diff --git a/tutorials/tutorial17/tutorial.ipynb b/tutorials/tutorial17/tutorial.ipynb index a191a80a0..fa82f9a7f 100644 --- a/tutorials/tutorial17/tutorial.ipynb +++ b/tutorials/tutorial17/tutorial.ipynb @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "014bbd86", "metadata": {}, "outputs": [], @@ -152,7 +152,7 @@ "\n", " output_variables = [\"y\"]\n", " input_variables = [\"x\"]\n", - " conditions = {\"data\": Condition(input=x, output=y)}\n", + " conditions = {\"data\": Condition(input=x, target=y)}\n", "\n", "\n", "problem = BayesianProblem()\n", @@ -183,37 +183,10 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "id": "6f25d3a6", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The Label Tensor object, a very short introduction... \n", - "\n", - "1: {'dof': ['a', 'b', 'c', 'd'], 'name': 1}\n", - "\n", - "tensor([[0.7630, 0.1998, 0.3470, 0.4409],\n", - " [0.7179, 0.5710, 0.2510, 0.3984],\n", - " [0.0724, 0.5714, 0.9199, 0.7571]]) \n", - "\n", - "Torch methods can be used, label_tensor.shape=torch.Size([3, 4])\n", - "also label_tensor.requires_grad=False \n", - "\n", - "But we have labels as well, e.g. label_tensor.labels=['a', 'b', 'c', 'd']\n", - "And we can slice with labels: \n", - " label_tensor[\"a\"]=LabelTensor([[0.7630],\n", - " [0.7179],\n", - " [0.0724]])\n", - "Similarly to: \n", - " label_tensor[:, 0]=LabelTensor([[0.7630],\n", - " [0.7179],\n", - " [0.0724]])\n" - ] - } - ], + "outputs": [], "source": [ "# EXTRA - on the use of LabelTensor\n", "\n", @@ -265,53 +238,10 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "id": "5388aaaa", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPU available: True (mps), used: False\n", - "TPU available: False, using: 0 TPU cores\n", - "HPU available: False, using: 0 HPUs\n", - "\n", - " | Name | Type | Params | Mode \n", - "----------------------------------------------------\n", - "0 | _pina_models | ModuleList | 301 | train\n", - "1 | _loss_fn | MSELoss | 0 | train\n", - "----------------------------------------------------\n", - "301 Trainable params\n", - "0 Non-trainable params\n", - "301 Total params\n", - "0.001 Total estimated model params size (MB)\n", - "8 Modules in train mode\n", - "0 Modules in eval mode\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "73747bd57cac432eb8dddd5254be755c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: | | 0/? [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "x_test = LabelTensor(torch.linspace(-4, 4, 100).reshape(-1, 1), \"x\")\n", "y_test = torch.stack([solver(x_test) for _ in range(1000)], dim=0)\n", @@ -437,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "id": "02518706", "metadata": {}, "outputs": [], @@ -489,21 +408,10 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "id": "47459922", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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GfPvb356UA9yZuriFQqEwH3gbSaKtUstiElRvNJQcLRQKsyRHZ5p4EpacqguFQmG18U//9E+TCi6bDSVHC4XCLMnRmSaeVug5EeW/CoVCYaWhDjViFnmz2VBytFAozJIcnWniGbMQYVkCs1AorCY2qxm65GihUJglObr5HJoKhUKhUCgUCjOJIp6FQqFQKBQKhTVBEc9CoVAoFAqFwpqgiGehUCgUCoVCYU1QxLNQKBQKhUKhsCYo4lkoFAqFQqFQWBPMdDqljYYLLxyGf/zHYfjBD+TOG4bf+Z1hmIVCKLM6rkKhMHsgL/7u74bhnHOG4R/+YRj+7d+kYhqG3/qtJju+8Y1h2GWXtu9VrjIMl7rUMFz72k2+/O3fDsNnPzsM//mfw/CrvzoMV7pS+/+CC9r+v/RLTfY47ic/GYZf/MVhkGva8f7/3OckvG9juMIVhuFnPxuGq11tGK5znWH4tV9r8st3f/M3w/DP/zwMX/rSMPzXfw3DNa4xDHe/e9vHd8b405+2ff/931v/V77yMMijb0w//GE7/rvfbeP89V8fhh//WC7Cdr761pfz/PrXh+EXfmEYbnObYbje9Ybh//v/huF73xuG//u/1raX89q2bRgue9nWZubH9v/4j2H4/vdb216yzfzu7w7Dfe7T2v3rvx6Gf/3XNifmKm3f4hbtHL7znXbcda/b2vS/Ob/97dvcfP7z7Xych7F5GYu5cB0vc5nWhu3m8/d+r82Ha+Xd3P3Lv7T5MF/myTnZXxuO/9//bed2xSu2MevrtreduyaugWv31a8Ow6Uv3eb48pdv5////t8wXO5y7Vr9938Pw2/+5jDc+tbtmWQ85tvx5sixfhfa1659jMV3xmBe9O+34lqaI5/NseOuetXW1ze/2eYy7WXe/Y71r/2/+Iv2nTl0bq7BNa85DPe9bztnv2f9ejdG1+VHP2q/E+fmGHOlPWO1zW//n/6pzaf9tWOMD3hAmzv4wQ/ayzl493t5+9vb+d3whsNw73u362kOje/UU9scOLc73rH9dtxDjjVv3/pWG5Pt7iXH5lnvd+z8XBvn67dmHq51rWG43/3a3LlXwO/gE58Yhr/6qzbue95zGG584zYnK80XLrFNnaNVwute97rJ6+///u8nn290oxsNz3ve84Z73etei05IeoUrXGH4/ve/vy7555ZC2Nxw73//MHzta+1H4EfphvuDP2g/iPUaux/bn/1ZEzyEzGLHtdC5b1Yiu1HPa7HjXsr5bcS5WO6Y11vOzJIcJceOOGIYPvax9uA2pwvBQ8zDyzwjBTvaf742HO9JNO1434fMkF8hBPobAyHTxmo91YwlfSznXFdyHHmZOwRuPcaDYJuPkN3FIuNezWu1XPitIYnODVFGNi0AFtrfudjHdZjvfC1uEPWf/nRugeB3PO0YbZqXcb/aQeYRXjwD8czxroP7wy3uf8QWGUaokdss/gJjRtL15Tvt9dciY37IQ4bhsY/dMY9ZipxZVeL54Q9/eLjUpS41XO9615vU8TzhhBOGl7/85cOXvvSlifCc5QfCUoikfV/96rYqsQpzwa06rHz8QP7wD3eOfC71gZqxW+Wcf34T0FY9t7pV+yHON67FkFVYLYK90mRntRYOs0TKvvKVYTj++DZu4yIwjXc87qX+nmdpEbUY7MyYZ514rpUcNYdPf/ownH12e9jOGiGAkJVCYbXRK1pWCsjsZS7T/vf8WC6So90YewLvZSGIh3h2e4bPR4YXC1pT2s/nP39hWTozxHMarnjFK06E5qMf/egd7rteD4SlEEkX/MgjmxmBmrxP2m9mqbaZNg45ZHnkZKkP1IydqYGJyIrN6sePz0rpzncehutf/+LjSj/MNl/+cltpUdvf9KZtVeTctQPaWmmCvdB53uAGSyd6q7VwWClSthLk9ZRThuGFL2xmIALNy23iOjNdZtxLPb/VWkSNz9nvi3lvZzW1OzvmWSeeayFHzfGLXzwMr31t06JM0yYWCoWdx2Uv20jhSjAv2kqcw/0a7hGXj7EGc7kgaz2DH/7wYTjssPmfU0uRo2vm4/mzn/1seM973jP88Ic/HG53u9tN3eeCCy6YvPoTWWsQwIiFh1hPJM2jzwjbBz7QLoQL4IGIhHjgjStF+ezh6sFoP74SS8F8D1Qk10N1msbS2Pn1UK8jnVZXMclQ69NmUPf346Ly1w+fFH05hr+RB9AXvtB8m/Rz8smtnwc+cO7HN9+87Mx5xjzwqU8Nw2c+0/y7jGWxRG8p87aU643IL+V6LHS+O0teaTpf9KLmD+daumaET+YJjJtP2mLPD5by218KxufsNve7s6hBmMdzsFhXkaXerxsdqyVHzfWnP900nYVCYfXw05+unDWB/Iv7h3bjBkK27iy0G/cXPrTnnbc8HrMuxPOv/uqvJgLyxz/+8fBLv/RLw/vf//7hhp4IU3DEEUcMhx9++LBWmKZJWSqRdKwHKRIyDbZzNF6qWn05D1RjMjZOykhnHu5RtWuDszIHaA7MxoWMfuQjrR/BAxzOOV5Hg4aMmg9OxmnHc8w+C83Lcs/TO7Lh3XnQ5iG/e+7ZznVHRG+1Fg7c61aC4Cx1MTHfnDGvI2PGh4yB62XB4JqZO2PibrHY3zPszCJqPs3k+Jz9JpEcPoRcAwRJWGxkDgRd/OVfXlz7fpObbL+fuUJcV2vhN0tYbTmagIf19l0sFDY7LlzB+ysENrJvZ83q85FPMjhBSyuBVSeeN7jBDYbzzz9/on5973vfO+y7777DWWedNVVoHnbYYcPBBx+83Ur96p4oq4D5tE5cppZCJD1gHeuiTNMu2+57+y0Fy9GkGlOiIv2PZMaJ27sfPK2YKDZtJ6ou/SAEfmDU9+nHOSEMVjzZNnZSnjYvyzlP/SAbtC76RYr5q7geyIY5RKwWInqrtXAQKbuzBGeltHM5x95fiHBwXVw/282d3wLivpTf83IXUfPdT6I5P/jBuXMGCwvj5A5gu8WOaE3fI8o0ueZzrH0/99ymfe/nygJqNRZ+s4bVlqPuLa/4jK30A6xQKKyen/K2VXCY7NtMJoGl8ph1I56Xucxlhuv+PA/ErrvuOnzhC18Yjj766OENb3jDxfbdZZddJq/VxkJaJw80D/DFEklaHQ9Yx9JU0QY6Pv52fNj4UtpvKZhGiPwQEArtJ5Kwf6AaEzIjgo3GK87GXiGfIY6Cjpgrac2QSuNzM/iBIafGHzW7trwyhmmXKPNivLSDi/VdzHnSZCEkSCeiEW2t9hBo7SM1fPYWInpL1UAvduEAS2l3Z7Xp2X/aPEYzZVyuFRLnt2zuYnpBHMzjb/zG0hZGy1lE7eh+Ml7uEsZFE28/DuvOJwsbv2vb/M78JvEpC6Rp2nckNXN1pzutzsJv1rDactTv6w53aHJh2sKyUCisDH7hF5p8XgmyGHm/mpE65LSMErvuunQeMzN5PC+88MLt/I/Wvv+FtU585xAMD33az3Gw0JhIuigIHNMgH8heU4AcMlH//u8v3b9sTIjy0DXu5KfzPY2WcRqvh7cxeniHRCbazbj61BvaQ/Q8vL0QAoFESIMHvwAVJDq507KPsYwf8JkXZOCkk5p2cLG+izlPPp0hJMaZc8wc2x6CgozMp8maj0iGtCPZ2g6B7BcO04LDcr0FZC2W4OysNt11MY/z+YDqg4na9XCtku4jqU0cg7TTEpq3xZxffs9L2Xcx9xO3DteWmRyilY1WPfnybE+uQ+dhPufTvtvP79NcmYuljnkzYKXlqHtsn32axpkf+Er6oa0kKqq9sJGj2sm7S1+6vVbTCtMHGu0syFjcoI/tmGniyeQj19zv/M7vDD/4wQ+Gk046afjUpz41fPzjHx/WCzvSOtkuOMfDj7YGmYoGx0OMxm1HRHIlViA9IaK5+vM/bwQDkUAoEQ6E8I1vbNHNzKrIBuLc3yiJaI/mMyskbdCGIXEe4AJnJKJ1Y2jLuTrHaG4d5zttMId7yPfzoh8Ew/9L8V00v8YhgMT+zg+MzziRqERq94mo59NkTSOSIe3etWE+3/GOdiMl9ZAxLnS9aVUXQ3Acd8wx07V/rs2OtOm+f/e7m5a3P/6LX2zHP+hBjcQxx8eM7nvzEAfzJH6Wg81vg7l7R+eX3/Ni5mIprg2201z6bfjf76nXqjtPn/3v3GMtcL37/cYkVduuv9/LUse80bBWctS98Md/vLQ8nmuByuM5fRyVx3Pj5PFM0YQ+j+dlLtPaX0oez2mwXzhHT5bzDF3ubyN5PB/60GE46KCVTaW3qsTzu9/97vCoRz1q+Nd//ddJmP1Nb3rTibC8uxIT64TFmGL94DzgPeg9VBEzAg+x8BCbFknu4iIyvakdGRAJ9vrXD8NTntJI0WLSx/SaVA92GghtqpBA2NLaeeCKWEZIBViYUj9SPzY/WvsZU0zs0RwZr/8dj2B7QNOMGZP93Rgxb/tsrmwzVmRHmiZArDIvKjMw7/s8nxb5uONaOgb99kEn5o6GVHS2No1HzlHnkfEiD6lYEReA+TRZmbcQESZ8lRiyunQjIW5MitoIIfYeLeV81zvXQ7CTh2AWAfY3xvvff3t/xqVq043Z965P/71rjwSYe5r1m9+89Z+FgOtlfhzrN+C3JW2W34s5JjgWc36w2LlY7P1kDL5zbkihOTNXiKh394uKHLYnII6Atq+qOanoksA48+28++vvmi9lzBsNaylHzZXAtb5yUeY0rj3uVde8t0gs5gGZfeOX3MsovwFyxu+cPHL9BJmxNFTloqpctBUrF33wg237fMTc3JoP7+aTi5t59Bt1br7ThznolTYp+NAHJvk9acf1NAfut9WsXLSqxPPNb37zMGtYrE/fzW7WSkrtKNdir/HxXaK9/eikAiKkEQ7CJbCfHwQBsNde8z8Ybd977yZY3KB+PH40bq6k90kwQFZHfui+98O3LYTTPn5cbhzvbriYzt1c8RfMze9HaJsfpWh3/l/RgBIEKhlEOBNWL3hBmwMIgYhGyw0djR2BRBBR3Sea3o/cmGlZzJsb24MgZfhcE2NDRsBcLqTJCnl63/vaSx9uKIJd396TYzXBPI5ZTL7QCCjnAoTJbru1FeF8Edb6yso2c+34XqNJ6Oca6DfHm48EXOkr19j1jctAtIWOMS+IqfnzfdwRoiVdTO7QheZi7Luq/4XuJ+N2Hf2eopEkGJ2Xh6Jz8tmDwVgJcfs6F9fKfNlXX/73+7Gfa9hf/8Vev42ItZaj5gzJCdGB/rr7nZNr0eK7HyyIvMdE35v6/B8To+vi3e8lfuPkSLIzuL76Qhy1SQ77XSFZIazQj20MvmgbCXe9684d7z7ZCOexxx7bf0bkNxtuecvlHbf33tt/RhwRz4VM5xYG5KdnBrlJ3p12WruPPJMoXBBy95l7B9844IB2r0Vh4UUOa18bFhNR+qwmtlyt9sX69OWhtaMULNM0Pj1ZIDSRL6tLqxFtRo1vZS5dzEIVAZihCVk/ivjxEdQewgiVtvywQvSizcxqTX9+iH5MhL1z9CO0rQ/iSWCSH6p91XK1gvO99pNCKX6I+ojfnh94/AqTCslYvRwb8yoCi1QgoQgfMuiHnpUoDQAtixWg/QgyfdEa20c7yPdiNFm+e9jDWl9WbdFQ5npPC1Ba6Hr3ATRuaueWa5CcadN+C87FKlgffgeOcy0R7ZiRo53zezzxxLnjXStENgFXPrs+rp99aV7ti7illJpzCtkauyMs5vfcE4wIJv/bllV473tKI+U3aJU/3/3kGkcbnGP9vsyBNlxT7wjDfvu1BUlIKkHu96UdvyHE2n7Trv9izq+wPIznlkyiVc/vxb3g3v/kJ9v1ck1dZ9ujDU2d9gTBxUITzWKAwPqde3/2s9s+FlLPfOYwPPGJa3/uhcJa4cILm+by0EPbszMa22nEkyIjL/t6vnrWkck0tJ4pZDeZqbqu0pfTSOV6LNS2HPEcm2J3xifMj4RgRTySyBt6shDhi2T4ETnGDwXRQuaQh2OPbb5V0/oklFNPFXkKEqQRXyM/MITEPsxjBHnqJ/vh+l8b+nW+HgLaSH3l+II6Lg+FaCriVzefb6X/fS83o+NigjYOx+oDyURk9e8Gcd69BgM8XDzMmME9dDzInA9TsdUxEr4UTZaxGocHZqouLSfVznwBNMaGQEVz+uAHb6/9o5E+/fSm7YRop6MFdjz3A1qdRLHT0Ob4ENsQZnMcd4NoNy2gLHTs4/qacwsr3y01sKYPikKYCS8w7/pkrrP44AaQe8Y1ck5+5wi2ewCh9Pvv7yck0WsxlYtowPvgLBpTGnevzNVm0GRuNkLq2jziEXNE1HX1+1QNKdfZ74g8izwhh+JKAe5Hvua93xuZok3lPP0GpdsqFDYbvvpz+SttHFkarrBQ/Ejcj8jjLPIt0Bbr0rde2HLEczl+bAv9SJJcnFnIAzP5BxEHD02EFDElcP04/JCiISNwfa9CjzY8YBerodUeQkdNjnDQ7MWsTrPqB6k/40ECPAgQP6+kO/KD9RDID9zDAIHJ/tHW7si3Uh/OiZbDOYSIaM8PX18eHjHFalN7iHei1ANzQqOIfDILJIVDb+Zl3lvMDbWQW4VzQf4S/R1/12ntLjYNEuRaIVx8c50f0hu/2wgO7x6wzoVLh/7iR4vA+z8+TXE07/0hkc0kV3dNjd21RDx9Zz/XYrGLqF6jqz1tREOeMduW30myG7heztN258lE6nenb0JQ/86pT7GFuGZM0zSUm9lsvtU0o1JfsVxYWHM9cj39Ttzz5IDfTzT87m8KgT4QovdD87t7+cub/KE8KBQ2C77ayd9Ymsj73AveE6/RE0/PBxYn+1LckLdRtswytiTx3NmH2zhvIU0MoRqHd8TND8SPIQ9qwjYkItrKOGtbxTt2GvGcT0OL5MVpPkEbBDkCFT9ALz/YaBXy8Lct2sCUyEMUteGVxOS0Xqka48dOS6mtW91q+zE6Z6THuYR0O9cED/hOXzHXJy+jPnMOcSEAhNB507SNA5GWUmZyPtKOQGmPA7p+LUJ8pz8377jdxeYGNacJQKLpRGghtXTNQRzCE4FudRtTPw2psSFvzJWuQU/+EML4c3E/QDKj0Y4GKSTX7/lJT1rcIqrX6Nof8UXIkVewODIHghBScCABCILb8vuOaSfBFszrcOSRSy8PWmbzzQMLjTe9qckfcg7IOr9PMo1scr39bvye+wer//22Erntt/aEJ7TfGVeatfBHKxRWAxd2biqCiMh+94rPLIQJmOpLV475id8/hReXpI0USLmlb9vlPNymmV0RLYmskRlaKD8cpAHJ8qBFEPyACEvkQb8RmOOItWmJx6OhlScU4aAJQ/b0m4ChXnOZHJ80DdowFj6niXZE8BAaSDBA0mIgS6L8+HAhFR4E+jvrrDly9ta3tu9CHmJCEwDAlzXJzLVrXI7Rd8hRTPHINOKl32hfHYOIOze5sWnT+kCkpaRqmkbajcMiAXHXjr61lbRLxjpuNz5oCJi5DEkOke3dD/yeEPP3vrcRraS4cH72yTybixBL89cvZpTg9hswDykdSiARLh7SFhfJlZqMBSG06ceiwXn4LexoUdVrdC0OevM+uC7acy7Jpcl9IC4ltpkvUa3G4vyY4F/2snYsAbozte0LGx9+e8hmv7h2/Q85pP2e/a7dm722MwGRSQkTs6P7Amn90z8dhgMPHIb99y9teGFj4audIoV89NlC3/PHot57KgYmBzf094d76WlPa1H4G80itKWJ53Iwn9mV4OSzF59P2j8aIg/yVCqIEzCtWkzXiJ59OQQvpNXrSaofIw0b4uLBHlLroY9Ixp/SDxj51QdtQwiQH3Wc/x2TPGXxRTR+ZNmxzgvpMBamUz/wMXmISVufTGvmQNvcD7QZYpkAAgTPTZVE8XFLcP4+J4pee1wIBKUkfcdSy0z2bhXaR5hdEwTRefrfPEHKN97tbu0apF3ny9+RRjLpKRzj2rjmtgvwIRSYzuXh1Haf7Nq7eXbN8nuwLWaVd75z+8WM8ZlH2l/+PnE0Ry7Na99+tJ5g/sy38b7kJc3Z3G9krGXsFzhJlWMcCQyL2wakclNcMRzjN5iSlhZBvktJtaSZsVhwPrvvvvzyoIXNCw9MsOCi5XcvBpFVIZ3jdE1+r2QQv0+L4sMOq0VMYWPgqyOLKfnsueOZTEEkniEZPfosMTG1J90jK8JG1fhv0GGvHxYyuxKcCAAy4geBvIRgxPQc7VQqtfieTyNBOl/icUQD7OvBnnxshLE2EcmYzEOKkowckATHhEDo349dX8k7qj2BMlZRtGkhzAkwQmaQKsdqn1bUDSQ/54tfvL1JOz6bjnEjITZIuHNyE9FialOeMKQWEaXFQKyRTUTcOSWVExN/f4P1pUPNBxKzUI10D6REC5oXN7AHXci6MYDtxmK+tOV8zzijBfwYS/xf9Y+YI94xg2tfdgIab237HfQlS+OjZl6NOeQu6TfGixnv5jFac78B55icnoRPUmNFK6Qfv03jjw+wCHr99AsF6Bc4xsLf1NxbtIwTt5sXvxf9JUOCvuxjWxZaSGUEYwoTTAvcWmxt+8LWIJ/kAG25BcxTnzp3P0Kqro0RP1ELMnn0/T4dW+SzMMuYZjG98ML2+/XyfEhZYATUM4fcJvNpRGWSYSUQyLeRUcRziVgoYCWVV/po7Ty0k2czdbVjFmWWlepAZDsyg4hEA6R9gpSJ3Q+UDwczcQKHHJ/kuDSRSJMfMQ2nPkMcoilNYt5ERSMazFzxq5L/kaZMuzSwtG3aRAxSK5up33Ehs0iWY+9yl4v7oSbK3kMCWbWqC+ESNKRd2t9EvyOz+tFugo7GgUjG2pcOzVwx7S6UCgmpRzydG7KVBPnREOYBZ/74fiJirnVKOPKj0b+HovHlWiLi0kAh1oiqV1JWpf1ou401xybxPi2k39J8ixltGQfNsyCkzI25TFLnXmMYQeacjEFfrkG0jH5n2ujN39qx2DjzzKZVzgJBnxANsbnPIsK18VvXjt9DH5mceyEVTcYBZEvJKFDY/HBPetCC3xMtZhbD09yRshCOz7TFD7lkEfzSl25cLVBh8yIWJs+uc89tMjTysi+qQdYnYX6sqPZnUVOEZjWSua8H6hZdwTygBGL87hA/GkQP3qRUSloiD3KaJeQOCRPxiRx5GPs+Sc4hAUra9KD2o/QjtS0RoqmIEW0oQTxOKh8NVZ8GKUQ5uT6THN6NEMKMaKXMprEiPLRbxqAt3yN9yAsCRjPXZwqgzRVkoi3kBqH78IfbZ2Uy48NoRWeM2jXmaGsTiOQzrSiim9KhqXfr2Pe8p81nHzBmPo1d5Sjk1nfGl4oO0V4mfRREY5c8nciYxYFx29+Nb+6RbHOeh6L5QuJTqixayHyXtFWAqJkTudosLBDiaYuZlPrkW2osr3jFXC7PEDYE2vXtTZJ9UYEsPqI9lkHBytk5ZXxZyJgj2iPXN6U9te06Jzdccmm67uY/2sueNOvX79B5OudpJcXnK3la2NqQp9N9Lnp92u8m95XfXjKEuC/9dk86qS2YPKD5RBcKs4DehY4M/drXmnIIf8iCPab1PO8ToMwKgKQ+7nHTg483Kop4rmAeUGTLQ9t7NI8e6n0QSAKC/MBEPnv4Ot4+tEJWPX6A1Owe8Knk45ikJUIG4o8Xky7SA4S1doyTSTsaLQTEOwFtXH7wftzGrW0/7hCu+PfFNK9/RDEaR+eQqHTbkSfkSCT2s5518RxifCD5MLoBfeed+dz3yREZYu5BEq0sIJgJXkEokx81pmXnSxtpLLR5VogIbvJQ+t7DSDvOu6+sEuLV+4+lhnBeztciwzhj/k/QUEx9zs9CIqmTkhM1pUe1kbKCrp08a/J3mnukk6ZX2wi8udSua5tSeOYkJSNDlCGR8TmXbE+gmXlLpoCcJ5LOXDOtMhINqO8zfv0hj7TSkEVEksob7wtf2H7LfjPOLRp4/dJGaW+cr3WhkqeFgjydfhvuEyQ0LiV+NykJ7JXCGVlUu08sav0u/+iP5nxIC4VZ8eeM6fyff/6M9Jz3PPPyf3JY4xCeZZul7O8YRTxXMA8o87GVix8agRiNT8y4IStxok+qIQSBFgtRSvBOTNp+hH600aghD473QE/Up4d9tHfxG6Sa14ax0XTxCUH2ELLUA86xxoCIaKP374vWk0D3ntJb47ySIbohlr3JOzeesacCUvxKU/PWDRaztr4Qll7z53MIvfcQTvs7PpH1gllE4ycgSn/OT5v6ML8x3WdFOQ1xgwgB047z7IlqNJvmwzhS8SkBXgmOMG8xtSOmfC69KzGaXKcxv1sUILGuVzSuuR5+XwgqOIdoDEOCQ3Ihfrk0vP05xlk9ZHRaZSTgAuB6GA/N0SMf2Y4ZR076jhlItRptJDdsSrpyWUh5z5SJXU6hhsLWg8U9Lftb3tKyaERmJh+y31vcZdyn7gX3pPvL7w15ZXEqzWdhlvw5ydirXrU918nCpKZLQRDfCaylmJgmczcLiniuYB5Q2k/RlSkNlzKSeaATkjSD8a+0n+9pu2jMkptTWzFpI0y2pUoSAayN+CNGC9Zr6uxvpYQEIDbIEDKoP0QBuUmVItos7WiXBjeaTTdBiKU29Ol8jMdnxNUDIORmms9ebjykEzHzsEiJyJhjafxsQzRpJkOUzIVxIylMDPwbpVdCyLSV4AI3pvOMNtSqkjneWBE179r18jkEMRrkPj1FkGwBkHH2fmaOj79mAmogDuLmL6mt7GvMKRPonJyzcTtezkzn6lpbMDhf3ychsN+F43yfflIZKMFY2gk5jdYRAffgDWKi10584KZVRjI+JNTcxtXC99P8Z82BdDZ+C0iq48yxNvwWXLdp7hebdRVfWFkgjUzuHtoyNCToKPdktP3uQfdaFqzuAZrSE05oOWQ344O7sDEz4PRm9e9/vz1XyeU868hQ6cE2u2ws4rmCeUARBgLPA59ZFylAblKuEoEgMP0fM3W0Yclj50fouxCJJF33TvD2ycJjYu21Wv5HWkOykJc4KyOTCKK+tE1wIzu0klZf9kFMkDLkVFtJj+M7fSNJMa0iMNkv9d/js+dcBUJ5hXTqN6Z9hCo+r+aNlg+JdRzNpHNAyENSkFOuCZAALZpI5v3Uh0/i+p5MGVPKkyJsIbi2x6UggT9JVm2OEjiU3KbGqs34y+YV4ukVs3jIbIh0fG2TsF/f2jZu2xE0Y/aSyommkBbRtWMW5wvbpzdK1LixpOwpjbbxEXbayW+m1zIiu7RIyQGbQgb5bTrOwiLntqMAIL8bqa5chwhRpL+vWkSA3vveVYWosDz4nTz60U0WCBySNYIMSlCg32jcmKI5il94ZU0orGcgEYujZ9/YnegqPzerU/RQyoyfdZuddEIRzxVEiBSyQLMoICURzslZCSEDCYBJ0m8a01QXyv7IhAc7oqId2qUgRClmX8ekQpIfc9IvIU5J3+RGIKAJav9r100QjVTMoCEG0SggMkiFNpFEpEg/TAYIlmP4ALrJ4kwt/6SbD5HWT841mlnkEznyHQJsZWiMbtqDDmorw/iIvuMdbW6Qmzx0kGvj0n8CYbz3fqpJem97CJn37J95zFym4pRzRsIsJPQT817MyciV/y0GtCnfaMZlweHddUu78bt0LT72sXZe2kP0zUUSs+ubYLI9PrXj9EYJBkI2kVTXIFUtZEjw+5tPywhcHwg9fUZD7pUoYgFIrqff43wBQL3vEh9bfRoH/6VULYoArSpEhZVKu8RXXCChBW0W8e6FLKr7gDv3H/kDtdgprAXIxRR6iSXI80nGmAQMg//Jb8/A/lm3VX6jRTxXEH0ideYhJI5gTL3zkCFCEZFAyPzwQih8j+wgJx7UKthY4SfJeWqo95HLcboPaYrPZpKVx2/T/9ESJnl9krojTj4jY0lbZCwIpqAjxI1mEdk0NhqHlNZ0zsiNtpANJDGExP5xJ/CKv6n5ib9oXpkD+4i4vsc95vxG0x5yQxsa0uj/mN2SX9Kch3ynTduTmiLmupilkxA9Zvfc+MaIdPpelRRO384t/qb6lXvQtTBmpA2Rc91SrSolQ/Vvjo07iw7fa0N7KVGahYt546tm8RBNDlLXZzqgvdWX6zvNJ2ghLWOfUN9v0Hn6zaT0ahYUiL5rOl6xT/NdAgsHbSC1H/pQI55bRZAWVh/uo0c8Yhge8pBWNlMgkfukd3dxT3ngx72Fjyit/GLKtBYKOwPylO++YNQElPoNenYinxQzkeHbtl38WbeVUMRzlVItITkIih+aB3v8keJ3Gc0fxLeOBjKaQA90//tx+vGmbiuSlYd/zL7xI/SeZLRJg0NDiAz48SdQCbFMCTtEg6BW0cf2aOsQJJ9pObWlfwRUmwgf8pMAGuQUOdJvX4EHEuiDXBl/0kEhPNH4ImrmAGHpg05CcIwPYTWG5K1MgI2x6Mt8J80QMjfOQ2kOlPSkzXMd3OzJg+r8mDxcN/sSGsbDx+zJT24aPaTTfNBip1KQ63TnO7fcnYmAN3dIYXwjU8nK+OKP2/tl2s94szhJjlUkDjk1JyH8riW4BuaDoOt9gqaVW52vmhO3BsRS0nuVX1yH3q81r6VU74JKDl9YbbhPpEziqpIKbpEvZEVkEz9ngXLkZ5VpLawmyF5+yAJc+8DTPO/JWlp6CoEf/agCLIt4rlKqpWi0kAymWqQvWrHUSUcaEAjkhAbQg5+pFAhU5AwxSbLkJCOHVKmJGdd2n40BkQEkzSvmVkQJIUHKtKdPghqpMibk1/chb/7P96m6FI0YgZ60SkgL7Zw0RmNCwsSQBPHGqR/aP/PSkxZtjn1cEBepflLK0niRS+cRX0TH0YSaG6Z984UIm4sQNeNEhowNGbMgCGkH49C3c0quNVpO11K/0bhasepPQJDrmUAGc2k8KTVq3CG0tvneK5reZBEwb4nkT+S8+XUOTPfmFuF0/fIbcB2T3qifr4XKrY4ftCGorpfr4bySIzauBH6zIftjArlQ9S6o5PCF1YZFoZRJ0nlZ2MdqEGuQ+53scZ+Rx2Ssh70qZM9+9tZ82BdWD0jnu9419/sj//MMSFlrzwYLoCtfeWv5c05DEc9VSrXEzyP5uBAd5MiDPDkQ/QD9KJE0D3nvIrfvetdG9I4+upVrjL9icnjGlzMkNIErybkZcofU7rlnawuJcTPE1OuYaBmNA7lJ3keaMJqEmKptSxqeVDjqI5/B933Oz56Q2M9NllyR+nEuTGT2Q6L22af5u4w1dMbB1cA8Jbdn8n26kc1b8k3SxqpLTrNrfNoNsUyqIONgOn7jG4fhtNNaXzGFEwbO3X60oVJj0WS+/e2NfHvQmXek3TkgYkijh1rysiKMyRMat4okjveuD3OOZOobWfX7IJCMn4bG+dI+60uNc7+L+E46fr/9GkHtNZrjXHF9udWxlmdaMmOab9/7jRqfeUaAzQ1yOiaQC1XvgkoOX1grv0+BnMcf337H7isyxn2EdNIy8Q33+42sJAvJC4S1UFgJcOWQfSGk0/MA4moF5KTngGf8ve61tfw5p6GI5yrAQ1xaJUE7kpoTiKKJaRET5HKnOw3D3nvPma/7H6LjfceH0AM8xA+pTEQ8EKAxdyMKvk+d8wc8oBEbTs577NH2D6lwHEJKI4j0IDlIl36RG2QI2fF/UjYlSEl/0cyNk4E7x56QpPJOUkSlso5xITtM5POt+vQrmtv+iGP8UqORdVMjTvGRja8nEssHLCQb/N8ns6chsW+i680nlwLaTQTTuPnq0PYhas7XnBpHIsGRYecYdwFBPsbs/BP0kOTWXvxiPSQtPsx5VsV+E+bCNWSKib+o/syr73vfSddTrd78VsbuCImqd31SJvMDH2jXt/e/nS+ZsX53RCAXqt5VyeELawn361FHzUUR8+lkufDblBkiuW0Dn+X4FPz50Y+u16gLmwUUHdw+POMhBT5CQKMYsSBKNcNrlvtREc/Vgh8ewocMRMOE6C02jyECIAk8szG/ROijwqOpSwAREoHA8Ef04//EJxrBQjZSnqsnFUgUYkWrqI2b3nSOTCIVjjXmaFYRvZjgOUTbljQ9iKRtvtcHP0gaR5q7jC0R1F4Iyb77Nu3ufKs+DxJjQLiMP76P0RoiWLSP5hfiH8q03JcWi1kZeUdk3/vepp2k1fRwohVJEnb72ubcaE9dK2QUaaSxRcyMI1HmCQjSr/7jdxoNZ0hgUkQleb25R9IJKw9JgUEve1k7JpHu5t080qJapJjPab6TY3eEaMWNyXXMMc5zKcmMFyKQC1Xv2uq+S4W1R581gfbJPeleH5POHjJLPOc5zURaKCwH5KoYAHIw1rUUi+lLJyfQjQwn9wtFPNcl0fx8avY+OCTma6skRMWPF5GJljN5GJE6P2oEzAMfudVOr9GKv13Kc0Fy3xHYzN6ISR8dGvKRfKKIBdJkPAhfIsmRDvupLpJKPMaA0IK2tYHkGs+tb920c6ooIZ6LTU3lGOPLfOgjwTyI4TQyH7MyzXGCg8yVeXJMiDSyjEQiTclHifTzyUxSeGQVMRNBnihz1zLJ2PsiAdFmQvKDGqtzSGUjJj9zc8c7Nod0+9PeaNd+Ia0JBpPhILlee9P32B1B+4lKd5w0Va4LgmgBY3yO8Ruk7V0omfFCBHK+6l1b3XepsH6IJl5GhcX4F3Nn4icaN6FCYbEgm5/4xFaWeloQZghogmRBcGtpOxuKeK4BFpPHcBwcguTRkiXRPIKDeOVHnlRNyIPt/JqiYZTvLvvyg0QobJ9Po8Xv8ZhjGjlBYL0jfcn3SUOWtCW+o1GkpUOQaBCRld63kIaSts7+tJb6S94yqz7nph2mZWR0GhnvU1Mlz2gf/GLl6LunP316DrT4PcpnyQyeSj/m07wmg4B5M27bCYqYyqeRzOTZ1B/yjWzp1zzEb9Z8pcxmXAAInmQ18L+5ZXJBet/97nZONNXaN3eQvJ/Gpf9TT21jMafGj5BPc0eAaFWNiykIKX3Ws5o7QX4/9nHNXBPX14LHNVtKMuOlLKoKhdVGNPFk0nwZGXqQVW9+cyMQhcJSwF1DNpCFfmcpl+3luepZVbKxoYjnDGC+4BBmVuQGyYmZFuKfiKwgVAk2iV8J7R7isaPyXNFo9dor2kWphRKN7/g+8a3xIZP6o6nTXu/nhxj5bAwx+7rxEJNUOULM5MXkm4VgTYvAHvsR0gw6B6Qt9b8FADGZw7h0qXNBOJEpcxQibkyp/uQczbl32zPePpl7P38EibaSsNq+/ndezsG5Ida0x+NqVcZskeC6+s7YfRaJj1gy7ScHaczzCSiL1jQVlzxYCTJzN80dAVJ1SnBQ0j+BceQ8jJtGXFvcJZD5pz1tacmMKzl8YZZAfqj+RW4sBuRDobAUsBi94hXTyy1Pg+fJH/9xs2gVGop4rjPmS8btx4pY0gwCQoIsxWEZgUA2Yi5FLGz3OeZZptfFlueK9opv6Ctf2f7v64OPU+VMS52EHOnX90kR5Pv4dyJYtHVJno+kIbfTIrCn+RHSEOorNW2NH3kapxFyfrYjxQl0CgFGzuKDGQLWz6vz0w9TvO3aMn+IcrIUIGlSENEUG5/5Mh599r6cMbEnrVYqWCUtlPlNbXnXxbbkAE1ZwKyoozWlbbafgCE54YyRfy7XhbgjpF673wfyrM8Eptk/zu/RvpojYzLHxlNEsrCRceCBbSG/kI9nQI5Z+JdrSGEx8Ft5xjPmUiLGejgfPEuUek3VuEJDEc91xnzJuP2Yo0lDJpmEkR6kBLHMaovPJNJDG4Y8EbZIRF+vfL7yXJASnTGT+o5ZHUkZk84+0nmcOikR7MYnajtBNkiifRAvhM13yA7fQ0QnJTkTgS0N1UMfOheJLp+mgIGFyj+ONcVIolRI5lD7fflP4zBH0QI6T+TT55Ql7ZO5A+0mQjitQpA+zZd9EH2mb1rI+J8mqX/vR5ba7uBYY0I+XTdzlPypjksZVMf7bPFAW0oACjqKH/DYHQFJTclNx7tWxhLH91S68hlBRWiNvyoOFTY6yEqBnTuKWk+gIBlSieULOwK5+YY3NPelPphoPni20Ix65ha2RxHPdcZ8ybiRBiSCVgwhoR1MNRuq/lQYSr3xRFSnlrvUIjR0iGRSJI1LUU5LOC4N02JS5fSpkxBJkdXRsNmWGzIJ1BEc36VKU0hnEFLIjGzsSZaeMT3sYdsTZDjyyItrip2LbbSCvXN3SGUqOvXR+l40r3L/0TyaK9kEUr0pGtZUCOoxdgm4y12aS0NSJSG1Ob++vCeCmYWHba5brrnxgLEaf4KY4iaQnJ62T3NHQHwR79SOTwL7aFBTZjUv3zEDIddVcaiw0eGe8cDn3+3enW8fi3GLNkRCGqYjjpgLFiwUxpCeixIk6Qx3BC4fj3nMao9qY6Jus3XGfMm4ky8SvBOi9kmaHmQ0ke0peRmCg7CkYpHvEArBLIgnQsIcPC0oKObu+9xnx6lyEBOkR3Q2szDSiWQZV0hnCI5jkbCYnWlex0Q7gTCIF39H7Y9N8AJqAprasaaYhliUYcaQ5L2JEDdf8btE6JE0BFB/tH3ZbtzOEwndUaT22CWAv6S5NhZEO+VLkeZoOp2b/uwjaMg4aV9Czvu2jdkYzK05NF7E0hzSvE5La+Sz62Ffvw/tplxrsiIkCMpvy7kmoX9VHCpsBrhXuQ097nHNCtH747kf/eZTktZ3ZA8ZJEduaT4LY3huCtD0DJxmCRyDLKUYKcvRdBTxXGfMl4wbEUGAUufdDzjpcrwQL2ZtJBLJQKIIVOQDmU0Aku0++07KI9uZdZFAdcZDdntzNyG8kIk7ghnpsb/2jDGR4TFxByGAibT2XczYYH/9IDwIFfKXdEo0kfrn0yjFUZKdx480BNZcIJ2pQ58bPqQrNe6dRwixuU+S/ZQE1Yf8fvwmFxupPU4tZPzOI4nuU/sdkEXaVEENTIHRgIZwRjMaMzgS7XgENlkG4jubcfV981mj6daHc/j4x9tcRfuZHLBJ6+R3YV/jMoaqOFTYLHBfnnnmMJxySiOUftsWbxbc5EgsCyk3bDFOnvLZLvJZCFiB/H4oIpKG0Pt8PsSebQcf3DTqheko4rnOmC8ZdwQi8oJwMrWHzPmMhCAgbgrasD4K3XeJACdIEUnk0HeErbyP2qYlHef2TMJxfpaHHrpwqhzCWaUggS2In7ajpY1vYoJijEefxoQoh4iB7+Ii4DyM18MhUeYeFkpc0qw6H2QNSaKx0D4zMb9O2xIRnmAifYYMp6JQNB7OFaFLLtKQPcmlEdBew7ojjFMLmVv+QEhfn/TfOZmv5GWN72fcJnpNtzHFD5XWOgsRY1Z6ra90lb776i36dX1pVeNz6xyjNdceTWceslVxqLDZ4B6xAGPtscjkpuQeCmlIujNAPuW6ZXJXhrO0VQW/jfe9ry3q47aU3NZkaf8cA89JwUQUN4X5UcRzBjBfMu7b3nYYTj+9/diTRojARLBo1AS72Nc2/ol9FDpyGk0ikoFMJAckgYp4IXd9bk9AehEQ21MXfSENmFUdkoYEC3CCpP8xrj7iPTlJrQiZwfgk0twZB1JpfNpxfjRwfTJ0JnjH68v/Hh62G6u0SfpOrswcl+Tv8aO1nVndvBqbc0SCe5Lr4WQMKTO5lIdPUgsRVoJ0tGW8xuR/52ROkUOLDONBqm0LOTXe+Mgmj6mxxWxvm8CJcfL9cfWWpJByDsDciNxH+0yICijik+p3lcpPVXGosFmtSu4B8jI+elmkgnsxhR8+/OHmz5dUbYWtC4t57mRATiZYNJXr8mwm48n3E05o2UYKC6OI54xgWjLupCbyw06lHT902i+CFPlEmpCTaVHoCTSJn2AfyYnMJF9lUi8BzSvtqLxjjk3NcySF9qzPtRmhThuLwCWCuo/4y/+EuvFJEYX4nXNO81tFkJChaF2da3KQgps7mlT78rVJZD1/SuNlAoGYjjOOpDAyN4gp4obgiwqXrxJxdUxIroeO+U9A0oMfvH35zcXijDOa2c4DTnspYen6JsDJuTiHsWtCfHRTxpMWGxF2rDGZb1GS85HDaa4bjkWAjYXGx/z6LoS/Kg4VtoJViVXEb558SDGHZL0gL8Bn8uXEE9sCrxZhWxuxxiXlnmeEZ3MyoUR2k9kKt3gVdowinjOEcTJufpxIHW1ZNIZ++CFTCAktZ0pejqPQ7W8fpCN12L2nGo9240sJzOW0Ar1ZGCGlMeWTqL0+12aQnJjROI7TTGgvAU9IkNyYhDoi9OhHtwj5P/3TYXjPexqpHp9DNKDGnDycxqqPfqwZA4IZ0gnR8jkXfTlnaYnsGxcGDxsknEDx0v6f/MkwPOEJSyNj3BSOPbYJK8TYeM1PgqES6W5b3AF6v06IL6ZzjunduTAX7ogcLlRH3Qvpd/2q4lBhK8E9Y8HG2mARmly2SSuWILyAxeK445p8KmxNkOXKqkZBEngeUtqQq343PlvM77tvydDFoojnDKPXXvlh0+whRwkUITzvfvdh2G+/uZKXPdFALJCwPvK7r2ZEo4n8aIswTt3ZBPeElCWvpH6992Zo2j2plNyItGe9lrMHwhWSnM/6Rs5oFeWk5GpgXBC3Av0Zn2OR3/hxJoAomgrnSQCkvGjM/cbsXBBRY0bmmOfNDyIa0kmzjAwiivZFePmajnP86XsaYbMduXzd6xppNd6MMdraVC1yfYw7KZ3SbqoKxa1i993bdbFweMpT2qJkIcGWsWl3r73adRE5P19wWKVMKmwlcE/x+3/969s9lkVsrAs93N8veEFbJN/3vus14sJ6ks7DD2+++mR1njMpCkIue06Q355lUv6N3Z8K86OI5wwj2isrLtHJPjOvgx++m0DOSNs5M3OIp1VLWiA+lDR8iEevUUNiJZ5HNGlO+X0m0llQClN7ks9DkrwjvSKgk+sR6eIPhfAhdbSIyCfEDyb5OFPKMprXmMvjPyqQRxoiprBEpsetwLiSLzSpgCIIEpmKcMbE7v9oCp2XPpCs292ujVn7yJ9xExrJnUmQgAeRh5Jz8l2I9rQqSUi84AXXSNAQQYU06teYEWttGI/z8X+S/Yd0xm8okffmm4ldH643gbajlfS0vKyu/aMe1R6epdUsbHX47R9wQCv1S8aliteYdLof3YNkkUAj5tPK77l14DehkIkgXM8B7mGUCqyHSYkXBQvlhefKYx9bsnUpqNtpxoHw0BIiUzSAboCk/vGj5/MoXxitGA1mtIGOsQrzP63dWBtKk4iYPvCB7RjaRCQSYUXYtN8juSgRJkSVyYrmEAFF3hyDLEVjR1DT8hmzbfpFwmgD+1rryBDS5EYn6H2PJGkTcUJG+YOqaZ5AgKQoij9pHhSOM/7UU0/d9UT8M1UD8kvL6pwRd+eVPJrx5TG3iXg3Pppd0Y3jKklnndX8weyv3/jhOm9jS0L9uANkAWA8CGiqDMUEbz/HE3I0rvpnuncdkVza7XHNX+ObVsGJP6d5prEt7Wah0O6dl72smd3jrhMkE0cqheXe+sxnWuq5wtZAsoOQxeS6ZwP56VlBaRHZ7sXiqIRm+cYvDUU8N8BNQIvITMrkjlwhU96RLzcDjZzocmUok3gdQWV+RzqmaUO1R8t47rlteyLckUpEKGbnwM1muwg/gURS9iBDyFsCoWhSEaX4SiJQtG8R5saP2HkhxkgULWJIE80hsoWMOWcrTu1kTEHM6Mbo/yTgpx198YuH4XOfa+eC9BkXEuddHlMaSYRcoJSxOZekctJWzjka0ZTU5PM1rpKUa2C7dhBcxyPWSKttXr22ORpbbRsvwpn0Lq6LbXxwc909+JJrlVaVlvqP/mjO/Od60nSOx9bnZV1OhH5hdnDEEUcMJ5988vC1r31tuNzlLjfc/va3H4466qjhBklZUFgS7n//9v74xzf5CZFRyYoRMzzZQQ4V8dw68PyJdjMKGM8DpVgTN+HZ4llbpVZnkHiWwFyZmwBJQSyswBA76E3JSAtyhOTQQiIztGPIF20ZIjPWhlr5MzkhXTSAtJEIngCe+EamrKXP9stNRwvJJG9fZCgmddo15Et/thkPAc5cnP+9kCJC/h3vaPv2pMnYjVtwDNM9At0nhM/YQuD6/Jy0iLSo3BNoKJ07geHnpt1p1Zm0nyj6pIRK+iJzmcpStiPqyY/qPPRt7MaibdrGJH03D0m1kWChpEiKdtQxzODRku65Z2vj05+eqzBknyR5N6fG/Nzntv9dA9d0XMEp6POyVhnMjYuzzjpreOITnzjc6la3Gn76058Oz372s4d73OMew1//9V8PvzguAVZYNPm0yOXHGfnS+4y7hyNfyRL+1kUwtgZicYtyI8oI8pRCIRkRPDfiOlaYIeJZAnNlbgLCD3EMYYlG0U2RnI9W5YKPUoub9gxZodFEKpEvRMVxtJRMxFnZO46QjVYxvk+IaIJ20g+CQ7uKKCE1/F+Y+5PGKNpDx7l57YPoetceAkSoG4dkzQmQ6v1PQ3TjZxqTunHEF7U3kfnfeTClJ/k5zabttk3TAqY6E20h8onQBcmXGW1mqvokH2hyftoHEc1nY0OkzV+qFqVEp32MMe06p0TP20cfqWDk3KNhdv2153MqQ6lOJLk/P13XWRuu9TRUGcyNj1NVAOhw/PHHD7/+678+nHfeecOdSxW3bEiXxirkHiYbyIu4u2Sh6J4lr8ZBhoXNC88QCgxylsKhL94S9ynyPq5ihRkjniUwdx5+2MiewBVaNFrGrMLcDInyDmGK+RfJC5myH+KBFNGEIqL8lhxHG5lSnMmXmaAXN1lKcbrRkBu+kY5zQyJLNHZ8CbVPE5oE6DScKY3pOOSJQz/BnryZ2ld9iD+NcYd0Mr8bh+OYwmzrHwz5nEpD+kZuk85iXMc95xFNpfPvqzNJQG+8Ce7pV7sxt5j35NPsSXaCvBJNn/yixh1zTUx4GWvmNpHsIbrGlvQciGbKpmax4Nhcmyw+uEjQDLsO5n+McRBXYePj+z9P/XBFq47CskGWWfRyRXEvuR9DOlPZyL3M1zwuTeWysvnh+op9oJygwHDtPSfJcO5PficUGvap38IG8PHckcC84IILJq/gf1LAegvDD1t5RGUcESqEBTFKGpCQzr4ueUhONGumO+QJUeJHmBKKiG1MCd6jmdTPi17UzNeOoxkwFqb1vspPiKTvEmGOTNEsGh9yhvjwu0SS7JvEu87DuBCqVFDyE4mWMdUhMrYEKiW4KGZ3Wj3phhJ0E82k7frXdtJQGbf50J79aF0lltZPSGT6zbwwuetX//43f9o2N0nsjwj3/qEeWAla8hkJ9XmcLD5JiR2fyka2G6t5cx6IaKqt9BHwyLPKQ6mugaj3glBfFh8esNr1+6nI9o2NCy+8cHjqU5863OEOdxhurAzXFJQcXRzcB4cd1mQDgpF7L4u7pDdjHSKryLByWdkaoNl+/vNb2WPX3zMRPDt2260Fp5X2ewMQz8UITD6hh0ueVdgO0umIQBf5jXggHQmqQWYIx2gsPW96QhotIW0iAkTDSHtmGyHLDItAxfMhfiyEsO36VT4O+QRkM30RwjSFTBEEs+Cm+HEmX6bSmKLl9Zvyl4kaTcUl54IgRisZgoioInnA1QCZs58+jTf1cqU72X//ufmKX6bxcQPotazGYFyO87CRpsqDJ24MmS9znKTBHkTJKpAKTbSpxpgqFuY8aZjsh2j6Lv6o+k9FotT7NWd9laU+wT9B57toTaFP0q8N+/BZFSjmoUgr7polVRPSaU6185KXzKV/GlefKmwccF368pe/PPyZSg/zoOTo4uE+UKVNAYt3v7ttc++7V8mbLIAtMMkg1p0inlvnt/HKV7YFO7M70H7vKJ9yYYaI52IE5mGHHTYcfPDB263Ur+4Jv8XhRy4Sm3YO6Qjp6iOyEQ2vBMfEBxJZQS4JTqSuL2EZv0nfE7LazTb/I06Ol4g8uSm9p0QYMoZIIkBqxY8DXJAjmlUKlwTZhBQhYLbpJxHg0Yjqk5D3P6KEXOvDPrYhd4QCgkeD97jHbS8IbCMg3vnOOSfwvgRnEsy/611tPMwo8SONZjGlLDOH5iTjRzSRWuZ92kRk3MPJmEO8tenF/9Ic2Ndn52E+9J9ALPsj70l5JYiJ+dx8xF0BAY3/rpfz8Jl/Lj9bx7v23BT6Um7mwvdJsZTgqvJX23h40pOeNJxyyinD2WefPfx2ogynoOTo0uA+UELXgjT5Gi14IyOTss196/HFAlXEY3NhvsIgXmT8ckonF9aZeC5WYO6yyy6TV+HiENCDkNDOEYxIRG9+TaRdCGhqEMdEnOCg1HSP76L3mMTt78ZDavgLInluRmSGIzXtof0cR5MWDWUi2I0tNdcT8ORypnJPqiTp05i0Q+uHeNov55QAHLlJ9Z0E7M47fRAOzPnTSkg6D6UhpU8yjlQC0qeHBxJGsDCxM5vYzo8nGsXsm1rOfbuZM6SRhjcVmx7xiGE47bTtU1YZn3Ey18R3FvnEAfSPjBoL8rjPPm1+kwDesT6b41RWCWHOvPmMbPKR1SeC6ThzzPSOCIfgG2elWNqY2LZt2/DkJz95eP/73z986lOfGq41zZm3Q8nRpYMWS7oc901IZ8roxnWHXHCPyz6h5G9hc2Ba8Y2yDG1g4rlUgVmYH4iK3JMEI+0kMoE4IT0x1yb3XKpxpJZ5n7g83xOiIX0EK+Lo/1QKQtz0ifzQ9iFJBDMiyGwegqYNJA1Bohk1RsQQIaJBMFZkL1HZGYex6gcxo9lDvNRFJ+xpBd/4xmYKN/74ZEbTimAJJEIa9cEJfFyZR7CNVap5ih9mKiERKvETtc1nmsmUIk3teQiBz7gJJW0i0sZPW8zU7UGU+vP9qtnnaIzjN9pXhTJv2rSwoEnpjycIn/zkRoqzf3xGtZVE/753XhzejdXcOwdrPHMf/9ksOCrF0sYCa9FJJ500fPCDHxx++Zd/efiOFcXELeMKkzR1hZ2H+ybuTO5JMi8BglmAkhXclF7xiibXipRsfKT4RrKokMUUBJ6zZRnaoMSzBObKl890MxCIiEnyQCI/bpaQIvvGQR5R8ZkgTTAOshjfJQIVUXQcAoZ4+UyT6DgkUDQ67aVjU4+d1i7+jfq3L4FNm4ZEeQek0XZkEUlMRH4Ssyc1hVrtMWcIEjrllEaEtUv42weRo6UjJOQgTS3yaatUY2N+ZgbvtZ4QX01jcE60l4lEj49noN+QvOToTPCPvvWVuYIxkTNm+zBx9wneQV/mBHENae6Pt43/6nvf2zSlCHpysXrPOP3v3DOG+Mkad0qdugb8WKFSLG0svO51r5u872al1eG4444b9lOFobAiILeEH5AvfPpSujeLvbghkW1yBPMNLYvBxkWKb3Br8lxKWsEEzpKPZRnagMSzBObKAoGxAnOzKCFJs4VMIB0IYcp5pc558nLGXzEa0L5eekzlMbPf7W5z5murQaQH2UoNdvsgT6nVrk0m8aR6chMncbp+3czGiRwiycnhmfQliCnSR+gHqdoj1UlIY68pNG7EkwbWuU/zXyQsfBfCh3whz6nLngh2yaGR1ARkIbvmFCGMthUQVfOZyPRoFiWiX2hF3C8YxmVL9UET2RPXab69AqD0TeucSkxxVUCubevzyZmrBDCl1GkX5FwpljYYWI4Ka2dVUh0MyLS4tACZRR5YnPO35w9avn8bF7FGeW6Rr30AKh2Z616ZDDaoqb2wskBykCp5OI86qhEPZMZUI4rM04QlcoLYxHyc4Bmwok+wkJvLdv+7wWg7tZ/VINNS0opE2xZiiWQSvPw/ESgaOUTP/tGG2tYnWjdWbSCAiCgTMV/JnjjFp8p5pJJIYKzGSfPgmJSTHPsvHnLIHOEjPJL/FOIzmkT5iKCxJKVSEuv7nFRG9k36I3AOzPNve1vT5i5EPvsFA7M3baM5oemc5qM6zmhw73u3zALO3cMQOXa+CL/5jZAMEhnvnF0H38Xlb6xlLRQK2y8SVQ4ju9xjKQzh/icX3Ff2c8/Rihbx3LjwTJLDmYxnUerdwDwHWfs8436eBbKwgqha7RsQBN/tbz8Mt7tdI3rZhnjRFCIcyBtBSXsXP09m7eT3TABSAlYQKiRNQnU+k/wNEdlEU9MuErZIawhrfEXjP2gbga0tN7MxRAsLKUOJGCVqHnEea/ySDolmLsQy0J5xIKX26TH2X0ToVCcSseq4BOMkojzpjYyZ9sK4Y1LXrzHSdEZbmLq9IeDGR/MheEjajf4cxlGSyLy5zbakr9LGQvk1bXvsY9s4HcsEZP5SotRxyDtfXOfrepsH2l7nbB/5PfXn8460rIXCVoZ7iJUB+YwscJ+QN+4b91HvilPYuPCcIx9TiKXPNJJsK2RmuSStPIp4blDMZ8L1zryN7CWPZOqKR2imQlFS8iAxvnPTIZoKTvF3pNFz0yWFkdgw+yNLfSlNN6d9aABSUpLAZpYyBu0gxLalPJ22BDBN0/ghU72ZvPeL1L4x0fb1dXJTnSha1qxSo800L8hZzOchmtECO7/4vlrp5uHSJ5PPvKXEJXLp/D/4wWG4733nIl0TJendeevT+fAu4b9qHLxQ+gh4czBfFKVtEuRHY2o+ke5ouhFxK3c+p0nH5Pogqc6RIPWbWKyWtVDYynAfM61apLp3YjFIFTSLUfeslG2FjQmymdyOEoG89L/nH0UD968UISmXpJVHEc8NjPlMuKrZ8F0BGko3E1KJhPRlF8H/MceGhLoBEdpUawjBc4PSrunHTZkgF0TPNjdp/EpT3zaO+Y7TnmNURFJnfCEt33x+kbR+zsWxIaR9dSJk2Bje/va5oCCChCbQmD1IEtGOnEd7S/D4P2ZqAVXIbfxNQ6b1HW1pgrWQVEnymcWRv6OPbuO2ik59dRWf+I5JxcJnMzk/XS8POGRyoSjKuFhEY2ou+d+ae6Z+82sFT6OpbUESXKvvf/82d+P8dIVCYTqQTvfOhz7UZA6ZkBy/rEnudyZ2936IS2HjIG5knosWEOS0/z0DvPwvc0syo/QKjsLKoIjnBseYkCTpu3JfyBHNJQ2bVXq0kRATO4Ga4yJAQ7SQGu8JbEFgUg7SjZnykm5UJI2fDH/KmN6DVEPyfSoiTXPWHpunmcmtSntSfYc7NE2Dz/pHNpHs+GQhk0gv31RpMvbaay7ZfrS9/vdASVBVnyg684OoGrO51b9xG1M0HxACT1OKNNKiMruffvpcmqsQb+35nkneZxrf1HzvzfmJooRpCY3Nm3lCdF0f15/gNCa+svxtjVcbz3zm9r6fhUJhx4h7iwWcgMQE9Fngxk/cItICXwCksptlQdg4IFc9pyzeLfpTCdCzg0zOM8HzKmkFCyuLeixtAozT8CAmBKEas4hZX3c8ZTWRLPslWXtKaCYnaCLIkZoE47gBU41IOiUEiv+glSFNgLyiCQyK+T7oKyJ5IWE9qaIpnJbEl7/VQx6yfcky7agdj1Dr10PBeJMcXoQ88kvrKNiKAFHrPgFGvcY3hDOR3s5dO4i2sdEkMmP3VZtyXFJXmQvHCQD66EfnUk4hmzHHJyG9c+sJbBzZPdT8b8wi7Y17voTGBKfvaF75ovV16J03DbGHJu1nRWMWCsuv1S2vpwwa5FXy/pIx7l2ElMxy/0mtVORzY0CqPs/GZDLp4x24UXFRSrW58oVfHRTx3IRIGh4lI+PL6EZKYnlws/nsO/snIbobEFFDduzLX/Dcc5tWjhYREfM9LZ93wpj2E/lCtJioaeK8I5QIYSoGJRDppJPaajOkirkDUTImpAmJItSVp1MbWZ/IXE/CpDEiPCT6JTB8l+TwiJyx04CqFa//pHTSR8p2BtE8agcZjilfG+bReRtfiC0kLyrtLfJtLmUacHxKWoakJugqWs1E1Cc4yn7Gqn2kUo7A5Eodp4qiBfaODJsj/fZpQJBr14rWt5ziC4XlA5FkNeDznsAT93ayYcRCwuLC7eU5zymSMuugrKC0oKxwLclN8tkzItY7sGA/6KBaTKwWinhuUiAgiIwby01FQKZyTXwfo4EL4SRIEUrEzbGInBrsTOuEK7KI0KRqB79EJu8EADk+xanih+hm1r7VY8peMl/pg6Y0mkLETA49vpDR4DnW/1aggneMrSdh97jHnA8os3i0tPH5ROLs19dcz3v8U+MukPEj0zSm2hCIw2/TPBx4YOsrgkl/hNMtbjHnD8StAZlM9gD7pm66vtJPSnP2cE0QdnOGbKpCFOKaVFHMQ0pw65sATWCS/VMj3rwmEX6vcS4UCksHy4P7O4vV3M9ZuLoHLWppPh/5yLIwzDJcq+OOa5YgsjX5rVM+ulfKyGdN9hdWB0U8N+kNxjEeuUEQaR9j/k5ieav3BNfY342HNCGWyJ3vaQ/dlLapoMOUfsABzY/QMS94QdPKhSD1aXwSMY7EaYtwFlmdvJhIYcxWGQe/KeQx6YIIfN8hZF629/k6JdEP8UraJYQRSab1S9L3VCiCCBjjCxmMudxnxFkbfcohkehKeL70pW3cvqPpRK7POWeuZCiBpo2cY4K1UukI8U7KpnF+0pThTDR6MgVkbhFwiwnbBWa5VvqIGd9ioIhmobCyiGUmC/UQzty/ube5AlkQF/GcXZDdrGiRw1E8hIQG/ufSVdrr1UNN7Sa9wZAgZAxhi5Yu9dLdcEm3hEAhY0l9RIjS8KXmeoAUIURIJ+GK8CTdRA/HOJYWEqlLkA0zfIJgHKMthDS5QaMNjf9jfFGdQ8pTZkWafJ2IGE1qtJpeNJ3GlqTPCaKK6TurW5+NgRbVK1pI50nTOY4uRz6f+9xhuNe92hiZumkgQT5Vx8T3K2Mn3HoNZy/IEvEeosolwpiN/bzzhuHMM5uQNDc5L9fMWLXpHUlNtK39Qn7NHw2stgqFwvLhPspiPRaT/j4OcfE9k3z2KcwekgMaomhJNpf+Ra5WQNHqojSemxDxM0ROQlhick8FokSzJ18ljRmBaj+R42PhOq520yd597+bOqUtaQRpOpmt+clYPf7JnzRiFfM69IE18XnMyjOCPrXSEbVp9cbveMdGWGlAkVTmf2On7SRAkjYpvjzRgMbMEhM9Auv85MtErKetdpNBAEmUMsk+IskTFY+w09Km2kkS5/dVn2LST+lPxDwLA2Q682nfaDhT8hNR167rmiAt80KbTKBqK765NDVefHQLhcLyIKqZDze5EstQXGd6n3n3s8VxlVecXXje5ZmSYNHkuI6/rueF51blaF1dlMZzEyKksPdddFONBSZilFKQ0cjRkDJVp8Sld6RuXO0mSd75GjI309AxlXv3WYJefor8MB2DJCJMY99G44y5PZGFEE0lYmwf44z2DxKFjuDSTvK19HBAwpLGyAMj6aUcF1/W3r8VCda383nc41retoVMLEm1gdg6/+wbNwP9ahNJTOLh9M1lwUMpmQFomRFZVaGch9KYMeETiki58/dAM0aa0UStJx8pra329OlY7YVgC3hwHQqFwvLgXnrMY7bP25ucvpFFCdBUXlEwZGE2QR5TTmRxHn/dPj2e68iVqRYPq4sinpsQSBQNHg2Y95TMnGYGivk5eT6jUaRh47eEiE4zPWvzpjdtmlD7Je+Zd59tZ56mAWA61jZtZyKxfU6VCOQJeof9CIZURzIOEezMzwim9o3HuXpXjlJ9dsFQXs7bwyLviFsIYPws9RPC+OxnLz6CMSmjprkZcEVAsOM7i4ginCGYyKYx8yU1TlGzCLKE76lwhLRGC0xYOvdkBQjZzX7m1zylxJt9Cdc73an9Ly9omf8KheVj//2bj7v7r9dyBvH9tEiU3qzut9kEy5ZiG+Rxv5CIAoZcJcNd7/LvXF2UqX0Twk3DBC0HXcyvEY5joRktY/Js2tfNJ4GyGzV5NqHPvUnrJgLdO0KJ5CCv2mKmcCO/9rXtJjcGJv+kVkqpyMD/SBTSS3jrIybxpDrynX4RLeOgTe01sH39egSVRpD52bkgdkzg0XB6GZftNJwSQCPJi8VCteQRSm0K6DL2lOFM6qRkC2ACNy9JsxQSGx/ZVGJKmo9ob51X9mOCT0ATuL59SimkN3XrawVfKCwPqbbGr5v1J1abuM7Er9u9/IUv1P02q/AcI1ujYPFMIMOTAYTiRPaUimZffRTx3KRgukWARKInyIWg7KP3sg0pIjQTAIRAIkvxD0zt8T6hObJJs4mwjX08kSWaSUE/2mQCTkLzVP7oV5SpjKT6kXZCGhGq1JdHaI0rZhIEy/7jRPQptWmbY1LXXJvxpURyzQ+Supy65QvVku/nNcTSu3lBRAk3xyKk0h7BmMQijcZrLhB633EDcA36EqKJmjceGlNz2EfCxw+28nkWCjsHck5Gj6c/vX3uZSrERYisJKeKeM4e+lLMLEquaTKQeFnci0kobefqo4jnJgUyghQRhMgIkkODGN9NQjO+SUkngRSOzciOV3qS9i3J3flRSmUk+AWpRJgQTETId0zrKUWGnCWdUUpWIlbJ62mfJD/nI2VMVqIhk8ia8ccsbhuTtX1pKvtE9Knuk/r1fFXt55wRPUTaPoKnEM/l1i3vBRgfV+NLnj/bnLu5ch6JaHeuxoAsO39jMmba4Wkk1rt2EUfa3T32aCmfsgCwXbva4vKQ/Kk94gcbX9NCobB8JANIUqT1VW+A/LPI/NSnms95YXbgWlFSkMmuDaWJZ4frRz7y61yOEqKwPBTx3KRAju53v1YqEgHpV+iJws4qHelD3pCZECTVhZArtdKRTgSnT+7uhk0gkn5sR4gQXJrNBAvR3PHhjNZN3yFdNI++iybS/rvt1sYhUMl2PpFeIadInUpK2kNaafrG1X0QTz6fTF76ColF5JZLNscgoFRPQsqZ9lP5yIsZXwLiaH1DTI3DmBB127lD0IyExPbaTOdjHvugrkTVp4a7/VwnAQ29k/x8mQgKhcLykeIbuc/JFkhC+ZDQ97yn+YQWiZkNUJ684Q2t0p2FAbA8kY17771zSojC8lDEcxODr4pIaZWBEEsaxyR2T8ARQse8npvODSlFEDLjhkX+aDNV8HB8yjMilswVVo6IF+2n7xMUlHQViCIiq9/4mhLOAmtoEP7qr+ZqoxMKjiME9KFv+ycHZ9IvqXxkP5rCmKf7xPICagQaLdXcpa+Qupju5xNG5kYNZ/3uvvucKwAi7nik3IPHuaUcqf+RalpY7dN2ili3X7S00WaaK4Lx/vdvQUPmKWPqz2uvvdr+OyKthUJh50BGud8teN3LiYqG3ndeoQxlb9Vvr3tvfUFOH354e355BrmGQFYjomRzJYtfexTx3MRwMwkSQjoRE36ThKabrU8lFO0nUnnnOzezrW3M6TSYCIxjkL5o1RAjBAhRUqM8ic2Rx0QIal8/tKG0gDHrE9hIlP99h1Am2h3JDJJ2qK9rrr2kSxpr+KJJ5eDPrMLHdbGY5sca0/1Yc2Gc9jV2fkIZh/ND/IxPOzSanNm5HngYRQvMZK5NhJHGNBkDem2m+XHuNM4LjWkh0lqmo0JhZXN6up8stJMTGRJgFBlAXkkm/+QnL00GFVYWro8AW4v2uC5FgSFGgOKEq5R9uG0V+Vw7FPHc5CAoJUXvfR4hiZARUat4mjRaSASxrw4U0tOTziBklVYzydKRzeTgTMoi2gHtJt0PEzuCiQinkoQ+bCck7IvAJUWJ9vWP0BEW+jDm9Jna7IkCd8yrXjUMj3/84ojXND9WJJapHBE0f307tumvLxcKBJp5de7aSqCU8+IukIT2gppols2/BYFr49gkj0dmaUKPOaa1o59p7gQ9+RyT1jIdFQorC3LNffeEJ7QF9rSATZ/JIAtAMqKI5/qBPJRXWoApxLJHHpPLniFkNMVAZSJYWxTx3ALoiUl8HhEZPpsnnti+Q4zGxNKqECFKCqAezODf+lYTutHGIVNuZk7bVv3xfUJuvRBGhNM7YcBMH82r8SCciX43TgIcCWTGJ+i1n3Gk6kRqs8cNwDich3RGvTZxPvTay7Efq3GZM4SxN5vNl8dT/wRaotW1kxrr5tdx3AuSK9U4tc0njN+qB1sCjnJszPXRDPuMKHMncN36dFIlOAuF1YV0O6ef3iqXQU868znV0rgrcXUqrA/MvwV88iGnYlHyR5PFqSBXmT/WFkU8twimERNEjhBNRZ8xkDkpJuSvo2VL1QekECFzE/e1buPjiUylQhKChsS5ufUfwkbzSpOZeuPxTyQU9BdtprRNSJs+kU2R6XHqJ0yY+eMGAIgocspPdRpBGyPaS6vgsR+rBwjCx5dTIJHI8oXyeCYZPeIctwbnzp9I+87F95lr5NtqWx/mBuHUv3NCnPmsSkgdImyuEVvlTSs/Z6GwPrj73YfhzW+eu797xPxOpvGt52teloe1h+vAYuU9BUOSyYUsJmcpSFJ6uDJ/rC3qltjCSD5KpHKcWD5R0cy+iBySKBUF0zBi6EZOuqO+NnmEsc9WlX2Nct8hSgcf3ExQgnL23LONA4mLP2gS3acUJE0fsuV7wsSYvJTmRGCNwXdIJ6GS6j7IbAjafEh0vH1CYPXneO+c0X3/4Q/PPVR2NG+IcaL+vcxDfFUDpPPjH2/9Gjvyy6fWPtrXBgLKNzQJ5pF02lPBVY6vVXqhsPZIgYYx6RyDrznyWVh7kKu0nZ4fyaXsRa5SKHhmsCSR16rNVeaPtUVpPLcw+nyU06KiU38YaOtSujLmJcSHZpD2LyammNbj65gSc8zPqaIkxRNhgDwSDAgs4sV0n8TxiCqTdMp5JoWJdtV/5wvKLG7Vql2kDKklRKL9XEwCdX17gJgDpDVJ8KOVdE4Cp3wfDeN880Zbe9pp7T25/pLvDyk3VhpOgT8IdPxVnSctK1JJMCL6hKKxpB3nbb8sAlJto1AorC3IAGncIhungYwgB7kysZSU1nPtzez84cniPt1VymOSpz4LpH3gA+v6rDWKeG4xjFMGMUNPi4rm/2LF7jOC42ZFeBCxPsl56qCnNnkqE7nZkSkE0z5WlNqwL99OQhuZJcQJASZkmtQQUW37PuSL2dk+NIA0hdoXpJP8lcjjWAOxmATq9kF2EWPEM6aYBAUl1VPycAZ8LZ/0pGE4/vi5EqBJH5W56RNMGychSAMLcRdAmBFl40R4EX4EPK4G0fomsEobMQ8VCoW1B5Iiwp0VJBaP3lUpAZbuWS4z5RKztiB3ZQOhJMnzoZfHsaghnc94RmX+WA8U8dxCWChlUBKuI1c0c8cd10inBO9Iju3J/5l659HEIZfjOvBu8mg4r3Od1oY+tUPjR1vIlKxPAiI+kYB08euM/yTC5YWIMjHrWzUfYIKnKaQJTBL71DPfUQJ18yFy3DkgffFZNUbnRNPJD9ZYjD0pn8yBYwm3aGjjTmC/RPSnvZBH56dt5Fm78fvsSaRzD8FNztVojbUZTWgyAFTUbKGw9pABhGzL/Q7xIYx/eCrDlUvM2kIqPc8W8je+nZHPeUaRyfz2qy77+qCI5xZBnzJoofQ8SI6VPKJnH+QLGfLyP41eVvcxq0PIUS+Ak+suEe4hZIQyMqq0HKGM3PqeIEes7KPv9IOAGg/zCdDS5jvEGSFM1DdimlrtCyVQ76PZVUsyVlrYmPk9UGgwHSvi3BhUv1BRSYlKAUeZS9oMc8nn1HwkF2kftJX0VYni59vqmiCuWZWnhGjmKsfHVzYCNH5LouEFJNWKvVBYW5BBFrsWzlmIh9yQX+7hWE4qcGVtEctdX82t13rG9Unp5TKxrw9q2rcAepLFZI1EJRemz7aL/o4ZPjkqs3JPPk7Ezisk08sN3FfwgBAkq0qkiblJYBJiF+0m0zaCph/H2y8lNkMgkbAICtpT22kIEeCAmVqSdg+B1JFHUmk6F0ql1J+nscbB3Jwgwomktx/fSsng9SV59Atf2M5lPJfqsEMS6I8T3CdgKsTW2DycjDeJ8UMy7RfXhRDRaE4hwVa5boVCYe1gsSm1kvs3Volo2Hx2n3I1kl2jAlfWFknnR85SZqQ0dG9297/nSWF9UBrPLYD5Ep73ieIT/Z0clYQlEsiMbcWeQCGayD5ZvH170hnzcLZnlYnE0goik2ecMZceyIujPmgbgUMeCY8k/HU80vfIRw7DJz5x8TRGvjNWpnWEVQqT299+4dXsOBenNhBHKZX0TaNojCHnCG8IH9/XvsJSPw4PIn6Yju3NOyHvSDMiSyvLRxVpTvJ75+XhFdN/MgTErSHuDPqm6UWQK61SobD2cG8/7nHNbeZzn5uTiT3xBIvKlMUtrC1iecszKc+pVOsrrB9K47kFMCZZbrqQO+/IUvwvk6MS8UJufGd7UhY5FjFKKqXcwAQxUiVYJkI3fSFcIWM5JqRO/4gTDWPSDdEUIFW0kDSNSN+d7tQc+pm4pqUxAkQVmRMYpRQaX5/5tIF9Ls48IDxEjI/21Hk4HwTQdt9HaCWpfgKEAoSSw3rIfdwK4mfkOHlRnYNk+SLi9ee8aEYci/yac+M2xsxl5jHR/ohm7zdbKBTWFsikwhIWxAIQc3+Sa/IN3+Uuc2VxE1RYWH14XpCrySOdLCxxgwCyP8qEwtqjNJ5bAD3JQu6iYYvWEcGKL1JyVPL9pOmLRs7Nm6Abmj0aRcnNEcqY4UOSEoUdJBKeMECqQvb0i4AhdYQ1suf/5NGk8Tv//Eb2jJ+JG0HV/rT0T6mI9IIX7Ljeen+evnOOzs14ck76ouHsg5bibmBsxpr0S6kDfLObNbeCzG1IqP+17YUc3//+zUwuvZLxOw95TQnDF72opZDSBpIP5j+14BNtH1NS+ZAVCutLPt2nKqjFUpRUcCmLu6NCFoWVA1nrWRJFSZ88PlY2cp38L6wPinhuAYRknXVWI1FIU6rzIHUhSgjQtByVNHL8Mq3akTPt8blEKJGelLaMKbgnnSGcvrcfYUAop6YxIJ3GJGiHhkBaJWROnk7viFqSzBsXAUJw8BdN+ifj5Bbg845qm0N/noKHHKcvhA+pS95M+xlfaq+bN4IL6eTvGd9LDxsPFufxgAe0uePHmjKYNLjmShS6gCcYa22R3bST0qFJ/2FsjkeGza9+XIOFovYLhcLqIy4+Mm30LkDTXJnKJWZ1YZ5VleorSOWdrPYs8my45z3rWqwninhuAbjhkCGrbuZ1pC2kM3kqkawPfaiRM69puT3vd7+mqXPj2v6qVzXS6iZHspLPs48m1A/BiyTZz0qUVi9J2gntRM4DYsXUbcyIJRN0tATxt0TqaF2NkRYWIRTh7Vzm23+axiHn+dKXtvQbEVLGGBcDRJOw8j/tJsKJhCZCX1ok5+GhwrTv4SM1lXPtc3w6L2MJ6UyGAcJPX0iziHn+r+ZSm44xFhpYSN167Z15ZiOd80XtFwqF9XFlGmMxhSwKOw9yUeYRPvhkvwV6tJ5xVSIr73CHYTjooJKb64kinlsEhB9ChwgiMqmuYxttKHLVr8qRMv6GHOeRVWSR5jMRgrRszMSII0jr41g+m27o+NXQ9HkRurYTBrR5qfFu/+TmtF1eNeTtrW+dK305TYPAYV9kuWAggsY7Mqs9OfaYtFO+Emm2D2I4Le+lsSawKYFUCCYi6/xstw3x1I85lA7JuOOykPr05tO8Oe4Rj5jzm0Vgo5k88si5DAPepYny7pqYa9CnBYF5Mo5okfXhfKYFNxUKhfV1ZRprPBdbyKKw8yDfWfVYgxBO8jqKkFimPCMe/egK9lpvFPHcIkCA3HT8CBGcsW8i8tSvyqclm6eRi7+kG5m2TX1xpI4mro8cRCSRMS/wnuTnBEMIbEzJiJTx0KjGKXwhDYLxHXtsI5bImnPSLi0pLSxfS30hdLSpXARoaB//+Ll8pQTV617XzOuIs3aMM+QWeXQ+tLUeKPZDOgU6CQRyjP4zl4AMH3ZYa2vsZ2rO9JkMA8bGL8zYtK+t+LY6D58zp+bHnAqcotW1ODAH5TtWKKwvxn7x4zRqOypkUVgZqIjnGZYa7CnnnADPPrtIYX1RxHOLoI9WZ1ZfaFW+mGTzoHKP9hCsJJLvnbuZivkshmi64eMLmgj2rEZ9R/P3pjcNw5OfvLAGIZpBfXvZLymIAGGz8qWl9dKWh4F8os5LxQr+o3w7aW2j7bRPAp0QPe8IoIfG/vu39vkP5QGSCPOAxvbLX27nK0XUtHlz/uaLed35JljLfCD9ScOU5PUxFaW+sEj/aG3Ld6xQWH9M84vvgx4XKmRRWDl4riCdcenKAoAsTYU938caV1g/rOqtcPbZZw/3u9/9hqtd7WrDJS5xieED1DOFdV2VT0tFlFU5TSChuaNk8zSNRx/dgmsQIubl5Lrkr0mLqjJRothVBtpjj9Z2n3Q+JIuQ1gehcOqpTXAsNFYrW+8ECGGi/wQ5JZI8fRA4CJ19aAppJEWNG3tqnjsWwXQuxqxNn43PuSCdfGSNiUBLVP54XEpYOsY8jucNoVWG1DnZhx9nIvi154VkJnl85kR/XBW8Z66CSqe0NVBydPYRf/Fb3KLJDjIqi9aFClkUVg7JRjLOVR1EwRGf+cIm1Xj+8Ic/HG52s5sNBxxwwPDABz5wNbsqrNCq3P8LJZsXmKTUZXwZU3c8ic6RQX6WyJv2baeNYwKhiUyC9D5NEJKI/PmfyZ7QXmisIbdM396dm/EjjvrQXmokI3i0kkij8RM6NJP8VZOU3T6OReJ8z4wu3ybSjLwy2+/IpOacjc1YxxplZN15Ibs0ov73UIqfbUxAqXgUH07nkQTICKrvE4QF5Tu2NVBydGMAueT2wgJBNrGwQBaxcS8qrA7ISXIzFeBSxhTIefLac6fPM11YH6zqrXCve91r8irMBuaLVk90tO9p7RbyryRA+TwyJSeNkhsdefPuOO8EAGJEi0nLGH/SBBZFCCfnJ6JqH2SMJvDe955/rIKPaFwRuJ7kJUVTX8ITeZSLlDnbwwAJBO+0kfpDUP2fSH/9e0dmaWtjWl+IvDN5OyeJo3tCqi1+nCGZCL25QdjNs34RaW2kFKlxpNqTfePG4P8EFZXv2NZBydGNAzLC4pJLD+IZq4u64OSZMpuF1YFgTPKYEsC8k+F9+eYs0u1XWF/UGmwLr8oTcY24ZGW4owjNVOtB+KKN42/pRmcOjv8m0iayXOS3gBjtI4GEcQhW6uYSConaJqSRxIXGCh//ePPTTAonxFQbxhwTfggcGIeUScia7/h22j8Vl2JmB+eBIGuXhlP/6dd3csD92Z+1fUKIRdInDVPgHJOYHulOsJFzMTfxU808+M7YbdO3c3Gc/p2Hz+bKNSjfsUJh9nDKKa1kr3vUPU4euJ8tVG2HIp+rA5plMjYFS3qQm55VLFWsXYX1xUwRzwsuuGDyCv6Huqyw4kBU5gtGmWZOTloiNzVtn6AhN3K0daLIkSaXK0SQNlI/TPOJMmTCtj/tn/0Qw7QfYUEjmIoSyFZIp5Wsz0phIqCPelSLsk86p5Sy9B4CyTfSWJBEGs5E1fve+Wg3pTERPp+NBel2fgSZYCftOGeg7TUP+rJyVsEJUTa+k04ahm99axhudKN2LvqIZlXf3BPANv6wzsP5eTjpw0pdnzmHaIWRb9uNM5H3vZa6UOhRcnR9QIbQdLrvyTpyjpXFvewz2fCa17SFa5ndVxaeC/IxI5dROHj+RMHh+ULOPvGJNfezgJm6BEccccRw+OGHr/cwtjTG5mQkx/+0ewQpgolo+c7KEVFlWiJs+yjCpElKtHZM2UxOjo1PY+BYRCwVJfp0TrSVyW+JsNEkIKf77dcSBjNbazv+kUhhtIZInBRGqZXue8Iped68ezjE8dz3jkteTsTZfh/+cBNiUikhgsgpjavoeYQyPpgIt/NFCI0ZmbRv/EzjnmC8qUnvZRwEYsh4otftizfQqO699xxh7bXUhUKPkqPrAzmPWXTIPzKRDIrLT6qXkVX2u+Md13u0mwcp1uE5lbgCcx9lhpdFO0WK6niF9cdMEc/DDjtsOPjgg7dbqV+dCqywLr6gSN1HPzqXZ1IwkcuRco4EaF8FKSbuRF8jSUiTF79MmlGaugTbJEelV8zVKkpIDp90TlapiCfSm3RH2qWRZWqWDPiYY+baScBQEq8bq3FpB/kjgJIj03Yw3jieOw/HCC5KHtKU8IxfJWKcHKHIpQcNX9CklnJuNJn6Rzz1baygnbgWaM88JdBJm9rjE2u+HWtekNDSbhYWi5Kj6wP3rnveQjMpe+JWRH6RD7FaFFYOZK1c0hb8SRhPlueZQOZSlqQaXWH9MVPEc5dddpm8CusPWj1kiYaSdg0BSrJ5xAvpBNpCN3sir7PCR8BSJhPucY+mwUTi7EsIJBAIEUMmtW9/+UGROkTr059ubfETBcQT+VP2jFbUKhepTVoi2lTvSVQfcqkN250TDaWx9Ujqp+TS5Lt561u374zF2Jyb/xFCmljtI96O8WCxD20ss0/IqPMN0RVkpE1jSFlMY0GI43Kg/X32GYaHPrSNt7SbhaWi5Oj6gEbTPRtNW0hQ4HNkRWHlQLZSaiQrCNnbu3AlYNQzrTKAbAHi+b//+7/DN5JTYuDj8q3h/PPPH654xSsOv1OhuDO/ipTWiHl4HGTkpk5OT/k5mbJp6ZC7ECQ3OyGLzFG2IJTI5ytf2QhbNIDaJhBiXj/hhKYxdAztQUhfzPj2j7+mqHL7Im/8p5DJRNLHXzMCKBWIvHtAgGdzAoxoHrNvKjkhhL1pHLSLSGZcKUFKS8r0jnTaB5l2Ps4tph8C0jbnZrypkOSB1Ke1kjFnWmnPwtZEydGNg9QEz/9j+E4A0iMfWYvJlQK5ShlAoRHTel5IqOcS+Ut5UbfLFiCe55577rC7Go0/R8w/++6773A8p4zCzAJ52lHZSlrB1GHv/WkCgsAqlOmc2R6JcwyzB7O94JyeVKYSD+GMiKYOekgfECT6066+tcdfigaRdlEfSfAes39PPmOy79MWMacnsX3KU+b7sWk8jukZV4gpwtkTXnOHuDOrpXynMSLo8p5KSB8ybL9xWqtCISg5ujFgQeo+7n3Xp0GZYYv1WlyuDMj73rweKxo5T74nqTyXpSL7W4B47rbbbsO2acu+wsxjR2mVYs5WRAX5Q8ASuJME6DR5yCMyhmwRDJzrk14kCPmkHY1/FJLGHyqkL5bDVCdKzk+kz//M2kpgMv0nWXMiwx0fs5f3vgylsSLB9nMcomi8cUg3NlrI+KRaNSO89jcWZDO5TBPQFKHneG0pjakGPULp/Pmx0hRHqwzqviPbJRgLY5Qc3RjgLkQWZWE7RgIYaecsxot4rgzy7EjAagpyRPvsOUBRwm+/MBuYKR/PwuxgoSo9bmjEMel/CFQCN6vLrDCjXQxJSz102xP4Q+tJA0po89NB8BDUaARoI5lSktszaYkImHPOafuqnx5n/pBfgiikM1rIjD2JhXOeCGIPWkjEO9WUaGKNx7F8Ou2fNFIIdaLk4+vq/M2Hl8/OlxmeL6rzNK6Xvaz5iSa3p7mWTaC0nYXCxoQgQYtUwZAhmT3ymZywT2FlYNFOQeDZgXCGdJK93KXIYcoC+xVmA0U8C1OxUJUe25BONzVBq9pRTEyIXsieNpDNmKkRvlQKQgwjHJA6WkH/0z6qiiTZO+1gapbTgEJyh0ogH/MJ8qhd5m7jS0qi+PjYP7lE04YIeu0jtVkRO5YTOmIrPyftKWHm3GgsYxp3nPNOmVB9I5DaMQceMM4vpNs+2qXd5PP53vc2ws7XM/0i+Oa16joXChsT7nUpz174wouTzh7kYaqRFXYe5pLMj2WMwsD8e94kJzKL2Hy5qwtrjyKehSWX2KSJdJNf5zpzOS9TNcgNn1q5iez0vRUnYuj4kNBoRuOXKUm7PGsiw+XL5O+ZVEbRSiJ8TNQIm31oQpFH/dEoInipBhQBhCAmj6i2+FceeeQwnHrqXGk7LgG+l/z9yU9uJTunVUzqtxkzF7t3vKP1iWzSgIaA9wmMkwTfZ6Sz1yIbm88IPtcF5LRM7oXCxsPDHy6P6lwltmkgkyxek+S8sHwkCwplgWcN+U/e9xXxyOTHPKbmepZQxLOwIKaVrUT0XvKSRqRSBYnPEs0f8kbDB256//ueIEDukEqCIQnpaRW9Ew7aoznkZ4kgChpyLGHyzGc2rSut4bHHNn8dhDVVieLXyZQdn1PaSUQX8U29XhpSuT/9r3SdhPVSQ+nTscxlCSCatkIeb/OQMR8SzHMbQCKRUGPybjWeKkcI7yc+0TSd45JuiXBHts11rc4LhY0Hco2GbSHimQCjus93HuaQUsTCnfz2v4U9uA6eK6ksV5gdFPEs7BAhlylhGV+a5K5UDs4Kvk/Oi0ilHKVo7T4tUczfCBifyfPPb58RRkTSPsgf7SbTu3YIEJrWlLNEUCUNTh30mFriS4osay+BQrSpd7lLI5vGwbyP6Elh5Hj/7yhfZl/CM1pQY3nKU5qrgP6cm/ESggQgTa/zQHBvcpO2OjfOkOs+qj+ZAirJcaGwMWGRTAb0VYvGsF06NQvWws6BrOQvy02JooFsNf+eAXw6yejxs6mw/ijiWVgU+hKWtHgEJ+2jGxvpQvjiUJ/UFsgcckkYEwS+jz8kknWLW7T9BN4QHISG7Uid/xFcxyK2SfzrHWFzDOFuNRviZns0jtr+oz9q42YCp2k9/fRhOProNsYEBCGJKaW5UIBPf/7jgCDmeX3x7aLxSGCRPhFqhNl+SCWzvnJ60cAipUgyYYmoIsW1Oi8UNiYsOMmG+ZCId3KwiOfOI5XezClZGgVEciabb9ejEsfPFop4FnYIN3BKWCYgBplD5KwmEz3IxyYrfT43Ug8hZwQCwgbIlWpItiON8QmlySS0E/mOuDmOUNEWEguILrP12We37eNoeytb2s1PfrIdi9wZt3EaX3xFE2ykT1WQEND5Anymnf84IIgmFUHm8+lcnZdxMAHJzQmCipLaKcFJNK/2Ny5tmhM+o5LIV5BRobCxwFWHfLJonoZeC5p8w4XlgYzlJpXUfT57/mRBT2nxxS8Ow8MeVonjZw1FPAsLws1M04d0IVFgNYmoIYlWnMifbX3pTJ/d+I4TrEPDRzP67ne34BvCAvESrR7NYxLO+y45MpE3K9bUSNcO38+TT57TGPT7p+Y5Asq0jSAjqfa16s2YEwxE+NPcanNagM/4/BcKCKL5POqo6UFJgpmQ7jvfeRj+/M/b/1bnxpFk/fxWjZnrgfOtCPdCYWMB6ZEBwz28UOrVWIYKy0fyIAtylcPZs8QzJHmek+ZPmeIKLJotFPEsLMp5m6YP+fJ/AmdCOpOkF9FygyOgyJ88lwgacodQIY78bvooeWZ7fpApwZmE84QHjSYfT747vY+OSkBSLtk36ZnsT9NgXEgdn1CklR+oPvyPnBpz/ECNMXV8EVNa23GAT3/+iwkIij9sj2g1taFfgpC2lNAM0UZCnROtafKkVoR7obDxcNe7tjy9C6VMInfIr8LO+3eS35QT5CR5mkTyLFNkLqtWYbZQxLOwIKKNI0T7YB5Ezw2fikAJ+EnOTiAAkvpovih5hE85TSZm5vekRkrgDS3m2EeHFvE2t2lmFOZ8RBMJRN7OO6/tk4TzhLuxpZpQXAG0qQ99ObeUuRsH+PSlQx1nfD4nP5x2Hb+Q83rfhjmTAUAe1FRhSjuZy4pwLxQ2LsgqFpxUSAv6ikbudbmIH/GIWlguF+QpRQLFRlyxQjxpPiksfFc+87OHIp6FBTFfME9ftzzkKtHovnfzpzycgJq+PFyvFbQPU3gqJNE6BvpgchYV3/voJLm9MZ1xxlzVIoIeCRUpj5Dys0rQU9wAQuzyOTnfUpKToOqJbkqHIoDG4iUFFILtfFNWkwCk1Z1vDtOGXKbmMXNlHARkUqwITkLAaWwrwr1Q2HggQywmg95SksIWXp//fNVsXwmEzCeQqN9WmE3UWquwIBLMg3Al8AcSuZ3PCFQEapK2W/UjWB/5yPyVPEIiOYMzL9MoOta7z7YLztmRVkC/SdhOq8iPEpnVToKXks6Jb2eSvBs3Mo08hujSyoboekcCEVyaSsTWMQScd5+Z+wUO0VA6Tw8T1Zy8+6wNLga0sT15j4Y4Ee7+56fkgSRoqaIxC4WNu1iPFcb9HdkY64vt5AZ3m8LykIDUpOKzgE/uZM8A18H3FcQ1eyiNZ2FBTAvmidBM5Y1eixjtY5Km+yx9kBKYylBOI5DzVUii6UQ6xwE2CfjRtuhv5nhE0pgQRAII6aVVRe5oKFNCja+nNEfRXCKcfCu1EbJH80o7iTAik1wMouV0rohrzt1Lm0z6EtvzV/UwGadcEu361re24401c+kcUrIzvqe0nNwIHvKQisYsFDYayBSyjxzLgriv056glxTaKOwcwQeyH9mEyP7UZq/F++yhiGdhQRCYyBQChJwhdcznMTUjV1aUhKn/CVPEDIEiCGynKRTtfbvbXTxPZpKy00YiWqC9RIRPI6p9wI/vmecROoQvWkJjJYyseBE9n2kafI/YGWcS1COVTNzRQJ544jC8732NUHITECTl/wi2+ITaxqQfXy6a3aSKSsolBJJ5XUBR0j8xy+vTWFJxyQvx1HZqOdOMhgCXH1ihsDHgfrVYZ/UgG2IVCgkF9zo5FXJUWDrIV+5UAozIVnKTPPVKkQ412mvxPnso4lmYtzqPG1eeNMQxEee+t8rkR8nEkRyZhCqixCxN2NIegpU/UkXLOM6TuVBS9vkCavRvf0Qx5vGkc0pJTmNwDgQTcuyzVTBtAyd049b/Ix/ZhH/SPNmXkEIakdZTTmlCzXG+03fqvYP/EWzmdv0x8zjeNkBOEXX15qX7IAwJSOTUgwehN/5E8vtevzkW+VXJaaHE9oVCYbaAXO677zC8/e3tPrbI9YobknvePlnQF5Zfo50MNp8UBObUZ7KeRSuprWrRPnso4lm4CD0RRLgkYGcGVt9cknXpfWgOkTWCFFFKOcrko3Sz0+aFxNmODCbqMGmCCI5jjlk4KfuYaGV8SBwybL8kqY9faQQRwnvLW875otLCIpgHHNDOJ1pEx510UiOC8nBGO2FcKcEGzte+NJHx1bIPIQfOGeGMczvtKF9N529+tIPw0p5G+5qcp9pAXM11XBZocWlDnM9Cc1IoFGYPZCSXHQGQFpMJYnTPu98t0llckp+4sDSQl+QrGUxpkRR+5LP5Jms9UyqifTZRxLNwseo8SCKig8AhW0zFCE9qoiNObnzkjgbv5jdvfpw0f0ikYxC9JGmXPilpkghk7SF1i0nKntVqPz6J1hE9PlSCcbRtfDFXG59x9bk37UPDgHT2gn5ans6Y7ZFFBJBrQaLL+wAqfXlwIL++F53qHByvzQQS+WxumPWBJjnpPhBV5qKkUvKAQkYlRUZY9TXfnBQKhdkEeYBY7rVXI58sNO5x8pC8sKgc5ycuLB4piUlBQpaSu2Syl3kmR8nmKks6myjiWbhYdR43K6FIcNLC0d4hYm5wpM2KknaSRjGEzY3/6U83colwOQ75o+2MqZ4wQJoQNsJXPfX5krIjWgKSkF2rVmbnnqh6J7T1ZbyIsv0QSX6dtKA9kZyWlmmcYzPQHvIak3pSczj/EMQEF4V86osQNAfOzViNPZWUkuAe+VXVxDj1gTynPChyqk3zZFzaSAR85fUsFDYOkkKNXLnHPRaXn7iweMS1qk+lF7cryhHbfV/EczZRxLNwMa1fkvC6gX0mHN3EbuyYMRCuPp0S8xHNJ58a0dsIp++lNUrSee2FUBEUtHfxh+zBXIKcCUjSrrF861vDcNObzvWHkEkiHzKGGNM4In18OlOSE0FGDOdLy5QHhP1630z9eGgg4KnxjmwmDVOiVPVDi6F9Qo6/q/H4Pj6o0cCGiHJ4d35gf/NkjrRr7M7NeFwT7WYsldezUNgYsMC1+E1+Yvd+yCcLins5Lj+FpYN8JC89h1ImM/mlbSP7s19h9lDEs3AxrR8ilLySbmAaTwTMNlo5ZM2+vUYwGkVBMMiUaO7kVeuTzhO8NHZM5KI+aSd7rae+aDodyzTte2Z1ZJU5HwFMVaIg/pfGYwzIpXFGm6gMJR9VJDaaygRReRjoA7GNj6djkM1UbPK/96Q9Mi++YwqnwXQuzOXONe2nIpH2ENNeA2u/zN197jMXYCTPpwdUsgNkxc7cP05sXygUZhfJT8wSI0DTgj1p37xYP/bbr9xmlotoN/N/nyc63/WVogqzhSKehYtp/ZAfmjYJ0BEuJCumc+ZkpA4hTaAN4YpIWdkjoA94QPPjFM2NnIVwErxIGBM7gWtfq39aPrCfwCH92o/GTxvIHtKIIEcLiJQleCckGKFFAJHBRz2qnY+ocNuSIgkBpDnld5VoemPjg6V956DN+F8l5RGkVKa+zFnygXqoGJ+5y3w5xnnoi0tCyHJIOu0ywopII5nm3Di9tG++9W9sC7kKFAqF2QS/cwvLF72oyRf3NXlCbpBZ0q/x5a6AwaUjctMCP+mTQjiz3bv9CrOHIp6Fi5mF3LzM4IgZUpUbmLDMDQ80k7SJWcW/6lVt5akteSuRO0IBUSUIEFffIWGStiOsTPEEr+/0h7DGHxKRI1CQUyQy9eF9TvBOSKjj+8h5Qh0JTMBToubPOquRUPvScGZ7Es0zgTPfO++sqLkIgIdGyl0am3HYL5VJ9Ef4IY2pSOR7+4/N/ve7X3NJCNl3fGrVO0cPqfiQLqWCU6FQmA2QhWQg+cMtyGKWfHAvW2iSMxUwuDyYP3IToYdYl8xvgotSka4weyjiWdjOLITkIGWproGQAdKHWNEqEpS2S7dkP5o5Zu2Uu6S1ROis7BFZWk+kLT6OiBWzOSFBGH/qU3NR8EgtLQCCG19T2sWkykjOTJpXbSKdY1O2HKPaREZvdau57dpBCI0TsfU5gVEqC6mVnkAh/qK0mPpBSBFA4021DOPSN9jf9/Ez6is4mSfjTfL6VGMyhynrGbLf+63S9BqXduer4FQoFGbfd54sJO9YM9zPsR5VwODyQQ6T+8mvPA4C9Vwiv8s1aTZRxLMwtWyllD/IE1NxNIaJyESSEDilJBNRTqDGR5RJHUH0siLVhvZDOpnIbZcWSaCN/0W+awtJReqSkD0+k4Q1gZKqRDHR91rUwPEI7U1u0j7bN1rZJJnv/ScD2kckE+llrtevc9IHs3gCrRyXwKu88jn+RoRi6tc/5jGNDCPoIa7M8DSuNLxemWPnaQ70+aAHDcPNblaViwqFjQj3u4UrWUbukQeRZ+QPueferoDB5cFCnpyO7Da/nhF5DiWncmH2UMSzcBGQQ5q4rNTVHkcOp5krrN5jokY6kUBklBBFvtz0Sa2UdEpKZlr5E7gCekTB0wQiY4iW6hOOlWQ9FYKSwoi2U1tILP/Nt72ttUFrME7J1NdB5+OZVE4x2zvGZ+Prj0mKkxDrRO1bOSOO+kdyjeWudx2GV76yzYNziIbTu8+ONS9eSDATfhLzI/Vg/PbTHu1xfMBEu5aGs1DY2ECAyLLkRO4DXcgVcta2SnK+dHj2kJ9IPPmZnMeJJ0iS/opqn00U8SxsBzcys4+VuMh0puD4IAYJdgE3dgQnYpbykhCNHw1jTOoIHTKLdEKIoWMJkD49RpBSksgiV4APf3guf2b8Ovux0bTSOPKvMoY+lRPSR+BbKSeyHKIRpe1EhBHUROMDTWQ0rbvvPgxPfvIwfPKTTRNqLKniFJN6T0CVdgNjovkwZ3GEp5VNzft99ikNZ6GwWUC7SbaRK+7xPuUPWUZupAxxYWlIcCfy6TkQ5UJiCTwX4hpVmD3U462woN8nR3hkL/6b3n1GypC3EE3vyJcbP4I1Zmi1yffYo/lVIp2IGzC50xgiZISFVWqIJ8IWDao+tUmrihhGE0ngSFUyHhuztX2ZzY0/gToItO3JAdfnEEUsPSCQVKQ4JJFG14PBOBxH2NFGpj59tLJeIdwIarTA5sNxtJfGi1w7V/lGtW0bH099G3uRzkJhc0BuYfe4+zkuODG3p167+95+heUFxFJYSJXnmXLnO7d3n20ncysLyGyiHnGF7UAo8j+UYxMRfNKTWvojWkQC0rtgl2c/u223f4gcoYpwuekJXNuyHdlCGr2SHD05PkMMkb6Y1n1GIBFC5A3JRVr1Z5tgoGg7rXb7sdEcapf5Jcnqk/xd+0ilbQKiQlj9jxjT3ibIx5gT0ERjS9AddlhzR+ALS0tJY2lVHSd3L4TUuViN28f+yGhfzShBTbb5rg80KBQKGx8WrvH3RjSTFzhVdshXss5+heUpRsj4s89ublqeJ+aVHK0sILONMrUXLoIbNsFFhCPShGzJy/mwh80Fx1hF8tuM8zbzM0IXc7ObPTc80sjPCeEkJJA7wTSEbUgYRCOAjDkmaZyQRcchcTHBR+NJU6gd1ZL0Zx+E1HnYx8oXIUXujN2x3AiixeVvmVyd/ColdJaGKZH92qKRpZVERpFtAUGIuT6MX5txE/B/NL7Gn3Kfzj2moGhFoc/ViVhXZaJCYfOAdYRcSiq4PtiFrEshCfsVlg6ZPyhIyOJUm/P8UKJUoGz5yM8uingWJnDzvvrVjSD1eS/5eHKOdyMnSrzfFzlj7ka8IHnUgLBlUiZg+Ysir0js4Yc3M3gqCdGS0vohaggYIqsNKY0E3SCrBDiSSQuZHJqIGj9O/9MqEOxWv3KI+l/7d7zj9DrJSN9jH9s+I9OIJoKZgCQBUI7RDvNNgn2M97TT2jknbUfqt+cVs75zPeecNo99Naj4liYFk89VmahQ2FxQec09nfy+PbLQ9r39CkvDKacMwyGHNNlOmUAWJyuJbCtIaRHP2UURz8JEANJ0IpLJKRnBiAjSWPqeyRjG+yJen/70HOGERKUnUtz/CCFhQEOJMDJhh5AlLRIgawRKykcmeh65pB1ADGkdaSyNkUZR24gmosxcTUuKMBtjnzKprwJ0+9s3kohIv+xlc5peY0J2kdY+2Md+b3hDCxYSpBQi6xX/Vv0h7Ujl3e7WyLIxOW+aVsFISKm5Qpi17bO2qzJRobB5QGa45y28k+Gi/87i1/dlDl4aWI4oPjwjKCcyfymnTFnxmtcMwz3vuX2QamF2UJelcFH6JJrO5Nr0OeZh5I7JGbkTKNTvG98lpM8r0eHIF4GQGvAqHCGQRx7ZSBaBwKyMICK0BEjaQ0K9CGZAUPWLdDKtIH3aihbT+P1/l7s04hdTOdKc/6PBTeWg+P+MNb3IrXP9i79oJFG/2e/ooxvpNXZjMX4mdQ8U6Za0jww7J6Z7K/Ek5nc8wUhYGkMqHNFwCrJy/uWTVChsHpAHZBDrCTlKK5dsFt7JLt9Xyp+lgbWJT2dcGXr4jHwK/rQf5UFh9lDEszAhUCGISfBulZ40REgdsvQnf9L8ZxDBaOb6/JeIFPJJkCKOBGtycCKv7353I2kI3p3u1LSkyF36dqx+kDBBTbYhgI6zD8Ib0kaQ6xOZ0wez+3nnDcOeezaiaYzyfaoO5Djf95WDYjbvtbfe5dtMhRG+qEjtU5/ahBjNb7QYSYdC02mutC+KnUAUXRkSmcT8NKUf/Wgbq3GksoagJfOmpnOZhgqFzYMsdlk0yFKL1CQ5J7fIsT4dXWFxoHggdykJpsF8kuXJl1yYPRTxLEy0bsgQwdhHmyfwB+kjMJEyxCqJ2KUdShR3hGwqDPmcfJbJXYnACs6JEzjymfKQSKj2xuUhaQ2vf/1heNObhuHMMxvh0wdCTJj7nwBHnpnfjcv5IIKCjQ49tJHHPjAqq+Re00tQqeMe871xO29jf/zj58xi5obp3mcPD9oM+5k7L8KQ32tPIml0zSftqb5idjMPtKPIN00u0xBiPW2shUJhYyKuO+755JokPyxwC0sHuU7+k8Upp5x5jb+87+1XmE0U8SxclBONGXkcbe4mRtDcyLSYSCfCRfvnhqcp9B0yRrAiTdGUImQ0j4QsQqafPhE9MobMIZf6FewTv0vkryeMKgW9850tWEnbyFpIWaoLGav+bE+gThLiTwNtrf3tSzOKrCZyPjXqo5VwboRaIviRTNrKpH6yDZn2v5rv/DujVf3MZ5rG1BiZgPRpHrXtGBpax0jVZJXeZxRgqi9NaKGwcavrkG0Wtu51cjCJ432u6jpLh4W9RTxrGJkai1qsSD5TYtivMJso4lm4KCcajWYfbY5YIpiANBKaSFOiMGn7kDEm5piykUD7IWXImG2EQMzpY9ifNuBb32rkDxBX1Yn6tE7xj4omFQFMyqU+JVMfPLRQoA5N69vf3t75gdI+aMe5pEZ8Ko142YZ4hxCnT2OxLcnukUTz9oEPtO0CkZBK52a7uUbSk//UvDlPSJaAaRkFinwWChu3uo77OC48FuJkCetHVddZOshlz6tzz21uXrHYka8W7p5frGYVWDS7WBND3mtf+9rhmte85nDZy152uM1tbjP8eRhGYWaA2Bx0UNNAIlAIppsaUUIMwXZEz2cESUJ3wjQO8win1EOSrwsmYkamwdx33zmN5BjygZ54YkuB8fKXD8NDHzoM97pXS5dBs4kIeo/QRnbBOGNuQfqscgl0hHdHyYMTUITsegAkgMp5JPVS8pLG7G4fJDxJ8WMqT1R/UisBDSYN5xFHNPJonEiy8/eOuBKQIaGpaW++0zdtSPxOQ2ILWxslRzemJSkyawzbq7rO0kEWUpCYu1jhyG3vLGK2U0yUzJxdrPqa4F3vetdw8MEHD69//esnwvJVr3rVsOeeew5f//rXh1+vzLkzBebsvfZqpmHCkObQsw0JRYCQLaTOu0u3225NS3rAAXNaSnk0kT9APBHOpEqSy1P0d8zWyJd658gYgoms8vd0vP4QNAQMcRP9SROI/DJd2a5dPpkIG/JHgyCK8YEPnF9D2AcU8TeljdAG0pmqSSGiXiGU0aymOob/E8Gf8XkhwASglB7GxyQkPVTIaUrmRUOafuKaQPtpjkNq+4pG87kMFDY/So5uPJAbN71pW1gjRikzbAGqsAWZKTdy+XEvDfHNp+Dg9uU55Rnif/KSXC2ZOdtY9Z/8K1/5yuHAAw8c9t9//+GGN7zhRHBe/vKXH97ylresdteFJYIARDxpMmkDBRL1vo6pvIGMIn9IGEEqdRBCiYQhW6K65epETJmSjzmmEUvmJtq7009vhPNjH2tCgtbP8YQHEhkzP2Kqj96snzJzBDmSR9jQwApUkruNn+RCZulx6igPA9pbbSOcyV8aIkqLGmLYm24cmyABhNh5e5Bog/+phwshSKPrHIw72tEk2Te3Vu6gfxpjx5p3K/a4FtivKhptbZQc3XggN+QrJgcESEZT591n2wUVlmZu+VlYPLMoSViHEoxZMnOLazx/8pOfDOedd95wGDbwc1zykpcc9thjj+GzHN9GuOCCCyav4H+wkMKaAmmTyuhpT2uEKb4ziCOShhwhnfwifUeAIlvve1/TjN7qVtsHENFMMjvTdqbEpMtKACOaiBvyCkhqSp8hfQQyAkZDyoSS1CN3v/scuTOe61ynEU/axaUIrUD6JtpPhLT3FzWGkFHEk1DzbjsYu3MyDsTYHBmz+dG+sSWIwNyE0AbJ5weIKE2vOTFfCDXNp4dTVTTa2ig5ujGRRS7ZQh7436UgD1iA3OulmVs64tOZVFVjVBW4LU48//3f/3342c9+NvzGKK+Bz19LREWHI444YjhcPcXCuoKQdMloBd3ESGafANmL7yJTuv+f9aymIWVW6klnQMAiZjSLtJu0lQQuUknTF/9H5mdA8LSjT//TbNJ+IqgE94Me1Fa3ohpT3vLYY9u+BLqa64T9YoWWvm55y7lxOk9k17M7KToyJmQzms+Q6JjNEUfE1D5IuvPMeSHxzif9aS95Tr18H2LrPI2BX6sUUbTH5Qe2dVFydGMii1wLaoEwyYLh3rYQJ3OSCq6wdN/ZVISLbzx5SqYvJri0sL6YKe8SK/rvf//7F73+iW22sG4Ck8aOFk/ZSOZsBJCmEQkkMG9846bhTMLeL3+5aft6JME8odCXjGN6jv8kwqfPELz4PepDn8mnSTOA7NEy2n7qqc2UxZ/Sd8zaks3vv38LTpoGGkTPb2OldY3GEVFU+ch50jQij8aSZPX6M2ZuCDG/00om0MgDxdj4qWof4USuPWzMQfxEIeS9N+lDkuKbh772e6GwFJQcnQ1Y5JKLp53W5Jd728Lbu8+2+740c8vLwkJusrTx2Rdf4N1n26sK3BbWeF75ylceLnWpSw3/Nioh4PNvJlS6wy677DJ5FdYXLhc/Q5V74stIC0ejySkeQSIsmajd5L5DUJHHPjgGEoCTBPXIIU0eMhlCl3RJqduOzPkufaedJF43PhoEhJPg1oZjky8UOX7RixoJ7DWfiCDh5BwEMRkLwmk/K2UEEZlGGp2HMfjeedFaGFeqJXnZLz5Fxs+3VbAAsIDqL1pO+4XIJsDIufQm//iwIqvOm3sB31dm+jLHbV2UHN2YcP+6b8knciREyKVh2UA+rQnsV1g6yOTkk04eT3PLEleYbazqmuAyl7nMsOuuuw6niyb5OS688MLJ59vd7nar2XVhmUCW3vveRopC6NzQTNBM27SEhKZAWppHQNoQMWSSabgPjkEGY7JW0jK11rUTczoCl0jy+HaCY2OK1ieBgvB+4hNtnIisfqKJJeSTj5NAP+GEubaSQol5hk8oM1e2C3L6+Mcb8Yw2k6kGyUyCeX0zh+uD1gIJRxI9NELKQzq1g1A6J+4K5i8J482T4zOvtiWAyjwi7dqRlkqEPnNROcpvbZQc3ZgQhBl/cve4/8lC7z7bTnZVVqylgXyWqs7zCDwTKD6iObb9yCMraGtLp1OSAmTfffcdbnnLWw63vvWtJ2lAfvjDH06iMwuzhaQa4q+ZcpCpPERIIk9IIk0nHxsEz6qddhDhk5bIPo6xwkdO4y8aspmo7iCm9ZThjEka2Ys2kKA2Bu3RYNJUIp369u54RC7pipLSSG5QRBF5G9dkp/HUPoHFFQCxdBwSilDmAaE9+ye4yDb7xa3ANgKP4sl+5sI7ooiA0lgikIShzwi4cdLM6tcYzAcyisibc8caj/ktR/kClBzdeCDz3MPkFvlIViUVW9LMuderpvjSwNLFTYGMJ/fJ6swrOe2z7+23mIDTwiYkng9+8IOH733ve8Pznve84Tvf+c5w85vffDj11FMv5ihfWH8gaZ//fBOStHX8IZElAjNpf9zciCdiiXjZ33dW8IRAUgalPjuN333vKx1MI2yIV8znqa/rRdtHE4nYIbCQUpWEiT6lbUIUETtkE8FNnfg+QhyxI3xoQY2/T6EE43r0iJ1zQHw9COLPqd0kivcZybSfl2OMy3b/8zUF44om2Pi8APnkumAunatzAAQ/Wk/znvOigb3HPdp+5ShfKDm68eDSuLfJMzKO7ArIPtvJjrqES8OnP91kNaTgRu/aBWS0/Yp4zibWpKjUk570pMmrMNtA0qwSCUWrdDdzKuvYlhRIybUZApfqPrSSNHUIHcJEC2hVr80E34SYeo9PYyr3PPzhTRMZB3FaQSRNyibE0zHGqA/b+XnSBNqOIGojgT62EexM+4KjYvJyvLH19egRSOdm/GkLIfTZS7vGniChPfecI5sEIPO4udAvP8xocPvqSsaCfNLWIsT8OJMySZ/G5JgEXSHuH/lIq/xUjvIFKDm6sXDrW8+56/Q+nhAfT2TUfoXFwzMoMQDmtNd4xlXLZ/sVZhNVzbRwEWj7aBmRzZCyaAQBsUpADNKHQCFmqfzjf0QKYURctYXghZQlj2ccwbNSTUoRpIvvDjBNS5XRj6Wvw46M0gqmklD8RGNuiQBSKx0BTgqlkGj7BARUEuXH1zQpOpwrguyzc3duzsMDQx80vvxaQ8YR5/hyqlHPjIawmivnw39TO/oUjETL6VjaXg+oEHlITecb3GDtfgOFQmFl4J5nqbDItEAlO9zTWSSTd6ww9qvAwcXDMwZSZa533YrSwfMl+xVmD6VHKVwE2sP4HialUm5q7z4jgmqvX+96TXjaj6bOsfwZ45dJwMaUjqDF/J1qQNF+ajdlJ5FV25XgRMQIZGPRDvImn2jqsDO7I3bG6zvCPG1rKyYsZBM5RN4EHKXv5AzVP81D0iIlX2fGFcLp//hzJi0ULYZ5SIQ+2Acx1T/SmQol5upv/7Y9hMSD9MFL9kdUPaRE2COb5hIxTUR7oVDYWCAbySsFL8gKMgQB9e6z7b6vwMGlgfm812z2SJo635eZfXZRGs/CRUDArBiRHVpMJA0hQowQM4QOMbrFLZr5GpFzo9NohmwFyBmCh5ARrkhg/D6TPillIwkK0eHR7NEM/uEftoAgbUub4RhkDem0Hy2j1EeEtj6y0tVnSqnRJiB+zNuPelTTlmrLOYXwhdgmUXz8O31O+iZtI7i22yeZauK/hYxGY5o8oAm8Qj5FvNOQHnRQC8pCRF/2smH41Kfm5hXifmBM5gMBRVbrwVQobDykWAV5QGZNqylODlXg4NKQNHYLwff2K8wmingWtkujhBAmOMaNS0NHQNLs2a76UAJdpCRSgQNBSi31aAuRJ9u9288xJ5/cCFpIWlasSB2/yd7chHwS1rR9+iectYFESpWBkCJ9iaTXF8KpzfhzInmEPM0p4hsySwNqvF4eCiGtzjeJ4xM0pD1k1OrZOKL1pLlALGUASI5R55K8otrlh2of5FFJT8FCEZgPeMBcYJa++a06D/NlPow9JUvrwVQobOwKO6klHvRuQxU4uDSQw3HXGhfZIEu9fF8L9tlFEc/CRWmUrL6Zd+WVQ8Jo6dzEIZ9M232gi+oRtJ6+oyGk3UPYED9aPNuYlB74wLa/7wX72D+ayiT9BaQS4Qx815PR5OJE7mgzVRFCMKU31Daipy2kz1hTtjLkTVshsym3qc1oLUNaEUnkMRWFUmGJfyZiaK6Q1ZTYNEfIonO2XZ/a0T9i6Zz6edMn39MITdpbY0A+aUI8rJwD14J6MBUKG7vCDhnpXnZvk1dkK9IZt6EKHFwayP/48sfHM8FFsXolYLMwm6iffGG7dEP8LG9zm2bqRcSQMGSSJnDvvbcnhjGJKzXJBE8QJFelz7vt1r63n9fznz8Me+wx54tJC4lYOZ4JHKlEyhYix8nFiWRqh7mdOT2J6O2XCknIqHcEOmU4Q2ZpHI86ahgOPbSRVKTSgyCR9gmCSt5RZPARj5ir7w76S8nLnI/vzYPvBA5p88AD5+atT2RPi2oczPP6cg58W7XV+7PWg6lQ2JiIjOSeZGGvapp3ci+ysbA0WNCTz6kAF8tZ/k/BEfsVZhOl8SxcFEiUwCA3LNKDRCYgCImblm+uN4nbP2ZxZnmaup402U/bSFzKmulHwBIgWx/4QNtvTLZ6cpwod0BEmaSTVsM50HCqnoTcIYKE0Qte0PqlgYiwd4x0RdwH3vGOtp/vEvnuRcMZ39bzz29CjQaXxuKccxpRZSJ3bPKWMrvHTQHRvutdp5Nn78aZACza0w99qKVXEYCEdNaDqVDY2JjPbagWlMsDRUOIZyLYgyzgyVP7FWYTRTwLFznBI0vR6CWHJyCUtIDz+RqOTeLzgeBVTQiZ43eZoB7kM0E3NIJMz9rshfSYHEMCmwgb2kMmLSZy52F/ggnB5WOKnCKi9uk1Dfqh4VVeE5BOGkdwjONVS3IsOM+4B9hP9LlzSVlL7753buZU7s4Ixp48I518PDO33AaMO1WPRO1XGqVCYXNgsTKysDh4bsTHcxzd3ismCrOJIp6FiznB9zfuSjrB86tUahJhQ2ppEmkLmaQRMASRr+PRRzffSCQOeTO2JGPuyXGfDN44mawRNprTBOxog+ldf8im/KOvf/0wPOUpcySSJleCeqQz/qwEm4AlfTPVI8wQ4ot4pupSqjglSlVAk74RatH/QYgpf9DPfKYFJkVgxiHefBj/IYcMw157tVdpPQuFQqGBlcizgyxOGdIeZCk5e8YZlVJpVlHEs7AmTvBIlWAemkBELQFFSCitJuJ29tmNeOkH4csYEGLaQmTOGEOOYxJH/hA+BJGZm0b1SldqbRNM9ktNedpJpSu1g+g6b/3zbXVM8ncaX6obIbghnCG+vqOpVJUp1Y68I538ThHYVDGKb6l+tCuNUsz2KR8aX1ImolSLQk75vpYvWKFQKMyB3EQ+E1AUkLNeniMf+9gwPOYx5dIwiyjiWbhY7kzmbk7wbljbJYzfWeKDOPJhRGppMxEwpuz4aMYvEqljdo5W0zuiGUKMHOb/JBHWdnJ56iMpjVIpSbuO0Y/2Ut89pndVCHek8UVS9UVrG/9MpDaJ6DNWhPOUU1r7+hNQZe4Q3FQ2oj1NRH/MRMYOcTFwfEzy8/m9FgqFwlYD300LfHEHMK5c5EVWCizltsWaVZgtFPEsXAQECRFCDOWp9D8zuNQ/IaHLBTJFiyd6nLk7yZQTgZiUGP5HzPhdJioREUQ0aTUlgpfuifYSuQQaTtpOGtGkM7LNOyGlLyQw1UP0gcAipgipgB7R5UgobajtSXCvDcchjqAt/ZsX5hzkENmNwDNvKd2JhPqf+4C67s6PxjXnZE4TmRn4jGwiy1JPyZ9qIYBcl49YoVDY6iAHyXXPgLGZPSBTyWUKlCKes4cinoWLgOAcc0wjPghPb+oeB+UsN4CJfyN/TXXWk++TkPAd0oVg6pNQSQUgMBZmZ/6YUiAlip4/KNO14wmhpENCAGMmR0KTFD+J7WNG1x/yeYc7NB9RAT/O35iY6s3Dfvu18zY/+vmHf2gvxNG4CDam+s99bi4Bv+NpW+OrGpO8Ns1B3AT6BMh9QuScA/Kp7UqGXCgUCk1OKsZBITINfRGT3iJVmB0U8SxMTfUTwtebunfG5NsHMMkRirAlF6cXbSb433bjQBoTWZ9SmwhsIkSZUQgWOfJoIu3vO20YPyKLoPqMuCGlNKPGkfOjCZUWiSM6opfymKLVrart95GPtH29G5cAJsQRsaR1pblN4vkQ3BBL5Jl2VNvOOWUxnYvjuBhE45l3+2iHppWGlBDto/kLhUJhKyOuSUHkOfkf2U+eekYUZg9FPAsL5smEaAZ3xuTbBzBpB1GjyUuuTGST3w6zNDM4Qom8LRRZz99SkI7xaQeQTFrUBOikvBpSqg9kMiZ8PkCnnTanHfWK5lV/+lXJyZhe85pGeqVWor1MjXfH0GrGrwhBTn13hBO5BASVthOBRDwT3T5tRY7QZk4KhUKhsD3IWLK+r1iU51a/zX6F2UOFKxQmmJYns4ftyVW5ELLKZCL23vsvJoBJiqH4PiJkCBZS5n8kECEUhR4/zWlVfJDX97yn7ZNcoLSECGP8R5E63xk7UotUckgnmPR91lmtv6RFMgbjSsCPfYzF+NRb1z6fIdpR84BkmhPHeKc9dQ6OZyonGLVBa5lzS516/dkfeg2y7Qiu7xBc4+ZeoK9CobDxsJBMLCwPFBDkdcpjQu+2lGpyVW54NlEaz8K8SeR79Kbu+YAMMtfTnPY5OPtqQd6POGJOY4lUOQ7RogHkZ0lTiDTymZSaSGWhvopP3AL0ocQkJ/KQNQSPtjFR44SS7dpDUr30iUDSVBJQiGlqsycVRwQY0kgzaxsS/NnPNtKJhJoT2/v9rbBpXLWj33ENYS/HJ6Aq/kj53nHGmNRK2qMhXWjeC4XCbGIxMrGwdAgG5bJFyWCRHxmcGu7kJncp+xVmD0U8CyuSRD41yPlAMtcvFJiEYB1wQAsMktszWlTaQQLD91IqIaJ8Sp/5zLl8l71bgLEgkYgaDako8kTJE/KIW8hyEg0b05lnzgUixecS8Yy/pTZiyqEh1bY29akd7SUoqied/XzZD4k07uQaRWAdF2KsfYiwNI4EJYFz0D+tZ2k8C4WNhaXIxMLSQJv59KcPw3Oe02Q38pmCJD57dhx88FwVusJsoUzthe18MJmsmbZp95Cj+UzdCwUmJWgogUnJRTk2u6t5jlwhjAku4t+Zeue2S61E89kf27sF8NeUeolPJw1jKgAlNZMxIHLIW6oReRFMqT0fs7w2+2AfsJ25XVCS83Be2tG+7+JTmsTF0Wr6LvXeEUqkU1BS+nY8AotY3/3ubZzRlvJNRaajvTUPb3pTmegKhY2C5cjEwtLw+McPw0te0jSbZCZXJs8Az5DDD2/fF2YTRTwLF/PBFCWOCDJHe6fpXGh1vpTApMDnD394LnVR0iAhuPH3ZOb+4heH4cgj28sxgHAidFIaETaOuelN56oPhQgieH20IzJo35vfvG3zIEg0ej/e1P9NsJH2CDfjijZU/95DcH0XUppymvpEWK91rfbOjUDt9rvdrbkQ7LlncxWQjgkxdl4IpzHp3+domEXU8y0tFAqzj8hE5mALdy46cgSTH/PJxMLSgVy+/OWtNCYZSuaTxZ4tCnkUZhNlai9sB+SSFo5ApFmklUN+FkqhtJjAJDk4Y1KPCcp7NH9IGzMUsgv6Q+CQQgSPSd6Y7nvf5huqzjkTuKTxtJ4EPAJI+CBvaUP7SCKtJoGPQCKABFQCk6LlTCWkHkghFwRjl9NTneBEwXuIIKbGGX9PY/EyVm3RcJqbPneocRrDwx8+DO97X5sH+4bAJt+neXc+tCSCEgjTu961KhgVCrMO8uLLX25yimxI2dzTT28+6xbzvUwsLA/I5XOf2yxzcc+i9UT2Dzmk7eOZUZgtFPEsXAwEJNIT8ul9IfI5LTAJ4SMMEMfUPrdfb4JCcAkIxAyJs1/SC8X/UZ/2QcCQUvXLEUCE0HHIIyKYFE00pcik4/0f303k0xjtJxjJOI0XcfUu0Cik07H6852HhHEzt0ul5Lvk5Yxm1BhSq11/thOAzp+ZHPFGeMf+skik7W95SxuX/VO7nmY2RN6cGA+/sKpgVCjMPpjRo+FM9HVSx/ExJ6toPStocPkwnxQY5KbnARlsXs23z7KCSIN3z3tuHyNQWH/U5SjsdCTmODAJqXSsd6SJthFZ8j3SpX1m+QhlgsN+vZk+CYK9x/yMICJu0WSmbS8EENlj0qY5TInOmNjjg0lLStNA40hLqn9ENPsy9zPZI8rxPTUu2+9//7lxIqDairnd52hoaSdTDhNBBeeuTjsCSSjGXzZR/tr62MfaXDoPSKombaQ2fWlICoXZBplwwgnt/kd4yKNYMZJGTdndu9yl0v3sDPj+s0Ah7xblZKM5Jydt85IGz35cnAqzgyKehZ2OxOyTw7vJkw4JYU3ADgHxjGc0QRuHe1HsSNW0yPAgZJTATjQ48xXyllRJSZ3kHWnULyGPAIbcMnOn0pB9CSkCip8l/1DjRjIFKXnnX2pc6srbL7Xj99qraV1POqmNK5WXaFA9YJLSCQlFxlOhyDwg3Qjvfe6z/Rwa1yMe0do1H+YLGU9lI+0Sos6hNCSFwmxDKcekeCOTkk84soy8sEAlM8ptZvmQ8YO8TSBm/wxJpLt5t19htlDEs7BdkuPXv74F7dzylnNCcTFlMxGpJz1pGJ72tEaaQli9ED+mY8IA4UPsPvnJtk/KW8I08pnqEwRIotURMgQ52sYgpiz7Ct4hcPSJ/MWEj7wZC9N6ktWrHe98JZSnlUy/zjtjFtiTnJ4IqPb8j6j6ngDso9KN1SqbBjYuB+aBtlUi6Xvfe/s5ZHa3TRARgqp9+zP3GzONqM+VVqlQmG1YgFvwuve9J2tG77s+ll2FpYMcjjtVsokkODTPAuQzleoKs4MinoWLTOu0e+ed10y9iBKNXW7axZTNRCSlKKIpJWxFciZCG2lDnBLEg6ghhDFbE9DTBLH9jcX3Mb8nf2ZPWHO8PrQdn88IoZi84jsZbWl8SPlaOu9oTqPJ1I8HiO3GIWqemYy2VrS6Y1KiM+eBuGsDwUYcU28etDNtDm0/8MCm9URkuQEQmkkob16186EPNZJfmpJCYTZB/pEFyR3c1xWPXCGP7FdYPliPPAuS+zgyMcU4EjRqv8JsoYjnFkdvWk9KHyYi5nKaupiYp0WnjxG/Su0kWCbpLQhfK1Mkqk8dBBHMiSpfrCYgRC+5OxPoY7xM+/HttI/vaDmND+GzHWFU2cK5I900pLSYyCKSTXNBK6o9x/H5NDbuAvKL0hAjh0m95DxT6x3GqaV2NIe+E/0eH1Xj1Yb+lRmlKVmI+BcKhfUHmUKGWGynFG9y/ybQsarq7DwED5G35pN8jsYzSgpy1Pf2u/7113u0hR6lN9nCGCc5JiyTAxPZoREUJBQiuKOymbYjR3/5l22136cHSn5LAoEmkuZR/9GIhnDOp8kbpznqP+d/xyK3CRZKqUrjiOA3Lg8EJNL57rHHMBx66DAcdFDT8Mqxyexuf8SPuT2kMgIuhDIJ62NeZw5HVs1TCPEYC80hsmmOuAkg5zEb2c4lwLmZrwowKhRmF2SHXMixnnjF8hJ/dLmEK9J650GxQUlAppLBZHLyMscaVZg9FPHcwhgnfo//I00lIF1Iqc9JA8TMO18kpu3MGvbTVjSSkNU+YYA8IX++Z0JO1GfKVU7DNBIXcte/UlMdkDh9EPYQ8skEbgy77Tan/UwgkCCqT32qBRsZIxKLLMbPFAG1PWZw3yUqPwFQ+vBiwkdGg8whH1nnyteT1jTEGRklNLko0LQy69OA0oTSQDPD+74CjAqF2Zar5B8fbzKU/EkQpM+2+76Sx+8caDEpD8hm8pic5BaVXMrJAV1uSbOHWnNtYYwTvyNuCBgihTAhOG5cRI15eKGymWA7oXryyU07l6TwSTNE8KaOOhJGCBMUCeCJA/402D8awL66UD+W+H7qh8YQoU7kY8gnIId8KBHP5Cg1TiTTeSbnJq0oAmjsCHPM2+YDIbSv+enN/Rmfc5fKw+d73auNAelMGqYXvODiqarkJzUX+hW1n3Mzf+aeyUi/VviFQmG25eod7tBeFvdcgMg79zqZICdxWS52DuTxne88DG97W5P7KY8cq5pnjecLtyiWrSKgs4MinlsY48TvKf+o/BhCxtSMMPn+VrdqpHO+spkBX0QVJESHJ41QqgbpC0LMEDraw5C2OIjHPJIUGdnfqja5LXs/0Jiskk8zCfBpDB1Da5scbyGg2jzxxFY5iAYSGRS8Y6zSNSWhfbQVxmc/RDPpn5BDmsiYwJMH1Bj4iuqXr6mqS+YEYbQ/wjotVZVUTY63inesa0LDqk8PLtvNIQJbPp6FwmwiLkcJqLSQ5coUq42F/UIuS4XFgby93/1a+qrEFyQQNb7xCoBwUyq/+NlCEc8tjD7xu5vUDYrwxA/JDWxFefjhcyZpQMLmK6mZFEqOTTUJpCo10RPwg2D5jNz2pDFpMVJHnYCmbdQebR8NJo0gJFI9mtIkkNd/tKrIXaL0jVfEuTY9CDwQ7PvpTzeCGFKdYKSkcPJCLvPAcAySioj2QUf6CaH24HH+zh3hfN7zhuFd72qksX8I9amqlMT0oKIloREJYTYO504jqq/SlBQKswvygZwiT8mfZNMga72nclklj995cNUyr2Qu2c5CRV6Tv2Qs+ev/kpmzhSKeWxhJ/K72uZq3blSEipkaIUTAkLpU9dlRVSNEzOpTG45N8A3ihKAib0AQe8UfMlHhIZFetJVImG3J9ekzcpc0JUnNZBuBjph55yOpbymP+FI5DnwG441fK+LnASAg6otfbOekzWh/k2KJQJNGyQra8eC8aEppI+2DmMadgGYz2lr9MuN7EKXfHklVRXACUs5lIfk/CU7noZ/SlBQKswvy8Zhj5nzms9Cm/SQrLCD7ymWFnQNZyLoEFupARnrFp961sBC4yU3WdaiFDkU8tziQN6tCpCb11d20NJxW5YRlksYjTgtVNWIqRkjVNEe8EDXHI4ExhxO2tJKIbfJuxnSNiOrbvvr3WfBNKgFF6xlTPKGDsNECIqN8IFOtCJlEFhNoFEJLy7nrrtvnAI35PHXVo6VAIn2HiCLC2nzsY9v4X/SipinN2LWXaEqfk0fOdm4H8qP2/rRB5jzRmHKDmkta0D7/Z1/jvTQlhcJsZwmxQO1LB5MD7nPyS6GNHbksFRYHstCz6R3vaDI0waNRZvhMjn7+861IR5H92UARzy2+On/pS5vPIcKTtEDIZBK0J2k8UveWtzQSRWgifdEY9qbiVJIQWINUOp62D5BD6E3YyF2ERDSgtJb2pcEktJFO6Uf4SRIup5/etAnGoR/bfE7+S4QPOUQwk95IP9EkJi8pUuzBQCOJeIdoxtQeQmm7MaSKkH5F74dE6h+pBGNwrIcMgZcsAeZHG/Gn7ft3juZMP0xHiK79zV3IPdK5o+CuQqEwO1lCyJnc/4mw9hovPgvLB1ko1/Qb39iUGWRnYgnibgWUIOXnOTso4rnFV+fIT5LGu4mZlhGmkCIrd8TzxS8ehrPPnqt9G58lwrU3FbvRma2RsZhAkCraR+37PhGHCRSyPX6dyJl9HU9ISLLsGNpIBDE10G1LxHrGYBsBf53rtP30/5SnzKU8esMbGvm0HyLNtJ6E9/qGBAn1qZi0jZgSbOaJALOqVmrT/ohwzPgeLKCN5P40N8ZA2yFwidbV2L/ylfY9Mus4403JT1H35tNxrg8S/cAHlqZkK+IlL3nJ8JGPfGQ4//zzh8tc5jLDf7tBCjMbzU6GJhtG3GSygK1o9pUH+Z+c0Vn057mChLoWFvKxfhU2MfEsYblxVudIEA0nIQnRZMZUhKQhQAgRckQjOK5slLrrhK7VJdN0BC+S6vgklc/KHwiGHIsQ0moicbY/85lNQ5nxJphJWzS1osVpIUM4kTb9x9lcLk653rwQOSaZc85p50oQIa3Go7/4o8bkn7F7GYu27YNEqqfOvYBw87NOsJPj+wAsfl3Oh2+RffyPvEvvkfrNIZ00tDICmCvjRmy1l4fUOIF+YevgJz/5ybDPPvsMt7vd7YY3v/nN6z2cwjxIHt4zzmiLVPc1MmTBacGYymblo72ySMYSspMs79PsRetJ+SFvMhlb2MTEs4Tlxlid85FxwyKS0RwCIYlYCjyiJVSJ46yz2g2OjNk3WtEQy5SDQ9Ici9QhlUgoYZsqRfZLFDvtqv2QOppHffnsHcmLABmbSB70oKZZTU30RH4zVSd9BiGEICJ1HPqRvKR58oDwEIhpHkJ++6j25CA1H85FcnlmHaZvSAT/GJlH55w2EErna8zmR3/xqVWtyDwi+7Sixu5zroOIeBrS5z+/tJ5bDYdLKzEMw/HHH7/eQyksALLAveuVgEhwT1vck2dyB5eP9srCs4XCgcsYgplA1SgSbCPPTz11GB72sHJV2tTEs4TlxsjhifD1SeOTOxJ5pKVzA1slxl+xJ6jRitL6IaDeU5cY4ULokDzt8NdkmmbeRhTj52S/kDPtJXE9zSpBPh+Mid+n/rwcrz/aVtqGmFWQTUTPw4AAQgCNHzHVPoFkLMaAQCYC3v/JQ5q8oNryc6YtjT9synyOk8f3Efjnn9/m2jFcF/i8eoWA64Pze+bcHGgvbg/2M8+CmV7xiuYyUOX2CoXZgfvVgjTWo1TMIQ/IHXKAXLj//Yv4rDTIZT73UuIllVJKlJLjqeFOCSH4lBKisL6YqcfXBRdcMHkF/+NJXFj1HJ6Cg5jMkUekB7kM6QQBPEglMtgTVDc0oYqIxTcx5uskjE8CdsQJiaK5pJWkMUxQESBZhLV2aQZ81hfzyDhXaMZP85fxA9O7vggbbdG0IsvA7E27mYh1/WifljW5OZ1zItF7s7t3c5Lk8x4gziOCLvlHUzXJ//rRRkw9+jBm84Ace0/0u5efPW2suTW+5C81v/Y1PuemKhQN7qMfXZrPwnSUHF17IDQf/3i731lrUqwiwS3ekU/fFVYW5GqquUXpEbkN8fWkkOBjW8Rz/TFTa68jjjhiuMIVrnDR6+ocEAurmsMTMUMcaehULCIskR83bhK3J/G6m5bmkkkbIWIOtr8bGZkE2/kyutERMe0ieZ59gnBEz7/2tS31Et9LJvO7332OINpPHk5m6Ze9rKUtknz9yCNbkNN840dkjQfZI2AIeN+FRPqc5Pa0n84pGtBEvIfY9qZz58GPFMGkqUVA45fqnBMwFc1nzDza1L52lcy0CkccaTaN1b4Iq5d5So5Tx/msfeNgPvLAyjzapg1prfr5KGwsHHroocMlLnGJBV9fsxJcBkqOrj1cKrLB/ZxSwOSG91RQs7Bd5iUtLACy9Pa3b+99lpQErAKFAuUJS1dhgxHP1RSWcNhhhw3f//73L3r9k1w4hVUDjdkf/mHz3xRAdNppTTOIJCGXIZ2IEjLnciBtKuvwVaL123vvYXjc49q+SCOzB9Ikcps2MWYnIBjsL9jmgANa9Dl/TH6ktI+pZpRAIVoEwhuBpNkck61+/EgnwaIvxDB5RoMEIMUHiLmdUEIGE0Xfk8FE2DsH56Yt/xNq9tceDXCyASRwgLAzZqTU8be85TDss0/7n/bWedq/rysc8mqukxhfuzSd5s8CIOaimP19J79qBR1tTDz96U8fvvrVry74uvYyVTMlR9ceFutZaGex655NEQz3v+/tV1h5yNGZxXqUAOAaeK6kLDPlScnMDWZqJyz322+/BfdZrrCEXXbZZfIqrB2QN1rMww5rxBL5ISAR0FTvQeYQM0LUugIB879Lvf/+c9pCxM4KH/pSlUmO3mtG9SuR8tOeNmfyTuoiJnnEFbli5hfZnlyhSWYfwaIdnz/zmWE46qg2FmOMmwA4jz6dk++QQySUFiIBUb7Xd6Iks7+x2d8+2jfemNSMExk3RxFoSf2EPNLKOm8+SCLaEU5jSXlNGthUhjIO8xoNqnlL6bc4ySO3iLj9kfDKTbcxcZWrXGXyWg2UHF17WIRGVuaeHS96fZ8Uc4WVRRbzZGsUB70FK1Yv7kwlMzcY8VxNYVlYP7gRBcAwJSM7iciMRi7R3kmDxNRLW8lU3vuLijKPxhG0QQgjbMhSotuDmKtpJxEuwvncc9v2CBIEmLBwPJI3jWzF1HK727XgJfsK3kkQFJJoDEhlfC5tRwaRbETTQ8H3Ke2JbHpIeE9UOsHlXPl20lz4HiFlCo/PqjkzHn3zOzIntLrG9+53N8GIYCbPXDSl5sbcOV5b2U/f3jNu552SpMzwlRNw8+Mf//Efh//8z/+cvP/sZz+bpKiD6173usMv+YEW1h0Wv6xEuSfJkwQAZlGalG6FlYcFPHluwR+tJ9meoE8yljXO861k5iYOLiphuTGAyP3pn7bckgmOSf65rBrjB+nmdekQO6UbCVnmb+ZuinDplpAmBDFR5smt6Thayz6VCAGgbWRKXyJCCQ1CmyBB7pIPL1pH7U4THPH5jNY2ie6RxZjGk4eUVjaVgpA4RDf+mNFqEmLR3jrWdg8WD4+kikrkvLE6BnlEwO2DdCK3tLTHHtvOz7khkPpK+ijk2nzG7G885j5kGal1bl7GlHKf+qycgFsDz3ve84YTTjjhos+34FsyDMOZZ5457MbnpbDuIMNudau2UHZv9hkukrHjnvcsTdtqgRykxCDfPVPy3EiAUSxLUS4UNinxLGG5MUhn/CZjUk70dNKBJFVQtHluXISHMKWpjPn7kENaEJBgINrGJF9H3rTL3Dwu95iUTikjaX99JHIe+ULCEDoCHKklzBFKfqJjxOdTRSZaWX6rfTlK76nFTvPgPak3EFYPBuTZGskcGBMyHvLsGONCcJ2X/RJxzl3BT3xsEEBIJZynIRZ0RatsH6Rd25kDc+YdOb/vfVvb6g9rH+FGZlMpquq2by1ISVdp6WYbrBqIDTkRf8KUAfZOXh10UKVSWi2Qg+QhH86QTEjAp+tB3rpO5PETn7jeI97aWDXiWcJyY5TMRGwQKgQykexJR+HmRQSTRoiWj7kC4seUWu7M3wiTqHWXnZ+lPpAmZArp7NP/hMxqj3ncGGJy/vKX50z8SSqf/m1DKjmTTxPi8fk0HgFJ1j60hrSeIbhIJvJKe4jIGT9txWMeMwx3ulPLk/nRjzbfTcSQppFgQzppJz1A0sd557Ua9kjnOLdmCC0Si3Rm7CkHKgo2qavM+x57tLadw73v3XJ+0pYaP7cGc4GUV932QmF2QI6RGQo8kBeRne538i8L3TKzrx7IQZlSBKp6rvWZSeJ7bx/bX/WqYTjwwLmczYUtnsezsD4lM92YNHjIWUzdBKcVoheEBDJjMzkjcECo9r6GN7pRC/LpS1yOc3AieoSDlEkivfnlIHDIlHZDfBHOmL9t05f2U5loPrNVIr9POqmdiyh8BFvVIf6Z2nZe+mWaoY0IiUP6XvnKRqI/9KFG8uLjakXdE+j0/8EPzmlIeyCJNJm2I9W0xcmXmrym5lli/XvcoxHPtGksPnNbMFeOYcbTzngchUJh/aBEpoUqGUGGWaiSfbGUWJSydFRQy+qCPORLT14GMbXnf886ygAyW7aRwvqgiOcWL5mZQB6aywSx+K4vnRnyiWCmpKUqOky/0+oPa28+ARvzvqAbQUMJZmLaR9L45iQtiW0hfjQHKhUhyswpO3IQl4pJoFK0hKkIFP+r+G32KZf68SN9tKoeFo4PiXb+fS3gcSL+PprVXNJWMsNHU0zD6uGkTfNpHuz3yU+2BPjaYsoPqew1uPMR+UKhsD4gCyxQyTHWnuSNdL+nEhui456voJbVR7SbrE+xqvUymdLBS0xDEc/1QxHPLYqxfyXCQ+NJSCbvWZKaQ2qrI3K0o0zEyBPT+GLrD8e8j3AyYxPWIazIJpIWUkhwaDOphGgGpVZKcnakbT4Shty+/vVNi5rcbsbr3XjTn/5pJJDdcZom8L854BNE44ggmrOeHPZBTdwVEHh9OhfH+D5BSoFzir+RNjnF8+F0LRBYbfFVDflciMgXCoX1gwWhxTFZlLKYZFdckchWC2oyoIJaVh/JqNKXMB6ntgLEs1cgFNYWRTy3KBA2RIvm0v9uWEQHoXOjImXgxoxvpRcCmJrmCBISyCy90A3sBo9p3w3P7JRIcO9IWB99qK1oPePfmYCaT3yimfrf/Ob23VhDGI2qSkuJpjdOBDI+PSnp6ZV68kjj2BSWtpjFk5B+Gjnsg5qco+P4kII+aV6R25BS2/iDMfXz/TTGpI+aL19poVCYPdBiJpiFK0xkJdlDy0muki/kRwUCrj74xZOvUZokF/PY7O5ZUnXb1w9FPLcoaNuYgfg88rNEfkKAEEsrdv6PzNEEKc1cSjvSWKY6BBL51re2SkTTfA7jz4mQIWMCh7SFjKaueqry9OXOvCN8TNMECe2qz/YnLBDOMQlE1BIwpWKQfkS2pyqRMUfD60HhfGlAnSNTfG8K64OvehP6fOTQ+0Me0kzm/If4eRmj+eIDpj470s2vE8y98zJ/fE89pBK1noAtglHbZWIvFGYTZBrrDXmBZCaK3T1L7thmgXy/+9W9uxYgz+OOBfNVKSJ/q277+qGI5xYEUnP00U3Dh+zQvCF2CFzqnPNLRNRsR5C8mOIRNlo7RMm7Y0USJp9nTz7HGkN+T8zlSB4SG5NU7/id/5Nzk/AOMUy9cttTE7kngQ9+8FzAVJLhO5/erzPmlVQA0r99bOtNYX3wVW+qgXE0P3KJpPosDZLxSp+UPKbm0Pkm2jXjSFJj5xXXBcFHzHK5RsY2zcRfKBTWF+5hWSqS89iikawjd1K4wrtAQP7ihdWHxblCIhQOycYyDeQyFyop9Aprj1qDbdHUHwJZmBsS4IPsSC+EiBGiyGeq8PSVIICpG2FyY9sPERrXDvedNEPa57+I1AkQognUrvai4UwN9ST8TX+0lrvv3qJCjQ/ZSyWhaSTQCpawdz4eCISLvuNvlSh9/YsWR5xTG945jJPbJ/hqGmz3fUg3zWvqNFt18+uiyaQBRXzNV2q9Z46MMwLSQ8tnZBeZtV3b5oEPqDan1asvFArrA/cpyxG5GTcci2LuM2Rk/DpL27l2MM8Pe9j8/rS9EuHDH27PnMLao26HLZr6ww1HWCI03mkzmXZzw9LAIT2IJUKUwB+atzhupxQm83GvAfSu9vv73tfaRMAQXeRUZHr8NmNu70ubBbZL5u47ms1oEPSXCPExCQQkk+uA45E5DwLv+oyPJ2LtPJBdPq3I8L77zp/cfhps1565DLnm34U0I5hJEk9TaxsimxrwIfTOWTv8UZOOiQlITXfaT1pbOU59RkKdm76OO27h1XyhUFh9ZHFqwcpSgWz67J4mr0S5s3xYOBbWDjKS3PjG07/LM4as9jziFlVYe5SpfQsgwT3IzIknXjz1B0KDKHGOD3GinSRE43+ZykVuWMcjVEmM7Pvk86SVe+97m8bOTY74Jao8pmQvmsDUH++RGvEZ82c/2wJ+ojVkbh6bvlM+UpJ1JBJR8xBIaUkkLaZu24ydX5bzp/n8oz9q+UF7jNMkgfHTjiKcyLXx0xqnPKc5SF/6RWxj2o8WN9fDMdEgazO1382T48x/CKr5RqaRTwSaa4GxcG0Yj7tQKKwN+sVpnybN/RyrDFlT0exrCzKTuZ2yY/x8CSKPuZcV1h5FPDc5+uAeGjQEhmC0Wk+gCyBkyA7NJ/KEHKZOO22nICT+iyFyCKgXU5NjU19c8nWE0Xfaso1WlfDVp3FI6I48IX8hkfHrzOekxUDEELUQXMK9R18+EkG94x2H4eST2wMAgeODmgeBMUHM8Xe7WyvzOa38pnN/wAPaOE87rWmIY5Y3H+aAljO+qAQZf8x8F9KZdFC29eVHQ0ijZXVsFgIhnBYC+o02Vzva9Z3cgUix8csqUCgU1hbTcvhGprpXyY4qa7s+MO/kab/g72H72MpWWDuUqX0TI8E9BCPCRruXlTjz7tiMHCd5BBTpib+iY2lBafRo3BA8RNB+iCF/SlHbCKd2HcNsnMh0pNUL8UQSEdL4WmoXIdRu/EuTWogWgf+UyMNnPKNpaUWGMzdrVzuEe18+8mY3a2YWY6OFdI7aT/L3pG6y3Yr4TW+a7jNpGzOMeUiKJP/36ZiiQe2zAEQD4lydS6L1kwUg5BqhtD0aXt8ZX9wIHB9fWC/7R2urD+Y743nRi1pqpkKhsPZQdcw9TC5l0W7RO5ZLhbWFuIAoL+YDufrud88f+V5YPZTGc5NiWjog2+SXQ3CYGJBEZA5pQmxoRBG+pz61kTaEi/nc90kZRPtG62YboorQJfdngn+irfOeykdx4uYXKncoUoU8+S4md+Ozf8aDhCG5tJb6JEgQ3RAt5FLy+tRO509K6DO500zSPuhD28aDzPnfHCS/njlyrs9//sVzgTJ/a0cbxpSKTo5lyncuHjQeOEin75Bl5ND4vcxBtLip5d7nmHOO9rdNe/ZFbLMSD1FO3lH9GYvjvAtiUo/+yCPrAVcorIclyX1LhpBNZAVZUGVt1xfkNk2zBcBCsGB48Yub5aiwdijiuUkxLR0QsmIVTkC6KQlLQhNhoZ1DZO5+92HYf/+5NpAtZE4kPH9CNzShqw3EClEkbJFDfdH2aTdBQYgSguc4fSQo5rrXbfsgwNF+JvkyooXMOd52x77nPe0d0YxWAalOXtE8BHx2LDO+fRBrY4t21zkiy/Ej1ZcE7yLwjziizUUIOw2x9E8IbMgeja05cc7aSX5TJN5n+2nTvDhOe+Ypbgcxv3shwCGpfFNpip2Lto09eU69YqaHBFvpyytBXVXdqFBYfYzTxIliJ+O4HVl4P+pRLX1SLQTXD2QxmcrStlDkOll9zDHDcOihc8GnhdVHEc9NimnpgJAVPklIDUHp5hRljoTRdiKjtIcRmCEy8QtN+qExkqoI0SJ4Q8KivUPY9IdoIVWEtbHFOd/N73NIJ/LoOJpLRM93PiO+IdFIGlL5uc81c3MqC3kY0AI6R6TawyBpm/RlfM4XEU1EPWL3rne1vs2HgCZaC+caf9acJ9KXuu/Gad7iC6tf50CAiWY1Ru/G4DxoXXNuSS1lnMatX+3al6BEepF7Y+zJqmNzTfVpmzaQ7kowXyisLuYrLEHG3epWTcNGi1Z5O9cXZKFnwmJ8OMlw11Qe6MLaoIjnFqnFHjAFCxwSKITYIGcI0p3uNL9pKG3RqjFzI0NIJhKEuIUghbwm4tsxiBgihdzJa0fTqY2YqL1Ha6gNbdLi0SLEpO+71G0fA6FF+CS878dGs+shELN2NJbGgeClJGgEk/3kIY1mFfFEUhOlHt9Y2xxjLlLak+uCc9OG/fXDL9X3CKrgJfOKwKsfH/LoIaYf+Mu/bOeiPfMCyKf2Qm4RZnPq3b7GEKJ+7LEt9VIlmC8UVg9LKSxRFoj1z+fJhzPZQ+YDOXzmmUU81xJFPLdQxGWAlPFRFF3+8Ic3orSQtix13d/xjkbc4s8ItHs0mcgPgSxSPBWHEpHtxtenoB/kkDaWNhOh8n38OsHnkFSBRcYuBdS0RO7RajqWSVyfSHL8Ij0EaF+NLQTNPtHaInHOw2ftIJDRunpHABOlri3HIrkhmNkvQVEJOqLVJcwQR6Q+ie39jyAjpebIogA51m58Ns2NY+My4LydZ8ztzs93HmwQkouoj2vIFwqFlcViCkvwee/L7xbWL58nOWhBviPQUifTSGH1UcRzk8INRPuFiCA3iFOqa9iGdCGeOyKdaYuWVBALJJdlSkIingiVlT4CiGAhZiGk+pDmiBmZthHpRKRoYo3JPl72T55OVYue+cxmopaIfqy5zTi8ollEOJFZbfekGKHTLwIH8Y+kOez9f7SDECKrCCdyrn0PGnNmm3HYL+cGIYjG52V/52wsT37yXL11+yDvtM00z+ZDGiVtaTv5Vc0dP1njQzSjTQ4ZtW8Ck7RpzEgwIesa9DXkC4XCyiF+3NxmsmB2H2YhnpzClbtz/UH+ccOSbm5HJne+oHJPs8gVVh9FPDcxEBHarwTeWImHSCFpNIlI3bgGeJK3I0sEKGJKi0ez5ngkLul+kDPH01D6ju8i8pnKR0zTfBkF+AicQUppApmWESbC23Hxt5SehMCgWUQ6F9Lc5ljEzZiMJwFMIcX2Z/KKKd/3Wdnax/+2GWc0o/7XNj8uRNL3HigIX1IfJUCJljSk2VgdjyQ6xhw5rs8T+sAHtvNSzSm+s9GeJr2U83SNROlrl7aYaU//xuTdPCctk3YQTvuVqa9QWD0keNKi0aKPlcN9R0Z5T07hyt05G1CLnVKE1WkheDacc04Rz7VCEc9NDmSS9gsRUfmGzwthSTBGA9qbaCFENX6ahCpCiCgijkhSkrJntU+bGBIU7V6S9+qbsLb/7W/f+kjQTtITIXoImzb0EXPVQppb+ySiPgQykeAxmQOypg8k0bhjutYnYqnPaDBjRpMPVPvazjgQQiQagdZecp06L/3G7I9AJt/mWPPhetznPsNw+ulz7fZmetH4SHui2eM/KviIltTK/OMfn8saYP57X1saVNepTH2FwsrCgk4EtPvUfeeec++SEywuFuEW55W7c3bgOuy558LEM2nqWKIKa4Minlvk5kM0Tzqpkaw+Ohx5QaiQOgEqCBSSh/whdUgUYoo80rJZ0Y81jwge3834KyJCyV/pu9SE13ei2FMyMr6dvrPN57G5aprm1vd8QO91r2E46qh2bDScqViR9hBKYzB+iYWdDw2pBwXQLBqLMdvXXDF5ezlfZM93XBO0bR+kU/tM385Hf0z0tjkOuTW+seYDQbYAAPOE/MYlwBwgjshvzPnmTR8S9CP/9tWXffh1Zv76sqeZ80KhsLLR7AhmLDxkIusDmeB+J0+e9KTyr541kPnkcgp29Gb3bAdWOIuLun6rjyKeWwQ7isZk/j711DlNXUgU8xGNKYFL24gITfMZ1X40fgnSCUFC8hBcNzzSx8cz9c2RJf05luC2n5t/bK7qNbe9CwDCS8ugT+cXoRKNZ4J1vPRHW5k6vs5Jf/qnbU3loPiZOt64+Lcmct/+vteWtiPMUsHIC/lDPnvNR9wXjJF7A0KbMpzxAU3JTJ/jIxu/VnN8yilzZn/9IODKdhbJLBRWF+5dFdrIDDLHvWvhiIBaALpXLV7rXpw9yNgi04lFfZ4PfSljSPaV8o9fGxTx3CLYUTQmgYoM0Qoil7351moeybMiFLXODxHxiuYRyZImKL6PuWmRS/3pm+D2nX5EGSJiyJN2UgISiZLMXfty4o2h3bHfojaZlhHYlOJMsFISuXs5J331pmzjSjBS6izT5nqYOGfzgXjvu28rnxk/05QQTWojRDAmd8fqD4kmwMZVTrgieKXMZtwREuRk3pO308PMO1eB1JyPxhgIUoLTYiIa38zHuBxqoVBYPlgpyC0yFFJNzKLafYfc0H6Wi8vsgWKCZey9750LCB0HG7mWlBKnnTYMD31o+cevNop4bvG8nr2pPKmSevMt4uiGRJoQItpOJJFGcu+9my+kbcz42h+npEgt8qw24xuVgJpU7iHAkc6Q0Le+tZmXp+Wl7IOfjA/BU4ZT28gaQgzx20zaJOftGA8KBDs5QoHGlx+lcfIHckxf9s45xc/UXHrIIKDa05ZUUfw/Ux8YoTVG/afKiT6856Hl3EM0zYfPxqMNY7NdP7TPcUXwHQKaKk+0sPrRN9KLYIfwFwqFnYf70MKTbEg+XfdfsmKwcNCGkgEVzT57cM0OO6w9x1ynVKyDKAw8Gzwb+XlSMBTxXF0U8dwi6KPDESnkKwFCbkSaSGQl5l5wIyI93u1Dy4cUIjtnndXemc0TIMNUnQpEMecnf2bqsNvHWPSNZNEsahchs89d7tKE9zjoqa+jPg5+Qvwc43jR8BkDDWiEDE1notdTZSQlJ2PeR7qf8pTWd0z5IdG9n+knPtHG5Rzjn4mAIpa0pkikh5Fz+8hH5qqcOMZ+CXJKEFQCkpLUXpvm1fxI8RGiGdNQ9k+VJC/fu6ZIKEJsIbDXXuWvVCjsLPiAy0KRezauNUl3lqBAeSMrmn02QQ4+/vFzcQiJAcginyz1v++4nD3gAWVuX00U8dwiSHQ4c/nJJ8/luoRe68ekG79LhClm5AS7IG1e8XXSlooPNG00AgiQmzc3MxKIeLrJc3wi2WOqRm4jAMBxfdBT/G6kMOlrJPc+po6hoUSIY+4y5lQaSlAQhDAi0eB7/Sm/ifiKvJ8mdAgvRJYm1rkgvF7IYFwS+INq2/kYR+9XS3vpeA+rZAagMTE2/Xm5Lr6XxzREMtco9d+dNw2xuTXX2tWe+UOeaV6YBml+K5l8obBzeNvbmozprTkpE0zmxaIibU+RldmFtHbkI7lIjgIZHPlJjnseec5UOrrVRd0mWxjRSrrhEDjmYVpCZIm5mVANQSVQadKy2kfUHBffToQtWk+CGKHqE65zwLc9dc+DaESRLX31teD7EnS0Dn2N5OTXDEF1LHL6whfO5dhE0PSdB4MHBTJHK4qY0SY6V349TDDMLCLkjzyy9TmfyU3byJyxaz8R5Uig9jykfG8cvV8tEhyNMsFnrlJ2M6Z088M/NNphbfjfu7rvNCqug0WCczd3SQeF4N72ts3n1pyYK6TduAuFwtJBxin6ENcgrwQrkine3b+xkBRmF5Qe4ggSSOT55D3PwSgAPBeSeaSwOiiN5xZLB4KgSWIeUztiSHOZ+uVIC21mNGrxaeI/mFUiIENuWMd7PfaxjdB9+ctz9dZjltK31aa0RH0KJYizfjR+/Xd9CTpEeEc1kq1UOfkjZQg0ghYfrESCx/ROsBhriDTilsCc+UpPJio9CfXNYSLjU8XEOarSxDc0JDx+tcZIQ+oY82mbY4zTHNsugbG8c9qxEDC2+G2a/5y7eXFuAqY4zzPz9d9X3ehCYefxx3/ciAj0foF5d98jpRaV3GMKswtymyXJcyKlkJP9JAoRMtt2WU/ud7/SYK8WinhuwXRKbiYkxQ3nBqM1Q0wQvKQ18r0KRMgakmOl2BM+pMfxSWOkTaXJ+JEy5yNbjpNDDYFC5JC7pFBCuBBfWlXC2/60olalPZLTE3rtob6ZtuOnGoKKvAm0MR5EGoEmZCAuA47ttYzIYMpQamts4o/w6TMDII3M6s6dZjHJ4G1/0IPmzPJ91aWUHqVhNS5CzzzHrQEB5QR/73u36+X83v72RpLNYU9ynTeib/6RbUR2jKobXSgsHxbkb3zjXI7fLFpj6eiDVJDOWtzNNlyz/fZr8pdigixNPun4fZLvZKp9KAAs6AsrjyKemwzTyl0mT+Q4nRJig/Ck+o2bDwmzX1bxCYZBGoPkt/RiaufzmPRAiNpDHtKSnaf/j3601cxFPhFJfqRpp8+nJuBnnJg+JegI9mgPka4QvvjlGCviRhNJa+mdlpS2wpykvKVzi2N5ylXalvRIVsOI8TRt4TgzgP30GQKMyHqJ9IdpVZdoJ/mQ8idNpSTzKKm/uu7IO6RPJJNfa3xE7Yu06s8CwfXqr03mzZiQVedXEe6FwtJAZtB2spbk8/h7iL86mVfasdkHOfuYxwzD857XZHVIZ1wpcm09X17wgmY9Kx/5lUcRz02EaRHfqcM+LZ1SiBfS6SZEUPgIEqYpLal+rRuSAKZV8x1NG1Jjn6z+E2HNV1KE56te1UiUMYnsptlD9mjgtJXE64ksd7PTvqacp3EmjyazNSLmXAQPIZxIWwizsQtQ0mYSwNMychtgTkc4jS0BPb2faaLtCRjnoO1E2o+1hdPqxif/p7aRSxpe4xAZCQizaiZ8Q1N1yRiZ8Wl4jQ1JNu/mZ4w+mt5cIp3mmwb6HvdoBNZ8pxoVrah+4i6BHPNR415RArRQWBzOOKPdw73P+Ri5/93jiGdhY8BzSWYSzxdWvQTXppJcnhN8/vn7H3dcLSpWGkU8NwmQkmkR3/FXRH7GpClpeRC33sQerWNyWfIxdBwzuZs0hDWlL72Si9LNK8L7iCMaMUpAEGJl/w9/uBGi9IEQJ78ls/sXvtBIJULW59EEKS6Yv40DITUOBNs787qxq+5jP+eMdEIInZVt3AxAf8aNnJkv/yOa2osmo8/Lt1DdeEIMcUX69tmnnSPQSAq8OvDAYXjYwy6uiV4M+qpNzO4IOvL/rne1sZpv7ZoDyelDlml++dYSoMZXEe6Fwo5BDiAbLDMLBebF1YilYtqisTCbIHs9jygxWLiSViny2DOO4sHzjMmd1YzvfWHlULfLJgocSsT3tDrsH/rQHCHrSZMbjLaQ1i2lInsztxv0mc9spMdNiuw4nh9naqHHXN6vHHvtawKC+NUgSb7XbxKmp2SnGx0J5uOIrNFy9uQs40XwjDl5MJE75m3ES78qTyBZb35z89NCqnNsgqUSwahvDw+Iz6dVb0z840jV+erGJ7jJS9vGAgiouXfeyCeSq21a1ZDaaXlDp7lMIOS0MOPFBfKNRKd2NM20flxP79HGVjm4QmHx2s4+5dw0kB38q/fff61GVlgJRIHwyU822ekZFt//BBxxX3L9yWnFSYp4riyKeG6BOuzxVwwh60kTzaGbjRYwEZpjMzcyxjcxDvUhjSGd6SeO2ggRAkT71vuVMs9HmxnCGS0jbaR+vQuoQdTGVYto+xBOxyObGY8+mEyYsP2vPZo+ZhLEj1klqZcIF33oGwHWlv19JmRod80LwtbXWu8xrhvv/IzZZ+0kqbT5YRJH9iWgRtZTbch7VtrxS41bBIxdJvTHfD5tcWFxwM/W/CHsrlvypY5/AxXhXijMj6RMs1jdEchB2TxqIbfxQIbLPhJXsjyPksYuae485xKcWlg5FPHcAnXY++hmhKwnTakS1PsgjstFztfPtHq3KYMZ38ferzRBONGMJriI2TiaSC+kaZzSKD6giHES3McXJ1WKEDu5LqNJ1BbfRqU4nS8S2icKRgr5ZCLZXrYhbbvuOgz3v38TQMjzNNN4XzdejlECjAtAAnuScD9aScIL6c7YEWvnZI5oWgk854dcp5xmr9W06pZi6Xa3m764MG5aTdpO89dH/PtcEe6Fwo5BTnzsY01G7AhkAvlR2JgQsf6a18xlbvEcIZMpBpL1hGwlky3ay01p5VDEc5PXYe9TEoWQhTTFnOs9zvHTzL7jftykCE1fdacnogn8Qd6QH6TJsaLMk4AZ0XK8m16fCJN9kwgdIevNw8aJoNLcJbE97R8hkbQmPhMOMY8nsInvqv6jcfXSv7YcR5t7hzu0F5N9T8THQVrThA/BZF/tGj9NKoGF5PETS0UicF4IcLTDNCtIM20mzaf9XUPa6cyrz84JCUbGXbsx+UwaKhph89ZH/Cfh/NhntVAobA9uMRaSO4J786Y3raTxGxmyi5Dn5DdZHNLZLzpYwDw3xE+Uj/wGIJ5///d/P7zoRS8azjjjjOE73/nOcLWrXW14xCMeMTznOc8ZLuOpX1gxEH7IGYLnfwQjptY+JVEvJBeKgJ/PFJuo7i9+sZE1/oyJEieIk9sTKRVY5GZGqGjqaANDOBMUFB/LaAkdp+8EOPXm4QT9EPZnn93a7P0zIzBo9Rxj++tf34iY3JkxpWsjPpy0ow9/eJurEG3HHnPM/EFaY+ET05y2nW/yecZnCBnNOTo/40yQk/2NOYuFCD7zKFLd+ALXh2kP+dZXn8wfUpJUIJEx+9510YcsAtrj41sPyo2FkqNrB/fiG96wY99OMPV80cvMvnFBZj772cPw1Ke2BX9M65HdFum7795KoZaP/AYhnl/72teGCy+8cHjDG94wXPe61x2+/OUvDwceeODwwx/+cHjFK16xWt1uSSCAIXi0YgiK4BbECfGJr2ZumB1FwM+3suujuhGsVO5BlFLH2M2K6InsDoFj3rev/ZKCCdzkEfLe+Tkyc/fVeWIejrY1WrukRNJmarIjm4jbwQc3EoYge9dnAm36c0HikM4Q7cUEaY2Fj0AEZvaQvJBM8x5XgpTXS7qjvoJSfD2zyk5ifdph5D5jME7XlC9rqj0FWVzwe01EfuY4YxhrSAsbAyVH1w7ydpKli0HyFRc2NpI3WTyA50XcvTwrpKiL2xKLUfnIbwDiec973nPyCq597WsPX//614fXve51JTBXEG6Go49uNwSyaOXGdIugIG33uc8wHHTQHJFcDrnqYfteezWTlLYQO6bv5N9U7YFfJS1g+jAmpAg5RHBpIR3rmGgEYZySpHcRiLaVHyRyiZQlUAi0ow/nrn0EFnF1LH9KYyBIkLf5fB4XG6QV4eMcpIdCBH2OZjZkOlVOEsiUFB3IYZLa95VQosCyL6JO4PX+mtwRkGv9eE8QF5Ia7a8oWyQ01ZT0wdXA2JmMSnBuLJQcXRvIfvGmN80toBdKo2RxWCmUNhf5RCwpLJjWXXvPNM+Rb35zrrqd614+8iuDNb11vv/97w9XdAULKwI3CNMQMhY/Qho0BIVJ2k1C24ksLpdc9ejN84geUne3uzUNJ61mTNbjPtywMccjighWgntoABHM+EU6zpihdxGItpUpOUFCzg/xovV0fMz+CF58LZFCY3UMcz/iaTU7zedxKUFamUvaX/05p5BPBK+vypRr4vqkepJrl8wA3rVhLHE/SNAVDTYSSZtqnlwfqT304Xo4J9CusWnLIsP16IOLbKfNMb/LySVamB2UHF1ZuBePP74t9kImE+A3hu277VYplDYbyOc8ryxCPKcoY/w2yFGuSp4n5C3ZWtggxPMb3/jG8JrXvGbBVfoFF1wweQX/s5icFlsE0/I6MvMqRwlWaqniQ7tHS0ZDiGj0JHKp5CqYzzyfKFBjSqnIcR+IDzJpX8cgScmZiXzGXxP5MnaE06UfuwggVLS3yJh9PBgQPs9gbfJlNAfa9Y70CRRI2iRziATO5/O41CAt55mcnalBb25ybtknlZPi29pH/9OA+k5/5pa7geNpbiXTT5Jq7+bRHPle2qSPf7zNjYWFdqzSc+0sBgQrBQiyeT722Lk0TgsFTBVmEyVHVx7kEvnmnrBQyz3q3oYERAKZ9PKX14Jts8ZJqPIWRQCZnuBVMpccZuG6613r+q858Tz00EOHo446asF9vvrVrw7/z1Pt5/iXf/mXiblon332mfgnzYcjjjhiOPzww5c6pE2PaYFAbpJoHpFKQhIxSqQ3AkcrRlCK2puv3viOyNVC5nnPNppE5gipjG5+80Zi1Gnv+7C/nwMNXh9U5AbXBvKZtE4Il7GLOByncwLaBuQOyaK1RCo9LKI1NR/GqYY8cpra7EmVkVRPIX+IaSL5aRPH1Z2CaUFajiGMfEb2aG+j3dWXdkMcE8HvFS1oEugbMyHnGnFkN5dxmYgPKHItdQttJ0JqH0RUffs4w5tHpNr1j+bYOWiLVtw4lOmMy8OOfHoLq4eSo7MD9wEtF7nR36NZPMZf2gKRib00XpsPZKjF+gknNFntueZ3QJbn3T5czLivCZ4tLB+X2LZtnI1xYXzve98b/gOjWQD8kBJx+e1vf3vYbbfdhtve9rbD8ccfP1xygaXCtJX61a9+9Ylp6VemsaQtgPk0jYiF7xALmq1EdCMyyE/8H5mcReYddlg7liZUsnMaP+SKMiQmWVOsTeTqkEPmVnXI2fOe14hMLgOSpS67Phyrf4RTe7SviKfx9ARO6THJ3B3j+5i9PVu1jQRpV9+I57SfirE85Slt/PpE/pyrfh0fIYEMaivzkO3IJYKGfNF0qOfeawC5KEjBZL7HJTGNsSdpyCWndA8u55EgL/sm6TDCaCwIsLn3rm+aTcItGk/ENSk9EFHjNdf6jLY0QVTGxm+V7yYimcCpXBP9OCduEN5V6DAHXAX1G6Si0fh6bzWQM1e4whXWVM6UHJ0NKLH7jGc02RTCmUVpTz5Ntyj2971v694nmx0saX4L4iPcmrGaxe8XyGYKlje+scUMFJYnR5es8bzKVa4yeS0GVui77777sOuuuw7HHXfcgsISdtlll8mrsONAICQ0UXhJVYS4IJqJpCZIaQVpvDhOu2w0hYgU7SN/yUSH5wYTtEOL1mNa4njEF5lJSUY3qmdkApSQNgS0L8+JhNlmP4nQEac+7ZN+EM75SGfG4ici5ybCh4gmgryvH59xmg+aPiRPiqG7373t97nPtXm98Y2bprHXAFrR0ijuKKF+H+WP9NGEuAann97mK+MwRn26HlbT2jMOc6YPRNVcOsbcGGfIcjS72mIqd72QR5pQ54WAIppW60iq8WmT5lPQEaLqGEFHPemEqmi0fig5uv6g5bQgT8WxWA5CPt1j5FYqt734xUU6NzMoMZKj2vUmyz07/RZSsMQzUtDRS186DM99blmKZs7Hk7C0Qr/GNa4x8Ueywg9+M4WsCwtivkAgU2l1hnCltixCg2SAbYgLwmGqER8kC9GzXxKbu5GiUbPNd9pUzUEJxvj/jc3ziI72QhopV1K3HeyPJD34wa1vBCgEjokCWYrJOwnk+xKdCwn3jCV5O31GqLQVH9LUL8/YUpkipJxm0vlyKEeEU04zpNncPutZbUw7CsQZ125HJs0jEpeE9UnREc0w7ax5Idz0TyMZTbW5MRafHaMtcw29i0Bvgvd74Frg/PSZkpw0uwi+DAPaZrrvS2lCVTSabZQcXR0gENxkyYKkO0swUQhoZBO5wOJTGq7NDTLeQtyzz7OI/Pc7iMKFXCU/yVm3YeX1nEHiedppp00c4b1+29XssETr/pbFtECg3sSNECGBCBQNJvNu0hRllW5byjU6ljYN+QkJSpS5GwoJCqmkTY3/n5ur931E5hwbUwQiFVLLlzD+iaCO+KMe1dwBQuAI+75e/HwaxWlw/PWvPwzvfGc7V+TKQ8M5Jol6IsD7NEte5hIxy7ObwikVf8YaQEJnsRrAvnY7AvjmN89pYZFID7BUKjJH3s0BM7+5M1bzk3yo5sN5OKcsCoCG09znnJyP9l0H5qFolLWDjNN6vu517XpaCDieQO1zmsan128MGa6I99lCydHVgcBMxCHle3sk1Rm4/57whLl8j4XNC/JOtb1TT51TOiTrSJQrZKVnn+cGJUVZimaMeO63336TV2H5GGsaxybuBNNk3/gLJpm6fRASN5D9aMGQmZBN+yTg1Wo+RMM+zLuIC+HM/y8mZTdb0v6kmhCShOhYKca/EJHRP3O+mxiBTaol41xMic5psA8y+9a3ztVqdy69GZvfo/8F4jCL6C9+OvpjdjdeBGycUmq5GsC+dvuJJzYSh+SPLZ4x4SVPZ0/iEUnfRRPtu9S2d1zIq+vrerm2SH78Q517UsIQjOaaqd5n45tmmndt8JmTTmqLDdde+/KgysdapqT1RcnRlQdZwGzuPpgP7hf3LtlGnhS2BkSs8+Xl+5ta7fktkMvkJ3lKCUNWey/iuXRUCtwZRpKmR9NIi4gUAfKETIqCRiho6RAXxMpN4qZAEt0oyW9pe4JXkJ1oSJMuAnHpze69/19vUrYtY1DWMWU0kxj+/2/v3mNtq+p7gU/Ui49oUSM+uAiC/lESE9Oo6EVrJaWKTbWkQh9qitZaSoCIYiNFra/aU60RDdiifdA2wYqQog1t0lAi2ERRq8EiURONT4g8LglesVGC5+az5/m6x5mstfba5+z13L9vss4+a645xxxjzDF/4zt+4/dQDwKbA5DraBiF8aGNs+0+bYrOcaAdpC00cSSmp/IS/xNJd1z99aH68ryPvTNCzB5zlIndKK/+aUJbhTS32zXa20L/t3E649SVLXXfk31IXZF/muykclM3hPm5z+3/OtfYsEDQB34PQf2v/9osJwHskdJoyS0IaKkjPBFQiM2v58Tk4K1vLfJZWC9wcGTjPU5h7HhIh3fQDkthd4B8PuOMfs667rrNLHkW+NlFIzMTW1nwCL+XRnx7KOK5xGidVwhKxA6ZiwG8AU9DZ5uaHahc7Yim32jbELxW25cMOUG2dn2SsjExKBGiofav3VIWoumKK/p7cG5C7pKRxz2Ux3jfC4yc8hSngUQ2p03ROQ7uRxC4dxwBCAiOQrSAyJo2EBD6CEGzJS+NJ8IpVhvilWuDcXntW0zKca8N7XaNesSZSr8ifghjTAFCNGkYPVuEmsck0qffYuzuGosOZbCRjZNQCDSP3IROSlB6mk7kPx7y6hZ7Uc/IOPEsPQN9lkD/6kJb6lzk2YJBKsHadi+sA4z9972vf/cmIbLS+1Yard0FslIOdzKYSVSUPMZDnDpj6kbGv+MdvSKkbICnRxHPFXgJeFl7ERIuCKlCZuJQ49jzntdrt9gwJpVi7D3jjZeA59GgBV4iZE55CFG8zRGlofYvW8o+NAHCi7BpdJ3fYi/oPoQ74hp7T2QuWsdpU3SOIn5XXtm3AbnlX+FviBkNME1dskwQEraNW/tRW8gIZutxP42DEyLNm5FAQvS1R98NCXS2axLGqE1dqZ20r6ANSJ97aoPFAvKpbxIk33Xq6Pkii4hj+lid3Td2nvobGU38UGNEO4wFWs6TTuqfqToRqMpLRg7POLFH9SNNjzpZ9ccRqlBYdRjL2bFJbN9xmk8yjvarFl27D0jkhRf28y6fCjI3CUjMNXFI86EosJgRYqnGynQo4rnkMMBp5xBFxCVhd2imQhRp/5yDdHphnvGMTQ0bMoIoRfsZG8LhPRCT2HYmZvVW2j8ki62moLu0ZciLv9EiuleclZCnhKSIbaNz3W/acD4JL6WdiBiNnP8jXjSLVp9f/nIfaol2s3VoagWCep99dp8mj+ZSuTSPkxyckM7Xva4nbEgfUpt0pLSp2nDppT0xRRZNWPpcu9QNkXccEbc6Rn6TDQWBt6LmfR5NKqKnHT4yQo1zyvI78i2Ek/GRrfZonY0D/ePZGg/ILcSpKV6bzs+K3hjzzJBY7SRYi3gW1gHGsnciO0DeFbJ1mJvdcbbtZWaye2Eu/b3f6+VtUhOTjcYOmRpHI/MZJQOHNYv7wtYo4rnkQFzYTxKSiEACxSMqiJuPl4HXsv8jbwSr/yNGsVGx0nc8pJNgjSYUWfGbrdnkOKcNnCa8kftmyzgOTNmmylY3jR9yE693pEY7Eg5IXadx5mnDS3nxOcj4rrxoFX2QzkkCAElE8hDVmAYgb7bIR000zt+zpyd+SCTST1upT93fd23WF/4SVsoR6D5E0eKAoELAnSOIf7bBtefFLx4dwintpgF1/EUv6km335FZ50jjdv31m84S+py203d1Q8Ddy3Nyb5MvuC+Na4tsuRtTW21HFgqrBDLHwjTJJGJqRE5FbsXkyM7Jy1626BoXFg2LfmMhNvjmCrI3yhV/zZl+r3Sa06OI55ID2YhRcxyEaAmTGjOB4g3+eNtF64Uk2WpOfvQElg8pBC8REscm0F8rO0RHEPlpwhsl3p370dSpb7Rn0Sb4v/rRUCYWmrYgb4iWernvVqnohuGlEHHkOBmBkCvbx61d61aZoBI8Hom8+OL725tGy4o4ui8iF22i+9Ek+p5MSWxflZ9yYhOr7trITICWVn+oA/IrBaZ897bnaUrTD7EntdXDjlM91YH2EelmV+rehCP7VuWpj3spP6GZ8gwIzkQl8JtxZFwk2H2rqXbMmDCGyrmisOrgpey9NP7Ji2g4W01nbL7JJgk3ElKpsHtBrpPj5tUoZyInE1WFjDUvMHuq8ErToV6tJUccTCBBxhMM3aBH5JLTO2Qudo9ITchXPJyjafTXCxPy4VrpIhlS/8Ef9Eb1W63cECNbDAnRFJuXkOF4hqovsqWOCfYOtHLu6zhytdVqMVv5vLhd6/9IbGwlk6ecQwwtcRx+pskENc7etNWyIo7u5d7xalQn7XRf/eh+CUOVcggi95bnV3muIchi14k8KzsZj2hKwUSJcIZMOxfZZZfpvDbOKiKqzZ5nNN6eORMMpFobHWdOYFEhHJW+Vzea3KQ+jW1u4hs+//klSAurDe/deedtpvP1LpJHyXQGkV1kI9ln16JQIL9FM+Msyjaf7I+yJbE9EwfbPGiuqBjIW6OI55LDIEYWbI9aqdPyRUgiCrGXdFxaRNqzod0jAYuoIprO91J4URAepDAaL8TJtiwbz1EvThtGKNo7Wj5lIy55IbN9Hw1CtG0hQ62Xt2vZ0iA/W60WafzcN3aW8VzPNr178aAXd2+Ux/y4TFCT0kdGy+o56C8kEHFsiVra4hrkUHuH5bD/0V8JYh/zhKRo839lugY51of6Nk5UIezunePJntHGWUV6tQNBtT0fks4OlQ1ozAlon/WRsaWNsQOGxGaV9cgipIRoYVXhHaC99B4ks1fiDBvvxrp32LvtPWQfL0ROjflCYH4699xeziZRSYLJg3FkR8zcME7pUdgfRTyXHATgS1/a2yYhlQQokoLU2QolOOO5jTSOsnu0DXDiiT0JJXhdl4w/CI5zkVQvjhiRo5yJ2jBCSA17RuRH+J9WUxbEztMnKRxja9h6eSO5Mi8h1pPsPN3fVrg6Z3WpLG1JCCHH3cNfxHuowRyVCWqr4PFtik51RdxD/EKkswWTgPTDctSdQHKdfo5dkDa4Plpn5/tdDE7QLzS5bZpLfxO9gJPSqDirtMfGC8KKhNq6d7/WnKDNMW+yFc7Jd3UyCf/6r/fb/iU8C6sK74Z82mRm7OETP5c8skhMFAeh3mg6K2lCYRRe9arejOrf/30znGEihpgfjCvKAbKfHwOZbOeqxtJoFPFcARi8Anl/6EO9EwkCCQioLD7IQ8hia/cYAUtLyF7TdkECvCd8Uhx9kB4kDkmjUWxfmKFdJNLFy9vfz3xmM4h7tJyBeyNNCGKy8ti6zVZwCJW6Tgra3m6Ray8yph+89Mn5ntijSR2pH4YazGEmqGmCxw+D+B9/fB9TVV1oOZNliLZ5mIYytpTqrq5ZMMT20la34yZG16a/rJ7zLJPVqEWC/Efb28ZZZQj/x3/c97nvJteQ1tacwOq9zTHvXuoXR6cyki+sMrxj5CXtEzmVoPDepaTV9R5Z/Fokis5RoZMK42BcnHlmP4bMJ2Ql5Ut2+GITL2Wy74meQOFQtsL3R3XJkiPb2wgIoiAMkAEPcfpASod2jwmbg9TRpnFAcX40YghIyCctm+1pJIsQbp1jRtlF5jraxQSOj3YzgjvOPTG+TjsQN9dtJ2h7u0UO7q+NXn7XJp0Z8oSEOTdmBK3mcUgipwkePwziHy2l44SNemhTgroPy1F3fa0u0VJDtvkIJ0Q1weX9jUY29rjRrgYJ8k/oDfOse94WJpyNhuR6aE4wdH6qHO2FdQHTln/7t/13XmIWE2fMLIj9365AjfvCJLSRSuxK2SHMTh85bJ7lb0GGG1cf+1g//kQrKc3n/ijiucTYKksO0DzG7pEABYQDybQVOyRTVva2xy+/vN9edV5yvCvfeVZtl1yy6eQytItMmsd42zseQ/12SziCXn2Uj0BpE5uZaYO2A1Jkq9v2snYiWdEuKredUNwLSUbA1KHVYLYkcjvB4xPE/53v7Emd9ockarNngIASPMpB5DnwOP7P/9x111zT188nHvdA+xItcbSask/ROKoLx6DY6ca217nuy4FMGz0XedaTitRkqn/E9xyl1TVGnOsZg+cd5ycEVJ2LgBZWGd6xyy7r3xPveMxyWgfMOIaQFeShnZRCYStksS7tqoxuSc5hHjGfmkvMQ/F4N387xm64yOcminguKYbb26PSTELsHpEh5xr0yA9ygbwka08bfByBUz6y9N//vZm7PZ+QKfdxb1u/NKJBHJN4V7s38pd0mckEkrh4sWf0neMPzSuinADok4K2BxxhEDLkM0HRbe+zjVS2F9+EEg/D2HJq51CD2dpCtoHY23oMc7GbvPSTvjBBub/7qIN+VYb6mcASp5PXOI90dkEJ+I9EagOtZ/pKOT7RAsdOlhbVPRP0P3FAPatEA9Beq27PO2OE5tt1n/70/tv/wCQDmXXN3/1dH8vUQkY0A9dMWuAUCqsAcs3YFiGCvEQGYovt473JbkV2AM45p7ZDC9PD+CEfzQ1kvwW+uTKKCAj5NIcIlUemSlhSi/ke9botAUYRnXFhfxABav6//MteeNJuIS2Jh2lgR9DmRRAGQq70kFiaOcQyxBExc8zLg9hES4gssZlEoNyDBhVc48VDhpCZ2CbG0SdbWwmVpH3qxL6TbeEwSPqkl1H8PSvLhGvSB7YzTCrqxUkqxt4+2cLWPmXz4h6lwRy3xWzikgaUbVgbN1M/+Jvtctda7SYsFS2K7W19ivAixYzMkx1Fv+pj5+oL5FXfJJqAvkIS9Tn7VeUn3WYWBFlZew6cyPQ/wdeOEWMHwbfw0JbkcPecmFjQnlpE/MIv9OW7F+2Q61pN9KioAIXCMsM7L9EDeefdYooTMxvvWBatCffmHSVbfu3XFl3zwqrBfEFmUoqQmWRz5qCML/CdPL3iit5xV5SQQhHPhcIAZYsk44FJnrBMSCPEAYFo7RCRB1op5AapIUgTGD5BzBOj08D3F/m86KKeXCEWzvVbVvzOd07qw5M6Qev93zZssicp328JjWQ7F/nxHWHyV7kx4E8cT+W6N49R95s2LqT60/qqH6cZ2jwEL9vSiVWKSGkfDSRtanLGm3ho9XwfkqfE12yBqNkS4RHeBpamDUQyaQoJGG2OnRhiR5OpbrIRIcK0op4ngposF+rmu2uyta7+yCbtpq1z/cWO1HNmc6bP3Dfho3iaO47kq9/b3nb/0FD+r60WGSZgJFXZNJ36ytiimfUc1E1/apNzUtdxcU2HC6Taji8sC5LS1l9jkswgG43zvMvkQezwHOf4cfLJi655YRVhjFFqcNgl+819bQxriGlUFCKULky0Tjll0bVfPIp4LghIDq9LBvC0YYibyd9kbnsWaUBiYqcXjRXyEm9uRDUkMoHVreKVlSDJCJjyhFMaxq708mRrGhKXbHiObehPfaq3C03GI/B/v8XGkhYN4UKM1dFxXqOEu5XedjVnSBhHKi+rNiVjk7a5HyBO7mFCSXB22kD3otGbVnMXL1ghq+KgFXswWkV9mW3opJ70LJC22Hcil/4PeUYhmMnsZEJstcJsbGmPlWcx4VmYIH2iSWYvigRqhzR+rhOfcFxoKGT2hBP67X8kGeFEmhF0pDPb7+quXfo3drFxShs6IhmjW9kbFwqLgDF6/vm99im25d7bOA4lZqf31bi1UPyVX+nDJxUKBwqRP2SbIxej6Wz9HNoIL2DBIzHB3r293NzNKOK5IEH5gQ/0RANo3pAT2jrEw0ROy4VcxFvahE8LaXBnezdCFikAwhaBiLYxQW4db22Y/IbIKS9ZarI6S2D05FYHpCrOO7FJDBCjV7xi00YQuUEQERgByOVM174D0YwlU1CcptqMTQl6juwh1sm0gwwh8No7KSPREEwWbDvrzzjygLa6xnf9lS3/BBFWlxBOdUMskyNdWcl57rkhoY7HmxbStsQHVbb7h8COC26/VWgozwzJFCIG8fzgB/tYheoQ4ahexpKyEhMW/K4+cehC3hnTT7I3LvJZWASM37/4i37B6P/em7ybJnoLQPKMXDJ+vVt2EioxQuFgYfyQrxb3dtbaONbtjlkLcvblL+9D3r3pTbt3DBbxnDMSngiBMOisvhGUEB7kg4YNeTOpE56Jt4loIDkQsoEgZIWPbCALyZkeTWC0bkGIJRKEWLg2KS4dS9nO81LZTnAf5SnL70gcYc47mtc2A33tQUh2ahvWtrD7aVPqFE/1xE9DDJEeJNVko77/+Z+9PU2y/YzKSDQE0wZ9i7S2mmHCBFGME1PqEKKb7yGXsa91T6YKnmXy1ud3/9fXjtNEqn8C+6tzAtG3ONDQUOpAKHKycL3xwDzAtamL/k0c1JhzGG/arZ3ve1/ffiYE06QZLRTmAe/03/5tP/7IPO+X94MMi6lNdiV8JycthgUDr4VSYSdgHCGQZCYFyDjC2eJ//qePkEK55NrdOBZrqpgzEpPS5J+t2GCYlQYZMLEjDTRpCEI0kq5PmjdIakUC2JY7goEMxD4yxs+tV3psM2kADH7HESZl+R05QuKQEb8hnjSZhDubT4TTtjrBL1bZRz+6acMZm0CaRJpbf9uXctJvAaJDS4dMtr9rhzohuYii7/E9fgAAKXVJREFUjwkmQd31lwwTCcSerbZJmZFSrj6hJXG+7/pUf0SrnPPyAROaZ+fZWCh4puoRb3rPOVpn5cVpyTNGmNlfOqbPOSi1nujjgtvrXzafnr8g/hYpsdc0ZpTFHlTUA8/Is4sNMbLLbMPztfDRT3nejvvdec73uzHrmP5tMST1hcK8wJbzT/+0t5H3zpKbrVNlIk9YeMXR6NRTu+7P/mx3TvSF2cH8+Q//0Ctipl1833tvH2pPDG7yc7ehNJ5zRkL90OaNCg4em0sD2EB2rpWRSd8xZCcpKv0NUUS8fBLeCFFjJ8oT+5Wv7L3a29iVNKrxakdMEQ0heBwjpBE+KzikxH3Ym0YzS/ulbAQLyVQGAjsM9TTOJnDSb+2koH+UxSibBztCpu40k+qlzs5XTvKLxwZTf7FLtd2cAO0JYzRKODimH7VLGb4rT9uTVg/aHPQJGQUxAUAyhXJxnwSaj3bWX8fiUOTZIJ3sftjHisepz4d2Qsgs4ZRwTeA7TaaxghSyhVWHpCFlF4p8I+FSYhpvSKV+QF4RVPfSnxYV2uI70u27xU8yuyDU+iYLpla7OirNaKEwSxinv//7vaxKkgrjN4kqvKvGsUVywpYZxzSdFTapMAtY5L///b0Jh7lpaN/Z4pB98tM4ZW7HyU10hd20Y1Sv4ZwR2zwC0CSONLQ2hQmzgzBkyxYxZDhv+zQaTQQCQTDxIzSIHyALjiNn/i/wuXAhPOSHsStpzLwgzvWhgSOg/eZe6samD6mIZtb5SIn6ZsvZb8iq+yK3XiQaQucNbQLZgoI65zeThBcQCfPitukaE+qEdztyhVCqg378pV/q70GL6P7KSfYm/YgER5vqOBIrpNMwBzkSZ/WpD5GsGInTRkbjOQrRwvqrfdF8une0pQmXpG9ooBF4z1T7kD8aRbFWEfiXvrR/NglI7xkj3LS7+lg573lPH3cz4bE8V0JPG0zI/mqzkFCeG42PMaO9nK6yja7Oni8nC96ZNM802I4juqA/9DnCrpyhA5I2KsOzVq5r1bu83QuzAltlkScig7Kz4r01Hr0jIaPkgXfXmKy82YVZgxw1Bl/zml5mj0LmzUP2fcwR4nxSujAP2y1ys4jnnNHa5iEicSqxVYRcRNOELJjgkRQEKKGJEqzdZB/ygNzQaCEH7O6QOechMQgFz7vk8eYprjzn28o20IcxRJFOtpsCMdOyuSYEGRnyUVf3V3+ENXnXaVKvu64nsLRuwxikCB4IreTesSmMo5B4mbbE/J6JAvnkGZ+6u++//EvfRtrgEHD9kgkojlj+73f18pvQVZxtbHG0KUH1OxJGS4rYJwNFQmO02s7EJg3xdDy56OPM4KOPkPik7TMJJvzRqBSdyZCEZNNOxp7XAkVfIq1MHJg2eNaxudR3FirRjrousUONG8/IvTh6EW6+GxsWAf4iliHc2oBwuqf+db2+8fyR5BjQuyeSG8IpBJXraHER3PJ2L8yCdNr9MFah1bwnuof3LOYodgB8J0uM/UJh1ogyxy5W0iMHbVa/Q/bNAcas+ddi6pd/effIzSKeM8S4uIdJ22jyZh/iHGTIeXHisI2E/LBhSpww5AqhSOaNECPX0JghtK19YAKijwuHg2QNB3rIlHshT4S8chE+ZSEijmVlhgD5HZAe59lqSMzQeEgnc4gVnuPIKyKGYCkPOVQnfSAMEKLUeku7H1IckskZiBd6NK7qilzqU33pPgmmjwTTiMY2NKkseRa2eeCR4+c9r3emiglECFliXvqeUFbpL+2J5lkbE+hdmciYe8Q+Ul95FtrnWbUB7vUvTaZ7cTLyrC0+PC+aR8RPG3nwJrKANql/nMqinU1orNj+hnRLxwkWJJ6BsSOkkzHm+SnPAiXX+8vkQ38joD7a4nqCNZ7E6qldxq16lLd7YafgHRNVwWIxNu6RI1nUxZSltcX2DjJhscOxWzRJhcVDnE7j8nd/t5/Ds+0ewgnGanbDjFkydDdFCSniuaA8623aRtolBA5RQQyQrze8oR+wBmVyoiMGCAdnGgMXIWCTaPBySlFGi9jf2YJFprYKh9PWOSQC4bCVG0SAJzyQl4eGLVu46uijXuqIhDqeLWtkBcHTJ7SbJpKYGmTLGkF3Tbyl23Sf6UtEUl/E6Sbhi+KdnS139Y0ZQpy3EEMa3SwK2niYrnM+QYBkt8GBEb84IMVRyHfnI7dtxpSYGmiLMm1/6wt2l9rpfp5bAtxrZ7JVIdiIpuesDeoczTBS6FjCNoFrHEt+ekiCgGxHRrtsOz3pRNU7KVRpU/Ujja3v6peyEgtRX3Fkcm9tT19Fi4swu4fn7G95uxcOFhY4EmBYNGUHIDbQLenMLkRkgB2d3/mdfvdk3SfxwvLBPP/nf951b37zpulSZPF99/X/N8ckXCCZ75g5+NJLeye4dbZHXuOmLXee9XFpG8F2UvKnJ8ZmbCyRHtueNF+2uN3DsTi/tHBPhIT95KT0m5dc0m/x0gK2dpleCF7tSGtCKKmrOnt5OCB5qWhOvUTOcU/XIWzIk2O0d+rvWtrIOAepU7booY09Gm9pGl/2isO+1I9xkkKuQwazHaz/TExxEAqQpcTkTL+38TDjIESDF3vbbJsr0/mZ4EK+EOdEDVCnaFoTw9Mxiwt1Vq589XHayZhg3xnNa559nnkIsz6w2FB2UoNCtD/xnM+Y0a6EmXFcu2hao6V0L/U3njwX/9dfno96aqs+QCL99ZsxZEESG9howENU26gMW4WwKhQm4a/+qp+Ak7whmiPju10AZ9Hqr8WckEnnnru/rXihMG+cdVY/j515Zi8rgwfuc9AFY9oiiamScU6W+j9ly2mndd1v//Z6EtB6LXcYsRkM0TMRG2iJexhNXryrTco0iglBlNA1SAdhG2P5NtNQUlMiXSFLbVB3iA0hgoNUDFMrIhO2tBMOSbo5BBWJSp2RB2kxo3lFSPzf1qwXKuGd4tRDE4awuA6pC/FKEPaEPAkBatNfKtf1CFq2091TGspkcUKE2r7Uh7zD2S3qC046PLgTVsW5Qy/sdssfWdQOhBrp00+5Tt1Sb3XMtnm22dtnEoEBCcofDYz7+Ou5O6aOymoD3PuNRkd7Y+IQAhmoS4iufoinfu6VOK2xSVVnx52fDFfR0KqzcaEc9/LMEUgfQjCe/G271Mtvzk0s1zzLOHy19XTPaUJYFQotEmbNwp22yNhKLOL2nMjPRPqIPbfF8Lvf3dt0FuksLIPNp10ujrBkLsXIoftksnkpYRXNPeSleZlSRkZDjra4wV//9XTxQVcJa8ilF4vWZnAYBHyaYOYmatvRBmcyBoWEhEBk0CIeyFByu4e0OZ8W0HfE8bLL9k+tmPSbCcwe20XCnfc855DYiroOmUzYJRo3300ItHVIsjq5XpvVRfvi3BPvPi+c+/g9aSgT+ihtsQpM8HT9w0M+OZetGLUHSQz5RpyQI2FS1Fu/e2n1iX6M1jZQJ044+lSZUmReeWVPqGlnbeslY1PsNGlrQ7wThigkPyGVCBT3ZDqQ1Hy+Z1tFHyFj+sB9R40J9UodE2e1jXiQcYDk61Pt58QVrWS0n60GKLFG9UG2d5J2tJ2UHWceoM98PCPOTCHwbEoTBsp5MYlIzvksMDzP1NP92rijhcJWYHstIDxzDo5vxpX3yHjKYq+NJOFjjHm3jDfvl0mafXmhsCxAHjnG2bmzg3jTTb1Mzu6WOc7YtuAyN2YRn2ghNKcf+1gfrmldxnYRzx3G0GZwiK3iHpqok6LRwESsEhA5W6nZOkbwEAFEwWBG1MAxYYOsmBAdAz5bya0zCiKRWJPupxz3i90pgmICsJ1OuCtfvePEJKxPvOppHU0CCGAyhcRrz/VeIsSVxs8kQbuqTFvybFMTf1K5SOYnP7lJ7ByLJkTdMhmFPLHjkqs5ZguuNwEhTClfPZA796Y9Td3ZPCJPnBByrb5RXwRTznN9iKgjp+qhn0LqEn5IndwH6UwcQf3tfp6HZ4i0I5Wtw1WySGmnetl2pwXVF4l4YEy4Xp/SUmu3BYVjVsqpr7KSbSga0Ni8xQFKXZL6MwsKSD38lq0d5+pT7UPAfWwDaWMWFq2zR0Jt6Qf9/ou/uGk+UihMgigVQh6RjYl7CwmJFA0+5DdjLqYxJnLOR8xYCoVlA7O2Cy7o57APfKBXUtDOc5A1T9haN86jMIDYMTvO5My2+549myEGVxlFPHcYW+XQHmagGRduCeFDAHxPbvKEMsrqn6aMhg/RQZySKzzpDkelVkRmYlsJzkfslE+Qx5bQFjyiiVggXsm2g6wpg1YU4fCiICTqghSF0Do/4Z+QypBxhNY91feFL+wnHJOL7Xvkzba6uGZJvRnvffXVJufGRMH/aSuvuKK/Pk4EVpg0ezSaXmzkzD3VR7gff73IIdT6U/94oU1c7qntCUiNTBEA2qHe2sE2Vp30v3q4h35IsHXttu3PQUifIWtxmoojVuJ8JnwRxzKLBPdWf9pdWiBmCVlsOBehiybWs1Bf9Yn9ZoRXtiGNjzgqabO+c17CeKmr/8fhSP/QphpPMXtAQmnVPQNlIej+H+c3/RDSq6/dJ45h5dxRGAdjVdg2zpRxlhsiuyLRwOe6OM95F2zL0wwVCssK8tj884d/2JuSxIk3O0gt6Rxe5zdklUmcOe9lL1tt288VrvpyYtoc2uM0QQaZTEMIk3MREAI3Ti1x+ohjksGIGGQr2r3ZWCaHNkelhG8KmUJEkpcbuUC2EITEakQcfEeiklozQZmjfRPsPekqkZWW0MZJBZFBWHySTQghoQ3TB14eGtB4rCNPCDcip98SBw2xSkD8bC1ne1kAdb8PPaiRHTnGrTBtb/zjP/Z10y73j2ds7BT1n4xDYnlqE7KtvkKxqI+g+NFYOjcOSDQxSKdz9K1jSdEZu0raYHWjoc6iQDmu1Q6aWOchthzPQpjjxatM2mL3QKqzaFB/vyWblf5B5mlmU2ayXDkvYZX0vWtDgI0DbVJvDhnGZgLSRwNKe5xMVc7z/5BnbXC99hsv+om2nvaKgN0N4UEK2w8zR0bK1sV50diG7L608XMhssdYzgLHzoPF2jnn7B95o1BYZhy3L6qNBRdZTekTm+Vo80eFYPIOUMxYYPGYP/HErvut3+p35VaNhK5YdVcjZieHl9goJkWlCRyRNDGL8zXJ8J0dx5/8Sde9852b3sbOR4ZCvpSf2I6xaUSykAhEJ7akjrlOAHbb266Jw4it3WxvG9zIo/slJh7yiFzYOqVRRC58j92i7V72lWJPulfsIENUQ3rice535yGL6YN49//Hf/QZHxIAPto6QG7a0EX+n3q5Xp+MspvNClPfX311r5XTPkhwdPVK3aKN9IxiEoHkxW42YZla5x/nuadyaUP1qXoi+kwd9G+InL7ShxYTIZ1IPKKLGNL+iuuJtCKhQmQ57l40n7TQCGiIZ+C5ZSteWcwIZDyioUzoI38JKn1hjBgf4sV6jqISWByIbGAyT0B6dUzqUMf0kT6Oc5T7abt+sMgw7t0/mZn0QxZAFVapAAnZ5n23eM1OSzAu1aDjkUneD1pOYWde8IIaV4XVw3HH9dvmwKwsca1HvQNZhGXr3SLNe+QjRzx5bxt/lbbgi3jOKGaniRzBMCHHkYamCeGaRvtjENFcyuEqhzrtF9ISjUD+xpklgc6RJ+SCVyeixZ7E7wnRgwgiY85nY4JcGMzJH46EOC+e6q3tJdKD5LhWm17+8l5bikhm9ZYc6giJySFhk3J/mZAQsGEf/NM/9SQopDMrvWypJX5mDLERHGWpl3Jbu9lh4H7kkKaVHay+ifY2YYhiB+kFR+5o7GxBtyYRrfnE0PknsdiQzqQN5ZzTTorqoC/1t771cc/0r752nedszLRZn0B/0dZqg34d5amvjkix3zwTz7l9XlbZ7tOmTtUH2kh4xXY1NsDuo1x1CtnVj0i1c7VXu+N8pH7KRFozZrZypivsLg2nidIijeZmVAi4oX1bi9gyG4vsOS2mC4VVxYMe1Gc4MqdREJnLgzZGbXssSNQU74P3KiGbzK2rsBAr4nmQwtR2JI8zEy/NVhtnkjZS9gKTdJu5aNryERvkKU4q2VJVdjSJfkc44qBiMCN6QjiA+yEAyABSFbU+cBRB4NTLh2CnLfW5/PJN28021VccUrQtZKRdvekP33MeTSmygnwgiqMC43rpaECi1Uz7U/8gWl+kSnqx/NbazY5aBNCMuke28BMVAGF0TpxvvMReXpphBM22e0wihuYTrfOPcvQTII+jtNr63bOjdVSPNgRWHMcQTn2F4A8jIiR9qmfvnDZZQLz8Pa9WGzrqeSF/bfxYRJEncdrZmkwkfmxW4hZT7mucsF/Vt0wCkibUPfRtawfs/CwKxmXy2i52qpzC7JH3UbpbDnrGiueXzGAJiTScYPOetlvuZJz3jz2onYFCYdVx3HF9zFkyla9CbJjbLfZRyBwWcy4yl52znTFl2pUy9yZM47KhiOcBTGwRpv7aLrJiQYYQTCQx8RmRENogdpbbefjKFczdQKQdyMRPAwpx6kmcyDYuWLaQkQeCmvaOjaPJv7UjyaBFnEwGfrfVans4xATRGmKcnWpWb2z62FC6T0i47/rn9NP7a4f9yraSZnSUtqOdkNTXdjcCm/5s6+NeF1+8f7B5bbPNrh+dm237bLF70RMtIHFSfY85QZxjWjtZBBChYhIhA1JsRWkGx2m143QWb3L9jvjHTjKG5cbQqIgI7sGOTTuMD/dO/3p2FhC+Dz3mjcXh84pzVuoV57HEhE3wesdiv+qaEF59pZ/0TeKI0nwqRz0tdDxzNrvqqR4IvVil4zJ57VRGsMLikMgTTDzAmCHHLHgtfBN5wXiKt673bEg8hwTU7+QH22eL4lWzZysUJuG44/qdAERRyCQ7lDEtGc6HeR8y/zse7ae5hC9CGx3HnGBXkkOTWKLL8u4sSTV2BtNoQqYlleMmtjYrUbzWaXriOZ0YmONidk5zf+VbuWQrNB7iJnrbm8O0ldlqjdcn4hnbPBpIpM7gzOCNQ422KVcdaOnUO7Z4Q6I1jZ3qMBVoa2KANEkPOexXAXZ5w8fOKyu9vGzt9oK22ppOkPK2PjQgyh9maKJFTOD7kPJoXNQ/L23upW8QfHVr0z6Oa5u0fJ75Vlrt1ulMPws7lRz1hIHxo87IrvGRRUaLpEaNvW3qwEGLQ5pg+yb6Vkukfa4ZZ1c8dIaL/SryatzoY0RZnfW1/vUc1BO5BIuBaG+d75yEpnKNsZ8gyJMyee1URrDC/MmmXOreDeY22UXwrhkbNOXRcDoes6D2PR9qN/M+GrNkHpMjIeIKhXXEAx7QdW95Sy+n/+iP+jkxSpHMZe1CbBh2KTuiUa7ElwE4IIuWQg5feGHPV8hmcxY7/0WQ0bUhnlsRRg9KCB1al2xVm8jHkcpRE9vZZ+9PbkzMyiVck6c6zimJm4gcmMQJZyTQNm4y5IyqozZwDEkqTOdkCz25wxFewjv3iJenweeceFsboHEWigNNtpWd6xx/aSDY+Kl7SDKyJY0jhxfaivQXEonk+T97wyHZGpUKdJQmMv2K2NKItLnP84K18N2KzSe2hPqGQw/bVM+Hho2Gt31REx8t2rxk5cnvCazuOK0hD0GkL8fahcO4NKfTaLND5l3LjlZd3C9b7Agou07aaVpU7WjLjWYXyf3N3+wneMh2inYO+2uco8aoemWRwS6ZVtOzVbckKPDMPDtjwXELI3/ZkWoH4aZ+xpI+zXi1+PGeIKps8rJYa3cFpnE+GmYEa1O/bqecwnTQ3+SQsepZe445Zqx4xgmbRb7lnQLPJk5AnpdxYQwlvWq2E1uiOW5bEel805v6sROHOWCf7jknzBvQFLGHN9aAXEg2mNiGkjWpM9lobGZnKERX2cY2ma1M8pQs8J5pjzaYvJmbGH/OSXzcjPXsGBiX3m/ls9v3biWShHL0iTZa2MWeXHlkQHaB4uCYEHJkr/snckhCppEd2VGx2HQPdUAy1Me7HbvvyELnJiSb7+auhF774hf7PkiCEP9Xjv4hdxPize/qan5znvv4PemJlZn5iow3HowddbR7xd43ofuSltd7bLxJJuC4nRPPk8kGZxznm5P0pbrrnxe9qL8mCUKcr/3GjHLMGfrZc1NHczl5rN/d0zgg78h53z0XC/mE9yOflWks6Xftig+Be0QmM5XycU12i/S78eZz2219Pf1fH6qrcaT/jM3Y/Jsfs1PZvpftX4gyBYzbNuNdYIwY+4itvoqZi/9LMetjvBh3zjO3CttnF9Mcs9My9ZC9e6eZng4ML3nJS7obb7yxu/3227tHPepR3UknndS9+93v7o7wRKfAD37wg+6www7r7r777u7nRgXF3IdxhJGANDhsIbMhlIbKoDG4YtuYkEEhlePCIBnoCEkcSlTHIPESJB+4F0D57PjyQhOWHpyBaWvVi0eDiOgZcKkjbY3vVj2u8SK73gNHcqKxNKiUnXiJCTGiTomVSbVuACVPt74gMJQXZ6I2H7m2sJnUHvdHGkLitce5+lXoEhrHUZrLcVud7i/0w7h+JRAM9DhFZeXWngP6RgYmGtI2UDxBpG/9X5284O6jP7SHrasXyvNJSkiCPcI3pgquQTqTsQn8pmx9slPhWoxDK1p959nq64TBcm99oU8Id8K31TR7zsYtDe5Qa5yx6xkklWa22r0fFgyTTD7ahRtyqSz9QkATTvHAN9a9NxlL7pd4pvrac3Sd56Zt+pRANo5cZ6u0HQPKIcTf8Y7JzkcmPZEe9NUoUTBtOQcjZxaFecnRdiyw2bZI98wXma7PWFJlRMu4SZxc44v8cjxa9mT0midii5qtz4Mpp03/Oc35o3aFdgLjTB8OtCxIXVNuZMCoNpMrkSHRjOe8zGnT3LfN4LYduDeOYKy1Dj+B5x3TNvdpo66kbdrgExOuKIba5B6rAHWn7JF5aavdpO3ImZlqPE888cTuggsu6J7whCd0t9xyS/eGN7yhO/XUU7tPW5buELbShCAmJqOEEErwbEQloY8ILDYWSOVWqS7dLxPb0LvZgFUm4ReyivzE4cfvzkN82H7SXrXaml/91Z5UKINAjXd5Qu8kX3HC+KiLFwP5dI9sEbuW7Wm0nklvmBfRC5Ct0WxBZ+tdv1DLjyLxf/M3/TUhotNsdW6VQtRx/aoNcfBJBoeco21WxlbRsU90TVtPz0IdYkOqbyO0CBETqP7wf/2T2KDqh6wi1UNStlWw/wMB4otUIpCJsxlHHtAWz8CKuY2IYPwZZ76P0hprMzs4bTAht5jGs7zV5lq0WMgllqp6tB74tDYx+9DfCUKvTv5PKBv3iCaHJ+dG04MgtvXbKpPXTmUEW2XMQ44Gxsl55/UJBPT37NQS08E7Yvz5WHxaCJER5HkSN4BxtYi6ZmtzJ8oZxi7d6vxZtXcnFxrjykrdR7W51dqRK+Sf93o77T2YNphrE0N5FNrMWqPqFA10Eokkpesq4qc/7ZVrr3hFb8q1U6ZMMyWerxNmfx+OPvro7vzzz+9OOeWU7t577+3+V1jUQWISsYE4zmTVnNUKAohwmhRps4akcogQvRA55Q29m6O+RjxtT5l8441M65MtmwRvV+825ibVtusJfOcmeHvC/mQ173dtcZ1ytEU9EAMCWVm2MbwA6hFNaTzh2zzwCU2kDbRiiPooEm/A2XaA3/iNTZK21VbnVoTBvREv5yAnykuavKwotdU2VZxjRi02klkIOfN89K0+MMyU305M7VY+Uhmb3BbTBPs/EMSZR720awh1R9akD4y2W98JtK0+oxZXNKTaPU4rOy0pa52ObA2qX8JYtQRZX2pDm2nJ5OCZOe4+xq8xk1V/ttmGGqlpyf3BZgRbZcxDjua9uvLK3mQli+dFo12AqhPNet4dso8MG+6SFNYH2bFbtuc7TX0iO9cBN93UR++x+7cT2+5zs4a66667ussuu6w74YQTxgrLH//4xxvq2vazFSYRmwTWjr1Ze1uCLOkh41UcUjkKjrPjQfBo1jLwkBbatWyBQmv7xjbFveMpPLy3OibTjUlT+XEQctwK3ySe3Oc+ykEMTPyMhZEy5bOzoxlAlsS5e9vb+nieCeoe2zvtjGZR2dHE0v7aWh5F4vWj62Pb1WLoSDWOMIwCokxTp90QWyR1UDcfzjO28jPgRy02sgiwFZwc8P7ScOoT2jnPJPY5yTHODCPE2bNwjb/jwiIdLOLM046hIdlF2BBAH2TS/cc9l2iN9W9s2w6WlKWO6oJs0tImLFNbR1mOaLlpopP/3ftoARAnu+wKeDcsfGIXNmzvVuR+2n5b99zws5Kjea/YoGeiXyZb2Yw9Y6x1RMoOTmE9kTmnsFjgCkwVh/P70joXvfGNb+wuvvji7kc/+lH37Gc/u7tabJsx2LNnT/f2t799W+VP0oS0gbVjZ9FOfNkaRzSQSkSRLdmkVJccazjKtN7eynE9cnPaab2NpTLf9a5NTWky3eT+7ba8e6mjSZp3MoP+pMukQTLxu54mTHt5oon9lRhdtujHObxIG4mYMiVgLJ5g8zH6NlkrD8FCusaR+Da+2KhV3Dit2jQpRN1fv/J8blNF6lOerEI8tSr+cYuNLAI8G3aytMzaqF3RwIVYIp/qRrMIozzxpw32vx0cSMSAabTGflNmG3f1QDW326ljtui9N0KB6HPG+61tV36P9moYkWAacn+gkRbWBbOWoxlnrU3npDiCi0Br8zdpq7OwPqjnuzzAHXbKlGnbzkW2eRi2T8JXvvKV7uf3qbDuvPPOjVX6t7/97Q1hyPiU0DxkhFSzUvcJrNSf+MQnTjRWneS8oqNs/yJwyAR7oHZb1WSOhJnEbHOHVNJEjprYYsM4yoPe8ZaotM4QyCBNQmxBk3GI9g2xSu7yOH+YU9ilsvXL1rzm097R2h1I2Jg2xl488eMtGaI6yYEjjjogH/jQjnCSc0fr/DWpX4dxAMcFwN3K0URdEfGkrHSvoUPU8HnNOyj5NGNo2vbGic0zpSmf1MezquNWz3mUY9SksnaqTsvqXLRscjTj7IwzellFNrUEb9HIu2gcWZBaiBtLq+asUdgepo3OUZg97IhKLDPOHHE7cnTbxPOOO+7o/i+GMQHHHntsd2i8Vxp873vf2xCAjOL/D//9GXi1txMe7YgPkmQ7N7ETFWWXKuEM2FnSfE1LKqchKkNCrG4yd7i/82kWCFDbksjokBiwzfz7v+/roSznKmcWWrhxdW7nNL+NsvGEOFJN8pzeScKwlaf8qLosY7abaes0bXsTy3QnSdl2+23Scz7QUFQHW6dlJJ7LKEf1q12aiy7qF5HLQjoh9t4WV2Q3kxo2ntmKre3Y9YQFxnYdrwo7D++csGaTbDxn6tV++OGHb3wOBD/dJ8na1fhOYFxw7wTW/td/7YUUe0sTFsJp0iK8pEVst3KnjdXYOmJMuzVoC5KRLg1Qwuio4yhioK4UIvMkS1ttZ3LWCbnY7lbnwcTA3G49R9Vlq+e1CExbp2nbq499dnLMbLfftnrOO/EMlvFZroMc1a+nnto7q+2UV/vBaqzaRRYlAXMjOxqIcWszvCiv9sJsYUweiFf7rNHGip50TjLhzWoRN009dgLCP4ofvVP8Y2ZxPD/72c92n//857vnPve5G7HnvvGNb3Rvectbuttuu627+eabuwe3xpY7pIkYpwlptTDDuJQcJOa5parZtJzPeU5vC7oMmrftaK1gp7c6Z1HPdcxgs9vaOy8scxzPRcjRA43jGSKY8DG5jnxLSLhxZY0iqImHqMoWV5A4nsBMaDfG8WwdKiuO5+6M43nIvjiuyb7nA21dRrU74QkhmuRJ/TOrOJ4zI5433XRT99rXvrb70pe+1N1zzz0bMehOPvnk7s1vfnP3vxldznlCWORW6zJu8x5MnZepPctUl3lgt7V3txPPRcnRaTIXmUSNQTs5NCIWQhbVzD6QVrs7yKFdHaHSaCWFr7v22n5SZzYi6gZC6riJOk6PiKT/K98inYbbuK/MRZW5aN0zFz3hCZtZCp1Hxhs3SYPtftrgeaiH7yxu/E4p4aNM17i/78aI3QIf5XuGyvduJy3ywWYuWgriue4TQqFQWA+su5xZ9/YVCoXVkjOlKykUCoVCoVAozAVFPAuFQqFQKBQKc0ERz0KhUCgUCoXCXFDEs1AoFAqFQqEwFxTxLBQKhUKhUCjMBUU8C4VCoVAoFApzwbYzF80TifTETb9QKBRmgciXJY4sd1AoOVooFJZJji418fx/omR3sgw9cdFVKRQKaw7yRhy6dUPJ0UKhsExydKkDyMtJfOutt3aPeMQjukPapL0rwPwJ+e9+97srGbC56r9YVP3nCyKQsDziiCO6B6xhGqhVlaPrOt5WAdWns8E69+vebcjRpdZ4qvyRRx7ZrSoMrFUeXFX/xaLqPz+so6ZzXeToOo63VUH16Wzwc2var9PK0fVb3hcKhUKhUCgUlhJFPAuFQqFQKBQKc0ERzxngwQ9+cPfWt7514+8qouq/WFT9C4XpUeNt51F9OhtUv66Ac1GhUCgUCoVCYX1QGs9CoVAoFAqFwlxQxLNQKBQKhUKhMBcU8SwUCoVCoVAozAVFPAuFQqFQKBQKc0ERzxnjW9/6VvfqV7+6O+aYY7qHPvSh3ZOf/OQNr7af/OQn3argXe96V3fCCSd0D3vYw7pHPvKR3bLjgx/8YPekJz2pe8hDHtI961nP6j73uc91q4BPfepT3Ytf/OKNzA8yzHz84x/vVgl79uzpnvnMZ25kyHnsYx/bnXLKKd3Xvva1RVersEuwDrJ2WbCqMnQZUXLx/ijiOWN89atf3UhZ96EPfai7+eabuwsvvLC75JJLugsuuKBbFRDcp512WnfmmWd2y47LL7+8e/3rX78x4Xzxi1/snva0p3UvfOELu9tvv71bdtxzzz0b9SX0VxHXX399d9ZZZ3U33HBDd80113T33ntv94IXvGCjXYXCrLEOsnYZsMoydBlRcnEEhFMqzBfvec979h5zzDF7Vw2XXnrp3sMOO2zvMuP444/fe9ZZZ/3s+3333bf3iCOO2Ltnz569qwSv5lVXXbV3lXH77bdvtOP6669fdFUKuxSrKmsXiXWRocuK20su7i2N5wJw9913d49+9KMXXY21A83sF77whe6kk07aL0+175/5zGcWWrfdCOMcaqwXFoWStdtDydDZ4+6Si7XVPm98/etf7y666KLujDPOWHRV1g533nlnd99993WPe9zj9jvu+/e///2F1Ws3wpbnueee2z3nOc/pnvrUpy66OoVdiJK120fJ0Nmi5GKPIp4HiPPPP3/DAWTSh81Ri1tuuaU7+eSTN+wlX/Oa13SrVv9CYVqwafryl7/cffSjH110VQorjlWXtYVCUHKxx4P2/S1sE+edd173yle+cuI5xx577M/+f+utt3Ynnnjihnf4hz/84W7V6r8KeMxjHtM98IEP7G677bb9jvv++Mc/fmH12m04++yzu6uvvnrDS//II49cdHUKK45Vl7WrhJKhs0PJxU0U8TxAHH744RufaWD1TRA+/elP7y699NINm5lVqv+q4NBDD93o42uvvXYjZEW2Nnz30hdmCz5R55xzTnfVVVd111133UZYm0Jht8vaVULJ0J1HycX7o4jnjEEQPv/5z++OPvro7r3vfW93xx13/Oy3VVlBfuc73+nuuuuujb/sf2688caN4095ylO6hz/84d0yQRiQ008/vXvGM57RHX/88d373//+jbAVr3rVq7plxw9/+MMNu7Tgm9/85kZfM0I/6qijulXYRvrIRz7SfeITn9iIWRebsMMOO2wjrmKhMEusg6xdBqyyDF1GlFwcgUW71a87hCDSzaM+q4LTTz99ZP0/+clP7l1GXHTRRXuPOuqovYceeuhGaJAbbrhh7ypAf47qZ/2/Chg3zr0DhcKssQ6ydlmwqjJ0GVFy8f44xD+jCGmhUCgUCoVCobCTKAOYQqFQKBQKhcJcUMSzUCgUCoVCoTAXFPEsFAqFQqFQKMwFRTwLhUKhUCgUCnNBEc9CoVAoFAqFwlxQxLNQKBQKhUKhMBcU8SwUCoVCoVAozAVFPAuFQqFQKBQKc0ERz0KhUCgUCoXCXFDEs1AoFAqFQqEwFxTxLBQKhUKhUCjMBUU8C4VCoVAoFArdPPD/AQL0gnUshd2fAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(8, 4))\n", "plt.subplot(1, 2, 1)\n", @@ -541,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "id": "e1eb5a09", "metadata": {}, "outputs": [], @@ -594,22 +502,10 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "id": "a95bb250", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Points are not automatically sampled, you can see this by:\n", - " poisson_problem.are_all_domains_discretised=False\n", - "\n", - "But you can easily sample by running .discretise_domain:\n", - " poisson_problem.are_all_domains_discretised=True\n" - ] - } - ], + "outputs": [], "source": [ "print(\"Points are not automatically sampled, you can see this by:\")\n", "print(f\" {poisson_problem.are_all_domains_discretised=}\\n\")\n", @@ -637,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": null, "id": "b893232b", "metadata": {}, "outputs": [], @@ -687,41 +583,10 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": null, "id": "0f135cc4", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "GPU available: True (mps), used: False\n", - "TPU available: False, using: 0 TPU cores\n", - "HPU available: False, using: 0 HPUs\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2e865b123dbb4f39bef00e0501eb6a61", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: | | 0/? [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# sample points in the domain. remember to set requires_grad!\n", "pts = poisson_problem.spatial_domain.sample(1000).requires_grad_(True)\n", @@ -832,7 +686,7 @@ ], "metadata": { "kernelspec": { - "display_name": "pina", + "display_name": "deep", "language": "python", "name": "python3" }, @@ -846,7 +700,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.21" + "version": "3.12.11" } }, "nbformat": 4,