoNmof3AATTFYqgWwlX3SEmJ5ldeQdjS1tX6tF4CuLWxEde9+SYkyFm95phjKkIrLwVKZtMXQvwrgC8AYM/kN6SUP/E7Z8pt+n7aIkuF/n6qQ8vCZePGbOGi0g0wrQFnt/L/kQgJTz8agvZ2iqLh4ieDCmUtc+4sBfAxWLFuAKqjwGgKSCjjUZgYUAXyvm0G0K78qL1i8Z980in4/Xh3+JqjUeDznwfuvpvGHI/b0Ul8PV5zp87hFNn79RoyQPaaXmyoydq5XB+B2kulcEJnJ/oVM18yHMYjmo27/cABLP3DHyYEdiwUwksWT/4JL76IUSsKaMfixVlCVLd7s8kJoIpa4VAIIWsBeWHRIkeIZUQIPLFwIZ46cADxUAi37N3rIH5jeNnltw0MZFUI259KTVS6clugKhkzyaZ/q5Ty30rcx+Shc+WoQkctK5jLRKCbOhIJOp616aEhEuI9PU6tGXCWLFR3GONaoBxHcWwCMAjgPFiCXhP4gPP/UQCPAvh1DQnnjg7aUXzve9l9AMAnPuGs39vTY2vU8Thd67Jlzhh8npP16+l9eJhMPNdfT1I1l3lliovgqJuEeNwecqnN/qo/vKMjNzWTCq9KUTp0s1FzXR2qLRZLAUyERNIHwjYpuvSnJ4t1DQxMEL5JK+ySnbgffOUV3Hn88Y7CJP/42mvIgJy0vzvtNKx76y3c/fbbE31ELL+EPuZtAwM4+aWXIAGsffNN1ChVtq6dNy/3ZBn4orLNO4AtbP1qynoJF1bftm51tnnzzcAxx5Cp58wz6bPBQcvhamn6nATFKiZLAX6vq8vOnAWIrGQzgJ0RYNUYCXi3XW4KtDjcAuANAKtXUHgmQMLZTeAzVD6dp5+2zUDDw0T+dvAgxe3rjtl16+j74WE65rLLyOxzxx3+6u1kHa6TZFbVrXcA+bZLafZXL7GmhqaWN4C51ji3bF8W5mr0zU0utBaqD0CNVJGWsNedxRzt0zUwQOGRSrKYanZqisWcXDnWO4dYZqzsWYDcS10DAzijvt4h9CFldkABkJU0xlW2VId2sSgvKsV5q6LUQn+lEOIzAF4C8FUp5Tv6AUKI5QCWA8DcuXNLPBwP5BI6bsJFD9kUggRcLGYLxPZ20vpZiC5dStJlYIC07lCIQjKTyWwpAGQTpKl4fQy4JgFcPQS4CYx+AN+A06G7fz/tMsbGgs1LJkPc/GoEBmvxV1+dHYK6ZIlTdR4eputtaPCXalPscFWpiABirc5H654MuFgZb6KA4GucV7bvDsvpe3B8HFf39ODKnh5cs2dPVtgh28n1Eooqv01TLIaH9u3Dyp07cVC53zHrOOasgfV318AAHjrhBCx9/XWEpISwuPK52HgiFMKVe/Y4rmNRMomEoKIs4yD3k0qZwFDt9wBx8agO7WJTXhyuYZqTRUFCXwjxLIDscAHgKgB3AlgLUgLWAvgugIv0A6WU9wC4ByCbfiHjmTQmI3R0rp3qatJs1ciVpqbsSB7+P5Wy+evTafp7aMiWAv392QI/EnEK7L/7MNCw2X189aBfFePOO8nJyvH4auROTQ2ZbGpqaCeybJmtgY2Puy88zC3EJjDeCbE0VZ3fueZzqusVW/BKPwCKS/vf10fTCtBtfvpp4Lzzgj9ulJQlEJdhhGELP3b6th84MEExwIsCx7ermqyeNazG0Z/R1YVRjdoBANKZDN4F8KWdO1ElBDJSTtAdABQ6OSQl4uk0ml9+GZFQCBlQolV9OIyUVSGLwzFDoRCiUqLG4s8JA1kkaLOjUax7//vxxsgIzj3iiAmbPkA+CubhKRblRaUxbxYk9KWUZwU5TghxL4D2QvoqKXIJHTcJwNmyjEiENPrXX7d9BC0t9jGJBGnu115LiwOTrKXTtBgMDZFWLAT1w2oog3cGqtA/+2g7rXEUQDQMpNLkZUsDOBkA78A5ooj9CxdeSDw+nNG7aRONZf164KabSA1du9YW+OxnULmFmpvd7fFLltjmq3wStqYwht5vc1fsnC61nEFtLfDmm0RiCgR06vZHgc80A02HgJ464MWoY3enC/OmWMxVk9ULhgDApbt2ORy0OvhpG7DCQnVmTw4FHQZIUbAWBJUSmReg0UwGg1ZSWdv8+QCI/ZNJ0DiKRx37FXPnTiSZqTw8YaBgyotKqpalomTmHSHEUVJKNuCdB6Db7/hph5d9WJcAHR1Er7BqFQlhphy+/nrSpG+5hQQiUyGwkF292iY+u+YaO0GKNXyAhOqhQ2SGWbQoeyy8gFRXkxll3p+BPgCIAn91PrD0R8DHhilkMw7gDNhCX0UqRaGk3G8oZEccAZQHoGr3kQjw6U/T+NmOu2gRLUxdXc4CK888k61Ce6FEGbN+WrrKj+e1uSt2TpfuQ7jkEmqfOfhyobMTSP9XFMN7jkSVm/UxGkXHvGZs+s9DaP3vdegZcddkdTs2m3tY4Mcsx+rVc+eitqoKV+/ZgzGLyrgmHJ7Q9FOKpl/jEsoZt8wxavhoUyw2Qfo2lMlMVNNKa+MEMDF2lRFU187VBSVf00wlVstSUUqb/s1CiFNA5p09IJKA6cVk9uxuHjgmGQPol9ytrWfMQ59IkHCORJxmH95VpNMULaNj/fpsoa+XSHzyh8Bb5wDhJPDf7gNu+xXwzjDwIIBXAawCsAhAXQ0wMOw0M42NOXcMmQy1yfQOujlnbAy46y5i49y6lQT93/4tLVCAzQ8UidjHB5GYanWyIhVVyRWFq6/fbrb8YrsY1I3kn/5kr/3Dw8SWccwx/o9krvH09QEtJ0cxNnYkbo8AHa9la7JezmCVhCxt2ea/s3cvtjc34/zGxgmfAQDUV1VhUTKJLivclwV3XTiMc6zfQBWAdUqlLK5m1TMygppwGAPp9ER5Qy+Nm/mF1NwD/Vjue9L3pMISslSUTOhLKS8sVduTwmS1SvUXx1tbtfhJOAw895z3+VJSn0ykppoyrrnG/Zx58yj6xQuhEHDeucA/Z4CfAPjL/3EmhP0ewFcBnB8CQpJMQ34/kEiEhHQuDA4CixfTYqW2V11tF1jh9mpq6NqbmrwX26amohdV8dPS9e96etzXmMm6GPx0Ct5IPvSQ8/MrrqDb6Vd6WHc8+11zPA50/TKK7Z9sdtXqde3fLbu3NhzGM3+h2rerdu1yaPtRxQyjtr978eKJqJ6ekRHsT6UcnDYdp5wywfEPkObvpXGvmz9/gl9oNJPB4319OCYWm6CZKBe+nOlC5RCuqYlPuRKFdKg2AQ65ZKoCwA5TZESj9CuW0jah1NTQZ2oW0OuvO8MymWf/t78l7nk19p/BsYWZjDePPYN5+r0SsdgMtWwZJVbp4Bq6XpW6GHqVMCac4/EC7tlP7e0U0cSJbI8+OqWafjETsYK2rea0sVWNLWMbN2ZHD/NuRH303K5L5/7butW5i8kVsaLbzGGxeOq2fjatXLprlyu5G7ch4Sx5uHHBAgrzfOWVCcoGPzZSt8QzXnA6Dx2aIKYrhHStnJBPclblUCt77ZGDUO9yLD/H0W/cSEJu2TLyxKn883V1wP33Ay++SL9qRjpNv3SmYX7mGQrhYAfvk08CP/oRsHMn9cMPPJtMGOxM9RP41dVE4dDZSQuQzs0eiVC/LHmOPTa7Debi+dnPiKPfCytWZIdu9vTY0oxNXXzdKud+c7OzolYRQjX92LHzZc7OB6q2PTzsrZVzTttjj9Ejwhx6aulhbieVorXzggvoPZVyfwatogAAHjJJREFUn8bGRtI/OFp2fJyOX7oUOO44WoNzUT+r3697//uRBiYEfgSU2MW0zAfHxzGcyWTREat2d1jnqKabnpGRLPpn1zmyonfiyu9nQOmr0h2xhaJykrPc9uz5qGd+xzERmk4vzDV2AVvjZU0dsIuis4ePtVzV7OEXUx+L2YXN2dwSiwH33mtz+m/fTmYkVZO//HIK4eTauGvX2jkB8Ti9s93/3HOJDM4LZ5zhT3TG2U/hsG3uYZQoVNMvZ2uS+VwAvM03fX2kZbOMGh4mP79XZI46Bv3ydWuilLR2cnw/T2l/v13+GLBTJDg+gBPBAbVmvb8dWy26HhECNaEQhjIZhEMhxBUmzDMsSgaA7O8sdLNCQq2Sh2y6yUdYM5toCJgwLanMm5XsiC0UlSP0gexffNAwDa/jci0GCxc6a+xyW/y3KhjVX3FPj53UlbA4FcbHnc5c3iGsXw98//vAL39pt6kWKGlsJK5+FSeeaBuJVdNUIgF87GPAU0/Zi8joKC1mdXW241Ydg1cxFDUmcf9+u8B8S0t2xvMUhmpONv7ej4JowQKapvFxmyKJC4n5UQ25cfHozCAtLbbN/4kn6Nbcfz/RQXnx/9XVAWefbfc1Ph7MYWzPTxQdpzZj08he3PrWWxhIpxEJh9FQVTURcQNQlM46jenyNo05U+XI8RPWemSRnknsRhmdy6RTyVm3vpBWSvZMeJ122mlyStHbK+WsWVLW1tJ7b29+x23eTJ8B9L55s39fmzc7++jtlXLDBikbGpxt6/11d0u5Zo2UiQT1lUjQ/1u2SCkEK4RStrVlX0NvL7XPx0SjdJ6U1LetUFK73d3O4xsa6LPVq6WMxezPq6vp8yBzlc88BYTbdAY5J8jtdoN6CckkTT+PoabGOY01Ne7t8/FuU8y3na9JPZbfZ82SMh63z3ObSr5GflT025vPY9791qic9ZvfyNqODjnrN7+RvaOjsnc0+zMppefnge5LAedOZZszGQBekgHlbGVp+ipY5QvCfOVlhgga2+elJjY2ktctnc7eRej9rVxJZiRpReOsXEl2e9UR/8YbtorI16QWewFIDT3zTKJy1iOEbr6Zdic7djg5ClpaSJXVI3Zmz86+Vrddkds8FZDymo9DVu2mkPj75mbakMViTgbpjo5s+pgVFs2ROqZt2+zAJz3HbnTUmd7gxvzJY1cDx9weOU4UHxqiW5TJ2H0NDVHfQTe0Pa9EsX1Jtmbupq0XkuWqnpsMh9G2dy9Wvu99BWnnlZ5164fKceSq0AuaBxE8bIbgPX27lWAcxDOoe+fa2mzHsW7/Vs083J8XWlvthC0hiIt/6VIy57S20n6eJYf6A5KSFhAmYAOcxc8bG8nm0NBAMfljY06aZ8C7ELqbgNc9qIA9/wsW5F2/Vi9N7DYMwHmbFyzwT8gKikyGpm9wkPru6soW+osW2Y/JQw/R4tDcTOeMjJDwVYU+xwHwI8LHsFP48cfpsQiHKZ0hkQC+8x33R66pybblp1Lu5ZJ5zdXjF1xvnWVGcePy4c/6+oD+F4kqYjLOVbUo/GA6jVv27i24SLlx9vog6JZgKl5TZt4pxNwwGRsBn5NMkjlG3/97mXmCjJlNP21t9vf6a8sW+p5NQUI49/+xGPXvdo0NDfRS7Qps4/CzE/jZXgqYf91axaaRoN1MxiyktwXQdDQ0kNVLncrqapruDRukrK93vx3qtK9e7bTo8SOiHicEfV5bS+3H4/S/m3Vt82b6jm9RWxu9JxL2OX6PcL7z43hUjh2VG3btn5QppXd0VK7ZvVvWbNki8atfydqODrl5//6829Hb3Lx/cuM53IA8zDvTLujV15QJ/WIZd/ORJL29Tru4Luz8BGGQRYGvSTcwA9SvlM4FgiWDLsB7e+kY/r62lvrm/pNJb4kTFAXMvzpN8bhzrSpiN75tNTRIeeONNNU1NSSUeU1MJOj/6mp/gZ9Mugtc1XWT68W3TfcF8GMQj0v55JP27ZuMK0qfA/0xL6a7ptLs8MWEEfpBMFmVr7ubfm2srbOHLZfa5Kei+gl1tb+GBuevV2+ff90PPOAuHdRxsVqpCnDdC6h6/tT2C5GebnOT52n5CPLJ3mb9/C1baO1sa7Nvieq4bW3NLawjEVoM6urcp7G3l9rXzxPC6UNXb+uGDdnzsWWL8zh1Y6k/auojpTqP9VvtNe/FXFilrCztvJgwQr9UcBOWXqqO/mvYsMFdReXFIB7Plga9vdnShSUY2w/icXpvaKDvk0lSQ3U7gjouNSxE1/B1s08ue8AUwmvopexP3zwJQYJZ/SyZzA6kisdJwLtp/PE4LRLqZon70q1ogJTnn0+3VG0/GrUFtv74rV7tvkCsXu0U9m1tzv/5EVL7Yd0k10Z0Ku6HgTfyEfqVG70zGegcuRwh4+Yd1EMhAOdxHN+ullocHibPIH+neyiFIE/dggXkFeSsXJ0f/1vfcp7HNW9VDgCmeFSDzVMp2wsIkEexq4scusWknZwESkmh4AW+haoPW0oKkmLnq1pVsqaGHg1mzAZoSvVaOMPDxGS9aRPwkY8AV15JKRBqdI6KJ58EfvpTithRnbTxODmN1ceqqcnOy2PE4zSu22+3H5HaWqC31w4cU2vfqBgcpEd0yRJvJ/gUp1qY+PsCUZnROyqC0DAwgkSmeIVzLlkSLNLnjjvsiJbmZoq6SSbp9fTTJCmY2sALIe22Pvww9ccLzPAwvXNYprqYqZQS6nWHwzbBnF/YSz7zmQfUNdQvYqdY6OsjRsxMxs6PA0jIX3QR3cJHH6Xcu4UL7VtVW0vH8C2SEvjc5yhhym1qf/Yzol/iIKvaWmd/AF2vlE6iVIDa37TJZgbZvp0WHz4uGgWuuorO5eMBO9yztdXus7qaXjU12X1fcgn9XSoKi3zA/D4XbN9ecIRPxSLolmAqXjM2OUs/J+heNqiDt6GB9uu8p9bNRGp2Dod3sBkmFqPzt2yxzU4crqHb9PVkLNXEpHop6+rs8BTVH6F+Vqz5DIiptDDp7peaGnKIrlnj77/mKf7iF53T3NZGFriqqmyzC79aW5329kSCTEO1tfY1X3VV9nlugWC6VVE1RSUS2RZEtt+z2aytjfwPqjmqCPl0RcHm/ftlbUdH0SJ8ygUw5p2AmEy2DhOkBEksCrLvZQYurxKD3EZ7u62NJ5NEZdza6kws272b2jl40BmDLyWNl2Pv2byjUiiotAk8N9xue7tdQ6CqKn+6iiIgF72wG/y4cvzq4+qVMDMZ2uBce61/uwDdQjblMInpu+868+CiUbolaqz+pz4FdL6YARBCOk1mnHAY+PjH6bVkifu1Dw7aCVf8WHKdH76+SMSmaXrxRdqZqFCTwtato9y9mhrb6lgkLryiwMTfFwFBV4epeB02mn6pVE6/nUGQftVj6upIxVMDtN36yLfdXBFKJVTH82neL9pE1eLVzZJ6jBpjr3/nNQZ9IxWL2YFXumO2oYG+D4elvP56Kee+94B86/aj5bFH/1eWMzcet2P/9e+qq+kW33ij0ymr+vh54+YWNeSWf8BBacUM1iomTIRPNmCid/JAvqEHJeCRCYxci8KaNbaEUTNz3ILCGUGvx61vNwlYwlCOfKbe69jNm90jZABnolRDgy1QVZOO2m5Njc3BI2W20GeLnVvqhD6Gz7Wsl/JhyOVnfV+Gw+7ji8epTdUS6PbSwzvV/3kh0qN01fHkyn8wmHkwQr+UmOrwxaB+AZ1li2MLc0nJQq5nihfAUmn6qtasR9fq7hW2uXNoYzJph05u2UKf62GaNTVOGzmQbd//9dUtUj4M+aur/s41Jj/oKxbLzhdIJLwTqvma2tpoJ+C2uzGY+TBCv9SYjDYb9JzJmEv0PTpLGj1zxyvAfbLa+TTE7xfDj64Kuvr6bB86b5D0pCbV171iRbYGzf71WMzW7qNRcsDqgliN46+NH5TDD0SlfBhy5IFqedSRB2UiQQuDmxDXdxK60FfHVVdnm2rcHLrq7WtrsxeHqd7EGhSGfIR+ZTtyJ4t8A5PV8oHRaPBiLbfdFswxyiGVKjhMtKOD4vrOOsu73t5kA61LVAQlV5dBh+p2LDth2V9dX09O1quvJl91OEx/AxR62dFh+7L5ViQSwAMPOJ297LxV2S0Biqe/4QY6p7oaqK1+B0c3vAmAHgUB4EMLn0NqvBqxSAqp8Sheefw+7Dj4YZx8ErXxWjfwm5fnYs3a90z0Fw4Dl11GxGtq1KJeCvmCC4gMddkyeoQ+8Ql7nK+/Tr754WH6rr6ewjlDIVoailCy2GAmIujqMBWvw0bTzwd6Vm0y6a1C6eYStxx7L6hePjbKquqp6lGsADUulwuCM1D1TZCXaWfLFppWXetmu7+bSUU30ySTUn7n05dL+TDk0Pdjsv/eOtl/b508eF+dlA9j4pV6uE6mH62T8rE6KR+JSfkw5MDWy2VtrZShkN2eEM7/3V6RiG2qWbPGe6fAxzDFhJ8byGDmAXlo+iY5q9To7KTflQqv+LfJJnQBdr282lp6X7LEGUIJ2PX2JssrXEIUM6dLp1TmNtXp0Ev39vTQrsAt87SjgxKohodJQ+bsVYCO+elPbYZrhhAUrsllDmtqSPu/fOONuPLRGyClQH3iEOoTh1AXd1Yki+AQQulDwNghpDMCA8fdgD31N0KpEw6AHis9YUvH2Jidh6cycQPOHcJ119lF27i88VQkwRlMPYx5p9Tg4t+AnbOfb7GWIPYMt3P1RSRIwZhpQLEpFrzSBXg6OOs0HLZLFqtpEeo0AkSVoIOrADIFgy58pQQuvBA46SQqb3DOOSRkpQzhps1X4rltH8ZTXz0XDYl+xKMjWe0Pp6rxzuAsfOrOp/D7t/4HUil3igY3fOhD9M4VNAFg716K3f/GN6id2bOJ/oFRX0/vTU009mRyRuoGBsVA0C3BVLzK0rwjZfAInFKEOh4GbFjFDgLy8y+r5gudtNRrbHrI5ZYt2akOakSQbtbxKnUwq/agfOPfmxymHX7tvrVJ1sYPTljr/MI0vUI8eSyqdZHnWOfkY/ZQJpgrlD3bYGoB48idYcjlfSwlm9hUs2FNAkGrTgaF26aHHbj9/bTh4l1AQwOd097uvgHisTFqa6muvHpcYyOwdatdDlG35nV3UxvxuFNbHxyJYk79267XMKd+H0bHqhGL0UZRSqc5RsX99xO/jxsuvpjeb7nF/uzdd4FvftN53GWX2bEAg4M2n6CevWtw+MPY9GcCpppNbIbBi7Ou0DbV6pZs41+1ioSbykp5wgnAJz9J77pPobGR7N0qmaPb7enpoagXPXoGoKqV115L44lGbeH69yf9AqlxanhwJIHRsSgGR4ltbSwdwd+f/AtcfDGxdDz/vDth25e/TOwbXmSTs2cTQZwOXkD4vOFhYHycFpcZ6vYxKBaCbgncXgDOB7ANQAbA6dp3VwLYBWAHgLODtFe25p1cmIZ490qCW1CUWpZANXPomai66cYraUmPDKqtJZMMM2K4mV4ev/R8mXkIcnB9Qv77hatkTfW78rbPrJQD6+My8xDkD7/yyYm+Nm/2jtf3q9KVSNhROatXZ9M1cK6CGtc/E6kXDPyBKTTvdAP4JwB3qx8KIT4AYCmAhQCOBvCsEOJ4KWW6wP7KE9MQ714u8CM/Y7gFRQWd4s5Omxs/HidCMj5X71t3AHd2Ej3z6tXZ7caiKXz8tKeRCdfh/0Yewzd/fDbSArj0wXX4yavnYNOqVnzk5KcxmBkDEEFTk7cj149lWwjbkf3d79JnF13kHHd9PbB8ObXPpinzKJYxgq4Ofi8Av4ai6YO0/CuV/38O4G9ytVOxmr5BYORKWPbLwlXP06tYerFGe32vMl/EYuTcdevHi/IhFhmSd//Ll+T2rn0T561ZY2vtjXX7ZNvnviQ3bhiSUpL2nQ89QzSaTbvsN6de+QtG4z88gKmmYXAR+m0Alin/3w/gn3O1c1jUyDWYNuhCXk+kCpLLppc4zsUR5yX0N2zIjqjZsiWb1oAFdXW1lJ/9rJQf+lC2aaatzR6HbsJZvZrG7LV48Evn8lF583Ndn1qC0is5zWBmIx+hn9O8I4R4FsAcl6+uklI+5XWa26bCo/3lAJYDwNy5c3MNpziYjtp7BgUjVwVKwJ+1oq+P2DAGBpxtfvSj3gFObN5RSwk0NQErVmRH01x9NTlymYrha1+zHbupFEXIdHU54+dHR4GVK+ncrVuBm28GLr+c+hwdBe66C7jnHvv4qio4krSiUWpbT9wSwo5M8nrU3X4G+pwaZ275IafQl1KeNYl29wL4a+X/9wH4s0f79wC4BwBOP/1014Wh6ChhsQ+D0sErYVm1o/sJLLeom/5+En5B/QFNTbRwqKWEGb/7nS3kdTt7dTVF+CxZQqUTDzmTcDE8TO0KQf2wH2FoiHh7OJOWhXskQgL/wguBRx6h5LBQiB5rIezCJ36Putd3xr1U3ihVnP6PAWwUQtwCcuTOBzBz4hCLHRhuMCUIkrDsJ7DUksNSUujkxRfn3uxxUbFFi4i7zov6wC1ckxGL0YLR2Qn89rek0T/4oP09O1DffdciYlP2yqEQcNNNtFNgZ+7YGL1+8AMS8HfcYZPIcYWt/ftpUVNDVNVH3etncBikdhgUgqB2ILcXgPNAWv0ogF4AP1e+uwrAblDI5j8Eac/Y9A0KBYdheoUd8m0PYrt2c3Ayjz6TrDEJm1q2WLe1s11et/erx3EopW6X58xYt2InaoatyvnPWbU6378bs3a+PwPzs5mZgOHTN6hEBI2p52P9nL4cTcMUDPG4LXDVilm6I3TLFqfw5zGoJKjsdNYdxOoxyaRdiJ3bv/HGbIdtLOZ0SKtjVhcFt/4mM78mnWRmIh+hb2gYDMoGekHz0VF3dw3H13vxz7GDM5Uim3pNje0oZoK2lSvtc9h2zu309NgmFja5rFplm2bYdLN1q7N/JkrlPlpbqQTC6ChRI7jh4ouBK66gv9UxM+VDIkFtHTxoFzofHqbxLVuWPSdqjoE+L0FcYUHyJgymF0boG5QNmNCUhSs7M1UECdxi4TYwQPb/r3yFhDx/pwq0vj6ibxgdpf5YkKsJYO3ttmM2FqO2ly+n43fscHIDqQsRj8NL4NfV2YlW/f32mBMJ0vGZ1rmjg6KGvKDOCVNEpNPZ85PLFWaC4g4PGKFvUDZobCQhqmrZXgLdT1tV6YWjUadWrx/7zDNODXrxYnK8qkJPFZaZjC3EWeNessRdWPJ51dXu0UCbN9vF0MJh22HLTuGBAZs4bckSCuEcGaHjFi1ynxOuFcDVtNT5yZU4boLiDg8YoW9QVmhsdJotdATRVltaSHCq5RKDIp22WSpZOD7+OBG6nWSVP+RdA8NLWDY2Uv+LF2cL/UgEePZZ53l33EGCvamJrkG9RmYC5aqdLS3uixJr+nqdAXV+vQS5CYo7PGCEvkFFIai2GpRemDXo0VESdKzlc0z//Pl2TL4QwK9/bR9fXW3b/L2EJbN3ArY2H43S66yzgFtvtQueqDsbt2vs6rITzfTFxY03KF+7vKGQOjxghL5BxaGY2iqblNwEZmenM3ZfStLO1eP9hDSPh4V+Ok2vW24Bzjwzvx1JX5/TmRwO06Kk1hFQ52SyZhkT4z/zYYS+gYGCINqqHqHiJTCbm8lxq9I1tLa6C0YvYdnYCHz+884iKL29tAPw2pG4OVRVttBolCJ+2B+Qy+lqInLKC6aIioGBBrUAi45t24DjjgOWLnUWXVfBRd4Byr7lsMm6Oipq4ge3AvEXXWSHeQpBC4da71dK0toZbjV5mptte30qBaxd6ywM71W3x6vIvMHhCyP0DSoabkLW71gmbBsctPMA9GNUIdnVRcJ2bIyEs9vx3L+XgF24EHjtNWDNGnpfuNB28vJi0NJiH+9W3LyxkWoBcHROKETn5jJjVXhRt7KEMe8YVCzyjSvXBZ4Q7qRufkyg6vF6/7fdZp9bUwO0tdnhogsXUslFFT09znq/rNF72fr15C+v5DQVJiKn/GA0fYOKRT5abF8fxeNXVZEGnUwCL7zgXUhdZwJ1q/+r9w/YJpuhIYrM8TOpuAlkNfpICBLqDL0W8cKF3mYsr3OMTf/wh5CcyTEDcPrpp8uXXnppuodhUCHYto3MNVJS+KSXUNMzVtetc4ZH6o7OoI5PPZt3xw76vK2NBD4nV23cSMLZrV23vqciK9Y4d2cWhBAvSylPD3KsMe8YVCQ4CQvIHfKom2waGvwLkRQSttjYSCad2293avBe/eh9TUWsvKFbOLxhzDsGFQmVX0c3g+hgMwrz8OeKlMlnDJwslU7b57qZVPz60Z3RftFHxYBx7h7eMELfoCKRj4OSI2UAEvpqpEwhjk6/xUQX3F79TEdI5WSuOZ8oKYPSwgh9g4pEvg5KjpQZHHRqt/m2owo/v8Uk6HinQ+uezDWbWP+ZAyP0DcoK+WiU+ZhB/LRbJi3r7PTv1034eS0mfuMF7GucrpDKfObOmINmFowj16BsUEoHo5+DNGi/bmyafmaboH3NdJIzE+s/s2A0fYOyQak1Si/tNmi/bsLPzVTiZw5x66vUjttCYWL9ZxaM0DcoGwTRKEvhUAyqyXoJP11o+y0iOvd9f//hYSOf6QtTJcEkZxmUFfyShkpp/ilmslKucfb1UcWtVavcyxoaVB7ySc4ymr5BWcFPoyyl+aeYmmwuc0hjIyWIpdPGOWqQP4wj16BicDg5FHNl9R5O12Iws2CEvkHFoJzK+ZXTtRhMLYzQN6golFM5v3K6FoOpg7HpGxgYGFQQjNA3MDAwqCAUJPSFEOcLIbYJITJCiNOVz48VQgwLIV61XncVPlQDAwMDg0JRqE2/G8A/Abjb5bvdUspTCmzfwMDAwKCIKEjoSym3A4Dg6swGBgYGBjMapbTpNwkhuoQQW4QQ/8vrICHEciHES0KIl/bv31/C4RgYGBgY5NT0hRDPApjj8tVVUsqnPE57G8BcKeV/CSFOA/CkEGKhlPKQfqCU8h4A9wBEwxB86AYGBgYG+SKn0JdSnpVvo1LKUQCj1t8vCyF2AzgegC+xzssvv3xACPGnfPubBI4EcGAK+plJqMRrBirzuivxmoHKvG6+5mOCnlCS5CwhxGwAf5FSpoUQ8wDMB/BGrvOklLNLMR4dQoiXgpITlQsq8ZqByrzuSrxmoDKvezLXXGjI5nlCiL0A/gbA00KIn1tftQD4vRDiPwH8EMAXpZR/KaQvAwMDA4PCUWj0zhMAnnD5/D8A/EchbRsYGBgYFB+VmpF7z3QPYBpQidcMVOZ1V+I1A5V53Xlf84wqomJgYGBgUFpUqqZvYGBgUJGoKKHvxRVkfXelEGKXEGKHEOLs6RpjKSGE+FchxFsKJ9I/TveYSgUhxEese7lLCPH16R7PVEEIsUcI8Zp1f8u29qgQYr0Qok8I0a18NksI8QshxE7r/T3TOcZiw+Oa8/5NV5TQh80V1KF+KIT4AIClABYC+AiAO4QQ4akf3pTgVinlKdbrJ9M9mFLAune3A/gHAB8A8CnrHlcK/rd1f8s5fPEB0G9VxdcBPCelnA/gOev/csIDyL5mIM/fdEUJfSnldinlDpevzgXwqJRyVErZA2AXAFOA7vBFM4BdUso3pJQpAI+C7rFBmUBK2QFADwM/F8APrL9/AOATUzqoEsPjmvNGRQl9H/wVgP+n/L/X+qwcsVII8Xtrq1hW218FlXQ/dUgAzwghXhZCLJ/uwUwx3iulfBsArPdKKSKZ12+67IS+EOJZIUS3y8tP03OjCT0sw5pyXP+dAI4DcAqIH+m70zrY0qFs7uck8D+llKeCTFuXCCFapntABiVF3r/psquROxmuIJAm+NfK/+8D8OfijGhqEfT6hRD3Amgv8XCmC2VzP/OFlPLP1nufEOIJkKmrw/+sskGvEOIoKeXbQoijAPRN94BKDSllL/8d9Ddddpr+JPFjAEuFENVCiCYQV1DnNI+p6LB+CIzzQI7tcsTvAMwXQjQJIaIgJ/2Pp3lMJYcQokYIUct/A1iC8r3HbvgxgM9af38WgBcLcNlgMr/pstP0/SCEOA/AOgCzQVxBr0opz5ZSbhNCPAbgDwDGAVwipUxP51hLhJuFEKeATB17AKyY3uGUBlLKcSHESgA/BxAGsF5KuW2ahzUVeC+AJ6yiRlUANkopfza9QyoNhBCPADgTwJEW/9c3AdwE4DEhxOcBvAng/OkbYfHhcc1n5vubNhm5BgYGBhUEY94xMDAwqCAYoW9gYGBQQTBC38DAwKCCYIS+gYGBQQXBCH0DAwODCoIR+gYGBgYVBCP0DQwMDCoIRugbGBgYVBD+P6veKE6JQ5vTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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WJVfVLEeN1pTvUNsS2klk/vx7K+SMhoakpx1BINBo89Iv7507Z86tdHTcbF1DCDz68d1QSCRWcODA+lJnTj9H3t7I/G0b6bn4SeqmJm27al3o6OZRlBialuHAgfsddgjJ5A46O9fR2fld2yrEC6prBWRIScViD7t3X4+uZ1DVerLZjoqCtRfGssB7IorHPun7GBFq6X1PzkoSDoQZKBoEEQ6ELdIziVBVVG759S305nodn60P1TuOcxNmNTIdimAHI/ahsnLzmvFQnEw+w92/u5v1f1g/aMY/3lO+XtYJbjmomh2BPQgsWtRGOr3Rat20k76UAiFCjn58N8yOnWRyB7t3/y1dXRs5LQthHTpe/CjpeB3GdK5ACN36nBBh3vWuK3jnnU0VbZmhUILZs1fR2Xn3oM+gqWlN1RXQaOwqNpoF3hNRPPZJ38eIMZRskogl2Llqp6embxJhT7aHlU+udHwuGogSVIMsP2u5gzABR8vkjht2WOfuynTR0dMxZE++ufrIFDLEgjEHsQ+VlZvXvOv5u7jvD/eRKWRQhFLTimK4ks5IdV43iUybtrxCDjI3ODGdKIvFow6HTHsQOHBgPbNn3+i4htFeacJpmWDHwYMbmDr1Ys4443q6ujYyo5Scn95f5FBdOchLGbF9SuGMM67nyJFnLH3e7upptI7aW05jzJr1d7z11p3lOwpM8byf0dpVbDTllxNRPPZJ38egON7Ok0QswdXvvdrz9SvOuYJ0Jk1IDVmrgYZwA+svW8/ys0o7LJU6cFr3tLL6F6st6aft0220H2pn9S9WU9SLZPIZ6oJ1BNUgay9dC8D29HY2bt/IiuYVNCeMZXxTYxP9BYN9MoUMb/a8STqTrigSewUZExu2biBb0rJVRfXs3z+eAu7x6LyhUMKRpZufc0sG5gCVrut0dNxik2uU0vvmSiDOG298vdrVmDnzMw4XTTsOHvwBhw79ABAECdOQN6S+KXlQddCs3TzKXj5SDrBt22Wcd97T5HL7Ss+ji61bl3kOh51++ic5/fSPc/Dg+lL3j0o83jLo8zFXO8Ml/rGSXcZ7+0Sf9H1UxfF2ntQaMIQQhNUwqqLyP9f8D82JZuvauWKO/kI/4UCYbNEgh1gwxuIfGDYj5mtgkDgFWPnkSkJqiKO5owCsaVvDti9soznRTEdPB7FQjL684Ttz4zM3cvtzt1d8t65Ml2dffmp/Cq2UaUYDUdb86Zqqx420gHs8Oq9pl2Bm6V4BwxzQ0vUBFAV0vTxCK2WBeLzFWi0YRdxqMo4gkfgEsdh5DAzsZebMa+jvf53d2/9fwppEyrJfztQc6AIUafyc2Q9Hws6z5VQoKoY09PLLH8Hw2lcxApH0HA47dOhHdHX9jObmJ9i27XKgbNNcrW8/lVpY6vcXXHDB5pp0ffc5TuW2Tp/0fVTF8RCXPWCoisraS9d6tmy+kn6F/nw/eT1PvWoUZJsTzY5CLZTJPagErddMhNUwOa1cMB4oDqDJsgQgkWzcvpE7EneQnJUkpIaIBqIMFAcYKA4QUAJWcDLvWZZaD/vyfUQDUR599VHmTplLU2OTQwKaEp7i+YySs5Koiko0EEVV1GEVcGvVeb3Ixx4wFCVGZ+e6CmMy94CWoa0b7wmh0NfXzvz59wLQ3/8a+/bdiReEUHjppYsQIowQKqeddiWvvrqCeb1F5mSMBkspyscHZPnnmceM/wCENO5iXwz2lpQZU0IyrB2iCNt57JAyh5Qhjhx5tsKm2R0o8/k0nZ3rSp4/xmqvvX0pS5bsqZm8J4JVg0/6PqrieDpP7AEDjOw7HAiz9tK1tMxoYdlDy8gWsvQXy10YQgjrGva++P5Cv0XCBZtRGBhZ/+ff93nuf/F+KxhEA1FCaoi8ZmSoAsElTZfw8MsPAzikIVMuSs5KOu7Z7McHI4isfno1dcE6woGwo24AQxePhwu3zguVm5JXIx+T0M3Wxv3776nI+O3nj0Sa6Ol5jr17bwJASsmuXV/AoGzVcuK0w+ibV2zEnEVKeOmlS4ACexugoBikHqhi4mt/XQP21MNbcfMVBbAXdyXnnfdLtm27vGTo5u4cUq1OIbtNs/2Z2TN8d+fPcFZSE8GqwSd9H1VRrfPELdt4DWCZpG3PqAeKA6x8ciWqoiKldBA+wOdaPgeUdXTz2m8efZO/e/rvKLoKhrFgjN9/7vdMj03noZceQhGKY1XRleli4/aNvG/G+7jskcusoNAQbmD36t3sXLXT8T3cQe6Oi+7gxmduZKA4gERahVuT8M3Pej0jUwayrySGU8y1d5zUartgatWmpr9//z1Wz7s74zcDRCq1oCR1qIBEyqJjOtcLUgrsfftllP5+BLxVDz1hOLcbAnrZbd8ODUPOeWUaHAvZ39Edx7373f9OLPZuzjnne/T1tdPZud52/QBNTWuIx5sdgcxutWA+DynzlrmbEBIhVIQIDatjZiJYNfik72NQuDt0zIGrXDFHOBDm+c88z4U/urBiAMsMGI+++iirn17tyJrjoTgSSVgJkyt5qQgEVy64ssJMzTyvqqgU9TLpB5QA37/i+5b+f+9HDDnCLiElYglWxVZx1r+c5ZCEenO9tO5p5er3Xu34bl6F3Ft+fYtVZDbvo6mxqaLW4Sb00erPr9V2wdgvdqGD6IzMN17VitjtdilEsOQtPxSqaC2EsAeDYyFIJWBxF0S1yqO1UJzUtD5bQdcLQfL5TjZvPgsjGAgUJWjbJrHIG2/cRiJxlRUoDVuJciHa2ItXljZhiWMGikBgSlXPnmqYCFYNPulPctizdsCzvdKO1j2tFhEPFAfY0L7BcwDL9MCZO2Wuo3AaVsMElABSGr458UCclRes5JqWa+jo6SCv5enL91EXrGPJg0scko09AYwFYyw/a/mgtYN0Js261Dp03Zk5ur97U2OTo83TJPB0Jm0VbcEINDcsvoGN2zdabZ/Vah2j1Z9fq+2COzhksx22Yaa7a7IidhJ+CFWNoOt6SU6xs3bZ9AyCQBEpjaKrfc9aMDT9kAfhAwSKOfRq8cNCgT17/t6x+hAiTCLxKbq6NiJlDl0vOL6Xs2YhMYvAihJjxoyVvP32Bjo6bnYMpkHtBdrx7rYZbfikfwrjeNsp3YQppbQ6XuwZ+2CYN21e1QEsMDLegFL+Z6YqKmv+dA03P3szA8UB6kP1XNx0sdVSmckbJN9f6CeslNs7BooD/NMH/4muTBfzps7jojMvonVPK+0H2y0CBqN2EA1Gaft0G8seWkZeyzNQHCCqRhnQBgirYaLBKC0zWli4fiF5LW+1e4YD4YphLTuKepE7n7+TukAdA8UBYsEYqqLSk+2x2j7tGI79QzXUYrsA3sHBHGYypmKVCjli2rTlqGojut5fMWglhKCp6R/Zu/emUgePHWEUJUBDwzJCoekcPvwflq7vxtRcqZgrjbBhOvargFBCvCsf4HA4h1vSscMtN0mZo6vrUeuedb2fSMTwQjItHc488w4CgSnE4y2lzV+M719f38KhQ1rFymkiFGhrhU/6pyhG0k7pDhL2wmU0EHV0vNgzdjuWn7WcxkijJe9c9Z6ruOo9V1U1VWvd08rHmj/GQy89RLaYRRUqU8JTPM3LOno6qAvWkSlkqAvUObJsMKZ0v3rhV0ln0py99mxrilcgCIkQeWkQvKqobNy+kYJWoC/fRywY44pzruD6xdezr3cfR3NH2dC+wVpVAJ6DVuZEcV7LOwrI/cV+4iFjhbJh6wauf+r6MbVbriWzrBYchgoapufOa69di71fHswhJ69UXEPXc/T0lA3PhAh71gJO7wdVgibgYBQ6GqCpF2YOgFLMME+0cJjXcHv3DA29dM2stXtXKDSdVGqBJVmpaiNLlux0fP98vgspJYoScwRB50qpsgYykeCT/imK4bZTegUJu+5sZvpmx4s7YzdhTtm6VxhXv/dqR1DpynSRfDBpDUIBRAIRVEVl+VnLHeZlF/7oQtZeupY5DXMQQhALxggHwtz4/hu5+dfl8X+EUeR98+ibDtuGgAiQt2Wqffk+Lmm6hLWptUQCETKFDP+x4z/4+Ws/J6AGrI4iKLd7xoKxCu3dlGg2bNngvA8MqadlZgvaFu2k2VmrWnAYavtAI+MP2czTDOlm2rTlXHDBZl58MYmU9qK7s6AuRMAzyxcS3pUzCH/7VDhSGrx9vRGO1NWx8J1+wu+0I2Y4WzvLCONdMHZm/2amb+7uZT/G3gFlDnkZ7Z+CRYvKhmvllVL1GshwcbL28/ukf4piuIXCakHCXbgcStMHb9nCLRXltbyD8AE0TUNXdVr3tHI0d9TqbgG49ufXktNyRANRJJLH/uqxiuve+qtb0aXuKOgCFFzFx4ASYFvXNgpagaJmHFvUi0b3j0upkEimhKew7rJ1Vb/zt3/3bSJqxJrCjQaiVu2g2t/BybSh+lDkYwxrGawtRJgzzriBmTOvsTphzjjjOvbvX0f1IS3V+rwdAjgUhTfqoWBr31GUKNF51/FC6H7+qCdjST6Oz4oIRuum9wrC2J0LR6bf0JBEUcI2z/2wo8BtOLKW9+FNpzcSCq2y7KaHWwMZDCezXOST/imK4RYKqwUJN4G7M/ZaCcstFUkPEijIAoVcgWt/fq1FoCbM3802zkv/7VKH3BRSDKuGvJYnpJT7+wSgoKLZ2DwSiHDTMzdVDHF5Ia/lUYXBSG7HTbvfv53wo8GoFSCqtbQOJb2NV1Do69tuda/YHSvtcNcDZs68xmZ70F/yw/ci/CCKEuS8837Byy9fWlEX0AXsbnR+wtieMcy73nUlBw48wJ5pMaTUQbqtmZ3/PuwwvPDN1UXQUcMwffnNCeFstsMxrAaiIptftKjNChqD1UCGg5O5n98n/VMYwykUDhUk7J0sw90WMJ1J05PtsXzxVcUgUUUoFdk+UEH49tZNE+4e/rxeJpRQIEQ+n2eaAi/PheT+IAfyBulH1AjfvOSb3PTMTUM8EaMDKFPIGMNXv1htEfn29HZLegooAcf3WvOna5gSLht6ef0dDCW9jfbGKtWQz6dpb1/qGLDyIh+vTiC7z42R9YZLBV1j5SREmFmzbmDOnJsIhRK8972/4KWXPmCd08jUdSsQCFGHkblraFqRbdsus46VXtqQ7Tz2APCe9zyOoqgOLd6UdszX3njjdnQ9x8GDD3DeeU85AprZs29m82BM5YKwMvLRaMk8mfv5fdKfRKgWJOwkZLcfGG6tQFVU7rv8PodZ2ivpV/j6b77uIG03Lm66mP/a819V3w8oAYekc/V5V/OTl37Cn9f1MysAl0WLPFg6fVbLgjRqEhJJQSugCMVh02DiQ/M+xC/3/JKB4gC5Yo7WPa20zGhh8Q8WW7YPkUCE7yz/DlPCUziaO8ptv76twvQNsL5z655WjmaPOjaGcUtvXkHBPuw1WgHAkG3sEBXk4958HCASaaqYWpUyh6rWo+saUvYjZY6DBzcwZ44RXE1ztPLxWRSlHtPAbe7cr7Fv3xpLejF5XlEieElDEEZVo8yceQ37938fKftRlBiKolrdNl6DWPPn3+sIWNu2Xca8eXc5evJDoXI2bwYcd0Z+vFn5ydzP75O+jwr7ASGEg7AGkyLcBNYYabSOSc5K8snHPukg/LAaRhXGblkFvYAqVK5733UO0jdtFEx554tLvsid/132f5nbOJdIMMJnp2QBnU/Wazx4tHxPUyJTaPt0G0seXIJAeBI+wJJZS/j1G7+2poW/8NQXKOpFh4lbtpjlll/dYgSOYs6qQcRDcUehekp4ChJpFZinhKdYAdD9zNxSm9ew10iJ307iRrZZ3gylpWWzw8bBsFBejZSaQ3fOZjtQ1VjJxyaMMalr/B3OmnUdBw58r0TemkWSuVyn605MTx/jWe7bd4dtD1zncULIikKwogRoaXmeUGg6hw49hJSqw2a5mk5/7Fi74zy6nmHv3htRlKjVk++2odi6ddmYZOQnaz+/T/o+KkjI7S3jRUhmIGgINSCRxENxFKHwm47f0NTYZJmmmW2XETWCIhR0qSOE4F//4l+5+vGrkVJyzZPX8Nu/+S1P7HyCeVPncVXzVQBWoHl0+6OO+60P1fPayhTTfvFukDpLIpJ6BY7pEBIhnt/3PJ29nZ6aflDtRQrqAAAgAElEQVQJ8olzP8F/vvaf3NF2B0IIq0hrtm+6kS1kUYTi0PUBR0vpQHHAkbDmtbwjANrhltpGa0tFr+KhV7ZZ9qEZsDJvRalj9+6/Ze7cr9mChWHIJgRIGUaIIDNmXMOhQw8hRMAiySNH2hybrBjQ0PUyveh60WqxNBBGUQTvfve/sWNHpfU2YO1s5b2Ru7dOb9g8q6XXtZK52gBCBKpIW9NP2ox8rOCTvg9Pvd8cltq0a5OnFGEfbDILt33FPu7efDf3bL6HbV/Y5nCaFEKALMkvGnz8Pz+OIhSrP74338t3P/xdx32ZxDc9GOC9Nm+WubKH6QefADUKxWOoah3XNeb4ZZ9hA/y7bffzO6BRgR7XzM8dF91BV3+Xo20zFowRFVGH3YIdeT2PQFhtnaZp3IU/utBaRYTVMAWt3EVkb3n1WinZpbaxtmxwE515nL3LRdf76eraSFfXRs4//7cVhm/2P5sOnNOmLSef7yoZrVXCCBbmbwXXxG8OKet47bWrEaJYkenbB67ccOvlbp1eVes5++zvA7B792pAc2TxXsHxZMzIxwpjTvpCiDeAY5T8laSUi8f6mj6Gj2ptmPYCrduN0syM+4v9BET5n5JpZbwqucp6TRUqxwplohWIChnJC+lMmvkH/w8vzYWsbnRth/bcgaYGUTUjkw/o/dzaCLeWOkVCAqIK3NUNX33HeC2iRgiqQb7x39+oGPq6bdlt7Ojawb+/8u9IXVKg0n8mForxpaVfcuyJa+4KdjR3lFt/datjJfD8Z563VkRDSTf2oNvU2DRibb/W4qHbWrmx8SLeeedx6/2XX/4w73//m47NRrymVhctaisVQZ3PyxzUkjJXaq00Crru4q6U/QgRw9T97VCUqG3gqrL10Z2d23V6c8cwcwZhMPvpk62zZjwwXpn+xVLKw+N0LR+jADtZCSG49oJruablGgArEJh7xUokRVkutAoEK5pXOJwmI4GI8wICNn9286BbG5qTt8dyvdw0Fb42DaYoAHnQnIXhKbY+8H4dbj4Mdx0pv/Y3i/6Gf335Xx3dRCoqITXEnf99Z1VpB4x20YASqNgE3dwVbNOuTdZQmwn3vgBDSTemy+fxaPu1Fg/dx+XzXQ7SB8Vz31w3WabTGz3OHmXWrC9w8OAGjAxbLWXxhue+phWxt39KKXjve58utXwWMAOIYY7WQGfnOqTMo2l9KEqU7u5WZsy42rEDViTSRDbb4Wi9tE8k2wk9n09TLPYghHpSdtaMB3x5Z5JiqD5xtx/+9174Hhu2bgAMLVtVVL53+fc4mjvKja2G/XBdsI4/O+fP+Nqyr9GcaGZ6bLolW2hu/xYJ02PTLRnJy565dU+rVRj95hF4rl/hP8/QaVSMTN6NAd2Qc648AH9w1W7dmjuAhsaANlAxsGUiqAQp6AUEgryWpyvTNewN4Icj3QxH2682cFVr8dB+XCiU4Pzzf8vLL38YUFBVI0B7WTeXVxIqodDpCBFAUepK/fwxFCXMnDk3MWfOTZ7y0L59d7k2Ni+Qy+1DUVQ0zdkx9PLLlyKEsLWODvD666uZNs3olPr97xeg6wOlzqI4QoQccwjuZ2RfqYDK2WffN2yXzYmA8SB9CbQKISRwv5TygXG4po9BUIvk0NTYZNgfl2wK7Hq3aZTWGGlk+VnLuf03txNQAgTVIP9y6b8AVGxYcsPTNzjOryhlnxvTrtl07wyrYVqvNlof7fhDXrDgTdg6B+Z5kP5BDRbtMwq6bnT2dFYGniqoC9QRCoS4ZtE1fP+F7xszAzos/eFS9vztHk95ptoG8MMZoqs1QIzFtOfUqct4//vfdBC1neBNP5tkcgfd3a3s3r26VLxVmTfvWwBWWyRQEZDMADNjxjUu0jc2ZjdaJ922C4bHj72DSEqjY6hY7EHTyrbQRvfO4AZq7pVKINA45HOzt4a6VxGnKsaD9P9ESnlACJEAnhFCvCalbDPfFEKsBFYCzJkzZxxux0ctw0PLHlqGlNLR7hhUgyhCsQjeJDG3lYOdwBsjjay5eI2jyBlUggSUgHV8an/Kac+s5fjAjz/Arf/PrY77FkKQlzDTa0cOYIYKuSpzPr9+89fWn93DYAERYNUfr0JRFK5ccCW9+V7r3h7YUs5RdKmzLrWuQuaB6hvAm+/V0o1Ta4AYK03avUpIJneQTj/Knj1fYdeu66yJ3kCgEWPI6hiKEmHv3pssLX3RoraKDUxMsgSjI+c973mcHTs+hrGqCNHRcRtCgKKoCFGPlEWECGHMW4dwdxA1NCTp7m513LuiRAYxUKtcqRjBpod8Pl11L10zuBlF735UNVaxmjgVMeakL6U8UPqZFkI8BiSBNtv7DwAPACxevLj6aJ6PUcNQGaV7f1owipPrL1vP8rOWe3aimAXenmyPg8CzxSxfefYrFRuRgLH5eGp/yvDkkZXp+Xf+5zuO34t6kY/EDNU3CmR0CAgoSogpUJDw4TrBkxnjn1FYDfMns/+EtrfarOGuiBrhI/M/wrMdz5Iv5MnLPEVZ5N7Uvdbm6Xbpa/NnN7PkwSUU9SIDhQHu2XwP6/+wfsymaGsJEOM57dnR8dXSMJbxe3klYDik2XvvFSVW2qGq3E5ZnnY1tX2jk+Z973uBbLaDYrGH3buvtzL1s8++j0Cg0bNryL56iMdbKBs1C+bN+461kUq1Z2TWMsz5hN27r/dcKXm1tELlauJUxZiSviiV5qWUx0p/Xg7cMZbX9DE0hsoozaBgFmpNr/mWGS0V2yS6rRtURSWoBi2SV1DQNKeski1mCSgBlv5wKVLKqh45Xpuf/E2DoF5I+nV4sBduPQz/eBp8tgEaFPjresmTpdPltJwjwzdfa93TihCCD877IL/YY9gDSyQb2jdw04U3VezeFVSD1rRyrZPKY4nxmvYcbKJXd5neGa/1M3XqJdZetfZpV2PDFUOXNzd5MWUYOzm7NXY7udr/nM12lGoJGRSljkhkbkVto5rVdCDQiJSVnvr27+1uaZUyX8r0T/3C71hn+qcDjwnDyzQAPCKlrD5v72PcMFhG6W4h7OjpqPDkMTcpMcnQJO/6UD33XX4fgNXK6PbRMTt5vAj/uvddR12wjge2PFDRURMErogrHNM1rjoIrf0QFEG+2FXg6QxsnAGXx4x/aJWUZLSNalKz7ufXbzgDwoPtD9Iys8UhfW3cvhFN16yp4mggOmoboB8PxmPas9pE7+HDmxBCr+itN6Z4e6tMuxqZvqoGHMQ50gBmOmq6jdHcxVuvZzTUSsldsJ4/fy3xeIuv6dcCKeVe4PyxvIaPsYE9KDQnmiuGtMxNSo7ljxEPxR0992Yhc9OuTZ7FU1WoPPXxp/jozz4KYBG/QLAquYqOng7uf/F+j8/B8+pZ/PXeXaQ14/g7/vQOvtH2DX7Z3885b8Lt08qSjxvue3HbM5iZqV36WtG8gvV/WG8Zrtm3Y5zoqEbIBilGsG+6YmxKEqog22pDXrUQ52CW0G4rBS8fnmra+1CBptr78Xhz7Q/vJIbfsjlJMVxrX/t0raqoDjJ0WzeY0k9Ptqeqg2JvvtdaTTSEGni241lWNK+wWj1Lq0MLAREgJzX+7PV9ZEvcXResY3bDbMOnR9fo0SW/nX4lfz5d8LNXf+b4fFAJElJD6FL3nLxVUVGE0RLU9uk2nnvzOfZ27wUYlb1uT1V4Zcv2HbcARxYMcPjwpqpk6j5XtU6kWjqUzF79chumseI0p3LtrqHDbW09WX1zRgM+6U9CjIa17/TYdNo+3cbG7Rstsrb33LtdO+3IFDI0NTY5VhPLzlzmOMa0RxZCEFACXLPoGofkEw1ECQfCdB7tpL/QT17LUx+q51Pnf4qebE8F6ZuE/l9//V9c9shlFbKShsbR3FE+/+TngbK1s91SopYNZiYLQqEEM2aUu5Xi8WbPid2hMu9qnUi1dii5tzk0fHgM2ca+gcrJtpHJiYRP+pMQIzH4sk/XAjy6/VFuf+52ClqhopvFPdjlRl2wzppYdcPuZW/63Ji2xQ+99JBDZpnTMIcP/Ljs4a4IxdLaGyONDBQGKGgFdHRyWo6clmNbeht3fegubnrmJgpaocLy2V1/MAu8G7ZucLSh1rJp/GSD18TuUMRtSEUqihJFiLJP/kgsJYQI0tJSbhGd7HYL1eCT/iRELUNAbvnHlHfAGM76yrNfQRFKRTeL3a8nGqg0MasL1hEJRKpec+kPl1rZfF2wzuFU6S4uP7HzCcfnP9vyWYcvzqOvPsqqp1c5jrnxmRsBo230T/7oT/jNm78Z9FkJBPOmzXPOEVTZNH6yw03AicQKq5NnMOI2FUC7EjhSSwmjnbPZ835O9a6b0YJP+pMQteyiZbpoguGR05xoZu2la1n55EoGigOIUp+223ffvqHK7R+4nVt+dYsl8Tz+V4+jquqg1g/2Ns3+Qj9NjWWnRbc/jRACgUAiEQjLG8g89u2+tx3nV1EdQWgwwq8P1Tv8huw1hmqbxk92eBHwUMRttIVqpVZOp/3xSCwlhrofHz7pT1oM1rKZ2p8ir+WtjNu0H1h+1nKiwag1kesu3ro7fPoL/dQF68gUMsSCMVRVta7pVUhOzkqiKGV/hVgwRvuhdqtltKOnw9qz1rzG2svWsrd7L9PrptN+qJ3pselWIfn0+OlWUABYnVzNP6f+2fM7B0XQ2mA9Gohy3+X3WfsFL1y/EIGgLljHty75Flc1XzVhpZ2hNlEfCm4C9jI8s59/rLPxiVyQHSl80vdRgeSspGNCVkppyRlevvvpTJpNuzbR1Njk2e6oCAVVUenJ9pDOpAHvjVkSsQSbP7vZsT/tDU/fQF7Lky1mCathwoGww+r5orkXcduvb3Po7c9/5nlrhqA+XM/nWj7HlQuu5MqNV3p+33gojqZpllWEIhRaZrQAzunk+lA9cxvnDkr447Xh+VigVk+fkQaGauf3s/HxhU/6PjwRVILlP9t0f/cKwTRLyxVzhANhnv/M847sf8cNO2jd08rqX6zm+qeut9o9+wv9ZIvZikJyc6KZPX+7h9T+FG8efdOhyZvF2HWXrWPulLmW9YNbb7fPENSH6rm46WJ6872Wj340EOXby79tbXB+NHfUcZ2iXmTZQ8vYccMOR/3DHriqWUGPx4bnY4VaCp/HY/ZW7fx+Nj6+8PAq9DHZkdqfsjL9aCDK2kvXViWv1j2t9GR7GCgO0JPtof1QO1ecc4XDl6cx0oimaxzLH6Mn28P9L95v7UOrKmqFPm4GFpOU3ZgSnmJdw7Q1NhFSQ6xoXlFRqLaTdzgQZkp4CsvPWs7V77264jo5LUdBK5Dan7IClzllfP1T17Nw/UJrxeJ+bmawyWt51qXWeR6XzqR5+OWHefjlhz3fP1GoRWqxE7eUBQ+rhuM7v4+xh0/6kxymNGMnHztBRoNRq2WyFhzNHa14zTxfxUYqwJo/XVM1oJgSix2xYIyWGS3WPSdiCZ7/zPOGP5AaRgjB9Nh0dtywg0f+8hGHdNT26TauveBapJQO8l5+1nIaI41EAhHHtoj21Y09cJkBodr3ND2L7v7d3RUBwlwZffKxT/LJxz7JgnULThriN6WWhQsfqZrBHw9x13J+H2MPX96ZxHBLM2bv+XA84JeftZyGcIO12clXnvkKF829yNGDbxLukgeXeJ7D9N53Dz119HRQF6yzdrsKq2FuW3YbF/7oQss186mPP8WzHc8iEOS0HCE1ZMlFXnbRA4UBq4PHLi3tXLXT0Q5q/97Vto10w3xu61LruPt3d1v7/9rlKy856mRq/6xlUvV4NPjRkHJqqSkcb0F6IsMn/UkMU5oBo/e+dU+r5Qk/HA/49Zet59onryVbzNJf6GfxDxbzwrUvOCZ0N27f6Gh7DIog0VCUW351ixUw7ENPJtGG1BCKUNClTlAJcsdv73C0XX7gxx8gFozRX+gnokY85aJ0Js261DpyxfJmMNWM0+y7eZmftbeh3nf5fYNO5CZiCVYlV1kFbPc1Bttl61RBLcTttWvVaJBwLTWFsdhkZiLBJ30fx43lZy0noJT/KWWLWavNE4xOnVwxR3+hn3goTkAJsPbStQCsfHKl9Tkz67X34pvbMoKhp3v55piWCl6e/PaZg/5CvyXdrL10rWUVbTqIuucSoHJ62T4sVg2DrZQG22VromAkdgy1opZisz+JOzh80p/EMLVsU94ZjnZvh9lqufgHi60CLWDp3mbLYywY40tLv2TtPJXOpD2zXjfRmjDlFSEEmq4hpWSgOEA4ECZbzJLX84T1cIWcUtAK9OX7iIfi1vUBhz+QLnVLRrJvizicPW7dz2Qw6+pqu2xNBAzHjiGdz5Pq7SXZ0EAiFBry3LXUFPyC8eDwSX8Sw8w6R6OvvDnRzAvXvmD12IfUkEWQdtK0bzVYLet1t0mu/sVqazN2U14BrCy9/VC7dYyXnOKeHTB3+LJbQ1ebSxhOfcOHgVrtGNL5PAtTKQpSEhSCHcnkkMRfS03B7/0fHKKa9e2JwOLFi+ULL7xwom/Dhw3DHTbyOt79Wi3nNI/pyfZw/VPXW1n/I3/5iGcGPdg5q+3wBViB4rG/eozLf3o5UkrCgfAp12N/sqEWTX/T4cN8YscOjmka9arKIwsXcsVpp53gOz81IYR4UUq5uKZjfdL3UQ1jMWw03HOOxj1UCyD3XX4fjZHGYQUj+/kmSuY/XIllNK873EzfhzeGQ/q+vOOjKkZiwTza5zxeecXdfWNvu3QXUWvpWDrVp27dOJHEmwiF2JFMnpCAM5nhk76PqhhpEXO0z1lr+6gXzL54s5D8/Su+P6Lz2M832oGwVoxFRp7q7aUgpSWxpHp7ueK008Yt+0+EQr6kM87wSd9HVYxFEXO8C6NNjU1WV05/oZ85DXP46M8+OuJMfSwCYS0Yq4w82dBAUAjqVZWgECQbGnzZZYLDt2HwMSjMLHs0yXkszgnelhIdPR3EQjEAYqEYz3Y8a2Xq1ewUhrp3t8XDeMCekRekJNXbOyrnNSWWRxYutMh9rK7l4+SAn+n7mBCoprUnZyUJqaEKu+fjydSPR24aKbwy8tGCW2IZy2v5OPHwSd/HhEA1rd1LTjoV++5HWvQcqTZ/7/z5ACyfNm3Iz42m/n+iOokmE3zS9zFuGGmrYy2fG0xrd2fmJyJTHw0Mt+g5Em1+e18fS7dsQQJhRWFHcvCV0Gjq/34tYXzgk/5ERzoNqRQkk5A4cVntSFsda/3cqZrB2zHaWW61zpzBrr+0vZ0+2z7F5v3Y78t+n+5rtHZ30xgIeH6Hob7fUPfrrwJGBz7pT2Sk07BwIRQKEAzCjh1O4h/HgDDSVsfhfO5UzeBhbLLc4Wrz7oKtAJoiERakUuR0nbCi8PyiRSzbutW6z7ZFi6xrqEKwevduNKj4DrV8v8Hu118FjB787p2JjFTKIPxjx4yfKVunihkQPvEJ42d6bDfyGGmr44lqkRxvjEXHjFdnzmBoikRASuoUhbiqsvmCC2jv66OnWGRA1+kpFtlw6JB1nzldZ2M6TduiRTyycCFr589HA8/vUMv3G+x+/Y6i0cOYZ/pCiI8A9wIq8KCU8ptjfU0fJSSTRoZfX2/8tOuz9oBQX2/8fsXYZckjlV8mgmxTC8aqY2aoOoApmTRFIizbuhWEQAE2t7TQHI/T3tfnOH5eJEJQCGKKQr+uc8/+/aw/cMDS/qt9h1q+32Dyjd9RNHoYU+8dIYQK7AI+BHQCfwA+LqV81et433tnDFBNwhlK+vEx7jhezXq4n7dLJlJKEII+l/lZOp9nwe9/T05KwkKwc4mx+9m6zk7u7uwko+vEVZWf2o6vdg/u9+y/A0PKN76mXx0nk/dOEnhdSrkXQAjx78CVgCfp+xgDJBLeGXwiYRD9SVDk9WHgeCwJRqJ5p3p7yek6GV2nTggEEFEUdCkNqad0TzuXLKkg2xWJBGv27QOgT9NoUFXr+GRDA63d3UD1lk/3/d47f74l30QVhdbubq6eMWPUns9o4lQPPmNN+rOAt2y/dwLeG6X6GH+4A8JJ0unjY/gYbqcOGBp+f6lTZ0BKokC2tPK/cOtWdpYCh0m26XyeTYcPk2xooCObJVqSeAAu37aNPUuNvRQWpFL0FI09jBtV1Vod2FcMa88+20HyR4tF1NJ2mgO6zurdu2uaERhvTISC8lgXcoXHaw49SQixUgjxghDiha6urjG+HR9VMc6FXR8jg0m86Xze8fpINO+ObJZYKUMPKwpF23v9mmZl6+Z1F6ZSfOzVVzlr82YaVBXFtuexxAg8rd3d9Gua9XpG07hr3z4eTafp0TSjIKxpBsmXjhnQdW7t6ODKqVMJls6pUdlNNNRzefjQIR4+dKji2RwP3M97IhSUxzrT7wT+yPb7bOCA/QAp5QPAA2Bo+mN8Pyc/BtPgxzILH+fC7mTGSOWBwbLMkUzsJhsaCNnaLXVdJ1/K9PNSsnr3blricTqyWXqKRUsKArj8lVd46txzuXzbNvRSTeCVTIZ/evNN6xwABeDuzk6iwpn/TQkEWHv22azctYsBXeeopvFjW9Knlu7P/byAij83RSJc2N5OTynYNAYC1irleOD1vCdCQXmsSf8PwNlCiCZgP/Ax4BNjfM1TF9WKq+NRdB2s08fHqOF45IGhJJyRaN52uwWAr3d08MNSW2ZBSpa2tyPAkl7s6NU0Nl9wAcktW+jXdW7u6Kh6HQnEFAUdY1VhXi+qGGLDgG0gLFSSf8xir/m8VCFASjSMoIAQaFIigaLt81ldZ11nJ6tmzx52ULUHzWrP+1TfA2BM5R0pZRFYBfwS2AH8TEq5fSyveVIinYZNm4aWTKr11Q/Wbz9a92AWdh95xO/kGUPUIg+MpoRTDel8ngWpFCt37WL1669br/97Ok2hlKkXpKSo6xzTNDQpuW3OHCKKQp2iECpdvyObRa+hA1AAt82Zw7fnzWNtKdCYq5Nvz5tHnS2o1KkqLfE4mw4fprW72zEXkDP/LCW50r2BMyjldJ27OztZmErVLPWYweUTO3ZYn6v2vM3geioSPoxDn76U8mng6bG+zkmLWrP0dBp6ekBVK7Pt483Ca72Hap0+PkYNQxF3rRJOUyRyXNnmo+m0VWwd0HXu2rePlngczXaMXaaRUnJXZyeBErm2LVpEIhSiKRIhZzsuKgSSckE4ABQxCsU3v/EGAGEhiCqKVeC9/Y03UBSFmJTcNW8e58Vilv9PsDQ3EFUUAoAORoCQEqUUfHQp+cV557Etk+HZI0f45TvvWDJULQXtdD7Pus5O8lJaLasTJav3gm/DMNaoRSu3k7Kqwn33wfLlZWIerL3S1PobGuDZZ2HFCmhudr6/bh3kcpDJ+Hr9CcZQ2nstEk6yoeG4OkjS+Tw37d3reG3t/v0EhSCAQbB2uQWMrJ8SKcYUhdv27uWSadOYEggQU1X6NI2IovDtefO4/Y03ELrOgK47isMmclKSKxWKGwMBCqXzmlLP5a+8Yvn/1AkBQiClpE9Ko2NISiJgFYzzUnL5tm0EFIWCrjNQuk6/rlutp4M9i4Ulm4n+0syBfTOZiUb44JP+2KOpCaSEWKx6lu4ODI2NlZm4VxZuBotsFvqN3aFYswa2bTOI33w/nzfeH+wezPP5LZtjjsG091oknOPd4jDV24twafSmhh8Wgn+YPZs733rL+aFS5h5TFDK6zuPd3Tze3U29ohBQFOt+r0okuCqRoLW7m9Wvv05e0+ivIv8cLa00zDsZ0HVu2rvX0d6nSYkQwlo5mC2iWde5srpOEGdtIKaqdGSzNMfjVZ9Fa3c3A6UAFVMUvjRrFqtmzwaGHhY7VeF774wl0mlYtsz4sxDQ1uZNptXkm6F0+FTKyOBNwgfjf85vfKNM4IUC9PVBXZ0RNKrdg9+yeVKgFr8cr8DQduQIczdvZsWrr1Zo2e4agdm1E1dVwq5z56Tku/v3V3Tb5IGnzj2XK971rorj15x5Jn83axaPNTdbNYqrZ8xgZzLJ3//RH1Vcw8Qte/dy/e7dFHXdatUUJTknrqpG7UBVyZaIXGAEHQFEXeeKKArhkmeQeVyoStC0P5fVr79uBYqgEFbxdyK0ZlaDn+mPJVIpI8vu64N4HDo6nNKLCS/5phYdvqnJSfgmnnwSnnnGIPhg0Lh2JmMEkGee8XbbXLeufK++BHRC4bUScGfxdonotUyGD7z0kuN4e/bvlbHuSCZp7e7m/z96lO8fPOj4rAIoQhARwiLcOkWhV9P42ty5bLS1VoYVhds6OihIyZp9+4ipKgFg7dlns3zaNFbNns3aAwfIFSuFnryU1vlNBIDnL7jAahO9btcuACJC8J2zzmJuJEJTJEJ7Xx9f2LmTXOl7bb7gAqaHQrR2d3O0WGRKIDDkcFeqtxettIKIKorVMQQT2+vHJ/2xRFOTQbZg/GxqKr/nllLc8k0ttYCODkOyMTP5970PXnzRCASqary/Y4dB6HffbdyDEMbvq1Y5g4u5YojFjNWC/V59nFBUI26T1D/88suO43Vw9LGbGWtcVa1WRoAvvv46eSkRQBAjm69TFCKKwmPNzTzxzjs8eOAAUgiCQtAUidCRzfLb88/nicOHmReNMiUQ4Lpdu6zCaV9JZ1+5axfR0iYsTzQ3VwQlMDpuokJYmXZICNY0NdEcj9Mcj7O9r8+Sc3JSclFjoyXVdGSzCEWhUKoldGSzTA+F+OLrrzue02BwE7vZRgoj36nsVIBP+l4YLW27o8Mg40zG+Glm+tu3Q2lknVDIIGZwXrOWjp1k0vi8ecz3vmfISapa/kwiYRD8+vUG4WcyRgBYv768uigUyveoacbnly3zWzdHCcdbELQTd0xR+Nvdu7n+jDPo1TR6isUKjfaX551nXacpErF65DOaxt2dnaw/cMDyuukrBYMvzZrFikSC9r4+jhaL/Pkrr5CXkoAQXDtjBleedprlo69iZPIt8TjP9fRYhC+kTkhRyUnJgN3i4WIAACAASURBVK4TEIJUb6+nNBJTFJ4+7zyeOHyYHxw6xDFNIy8lt3R0WFm6OTHcp2kV+rxXJj6SWsdg20KeLF4/ow2f9N0YzUGoZBLCYVCUMgmn0wbhm5a18Ti0tsIXv1h5zVoM0e691/hpdvt4fcZ83Z7xK0r5ODO4lJwWHe/XKvH4RWBPjIZXi0lwZhF1Y1cXG7u6qBOCUEn3RtPQgV++970smzrVuvayrVuRpYGmqBBkdB1FCI4Wi0gM7TxU0rLByP4zpT54E/cdPMgDhw4hpbQI/tpdu8jpukUg0/SjbEt/ju+et4n738khSquDZEMDTZEI3yiZs5n4t3e/m49u305BSjRdJywEOSnp1TRrldC2aJFVewAcnThembhXIDCfv9l+alpGe/29TBZM7kKuV6F0NAahTHgNPKVSVieEA/m8cc18vnxNU/IZrPB6/fVGwLBf0+szZsYfDjtXD/Z73Ly58v1a4FUErnUgbYJjNAqCJsG5i6j9JTJfO38+9y9YwA8WLODdsVjFtTOlrFuxWS7csncvBV1H13WrANva3U22NABlR1bX0UsykNlWmdV1JIbNAsBHs//DGfphBt56wnhBSquXf3ooxKdOP93y2omrKi/29VnPhRLhmxjQdQpS0t7Xx42zZ1v3uWzrVkeB2j0k5VUET/X2Wv33fZrG0i1brMx/ohZqh8LkzfSrZfSjbUdg1+rNAaxg0NDOhTCIFqpr/9XufajCq1fmPdhKwPysV0F5qAzeXX+otnKZhBitgmAiFOJrc+fys64uq6WxrpRNt8Tjji0MTcJzX7utpYWObJY3s1lW2aZwL9u2DaVkrdzvKqyaGNB1njv/fPblckbHi2s18Kn+/wLg431P873IcuKqSntfH+19fVy/e7c1OQsQEIIViQTrDxygXlWRGN04A7brCSn5wq5djv16ha4POmzlJeO4n7dpDFft72Wi9ubbMXlJv1qhdKx85t0DWN//viHJgEHg0ahRSLVr/17naG2F1auN8/T3G/JQMGgEik2bykGqmkRlEryZiXuRuz1I1SJ1uQMl+OZtJdRSEKyVaJrjcbYtXszGdJpLpk6lV9MG1bKhUrNujsd5+NAhx3mLJUsDc+rV3mcTBnIYPe+9msbVM2awfNo0Pr9zJ4+/8w4A9XqGZN6oS/1x/lXq9Qx9xLhh927LOsGECtw0ezYd2SxtixbRkc3SFImQfPFFxwr4L047jZ+4VolSyqpBs5qMlgiF2NzSYk34hhXFes5tixaxMZ1mRSJR4fMz0Xrz7Zg4pD9cTXmwjH4s7Ai8BrCgPDw1MGBk/+Gw9+rCJOCBAeM/MALEJZfAkiVGnSCfh0jEKNKa14rFnN069nOZAWjNGrjtNqOIayf3Wp033YESfPM2GwYrCA6XaJrjce5wDRsNpmXbNzA3A0uL6/N5KYkpCkFFQQUru44LQUBVCZXOkWxogPwREpl9fHtaPx2HXkcCH8xtIS+CRGSBvAjwuf6n+O/wBShFhaw0zrVPPZ0epR4NuOWNN6gr9dXvSCbpyucrJne7vDxzbLMDXuZopgtoTFEcga85HmfP0qUVu3aZqyNzu8eR7ElwKmJikP5Iiq/jvXOUV5CxD0/F4/ClLznJ2Q7zWJPww2Hjz48/bvxnIp+Hzs6yhNTfD/fcU+7WcZM5wJe/bHwOnEFiOFKXO1D6u3LVhFqJZrDVgNdqYtPhw46OH9Mt09ylKqIoVo98WFH48uzZrEgkuHDrViIYGbnZ+273+rn4jW8S2/Vd5ooQf1DCFDFsleukMS/SIAf4+rEfw7EfG+eWRSLk+VbsY9w05fOAIbGYBeXW7m6u27XL4fMD8FxPT8UzUErdQKYNhb04a98Qxst+wR14vVpZVyQSE7Y3346JUcgdafF1sELpSGHKJtu3OwuZXkVdO6mGQtUJH4xjVdWQgRoa4DOfKUspbnR1Gdf48pfLffz252JaQ5j/Y5iEHwqVWzoXLjReG6nz5lg82wmIWjcMNx0gF6RSnhuFuIua9o4fTUr0EsGZRBmxZc0qxvaHHdksWmlgSgjBxtK/3aZIhKVbtvCxV19lVv+fcXP95yhIQVA7RlTro07POO5liuy3/tOF4Ob6z/H1KSsBYw5AlK5vFnaLLsJXcer7YBSQQ6VZgbvefJNMqTBrFmfb+/qsDWHM9s5anntcVa1W1mVbt9K2aNGg09ATAWO6MfpwMeKN0U+WTb7tXjdm33s4PPj91CpLpdOwYIExRKWqxjWqLYGfew56ew1yX7bM+VygPIxl/t0rinHObNZ4HYyVx09/Omm1+PHEUJr+psOH+cSOHVYxNKoo1uDTYMS0va+Ppe3taLrOQOnvWgDbFi9meijEo+k0X9m7F73kVf/0eefx0e3byUtJRtOoUxSCQpCX0sqigxgdO3+c38ET3bfRqPcRpfLfYZYgPUoDfzZtDS+E3g0YXTsrZ87kwYMHDZ8fRak6uOWFh845h7/bs8faLMVEnRDcv2BBxWDWUKRtumuaG7zbN4Q/1TCcjdEnRqY/Vl7ww207tMs1UhrEP9TKw8z4U6nydbZvh7//e0OSMV9LpQzNfWDAOL89O//yl+G3v4WvfQ0eewwuvxw+/nGD8NvajOfS1mac49FHjXNkMob0Y3ZH3HknBFxqn13O8VswxwxD+bObWal9w5GClLR2d3v67pvoyGYRYBE+GJl2RzZrXatf18mW2jov27aNx5qbuXzaNCKlnv4BTXN09KilLp8/hBayIPETDqrT8EIuMoOlZ/wbr0WbHV44LfE4svQdNCl59sgRYkptNLRy9+4K909K368lHh/Ss8iNRCjEqtmzCdsM4yaqpGPHxND0YfSLr/asHYzWSq+OGjtMucb0uqmrG1oLd69SHnsMPvCB8vs332xYLbe0GO+HQs4MX1HgmmuMjp8VK4xrmX48pt9PMulcgdhXd9msIS+BsUqoqzPOuXmzd+HXvaPXUKsU9zH+EFdN8PLaae3uZvXu3dbOUatffx2tlKWvnT+/YqrUnMatK1klx0qDWGah122vXJSSS19+maKUVu6ec93XdTNnMr+ujlcyGf7P228xU+vGC7F8FzedOZ/6UMzactEk1KAQ1CkKBSl5XzxOWFEQQpDRNKsdNSYEBZye/tXIyj6tOxr1kImOiUP6ow27WRoY3TF79gxOVPbicFNTmXAHI0R7v308bnTR2HHsGKxcaWj5bW2GmdrNN5ff/9Sn4MILjVWArjsN2HS9smBsRyRiEL0Q5euahG8GuGozAWYgyeXK8wbuoGiXpMJheP75SrnJJ/4KVOvoMdslU7299BSLjv73z+3caRmPmb41S7dsQZcSRQieO/98q8XTLPS67ZVVqGqDbOKfDxygTggiqsqWM7pRDoZAy6MpURQ0iqgE9QEyUuGpV3/G87ELWVcyXwOjgLrhnHP4i1dfBeCjr75q3VuDqvLEO+8wPRDgrrfeMjZKkRIdCNg8gS7dtg1NSqPrqBTImiIRNh0+XEHctXRHTVS7hWrwSb8a3Nm5lEP3m5t99ADTp1dfGXj129fVGaTqVdMYGDCu394O555rBACzi+eBB8rHubOUb33LWTCORIzM3kSxaGj5mmb8l8kYhd+NG42icleXEex03bieORNgBhJzYxbwDoqtrcYwmvkdNmxwBrhJ3L8/GAbr6LEbrdkpOyclOSlZsmULv7/gApa2t1utlzEh2JfL0WiT7+z2ylIaO1YdzOUqffQ90C8lQtcp7P0JIa2PjAjzw8ilfOii9YiXb2XO/n+jQfbzyf5Wnoq8n8+89poxEQwoiuIo3Erg2SNHWJFIsLS9vfx6SXKqV1XuO/tsGgMBmiIRNqbTKELQr+tEhGDlzJlcM2MGF7a3k9V1VCH4fSnwDfUsJyt80nfDLj9s3myQmZTV++ftn1uwoExyjY2wc2dlJuvVbx+NGgQMxmt1dfChDxkEf+edxuvZrEHEP/95+XNueGm76XR5BdLaCjfcYHy+UDCuaRK/ojhbPO+91yB1s7BbV+dsKU0mHX3TwNAkPn368CaPTzEc7zSn+fmmSKSm1kHNIyvP6DobXMNXUJaC3PbKj6bT7B0Y4KLGRtZ1dnpeRwU012sBPc/sd35Fr6jjr6Z+ndZIki8f7mOD+DRLpi5g45H/j8tzmwnIIkURKBO9plV49etSknzxRWuVYXrmu90v7TtcgbEl44aDB5kXiZSLu6XAt3fp0oqpZFUIeopF0vn8pJBxqsEnfTu8tOs9e2rToM3M10QuV/6c/fPufnsoE71J2opiZPCplBFszPPm80ZHjRcUpVyUNfEP/2DINmvWwJQpxgTwk086awZgfC6VMjL8e+6plIFM2FtKEwkjKCaTxucDgcqguHy5EfxMeae+3viZzQ4+eXwK4ninOb2GqUwd3C1XmPJONSFmXiRiZfG6lFx9+uk8/PbbZEpTt63d3Vw9YwZdpU1EJHD3/v2WsZkbbtIPAhEBP6n7MF+Lf4q0Og0BTA8EyEnJLyNJmhP/yv9t79vD5KqqfH+7qqu6qrr6YSBtYJxABwPEwL0EuB1nLreHq0xwBhWZb7AjBvXimCgkHxoFRAiOhJc4wmCaN0QkEAg4AqbxgaCmDV5ogWakY4hJ6MgNku5kpBP6Wd1V+/6xzuqzz65zTp3qquruVO3f99VX3VXn7L3PPqfWXns9fuuqdx9EFdIY18RMGkAMdvWrb+/d69D+hRB4waKM4PyA/vHxCR6hmBDIgOz9aQBvaOGZadj1BHR/yMU7d/rObyXACH0VXhmouUw6bMPnhCmA/m5qctq0d+ywTS2qiYadp5wpyU7UpibnQlJVBTz4oPs43DhTRkbsHQJA7Z90UvZxjz5qO4LXrXNvn01FKmbPJpPSqO7us9DYSNfM83PGGbZ5qcwydQs1I+jn94yMuBZS4YVBWPTFjIQQyFgmlDMbGmxBt2sXHu7rm9COhzMZrNq1C0tmzcKmvj7HwpHy4N3RP73oqKOwsa8PK+q/jIQQaD3ySFx89NE4d9u2iTEdrDoCVx7xVYyk9T0CYRRAFMThzwI/CiAaCk0wYc6ORieuNywEhKQauRGQmajaWiAvmjMH9739Ng5ZfcUsqgVGYzSKhqoqpAHXZLVKWwDKI2SzWMiXbE1ll2xpIUflhg302rGDbPD9/STc+/vJvMKmlnvuIS24tpZs7S+8QFr87t229stFUgBaNC64IFu4h0J2klUiBqxYYf+vY2DAJnhjfO97FP3D13DdddSXivp64Pzzs9tTw0jTaffQVI6q6umhYwBa8NatKysnbqHEamqykARcC3qrC8OIpHq2AMW/33zccagCxeG3vPoqAJCgsxgmq62QSYDMQp2HDuEsi4KZEbdCF2tCIaiiT6dIuEDJXI2GQvjoEUfgzdFRjCnPphQCzy9ahA0nnogvzpkzMVaANHSJbJOREAJPn3wyekZGspkwMxmMS0mJZgCuO/ZY3DF/PrY3N2NhMomdixdjw4knYsOJJ2KHyy5LvT88knfTaYxmMvhgVxcu2L49q8xkucIIfRX5xvs/8wwJPM4E7ukBli2jF0BC36ufZctoYeC+ABKaSik6NDWR3TyZJEH5yCNORyxgm1aOqAZuHgWWfjQ73t4NVVW0w7jiCmqTaZ27u52+gRtvBJ5/3plHwMhnkVSPjcdtsrlcKDQ/YIryC4LUttVr1ernd5xyCiCJ1uCMrq6szNvmurqJLNaU5bhlPvz6qioKe7Ri+HUmyWohUGUtKlwF69zu7om2a8NhPL9oETYuWIAXTz0Vyaoq19q2UZDjteOUU3DH/PmAEPjSzp344h//6NgRCCHQMzKCZXPm4Fvz5qEmHHZkAQPZQj8M4Jzu7gkBrPo2pJQYsiJ2BjIZfG33blyqMIVydNOyOXNc5169Py+ceiqiLgtApVAsl0dGbimQK57cz3HLlbE4hDIWo5ebYxeg408+2S5i8tprZDpZsIAEciYDfPObwA03kHCuqrIdvwCZWD6YAlYA+H4UeM+5lITlB9W8BNACMDzsNNckk1SNy4smmaOQDh60fQa5sorzidEvNNN6pmRqA9j25xQ+uKMTCEtEQ+42/yCZtw/t24flf/wjxd2HQlhx9NFYlEx60iv3pVIT9uxUJjNRaOVQOo1P/uEPE+aYeCiExz7wgQmTUl8qhW+/+SZucXHuRkBmmG/Pm4ev9/RMlEhMCAFhvaKW2YQrcb07Po49o6N4eN8+pC1TjRoeWm3RREMIDFgmro0LFkywiOp00AAKyqBVneZu83a4IZ+MXGPTdxNEQYQFmzYAp7lCr4yVSFB2rVqTVu9v0yY7YUpK+r+5mTRujrtfu9YujZhOO4V+Og20WH8vTgHX5xD4VVXZhVzGxmx6Z74mfvjd/By86A0P0yKRTNqlH70Ea74JdLlYPnMtIkFZQkuMvj7gg587hIEvSyCRRhLuNn8183Y4k3GUHORjl8yaRRTIQiAsBNa//TbS8LZNsz07lclMCNlzurvxwqJFiMDmuKl2sYNfMXcu1u/bh0FLC2aMARjLZHC5ltwlhMBdxx8/EV55RldXFmVCXAh8Z948nNnQgDNefRWjmQwiQuB2q/xiy6uvOkxkHKLa8c47jna4lkAh9Ql4Tk1yViXBS7i7FQVpaHAKF920weaKzk6n3T0Uyi5CrvfX2kq2dNb03/ve7HBGIWhhOXiQonIYsRggRoD3W//PR3ZFCh3j43SeGhkUidBYa2sphHPdOvua3Ew4agw+YMfeu9E4TzYD1898FGRhLnZBnEmisxOQ2+uAcQEMhYG4u7ByRJooIZa6MGYhpSZoxUMhdA0MYNmcOVnt1oXDDq1aWlWpQqEQYpaTdKtV5Uofzw4rrJOjfFRkAPzbvHn4+htvTHDVc1Zw+4EDWRW4AKJMuHz3bnSedhrWudSn9RLAz2pC/2NHHonvzZ9fFCFtkrMqCV6aoCoswmFKotK55t045NvbiQFTNZs89JAzdNOtv4ULyaSzfj1w332UcRuJkAD9whdoDELQOZf+C9CoRMtE0yTox2GzYZ0JYJv1faQKiESBfWPAkJV9y2Rr6uKUyZB/IRzOFtAdHbT7aG31FtzV1dlF14HCzCt+9NdBtHif89W1iJsrFTNEczNQPRQFLmmGWHAILzzgrVHqmbde1AEfPfJIbBsYQNolKkcP8Tzntdcc53MmblpKjEiJWouPZ6HGs899HROLIWHV51URsXwJL5x6qoNmof3AATTFYqgWwlX3SEmJ5ldeQdjS1tX6tF4CuLWxEde9+SYkyFm95phjKkIrLwVKZtMXQvwrgC8AYM/kN6SUP/E7Z8pt+n7aIkuF/n6qQ8vCZePGbOGi0g0wrQFnt/L/kQgJTz8agvZ2iqLh4ieDCmUtc+4sBfAxWLFuAKqjwGgKSCjjUZgYUAXyvm0G0K78qL1i8Z980in4/Xh3+JqjUeDznwfuvpvGHI/b0Ul8PV5zp87hFNn79RoyQPaaXmyoydq5XB+B2kulcEJnJ/oVM18yHMYjmo27/cABLP3DHyYEdiwUwksWT/4JL76IUSsKaMfixVlCVLd7s8kJoIpa4VAIIWsBeWHRIkeIZUQIPLFwIZ46cADxUAi37N3rIH5jeNnltw0MZFUI259KTVS6clugKhkzyaZ/q5Ty30rcx+Shc+WoQkctK5jLRKCbOhIJOp616aEhEuI9PU6tGXCWLFR3GONaoBxHcWwCMAjgPFiCXhP4gPP/UQCPAvh1DQnnjg7aUXzve9l9AMAnPuGs39vTY2vU8Thd67Jlzhh8npP16+l9eJhMPNdfT1I1l3lliovgqJuEeNwecqnN/qo/vKMjNzWTCq9KUTp0s1FzXR2qLRZLAUyERNIHwjYpuvSnJ4t1DQxMEL5JK+ySnbgffOUV3Hn88Y7CJP/42mvIgJy0vzvtNKx76y3c/fbbE31ELL+EPuZtAwM4+aWXIAGsffNN1ChVtq6dNy/3ZBn4orLNO4AtbP1qynoJF1bftm51tnnzzcAxx5Cp58wz6bPBQcvhamn6nATFKiZLAX6vq8vOnAWIrGQzgJ0RYNUYCXi3XW4KtDjcAuANAKtXUHgmQMLZTeAzVD6dp5+2zUDDw0T+dvAgxe3rjtl16+j74WE65rLLyOxzxx3+6u1kHa6TZFbVrXcA+bZLafZXL7GmhqaWN4C51ji3bF8W5mr0zU0utBaqD0CNVJGWsNedxRzt0zUwQOGRSrKYanZqisWcXDnWO4dYZqzsWYDcS10DAzijvt4h9CFldkABkJU0xlW2VId2sSgvKsV5q6LUQn+lEOIzAF4C8FUp5Tv6AUKI5QCWA8DcuXNLPBwP5BI6bsJFD9kUggRcLGYLxPZ20vpZiC5dStJlYIC07lCIQjKTyWwpAGQTpKl4fQy4JgFcPQS4CYx+AN+A06G7fz/tMsbGgs1LJkPc/GoEBmvxV1+dHYK6ZIlTdR4eputtaPCXalPscFWpiABirc5H654MuFgZb6KA4GucV7bvDsvpe3B8HFf39ODKnh5cs2dPVtgh28n1Eooqv01TLIaH9u3Dyp07cVC53zHrOOasgfV318AAHjrhBCx9/XWEpISwuPK52HgiFMKVe/Y4rmNRMomEoKIs4yD3k0qZwFDt9wBx8agO7WJTXhyuYZqTRUFCXwjxLIDscAHgKgB3AlgLUgLWAvgugIv0A6WU9wC4ByCbfiHjmTQmI3R0rp3qatJs1ciVpqbsSB7+P5Wy+evTafp7aMiWAv392QI/EnEK7L/7MNCw2X189aBfFePOO8nJyvH4auROTQ2ZbGpqaCeybJmtgY2Puy88zC3EJjDeCbE0VZ3fueZzqusVW/BKPwCKS/vf10fTCtBtfvpp4Lzzgj9ulJQlEJdhhGELP3b6th84MEExwIsCx7ermqyeNazG0Z/R1YVRjdoBANKZDN4F8KWdO1ElBDJSTtAdABQ6OSQl4uk0ml9+GZFQCBlQolV9OIyUVSGLwzFDoRCiUqLG4s8JA1kkaLOjUax7//vxxsgIzj3iiAmbPkA+CubhKRblRaUxbxYk9KWUZwU5TghxL4D2QvoqKXIJHTcJwNmyjEiENPrXX7d9BC0t9jGJBGnu115LiwOTrKXTtBgMDZFWLAT1w2oog3cGqtA/+2g7rXEUQDQMpNLkZUsDOBkA78A5ooj9CxdeSDw+nNG7aRONZf164KabSA1du9YW+OxnULmFmpvd7fFLltjmq3wStqYwht5vc1fsnC61nEFtLfDmm0RiCgR06vZHgc80A02HgJ464MWoY3enC/OmWMxVk9ULhgDApbt2ORy0OvhpG7DCQnVmTw4FHQZIUbAWBJUSmReg0UwGg1ZSWdv8+QCI/ZNJ0DiKRx37FXPnTiSZqTw8YaBgyotKqpalomTmHSHEUVJKNuCdB6Db7/hph5d9WJcAHR1Er7BqFQlhphy+/nrSpG+5hQQiUyGwkF292iY+u+YaO0GKNXyAhOqhQ2SGWbQoeyy8gFRXkxll3p+BPgCIAn91PrD0R8DHhilkMw7gDNhCX0UqRaGk3G8oZEccAZQHoGr3kQjw6U/T+NmOu2gRLUxdXc4CK888k61Ce6FEGbN+WrrKj+e1uSt2TpfuQ7jkEmqfOfhyobMTSP9XFMN7jkSVm/UxGkXHvGZs+s9DaP3vdegZcddkdTs2m3tY4Mcsx+rVc+eitqoKV+/ZgzGLyrgmHJ7Q9FOKpl/jEsoZt8wxavhoUyw2Qfo2lMlMVNNKa+MEMDF2lRFU187VBSVf00wlVstSUUqb/s1CiFNA5p09IJKA6cVk9uxuHjgmGQPol9ytrWfMQ59IkHCORJxmH95VpNMULaNj/fpsoa+XSHzyh8Bb5wDhJPDf7gNu+xXwzjDwIIBXAawCsAhAXQ0wMOw0M42NOXcMmQy1yfQOujlnbAy46y5i49y6lQT93/4tLVCAzQ8UidjHB5GYanWyIhVVyRWFq6/fbrb8YrsY1I3kn/5kr/3Dw8SWccwx/o9krvH09QEtJ0cxNnYkbo8AHa9la7JezmCVhCxt2ea/s3cvtjc34/zGxgmfAQDUV1VhUTKJLivclwV3XTiMc6zfQBWAdUqlLK5m1TMygppwGAPp9ER5Qy+Nm/mF1NwD/Vjue9L3pMISslSUTOhLKS8sVduTwmS1SvUXx1tbtfhJOAw895z3+VJSn0ykppoyrrnG/Zx58yj6xQuhEHDeucA/Z4CfAPjL/3EmhP0ewFcBnB8CQpJMQ34/kEiEhHQuDA4CixfTYqW2V11tF1jh9mpq6NqbmrwX26amohdV8dPS9e96etzXmMm6GPx0Ct5IPvSQ8/MrrqDb6Vd6WHc8+11zPA50/TKK7Z9sdtXqde3fLbu3NhzGM3+h2rerdu1yaPtRxQyjtr978eKJqJ6ekRHsT6UcnDYdp5wywfEPkObvpXGvmz9/gl9oNJPB4319OCYWm6CZKBe+nOlC5RCuqYlPuRKFdKg2AQ65ZKoCwA5TZESj9CuW0jah1NTQZ2oW0OuvO8MymWf/t78l7nk19p/BsYWZjDePPYN5+r0SsdgMtWwZJVbp4Bq6XpW6GHqVMCac4/EC7tlP7e0U0cSJbI8+OqWafjETsYK2rea0sVWNLWMbN2ZHD/NuRH303K5L5/7butW5i8kVsaLbzGGxeOq2fjatXLprlyu5G7ch4Sx5uHHBAgrzfOWVCcoGPzZSt8QzXnA6Dx2aIKYrhHStnJBPclblUCt77ZGDUO9yLD/H0W/cSEJu2TLyxKn883V1wP33Ay++SL9qRjpNv3SmYX7mGQrhYAfvk08CP/oRsHMn9cMPPJtMGOxM9RP41dVE4dDZSQuQzs0eiVC/LHmOPTa7Debi+dnPiKPfCytWZIdu9vTY0oxNXXzdKud+c7OzolYRQjX92LHzZc7OB6q2PTzsrZVzTttjj9Ejwhx6aulhbieVorXzggvoPZVyfwatogAAHjJJREFUn8bGRtI/OFp2fJyOX7oUOO44WoNzUT+r3697//uRBiYEfgSU2MW0zAfHxzGcyWTREat2d1jnqKabnpGRLPpn1zmyonfiyu9nQOmr0h2xhaJykrPc9uz5qGd+xzERmk4vzDV2AVvjZU0dsIuis4ePtVzV7OEXUx+L2YXN2dwSiwH33mtz+m/fTmYkVZO//HIK4eTauGvX2jkB8Ti9s93/3HOJDM4LZ5zhT3TG2U/hsG3uYZQoVNMvZ2uS+VwAvM03fX2kZbOMGh4mP79XZI46Bv3ydWuilLR2cnw/T2l/v13+GLBTJDg+gBPBAbVmvb8dWy26HhECNaEQhjIZhEMhxBUmzDMsSgaA7O8sdLNCQq2Sh2y6yUdYM5toCJgwLanMm5XsiC0UlSP0gexffNAwDa/jci0GCxc6a+xyW/y3KhjVX3FPj53UlbA4FcbHnc5c3iGsXw98//vAL39pt6kWKGlsJK5+FSeeaBuJVdNUIgF87GPAU0/Zi8joKC1mdXW241Ydg1cxFDUmcf9+u8B8S0t2xvMUhmpONv7ej4JowQKapvFxmyKJC4n5UQ25cfHozCAtLbbN/4kn6Nbcfz/RQXnx/9XVAWefbfc1Ph7MYWzPTxQdpzZj08he3PrWWxhIpxEJh9FQVTURcQNQlM46jenyNo05U+XI8RPWemSRnknsRhmdy6RTyVm3vpBWSvZMeJ122mlyStHbK+WsWVLW1tJ7b29+x23eTJ8B9L55s39fmzc7++jtlXLDBikbGpxt6/11d0u5Zo2UiQT1lUjQ/1u2SCkEK4RStrVlX0NvL7XPx0SjdJ6U1LetUFK73d3O4xsa6LPVq6WMxezPq6vp8yBzlc88BYTbdAY5J8jtdoN6CckkTT+PoabGOY01Ne7t8/FuU8y3na9JPZbfZ82SMh63z3ObSr5GflT025vPY9791qic9ZvfyNqODjnrN7+RvaOjsnc0+zMppefnge5LAedOZZszGQBekgHlbGVp+ipY5QvCfOVlhgga2+elJjY2ktctnc7eRej9rVxJZiRpReOsXEl2e9UR/8YbtorI16QWewFIDT3zTKJy1iOEbr6Zdic7djg5ClpaSJXVI3Zmz86+Vrddkds8FZDymo9DVu2mkPj75mbakMViTgbpjo5s+pgVFs2ROqZt2+zAJz3HbnTUmd7gxvzJY1cDx9weOU4UHxqiW5TJ2H0NDVHfQTe0Pa9EsX1Jtmbupq0XkuWqnpsMh9G2dy9Wvu99BWnnlZ5164fKceSq0AuaBxE8bIbgPX27lWAcxDOoe+fa2mzHsW7/Vs083J8XWlvthC0hiIt/6VIy57S20n6eJYf6A5KSFhAmYAOcxc8bG8nm0NBAMfljY06aZ8C7ELqbgNc9qIA9/wsW5F2/Vi9N7DYMwHmbFyzwT8gKikyGpm9wkPru6soW+osW2Y/JQw/R4tDcTOeMjJDwVYU+xwHwI8LHsFP48cfpsQiHKZ0hkQC+8x33R66pybblp1Lu5ZJ5zdXjF1xvnWVGcePy4c/6+oD+F4kqYjLOVbUo/GA6jVv27i24SLlx9vog6JZgKl5TZt4pxNwwGRsBn5NMkjlG3/97mXmCjJlNP21t9vf6a8sW+p5NQUI49/+xGPXvdo0NDfRS7Qps4/CzE/jZXgqYf91axaaRoN1MxiyktwXQdDQ0kNVLncrqapruDRukrK93vx3qtK9e7bTo8SOiHicEfV5bS+3H4/S/m3Vt82b6jm9RWxu9JxL2OX6PcL7z43hUjh2VG3btn5QppXd0VK7ZvVvWbNki8atfydqODrl5//6829Hb3Lx/cuM53IA8zDvTLujV15QJ/WIZd/ORJL29Tru4Luz8BGGQRYGvSTcwA9SvlM4FgiWDLsB7e+kY/r62lvrm/pNJb4kTFAXMvzpN8bhzrSpiN75tNTRIeeONNNU1NSSUeU1MJOj/6mp/gZ9Mugtc1XWT68W3TfcF8GMQj0v55JP27ZuMK0qfA/0xL6a7ptLs8MWEEfpBMFmVr7ubfm2srbOHLZfa5Kei+gl1tb+GBuevV2+ff90PPOAuHdRxsVqpCnDdC6h6/tT2C5GebnOT52n5CPLJ3mb9/C1baO1sa7Nvieq4bW3NLawjEVoM6urcp7G3l9rXzxPC6UNXb+uGDdnzsWWL8zh1Y6k/auojpTqP9VvtNe/FXFilrCztvJgwQr9UcBOWXqqO/mvYsMFdReXFIB7Plga9vdnShSUY2w/icXpvaKDvk0lSQ3U7gjouNSxE1/B1s08ue8AUwmvopexP3zwJQYJZ/SyZzA6kisdJwLtp/PE4LRLqZon70q1ogJTnn0+3VG0/GrUFtv74rV7tvkCsXu0U9m1tzv/5EVL7Yd0k10Z0Ku6HgTfyEfqVG70zGegcuRwh4+Yd1EMhAOdxHN+ullocHibPIH+neyiFIE/dggXkFeSsXJ0f/1vfcp7HNW9VDgCmeFSDzVMp2wsIkEexq4scusWknZwESkmh4AW+haoPW0oKkmLnq1pVsqaGHg1mzAZoSvVaOMPDxGS9aRPwkY8AV15JKRBqdI6KJ58EfvpTithRnbTxODmN1ceqqcnOy2PE4zSu22+3H5HaWqC31w4cU2vfqBgcpEd0yRJvJ/gUp1qY+PsCUZnROyqC0DAwgkSmeIVzLlkSLNLnjjvsiJbmZoq6SSbp9fTTJCmY2sALIe22Pvww9ccLzPAwvXNYprqYqZQS6nWHwzbBnF/YSz7zmQfUNdQvYqdY6OsjRsxMxs6PA0jIX3QR3cJHH6Xcu4UL7VtVW0vH8C2SEvjc5yhhym1qf/Yzol/iIKvaWmd/AF2vlE6iVIDa37TJZgbZvp0WHz4uGgWuuorO5eMBO9yztdXus7qaXjU12X1fcgn9XSoKi3zA/D4XbN9ecIRPxSLolmAqXjM2OUs/J+heNqiDt6GB9uu8p9bNRGp2Dod3sBkmFqPzt2yxzU4crqHb9PVkLNXEpHop6+rs8BTVH6F+Vqz5DIiptDDp7peaGnKIrlnj77/mKf7iF53T3NZGFriqqmyzC79aW5329kSCTEO1tfY1X3VV9nlugWC6VVE1RSUS2RZEtt+z2aytjfwPqjmqCPl0RcHm/ftlbUdH0SJ8ygUw5p2AmEy2DhOkBEksCrLvZQYurxKD3EZ7u62NJ5NEZdza6kws272b2jl40BmDLyWNl2Pv2byjUiiotAk8N9xue7tdQ6CqKn+6iiIgF72wG/y4cvzq4+qVMDMZ2uBce61/uwDdQjblMInpu+868+CiUbolaqz+pz4FdL6YARBCOk1mnHAY+PjH6bVkifu1Dw7aCVf8WHKdH76+SMSmaXrxRdqZqFCTwtato9y9mhrb6lgkLryiwMTfFwFBV4epeB02mn6pVE6/nUGQftVj6upIxVMDtN36yLfdXBFKJVTH82neL9pE1eLVzZJ6jBpjr3/nNQZ9IxWL2YFXumO2oYG+D4elvP56Kee+94B86/aj5bFH/1eWMzcet2P/9e+qq+kW33ij0ymr+vh54+YWNeSWf8BBacUM1iomTIRPNmCid/JAvqEHJeCRCYxci8KaNbaEUTNz3ILCGUGvx61vNwlYwlCOfKbe69jNm90jZABnolRDgy1QVZOO2m5Njc3BI2W20GeLnVvqhD6Gz7Wsl/JhyOVnfV+Gw+7ji8epTdUS6PbSwzvV/3kh0qN01fHkyn8wmHkwQr+UmOrwxaB+AZ1li2MLc0nJQq5nihfAUmn6qtasR9fq7hW2uXNoYzJph05u2UKf62GaNTVOGzmQbd//9dUtUj4M+aur/s41Jj/oKxbLzhdIJLwTqvma2tpoJ+C2uzGY+TBCv9SYjDYb9JzJmEv0PTpLGj1zxyvAfbLa+TTE7xfDj64Kuvr6bB86b5D0pCbV171iRbYGzf71WMzW7qNRcsDqgliN46+NH5TDD0SlfBhy5IFqedSRB2UiQQuDmxDXdxK60FfHVVdnm2rcHLrq7WtrsxeHqd7EGhSGfIR+ZTtyJ4t8A5PV8oHRaPBiLbfdFswxyiGVKjhMtKOD4vrOOsu73t5kA61LVAQlV5dBh+p2LDth2V9dX09O1quvJl91OEx/AxR62dFh+7L5ViQSwAMPOJ297LxV2S0Biqe/4QY6p7oaqK1+B0c3vAmAHgUB4EMLn0NqvBqxSAqp8Sheefw+7Dj4YZx8ErXxWjfwm5fnYs3a90z0Fw4Dl11GxGtq1KJeCvmCC4gMddkyeoQ+8Ql7nK+/Tr754WH6rr6ewjlDIVoailCy2GAmIujqMBWvw0bTzwd6Vm0y6a1C6eYStxx7L6hePjbKquqp6lGsADUulwuCM1D1TZCXaWfLFppWXetmu7+bSUU30ySTUn7n05dL+TDk0Pdjsv/eOtl/b508eF+dlA9j4pV6uE6mH62T8rE6KR+JSfkw5MDWy2VtrZShkN2eEM7/3V6RiG2qWbPGe6fAxzDFhJ8byGDmAXlo+iY5q9To7KTflQqv+LfJJnQBdr282lp6X7LEGUIJ2PX2JssrXEIUM6dLp1TmNtXp0Ev39vTQrsAt87SjgxKohodJQ+bsVYCO+elPbYZrhhAUrsllDmtqSPu/fOONuPLRGyClQH3iEOoTh1AXd1Yki+AQQulDwNghpDMCA8fdgD31N0KpEw6AHis9YUvH2Jidh6cycQPOHcJ119lF27i88VQkwRlMPYx5p9Tg4t+AnbOfb7GWIPYMt3P1RSRIwZhpQLEpFrzSBXg6OOs0HLZLFqtpEeo0AkSVoIOrADIFgy58pQQuvBA46SQqb3DOOSRkpQzhps1X4rltH8ZTXz0XDYl+xKMjWe0Pp6rxzuAsfOrOp/D7t/4HUil3igY3fOhD9M4VNAFg716K3f/GN6id2bOJ/oFRX0/vTU009mRyRuoGBsVA0C3BVLzK0rwjZfAInFKEOh4GbFjFDgLy8y+r5gudtNRrbHrI5ZYt2akOakSQbtbxKnUwq/agfOPfmxymHX7tvrVJ1sYPTljr/MI0vUI8eSyqdZHnWOfkY/ZQJpgrlD3bYGoB48idYcjlfSwlm9hUs2FNAkGrTgaF26aHHbj9/bTh4l1AQwOd097uvgHisTFqa6muvHpcYyOwdatdDlG35nV3UxvxuFNbHxyJYk79267XMKd+H0bHqhGL0UZRSqc5RsX99xO/jxsuvpjeb7nF/uzdd4FvftN53GWX2bEAg4M2n6CevWtw+MPY9GcCpppNbIbBi7Ou0DbV6pZs41+1ioSbykp5wgnAJz9J77pPobGR7N0qmaPb7enpoagXPXoGoKqV115L44lGbeH69yf9AqlxanhwJIHRsSgGR4ltbSwdwd+f/AtcfDGxdDz/vDth25e/TOwbXmSTs2cTQZwOXkD4vOFhYHycFpcZ6vYxKBaCbgncXgDOB7ANQAbA6dp3VwLYBWAHgLODtFe25p1cmIZ490qCW1CUWpZANXPomai66cYraUmPDKqtJZMMM2K4mV4ev/R8mXkIcnB9Qv77hatkTfW78rbPrJQD6+My8xDkD7/yyYm+Nm/2jtf3q9KVSNhROatXZ9M1cK6CGtc/E6kXDPyBKTTvdAP4JwB3qx8KIT4AYCmAhQCOBvCsEOJ4KWW6wP7KE9MQ714u8CM/Y7gFRQWd4s5Omxs/HidCMj5X71t3AHd2Ej3z6tXZ7caiKXz8tKeRCdfh/0Yewzd/fDbSArj0wXX4yavnYNOqVnzk5KcxmBkDEEFTk7cj149lWwjbkf3d79JnF13kHHd9PbB8ObXPpinzKJYxgq4Ofi8Av4ai6YO0/CuV/38O4G9ytVOxmr5BYORKWPbLwlXP06tYerFGe32vMl/EYuTcdevHi/IhFhmSd//Ll+T2rn0T561ZY2vtjXX7ZNvnviQ3bhiSUpL2nQ89QzSaTbvsN6de+QtG4z88gKmmYXAR+m0Alin/3w/gn3O1c1jUyDWYNuhCXk+kCpLLppc4zsUR5yX0N2zIjqjZsiWb1oAFdXW1lJ/9rJQf+lC2aaatzR6HbsJZvZrG7LV48Evn8lF583Ndn1qC0is5zWBmIx+hn9O8I4R4FsAcl6+uklI+5XWa26bCo/3lAJYDwNy5c3MNpziYjtp7BgUjVwVKwJ+1oq+P2DAGBpxtfvSj3gFObN5RSwk0NQErVmRH01x9NTlymYrha1+zHbupFEXIdHU54+dHR4GVK+ncrVuBm28GLr+c+hwdBe66C7jnHvv4qio4krSiUWpbT9wSwo5M8nrU3X4G+pwaZ275IafQl1KeNYl29wL4a+X/9wH4s0f79wC4BwBOP/1014Wh6ChhsQ+D0sErYVm1o/sJLLeom/5+En5B/QFNTbRwqKWEGb/7nS3kdTt7dTVF+CxZQqUTDzmTcDE8TO0KQf2wH2FoiHh7OJOWhXskQgL/wguBRx6h5LBQiB5rIezCJ36Putd3xr1U3ihVnP6PAWwUQtwCcuTOBzBz4hCLHRhuMCUIkrDsJ7DUksNSUujkxRfn3uxxUbFFi4i7zov6wC1ckxGL0YLR2Qn89rek0T/4oP09O1DffdciYlP2yqEQcNNNtFNgZ+7YGL1+8AMS8HfcYZPIcYWt/ftpUVNDVNVH3etncBikdhgUgqB2ILcXgPNAWv0ogF4AP1e+uwrAblDI5j8Eac/Y9A0KBYdheoUd8m0PYrt2c3Ayjz6TrDEJm1q2WLe1s11et/erx3EopW6X58xYt2InaoatyvnPWbU6378bs3a+PwPzs5mZgOHTN6hEBI2p52P9nL4cTcMUDPG4LXDVilm6I3TLFqfw5zGoJKjsdNYdxOoxyaRdiJ3bv/HGbIdtLOZ0SKtjVhcFt/4mM78mnWRmIh+hb2gYDMoGekHz0VF3dw3H13vxz7GDM5Uim3pNje0oZoK2lSvtc9h2zu309NgmFja5rFplm2bYdLN1q7N/JkrlPlpbqQTC6ChRI7jh4ouBK66gv9UxM+VDIkFtHTxoFzofHqbxLVuWPSdqjoE+L0FcYUHyJgymF0boG5QNmNCUhSs7M1UECdxi4TYwQPb/r3yFhDx/pwq0vj6ibxgdpf5YkKsJYO3ttmM2FqO2ly+n43fscHIDqQsRj8NL4NfV2YlW/f32mBMJ0vGZ1rmjg6KGvKDOCVNEpNPZ85PLFWaC4g4PGKFvUDZobCQhqmrZXgLdT1tV6YWjUadWrx/7zDNODXrxYnK8qkJPFZaZjC3EWeNessRdWPJ51dXu0UCbN9vF0MJh22HLTuGBAZs4bckSCuEcGaHjFi1ynxOuFcDVtNT5yZU4boLiDg8YoW9QVmhsdJotdATRVltaSHCq5RKDIp22WSpZOD7+OBG6nWSVP+RdA8NLWDY2Uv+LF2cL/UgEePZZ53l33EGCvamJrkG9RmYC5aqdLS3uixJr+nqdAXV+vQS5CYo7PGCEvkFFIai2GpRemDXo0VESdKzlc0z//Pl2TL4QwK9/bR9fXW3b/L2EJbN3ArY2H43S66yzgFtvtQueqDsbt2vs6rITzfTFxY03KF+7vKGQOjxghL5BxaGY2iqblNwEZmenM3ZfStLO1eP9hDSPh4V+Ok2vW24Bzjwzvx1JX5/TmRwO06Kk1hFQ52SyZhkT4z/zYYS+gYGCINqqHqHiJTCbm8lxq9I1tLa6C0YvYdnYCHz+884iKL29tAPw2pG4OVRVttBolCJ+2B+Qy+lqInLKC6aIioGBBrUAi45t24DjjgOWLnUWXVfBRd4Byr7lsMm6Oipq4ge3AvEXXWSHeQpBC4da71dK0toZbjV5mptte30qBaxd6ywM71W3x6vIvMHhCyP0DSoabkLW71gmbBsctPMA9GNUIdnVRcJ2bIyEs9vx3L+XgF24EHjtNWDNGnpfuNB28vJi0NJiH+9W3LyxkWoBcHROKETn5jJjVXhRt7KEMe8YVCzyjSvXBZ4Q7qRufkyg6vF6/7fdZp9bUwO0tdnhogsXUslFFT09znq/rNF72fr15C+v5DQVJiKn/GA0fYOKRT5abF8fxeNXVZEGnUwCL7zgXUhdZwJ1q/+r9w/YJpuhIYrM8TOpuAlkNfpICBLqDL0W8cKF3mYsr3OMTf/wh5CcyTEDcPrpp8uXXnppuodhUCHYto3MNVJS+KSXUNMzVtetc4ZH6o7OoI5PPZt3xw76vK2NBD4nV23cSMLZrV23vqciK9Y4d2cWhBAvSylPD3KsMe8YVCQ4CQvIHfKom2waGvwLkRQSttjYSCad2293avBe/eh9TUWsvKFbOLxhzDsGFQmVX0c3g+hgMwrz8OeKlMlnDJwslU7b57qZVPz60Z3RftFHxYBx7h7eMELfoCKRj4OSI2UAEvpqpEwhjk6/xUQX3F79TEdI5WSuOZ8oKYPSwgh9g4pEvg5KjpQZHHRqt/m2owo/v8Uk6HinQ+uezDWbWP+ZAyP0DcoK+WiU+ZhB/LRbJi3r7PTv1034eS0mfuMF7GucrpDKfObOmINmFowj16BsUEoHo5+DNGi/bmyafmaboH3NdJIzE+s/s2A0fYOyQak1Si/tNmi/bsLPzVTiZw5x66vUjttCYWL9ZxaM0DcoGwTRKEvhUAyqyXoJP11o+y0iOvd9f//hYSOf6QtTJcEkZxmUFfyShkpp/ilmslKucfb1UcWtVavcyxoaVB7ySc4ymr5BWcFPoyyl+aeYmmwuc0hjIyWIpdPGOWqQP4wj16BicDg5FHNl9R5O12Iws2CEvkHFoJzK+ZXTtRhMLYzQN6golFM5v3K6FoOpg7HpGxgYGFQQjNA3MDAwqCAUJPSFEOcLIbYJITJCiNOVz48VQgwLIV61XncVPlQDAwMDg0JRqE2/G8A/Abjb5bvdUspTCmzfwMDAwKCIKEjoSym3A4Dg6swGBgYGBjMapbTpNwkhuoQQW4QQ/8vrICHEciHES0KIl/bv31/C4RgYGBgY5NT0hRDPApjj8tVVUsqnPE57G8BcKeV/CSFOA/CkEGKhlPKQfqCU8h4A9wBEwxB86AYGBgYG+SKn0JdSnpVvo1LKUQCj1t8vCyF2AzgegC+xzssvv3xACPGnfPubBI4EcGAK+plJqMRrBirzuivxmoHKvG6+5mOCnlCS5CwhxGwAf5FSpoUQ8wDMB/BGrvOklLNLMR4dQoiXgpITlQsq8ZqByrzuSrxmoDKvezLXXGjI5nlCiL0A/gbA00KIn1tftQD4vRDiPwH8EMAXpZR/KaQvAwMDA4PCUWj0zhMAnnD5/D8A/EchbRsYGBgYFB+VmpF7z3QPYBpQidcMVOZ1V+I1A5V53Xlf84wqomJgYGBgUFpUqqZvYGBgUJGoKKHvxRVkfXelEGKXEGKHEOLs6RpjKSGE+FchxFsKJ9I/TveYSgUhxEese7lLCPH16R7PVEEIsUcI8Zp1f8u29qgQYr0Qok8I0a18NksI8QshxE7r/T3TOcZiw+Oa8/5NV5TQh80V1KF+KIT4AIClABYC+AiAO4QQ4akf3pTgVinlKdbrJ9M9mFLAune3A/gHAB8A8CnrHlcK/rd1f8s5fPEB0G9VxdcBPCelnA/gOev/csIDyL5mIM/fdEUJfSnldinlDpevzgXwqJRyVErZA2AXAFOA7vBFM4BdUso3pJQpAI+C7rFBmUBK2QFADwM/F8APrL9/AOATUzqoEsPjmvNGRQl9H/wVgP+n/L/X+qwcsVII8Xtrq1hW218FlXQ/dUgAzwghXhZCLJ/uwUwx3iulfBsArPdKKSKZ12+67IS+EOJZIUS3y8tP03OjCT0sw5pyXP+dAI4DcAqIH+m70zrY0qFs7uck8D+llKeCTFuXCCFapntABiVF3r/psquROxmuIJAm+NfK/+8D8OfijGhqEfT6hRD3Amgv8XCmC2VzP/OFlPLP1nufEOIJkKmrw/+sskGvEOIoKeXbQoijAPRN94BKDSllL/8d9Ddddpr+JPFjAEuFENVCiCYQV1DnNI+p6LB+CIzzQI7tcsTvAMwXQjQJIaIgJ/2Pp3lMJYcQokYIUct/A1iC8r3HbvgxgM9af38WgBcLcNlgMr/pstP0/SCEOA/AOgCzQVxBr0opz5ZSbhNCPAbgDwDGAVwipUxP51hLhJuFEKeATB17AKyY3uGUBlLKcSHESgA/BxAGsF5KuW2ahzUVeC+AJ6yiRlUANkopfza9QyoNhBCPADgTwJEW/9c3AdwE4DEhxOcBvAng/OkbYfHhcc1n5vubNhm5BgYGBhUEY94xMDAwqCAYoW9gYGBQQTBC38DAwKCCYIS+gYGBQQXBCH0DAwODCoIR+gYGBgYVBCP0DQwMDCoIRugbGBgYVBD+P6veKE6JQ5vTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i in range(20):\n",
" centers_org,count=kmeans(X,y,centers_org,label,count)\n",
" \n",
"count=0"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}