{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Poznajemy możliwości MLPClassifier z sklearn.neural_network\n", "Zapoznaj się z **całością**:\n", "1. źródeł funkcji aktywacji: https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/neural_network/_base.py\n", "2. dokumentacji API – metody i parametry: https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html\n", "3. opisu działania: https://scikit-learn.org/stable/modules/neural_networks_supervised.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tworzymy malutki zbiór danych i prostą sieć" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer weight matrix shapes: [(2, 4), (4, 4), (4, 1)]\n", "detected layer sizes: [2, 4, 4, 1]\n" ] }, { "data": { "image/png": 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33ntXVlRUTAeOBOaJSP+ENOZ6JFUtKy8vP+Dkk08ue+aZxDwPqKpcdNFFNdOnT/+0srLyfeA5EblSRFIT0qDrkVT18e++++7hvfbaqzxRqUuff/45u+++e0VVVdWlqvpaQhpxrgM8mHZdiqrWl5aWHj537tzZo0aNqvj+++/jevzZs2ez++67V5aUlIxX1SOBg4C+wHwROSyujbkeTVUXVlRU7HP00UeX3H///XEtTFBdXc1JJ51Udffdd39cVlY2BBgKTAb+CLwoIn3i1pjr0VRVy8vLJ/zvf//729ChQ8s/++yzuB7/nXfeYeedd6744Ycf/lxVVXVLXA/uXLyoqm++dbkNSM3Jybm1oKCgYtq0adrQ0KAdUVJSoqeeemplJBJZBezbrK1+2OIACtwApId9/r51nw3YLjc395PRo0eXff7559pRc+fO1X79+pXl5+e/AOQ3a+tEoBL4Ahge9rn71n02QLKzsy/OycmpuOOOO+rr6+u1I6qrq/WPf/xjTXZ2dllqauq4sM/PN9/a2kLvgG++dWQDhuXm5n66zz77lM+ePbvdQXVpaanee++9Deuvv355Xl7eFKBXK+1kAncGAfUcYOOwz9237rMBGVlZWVfm5ORUXHnllXUrVqzQ9lq8eLGOHz++KhKJFGPpSdJKWwOBj4Ba4NzW9vPNt1g2YPv8/PxFgwcPLnv22We1rq5O26OqqkqnTJmim2++eVl+fv5LwKZhn5Nvvq1rE1Wvee66NhHJTElJOT0nJ+f8wsLCXhMmTIiMGDEiZaeddiInJ2eNfVWVr7/+mqKiIp5++unqKVOmpKekpNSUl5cfrKovRdHWb4D7gTLgaFWdlZizcj2RiGyfl5d3aW1t7eH77rtvw7hx43J23nlntthiC1JS1szKq6mpYenSpbz55pvcdddd5R988EFOXV3dS7W1tUepapv5TyJSiKV9HIrVUD9R/QFFFydBXv5vCwoKLkpPT+975plnZu69996pgwYNoqCgYK39V65cyYIFC/j3v//N5MmTa1JTUxcWFxdfDfxLPUhxXYAH067bEBEBRuTm5p6Unp4+rLS0dPMNNtigqnfv3vVpaWlSXV3N559/nl1bW5uRkZFBRUXFC3V1ddOAB4GjVHValO1sjwUgWwOXAdeqakPCTsz1OCJSICLH9urV67CampqBdXV1eX379q2MRCI0NDRQWloqX3zxRV5WVlZDfX29VFRU/AY4E9gc2FKjWJgl+H05H7gW+BgYq6rvJPTEXI8jIoNycnJOzszMHFlaWrpV7969a9Zff/269PR0qamp0a+//jqjvLxccnJylpWUlGxbV1f3kqoeEna/nWsPD6ZdtyUi6cA2QAGQDlQBaViaxgpgIfaA4TJgFbBbtKMgIpKLjVAfDfwbOE5Vf4j3OTgHICI/A7YAsoEGbGbkdOBYIALsj6Ui/Qv4jao+3o5j7wFMBXoBZ6jqQ3HtvHOBYMR6K6A3VnK0GvgG+ERVVUTuBcYBfVS1IryeOtc+Hky7HkVEUrDAeTnQHwsgTgTuAvZQ1VfbcSzBRgNvBr7CRvbejnunnWuBiJwEPADUALcBFwFLsUB7SHumx0VkQ2AKsHdwzImqmpRFZZxrJCL7AP/B/pY+GXZ/nIuWl8ZzPUqQjrEAGxXJBnYHHga+x6a823MsVdU7gRGAAK+JyBlBkO1cohUFHz/EKtA0YDd2OwN7tudAqroC2A+4BjgZu5a3jGNfnYvGy8C3wFFhd8S59vBg2vVEC7Da0XXAfsF04t3AGBHZqr0HU9U3gcHAf7ER7kdFJKftdznXYUuwihzfATuJyAbAI8RwYwigqnWqeilwCJZ7PV9ExsSxv861SVXrsOdRDva/oa4r8WDa9URF2Kj0O8C+wWt3YoHJObEcMKiecBDwJ+A3wJsism3Hu+pcy1S1BngXyApeGh2kZtwFHCIi28R43Gexm8OPgKdF5HoRSYtHn52LwlTs7/PBYXfEuWh5MO16osbp8U+AwSLys2Ca+zFgvIisF8tBVbVBVa/Epsv7AG+LiE9XukQqArbERqOb3hhWYzWkY6Kqn2DpS/cAvwdeEpGNOtZV56LyKvA18OuwO+JctDyYdj3R+1hljxos13mf4PWbsBGR0ztycFX9DzAIWAT8XURuE5GMjhzTuVYsAH4GzAX2ExFR1W+AvwHHB1VAYqKqVap6BnAcsAuwQET2ikOfnWuVqtYD04EDRSQv7P44Fw0Ppl2PE+TlLQI2AVYTjOip6rvAi8AEEcnsYBtfAHthD4SdDbwiIn07ckznWtA4y7Ic2AjYPvj8Jiz944yONqCqjwK7AsXYCPXFQVUc5xJlKnb9/irsjjgXDf+D6HqqImxZ5ZcIRvSC1ycBGwLHdLQBVa1V1fOAsViQUyQi+3f0uM418Q5Wd7ou+Hw/AFVdCjyP3RhmtfLeqAU3mkOwEcNrsFzqXh09rnOtmAd8iad6uC7Cg2nXUy0A8oOPm2GrGYLVOH0HOC9eJe6Ceqm7YLWonxeRvwSLFzjXIapaji06tCXwAT/lTYPdGPbBFsGIR1ul2CJFE4FfYjeHO8fj2M41FZR5nAb8UkQKw+6Pc+viwbTrqRqnx1cFHxtTPRSbIh/AmoFJh6jqB8BuWOmyP2FB9frxOr7r0RZg1TdmACObpCj9F0tniueNoarq7Vgd61Rgroic6rXVXQJMw9YD8FQP1+l5MO16qnexqfFNgI8JpscDj2NPk7e7Vm9bgnrW44FTsGBkgYjsHs82XI9UhF3Hb2JLi+8OP94YTsJSjH4ZzwZV9XUsgJ8N3As87HWBXZy9AXyGL+DiugAPpl2PpKrVWEA9GJgJ7CUi6cHXaoA7sFzqAXFuV1X1AWAYVr7sZRE5x0f2XAc0zrKUAfWsOaMyFUsviuuNIYCqfgccCPwZOBZ4Pdba1s41F9wMTsP+Dnt+vuvUPJh2PVnT6fE8rGJBo3uACuC8RDSsqguwZZ+fwyp+TBOR/Gje2zzwFpGNRSQ7/r10XcTC4OO22INbPwbTwY3h7cA+IjIw3g2rar2q/gUb+d4Iq60e1UNjfh27KEwF0oDDwu6Ic23xYNr1ZEXA+sB7WEWEH1M9VPUHYDIwLlGLVahqMXAocBH2n8VbbY2EtxB8DBORC4GHsRHukYnop+vcguvoY36aZdm52cJD9wLldGARlyj6MAOrrf4uMFVEbm2ttrpfx64d5mPXtlf1cJ2aB9OuJ2ucHu8PvMXaDxzego2KnJWoDgRpH9djC8fkA2+IyHGt7H6UiByuqioiOwAXYHnfZ2Plyi7paH1s12UVYcHsDNZciAhVXQU8CBwjIhsnqgOq+jkwErgVq/jxsohs1sKufh27qDRJ9RjdkQWInEs0D6ZdT/YOoPyU6jG0aW6eqn4EPA2ckeiHq1T1ZSwYegN7mOveFuoDLwT+KCLXA5djy+7+TVWXAS8H5xJJZD9dp7UAK4/3IbYQ0X7Nvn4LVn3j7ER2QlVrVPUc7KGxHbDyec374texa49p2LXrqR6u0/Jg2vVYqlqGLS3eOD2eAuzdbLdJQG/g+CT0ZwU2On4tcCpWdmwLsKnxINgYFuy+EHhSVb8NPr8J+DIYhXQ9T+MsywCsJN6+TdMpVPVj4CngdBHJTXRnVHUaVlv9G+AFEblcRFL8OnYxWIjdJHpVD9dpeTDterrG6fHXsWoIzVM95mKjxecmY6EVVa1T1Uuw2qqbA/NF5FfBlHhGUIWkBBu9+wZARE4BCrBRPpou9exVQnqMBcHHxlSPvsBWzfaZBBRi5RkTTlXfxx7q/RtW8eM5YL32XMe+bLlrkuqxt4j0Cbs/zrXE/1C5nq5xBcRCYBbNpseb1OrtDxySrE6p6jNYtY+PgX+KyLVAQxAc9wO+UtVqERmDBUd3ASuC9zY0OdR5InJOsvrtwqGq32DLLzfOssDa1/I8rNrHOclagTNYofF44DRs1mcBMDia69jebteyiFwqIhOS0WfXKU3F4pUjwu6Icy0RixWc65lEZBTwErA/sA1wG9BfVf/XZJ804CPgc1XdI8n9y8Ie6DoVyyc9GtgOeAx4FtgDuERVn27hvXnAKOwByh+AY9R/4bstEXkG2EJVfyEiHwOLVXVMs33GAk8AY4Nl7pPZv52B6dgCM+djlT9avY6DlBAVkd8CJwFZwBLgVFWtT2bfXbiCm6+lwApVbZ6K51zofGTa9XTNp8ehWaqHqtZhD3CNEJGhSewbqlqlqqdho3tDsf42BP+eDBzeGIA0nxJX1VJV/aeq7octy3toMvvukq4I2FZEIti1vHfjQkRNPAV8QgIWcVkXVZ2PjZy/iN20No5Wt3gdB4H0jlhlkImquht27T8sIqmewtRzBIMAU4GRiSpV6lxHeDDterTgQadPsP/kPwA+Z+28aYD/w6okJD0IAVDVR7D80xLsAbNxwOuq+h6AiPRV1cY0kMbRdIJ/bwzkAKVJ77hLpiLsb/qOWKpH84WICEZ0bwGGiciwtY6QYMHv2xjgEuBI4J9ASfPruMlbNgQyCVKsVPUU4ILgPHons+8udNOwso+e6uE6HQ+mnQvyOIPRjxnAqKbBKNgoL3AfMFZEfp70HlofFgNDgH9gFT+eFpFCETkQ+FOwT2MaR66IbBWksTyIlQFcJiIZwXtGhXAKLrEaZ1kGYzdcDbR8Y/ggUEyCVvdcF1VtUNVrsVrYhcCbInJscB03Pnwowb4zsNrVe4lIYzWHlcGI++9F5E/JPwMXBlVdiqUGeVUP1+l4MO2cjej1F1vOeyb2H/wuLex3GxagTExi39agqiXYamDnAAdifV+hqicDiMgkEbkbmzp/ABv9ewVbZfEb4C/YeVwhIs8HKQGue/gc+B67MVyFLUTUvMZzY0nIe4HDRWTz5HZxjX7MxtKr3gYexUafGxdIOrzJfquwfNn1gs/rVbUWuBoYICJTEl0H3nUa07B0u03C7ohzTXkw7dxPNXoHYg8jKi2M6KnqF1je3skiUpC87q3VD1XVW4E9gXSsHvUpIpKNjfYdCFyqqiNV9QxVvTqYOn8EW2VxkqqOwEoBrhVsua4pmJVoLPUIdmM4VEQKW9j9duzGMNRKL6r6NXbN3gCcDrwqIlsDp4jI4wAiMhCoxJZER0yGqpao6pHYeXwiIj/3POpub1rw8chQe+FcMx5MO9dkelxVv8MCkpamx8HK5OUBpySjY20JSp0Nxkae7wPuBnbHpvHvF5GdGvcVkT8APwMuxSoigJVSyw2+7kFI97AAG63NwFKWWlqICFX9EngcOKnpqp9hCGqrX4itcNcfq/l+O/C1iMwFrgLSsJrvjTeTNQAicgWwEpirqp96tZruLahdvgibnXOu0/Bg2vV4wcqDX2OBKdiI3rCgtFzzfRdg9ah/10KlhKRT1ZXAAVj6xnFYIPI4cA82jZ8lIttgD6L9XlVXq2qdiOwNHIOV2wPo7VOn3UIRNlvxC35aiKi12YdJ2IOppyana20LqnnsDCzHyuVVYilVpwJXquqHjfuKyH4i8gA2C/N37IFcROSXInJ1svvukmoq9ve5b9gdca6RB9POmebT42nAXq3sOwnYlE4y1RjkkP4ZCyw2xnJQq4DrVbUKewL+ByxIQUTWA27G8lO/EpHjsPSWm0Rkhpee6tIaU5YGBXnFs2hllkVVF2E/94nBSHbogvruu2P5/pcC1wP1qroaflwV8QZgApYjPkpV31DV8qCkXgNwoIj8M6jR7rofT/VwnY4H086ZBcD2wQN5r2GjYq2N6D0PvA+c35nSI1T1BWx0fSm2MMdVwej5BsC2QH2QP/sCNvI3E7gAGIYthHEUtkLev0QktzOdm4va/7ASiE1nWbYUkS1a2f8m7Aas00ybq2plUAJvPHZtLhCRPURkN+BhLG3lXOAaVS1pXM0xeC5gIfAksCq4kXTdTHDDNR+v6uE6EQ+mnTONNXoHqGo1lv7Q2oheAxaEDMbKdnUaqvoZ9mDi7djDZbOxAGsm9h/QDcBCVf0jVj3hBGAj7CEwVPVy4LdBxYfcJHffdVCTgLJpMA2tPwPwAvAenezGEEBVH8LSk8qxEfYRWPrSmCCgqg32qwcIHgo+CpthuiSELrvkmQYMCbMajXNNeTDtnPlxejznAQ2dAAAgAElEQVT4OAPYpo28vEexB59CqdXbFlWtUdWJ2NLjO2Kj7q8Av8JG9E4Ldh0O/Av4DTYq/3sRSVPVZcFo32Micm/yz8B1UBGwU/AzfJ/WFyJqemM4kBYeVAybqr6Dlan8J3YjeAFQLiIpwQqJKQBBabyRwP5YtZqvg9fTRORwETk5nDNwCdKY6tFpZlRcz+bBtHPmMyyvOKoRPVWtBO4CDgke8Ot0VHUqtsjLN9gSzmOBimClxCHADqp6kapWAG8CmwVLpwNcB6wAckTkPyLSP4RTcLEpAiLA1kF1i5nAPo3pEC34G/AtIa3uuS5BvvRY7Mb1YOyZgB2DL28XfNwYOB74h6q+1uTtzwK/xWoTz/LnAboHVf0U+5vlwbTrFDyYdo4fa/Qu4KdgeglW4aO16XGwYLoaG+3tlFR1GTZVPgW4Avh38ABiBT/V7d0a2ARbJREROQYb4btYVY8FngNOSn7vXYyaroQIbS9ERJBbfCf24N52Le0TtqAc3s3YQ8HZwOsichJW8/09rHzePFV9sPE9InIRUKiqh6nqCcAHdLK0LNchU4HBfqPvOgMPpp37SRFWoze9yYje6Map5OZU9VtsIZTjRWT9JPazXVS1HBudOwMYhQVbudgCGW9heag1/JTq8iF2I3Fj8P6bgMuS3G0Xu/ewai6NKUv/oZWFiJq4O3hPp0tbaioYdR4EvIpV/CjAHko8EvgYrOJHsPsKbNSd4MHbj7EReNc9PBF89NFpFzrxGvfOGRE5GqvRPFBVF4nIsVhu9C6qOr+V92yLBS+Xq+oVyettbERkF2A6Ni1+HpYbnq6qS1rYdxowTVWni4g0XRBDRH4ODMvKyhoaiURG1NfXb9jQ0JCekpJSl5qauqq6uvr18vLy17Gp2Hd9MY3kEpE3gHJVHRV8Pj/4fM823nMP9kBqP1X9JikdjVGQsvJn4I/YjMptWMrH5Vgqk4rISOB+4JrgazsDFzb9XQ6q3ewGDC4sLNxDRHZqaGiIqGpKSkpKdUpKysfFxcWvNDQ0zAdeDZY2d52EiLwG5KrqTuvc2bkE8mDauUCQ+7wMOFFVJ4vIhtgI7SWqem0b73sWy03u1xXKcYlIb2xE/SBswYtTsJHpK4DrVHVVEKw8BLygqo8F78sAxhQWFl5QX18/YMSIEXXDhw/PHTx4sPTt25eMjAxqa2v59ttvWbhwIXPnzi2fPXs21dXVK0pLS29U1cdUtTSUk+5hgsD4aKBXEFhegz2817u1n0GT6/+KoKpLpyciB2Cjz2nAScGN31HAjOA63gErcXk6cHeQKoKI9M3KyjojJSXl9E033TRlzz33zNh1112zBgwYQEFBASkpKVRWVvLBBx8wf/78uldffbVi/vz5GRkZGc+WlJTcgq246P95hkxEfgfcAmwXpLQ5Fw5V9c0331TB0p5KgduavLYI+O863jcKm0Y/OexzaOe5XgLUYyPr22PpHrOwUbzfYuX1xgT7HxiJRFYOGTKk5PHHH9eqqiqNRn19vc6YMUMPPPDAsqysrPK0tLQzgZSwz7+7b9iqgQpsEXzeeI0eso73PYNVqckO+xzaca79sBkQxVKT/oCVgdwRy/W/Dbgv2Dc3Nzf33kgkUnnGGWdULV68WKO1cuVKveGGG+o32WSTsvz8/CJgm7DPvadv2LMeDcCfwu6Lbz1785Fp55oQkTnYjM2I4PMbgbOxEb6KVt4jWL5xJlYhoyFZ/e0oERmFpbbkYiPUOVit3uVYQPKPvLy8O3Jycg549NFHI6NHj465rSVLljBu3LjyTz75ZFlJSckx2mR5aBdfQTrPW8BYVX1SRDKBVcADamUTW3vfXtgN1Wmqel9SOhsHwflNwlb1fA17aHYHLEd6BrbS48icnJy/jRkzJvf222/P7t27d0xtNTQ0cOeddzZcfPHF1fX19VdXV1dfqz9VwXFJJiKvYDMuO4TdF9eDhR3N++ZbZ9qwUawyIDX4fD9sxOuX63jfscF+B4Z9DjGc88bAnKD/dwEbBa9vkZOT8+Xpp59eVVZWpvFQV1enkyZNqotEIiXAHmGfe3fdgCxsUZO/NnnteeC9dbxPsJuoZXTBGQSsZnoZVg7ygMbXMzMzz+vdu3f5iy++qPHy6aef6rBhw8rz8vL+A0TCPveeumE3UAr8Iuy++NZzt9A74JtvnWnDHsBSYNvg82ysysFN63hfOvAF8J+wzyHG807HFsVQbERzj0gk8t3tt99epwkwc+ZMjUQi5cBeYZ97d92wFKXnm3x+XvDz3Wwd7/tNsN/BYZ9DjOe9PbAUS2G6NCsr69LNNtus/NNPP9V4q6mp0SOPPLIiLy9vHl0oNaY7bcCGwc/6L2H3xbeeu3lpPOfWtMZKiGqLs7xK22XFUNVabFR7HxEZmNAeJoCq1qrq74HDga0jkcjL119/fa8JEya0ttBHh4wePZpnnnkmkp2d/WxQ59rFXxFWh7dxmfAZwcc2r2Ws5NgXdNJFXNZFVZcCQ7E6xH8tLCy8Yt68eZF+/frFva309HQef/zx7P3222+n/Pz8qZ1tSfaeQFVXAC8DR/n334XFg2nn1vQethDL4CavzQB2EJGN1/He+7Ap5k5dq7ctqvpUTk7OrMMOO4yzzjoroX8fRo0axbXXXpudl5f3pIikJbKtHqoI6AM0rvrXuBDRfm29KbgxvBXYS0QGt7VvZ6WqZcBF2dnZNc8991zqJptskrC2UlNT+dvf/pa93nrrjQoWPHLJNxXYBhgQdkdcz+TBtHNNBIHEYtYMphuXFm/z6TtVLQb+DzhGRBL3v3cCichBubm5+951111JGeGZMGFCyo477rh5VlbWH5LRXg+zxkqIqqrYAi77tLYQURP3Y5VtuuTotIhIXl7e3y+++OKUQYMGrfsNHZSVlcUTTzyRk5WVda+IbJrwBl1z/8BSPY4KuyOuZ/Jg2rm1FQGDmkwZLsLKha1rehxsRC8FqwDSpYhISl5e3j2PPPJIJD8/PyltpqSkMGXKlBzg4mCZcxc/i7Dc56bR5AzgZ0CbqUiquhpbYfAoEdksYT1MnAP69Omz46WXXpq0GY+dd96Zs88+OzM3N/eqZLXpjKquBP4L/NpTPVwYPJh2bm1FQC+sfi1qpe7+A+y7rj/UqvoJNkpymojkJrqjcTa6T58+hfvuG809Q/z07duXMWPGaHp6+ilJbThKYm4TkY9E5J3WUh9EZLaIvC8iC4OtT/D6niJSJCJ1IjK22XteEJHiYOGfpq+PCt7zrog8HEsajNriLB+w5izLf4KPbaZ6BG7Dqnt0uRvDwsLCS/7whz/kpqUlN3vo3HPPTa+rqztKRHoltWEHMA3oz5o3j84lhQfTzq1tjenxwExgA6LLyZsEFAInxrlfCVVYWHjJRRddlBPGwM7555+fnZGRcV6w8mJncwCwVbCdCtzdxr7jVHVgsH0bvPYZViVmSgv734AtkPOjIAXjYeBotdq5y4HjY+z7Appcx8HDWouJYpZFVT/Flp4/VUTyYmw/6URk6/r6+l2OPvropLe94YYbctBBBzWkpqZ2qd/9buIpoA74ddgdcT2PB9POrW0xln/XdISjMW86miDkdWAucE4nDQ7XIiKR8vLy4ePGjQtlinTIkCGsv/76Wax5A9NZjAEeUfM6UCgiG63rTY1U9VNVfQdbqa35117CcpObWg+oVtUPgs9nAkfE1nWKgL7NUmhmACNEJBLF+ycBBdhKgl2CiBw6bty4lOzs7FDaP/300yP5+fknhNJ4D6aq32MzL17VwyWdB9PONROUw1vKmiN6X2CVPqKZHgcLQjYHDo17BxNj4JZbblkRiUQTXyXGHnvskQYMCa0DrdsE+LzJ518Er7VkcpDicVkH/kP/DkgPVjEEGAvEmre8RqnHwEwgA9hzXW9W1Tex0pDndJWKK7169Ro1YsSIjLDaHzp0KGVlZVt3le9XNzMV+Dmwyzr2cy6uPJh2rmVrTI8HZgJ7ikhWFO//J/A/uk41hCHDhw/PDLMDw4cPzy4oKBgZZh9a0VJQrC28Nk5VBwB7BNtvW9hnnYKqG0cDN4vIm9jIdazLVbeUsjQHK/8YbXL8JOz5gcNj7ENS1dTU7DxkSHj3ZPn5+WywwQbV2OIxLrn+ia386VU9XFJ5MO1cy4qADZtN58/Almkesa43q2o9cAswTESGJaaL8ZOfnz9o4MCB0dwkJMwOO+xAamrqjmH2oZGInNX4ICHwFWuODG8avLYGVf0y+FiK5UcPjbV9VZ2nqnuo6lDgFeDDGI/zA5Zz3XSWpQIbbY52luUZ4CPg/M4+fS4i2ZWVlb369+8faj8GDBigwHahdqIHUtVVwIt4VQ+XZD4N5VzLmk6Pfx38+2Vs1GNffqqK0JbJwBXY6PTYdewbqtTU1Py8vHCfMcvNzaWurm5zEZkdakd+Uhx83BU4XEROA/KxRVAeb/Z/tWB/T2uDf28PrGp2LtsCQ0RkQrN2CoHNmu2b3uRYOwLLO/B9yQF+1ez9mwFbiMhcoCaKYyh2c1AkIqtj7EcypGVmZqakpIQ7TpSfn58KhJcz1bNNAw4GdgPmhdwX10P4yLRzLVsUfGw6oleGPVgY1fS4qpYD9wCHicgWce9hfDVYdkF4VBURCbcTLfsBqMKC6q1Zc5S4MTezMejdJdiq+Wn0Og8YBqwfvL9pDsJALPAuDPZpLKm2WbDfEOB7fgrsY1EGZANNH4ZdFXyMtoTbCizVpNMvSBL2dRz0QWk5Fcgl3j+x3z+v6uGSxkemnWuBqpaIyIe0nDd9lYj0aVL6rC13ABcA5wAT49zNuKmtrS1evTrcAceSkhJSU1M/VtW9Qu1INyMiBwHPApeq6pzgtRQsQH5bVaPK7RaRvwKXACer6keJ6m9HiEhWTU1NWV1dXWqya0w3VVxc3ACUh9aBHiz42/0CcKSInB+sE+BcQvnItHOtK2LtBQAaS+TtE80BVPUr4HHgxM68kENZWdn8t99+uyLMPixatIja2tq3w+xDN7VWRY8mCxGNbkdu6R1Y6sk58e1e/KhqVU5OzrfLli0LtR8LFy5MwUpsunBMxSruDA+7I65n8GDaudYVAT8Xkd5NXpuPTZG3Z5nAm7C81dPi2Ld4e2vu3LmxVoyIi1dffbW8tLR0Tph96I5U9WtsFLqlWZYNgR3acZwpwPhmvxOdSmpq6ltvvfVWaO1///33FBcXp2GrT7pwPIulZnmqh0sKD6ada11jWbGmI3r1wEvAftGO6KnqImwU8GwRCa3+7Tos/vzzz7OLizuSmhs7VeWVV15RILwoqHtrrdQjRF/VA+zGMAKcHo9OJcKqVatmzZ49uyqs9ufNm0dOTs5STy8IT1BR59/A2K6ycJbr2jyYdq51awXTgZnYFOK27TjWJGBjOmn9U1Wtzs7Ofn7y5MmhBACzZ8+mvLx8FfBOGO33AEXA9iLy47KATRYiinqWRVUXYyUizxaRUOuSt2H69OnTKSkpCaXx2267ray4uPjeUBp3TU3DZl72CLsjrvvzYNq5Vqjqd8BnxGdE70VgCZ24Vm9JScl1N954Y2VDQ/Lj6RtuuKG8vLz8Ou0MpRi6pyKsmkfzlI6ZwMgoFyJqNAkLUo6JU9/iSlW/SE9P/+9DDz2U9Gvpk08+Yc6cOaKqjyW7bbeWfwMVdNIBDNe9eDDtXNvWmh5X1U+wRSzaM6Kn2BT5TsCoeHYwjuaVlZV9MX369KQ2unTpUmbNmiUNDQ0PJ7XhnqWllRDBguks2veg1kzs4brzOuuN4erVq6+95pprKiorK5Pa7tVXX12dkpLyf0FZTBei4GfwLHCEL+3uEs2DaefaVgRsLSK5zV6fAezVzhzox4Bv6KRLjKuqlpSUnHjqqadWfvttNFX/Oq62tpaxY8eW19XVnR/U8XaJ8SlWq7p5MD2bnxYiikqTG8MB7XlfMqnqnPLy8pcuuOCCaBakiYuXXnqJKVOmlFdUVPw5WW26dZqK1XffK+R+uG7Og2nn2laELcixU7PXZ2IVOqJeKlxVq7HyYgeIyPZx62F8vV9ZWfnluHHjkrL4xeWXX87y5cu1rq7uvwlvrAcLAuC1Sj0GNzDzaF/KEli5xxXAeXHpYAKUlpZOmTx5cvqsWbMS3tbq1as55phjKioqKsYFS1q7zuF5bNEir+rhEsqDaefa1tr0+CygnvaPzN0DVNIJgxAR2RNYWFNT02/evHnfXHrppQkd1Xv88cf1lltuKa+oqKjDlqk+LpHtOYqAHUUkvdnrM4BBIrJ+tAdqcmO4v4hEVVovWUQkU0RuAv5eWVn56WGHHVa1dOnShLVXWVnJgQceWFFZWfmYqr6QsIZcu6lqJfAvLNWj+XXvXNx4MO1c274CvmXtvOnVwBu0c0QveKjxYeC3IrJBvDrZESKSJiJ/xm4QKoHdysvLB9xxxx1fXXjhhTWJGKF+9NFH9eSTTy6trKwchqULzAceFpFHRSQv7g06sBvDTGC7Zq83PlA7up3H63Q3hiKyFTAXOBe4E9i+rKzstBEjRlQsXLgw7u2Vlpayzz771L/zzjszy8rKzoh7Ay4epgG96bzPqrhuwINp59rQ2vR4YCawSwwLWNwMpANndrB7HSYimwH/BS7Hcrp3VtUiVV1ZVlY25J577vnw4IMPrlyxYkVc2quoqGDixIk1p59++vcVFRXDVHVxUKJtVNCH32Cj1DvHpUHX1ForIQZiWYgIVf0emAyME5ENO969jhGR32LnuDlwmKpOUNWqurq6R1avXn38iBEjKu6///64FYx5++23GThwYE1RUVFqWVnZasDrSndOLwIleFUPl0iq6ptvvrWxAX/FHtLKavb67oACY2M45j+BlUB2iOc1BvgBKAV+28o+WRkZGQtyc3P1wQcfbKivr9dYvfTSS7rhhhtqJBL5DujTSnt7AJ8DNdiIZ0pY35/utmGl8cqAW1v42hPB913aecz+WBB5VYjnlQc8EvwuvgJs1sp+++Tk5NTttttu9R999JHGqry8XM8999zq7OzsEhEZh90EKnB9WN8D39Z5jTyC3TBmhN0X37rnFnoHfPOts2/A2OA/y12avZ4GrAbui+GYewbHPC2E88nC8l0VG5Xcqo19Dwj2eyg/P3/JRhttVHbttdfWf/vttxqNsrIyfeCBB3TbbbfVnJyclcCNwfEubKPN3sBTwX7PtRZ4+xbTz/41YE4Lr58afL+3i+GYTwHfAzkhnM9gbNnueuDPQFor+wn2MFpFenr6DVlZWdX77LOPPvfcc1pXV6fRWLp0qZ511llVOTk5lfn5+U83XpfBse8Mvn8XhP0z9q3Fn/9Bwc/noLD74lv33ETV10hwri0isgXwP+BUVb2/2deexip9bKHt+GUK6vO+CeRjAUxSpohFZDvg78COWHmzS9UeJmtp397Au9jo9S5ANTA0Ly/v3JqamjFbbLFFzbBhwzJ23XXXrM0224yMjAxqa2tZuXIlb7/9ds1rr71WuWTJkqzMzMwFq1ev3hW4BvgjMB04GLs5WdxK24KlwUzCRpSOVdWX4vm96IlE5HbgBKCg6TUnIpsDHwO/U9Xb2nnMEcAc4CxVvSuO3W2rTQF+B1yPPdMwTlVfbmP/07Ac77NV9Q4RmQf0Lygo+EFVNxs8eHDt8OHDc3faaaeUgoICUlJSqKys5IMPPmDevHllb7zxhv7www8NqnpPZWXlPar6abPjpwJTsKoRJ6iq10zvRIISpt8A/1LV48Puj+t+PJh2bh2C/7hXAY+r6hnNvnYmNiq1lap+1M7jHo2VGPuVqj4Tr/620pYAJwK3YauCHa+qz63jPVOAI4FdVbWo2ddygIHA4IKCghHp6embqWqmiNQ2NDSsXLVq1RxVXQAUqer3IvIPrNZrXyAbC9K/BoaqaqtVQ0RkJyz43wa4FrhcVWtj+R44EJHxwIPANqr6QbOvfQgsU9VD2nlMAV7HZhS2VdX6ePW3lfbWBx4CDsQqNZyolr/d2v5bAouwEoD7A7thI/QTVfV2EekHDE5PT98lPz9/NyxtJAWoqq6uXlJWVvY6lou9RFXr2mgnE1t1by/gUFV9tsMn6+JGRB4EjgA2UNWqsPvjupmwh8Z9860rbFilizdaeH0rbPrwzBiOmQYsB2YnuO8FWECqwEvAxlG858hg/8vi1IdhwfHODj7/VfD5OnNtsXreDwT7zwN+Hvb10FU37AZIgaNb+NpdWE51u/NKsRFZBcYkuP97YxV2qoEJrCPHG8sTn4MtWLNZ8No/SFBaChaIv43dsA4P++ft2xo/m18G1+ivwu6Lb91v82oezkWnsUZv82VpP8IC4navBKc2ynUbMDJR1StEZFesJNpY4A/Afqr61TresyFwN/AWlprRYao6DxsNPE9E0lT1X9jo4iVBH9t6b7mqngwcDWwPLBSRI+PRrx5oKfZwZ/O66WD1pnOwkdv2+gf2e5CQ1T2D8o1XYTeDJdhsyR2quq6p1XOBEdgo9OcisjVwKHCXJmDJb1UtxZ4z+AJ4trPV4O7hXsJS1ryqh4s7D6adi04R9uDetk1fDP4znwGMaiHQjsYDWDWNuAYhIpIiIhcBr2K/53uq6tW6jin4YMr+fiyoOk7bmNaOwY3Az7GpVoBzsKDjERGJrOvNqjoVK+u2DJgmIvdF8772iPFn2GWopdQspuVSj40LEbV3NcTGG8NbgT1EZEiHOtlMkIbxMnYzOBkr37jOotFBIPtX4Gng0eDl87CbiTvi2cemVHUl9j2sBF4M+u9CppYe9g/gVyKSHXZ/XPfiwbRz0WltJUSwetP5wND2HlRt8Zf7gV+LSN/Yu/eTYGT5BSzH+GlgoKrOjfLtJ2IPB16iqsvi0Z8m/oVVXvi9iEhw7uOBrYO+rpOqfoyVz7sOOAV4K16jfyJyHXBnkCvenRUBg4Mbpx8FP483iWGWJfB/2Khx3G4MReQIYCG2sM9vVPWkaEaUgwfOHsGq7ZymqioifbCHLx9R1W/i1ceWqD2guD8QAWa0Z3VJl1BTgVxs9sC5uPFg2rnovI+NNLUUTL+E5eLFGoTcGnw8O8b3/0hE9scettoDOA34taoWR/nenwO3ALOx9JO4UqseMQnYGXtIC1X9b9DW2SKyT5THqVXVi7HRv/WwgPr05sFhtERkw2AFyF2Bq4EqEbmxG49SL8AeFmzp5m0GsS1EhKqWAPcBYzs6Gisi2SJyD1b55UNgkKo+3o5D/BEbfT9NVb8NXpsAZGDXYMKpVao5BPs+P+cre3YKs7H6/r8OuR+um/Fg2rkoBOkRC2lhelxVf8AeOmr39Hjw/s+wRTNOFZH8WI4hIhkicj02Ir0SKzt3XxQ5pY3vT8FymBUYr4kr1fcIVsrsgiavXYKNWE8WkYJoD6SqM7GyhC9jOd7TRaRXezojIllYDuXGWFrLcmxBnX5xTnHpTFpbCRFsliWF2Jdevg27hn4X4/sRkV9g+fqnYaXvRqjq/9rx/iHApdgI9FPBaxHgLKw02vux9q29VPVVLHAbBPwjqPjhQhL8Tj8JHBJUJHIuLjyYdi56C4BBQeDZ3Exg1/YEg81MwlJFTmrvG4PSX68Cv8dq6Q5R1SXtPMxEYCRwjjaroRtPaiWp7gAODIImVLUCOA7YBBsZb8/xvsFKpP0eqxCyKKh7HK0dgSHAY6r6WRCMb4ctsU6so92d3DtYbnRLsyxvYqkaMc2yqOrnwDTg5Pb+Log5DbsxXR/4papepG2UTmzhGNnYDdvXrBnQj8dG429sT5/iQa3s5cnAaODhVv5+uOSZiqXfHBh2R1z34b/UzkWvCCt9tWULX5uBleHaK5YDq+rb2FLIv2tPeoGIHIMF+Vthy5qfoaqV7WlbRLbFqnY8iz3glWh3YaXDfhydVtU3gj6cICJj2nMwVW1Q1Rux5d1rgZdF5I/BQhrrcj7wpf604McuwKZY+TWiHdnvSoLrYxktBNPBQ1qzgP06cCMxCfs9OSXaNwQ3MU9gN4NzgJ1U9cUY2r4ae0h4fGN6U3AdnIfVwn4thmN2mKo+BFyIzYLc2k1v0rqKOcAKvKqHiyMPpp2LXlvT4/OAcmJM9QhMAvrxU7WLVolITrAIwRSsOsNAVX2yvQ2KSDpW6aAcOCUZwaPaAhsPAuNEZJMmX7oCS6W5L5YHtlT1Lexn83fgSuA/zY6/huDcy7HgHhHZG6tj/K2q/rPpfiKyg4j8uhuV5Cui5ZFpsFmWn9PyTeM6qS3wMxuYGHyP2yQiu2M/9zHARdiI9Ir2thv8/M4B7lTV/zT50uHAFsANYd4cqeoN2O/4BCynu8NE5DARGRiPY/UUQcredOAgEckNuz+ue/Bg2rnoLcFGPlsa0avBcndjfQgRbGT4Q+D8tkaugv8852OVCa4CRga5vrG4BBuNPSOWAKYDbsJG8ic2vhB8D48DCoF7Yhm9Cx6COxab1h+KpX0c3Mq+tcCX2MNhf8K+F6uxh+gACCqsXIWVWPsFcLGIJGXJ7AQrAjYKKr80NyP42JFr+SZgM6y+eYtEJFVE/oDNyNRjudHXx5KvHzxrMBmr+35Rk9cFSwH6CMuFD9uFWBrKFSJyekcOJCLrYTcJz8WrElAPMg0rddqu1T6da40H085FKQj23qX1Eb0ZwFZBVYxYjt8A3Izl8K6V9xvklJ4NvIFNo++jqpfF+qCc2EIxlwFTVPWJWI4RK1X9BBsdOr3pQ5dBBYTLsNHEcTEeW4Np9Z2xOtbPiMgtLT38paqXYYFyDXC+ql7X7KbiEqzm9iRVvVxVdwZqRCSWhU06k8ZSjy3NsjQuRNSRWZZ/YxVwWrwxFJGNsRHwq7D0jkFBqk+sbsaC9+Oalc7bA/t9mrSuGuvJEPyOn4x9f+4SkVZvNqI41vdY6koG9iCui95rWCqXV/Vw8aGdYBlG33zrKhu2yMpKWljGGFudT7F0iViPHwG+A55u9vp62MiaYiPY63fwPNRvIF4AACAASURBVLKwkfYvgV4hfS+HBOdzXrPXU7EHKouBTeNwnrcG7RQBW7ex7zbAyU0+b3wY7oGgPycHr2c22efwsK/JGL8vBcH35A+tfP0+bJQ+rQNtnBa0MbLZ6wcFv0PlWF3zNpcEj6KdQ4J2rm7ha88EbWWH/T1v1q8IFtBVA6NiPMZxWIrXMWGfT1fcsIedq4D8sPviW9fffGTaufYpAn6GPaTW3HtYcBrz9LhaZYu7sVW6tgIQkZFY7ehfYjmhh6itstYRV2LB/0mquqqDx4qJWo7zy8A5TXNr1UYQTwDSgQc78rCWqlap6u+wfNx+QJGIHN/SMdVKpn0mIn2CRT/6YKXezgR+g61yma+q1QAi8m+sHF/ca3InmtoCLR/R8sg0/LQQUUdWM3wEuzE8H0BEMkXkJuxm8CusfOODqhpzHrOI/Axb9Ogd4C/NvrY9tgDRHdrOh3ITLfg9PwRL63paRFqb7fpRUMaxcXXT87Dv6zka1N/2KiHtNhXIxKoAOdch/svnXPu0uhJiEBTMBEZHWUmiNXdiudnnishfsDJtFcAwVb21I8EHgIjsgf1HfK+qvtCRY8XBDdj0/BpP1qvqR1i1j32BM9pzwMagolmA/i9sKvxtrJ72oy0toqGqM1T1W7WUni2ARcG/c7CUgdzg2OcBG6pqClAvIrNieWgyZG09hPhfbLQ35lSPIIC9C6vpux8wFzgXK424q6q+F+ux4cd86Luxkne/bbzJaeJ8bKGlOzvSTqKo1affH1gFPC8i/VvbN7i5my4ih2K/F0cDx6rqS403hhrkmnulkKi9AXyOV/Vw8RD20LhvvnWlDQuq6oG/tPL132BByJAOtvP3oB0FHgby4tT/POBj4H9Abif4fqZg6SaLaDbdDwjwIpYO0D/K4/UGLmj22tbA5lgwnQr8KfjefoSNjjY/hgDZWHrH3VjN4xeAy4Kv98Fudq5p8p6YpupD/t5fHFxfLab5YDWnX+1gG32wfPQa4HtgTBz73/i7dkkLX9sIS6G4M+zvcxTnsQ2WivIxsFEb++2L3VQvafJaStOPTV7vUOpMT9mwuuM1QGHYffGta28+Mu1cO6g93LSM1qfHG0tyxTyiF4w+HYAFmk+o6vGqWhrr8Zq5ESt7dryqlsXpmDFTG027EVs8ZXSzrym2iE0NttjFOkf71Ub7hgYjx4jIDVh1h1uxHMlLVPUKrB54BjBXRM5vOkWuplJVT8Zyrm/EVmi8Kfj6t9gDooNE5PLgtcZFXtZZCq4TaSz12FpptZnAbu1dfKVRMPI/CUvXScVuOOJSUSMoeXgnVpLyhhZ2OTto96Z4tJdIaulFB2I3Hi+ISGEr+80ETiWYHWl8WURS9KdR6YNFZAJWDcdHXNdtGnadHBp2R1zX5sG0c+23gFamx4NAayEx5E2LSJaI3Ak8heVSvgLs0VIViliIyAHYf8Y3qi1z3FlMwVas+33zL6jqF1hd3t1ZcwlyRCQ72LYL6m43/j07G/iliPwTG2W+F0sV+RVwmoj0VdU5WBD5byxY/reI9Gmh/fHA6ao6ERutbnz9jeCY/cVW3Wt8vTbo23AR2SK2b0fStJqyFJhJjAsRBZViirDR4zux/2vikpsapDE8gN0MHa/NqtkEQfz/s3fWcVZV3Rv/LnpmGMDublRs7MJusQsTAxXFwA7sAGzAesVGEOM1MBC7fQXrFdtXxfzZhIjA+v3x7AuXy713bp87M+f5fPZnZs7ZZ591Yu5de+1nPasX8KDnUYY8SrjyB7qj6puPJL9TKf3uBo40s93MrFWY+M0MSj9XhjEWQDrfAwK9JkZmvAX8j1jVI0aRiJ3pGDHyx1hgsXTOV8BoYKN8CgKY2SpoWf1YFE3bCMmGLYwckqJgZvMC/0KUivOKHa+UcHFdrwO2yVCA4l7gAaTN28XM6s1sFxRxHhnaUJRQCfATiljejxzlt9z9W+QYPgv8Gs77K5LgOw4Va3nXzOaIjod+fwVH/SAzuytp1+5ICeAvADPraGZnm1lPlHz3TqFR3UrAlcQ6gczOdKIQUc4Tw+DUnRSOrQG2dPfjgSeA4xNJdEXiKJSMe5q7f5pm/xFIqzxdxLpqESLPPdCqxzDLUAnV3Z9Gz6UHzCqhfi265uuBq1xJiYltMTIgrH6NQJ8980VtT4zGi9iZjhEjf2SrhAjSm24NbN7QQMH56ImKsCwM7Ojup7iS3p5BKgUnlyCp6AYUserh7lOLHKscuBGYREr0GWZ94fVCUnl3A/1QMZC/EHd9VXT/zg6HbI8Ktrzg7j+4u5vZJsAY4M9kekuI7A0O/X8Dnjazy1LpGq6S5dcAk83sFTO7DDnid5jZ4iEqeBpagn8USc+d4lLNqGZkTEIMk5wXyJGyFBIwH0OTwVGoJPiLYfdARGMoSDs86RzLhbGeQXz21P2tUZLjS16cbnUkcPfhqJDRbsBNmf7vXRUeE6XRE5rn1wLvu/sfZrYMkh2cVmaTmwKGA62IqR4xikHUpO24xa2xNRTtSZv4FPa3Q47eNQ2M0xElGjpyDuZKPgIOCfu3K8LefcIY50Z97xqw8ypgOrBkhv3dw3W8ByyTsu945Ey0BPYHngzbWyLnexRwdAPnr0Mya44iq0tn6Lcnku5bJzzrk5BebSIZ7G5gVFL/zdFkYJWo73GaazkfmAnUZdh/YrgfSzUwTjckdzcVRfrTJZO+g1ZGCkqOY0798SUy9EkkJe4S9b0t8rlcSAbt7DR9L0aygBb+Xgutjp2S1GdRitAMb8otvJufAU9HbUvcGm+L3IC4xa0xNqSGcX+W/U+RlHWfZv/6KHt/Oqqy1zJDvzbBSXmqQDsXQSoKb1b7lymwZLgfAzPsXwqpHsxA0bi2wMrBsX0MWCep7yuIV/txcG43ANqFfVmdOSSV9Udw2vbO0fa7EU/1GuCTpO03o2Xkq5FiyYFR3+cUu3cNTttGGfYnChH1zLC/NaogORMl5q6R5Vw9wlg7FGhr33B8jwz7DUXax5OibtHYGrO5/g6c1EC/m4Gzwt/d0WpCT2BVYG80UX88dhaz3u9LwmdPUcWw4tZ8W+QGxC1ujbEhPu5nWfafGr4IF0/Z3gJxff9BiS8b5nCuM8NYq+dpowUn8y9g5ajvWY423wNMJINUVXBIfwV+AI4BrkBaxjum9OuIJMfmur9kmLik9FkGlWr24KzUZujXMun3i5Cj3z/8vRGKpC4a/t4CuDLqe5xi/+LhGo/P8g59C4xIs29ppB3tiI+fNrqd1L9NGOuZAuxcDUndPUiGyRCwFVkc/8bWUCT+gXBNB2XptwiaNA5FqjM7AOsi2lN/4NjQ7zaqfHUqwnu9RrjPWVev4ha3TC3mTMeIURjGAstlkrFCy6yQJPdmZgsjveLLkWLHmu7+Wg7nugnpy56cp42Ho9LNZ7j7R3keGxX6I97x0Rn2H4bu7ULh9y+Q8zoquZO7/+HuHyff31A5roWrwiJm1tPM9gsya6Qc/yUq0nI5ivK9ZWarp+k3I+nP3ojP+2P4+0u0fPxT+HsSsHCp1FlKhG9RtD8t/9/dHeUAbJUsTWhmeyHaxmqonPURLtnIjHDlAVwXxsokxzcXQsGSO9FqwdHBpnToi+793bmOXc0I79aBwHPA0KDGk67f98DGwDnAJu7+BKIWtQcec+UEgFa4WsSVEtPiPTQhiVU9YhSGqL35uMWtMTaU5ObAFhn2t0DR03vD39uhL/opwJHkyRtFWfrTyFLUIaX/MijC+yyNbMkbOcvfAW2z9Lkh3P+t0uybN+U59UzZ3wI5dd8DlwGvNmDPNqHvX4j7nI4PvDhwfcr2+cO19EfJir8imb3I73GKnU8C47Lsn1WICKhlNv3gDWDZPM81D5pU3JnHMQn+8O5Z+nQJfc6K+n6W4fl0QJP3ycAGOfTfFHH+N0vatgvwMLBC+HvectjamFt4z2YAC0VtS9waX4tnqDFiFIaERm+miN5MxFXcOhQOeRJFKNd191vcPVN0LROuQRnnxzfUMUSehiLn4rBgS2NCf7R0vX+6nUG+7iO0pD00WX4uRDzPCuodIG77+LBvqSDbdgWwGLCSu58J/BwKXaSFS7JsDcSJHgw8EKQGE/vd3Se4e+9wns5m1sXdf3b3bRBd5HLgeXe/Mf/bUXaMA1bLEjFPFCI6CHHvjwKuRFHQL/I5kbv/high+6dbEUiFmXUFzkLO98NZup6CnM25FD4aO9z9T0Td+B7poXdu4JB1kcb2iwBmtgeiGI0GvjGzWqQU0rN8VjdKDEcT7T2jNiRG40PsTMeIUQDc/Ue0RJ5Joxe0DL4A4k8PAbq6+4cFnu9zRA3pZWZ1DXQ/ES3z9nH3rwo5X8QYjZZdT80gDfYccvB6IJWCaxP93P0dxKs+L/z9qbu/EjRkh6HnNQKVHb/CzFZA3PU/sxnkKsazE3qWuyAN6U0ydG8LjDSzI4PjsxyKah+c2+VXHGPRRG3VDPv/D/gGTeQWQMoyp3soUFMArkXfPVknhkE/+U60SnFiln6Lo+j5rcFZb3IInzfbotWpp8xsiSzdfwEON7OVzOx6FKn+H/CIu0919ymI33+cme1cZtMbDdz9v8CHKAE5Roy8EDvTMWIUjoyVEM3sACQ7BnCXux/robhHEbgKLZMfmqlDKP5yGdI6Hlrk+SJBiNoPQM7dXDxRF5f0W7T83R/JB+6atP8uYEEzWynpsFWBH929h6vaXE8k59YXOb8NahK7tKYHosTCacALZnaupZQ5d/dxSAd7N8RzrwX2cPdJJdALLwcSuulzvctmNg9Ktl0C0Vk2cBUNKRghmv0QcEwDhY0uQ0mkh7n771n6nRhsu6YYu6od4b5tj977pzMVGXH3O9HE8Yyw6T5gqLt/Y2bzmllnd38PTTgPy2Fy3pwwHFWdXTRqQ2I0MkTNM4lb3BprQ9quM0hSekBJPwmKxcsoqWV0ic5niDLwGWkUKZBM2VvAz8DCUd+fIq+1NYqGPpdh/2KoyMpniJv+O6LcLBB+3kGSFjGKDn8OzBee0SHAhWHfwuHnRsA2OdrXASmPOIqUL5bpOpJ+r0ruOgqq/AEMTtm+MfAVUp5J8KR3LNE5Nwzj9c6wf8uw//oGxumIVhWGRX0fK/i8NkN63q8D7bP0qwk/WyVt2wpF+rdF0pH9or6eampIatOBE6K2JW6Nq8WR6RgxCsdY5Ih0gVl83f8gR+0ixFN8HEU6aoo9mbs7UotYDlENUnEm4kse4+4/FHu+KOGiEFwDbGFm66bZ/y2Kbt6N7nU9cmqvRLzmT1Gp7ET/z1HS4r9RxHMfApfa3X8IpZsnAnebWTbqTmK8PxGH+DBUPfHdUOI8FdOTjqlK7nqwa9Yqi5m1NLOzkV7xdORUn4gcuJxLizdwztdQklyf1Mi+mXUAbkfP8PQGhjoKPftGVTq8GLi40PuihNCRQe0kXb+/wr08NmnbGPQ/0BPRd54BMLPtApe6WcOlevQesapHjHwRtTcft7g11oaKjDj6sjoB6eB+C2yZ1GeH0GfbEp2zFZJceyll+zoognhP1PelhPe3A4qY3pdh/4bAmPD7aeE+n0eWan3AJmipfP00+/ZBUf2+edq5EnJGHfGBM6qQVGtDFKIpiM7xbLiWe4GOSX2eJkshogLOuWc4z54p228jFOZp4Pg2aMI0Jur7F9EzOyLcv3vIsOoRPi9eA04Ofy+KEkA3TeqzLCoqVJIVtMbekD63k6HKZtzilq5FbkDc4tZYG6Jd/IKWwh3xlOdP6VMXnOz+JTxvosRz1/B3O1Sm+VtgnqjvS4nv8RXBsVomw/4ngoOcXGq6G9LcvQElYTZ0jiWCg/EIivhnXDrPMkbb4Eh7cKxXivre5Wl/ojrhr0gV4zDmlgBMFCJKS2kp4JwtEfXm1aRtu4RzXJLD8QeHvttHff8ifG6Jgk7XpD6vpD4LoVW064BBwI0kSRomHPHgUN8a9TVF3YAVaKDyZNziltpimkeMGIVjc+QsLwH0AXZ195+TO7gKWbyCOIqlwm0oYntK+PtiVPb5cG96agbXIWf6pAz7j0ZV+GYiek0rFFFtiSYYm6fK3pnZEmZ2bPi9B1KM+BElCz7h7pPyNdLd/3b3E1Ei5BLA22Z2aJUmHM6BIImXKC40CZVlH+ruqfKNiUJEpaJ6zEBO4IZmtqGZzQ/cgtRYLmjAZkPO/QfAU6Wwp5HicnQPT2R2wuEccCmB7IXyC15D2vdfJO1P0I9GAu2rrKhQxeHun6IJcazqESN3RO3Nxy1uja0hh+1C5MD9iugVbbL0T0SPSlYMgNkR232CHUOivi9lvN+3o2jpfFn6LBR+Dg73OlFCeTVgVJr+41By6L2IblCftK8FKrhSU6C9iyFN6sQSfIeo72EWW1dEUUsP7/G1WfomChGVjEqEkkF/Q4oh9yOVlC45HJcomnRI1Pcw6haey93kWEo93PN2SB5yAaQ2syXipw8M4+VVVKqptXAvHFg6alvi1jhaHJmOESMPBH3X54BzUUSzD9k1ekFcU0gqLV4CXI+c6JsRh7pvCceuNgxAX/i90u00s0OZLQM4BFE9+ptZNxSxG52mhPL+wMLALe7+gLtPTNq3PUpSvC9bMZdMcCVHboX42/sBY9MlUUYNMzsYOdJLAbuj5Nk1MvX3OQsRleS7w7UKcCOa0OwFnOeSbWsIfRGtaVgp7GjMCM/lcFQY6iYz656un5m1MLOl0IrNe4gn/wSiN52I6CD3uSQgU1clmhvuDz/3jtSKGI0GsTMdI0aOCF9S7wJrAge5+6Fo2RQyVEIMGIe41SWjerj7BOREdwSO8wKoCY0F7v4B+tLvbWbt0nQZDixpZou7+/vIOWiD1D5+AgZ5ipKGK2u/P6GQipm1CkUuFkOO8Pdo9aG3mWV0MLPYPMPdL0JUoDbAq2Z2Sqmc0GJgZvVmdheSD3wbWMPd/43e07UasHE0sCBBwaZEGInyD74nB1WOoLbSDUXRp5XQjkaLcB/2QtKYw8xs8zR9ZrqKOF2Koq69kBLNYe6+O3C2S4O92cNFg3mLmOoRI0dE/sEeI0a1w8xqzGwQ8CDwBbCWu98Tdn+OJNUyyqkFR24MsE2pOLRmtiNKlAFYvRRjVjkGICeuR+oOVzGc4cDFZvYqqjb4LFIDmebu08xs5VCAJPm4i4Hzg/N4EXBMOM/2wLPu/jZy9LYq1Gh3fxlNvh4LYz9uZgsWOl6xMLN1UDQ6UVSoW5iYEbZ3AJbJMkRJedPh/+ESJMHXMZy/IZyK/uduLoUNTQWu/Iyd0GfUI0GqM12/m9BE897gYH8TthdbVKqpYQSwjpktF7UhMRoBouaZxC1u1dxQYt97KJIzgDTcaOBFkhQJMoyTkLFarQQ2zYsKL3yAuLnfkFQcpCk2FLl8G/iIzDJgiyLt3S5oonE/4gHfgpzrqzMctxzwAHIsQZSDH5Fm9Q/A1iWyvxfSav6+FGPmef4WKMFyWnhfNkvTZ+3wju7dwFgfULpCRMeEc14Sfp7eQP+lkOM9IOp3slobSoD9Jry7y2bp158UWcK4zXF/lgrv5JlR2xK36m9xZDpGjDQwoSfikS6MKr+d6umXlccCa6QWn0hBKSN6g1DiUA/0hbg4TZzb5+6OrnUl0heswd2/c/e33P09V0b+bejLcAd0z7YzswXSHNoZWMDdnw1/fwKMQtzS3dz9mVLY7+5DkLP/GyoHfZmZtS527IYQIuGPoeSyUcCarsIfqfgvclQbKlozmhIUIgoRvwFhvHPQ6s0JmYqQBJzEbD3vGGngijRvi6qIPm1mC2Xo19fdH6iocY0ILkrM68QFXGLkgNiZjhEjBWbWEbgPRTRfRZzSJ7IcMhYlyK2YqYO7f42ctKKcaTPbByW1XeDu4xCX+CPglMYgw1YkRgL/I0OypZm1MbPjAyfYwjP7AqlrrI0SR+eS2HP3R3W4HWdmh6HEwffd/Q53fyPItu1qZkXTaVyc7nVRKeczgBfNLButoiiY2VaI598NOB7o7u6/ZLDtbxR1bsiZfhrpam9ShF0tEWd7OpJ0TFT3XJQMPNVA0+mJSod/U+i5mwPcfTyifCwCPBk+09KiGXxuFIPhwJpmlvGzPUYMiJ3pGDHmgJltALyDlvrPRJULv2/gsHHhZy5OyBaF6ria2SJIreJNpC+Li499VTj3XElHTQnuPh0VltjYzDZMs38aem5bBucMVIzlfeS4PoWebTocBqyCkrieAm41s3XM7CokzdcVGGBmabV887yOKe5+FHIaOwPvhElSyWBmrc3sUhT1/R1VfByUdF8yYSxKQszmYL2I6CLFJNSegsqU9/bZnO0ngQ/JPDE8Bum6DyjivM0G7v46+n9YDXg4Q/IuObwTzRkjw884Oh0jO6LmmcQtbtXQ0MTyDBQp+5IGShmnHNsKJb0NbKDfrmiJessC7DPg8XCelVP2tUOqFY9GfR8r8JzaI23vBzLs3xepebRGUc67ER3mK7QyUJdl7LZJv+8UzjMOODhsWwTJsXUu4fUsgxRhHK2E1JZgzKWTxrw12zWnOfb4cNziDfR7FninQPtWR1VBH2TuKouJ3IJuqc8Gcc2fivodbGwNODDc0weAllHb09ga8BJaqYrclrhVb4sj0zGaPcxsYRSNvAx94azliurkBFfE9D2yy+OBkgWnUxjV4whgR+AMl6xb8vmnIk7wzma2cgFjNxq4JACHAN3NbIU0+4ejpMO7kLSdo+jsoSgp8SozS3v/XTSHhFLKlShhbzfgUDPbwrVCcQKavJTqer4ENkPv3hHAf4qhk5jZ3ij63hnYz917ulQecsXY8DMX3vQamfi4Wexrg/TZfweOdvfUqOg9aGJ4Ssr2g1DuQoPSeTHmhEt5qA+wBzA4pnXkjeHAambWOWpDYlQxovbm4xa3KBuSQfsJmIL4mAVV/mJ2sZCsx6Mox3/yHHsZJAX2LJmVLBZEShE3RX1PK/DMFkaRzbRVH4F50NL2viRVTURllx0lFe2UZfzjgJ2T/r4K6BN+r8n0DEpwXVuj6OtU4Nh83kXE2b8pXN8bZFFxaGCcOlQM6PwG+q0bznVgnuNfFI7bLUuf80KfVcLfLYDxaJWgWVfmK/L9SuhLXxS1LY2poRWpmUC/qG2JW/W2ODIdo1kiJKsNQAl8PwLruvut7l4of3Ac0sltKJlsNLC2mc2fo50tUHU/R8UVZqbr5+4/oYjfwRkUK5oM3P0HdK2HptNsdvffXIVeHvSQbBeKsdyLSoivgBzmTKgDjjCzjma2GlJOeSmM/VemZ1AsXKoha6BEyUHAA2Y2b0PHBRvfAo5CZeY3cRWdKMSGySihtaHIdKIQUc6rLGa2PspDuMNVJCYThqAJxcnh752AlYH+Rfx/xoCzUQ7BOWbWO2pjGgtcK1IvAPvEUf0YmRA70zGaHcxseeAVtJQ8GOjq7h8WOWxiebwhqsfTiP+cayGQE1Fi4YkuqaZsuApREI7NcezGjIFkuVYz2wJRMhJoiSLTB6NJz1qZJjTufiVKsLsJFTb5DfisVIZnQ5gU7YQKk+yMkhPTqmYE+cZjkCM9H0qWPcPd/ynSjHE04Ey7+wwkZbdtLg6GmdWiCdB36J3ONvb/IaWPHoFGcirwNbNLPMcoAGEicgzwMHCdme0fsUmNCSNQgvJqURsSozoRO9MxmhXM7EDk+C4P7OHux3lpKn99QG4avf8B/iCHiF7g6F0GPIoUJbLCxaV+HDguU+Z+U0G41keB44OjlorPgcOT+n+NJPIOQlSKhcku7dYTJeNd7u4nuPsfpbK9Ibiq0g0ENkJO/Qtmdl6yjnmQibsfRXFfQPKNo9MOmD/GAovnsMLxNFoCz4VLehmSjjwsx3t5NUo6vBhxyq8pwSSh2cOV37E/UmS5w8yKUWRpTngAUT1iVY8YaRE70zGaBcysvZndjtQd3kPOx0OlGt+VBPghDUf0ppNDafFQzONOYBJwVB7L2wMRLeGgHPs3ZvRHEdlDU3e4dIjHmdmJMEuf+zGU4DYIRV9vzlLae5K7/+wqKR6JFq+7/we9T8OAC4AxZra4mW2Mkgx3Q5rbO7r7jyU8da6rLDkVIjKzbmiV4Hp3H5OLAe7+MZosHYwmn7fmclyMhhE+q3ZFn1cPmlnXiE2qeoQVo+eAfWOqR4x0iJ3pGE0eZrYWKkV9MEqA2iJEKkuNsYgP3dCH7WhgSbIUeQHOAtZBigc/5GHD88hRPDnwrZsyXkbJdidnqD55FdDFzCYg/u2j7v6Gu1/ObLrHjemeV+rkJSqurrv/iaT9DkVJf5+gqOJ0YGN3H1AGDndCi7uhiWGiEFHG6GYoFjI09MtXo3sY0AZ4zd0n5nlsjCwIqwM7oOTrUU1dBahEGI7yLdaI2pAY1Yem/mUboxkjcEpPROoN7ZF27XkhOlwOjEWqGos00C9rRM/M1kHlle/xPMv9BqdvIOL3bZ/PsY0N4Vr7A8sBu6fZPxbohZ77Bu7+ZNK+D9A97k6VR/HDdT6DqEQ16HN7NFphKcf5fkNa6w1FpkFUj82zFCK6GpW7P8Tdp+RpysYo8Xb5ZjAxrDhCYt22wAzgKTNbPGKTqh0PoXuVtkJnjOaN+AMqRpNESC77N0o6ewrROp4v82lzqoTo7p+jMtdzOdOB63wnUhgpNON+BCoukqrV2xTxMOJH980QYZ7m7p9AWqrGVSi6fb2ZLVF2SwuEme2MSoKvDhwJXAscDbxmZiuV6bRjaZj/D3Lqa4G5KlKa2a6osuTlnoduezh2fsR5fwHlN+yYz/ExcoO7f4Ym3fMgh7pB9ZjmCnf/GU1qY1WPGHMhdqZjRIpcJeLyHHML5Hxsh5QDdgsfhOXGuyiSlqsTsmXgRifjYpTQdUSIEOaNkKh1HdDNzNYsZIzGgqAqcRWwPtkTCtNRN2Yg+kQr4LZqi36aWVszuwZxhycA6wT5xj7ALsASwNtmdmgZvtzHoYhwxwb6VUJffwAAIABJREFUPY+idXNQPULy4i3of+KCAs5/LIrCn4iuvTlMDCOBu49D/PvlgccyJPTGEEYAyyIKXowYs1BVXx4xmhfM7GjgeTNbIQPnNd/xWpnZhai4ySRUEvy6SvFdA6/zE3JbHh8N1CMnEAAz2xxxe29096eKNOdmdA+agxNyO/AzSsbLC2GV4BRUMKVXKY0ys0WCDGMhx66ISoKfCFyP3uVZlS/d/THE3XwLcZLvNrMOxVs9C4kkxKyTscDpfo2kVZbg2A8BOqFS7NPyObGZ1SAllcfd/T0Uid/CzHKZpMYoAO7+HFL5WB+4P80kP4bwEKqwGqt6xJgDsTMdIxIER/oQVEHt0xAlLGa8JVG29blIo3adEHGpNHJdHn8WSS1tC2Bm9cgp/JICnMJUuPvvqEDDfk2dCxm4uIOAXcxslQKGuBl4EuhvaUqUFwIzOwrxiW81s8vNbNE8jj0YvUdLoVWVE4ICwxxw92/RJOBcYD9grJmtVwr7yV3RAzQxXMfM5gt/HwDsCZwXnOF8cQhSpEmUDr8FVQBtDhPDyODuD6IJ5Y7Av6ptpaYaEFYLRxNTPWKkIP5niREV2gPnuPu7ZraimW1gZp0KGcjMuiMFgjWQc36Yu08qpbF5YBywZJJjkRbhQ/ktZkf0BiLn6eAS2n4t+h8/vkTjVTMGMWfVvJwRVi56ohLldxS7SmJmfcJ426Jo38qEZeEG5BDrzewuNBl8G/H8H2nA9hnufjEq7NMGeNXMTi3WEQpSe9+R28RwViEiU6XJG4BXgQH5njfc+5PR/8aLwZaENN6+1cxtbwpw95vR5KwHmlzGDuPcGI4+q2NJwRizEDvTMSqGoI+bwNLA9ma2FZLAOhO4KhRVyXW8GjMbDDyIktDWcvd7S2hyIcgnovc00NXM9kaJZf3d/ZVSGeLuX6JiA0ebWftSjVuNCFXzhqJy6gsXcPy3qMT4hhS/MvAW0gb/PigmPId0fTNK7JnZumgidgCqutjN3SfkekJ3fxlRMh5FEd1RpuqBxaDBSogByYWIbkNO/SEFrjbtiuTHUkuHXxt+njD3ITFKjEvQhOhkSrBK1gTxb1RMKVb1iDELsTMdoyIws6HAeUkc0sFIMusktKy4N6I+bJxD5bVEdcA30LLkAKS5+3k5bM8TOSl6BIxG/4M3Idmz88pgz0DEXT28oY5NAFcDrSlcBWUYMBK40Mzy0pI1sz3MbHczWypMiMYn7W6H1FnSHdfCzE5Gkdy2SAP9wkIcUXf/FdEregFbAO+aWYOVNrNgLLBKQwlpQWryWWAPFI3vG1QiCkFfRHWao6CSu3+Fns1RJeaGx0hBmMScCNwHXGFmh0VsUlUhrJQ8CewdU2FiJBC/CDHKDjPrC7Rw9+2SvmS/R9SMjYF5Q5LSO8D8QEYVi6AdfSSKhi0M7ODuffNNcioXgkPzFbk506+j4hsdEb3j7zLY8wbwCtCnFEme1Qx3/xQ5Yb0KicQHJ6IX8CtwZxbt5DlgZjcBpwKbIge2hbv/bWatQpeZwP+FvksGKgSm6ouPoQnP44jW8VK+dqdeg7vfCKwH/ILkzi4vMKFsLPqOWD2HvuOAedG7NqSAcyVWrjYErsqgBT8Q6EDzmBhGilAI6BC0enZLkDmMMRsjUDBoLknIGM0TsTMdoxJYBX34YGbdzWw79KV4C4rKDggc417IuWybjqsXONXDUcLYK8j5eDK1XxVgLLnRPPZAsmy/lzlZciCwDCpQkhVBjq21mS1l0rxubOiPNHOPKOTgIKF4JNAF0S0yIkSVewNt3H0jdz8FScWtFMZKOIQLAj+Y2V5IF3u+QG96F+iG6CV7hIlYSeDu7yOH+hbgdOAlM1smz2FyWmUJk7Tdwp9PFqGe0xdNZIam2+nubwEvoYlhq3R9Uuxq7O9ypAgBij3R59lwM9s0YpOqCY+gHItY1SMGEDvTMcqIpGjYWGAhM7sY8fB2QbyzZd39DPSlfT5Q6+4HuPvk1C9kM9sw9OuOyhJvF/io1YixwIrZlqPNbBFEdfkKmNfMli2jPY8gTnlGNQQza29mO6AI60hEQbklSLQ1GoTiIC8DJ+XicGUY41HE/T09vHdzwczahOjdve5+WNjWBznHp5rZsUnR8YWAy1Ck73CkvDEarcB0dffB5ZBvdPcp7n40+sJfGXjHzPLheX6NnNuGJoanoATLn5ADnzdMxWd2BQa5++QsXROJuntkGatJvMvVgJAMvRP6nHrUzLpEbFJVIMigjkJUjya94hcjN8TOdIySwszWMLMzYVbxEIC/gK0QLWNzdz8eeILAEXb3c4CTE05JyngtwniJ5e9N3f2K4MhUKxIRvbS82xB1vxUVpTgmbC6G25oVgX97DbCBmW2Uxp464Gzk5Bkw0N1XRJrZWaOzVYr+yOHaq4gxTgK+Qeoedck7zOwW4Doza+/uv4Rti6Iy8lsg7vZezH6mExGlpzeiQJyJZAvXK1A6Li+4+/0oOfFD4D4zuzX1mjIc5zQg9WhmqwMXoSTgh0hfiCgXnIySum5ooN9jwGfAKRlWr5rauxw5QnLvdki3/skCVjiaKoaj//mNG+oYoxnA3eMWt5I0pHn7NeKI9k7ZNxg5FF3D3/MD9wJ1WcZbBJVvdfTB1Snqa8zxPiwSbD4xw/6eYf8J6Av/a+CBMttUh6KMD6Rsb40Sje4BVkjZdwRyblpEfU/zvNYWwEdIXs6KGGfL8JxuSNrWBiUfvYJWWFqH7S1Tjj0ZuC383hEl2P6OVC/2jei+tAYuDf+f44EuORxzJVrObpNmXxuU5/Aj0oXeM9yvTfK0ayEka3hTjv2PTXeepvguV1MDVg2fIZ8AC0ZtT9QNybtOQaspkdsTt2hbHJmOUUq0BQ5ES8qXpCgiXIoitvuGBMJRwKeeYUk3LNO+C2yEnM/9XIVIqh4u+skPpFkeD1Gdq5Fc2g3u7mgZuls5lwvDfb4R6G5myyXtWgxY2t0PdPdPA8d0BTPrgaSf7vHqXgWYC8HegSiiumUR4zyHJNmOM7Otw7ZpSHnjTTQZWj1sT1Xf6AKMC0oY/VHOwEfAmu4+vFCbioG7/+PuZ6GIeSfgTTM7rgEt4bHIae6cZt95aPXlKFf0MlGIKN9VluPDOQbm2P925NSl0paa3LtcTXD3/wI7o8S7UaZCU80WLgrMY8BeMdUjhum7PEaM0sDMOrr7H2Z2CnCcuy+btG8x5GjvCIx193vSHN8G8UtPBt5HTvSHlbG+dDCzUcDi7t4laVsL5ESvBazukvsi8FjvQyWj3yijTYsC/0Plyk9I2v4+KnoyDZiBEug6AaNcZasbHULC2f+Ace6+QxHj1CCHsj1ykP9EUoxDgB2Qk/k+crA/CX9fj6LiQ9Bz7QxcAZzrs6lPkSIoidyOruFh4AhPkwAZeMYfA4e7+9Ck7euja77Tk+hZZvY6MNPd56ITZbCjDq3MvOjuDSbIJh13MXAWsJJLxSWxvcm9y9UGM9sJ5bw8D+zkZVAhaiwIScX3A1u5+7NR2xMjOsSR6RglhUuDE3cfCLxvZg8n7f7D3ccAp2dwpJdHy+cnI1rI+o3RkQ4YC3QOzlgCfYDNgBMSjnTAGLRsvW05DXL37xC15nAzmydp15HI4dsIWBFVvrumMTsfrvLb16PCQKsVMkZYWekDHIyoO9eECPRXwCLufi16ZpcBk9GS74qIn/4+il7PB2zr7mdUiyMN4O4/oSjjKSjB7J0Mag2fIa7sLN50iLbfCUxA9ycZo4H1LfdqpochSb3+DXVMwQ3AP0gPORlN7l2uNrj74yiRdivg7mYelR2F/vdjVY/mjqh5JnFrnA1YDpgn/N4iZV/LpN8/QrSGh5BTkWm8A1Gi1q9A96ivrwT3Zw/kIK8X/u6MeKH/Jg2PF0UyX6yAXV2CXWek2dc69Vk25oYc2cnA7QUcOwf/H7gw3LfuaLJ3FVpluD/83D0cNz+qOumIW71Q1Pchh2tdFznNMxB1I5X//RLwStLf14br65ZmrE0T9ymH87YCvgBeLdDu28LznTfNvib1LldjQxMxR4GPgnMTGntDxZ7+D2gVtS1xi67FkekYeSFwEMejZesnzGx9T+Eh+pz80SeQM/K0uz+dZrz2ZnY7cDdKZlrT3R9K7dcIkSgrvnZQN7gTTRaOcvd03KqngQ3LzUN0qUeMBnoHSg0AZrYjcEDqszSzrUzV/ZY3s47ltK3UcClt/As4IFCM8sEc/H80CRqHdNH/CxwEDHf3vRGtYDkz2wQ9912RZvKO7p628mE1wd3/gyLPw4ALgDFmtnhSl7HAGmbWMuhjnwBc7+mXtV9HkexcVln2QPrn+UalE7gKqGW2Ig4w613eP827vJqZdbAGKjrGyA2u1ccrUX2AclRvbSwYjibRBednxGgCiNqbj1vjaUh54jrgtPB3LxS1WpvZ/PsWSb93R07iqhnGWwvxMWegL/EmM7MP9+pX5HydjyI4e2bp3y302aUCtm0XznVw0ra2wLpJv5+IaApPoJWFUcCQqO9rAde6THi/rizg2I7h5ykogroaUrZ4iCRlGaAlcE44z+eE1YjG2BClZRKqnrhr2HZIeF/WRdH6j5EmfKYxHgE+a+A8BryFeOYti7D3SVRNtW3StrbMXhFqjSY3d4R2d7DvqKjvdVNo4TkODe9Hr6jtiegetEO5FLdGbUvcInwPojYgbo2roQjE6Ul/90OaycnOxXzhZ8cMY1hw1v5GvMvNo76uMt2rMcAHqKrj3Q30bYs4t9dVwC4Ldr1LyvIsUI8mTHcD24cvivbBKfkaWDTq+1rA9d6HJOk6FDHGv1Gi3qnBcTgybF8c0TwcSbIVfI5qaYhrPDZc03XBiXbghTBhWL+B43uH/stm6bNF6HN0kbZuG8Y5NMP+48Ozexnpey+B9O6/RAnCkd/vxt4QXedRRInaO2p7IroHd6HgSeuobYlbNC2mecTIFz8ANWa2MIC790MOxeEwSyVgtKk8+MTUg81sfhQZugZ4CtE6XqiM6RXHe4gr/QNyMDLClRH/AmVOQgzncrRE3gUlESVjL1RM5gx3f9Ldp7okoOYBXkTOdWPDAFS+/sh0O81suURCZlBcSd7XEsDdd0OUj8VR1PYaMzsUUZO6okS6g9z9zzJdQ8Xg7p8AG6L/0d5osjwdJc9e5g0rzowOP7NJ5J2KeKZ3Fmcto1Gy58mpEn9mtjOqyDgQPZ/Nkf70D8jB7lHkuWMA7j4dSQ++AtwTqEDNDSPQZ+TWURsSIxrEznSMfPEMKh3cLYlDez6wT5DF+wnY2t1/8bk5i1uiaOi2iHe5m7v/XEHbK40VURT4Inf/LYf+o4GVzGzJ8poFKIr6I3Nr9W4DvO7uE0DOpJkdi+g84939iwrYVlK4OMHPA32Sq/MVyP8/HilJtEbL298Aa7v77WGS0iTg7n+7+0moMM0SKPo4FSViNoSP0X1J60ybWWekIHKDu/9VpJ2JieHqac63DUpufNEln/cMmkCCeO6xlFmJ4O5TEJ3mY+BhM1snYpMqjafR6les6tFMETvTMXKGmbUJztTVSCt6+xAN+gdxHycBeIperZm1MrOLEO1hIlomvr4pOR+pMLPNkYYviM6SCxIJmmUrLZ5AiITfgJ7hqkm7RgInmNn+ZjYYJdvtjOT8LjGzhcxspXLbVwb0R1Hl/WBWSffewFB33wvxaQeY2dqJCKeplH3i9+6oAtxuoSWc8tvd/eOKXkll8ThKKgStStxuZh2yHRD+r0cDW2WQTTsV+AupQJQCw9DqT+rE8CWUfLqkmZ2GqGUvBBs/zSHCHiMPhIDBdmjl5omgUd4sED5PH0ZFsdpGbU+MyiN2pmPkDFf1N1AW/j9oKfgptMT1ks9dBY4QZX0eJWjdjpLc3qmEvVEhKHLcjpLWJpOmEmIG/BclU5XdmQ4YgpyakxIb3P1B4AzkOM4A9nL3Hd39qdBlQTSZamx4At3fvmZmweH7Ga0c4O5D0GTvWFT+mxClnjcc/yyK5g9HkdpdUfLbZU3caTgQTZwTCjv7oMqO6zVw3NOoWMq6yRtD4aCDUKn1kqxKBUfmemDbZE1xdx+J6BwPAEuhBOBxKfY0Z43kksOlZb8t+r96Ojzv5oLh6LOjUp/fMaoJUZO249Z4Gir5ezVwU9K2TYGlMvTfA/gNZTrvH7X9FbxPt6BknI0Rj/ClPI69Ezl5FdHIRdHBv2lADxlFYhMqLc8jKk/k9zrPaz0UJattF/4+CiXQLpzU50ng5PD7gigRbymUkOnh2hcL+xdDSUev0YSUaJLuxeLA7+EdXj9c/1moaM0/SP4v7XuKpMJmAuekbL8cTdIyJicWaOu8aOJ6W8p2C59bbZHE4QmIltY1tHZN8dlF3dAkaiLis88TtT0VuuY24fPgrqhtiVvlWxyZjpEzXJHpq9396KRtL/mc1fwwsxozG4IiQp8Ba7n7sMpaGw1Cqd2eQH93fwU5Y2umJrZlwdOo2Eiu0exicTVylI/L1MHMWrj7P+6eoOVcj2QRGxvuRRXxTg1/58L/PxVFrPdHSjZbufu3AOHnccAGyLFsMgj0ln+hd+MQlOswA+k6r4mSiK8ERpnZQqnHu6LO40hKqA0rNscAD3iJufcuatlQ4MBEcnTY7u4+zRW97gosjRy8zYFzkQrFg6W0JcasPIXdUd7IIymVYJskwvfjg8BuZtYYE7VjFIHYmY6RF9z9a5hb9SCBwL99E31p9gc2dvfPK2dhdAgKJrci2blEEYOxSFpu+RyHeSb8rMhSoSsx6xHg2ORiFma2qJntZWYXowIv/cxsjJldhbSIu6cU9qh6hC+764CtzWw9z87/n2xmp6BIdRsk33iRz01lug9VQbwglB9vKjgGOcKnuvtnrvLsH6Jky9+Q6ksv5JS+a2bp3tfUQkQ90TL4gDLZfA1y/o9P3mhmrcKvdwGruKhM7yNH+mfgRzOrK5NNzRbuPgZRejYGhic9h6aMEUhedPuoDYlRWdjsYFOMGIUjOCJHoi+0iaggyFPZj2paMLP7ELWlqwdeeHCw3kE0l/tyHOdd4Gd3r4jElJlthhKzern7jWHbgsjJfgfpSy+FlvunIC7sm8CnXqQaQ6VhZp2Q0sQj7n6gmd0A1KFM/M7Asoj6sg36QnwYOMJTkmpTxpwfTaB+RM8+14TTqoSZLY8i0S8D2ydWJEKl0u3cfZGkvqshrmhnFKk+x93/Cfu6oaj+Lii34nPgS3ffvIy2P4Qk/JZ098lJ2w1FSZ9F77UjWsgY4PkwWYhRBphZL/Q/dTtwuDdhpyNMGL4HRrv7AVHbE6OCiJpnErfG35BzNQJ9QT1NEge1uTSks+rA2SnbWyNOcs4V+FDk7m+yVJkrse2JanQfk4YDS4ZCBEBN1Pe9wOsdiHSTb2Vu/v8B6MtwKkpGtBzH3Dk8/8uivr4i701LNGn6nZSiJohv7MAiKdtrUaVPB94g8KFJKkSEEhkd2LnM9m8SznNsyvbtkLM/Dumlr5iyv33U974pN5Sb4MAVUdtSgWu9ESlbVeTzO27V0WKaR4yiYGYbouhld+B0FMn6IVqrKouQsT4YORJXJO9zReneJz8O9GhELdisVDZmg+sbYCCK3O2cvM/MWrv7P8kFMcxsZzP7DrjJzHarhI0lxjXoi9098P+D/vSOKNHwNxRhHhzuTYNw98cQx/g0M9uoPGZXBKcCGwHHedAaT0JCCWPt5I3uPiXcx32AlZDax74+uxDRNmHc8agsfTnxClo1OSlFqeNztMJyCPCgu39iwmlm9jYwJBR5iVEeXIDUg04L9KmmjBFotWuHhjrGaDqIaR4xCkLgTJ8OXISWzffzZqjbGpzMx1F55LU8jeawmd0M7AnMn4tzFrjLvwKD3f3k0lqc8ZytmL0Mv0Wa/ZsAWyIKz0po4vAh0lnuXAkbSwkzuwslSC2BlCDuQYmEtwAneRJFII8xO6Cql/+gyp55jxElzGx14D+IS7x36rsauM9/Aue6+8UZxlgaJXpuiCYXnwGXhd1HuPttZTF+Thv2QdST7u7+cJZ+A9HE4GJ0XcPcPdfchhh5Ikxu7kN8+0Pcvdjql1WJcJ3fAS+4e1zEpZkgjkzHyBtmtgiic1yKinys2Rwd6YCeKAJxejpHOmAccthyqmzoqib2MhXUK3WVBL4W2NxSqpeZ2X4oya4GmAAcAdzj7m8CP5nZjpWys4QYgBJDB6Hn0xnY192PKtQJdpUSPxQlm16RvXd1wczaoAS93xF3fq5Jn7tPRMmZa6fuS+rzP5SUeClwOJIfBHHS7ymt1RnxIJLvm2MiGlSG9gm/d0Ll4bd39zHu/hbwqZmtXyEbmx1cybsHId76bUH5qMkhXOdIYOc4sbX5IHamY+QFM9sBJSdthBzJ/d39j2itigZmtgwqZfwscsoyYWz4mS/VY7UwcakUbkURutRl2K2BI939LFchjHuBYWbWFzktX9H48CnwLeJIf4QmhCOKHdTdn0c0kuMyKFxUK84D1kDP+f+y9BtHFmcaRG1y97PRZDCh5DEJmJb5qNIhTAyvATZNLi7jSpbtY2ad3f33YNMRZraWmR0GfIki6THKhED92R1RA+9v5JSobBiOgg8xdaiZIHamY+QEM2sTlkVHoQStddz9X7lySpsaAs3ldlSY4jBXtbxMeA9p9GZ1QlJQsdLiCYTI6i1IZzk5iv5/iMZCkMNrCbyKviyec/f/VsrGUiCJzpCoznaru39ZwlOchRz0oSECWtUwsw2AMxFl55EGuo8FlgoykFnhkkZ7DvHTFwMeMrN5sx9VMvwLRcNTJ4YvAiebWXs0eewSfm4K3ODuv1TIvmaLsMKxI1rleizIqTY1vIK+J/eN2pAYlUHsTMdoEEEq61W0bDoIWN/dx0drVeTogxIET/SgvZ0JISL2Efk50+8iJ7bS0c3rws8Tkrb1BzYxs0GoqMlUd7/K3S9EDtLGjWE5MySc9ULKJfMgHeV3ULJayT4Lw/M+GFiY2fezKhH4+Xcgx6ZPDockVlnWzGHsJVBickIicyekSb1pAabmheCw3QzsZWZLJe26FF3rsyhCuiCihVwIfGVmXZKTbWOUB66CSNsh1ZynUp5Ro0egetwP7Jiksx6jKSNqOZG4VXdDHLeJKCFu96jtqYYGrIq+BP5N7tJpdwLf5Xmee4Efcj1HCa9vGIrqdUjathyKJu0CtELZ6guiUtr3AE+QIplWTQ1x1h9EUdIngAXD9oRk205lOOcFYezuUV9/FhuvCzZ2y7H/fKF/3xz6DkAShOuGY65D9JoZaFLWsszXtgRKBr0qZXuL8A7XkFRKPLz3t6HKrQtF/WyaQ0MrA7+jYMP8UdtT4mvbOLz3B0ZtS9zK3+LIdIy0MLP2ZnYHSkoaB6zhWTLjmwuChNqdaIJxlIdPzRwwFljEkkod54DRwELA6vlZWTQGAh0QJx4Ad//c3UcBfwGvo6jfuYjmcSDSqD4+zViRIyiRvIP4i6cix/mnsHsEUqMpRznwi9FzvykUwakqmNlWQG/gOnd/NpdjXDSIr2lglcVUnv0oYISrtPR7aBK6Npok9gOeLWcVTXf/Bj3fnja7XDzuPtPFq94IrawMMLNLkCTiuWh5/sRy2RVjNtz9PTRBXwqVpm8fsUmlxGtoFSRW9GgGiJ3pGHPBzNZGTsBBKLrWLXwxxYCzkUNwjLv/mMdxhSYhQoWpHsH5eRE4MbkEcODJ9kZ6sYej6HXXsPsBJIdWNTCzlmZ2LtI6ngZs5O4DPYnf7tIBvwapmKyXYaiCEMY+GE1Mbq4m+kBwLocidY4z8zx8LA2/x0ej5MP+4e/RqKDKDHfvgfSe10G0j13zPH8+GBjsODJ5o5m1A/YnKEuglZYV3f3bcMwWZbQpRhLc/SXkcK4NPBiUZRo9wufM/cD2jSF3IkaRiDo0HrfqaagSXh9UfW8CsHnUNlVTQ8vV04G7Cji2A2kqJOZw3IfAUxFc667B3n2Ttm0MvJb0d3u0RHshKrt9ZNTPKMm2xZid/HY3SZSVNH3rw3WMKJMtpwY7Don6viTZdDuiW6xfwLHnosTb+gz72yCllGeStm0X7sH2SdtWRI65A9cD7cp0rc+h1YfWSdu6ouIuLZO2/YXyQp4Azo/6GTW3BhwW3oVhpKnE2hgbsH64poOjtiVu5W1xZDoGAGa2ACrWcDXwJKJ1vBCtVdUDM6tB9I4fUHQ2L7iUMj4jv8g0KKK3WYikVRKPoajlKYmIqru/AmBm3UKfw1Dk8VFgDHJaI4eZ7YISONdDus89wv1PC1ey2o3Anma2bBlMuhp4CbguRSUlEoSqlYeg0ueF6MOPQxPvNTLs3x8ppfRP2vYSmqTPWmVx90/QasY1iCL0upmtXIA9DWEgsDgqFpI495toQrAqgJn1QO/AJ8jBH1gGO2JkgbsPRYXA9gOuraaVnCLwJpIOjVU9mjqi9ubjFn1Dle2+Q192x1PhhLfG0JCetAPbFjHGcOCLPI/ZKZx3qwiu+Zhw7k2Tth2GJhWfofLQm0T9bJJsa4cKzzhy+FbK49hFERXk+jLZtizSNX6GCKNuwALAj+H+tClwjEXDPe6dZp8B7yOOtKXsewZ4L8OYOyH1msmIQlSyzyBEZ/wIySFa0vaj0TL8N8iBLnkSatzyflaGJjIOnBO1PSW6pitRIuw8UdsStzI+56gNiFuED18Z7RejCE2icEXkdlVbQxXdZqLy3sWMc0b4ksj5QxVRKaYBV0Rw3bXAz8DDKds7Al2ifi4pNq0UHERHkc62BYwxNDhz85XJxqOCfcdHdI8Mcdv/BlYrcpwfgKFp9u1AhmVtFHV0Mqi+BCf9WWYv9Xcsw73fPGX74qRQXUrpyMetoGfVAk3YHSV5R25TkdeTULM5PGpb4la+FtM8mimCrucLKKFuKCrC8k60VlUfgkbo7cAXFK/4kLNGbwLuPgllhVe8mp6rrPlgYFczWyFp+x/T42TaAAAgAElEQVSuLPxE8ZrIELSjDwXeRlJou7h7H1eltXwxAE0gji2hicm4BfFxrzSzFct0jmw4ENgDONfdPyh0EHdPRP7TKXr0RXzp+9LsSxQi2jrDuN+h9/wcYG9gnJl1Tde3ANyFIt9zFHFx9wkeqC5JdKZmWYiqWuBK3DsCFQgbYmZ7RGxSsXgbfX/Eqh5NGLEz3QxhZnsiqbDVgQPc/Qh3nxyxWdWKq4AlUaSt2Hs0LvzMp3gLyAlZKyJ5tUFoifKkdDs9e+XHssLMOiCe9lC0hL+Guz9W6HiuSo6jgN6BI19SBCetJ9IovzNZKaXcCAVUbkCV2UrBBx4LrJrM5TezdRBl7Bp3T1c6PFGIaNtMg7r7DHe/BBVEagm8YmanFTtpcxXSGQzsYmYrZegTO9FVApcSzt7AG8AwM9syYpMKRnivRgBbm9n8UdsTozyInelmBDOrMbMbgZGoeMJa7j4sYrOqFma2E3J++rv7q8WO5+7/h1RS8nWmExJ5WxVrQ75wyf/dDRyaSwnpSiHI2I1FyUrnIU75tyUYuj/iFfcowVhzIURfj0NZ/qeV4xypCBHXfwGtgUNd1dmKxVjk7K6WtO1U4E+kQT4XwsTrGeRUZE0uC/9va6LCSFcAT5jZQkXaPBhRXNJODGNUF8LK2M4oP+PfZpZv8nY1YTj6f+ketSExyoPYmW4mMLNVUWbx0SghYhN3/zxaq6oXwXG8FSVTnV/CoceSvzP9NiooUXGqR8BVqFpcr4jOPwtm1sLMTkXl7dsgDuxFJXIQQdSnt5GKSbk+H+9Dkap+ZpZJEaOU6IXenVPc/bMSjTnHKouZLY0iiTd7FuUUNDFcmDmd8LRw99/CmMegSPW7ZpYxqp3DeD8huschQb0oRpXD3X9Fsoq/A0+a2fIRm1Qo3kUBrFjVo4kidqabOAKn9CjgLVT+eXt3Pz3DMmyM2RiMSicfXCD/NhPGAiuZWV2uBwRHcQywbRRyUYH+8CRwvJm1rfT5EwiRyceZLce3pru/XMpzhCXZ/kgDuSzFRMI5jgV+Ae4q5z0Nzkd/4CngphIO/SUq2pOYGJ6EkqyubeC4xCpLTk6xCzchmcNfgKfM7IoiCntchVRfIp8YxsgN7j4BvS8t0fNfJGKT8kb4nx8ObFmN1VBjFI/YmW7CCFWXRqAv0ZcRp/SpaK2qfpjZfihZpF8ZkjIb0ujNhNGoEEk5dHhzwUBU2vyAKE5uZtug6M6WyBHdM0StyoEHgP9RnhLjwKyy3D1R3kK/cpzDzFoCdyA1mCNKyQkOY41FXP550bXcGxyfbMdNQJKKea2yhITJ9dBn2WnAS4Vogrv7eMSLPy4C7fYYBcLdPwJ2RJ9BTySXh29EGIF8rj2jNiRG6WFxzkXlYRdYG6AzsApSDwBV3/oY+MDPLz4SamYbInmpxZBix4Aok8UaC8xsUeAD9Cw2dffpJR5/caRr29vdb8jjuGVQRviJ7n5dKW3K8fyGklZbIFk8D9sXQIVoFgbaomTFX0LfCcU6cGbWGlVYPB3JN+7r7u8XM2aO5+0NXAdsXAq+fJbz3Iq0uzct9XnM7HTgcuAgd7+nlGOH8QcgXfpL0DPqksuzMbNrUXnved19agHn3QtRsAw42t3TKYdkO74bWunp6e7/CttaInnF1ZAcZQuUKPo50saOE7SrAIHm8xhSONqukPcnKoTP0P8CP7p7o02ojJEesTNdIdgFtniblm2Oqmtdt9/EaROXXrR+0amrL7g6Hdt2bAEwcdrEmR/89IFP+HNCTV2buglTp08dOXX61CF+vn+Z13n0pXA6+nL7GtjfC6ty1uwQPuweB7ZAFIJPynSOH4FH3f2IPI/9FPjY3XcutV05nv9gFOk8s1OnThtPnz59oxkzZrTv3LnzX8suu2zLtm3btpg2bdrM77//fsZ7773X5u+//55ZU1Mz7rfffhsMPJgvXSZMIIahZL1bgD4hKansCDScb4Dn3b1s0lxBkeQ9VKZ+jVI5bWbWBSmcPALsXQ6lCjM7ECWn/gK85e475Hjczoims7W7jynw3EsB9wIbAbcBJ+R678L/4FigpkWLFrd27Njx0EmTJq0w//zzT+vSpcvMeeedt2WLFi2YPHnyzPHjx/sXX3xRW1tb+8P06dMfnzx58g3FyArGKB5mtj9wD0pO3bvUAY9ywsz6oYTpxdz9+4jNiVFKNCREHbfiGv1Yp9PlnUbXXlL7V89Hev710lcv+aS/J3kmTJk2xV//5nXvPar31LpL6v7qdHmnl+mXW5U5VPRgDGUoetAcGoqWpa3sVuLzPAmMK+C4waiKXkGV64q0uXWrVq361tXVzVhuueWmDxo0aOZnn33mM2bM8Ez47rvvfNiwYb7hhhv+WVNT82dtbe2AXN9JlKjzB0o82jui9yFR0GjFMp8nURRoUInGa4NWBn4AFiij3auE/5e8KnQyuxDR5UWeP7no1Hg0GcnluBXat2//Vtu2bX3vvfeeOnr0aP/99989E/7++28fN26cn3XWWf/MM888kzt16vQusHM534m4NfgMe4f37hYaUZEdtCIdWeGmuJXx2UZtQFNt9KOm9pLaq+svrZ8y6M1BMyf+PdHzxZRpU3zouKE+z+XzTG5/aftb6Ud9xvOJT1aWcrzNoTG73PMYylzuGbgM0SHyqtIH7E6aKm4VuDdr1dfXf7zppptOev31133mzJmeLz755BPv0aPHX7W1tT+TpWwzUBe+IB0t5S5dyWtNsWUhtNR/YwXOlShXv00JxrokjLVLmW1uFRzZn/L9vEGqKWNLZEc34LvwrI7PZAvQqk2bNmfW1tZOufjii6f//PPPni+mTZvmI0eO9MUWW2xyhw4d/g0sWM57HLesz/2i8J5fErUtedr9PvBS1HbErcTPNWoDmmKjHyvXXVI3Ybdhu03+cdKPXix+nfKrH/jAgVNqL6n9iX6sPce5xFNNfBG/C6wS9fU3toayxF8MkdAlK3C+vcPzWjvP4zoiOsDFFbovVlNTc3Z9ff2UoUOHzizEiU7FmDFjfJFFFplcX19/LykRdqBLiDDOBC4FWlfiOhu4BzcHJ62sThOSHvwQ6ZB3KmKcDYAZwG0VuDe7hvd4fAHHnh2OLUnkHGmDPx7GfJiUkvDAovX19R9stNFGkz7//HMvFpMnT/aTTjrp75qamj+Bbct9r+OW9pkbSkh1lEsSuU052n1OsHmxqG2JWwmfa9QGNLVGP9apvaT2j3+N/VfxnkcKRv53pNdeUjuJfmzmruVKpInrwPVAu6ivvzE2VGLYgUMqdL7lwvl6FnDsq8AbFbDR2rdvP2iFFVaYNGHCBC8lJk2a5Nttt93k+vr6F5BMmSGFjqnA9+RBGajAfVgpOPcXVOBc64bJ0p0FHl8LfAJ8BXSogL0voiItE8lzNQfoGv4H9iuhPYYk+qYhvnvic3KZurq6Hy688MJppZgQJuPFF1/0+vr6KS1atNirnPc6bhmfeUukvuPAgVHbk6PNKwZ7+0RtS9xK+FyLHkD6pS+m2T4ImIISuSK/0IrczH50rr2k9o8HP3zQy4VnPn9GDvV6nBe+xH4Bdov62htrA1YNTtzDVIgag5QC/gAGF3Bsv+DczVtOG+vq6gZ27tx50m+//eblwD///OPdu3efUl9f/yLwUPhyGVXuCHAhLbwbPwO1FTjXBeFe7FHAsdeHY7esgJ3rh3PdG36ukOfxLYFfKUMEHVgHFciYAQysq6v74dprr53uZcK7777rHTp0mELMo46khQn5c4g6t33U9uRo8zjg1ajtiFsJn2nRA8AOpCxZo1K8jgpeRH6RFbmR/Wjb/tL2X9zy9i0lj0in4oEPH/DaM2uddrwMLBH1tTfWhsorv4245hV14oDngdcLOG7j8L9VtkgYsNNCCy00uRBOaT6YNm2ad+3adWarVq2mAyfnG92sVAM2Cff8uAqcK/mdXCiP47YKNl5ToXsyElXl3Cicd98Cxrg/RJBLPokF6oE7a2tr/Ywzzij7Z/Jrr73mNTU1E4mX7iNpQIfgoE4G1o/anhzsPTP835SdVhi3yrRSFG15Ei0tngAQyuPehKJud5Zg/EaB2ta1l2225GYLHbHWEWWvULfHKnvQfe3u09uf2/4Ld/+m3OdrwjgHVXA72lVquJIYC3Qxs1Z5HvcmWlovS2lxM5uvtrb2ruHDh9fON9985TjFLLRu3Zr777/f2rZtOx141qtXB/0V4HXg5CA9WTa4+z8oGFEP3JRLxctQwGIo0kY/s5z2hfMtD+wBDEHye/8wuxJiPhgNLI6oNCWFu09s3br1m8suu+zfF110Udk/kzfYYAP69u3btr6+flgUVUqbO1wl7LdHNLFRZrZKxCY1hBHh596RWhGjdCiFRw4ch5bKVwI+Q7zOist3RdXox1odL+tYkmTDXPHH1D98wf4LTqZf+Zd0m2JD1dSmA3dFdP7E6s2qBRz7MCrnXPKIXocOHe7r3bv3VK8ghg4dOrO+vv6TclxPqRpyHp0KyfSRB48fuD28y10rZNtg4G9gkfD328DTBYyzTLjGE8pg42I1NTWTx48f75XCtGnTfNVVV51kZoeU+nrilvNzXxZJQn5Nla/aoonom1HbEbcSPc+SDCLd0N/Rst8PNLOlrg6XdXjgypevzCy4Wybc+vat3unyTs+X6jpK1VCE4CO0YnF6ln57If7v2uHv9dBSXaLtHravGP4eG37+kfwFjDRHP0KSQw1q1yLlhPEUqZxQ5D1aNTgSPQo49rhw7PIltmnRmpqav7Jp7pYDM2fO9GWWWWYiKuIR+fubaOE9/jgECM5EPNw3E04/UtIZHva/QZDxQ1SNO8L7OB44M2nMk1AVtA+QFny7sL1beL8/CMe2IQeFGWbLJV5UoXuyAKrWemvStlsQpzzvyVC4p4+W2s527dpdccwxx1R0UujuPnr0aO/QoUNZJrpxy/mdWjP833xIiqpLNTWgb/jfXSZqW+JWgudZsoFmZ9QWrZPamBr9WKjm4pq/fpnyi1caU6ZN8faXtv+LfixXimspRUPJdZ8BSwWn4h1g5TT92iOt2VeTnOl2BN4sKk/9Iyk82jD+d8Di4e8tgKeBVuHv+XOwsWSavkXcp1YoQfeqAo5dIdh/bCltatu27cU9e/b8K/U9qwSGDBkys1OnTqMLtb3UDSXIfY4iXW2Q7GS/cN8TKhHHEjSogf2A4eH3A4D7wu+1wP+ApYHF0IpCTdg3Ajg0vNPfEIrDoOqlR9CA9jmwINJ4HkuFVgKB88M9WCVp27EUyP+kDIWIgHY1NTV/fvTRR1nfuXJg5syZvuSSS06kwlrwcZvrHdgcrZa/DtRFbU8GG5cO/zcZA05xazytFJxpzGwnoHv4c7E0+4eY2bdm5qU4XzWhpbU8ZJ9V92Hemnkrfu6a1jUctfZRLWta1fSq+Mkzoyvwqbt/5eJ/3gfslqbfRcAVaLkYAHef6rN5szUoap2KrYHP3X1C+LsXikZPD2P8nM04M9sc6IM4/aNzv6zSItj7LoVxTT9D8mcl402bmbVs2fK4Pn36tCvVmPmgR48eNm3atE3MbJEozp8GXYHP3P0Ld5+G3uMZKALbN/TZDUWRQQl5WwW+rAN1gQ9fg6Ta/gz9WgE1YV8tmhjOB/zts8vXjwb2dPcvUGJmN7QaMQvhPDci7fGDg41lhZnVoqIoj7n7+KRdY8PPtQoY9mlUqGeDIs1Lxm5rr702K61Ucip2gzAz+vbtW9exY8eTKn7yGLPg7i+gCe56wEgzax2xSXPB3f+HVrT2idiUGCVA0c50SEa5G/H2HgFOTNNtGIU5DUXDzBYws/XL9c/UsV3HHXdecedIHBCAHVfYsXVN65ptozp/GiyGomwJTCBlgmVma6LI8qjUg82sq5l9gBzNY3zupLR90fuUwIrAZmb2upk9Z2brZjLMzDqg9/Rz4LTcL6lsGAesZWZ5/R+6uyOHq1sBCYyZsEy7du3arLrqqiUaLj/U1dXRtWvXacCGkRgwN9K9xwsBNwA7m1nn5D5hcvQHcoxHIlWB7xF3c4C7/+ru3wIDwrbvgT/c/WnkoLdOenf3ApYIv98CPAFcYWYrJtlzEApgnOPuH5TywrPgEGB+oH/K9vcIdK0CxnwOTVJKNjGsq6vr1r179/pSjZcvtt9+e5sxY8YmUZ0/huDuDwNHI7rW0Hw/ZyuEEcDawY+K0YhR1MtlZnVII/ZztNR3DbCmmW2W3M/dX3T3H4s5V6Fo0bb9kBZt616kZauJLWs6vGEtW51nZpuZWUkc4KnTp6657qIZ/beyY51F12HStEkr2gXlVRnIA+ky2WetSISI2tUowWquY9z9TXf/f/bOO0yO4ujDb1+OCgghJCQEEmCCEFnY5AzCYDLG5GyiP5OxASOSySYjbBBZgEFgMpick8hZmCQhUAIh6aTLd/X9UTXsaG93b8Pszt5p6nnquduZnp7qMDPV1b+qGoVaFP7qnKvwXVuOZl27z3dtGYp7/jWqIN9LcvoHsDzq1LUo7Rblj95FQzqtmMW1T9m1YwKSZf3111+/PaC6sqLNNtusrrKycsMwZfBRsnl8HYoZPilFmTGogjgEHduTnHMjnHP9UWv2inau1jm3vy2O9gGucM69hcaP93ZaBDgc3bK+3TlX5pwbhsaUfgWd03kni2JyEooZf9l/TkQaUZ+FjJVpEZlvdQZmEKisrNx0/fXDeyePHDmSjo6OOufcMqEJEREAInITmm1zP+DyIoy04n3LIut0D6dcV2oTgMHolmSziDyPWhQTWafDIefK+m97VMXQY++oHPDbP4+pX3enM8sHDHuEkrL5pdV93ndlFX93zm1jC4PMqj7HDXa4yuF9h+dD8rSoX1U/BlQPaCMP4aWypOmowurRUHQr26N61PnuBefcN+j27kPOucU+xCIyBbXujfIdHgu8IyJzfMe+Ax6wayYDnc65LjHdDIp0GHCJiLyWZduCJm97PBuL3nMY7jsIQaqqqjbcZJNN6oKoK1vaYIMNSurq6rYIUwYfTSdmHQabxwYjugW1DM/2ytgOQV80Ecm+wJMi0iYacvFVNLvhNsA3IjLHIFAPoHGaEZHXRWRTERmDOh7+z7uxiPyAGis2BE4DbkYXkQeLSEee2h9Pu6CZOy81BT+e3iX73cengPWdczlj5ZxzpQ0NDSutu24oG6GeDKy55prNaPKYiMKnC4GrUHjfaSHLshiJhrZ9Fd1xjagHU9ZbxM65k9EYiTuIyFTfqauAG51zw+OOx19/bLJzQZIrqxgBUFpdT81KG1Kz0oblQHlnSyMt33+2VvN3H49q+vqdY9p+nFZTWl3/pbS3Pintrc8CL4rIwm6qX3rpmqVbg7JyZ0sDywZWzbhrxkQ3zs0PUw4fbeicex3Fiq4HfOqcG+s7/6nv/35oBJh/WD822/FK9ON8tXPOs5iuBsx1zr3gu34warH7FsWnDgXujzNAlKGW7kXARnHXh0kevvayLJ+HhWjs4y1zFaSurm71IUOGhLoNOnjwYNrb20cXyfg4YIxz7g0U1+/N4+1RR9kKYDQ6175AnQE7UdjCMGB359xhqMFiPWBN+39V59zKVnZVoMHaW47Ga3ZW79QE/TAH9TVwqLI9oYCGtnXQZ/M459xxCc4PBYY4515F25EJ9UH75mXn3JzuCndDpSUlJWX19aGhPAAYOnRo6VtvvbV0qEJEBOjujnPuRDQSzYXOuTkiMiFsuXx0L3CVc25VEfk8bGEiyo6yUqadc1sBFwFnJHDiugtdCR4PnJyimmuzuXemJO2tlNZ1NXiUVNZQPWI9qkesV9pv0/37tvzwOQvefGC1pi/fXA04gdLyA1AseCqqKC8tD92psry0HEqDcSYNiP4HrGX/z0SjVqxALP15MuqLKh0eTvoLbLsb/dj2t2N+mola5ddHFdPP6EqroMrKh/ggJ0VAgir42X75f0Z3AUpRWEHW5Jxz5eXh+uhUVFQgIsWyDSvoPB6NKq8zWHwe/4guBOehFuM2YovEH9A5uYH9nomOM6hC7M3VBmK7NsNQvLWzY/MSyDQNVQg6TJ5CUV9U4f1fijKe4aEetc5nQg1om/qj/ZMLlZSWlgqJITgFo6qqKocuuCIqAhKRTufcIegz9i/n3E+GqS4GmoRCZPdGI/lE1AMpK2VaRJ5Ldq2ItKBhzbqjTbO5d6bkyqsv7Fg4dzFnEOlop3Xm/2j+7mNp+vqdhtYZX1RRUjYb5Bl0y/FlaW+dnrjGxailtaM19I9/W1nbIn7PcXK2vNx96SWLnHP7oA6LZ4jI38OWJ56ccxOAnYEtk2yfp7p2C9QSepmIPJSLHP3797+7paVln1zqyJWam5spLS2dLiJbhClHOuSc2xANu3WBiFxZgPuVoljlhWhYyddF5PR839fu/RCq7K9t+OhEZfqhi7t7snnOnHMPogvwjJ+DuHr6tLe3/0gAzvW5UGNjYye+SEURhU8i0uqc2wMNNXmPc247EXmpCOT6wTn3MpEy3aMpqEgAKck5dxPqUYtzbjqKJzy8EPcure7zk7S30jztI5qnfdTZ9M07C1tnfV1VUlYxXTo7npK25qeBV0Raskkn/f2shbOqOjo7KC0Jz//vu/nflQPfhyZAkZJzbggax/YN4JKQxUlG7wGHopEh0lnA+el11OK5HZCTMr1w4cIvv/766w7Uyh0Kffvttzjnvuu+ZPgkIm/aB/AE59x1hoHOJ52CRjrZD9gSOMU593C+8f/OuVVRp99zkynSACIyzzn3FdmFxwONTuPhsr/Msg6Ahc659jlz5pQPHDgwh2pyo6+++qqT6J1cdCQii8x/5hXgYefc5iLyQdhyocmfrnPOrSEin4QtTESZU0FW7yJyuIgMFRFnfwuiSOvNO3+a+99rO+f854LPF7w56erWH6bsR0fbsh3NC0d2tjYdLSIPmJNQ5lWfLT9XlFb8POWnKUFLnTbNaJhBU3uToMkgIjIyr+0JKL71IC8OdRFS1k6Itgv0IgE4Iba3t7/18ssvhxrh5M0332yfP3/+c2HKkCFdisJs9sznTZxzo1GL1SR0l+VEFPJxu3Mu306jJ6JY6XRgebk6IUKOc1lEOuvq6j59++23c6kmJ2pvb+fzzz+vQdOsR1RkJCI/Aduj8KInnXMjQhYJNOldJ1FUjx5LxYSzzQt1tiw6CpG+HU0Nq3W2tZwgIo+KyM9B1V9WUvb22z+E9+J++4e3qS2v/UjOzn5rtJfSEehuyKm+ZBjFSB+g+NlsLXpPASs751bIUY6333///cocdthzppdeemlRR0fH5NAEyJweQ0PCnZKvkFvOuUrgDhSHfLQoNaCZE0eQxx0X59wg4EDg1rgIOsnoPWCEQT4ypcASES1atOjFyZMnJ0r4VBD69NNPqampmS0iC7ovHVEYJCLTUIW6AvivzfUw5ZkFvAD8vgjD90WUBvV6ZdrCU3UXlSNrmtc876G7P747NIvevZ/e27SgZcHDYd2/GMksDf9AsXHXhyxOSrJ411PI3qLnOQDnatGbUVpaOvvll8OB3c+ePZuPPvqoEoXk9AiyhEKXowuhrfJ0m7NRJ8gj/Nk9LcPblcDRzrl8JW06HlU20o1l7e2yrJ3pjQwn/RSaRTIn+GFzc/NTEydOXBTWwvC+++6T1tbWac65KJpHEZOIfArshMZ8f8KSeoVJ96KOy2uGLEdEWVCvV6bzTYLc/eK3LzJ1XtIogHmjnxp/YtKnk1xbZ9uNBb95kZI5at2KRgc4JEEGxWKkXLbHP0OjP+Rs0Vu4cOGll112WSgLw3/+858d5eXl94tIoigWxUx3ArOIpRgPjJxzv8HiSovIIwmKnIGO/82WECbIe9ehsa0fFJFUUTz89J79zWVh2IdYFJRs6ekffvhh4euvv55jNZlTa2sr1157rTQ1Nf0GmOGce8g5t4ftMERUZCQir6MwrTWBB0MOc/sA+t2KYk73QIqU6RxJzpaFJa7k1mveuibfDkhd6F/v/qujorTiITk7ZrGKiBPQSDF/soD4PYHeBYY65zL2mPJZ9LaxhUTW1NnZeevTTz/tvvuusN3W1tbGlVde2dLQ0BCfprroSUSagauB7Q3bHAhZEqnb0KREJyS5dxMKw1jWZAiSDkVD1aU9JuZ78j3ZK9NeIqKcLO0i0tnU1HTppZdemtRhMl/0wAMPgGKl10J3DjZAse4znXM3OOc2jrbxi4tE5AkUNrUlcGeu79Ec5JiDPgN7p5ojzrm+zrm1nHNbO+eOcFEq8uIgEYk4R2Ycw2suqFn06exPpVA0dd5Uqft7XSPjWKMQbewJjGZWbAEeBFzY8mQg95aYEpHl9fva9RvkKktNTc3FY8eOXdTZ2SmForPOOqu1T58+z+Uqe1gMLIWGrLstwDqvsTHdMo2y46zs7gHduwx1aH4li2sfBj7N4d5vZXPfBPX0rampmfvcc89JoWjevHmyzDLLLAK28clRii4O7kQj7wiKDx8HjMy1nREHx2iGRAFuCOv7gWbpFWDdJOd3RHN8TEBhIQ8CjwK/Dbv/lnQOXYDewmXnlh29xnVrLGxtb5V8U0dnh/z6hl+3V/y14oKw210sjCZleQdN8bxM2PJkKHt/e4GenuX1y9j1fw1Alsq6urrvb7nlFikETZ48Waqrq5uA5XKVPUxGM7+2AUMDqGsbG88r0yxfDryNJjwZFMD9f2/33zWLa8ehW9W1Wd77AjRRU58A2vG7gQMHts2fP18KQfvuu29jXV3dLSnkqQcOAp5BIzcImkr6j0D/XNsbce6MJpwT4JyQ7r+UvUcuijtejsIXJ6O+DGv6zh0M3Bt23y3pHLoAvYUZh6v/e/1LJ/73xLxr0+e/cH5H7f/VdlLCNGDTsNteDAycYy/B3cKWJUv5vwb+ncP17wEv5ChDKerw1lFbW9v52WefST7pp59+kmHDhnXYuN0B1Ocif5iMZrhNoZEAACAASURBVEZsBy7NsZ5+KLTjc6A6g+tWR0PYPZSLVQ3NHPg26hRbksX1u9h4/ibL+29h1++SYz+uBLxdWVkpu+66a3tHR4fkkyZOnNhZW1s7A6hLU76hKB7+E2tvCwoH2QWoyKXt3dx3NOo0e1K6si5JbPN/go3JcSHJ8Di6M+R8xzYA7k9QdhhqST8r7L5b0jl0AXoTM46BtRfUTj33hXPb8rVNfs2b13TUXlA7i3XZEU3v2wH8DSgNu/1hsb1o2oHbw5YlhzZMAv6Xw/WXAK3ZfiDt4/6ifURuLykpOXLAgAGLpkyZIvmguXPnyqhRoxbW1NRc4ynwNp/XC6pPC81oDOgFQN8c6rjN5vKYLK490cbv4Bzu70GOjszy+mF2/bFZXl+JQmauzaEN+6MxhOcC+9TX179zyCGHNOdLof7Pf/4jNTU184HRWcjqgPVQfPVs67sf0bjeY3JZGPnuUWJ/d0LjGf8VhQdckmvdvZFRmNOD6O7B70O4/8HEwfbQxfoP9v9w1C9hN3t3XkcP243tjRy6AL2NGceQur/XfX3sY8e2tLS3SFDU1tEmf332r621F9TOYBwjRH7ZNrzDHrwXCGCLuacxUI1GNPgO6Be2PDm04wwbx6wUMWLQgB2zuHYX4CdTYg7wjpeVlR3at2/fxldeeUWCpK+++kpGjhy5sLa29hpPWQA2QzNAtqIOdz0G8+7rx3VtDE7O8vpd7fpzs7y+xBZE84Hls6zjMTQ6SVWW1zsUbnJTDv34GDAli+vqbDEiaOr15e14n/r6+sm77bZbY0NDgwRFnZ2dct1113XU1NTMI4BFILqV/1vgHnSXQdAdgjOA4TnWvSyaZW9v37GX6OHwqnyxfVdesvfRtgW+dz+772Vxxy9DfQruAK4A/gX8JdtnPeKAxy1sAXojM47+9X+vf27kVSMXvjX9LcmVPpz5oax+xeqd9RfUT2Ycy3a5n3r0LzSF6Hdht7+gfa0vFSn0Cy8P7Rhr7dg8y+urgCbSxNn6rvEc3d4BVk5QZqeampp5xx13XPPChQslF2pvb5dLL71UampqWisrK7sozMAA1CIkplANDHtcshiHZ21RkNFWPYp7n41Gdsl6mx9YEbXKPkuGMA3UgVeAM3Psg/8C7+Zw/f+ZHMMzuGZd4At0h+McoCzufFVdXd1dAwcObH/yySclV/rmm29ks802W1hfX/8FsEou/ZWkPX1RZzRvt8gzmBxGmgtuYGVgB/t/L+BGYLD9Xhv4IMl1e6FJr3qscSKgMeiHJtVaSADO3Rne+xE0y6kf6lECDETD+G1HAP4REQc4ZmEL0FuZcTg3zu1bc0HN/EMePKT5w5kfSqb0+ZzP5djHjm2pPq+6ya3nOoHrk94PVrEPsaBhsrKyLPUkJoavzHpLuFgYGGRt+XMOdTwFfJJm2VWB9+2eVwCVKcoOqK+vv2/QoEELx48f37lgwQLJhFpbW+W+++6TNdZYo6G2tvZn1OryiwNN3L0ccCxqmfsB2CrssclwDLxF0YEZXOPQGLMtwKgAZDjCZDg+w+tuQSNODMjx/hfZGGe1KEDx3wIcnmbf/dn6bjopFqPAkYDU1NQ07Lrrro2vvfaaZArHmzZtmpxxxhltNTU1jZWVlWcA5bmOVxptXAE40xYLgi6a70EjO5SluG4UCut4z+bXAd5zbvV1wfcDNagD6vPooixp/UsCA4NRf5Y5wK8KeN/9ifM9QI0fxyQou0SPUbFw6AL0dmYcAyvPqzy/5oKauaPHj15w7ZvXyhvfvSGNrY0ST01tTTL5+8lyw+QbZMMbN1xQfX71/Orzqy9nHEPQLR4hRfg0FG/oWWrfL+TDX/B+1eQO36I426wiBxQbm/KYNe4bONnGPincx5SPQ01pmkMGIZWALfv27fvf6urqpkMPPbRp0qRJ8vXXXydUSGbMmCGPP/64nHLKKa19+/Zt7Nev37vAPqgFdpZ94JMqW2ic3s9Q3OIFhVBaAhpDB3wEfEiaUBV0Z0mAUwKU4XFTutJ6BwDLmQJ8TQD339vas04O8n9PNxEKUCvdo3avh4GlU5QdgVoYnwbqy8rKTq2rq/thxIgRDZdccknnSy+9JIkWia2trfLBBx/ILbfcIttss01DVVXVorq6uhtJsItToLm1IYqR/cnaPcve+eskm28oxvZsYF/fsafQhV/87lCp/T0eeNJ3vBqFoKxW6HaHzaiFfxaa7r4gsBj7vjUTt9NoSnZOi92I88MeXjGiPJM7x5UBv+1T2ef3pa50zMLWhcsPrBnYXFNR0+lwNLY1lsxeNLu6tqL2e+Ctec3zJgEPytnSCmCZmd5Bt//WFJGfk97Lud+iYXRqgOOAW6WXDbRz7ibgEGAT0SxWPZ6cc48CK4jIqCyvXwtdRB0iIrcmON8X9fzeB7U87S8iP2RxnyFlZWUH9+3bd7vm5ubRIlIzaNCglvLycmlra3Nz584tb2lp6aytrf1s0aJFLzQ3N98imrrXu/53aNSJ80XkrBT3qUVDzh0GvI4qA99mKm+hyTl3EPr8jRWRJ7spOwz4GFW+txCRjoBkGGL1/g/YWETauyl/MboYW0lEvsnx3ivZfQ8XkQlZ1nEL8DvUsapLnzjntgQmotCgk9HdqYTvOEvC8TwayWJNsWROzrkSYMu6urp9KyoqNmpoaBjZv3//lvr6+o6SkhKam5tLZs6cWVVdXT2ntLT0nZ9//vlBNOJOKFlC/eScq0At0wcAO6N460+A24GJIvK9ta9URNqccxcAc0XkcufcIXbdWBFpSVL//9BdssesnjpUkTsSVeQvFpGn8tzMoiHn3LoozGYasJmIzC3APf+DOqEOE8vk65yrFJEW59xwNOrIFDTRS6uIPOKcKw3qHRJRhhS2Nr+kMuOoZByrMo51Gcd6jGN1xqWGZqBe323And3WD0OIZRS7iwDithYLo17pAlwYtiwBt+tcFPNZk+X1JagFZWKCc2PQ7cp21KEpsOgvqLV5NBpVZS1gebqxyqKQgg5gwzTq3weNkjEP2DPscUpD3goUcvBMGuP1NGoxDTyBB7F40Wd0U64P6rSYdWjGBO1aAFyXQx1eIqL1446XAeehOxafA2unUZe3Y5MSemN1r4JaeddHYRJFHz4OjU18FPCatbPT5tWBnvyoVflj1KnubhL41hCL+rEWMDvF/Q4F/o7tFgFDwu6DAvXzViic6NVs39EZ3u8PNp5dwt+iwQcaUez7X1Fo193ATSSB0EWc5/EKW4CIMxww3a4TYI80ypaa4tQOfEWBnSjy1P6lgZmoY0hSnG9PZGLRHLpVMFPUcSfqyOZ9GEuAU9FF2FRgo7DbaXL1NXmmpPNhQrfp37T++WchPmY5tu8UUmQyszLHWpk/5lGOe1D4RlKlk1hIvfUDvO+LwGs5XN8lEREKV3jVjt+cjqJLLCvqf+iBEWKy6LeVUQfMr62fFqHRH7ZFrdc7A0v5yq9pf0t8x24Fxtv/nsJchy7Iy9DIO+/bMYc6Mc9Bset5i5FdDAzsgS5WHiXP0DPr3ybioFcYRhrd3dvZ/j8K3X2ZTQDJuyLOYrzCFiDiDAcslu3sR9L05gU2MsWlzT7yGSdjKAa2F/e9physFbY8eWjfcPsAHp1DHQdZHWujTo3/td+TKLIsa6ilR4Cr0ixfDlxs13xMAM56eWxbX9Q6e1eS8yujlqUn8qnkoTCIGSiOu8vi0/p0Gjkm/ElQ7xXWvqx3QFBc/fP2/+7Az9anf8hgvvTIrKgB9L8DNkHDp82zZ+Z7NB69p0CvBDxi/5dhvic2X1a2/71F+UA02UsTGhXkCF8fr4paqm/D5wyXb2UzxL79o/Xnbfn+ltp7ewYxLLsHzV0KhfRMB55EF0B/QBePvXpBU6wcugARZzFoWWQ7Q1NWT7KXwJP0wLA6xLa9/hK2LHlqn0PxiP/KoY4h1kc3opCPJnv5F6VVDsVECxlE7UDDQnltO6qI23YZuis0PO54GYoB/5kCODSh2FpBca7x57yoAWk7oqZ5T8+pcvUc6vASEd1odU0mAzgMPTwraoBjUQXsiTpptlmfvIfuSCxrZX6FWlu/AhamqGt/4P/ijq0EnO8p2Has3p7th+nhYUuT9MNZ1o85ZTxN4z572X228B1bFngD3Z1pNgW6hiU4cVsxcOgCRJzlwGliCyGDbGemrP3RlJCZPeklZ0riXFNCem0oIBTr+HYO11egW65Fb701eWtQqMdUMkhYQ4BWd/9HyBTdTVFH0FzbNsyUl3iP/L+Y3Pvmeo8MZLkR3Z7e2HfMoXCpTwjYwobijQV1cs22jsOIxVi+hAwsbsSyot5WqD7uCYxamI9Hk38I6rfwBGqo8JwMX0fjvC9vz1m97/pfAe/F1bmTza9f+Y4NsutfIba7UJSL3iz70aFZKoWAovAkuU8tCtUZH3fcS9y2O7544GgovyPII3Qs4iRjFbYAEWc5cIqFfQF1HBqe4bWj7AMq6LZ5UW/H2YvrCXTbuOAhqQrc1ktQjGfGW3Usjitux4eNLGZGw311ALdkeF0JClvy8OAbZ3p93O997AP5XzQaRVYptePqvB11MOxvv9dCra33FlK5QC2F3wBfEnNK29bmyiF5uF8Zumi/PItrHRo1otHkeyDD63tFVtQCzInVUHjGNOvnBai1c0vUN8WhUT+eB45GoWMTgTt8dSyFOngmdAZHdxN+b//3KsupvX/usb47KI/3uQeFKsUnIqohhmlfyd5bbxrPCLt/ljQOXYCIcxi8WLaz5+IVgzSurUEducQevhFhtyeFrB5G7biwZSlAW/extnYbpSDuuj/Yx/BnNC6zkCImebExuk0sZJHBE3WM+gpdQJyZzkfbp7Dtb793AO5DI2A4U3pvDaBdo61df0HjwH+A7goljYmcxz7eDLVOX2+/n0Jjm+fFkRfdin4+w2v62TgIukvzAmkmIvLV4cXa36bQfdwT2ZTCLU2RbrC+m2rvkVVRn5vxaCSQY/BBk9AF/LXAXr66PJz1Smg4vtDbmMe+q7DnqB3YKU/32D1+PqOL47N8fV2LQt/Wtt+PkKFxIeIcxylsASLOcQDhcHvQ/pTl9XuhDirzgX3Cbk8C+Uailr1n6KGOkxm2dxUysBbaS3SCXfMq6sRYi1q384rnC7jdFSiOcxZZpBFHHf7usn54jjTCddnH/k00nNSjaDi2PnZujCmDOYdGQy1GM4g5T+blo5umLJebDEfb39PzeK/x9m5J16/jN2gipjbgNFPMvLB2aWHL6UVZUUOaHzXowvwJdLdIUEjI8f7n0t4x/0KjS8XDmDxr6dWYFZveDc2rRy3wTWjeg6Drr0YXOf+KO/4uvmhB9h47xP4/kW5CYkYc8DiFLUDEOQ6gWtEeJYNsZwnqWIFYjNIJpJlRkDxhTf31Ay/bB3lY2H1doPEssRdnt5no0G3Xz1Fr4/ks7kn/HPB+2O3JsO1roouASekqYHHXOzSRzyI02k1SpdVfP/A31AdhsO/Yk8CJ8WWzbNc2xOL/Tgi5j6uAT1EIRQN5hEEQS2uectfLnvO/ota9b/CFhkR3CNLaRqcXZkUNea4MNqXsPRuDNtShcE8U3nEl6pfRYmMdD5uaBYyx/3u1IQTFok9BdwYDj/OMwmt+wgfJBMYBl9j/K6DGhI3tdz2wYtj9siRxCRH1aBJ9co5AP463O+fKsqjjW2BzFD93CPC2c250svKWEQuxTEvOuX3QF+uZwNPOuSMzlSEJnYCGd/qTWNay3k6ima7eB9ZNVsYpHYdaVfug239nyuJZ7p4G1nLODcqrwAGSiHyEbl3ugVqJM71eROQWNLnRdOAR59yVzrnKRGWdc+X2swSoEpEZAM65cWgYsVt8ZV0WTfLodVThaEeVk9BIRJpRnHk1MF1E5uXxdu/a31RzeQi6TX4BuohaW0Te9BX5CFXKtkvjfv9AnT4PlCLIUtjTSURmiMg/RGQdFK50BZrM5j40jnU1Gk1nLNApIp3OuZWdc+s757YFfhSRt5xzJfZe67UkInPQOdoIPOmcWyHgW/wbXcBs5Tt2BzDYOfcxCtFpQb8dAIskx0ymEWVIYWvzEQfDwN6kke0sjXq2QnGUzWhSCRd3vlBY01EsQckW4tp+FQpt6YL9ReMGP2hj/RhJIBHoR0+A/cJuT4ZtL0UjAMwDhuZQTxW6zSyoUrdKknKeV/5f7Pcx6G7IOsRiuvp3YIagH81MQrR5Xv+hQjx88lxObAu/2+RPOdynErVm/j3J+R3RyDONaOSOhM85mohoFimsm2gyEkl2r4gDG9NSm/93oDtAgvornIPCplaz91InqnD3CCfoAPtnFGqdnpLs3ZxlvZUoFPPmuOP9UGjT6sQFEkj1vESch7EPW4CIAxxMTSfaBqyTYz0D7YUoprgtFXc+r1hTFD/7LktgsgVr/0HW96vGHd8MjVDQilrtky4y7KP3Iz0wNJjNr0Uo1jhXiMUu6PboQpKkk7b7fQrcb3M3YQZK1GH3NlMkpgDHpHF/D+JxFerU9WLIfdsPhXdMJMPkT1ne733gibhjlagVWVCHzNW6qcN7HhI65dKLs6IWM6Oh9A5Ed8E6bYxeQ63Vq6M7nZdRZMmiCtAvG6Owy8n4wgoGUO9tpqh3ifSEQuTGA5eixq41l8RvZ6jjHrYAEQc4mLoN9ANJsp1lWFeJKWytpsBtasfzjjUFzmUJTrZALALEvva7DMXHdaB40PXSrOffNh96nGWfmINc1tkgfXUNRdNbiynCCT9wplQvE3fMyzx2PBpWrtp+r4xmHVspxX372bPzGbol7sWGHxNiv57mKaZkkfwpi/vdjC6KPSv/ymhWQkEt9lVp1OElIuoSz5fFs6KODnveLqlsz9ipKIZa0F3F+4FdEyl/vZ3R2NvtqON8IAs84LckSbBk3/4FKJ59b+ABFDJ3G1n6UkWc4fiELUDEAQ9oimxnWda3nilwHajndikxb+1x+LIR2u8JxGLqukw/0kTJFkBT9DajVoZhaEgqQWMWp23pIBbpZY2w25RFHzjUMr0olcKaQX2l6OIvrQUJPngMamnqRK25N2Ae9NiODbr4GZ6gjttsLm9gv+tR+Mp9IfVpJbq4etp37EQyTP6U4T2Pt/qXQ2MWN6DJl3bNsJ6PgacSHO/VWVF7Gttzuw6Kr55lY/MjcB0aT77HLexz6AsvC+i/CSDGNrpj+3P8t5FYeLyXgPXt/9Xte9FJXMbKiPM03mELEHEeBlVDFi2W7SzH+urtwRTUwjeUNLCmvuuXMkX7SmCtFPeJki3E+uItdNt6rikgB2RRx3AbsxPCbk+WfTDUPh6vZvIx8n1cuiQjYnGozIl0jUDg0AXMhb5j7/jm+dH2cayw30sDf0KTIB3mu2Y36/tz4+q/EFXo08ZcB9ifhxAXfxzdgXoRtWoNz8M9NyYWrlDsg59xZB4UFtKM7QzYseXs+XiNXhx6racyahTYEU060mTjPwV1VF8hbPkK1AdeaMdr47+LWdZ3M4qd7rKjA1xj388X0QgsVxDiLtiSxqELEHEeBlWV36/xZTsLqN4DUOzpTygWNSnWlNi27lLo1vptKPbxIwwykqD+KNmC9kMVse3Sd8gh66N9vB4Pu005yL+f9cNpaZZfCjg57tgqaIKjtey334nzcVJgC01Zvsr3e2U0ykd9XLnh9gwcASyDQhveIW6LGw031kKB4yCji4RPUAxz/GI36+RPadzXU6Y70QV1VkovGjFCgG197XkC3bno1VlRewOjceAPQ5PwCDHDzGFA37Dly3PbL7H2/i2AurYnLrkVCoP6BPUzaiCBz0f8eyjiPIxz2AJEnKeB1ZjPncD4gOv1Yx6vMcWvC9bUV/4w4A3f7wtIEDMWzcAlhVYyio1Rb/gPfB+chFEoMqjvGlM4eqRjlilNk0wBTSt+K4qh9XD7l6LQo4fRtMhn+uo9FrV2zgC2TlJXvX30Dwf6A6fjc6jzK5+o49VxaASaZpLAa0yeRgqYBZEY/Gv/JOdzSv6UZNz+jO4AtAEv51ifl4jIi6vrZUU9Nuw5GnHGY7kCcAa60BfUan0PignuspvU09mehVutrUflWFc5CpuZGHfci+d9BIvnG3DoLtkRYfdDb+fQBYg4j4OrntQCbB9wvZXErMjv44s6QVwoNntBXmz/L4/irrf0na8lSrbgvfQOM8V3DvB/1r+751jv76yeLYOQM6S+GYjiL98nhYWFGLxjEBq7+CF7BsagkIB6FOKxvO+atdCt0U40+kAiaMhqqEXtXvvod4k+gcZSvgeFgAgKS9g5iZyrE5ClKoM+fN7anlBZIYDkT3Hj5UUDehhdDE0LoA3P2RzwsqI+TRT+q8eyzbkxKATiR5svs1A44Lr0Iny1KcGP2Htmzxzr+hdqgfacoRM+A9hiHVgDmBx2H/R2Dl2AiPM4uGo1/gRNQBF4eCJTlOeYAngoijW9JK7MMHT7+2oUDvI4utW9oykvz6I4yg7gN2H3WUjj1NcUMbH+GGJj1w6cn2PdfayeHh1/l9iioNv+sI/0OcD+wLLEIEf9ULhRXVz5WjTMo6AJVlZIUu+yvv/XQMPeXW4fyXvQ0FTzUd+BHdHQWDclqetRFApS3V17Aug7L+b4Sd2UG4xCuN4kezjGlqiTYwvqfOiI4UZzssQDf7F63mAJyoq6JDDqXLcLsV0osW/XaeQQb76YGE3V/oq1b6sc6tmaOEOLPbu32TuuBHW4vpmYgeE18pCZMWLfuIQtQMR5HmCNxtEG3NlNuaROW91cN4SYc9HdGP4NdXba2FfuaDQ6w4EopvRjYB9021yAJ8Puq5DGZ0MU396OplT2Jwj5kADwzqbcvR12WwNox83ooithHGhfubEonnaY79gmKDwpaZp2NPHQfFPU9kpwvgS1bntxdf9miuI2pgw8g1pMR/iumYBBTuLq2tzm/R8L0G/3WLv6pFH29ybXmRneowxNad+Jprhf23duK3x45xza4S0KhCwcciPuGYz6PfwRdTwWm1PPoD43gcVtDqlt/VG/oQbSDHGaoI4ydCF+T9zxyXHvvOdRvPYYNBLRZmG3vzdz6AJEXIBB1o++kGR7iTSctrqpv9QUwXZTDMegKaE/QaN8nI8mrfDwjjujW1VesoUvgSPD7qcCj0kJanVpQyEuGyUocyswI6Dx7wQGhN3uHNvRB018MgWoSVHuD9jizObmOHRHpFvFFRiBWj7F5miX+6B+A88CF/mOHedXjjGMOhpb+vYEdTg0YssXBBA2K0V7VkQXIGmHyiTD5E+o86Wn+EwgDqpl7xchTSfSFPfx4q9PpRdBACJOOeYr2fP7lY39IjQj5nb5fG7y3Kbl7J0/myydZ4HrrS9qfccux6IHoVCricBF6M5ZRovjiLMYk7AFiLgAg6x4rckoLm3ZJGW6ddpK4z4b2YeuDQ3gPxpVos9CcY41Vm5ze8DvQx2UngZO99WzYth9lufxWBbF9Ir1QcIwgMRw04NzvN9vrJ69w257AH3nOape3U25V1HoxhT7+P4aCydFDPaRDGtYbh8hb6s54fYoGjv3Rau7EVXYvboH2PPwPpZkwZTOUb7r9ybPyYlQeFUrsFwG16Sd/AldNP+Mhtb7Q4py3xBnScuwHV5WVM9hNFKmlyBGF58bo3Hef7bn5gf7VvW4ZD2osWqOPRdDsrh+C+uDvXzH1kShlDfbd/skOx4lbSnEmIYtQMQFGmh1ompGFWR/FsOMnba6uU9/FPcmKKxjkO9cve//F6zMV8B0O7YVGs/6aXpp0hY0tNEs1NHryFRKARqRRUiQ8SrDe5ah0IWE+N2exugCTUgSgcPK9AV+RQIcPotDaZIqi8C26M5JEwpT6jJWKH7xdfvAH4fCPiahUIf7geOt3GbANNTq+47JVobu5LyWp34agFqvbs3i2pTJn9CY8DdYmbfoJm629cUXObTFy4p6LT00EVHEwTDqT7KHfavaiDnCn0gSY1ExMgpbakDhfBnlVUB33GYAk+KOV6MhbHOCVEWcxXiGLUDEBRzsWDrjQxKcy8hpq5v7OBTz1mSK43YorGEPUyCXM+XjC1MwNrEP/7XASXb9eFNMeoUFCrWsefFGP05HGUAXMkIAW3RoetlesT2OOvJMsbmTdoxam1f+UHZ7onCN1VNcMwh40sbhfuIceYk5xT2JQmmORy1Eq8Xd9zMsqQua5OUW+yB68JBAEizFyXam1T0qy+u95E+bxB1fg1gc9EtII4atT5ZucdsJrv0lKyoaEUiAP4c9DyMOn1E4w3Hogk5QSNMTwL6kgIIVC6P+Fq2oE35Gzsho2NOmTL7NEedxLMMWIOICDrYqtC+QINsZWTptdXO/UXEf3VXQJC8/2AvkLeAYK7se6ijnOTD+Abg+7D4LqN9H+l724zN5aZrS+EAAMhxl9+8VW36o42YHcEs35XYADo871hfFHP4bxaWndH615+Zk1Ao2zVMu0bB6rShEyqHhIh8nzkqLKteP+35vgcGa0EgiPwH/Cbh/qtCFbNYOrMSSP30F1NF1kZx2yE1ilu6MnKBIkBWVHp6IKOL8MLAqmsdgqs21BnTRuiVFHEIRhXt1opb2tKPo2PdZSACvohcYTXoahy5AxAUecA2Y3yXbGTk4bXVzvxpi28FvosH6xY5t4Cu3NmolXBp1ArsJ2MXOLU8PxMX5+nUBaonfI4vr7wG+DUCOkdbvx4XdJwH27XnWpl1SlFmZrpbVXVGs4q/s9wPEpf1OUtcYUyw70HjpH6IwkKV9ZQ5Dsb0r+44tjVqe9kdx1JcDF/jOn2sf05wS9MTJegQBxBdH4SmdqA+FB996igy309HdLgH+L8PrumRFpYcnIoo4v4wufrewObvA5s80NBRrlxjxxcCoo76YzGkpwtbO6QS8EI84yzEMW4CIQxh0/eALcdnOyMFpK4177omG5xJTQrrUg4Y++i8ai/NRU6LXMnkmotjUIOCCxgAAIABJREFUpFvyxcSoxfFma++rxO0EZFDPqVbHUgHI9DXwUNh9E2Afe05ps4CB3ZQdyuKZwW4ALrX/B5NmZjI0oshdxEK0HZigzDL2t68nF7pLc6UppB9g4fNQa+8g1J/hnwH1SwmK2X4n3Q9zN/V57W23+ZjtO2AGGfhCEHM2vSbuuBdzfIuw52DExc2oMWcf1DDUbvNmMgq1SvnOCEHWc0y+CzO45gp7d2QMn4o44PELW4CIQxj0xbOd+bMXJnXairu+Kot7ltpLzHuhTTCFcxe/goc6kVyNBaRHt9f/bv8fh1r4ivrFgVrZP0cteueTZQIMq2sbunG2y6CuG1BLTa9J2WtKaguKZ07lzHkfi0eM2QBdMGbk+GPXbmRj24ZGyNkpSbnfotApT3HeFoUy7WG//TtD/7SP4qBM5Ulw311szuyTYz2l6E5SOwpnmU0OyZ/QrIgfpVnWy4r6BXHYV3pJIqKIC8vo7sgJ6AJc7Pl9BNgrm29aHuTzfIUEOCHNa7xITfuHLf+SzqELEHFIA59mtrN4BQXFUT5IhtmUgFPsoT+YuOQOpli/hW7fvoHiXB1qzb4IeMbq2BC19uaUSS2PfepQB7QWFBeedZYrX50DrN9OCaCuPayuTXKtq5iYmPU+6QcFjWbzvn1QV0Qx/Gf5zteiFqyUqX6t3P9M0VvP6hTU6twFdoA63H6GWsauAA5OUu8q9kycF0B/vILCWHJZxPmTMd2DhrPsNvlTN3WeZ0pwtz4D9k7oAH6d5PzLRCmSI86S0UX4xWh2YEGjHf0LjaAUGt4YXcDel66CbN+cqcAjYffpks6hCxBxiIMfi3N7ZtzxLk5bceePBp61/7v9YBOzHj5ADC6yFbG0w8ehIeNGY1hMNKHJi2j4oLtMObgauCLsfkvSxgGoA4mgVv/AthDtZXl3APX0NwXlnLD7K+C+LzUFch4pUg8Df0bDLt5vH05/hs5a1OI8hRT4fDS29C8QA9TR72o79i4JcM/ownWluGOJwuz9B13g1ia7fxp94Vmq/pRDHb9FY+AuAg71PbNnkyL5Uxr17mbXj+mm3M5WLqnlmV6SiCjicNneHdugIVkX2rz7GvVjyCqhSgAyVaL+Q23A2DTKX4buHGW8yxZxgOMWtgARhzwBEmQ7Q522Nrb//VvRu/v+fwTYzxTdkb4PbvxfD9c6O17BRMMaPWYvsAe9D6MpH7OxkF6msNyFRhSo8NdfDIxa7aajC4P/C1o2U7I+D6iuN4DXw+6zPIzBSPsYPpWq/21ur4ovqgmKwT0YhUccgi/5Sty129pc7bKgszp+MhkOymYOoMq8kIOTKLpQmEsW4bLsI+45/H1AnLMWmszmbVIkf+qm/hWs7qT4dGJZUd8nRcg91J9D6AWJiCIuDrbvywHogrvT5tfrqPEoZ5+VDGXpg/o8NNI97HIDk/XgsPtwSebQBYg45AmweLazqrhzq+LDK6JOgBPQrbD7UZznw3HXxKcS9pIt7Jrk/g61GLai4a82Qy2oDxOLtjAM3dYtKk9sNOnGOai19wtg3Tzdx7PC1QdQ13kmb6+zYhAL/3dMGmWrTDn8Kxojen8UuvGezfPyuPL90AXTZySBKaBOji+YDHdmM17Aa6hlLGOIBrpQ6MQXKSTDa98x2a+Jfxf4yiVM/pTmPRyq6Cd0tLTzXlbUlNF7iCUiujHseRdx72N7lk8lFtq1Fd1Z3ZU04qoHJMMyKKRsLinyEthz8zX+cJFQLTBCYDWBlQWWkSIyQPVGDl2AiMNnNMa0AJfEHf83izttrY2u1G9H4/R+Qcy56lDUwe06FB/dBw0l1k4aHvzAulZfBxqW73BTbK5HLbPXhd1PcfIOQ50hBU0mkbOim+JeOxEQ1plYVsXdc62r2Ng+Kk+i8ISVUpTb1RTnyag1+XKbc6ejYSN/JM55z+Z8O7B+NzKUooufDuDL7sonuN6DQmRscUWdl1rIPGzdAdbun0gRZtBXPmnypzSufYYkWGc00Yb43znd1NVrEhFFXJxs75R1gH+gUYPEnpPr0N2RvM491L9jBrqQT5qFeCBcfii0N/bt+5D07TtVysvbZODABlluuQUyePACqalplurq+TJgwKtSUXGB9JCoWD2JQxcg4uJg1Mq8WLYz1DL9ARq6a0XUCnu0ndsNXTWfh2Ke30O3yfdHE2FsiToY/pJsIQ0Z6k1pEVNUN0e32Db1lQn9w2nK2FxTQPLuRY06gwmWmjrHuspN7vFh92Oe+srLrvkqvrThCco9bB/ESaZEX41m6XsR9SV4CtjNyu5u/Z821hxdtHyHWrROIs1wcqaMf4Eq+mnPddSK1UQGllp73u7wPW/D0rwuafKnNK69FFX44y3/3ri9lmrc4q7xdiICi88dccTJGN0NGYtCI5ts7n0BnAWsmMf7jkZ3YT4j3vkeVpO6ugntVVVNC7beWuTGG0XeeUekuVkWo85OkWnTRB56SOTkk9ukX79G6dfvfYH9JM3nLeJuxilsASIuDiYu25nvuOe0NQm4EYvigUbZaDCFuhVfel8U2vE6cckWMpDFs5TNxWcpC1uRRqEBngPa2xTIQQW1jsykm2x/GdT3CPBl2HMuj/21n43RaSnK/AqNIPMP+3sOatW+2M7fjkKLLkSd8d6JVwDTkGMpdFdF0BB5y6R53R/tms0zuNc4u2bVNMuvZ8+ul4AmI1gJurhuAJ4ng7jTaBIjAdbyHXPWP4syeaaIJSI6Nuw5F/GSxejO66E2/4XYgvRw8gChQxfnTWj0rTqBSqmpuUjq6hrlb39rk+nTJSNqbRW5/36RtddukD59Pows1QGMUdgCRFw8bA9sJ3FWSxRPOQoN37U2as16EljBzl+BOhJ6Toce/CGrNOS+e3oYzmsJOQ4oihX90OS5nALh5nz3fwL4IKC6jrd2jAh7zuWprzzsbQsJsLeoFXctm7c3otu1R6I7KyVW5kk0sUOD1ZMUs5iGLMegOOMZpLG4RFNozwYeTfMeNSg0pduEPCbPCegCeDoZpveOq+twMsxqiC5iBJ+zFLHFQ7dY9wT1fZVOuyOOOF8MDEd9Lz63edyMQiR3IsCY/qiTc/um8GpnXd1UGTt2kXz/veREHR0i11/fIbW1jVJdfZYUwc5vT+XQBYi4uBjdhhVg+wTnalDM4z/R8G9eZI1fE0uscq6toLskW8hClkrUcigkiC5QoP5wpjQ0moKzY0jjcgEadSXnRQUK3xFyTBVfzEyKqBBols1H0GyfbwIHxJ0/Gt15OMj6Ke2sfSnkGQ18ii5WL+zuI4viroU0LEbEUhFv2k05f/Sch8gxrBxJkj91c00JGvHkavudVhSWFPX1ukREEfdMtudhA9SB90d7zmYDV6E7QTkrqqfCxQ01NSJ33qnQjaBo2jSRNddcKHV1EyPYR5bjH7YAERcXo1CGj9Fg9v19x1dHLdKP2e9nUOvfiyhe+lwUUzaZFMkWspRpR2Jxbw8L4qWU5n37ogkrxNo7OMRx8RKuZOTQlqQuB0wDJoU93/LcZ1684gt8xw4Hnrf/B6LY/i9RK+3JaGi8U9EweE2oBXfDgOSpRS3hgsKgkuIs0cVAI3BzN3WWmvxvpHouiMV1b0Z9HAJ5hkgz+VPcNa8YpxUfvJu6vOdi42yujzjifDAaEvZ3xHbIBF1Mn06avgldGDaVmppF8txzkhdqaBDZaKNFUld3t2QA3YrYxjxsASIuPkYja7QBE+OOT0a3surR7FHT7EXxoq2+u022kINMQ9BA9mIKbt8898Gv0UQx7cBfCHm1Doywth8ZUH0TUIevXm2FQDNm/rK4Qy1EV8aVOdPm+/3ozsxL6OKtnTzEMQZ+D8w3Tlo/Cm9qBYakKLOnzYs9kpwvR3c1vIyja+Uie5J7JEz+lKL81ag12stceUAO9+6ViYgi7j1sc/RIWziKPYvPorHt04sCBYOkunq+PPWU5JUWLlQLdUVFWunMI/aNc9gCRFycTGybeU/77VDc8FfG36GOW+uizhjPo5a0xSyBActUimLT2lFnyUAshnH3KEGzL7ah4dNSBswv4Hg41IIXSBQONHW25KMPi4ltbk5FMxvW2KLsZdShttbKlKEY6XfQ+LIepvxIO7+zKbb7BCjXiqg1WdBsjF0gUegCqgO4MMWceBN1JOyyKEKTpLxm95hADpkV02hPl+RPKcoezOKxe3Oykls/vhb2XIs44u4YhTWdbd9QsW/mRDQDcGLDBjjp0+dpOe20FikE/e9/IrW1iyRN6FbENrZhCxBxcTJq0ZqMYr+GEUvzvSIayeNzFDu9FOrM1WF8ELqFPSqPsm1kim6bKb6BbEkBy6KRSwS4lyJLbAI8B7wZUF1LoxaSs8JuVwH6bUsb0/G+Y7ehmTn38JVpRcMeNmJZEG2Of4pmtnwUGBegXOX2LHlbwGsmKHMvuojqYsEiFjP86ATn9rTrFgB/KEAfe8mfPqYbXD+6OyAm38AA7t1rExFF3DvZ3i0boZj/n+15+AFNDb6403Rp6YGyyioLpaUwurSIiFx3XYfU13/cW+EeqA9Wl+RRtrB5Oas6w25UxMXLqCW6Bd3yvg21RP/aFLEDgStRR6338UXvAI4AJuRZtn4oHk1Q56WM0xvH1bcD6izSaPIXnVczGkWkmYCcrVBL7Etht6sA/TYK+MTmyu2+47ujeOP70LjJE2w+z0Ut2P3QNPeDrfxy6FbtoIDl2xZ1lmxGnR+d79wYk7vLtisaK3sOi2cprbEFgKBW64JFbCFJ8qcE5c63cg8EdF9vUbFb2HMt4ogzZdTRfg9717QRc7g/aQAMkfr67+Wll6Sg1NkpssoqCwR2CLq9xcD2jnw37tgYW5RvkFWdYTcq4uJmdHtcUMeto1CL9IX20R+JWpnm2/FHiIXHG21/86aUoqv7I1FHsVkkiECSRh0VxCKYfEQRx9skFj+5iwUzy/ouspd33rI3FgOjFv0/ohj4ZuCWBArrEBRCJMBJdnwEFg3EeDvg3DzJOAiFmggKfVjKd+5F1D+h3HdsNSs7zndsFLH0xxdT4PCNJkOX5E9x572sqD8CzwR0Ty8R0fVhz7WII86FUUPVsbYQlh2gY9HKK7cHGrkjXbr5ZpF+/V7MtU3FyGiM8MWiY6GJvu7Mus6wGxVxcbIpql7SiXfR7eIV7KP/BIpDfZZY+uYjUFypi6tn6QLIuoZPibgkXSXCFgNv2XXjgeqw+70beT0F6sCA6tvK6ts57Lblsc/2BZ6w/z1FbhqLW3MdClVqtfn+MGbRRX0HLkNxzf/GHAbj53lAspag2RLbTMZN7LiXTn4/X9mb0EXkQJP/KGKLyu1C7O+EyZ/sXDW66J6GLmjmBtWPNma9NhFRxEseA7+a0qfPtzJhgoRCjY0i9fWN0gvzEaDRyYSYY/rv7f25vK/MeDSqmaRTZwkRRZSA7HGai+JE37TDtwBzRGQsiuVcGXWceA4NWfex2CwEcM7thmKQ8i3rJ2h8zxuAU4BXnHMjU13jnNsXDem3MupkebSINOVb1hzpCxSGsm5A9b2KvkC2Dai+YqQ30bCNoFbmC1EfgMMBnHMXoYlE7kBDvB2OLrDGO+dGoYvFAcDGwNMici/Y2zVgEpFOEbkcxVK2AS86584yGT4DTnZKy6JZQm9BFwf3oS/+l9AdoaeCli1dEpEG1G9iRXTHx08Xon19CDou/dGEF0HQ08BI59yIgOqLKKJQSeDLVZqbl2X33cMRoLoaxo7tRI0ugZNzriof9aZJn6E76huYHBcB/xCRab4yd5PBtzZSpiNKSM65Y5xzS6EJLgah1qYtgBOtSDUaY3YKiqs+U0Ru8NchIv8B5plCkFcSkSYRORp1vFoZeM8594f4cs65OufcLaiS/yGwtojcn2/5giAR6UCxdIEo0yLihTXcLoj6io2cc8NF5Ct01wJUQT0PVZrPc84dD2yCRpdYEzhcRH4SkfNRJ9ozUYtFG2q9v8nqdfmUW0QmA+ugISDPRRXFm9Dso1uj0UbKUZz3+2jmxlOBsSIyK5+ypUMi8jKabOko59wOAM65LVEnzmtF5Fl0twu0nUHQ0/a3Ny8MI1qyaDWWXrqNfv3Ck2CTTWqpr9806Gqdc8NxJQtKKmt/KKmqneicO8A5F9TCulsyY8hk1Ah3AqrPXBRX5qWM3qdhm9sjLj5GA8v/CPzOd+xs1Pu+DbgTtZAuIC7ZArrlPIoY7nQFVGHLO9zDJ8Nw1OoqaJxhLwTa2qjy34klmQm7r7No27XW70FFMDnR+im7RAJFyihc4pQk5/azOTAXVZY7gBvjypTa3wrfsYJ6ttuzdDAKo/rR5H3G/n6CWqW/AsaE3d8JZK8yGb8HlscXntDOV5v85wXYV70+EVHESxDDwbL77g0SJr3+uki/foHDp4BRpfVLLxh8yDXSf5s/SvXIMQ2uoqbRlVf9WFJZ+wC6Q7gK+fW5Oh8N8buAFPkbSBPmUdadsh3RkkXOuTXQKAcXAVc652pF5G4ROcc59wy65bw9+jE8UESmO+f6AZuJyMMiIs65L4DnnXNtqMXvDRH5sVBtEJGpzrnNgXGoU9lGzrmHgD+jSsnWIvJ8oeQJmN5FHVRGovGFcyW/Re/mAOoLnZxza6JY6bH2uwxNfOJt4T2Hwlv6owlEphHbcQF+2QVARFqtDicinQVpQEwGAW51zr2OWqk9yzSo7PcAR4nI/ELKlQ6JSLNz7gAUzvE8Gr97YxFptPNNzrnPCG6XRZxzTwO7O+dKvfGLKKIeTMNYddXaUCUYMYKOlpbBZc6tHXDNK+FKpGKZFalYZkX6rLdznYjQPvf76ubvPt6t+dv3tmue+qGT9pb20ur6VzubFz6Gwtg+CfA9/CZwBrpzOSHXyiJlOqJ4uhkNcXeHc24WsJlz7nkRmSkirzrnzkZDtH2GWqhBQ4hd4Zz7QESmikirc+5JFDc5C1PYTCEJHGuaiESkHTjTOfc2qnScij40WxZSsc8DvWd/1yUYZfpjNCzbdvQSZRq4AvhURGabYn0qsIxzbjBwiIi845zbBbgdhSrtJYr1TUqFmrdJ7j3FOfcb1DlyBzt8BprMJTS5uiMRedc5dy+6sHlARN6IK/IuwcIynkK99Ncn5ucRUUQ9k0pKqqmqyiukrFuqrKSto6OG2HcnQFp8weuco3zAUMoHDKV+7R1qRYSOBbNZ9NnLYxe89cD2nU0LSigt/xB1Fg+C5tjfk4NYfEfKdES/kHOuP/CQiNxhh14A9gL+DhzqnKtAHZ9aUFzyOmisxm+dc+OBy51zf0GjTjSjmNNG74Nf6A+/c24L4Dp0C/gTFH4ywTl3qIj8VEhZAqRPsExzaHSJnMhn0RvrnCsptPU1aHLO9UV3T5YzrP4+KH73PjTixbnAb1F/kcFoXx7pnLu/WBVT51wlulO0g+/wGcAPzrnbiljupVFLehOwuXNuWRGZ6SvyLnCgc26wiMwI4JbPopClbYmU6Yh6OnV2ttLeHq4MbW2UlJS0AUH7PS0L7lA0Q+1i1L5gNs3TPqZ56gdNzd++39HRtKCkpLxqMs49SkfbswHK8Fc00tN/g6gsUqYj+oVE5GdUcca2Sr9zzh0I3GVKcg261bw/6ql/u3NufRFpFpHLnHM3oPFtG9CICE2oIiuFtErbtv7fUGX+SzS02PvAn9DQeR845/YTkRcLIU+QZFb/jwguogeoRe8AdGzf7aZsUZOIzHfO/QtNLrQX8LqITABwzl0NbGrW6pvR3ZXxKNTjaOD6cKROTs65VdCdlXVQS0oD6hMwF43msa1z7mgRWRCelF3JnDTHo+E190IXfjc6537new941q51gJyVaRH50Tn3HqpMn59rfRFFFDL9xPTpzaj/QTg0axYVFRU/SlPTxUFWa5GSDhUR2n/+gebvPqH52/cam6d+KNLW1OnKKvzQjo872lsDMfJY5I7RaKCCrUlh5XbO3YQZMJxz04EnReTwpJXnC9wdcc9nYk5YW6Cer+3ArXasS7Yz9KGvAIbncM8RaCievllevzzwssl2K11j3a6LhpjrAM6hZzoh3oRiv4OK0bus9dfpYbctx3aUxP1eEV9mTBQC8DgaBq8dhQM4YrHSV87wfvX2tzRP7TkQWIhGHznTxugI4C7UaeZ8m8dfkmXWrjyOxb4m72n2+wT7faivTB87dkaA972QJSARUcRLAMPGsuqq8yRMuu02kf79H00oXw4MrEFJaVtJZW2jK6/6qaSq7j/gjkRDZ+bT6XB71Pn8K2CnQOvOl9AR9zyOV0Z8x6tNefvBr+SicZ1/yXYW/xBk+lCYsvMRcD+aSW10htfvhlrsGvAluEhQrh5Njy7oyrdHRbIAjjHZlw+wzg+BZ8NuWx77bA00rODxdM0cuBzwM/BauooxcJwptF6mz8AWZTY/7zA5X0Sd955Ase1VqCVXUCz4JqgDZRtwcrJnuMB97fXnq8QW5CUobGwBsIKv7BfA/QHe20tEFOiHMuKIC85QI+XlrdLcLKHRUUc1i0XmCpJRI8Z2qMEjb8pzITmKMx2RB4tAfHhZL5auc64UtfYMAA6QxSMHnIymaL7NOVcn9pR4FP+7GxmORxO//FZE9kDxrOVpXlvtnLseTcP8NbCOiCRNFiMiDSJyEAptWAeFfeyarqxFQEHH6AWFemzinKsJsM6CkHNuuHPuBOfc8c65nfzxSn0xoavQTIZ/A94BLvDKiMj3aISU36BJf7q73zbAjsAkdOGHiLTbs5JrW9ZDx3dfNBrNVqiD7w6oY3CziLyH4oP/D4VTrQ08gkKvHnPODcpVjmzJ+nsCukN1kMSionSiYf4AbnHOed+e9wgWsuQlIuqVsdMjWnLIQdOimpqZvPRSOAKIwGOPtaHPVMBVi4jIUyLyTSZ6QlFT2Np8xOEy6tj0LxQSsQqWqx6zcAF7o5aea5Jcvylqnb4hy/t7cWeXxSAZ6FbPpyiWdWtgKTveZQWLpgX90GS8jDRTifuuXxl4266/jiJPKe71GQZTCbDO7a0Pdgi7fVnI/hGqHN+EYv5vAHb3nR8GlAIPoo6xqyeow6FOiq10syOC4oDH2P8P4bOsJpqjabahBA3P14rGPt3Md+5WFIayVILxOsgn/9HWvpnAtiGNxVEm1zFJzh9m5//Pfp9mv5cKUIYngM/CnpcRR5wN2zfpXODrI0Aatt5aQqFnnhHp0+cb6SWW43xz6AJEHOLgKw7zaVNer0PjwR5HLMnJUDRyx1ee0puknkuzUcTQtMPX++sGvGgMR6GWrEuAvya41qGB3RuB2Wj2t2z7oQIN9yemmK8W9tikIfMnwCMB1ldjY315kr7+PbEFVuhQAp9sa6OOId7vUaawXY3i+qtRp1gPGpN0yxJY2hTR94lblMXPCRZP5vIt8Occ2rAMiuUWVOEf4Du3nCnYVycYkw/RhYTzHR+NLkQ70R2l8gKOxUgU4/0UST7AJvejqPV4VdRZUICtApQjaSKiYp7LES+5jC7Qj0YzrwpqLPnvUDiss6pqkXzzjRSctt9+oTj3x1zatSRx6AJEHNLAQyVq8drbd2wj+9BNNAXzZnuof91NXVVovOLvgf5p3v8m1IK0pu+Ys799fMeOBi6NO98PjQ4gaEa4wQH1yY6oYt6IKupFuyJHMbXTA67zGeCjuGNenz8IbBp2uxPIvIwplQf5jg0AjgQeQxcJGwLzUXx8Skw0sLPNqwt8x/6NKtgHxJUts78boFjgZdDF4OYZyL81GsmiGYWaxPsdXGLP4IoJrj3QZB0bd7wW3W0S4I1E1+ZhHEqBV9AsqUO7KTsYdap8Cxhkcp4coCyjiHN27AlzOeIli+0bvBsKT2y1OfsRCp8c8kvZ2trLZc89G6WQ9MorItXV88QMaxGnMZ5hCxBxiIMPv0MV6sU8aNFoARPjlYpu6loXdYKamEbZI4BO3++BQGWSsqcDV/p+/xrFabfbuUAtS/ahf8bafg9ZRhUpwNh50REGBVint+U+2Hes3P6eiUKC1rV+PwHYDF+0jBD7YitTeE9hcSjEJHSB9CzqlDoizfommAL7GxSr/BTwR3T35jdWxlPMvP45DLUGTwO2T+Me5SgkpRMN0bdWgjJ90EXAPUnqqACmA88lOb+3XT8f+H2ex+BUmzv7p1l+Lyt/lvXZXQHK4lBn6bvj+7zY53LEvZttbv4a3ZH9yZ6BmejO6NokMuBAjdTVfSf33ScFoYYGkSFDFgnsmu/+6E0cugARhzj4ahW6Dt0GH41tL6Oh8JpJsN3dTX1n2cthr27KVaGW1XH2UX0etYifSgyzvawpNa8AK6GY0tNRJfoburGW59gvpcBfCnGvHGTcgoAxzsSiRByY4NyuaFzjf6MhBU9Gnd4eKoK+KAG2RDHzt6LwoFXRXYZzrE1HZFBfHxS68QVq5V0WhTydjsJHlvXu67vmGhR60wWPnaD+FYht595EEusPcJKVWS9FXSenKoN6y79hZW4kBVwrh/5fE4UI3Z9QGUh+3V3oAvx5AsY4o9kt55BgsV3Mczni3sn2HJ5l7xRBdz/vQhfr3UcCgg2lT59G+e47ySt1doocfHCz1Nf/u9B91NM5dAEiDnkCqKJwMWqFPcY+4DNRy1ymoenK0K3bH4mz8qBb7X7lYzgKC/kAzZi4kX1Ud7LzBwD/tP8Ho9huAe4F+hWob35jSlUbarUtGnwlCnUR4C8B1lliCugdccfHopCcfdA43n2IxVh+D9g47P4wWYaajG+gMIdx9tF6PEMlbwLwMHGOt6gl82Lgb3HlVwdOTbPuvVAoxHxgnxTlylFHxIRWZ185z3p9dzd1XYhawT/N9Lnu5v4VNgdmAQMzvHYp1II8y2SrC1Cu/W381u2Jcznins/2jj4chZeJ8XPAIfigjGlzdfVpMnz4Ipk5U/JCnZ0iZ57ZKnV1X0qR7sgWM4cuQMQhDr5vRYziS49H8YRClgk8UItgE2rpcag6MxheAAAgAElEQVTSPA1VnNeJK7sOPow1qsjfGFdmB2I45iMyUYoC6qN+qAIvqEJfNFvBaLKO+wKu8250MeWH/dwJHJykb+4ENgq7LxLIVoWmlJ6LH3+Y+pqlUUjI9egCb4GN+9a+MjsBV6EpyfcAfpVm3TXEcMxv0g3kBF1MCrBjGnVfiu6irNBNuW2I4bOPCeJZAs4zOXfJ8nov+ZMEqcgSS0R0WtzxHjeXI+45jC5cd0J3PZptDn6G7nTmnBfg86qqfy4aMkTkq68kUGpvF/nTn5qlru5rCRA6uCRx6AJEHD6j8IqHSZBsIcv6/mwvkcPRtJ3HodupNwPL+crFZ6y7FTja/q9At+0Fdcrodvs8j/3jTJH3IocURfg4NJTbVwHXeYj1+WjfsX+gSXRKUeeuw03x+AY4P+x+SNKOM6wdSa2/Ca4ZZgqvl2jkn9bG7/HthqBRaGaii8ThadS7JgoBERSrmzLCBrFIHR+no/CiFvk24Ko0yi6DWmYFdXzKOiQdutv0S1bUHOrxEtRcEfAc+IC4REQ9cS5HXNxsz+v66CJ7ts3lOSgkbP10nuE07zMCmHlSScncjtraJrn++g7p6JCc6dNPRdZZZ6H06fOWBBiicknj0AWIOOQJoB7F56KWHC+t8ko51lmCpvRegDo3VtvxSShurM5XtgJYC01XPt6OrWS/BbUSFkXsZ3Q7/yOT61IyjGmdB3n+YrIEBnsxxUzwhZBDdxf+BnyOwnjGo6ELA8vAGHC/rI16xyd03Etx3bqmaJ5ic3WGKZzi1WXPyY/ATWnU58V+biKD2M/EYkgfnIHstxEXizpF2RJ0F6gVXRBkHNkCtbRPsetz2hIG6kwpX0CwUI/LUCy3P/Rmj5rLERcvo4vv01HolKCW6HvRiECBhqRE/Zu+RJ0WVxNYQ+rrP5IxYxbKG28oRCNT+vFHkbPPbpOamoVSXn6cFBGMsSdy6AJEHD6jWOeUyRYyqGs0ulX+iL1cXiYW03UVFBe9T9w1ewB/sP/3QyMv/Iwv8UaxMBq3eLz11WRyXHjkKIundG0RcL2f4YvdbMcqMZwfCqH4JU102GOSQM6PTBEe0E1Z5/9r/+9oCvArvmMfWD/var/3TkOO/qhDngD/JYOtUxRO9D2ZOf+uaffqEpM9xTXr2we6wxTMtHejUCucEFB8aBT6ImSZ/ClJnd7zsX3c8R4xlyMuPgbqUQfnZ1Gcv9g37gjy5MuDhtt8D10sb/jLOSiV8vLjpa5uhqy00gK57rpOmTo1tWK9cKHIs8+K7LnnIqmqapI+fe6TNHbXIk5jnMIWIOLwGbUELyJFsoU06xmJbk/vh8bPfdVeNn/2KS57o7js9VCrs5dJrg6FeQgawaOoLUXoAuBn1Jq2b0gyLGP9dWLA9V6FWlOrwu7nLGS/iDSwxjZHT0Ot0eVx51YBzvP9Ho1ao2cDy6QhwyaoxbYNtXKnraQRi6iSlkNj3LVPoBbwtMcNdcC70+75At3EiLZrtrLyV2cqY4o6/25KvRAQjAq1njeTIBFRxBGny6ixaXs0XGyjzdH/oQvQtMJt5nDvKtQA1Ra/KPyFoURgG+nX71Gprp4vdXVNstFG8+Tggxvl2GNb5IgjmmSXXRpk6NAFUlbWKv36fS6lpSdEkI6AxypsASIOeQJkkGwhjbq2wsJLoVvcL6Bbqc3Aqr5yd6Dbr7fb73XQLeNOFHLSfaigImB0y/gVe7neQoBb1BnIMB24M+A6d6Kr493OwEXenAm775PIvbEpZDd2U+481Hp9Jmo1Pg2f5RiN8vAxsC/qtPeaLTBaUNhHsux+pVZnB5o1dEwWbZiI7sxkbOVCF7ACHJ7hdQ7FgS9Et5F/l6JsX2CqPa+BhdlDfSsEtZR/T0AfejRm/Idxx/xzuQKFvfh3JyILdcSg8MPL0F0uQZ2Zx6NRnvLuCG/vE293K32DDQwW2EngaIETBI4TOFBgLSlgRtQljUMXIOKQJ0CGyRa6qavMPshX2wtoEhpmrAWNr1lmL6jvsMgcwP/Z+e8JGK5QoP4rM+Ws0xSMtQt8/4eBTwKusw7F017sO7YMvgVRXPmlUctNwsQ7BeqHOlPEvsFCnSUpV25zcrj93hINGxcf7m4fm8evYNkVUSuzEJcJ0c4th1qQBI0fm3HoK3Rx1k6WllR7nt5F8cAZK4Sof8N71oarSWDhJs2sqFnce6Td9zzUChdIEhcSJyIaSIIoLOhCYZVCz92Ii4eBIWjccQ/a1Qr8B9i9kO83e5b/aTL8Kex+iTiNMQtbgIhDHPwsky0kqcvDHQ5HIRBX2O86NFmEoM6HK6KOG0ujuGqxv0uH3R85tn9LWxC0AH/KtT8zuO84U24CTfsKvAi8m+J8GbF02mVokow9Quz/69EFzeZplL0Hs0za723RpCtdwrvhU8xRS9HL6C7OMN/xnVAYyCI0GkpWYw9cYYrksGyutzr+YM9UUutyN9dXAv/P3nmHR1Vtbfy3kpCeEOyigr0hqIgXUfTa6/V69V67Ym8Xu2BXUBEVC/aKYr2fvTfsgiIIBCyI2HsBpaaXWd8fa48ZwiSZcmbOTHLe59lPkjPn7L1OyZm1117rfW90fcyKdDoxxVQlBawXznlYhEX+YhJ/irHfcNpMtAlQDjYJ/D8sZ/sXjNLsHGCDdD6/QfOvYcJMh2MF+OFUoykYfWS7dRcptOly4lAgDpr/zXcDgubTjU9CbMEdvx6OI5qWAsNwXvTuwPMR+56FLZs3YjmqO/rheKbhmkZOEJ5PxwQB2M+NN8jjfi92/a4csW1fWvHwOodkEJZu4otqlnvelBgjusDfsDzhv7u/e2BV+UOxPNsLgU3aOHZdbPXldSyfMdLxjBq5j9GmHq7fhxLtw/WThwkNTUyyn9YThJXdu2ImKWKxwSL7U2hH/CmBPsNCRA9G+exMN96zGAvDrtiE6WbgtnQ/x0FLX3PPxc5Ync5S9z/8LbYy4uvqBKb3oFgQqlN8N3aF5rsBQfPpxicotgBsgLE9POm+iAZGfBZ2psuwCM9DwLHO0TjcOdDzaUmJ2NKr88mURppTV7Aov5IkC0uUfv/m+j00YtvxWFR3LWCMu69LMGqom/FQWS8OO3tgjvxnxFh455zgMzBO6V5u279wk4GOnkvgJHdtfqCdlIg4z+N819fmHlyTM1xfA5PsZw2s7iF8rvVA3xTey+uxwtc8Wok/Jdnv/7C0s8i86MHAUxF/bw28EnHeX6XqPIPmX8PoTa/GUg0VUw+9B9iBDMiVx9LLQlhtRlbUDgXNWg4BuhxEZCAWfXtAVZ+L4zjBZs3jVfU/2NL+dSLSX0RE3dtAVZdiUZ95wDaYmtskjP1iJUzAYitVnenhaWUE1HATFq2tBt4SkctFJC9FQ/6ERfD6e9zvDOx+7Rax7VWMjWUillt4BVa4t6mqnq6qH3tsQyy4GeN+HqKqdbEc4PZ7DFvWf1BEegP7A7+KSE57z6X7H6jDloPXAk525x7T2G30WYA5wK+r6keJ9hOBe7GUieHJdKKqP2NFjU9i51qFTURShZmu/41V9XOMR/0fWGQ8GbyOPSObRWz7His0DWMFoMHdi/nAfSJSkuS4ATIAIrKKiJwhItOx755wTvTB2MrHCao6UVVDPtu5O/adOhErOGzy054AccJvbz5o6W0kKbaA0QGdF/H3SGAcyyrErex+hvOoD6CFRu4NbOYdt1BEtjWWpfubRIro/jBKwzbzm5Po9wksghMZ0fuaNtJXSHOlOJabr8DIJPoYg0WoOyx4w1ZcwjRyH2AO62SSZDfBVm+UGEVdYuxztPs/S1aAKayK+jEtdH/DSEEUD4sa/pXfjC3Fv40tw6+dRL9hIaKzW21/GSs+Pd/9vnPEZ74V0wbNk2epCJv4v4gV9SowHZu0dkhv6YO9f8Mmq7MS+V4Omv/NdwOCluYb3iK2sEuCx5/oHOjVIra9Gv6iwlgfKoEV3QvtdloETtZzDubXrqWdSs6nax4WolkA7J+C/q/Gqs49zWV191qJyB/GinK2abXfCiRJq5iAbatiEfnpyTrxxLCcShSBE1qK/c5PYuwcLEVlJh7mRwKrY2kZCef+YilLE3CqqO4+hxUhXyUOIZoYx8vFeHzHRmxbG5uEv5OMA++ucWshogpgiHtHHeDOd3WMEjE6p2/QMra5/6UdsLSNxe45/RGbMG3qt33t2L2xe5d9TZI1AkHz8T76bUDQ0nizPRBbwAqwXnBfON3dtr9h+dPhv1cE+tCG9DawPRY180ztLNObc0amkwKJdCwCo3icg44xrygR1Exhx9U5HSdiqxLPYkwU9+FxIWQbdgnwHJZukdIvSZaV3v6RiBUVZ8fj7rOEcp2Bfdw1PjwFto9zzmlChbCYEqQCp7Q655PdtY9ZIj2OMT8A3m21LRy5PzOJfm9y16LN3HYs7eMNbMJwB0kWgwYtPQ0nsoQVECoW4b0fS1HKSE78CNvXxFKOfgPW89ueoCVxL/02IGhputEeiC2EHWLnlD+M5ZwJlq/7IBZZEudk1WA501HVzLDldQX28vvapPEe5GMiAIotm3viCGJFoQoclwKbvwRebLWtwDmYN2D5fTcAf8cmWJOAzVJ8HY8mBcqPUcZZBVMVVIxrdjkhEawG4DcsBzPu1AAs4voDKUiRATZxto9I4NiwKuoEokTMMVrNz1z/13hlP3AbFonOidgm2AS+lgQZU2iZtEQKEeW6Z3YFbNJ0E3CG+ywPS+Hpk8pnrLM0979yZbqcVyxg818siKPYitEEbBXQU5rQFJ7DClgO9xI6YTF+V2tBAWLXwY3YLPgoVa1JpANVbXC/HoDlTg7CXmCPY05UmMXjLkxKfHNVfbWN7i7FXiT3isgKidiTbVDVBlUdBuyNFURNF5ETXFFbMvgaSyPxuggRrHhrRxHJj9h2OhYNugs7lxWw5cn/YZOE3VNgBwCuWPAmzIm/MYXj7Io5yDthlHkHqOqC1vup6h8Yy0k/YEScY2yNTUJuVNXGpI1e3rY5WM7oqSJSHIdduVhkrxGboGmUvj/BUl/uwYSf3hORdT0wuxJ7j/zVlxv/BMy5f0hEuiXQ77vY+fxVUKuqzVih9DpqxWfrY+JSqBV/fYfxVAfoGAdjBaM7p2oAESkQkf1F5BmMneU2LJVwOMbNvoeqPqKq1amywSu4/8cXsWfun9oJi/G7GgJnugtARP6JRfOuVtUpSfSTLyJjsQj1MRh/9CiMn/VTrHhif6ygZw9V/bWtvtTYD47E+GtvTdSmbISqvoIpQU7Git8eE5GKJPoLYTm3qfjifx0TNdgmYtsqwFxVnauqVZjiXtj5eQeL1noOEcnBZNtzgKM1BdX3ItJNRK7CijoXYpLgt0dzKMNQ1RexFJfzRGRQHMMNp4WaK1W4FrsfR8VxzDmYNPupqvpTWzupao2qnoilGW0EzBSRg5MxFnuOodXEUFV/w9JOBmBOW1xwz+kHLMtOAzbpP8z9PhLYXUROFZHrgW+w4ECACIhIXxEpdL+HWYpC2AT3CI/HEhEZJCK3Yw7009i76GZMbXZzVb1OVX/xctxUwk0GnwAGYtSj7/hrUQBP4HdoPGipbbSILczCgwI1WjFSYI7NBVjF9LfEKTOMh2pn2daSvXat+roRS63xdJkVK9JqIkL1DstFfBWjVxyPrTD0dp8lxbfcgS2nu2flhBT1vw7mcCmWbxzzcjFQjkUyv4jlOGzy0UyEEmOKzkkwdb8vY3k2aFFFfZI4CiKxQsGErl2rfgqwHPSo1wXjjG7EqDXj7fsilhci2hSbzN9NiwriT1hdQ5Disez1O9hdm4nYJG1Nt3119x5Yw/0PJK0a6P4/LnXPrbp32yOYYmXW8i+7d/6DqXyPBc2ne+u3AUFL4c21L9InSYHYgnsprI4V7CgWwalIoB/P1M6ytWHpMt85p/V8EmAtwFgJlBQU5GER9Kmttu0CPOAc3N5RjvGUWgyLfNYCL8Xj5MXR/0FYlHgxcHCCfezo7sGtMex7i3Mae6bh+fqPs+uADvbLxybdiaqidqOFkm8OCYr4YKkeE9r4bAVMDGk2cU7caBEiOiTKZ7tgcunLMZTgYbFwNjWWLRovwdIqtnV/X49N4LthE+7xbvuTmBbBugmMV4Gl80xy9ykEvImtqpb5fT08uqbhmpmL/LYlaB7fW78NCFoKb64VYygRvNAe9r0XVmBYg+WMJuzg4KHaWbY290XyuLtfbwCrx3n8ZqSOFWKk+2KLVoCX2+rvMqwg0bNnDptwTQX+jPe6xNB3MRaVVKyYaZ0k+xvr+tq1nX1WxPJ/x6fp2crF8uo/aO//C0vZUiyHM5nxdsGW5OuwfPO4/qexyPb8to4D9nR2XpvAdVgA3Ndqe06rv1fFotgT3XN/XTruU6Y0rFjzcSzF6+yI7V+F/z+wye0jWI70zu7Z6Y7xgoew1KUOgwKYM76vG6/O3dfPsKDCWn5fC4+v63BaFFO75PdcZ26+GxC0FN1YKzZciOUEerb0j0Wvrsd7RoqwBLLnjBTZ0rCVhBNoYUKJmenEOZy1wPUpsGs7d2/+E7GtkGX5p3PctpWdIzLDw/HDy/MJRYzb6TeSkeJqPGCkwAqi5mA0elFXamhJbUpbGoFzahUY3MbnA7G0k/EejbcKJoSitMGEEoOtbTpTwJ0kIP5EdCGijVo926e6vnfHhIFeStd98qvRIrC1k7tvR2Mqp19janxgK1Gnud9LsJqZMe7ZCWEFuyMwp7tN3nn3nhvgnMp57l7PxwqLt+qMjiam4qlYmpLvsuVBS8E99tuAoKXgprYSW/Cw30iu5Nvwlis5B3iLJNXOOkPD8jjDHN3XE2OuOxa9fTsF9nTD6JvuitjWHyc0gjFZ7ItFk+7DqtQfxINJHFZU2Qg86uH5CFbMliqu5K2xlJ0HonxW5ByItDpoWAT+D+C5Nj6bi1Fneqa+5v6nzyYKR3cHxw2igwg5LeJP3xBHCgAtQkQbR2zbGpge8XcFMCni71levusyqblznQmc5P5en4hUF3f/HnW/Hxnxey4Wkb4bqzXYIOKYB4CLo4zVC6sRmePuQR0Wkf4HaVZPTfM13te9DybE+i4PWvY13w0IWgpuahSxBQ/6PIIUqvi5MXrjgdpZZ2gsrx7Z4aQIE5pYRGpyip/FiiQjI3q/ui/OZ1y7BqNNXMOjMQuwScWveFDU5PpMqYpfxDiXuzH2b7U97Mzt6MMzdZkbe6NW28OqqDunaNxI9cgRdDDJwqKezXQgE0+L+NNdcdiynBCR2/5x+J2DFdI9i4uMYxPaTWIdI5sasC22gnkVUB6xPXwtLgROdr/3wlJfwnnTh2C5/+GodvhnaUQ/5VhU9i13r9T1cQIJ1NhkWwMGYyuGU+kiir9dtfluQNA8vqEdiC0k0F+pc5gUKwzplWyfHYyXtNpZZ2rOOV2ITWTazYd2X1BKAsU/MdgRXnpfP2Lb21gEOqqjS5ITIsw5V2Bvj85hMCaQ0ggMS9a+DsbKB2ZgUehVwtcDiwBP8+J/MwGbVnFf7HdHbNvFXeObUjx2OSb0pBjnc7vy81j6zfMx9Bu3+BPGEPFCq223Ykvwt7r7dl7re5TK5yUN915a/Qw7y3u4/7M3gf4R+4cd4/eBHSK2XwQ8j8l2PwJcGmWsPCyv/REsZU3dNb+EJGsSsqlhaWSLMOrQhFRIg5Y9zXcDgubhzbSlt/fcP3C7X1Yx9tcfo/pqxqJaKackYlm1s04ZDUrgmvRy91UxMY2oEQ4sAqhE5H96aMOGLC8tfRIuapWC8bbDIll3e9BXrvsib8ZSA7ZO033rgy1lP+Oe63+RgtzvOG2609m0KlYw9gNJqKImMP4QTO75T9pP43gY+DGG/goxjvtfiDEvG1vxWcqybBXdgUMxEZflJm+kWNUzRdc6H4ssPwGc2MY+D2I547fiUj0iPjsAeLnVtgK3/W1Mwrsi4rPNsSj+r+45/xNLB9yGTpgH3cG1X5sWmsWUBqCClhnNdwOC5uHNNCUyBY5Ish9xXyr17mXw9zSfx2pYfuc0OnEuXZzXJA9LHQg552c5+VnnWDQCo1MwvmD0fc9EbCvARV3d35tjOZGPAcdhRbBxf4liqyFfEWc+bBt9reG++BWLlJUn018C4w9zYw/Bonzf4iNPLiY9H8LYF8ZjE4yBabZhQ4z+TrE0geUo7rBcXY18vtrpL5xX/78Yxw9PanZoZx9hWUnzT2KxJZMacCDwHJbbPBlLMapwn4Ujz1e6nztj6RfX0cIffTMmwrUPFuBYjtsbK1IcjqXJKJYf/7Q7zlN6zGxp2ArQF1hKZMBV3kWa7wYEzaMb2SK28FQiDkxEPytjBWSKLef5sjxFCzfucsuIXblhXMY/u3t9Rut7jRVLvZKise/BeJjzWm3/F5YTuBRb0jwRy419HtglgXFudw5fm85OjP3si03KqjF2Aj9SK3Kdk1LlnufTMuAZetrdKyVCjCfNNhRgPMXqntmNW32+k/tsjxj7CzOkHBTDvt2xgrArYtg3z/0cT5YJSwGvYAp7YWf5OiI4tjFhlGnYxOUj97/9EJazXorVr/yCTY6PoSVFpASroZmATcYUo108BY9qG7K1YdSg07H0lkF+2xO0NN57vw0Imgc3MUmxhYh+dnIvz3qMeN/XpTkskpiQ2llnbpg89AvuS+yFyAmP+9Kfl4p7h0W6FFeA5Lb1wXilt3W/n4lJfeOc6qfiHGMPN0bCFH/OUQsX1c2kVcGdD/drXee8NZABRUgYR7xiDBu+sgtgTA7hCU+kw1bhbLwgxn7C4k8xcZFjqwSthYgGYrUBa2HL9FvhVjKcw3mP3/cuzmt7IW6y5Jy8U4CxrfaZ6N6zG2NpG6Pd9vWw1ZSe7u9cWoSawhPDb7HVsg3SdU6Z3Nx75w33v+5JnUfQsqflEKAz4FJsif1EVZ0f78EikiciV2BFKEuwZd9b1L0hfMSpmGP4oIgU+mxLxkBV/8DU2s7AuHA/EpGd3MeV2OpCzxQM/Rb2JbpbxLY+GJXhZFWdjS2HHxWxf8zvGBHpgVHrfYYVOsUNEdkIE185HVumHqSqcxPpy0PkYdehGxYh9w0iIpjIkmKpDCE/7VHVF7F314fYvX9ERLqr6iIszWfLGPtpwpy/YuAed57t4XVggHvmwijBaPIexoqtzwYeEpEvsYK6rWM+sczAXGAVESlV1aVYvUCu+x8BQFV3UNXDVfVzLLd/oYgUqOrXqvog0ENErsZoE98A9sMKNXcA1lPVS1X1y3SfWKZBRHKxqP4uwDGq+rLPJgVIN/z25oOWXCNJsQWMju597Mv1PjIgctbKvoTUzrpKw5yNuZhTdAX2JafAP1I03jTgvYi/V8ec356Yst/12JcJGIPDYGLkm8acmIRWIjDH8GgsavYHsK/f9ybCtnDR3xvY8u+GPtpyhHs+wgw9vhVDtrIrF7gYi+p9g0l/PwF8FWc/MYk/0SJE9O9W21fA0SUCm2ATxz6Yk3QmWZQHjEWX78QVekZc0+7uvb+p257Hsvnhq7pzneGuURO2AnYgcUq4d4Xm3j23uWt1tt/2BM2n58BvA4KWxM1LUmwBU/daiEWjD/X7fNqx8w4SUDvrKg3LbxzvXuaT3bVKSa45cKX7cu0ese1YLM9+IZaPGzd3s3sWFRiRwLHl2FK1YhzlnvBce3S9VnGO9N3YhGMBll+a9iJErCB0EcYMk+feHdPJIKYF5+R+j02qXnH3NOZ3GzGKP2GrBIuJg6M625qboBwPvOP+3hCb0OW6ScfAiH2LgIOBl9z/t7pn43SyrPDSh+s8wl2vq/22JWg+Pgd+GxC0JG6eLWMrcYotuBfnnbQIgqzn97l0YG9CamddrQGHOyeimVb5oB6OsaN7bvZrtb3DPNV2+gyzt0wnTvYWbOk9LAhyKR6oLnp8vcIMLBu5vw8ljlxgD+1YThWVFgGZnfy+Tq1s7YEVUqtr/4rz+N7EIP6ECbN809F1i/Z7NjUsLeNVrKbmxIjtOdhK1jg3sQjn0V+Fi1oHrcNrGxZIuy9bn4+gefQs+G1A0BK8cS1iCzfHeVwfWqSqx5Al8qZYukBcamddsWGiPX+6+3sHHssgY0U21cCtbXyeE8+XinPynseitzF/gbtxhmERzB/IwFULbOXoT+DZVuf7OFaMuHkabVlOFRWjUvydNEubx/FcDHc2LwF2j/P4sPjTWe3sExYiyuhgggfXshvG9hSmw9sQSwn7zp3/Umxla6f2Jh9BW+66Hui+k57DR7rLoGVG892AoCVw0xIQW3BfTidiOZu/EyPlVCY1ElA764oNU28LR/U+wWOuU2wp+AuP+jqmI6cnyjGr0pIC8AwxinX4cB/Cztp2rbavhAlbfEQacnBpUUV9tfVEB8tTVq+fEQ9t/x1LTVFMqS+myX+rSVpU8SeMc3uZCUZnbe6ZG4pRWCq2kvMqcFis3yFBW+Z67uImxJPwOGARtOxsvhsQtARuWpxiCxjN1BPuJfo6sJrf55DgecetdtYVGy2rFhdibCg1biLlyTIkVpyktJOTGmM/MS3HtzpmN+A35yT916tzSsE9yMVSkz6IZiMmhKHAVWmw430sn325XHKsaLSaBAuY03AdXwBmA3e56zUVWDfGY9sVf6JFiOhpv88zRdeuAKtFeBZbwVGMQvUckkjL6uoNo0xcignV9PDbnqBlRguo8bIMIvJPjLXgKlWdGsP+g7AX6L+A87GI9G8pNTJFUNU64EiM+u1Wn83JZMx0P5sx2rH3MWfkMRGp8KD/19zP3drdqx2ISA42KRSM/aNdijYR6SYiV2F5vwuAv6nq7aqqidqQYhyA8UtfG81GVX0JuBc4V0S2TaEdwzAO8FNV9ecodvyJ5XseLiJrpNCORFGJcSCfBRyESV/PFJFDOjrQvedOBgZgypytP1fsWd5FRPK8NNoviGFbEbkDW/14EmPxuBFLK9pCVQpQ1HsAACAASURBVK9X1V99NTRLISIbYqtifwB7qupCn00KkCnw25sPWuwNcyJ/x5yldpc7sYjUhVhl9rekWTI4xdchvDTdodpZV23unj/qfs/BJlJNWCQuKWUuzAH+GXg8iT5Od/fw+Bj2XQfjjlZMhbHE7+sbw/X5EPiSdgoiMRaS79x+np8TLaqoT9JOBN9d32YykI2AFunvbdzfa2OMNYpNRjq8brQj/kSLEFFWq9VhE7cRWDGuYqsND2M89BlVlJutDWPj+Q5b7QuEaoK2TAurTQVIA+Qy6QHsmp+bv3VZftkO9c31GzSFmgoAyZXcuoK8gm9rGmsm1TXVfQi8oSNaBFicCMGTmGLYAFX9pM1xRHpiBPI7Y1KwJ6nq4lSeWzrhokjvY7mgm2kQZVkOIvI0dm02jNi2DfB/mMLbpcA1qtqcQN+CFd3s3L179xdFZOuGhoaVmpubu+Xk5DTl5+cvycnJmblo0aKJqvohxkvdHHH8xtiE8E2MD7rNl5CIHIzRyoExETwWr73phojsALyL5eLe2cG+OwJvA7ep6qke2pCPOfSrY89Bu2JOIvIYpj65lprAR0ZARHphVHlDVfV2t60bMBKLNs/FJLI/aqePHlh62CLMoa6L+Gwt4PucnJyJPXr0yGloaNi4qampKBQK5eTl5TUUFBT8WFdX935NTc0U4G1V/SFV5xov3HkdiInVhHmz38Le/U9n0n3MdrhrPRGbzO2oqjP8tShApiFwplMMuUwE2Ka8oPyshuaGfbdda9uGHXrtULpVz61yNl15U8ryyxARqhqqmDN/DpW/Veqk7ydVTfx+Yrf83PzXF9cvHgu8w0gOx16S56nqmDbHE9kbE2QowSTB72vPWclWxOOQdUWIyMVYxX53VV0Ssb0CS/k4CLt2R8Y6GRGRMhE5rLy8fFhBQcFau+22W8HgwYPZcsst6dWrF/n5+TQ2NjJv3jxmzZrFhx9+2PDaa6/V//LLL3WNjY23NDQ03IMtj3Y4ERKREmxp+ngsT/ZQVf028SuSPojIC8A2QC9VrY1h/7FYHvruqvq6RzaMwlQk91PV52PYfwCWW3yOqt7ghQ1ewE3c5gPPqOoJrT7bBYu+9sDSWW5r6z0gIntiy/PXq+owEelbWlp6elNT02H9+vUr2HnnnXO33npr+vbtS/fu3cnJyaG2tpYvvviCyspKnTx5cvXrr7+e161bt6mLFi26Hng5kYlosnCTpD2xdLd/AvmYaNJDwCOq+mO6bersEJEiLB3ob5hM+Js+mxQgE+F3aLwzN0aydvlV5RN7Xt+zasx7Y5rnV8/XWLGwdqHeNOWm0Npj115adkXZJ6zEEkxsIeqSHVZscgMWnfiINirYO1MjRrWzrtiAvd21WY4yDktDOB4rTJxHB+womE9zeFFR0ZK99967asKECdrc3KyxYvr06Xr00UfXFhUV1XTr1u1NOkjRAfoBczDaqauIk3va5+u+KXGKz2C873OAn4AKD2zYBkvbuC/O497BWIIy6npjRdMz2vhsFeBld82fBVZsp587gFBpaenEHj16VF9yySWNP/zwg8aK6upqHT9+vPbp02dJWVnZ18DWaTp/wfjUb8EmFur+b2/EiuEysgi3MzRM3Oh59y460G97gpa5zXcDOmNjJNLt8m6nF40qqh717qjGhqYGTRRNzU06dvLYUPHIYs0/O/8GRi7vTGMUT2Hp11vpIpKvLKt2to7f9mRSw5gMFDijnX02xSrSFZMBXy4PH1izvLz87fXXX79q2rRpmgy+++473X777bWkpGQpsGWUsQRj6KjDiqd28/s6JnDd73WTlJXiPG4AltP+YJLjR6qilsd5bJhh5Ai/r2Mru67BaMii1om498DZbp8fgR2i7SciRxYVFTUPHTo0VF1drYkiFArpww8/HCovL68pKSm5KVXvW6AXVvcyx92XOuBRd58yasLTGZt7H91HF6FPDFpyzXcDOltjJHmlo0sf2fS2TavmzJ+jXuHbhd/q1ndvXV02uuxFRrZw02LLfUsxhoO4lMI6QyMBerWu0pxD+kAH+xQBt9EiH7xBxGebFRcX/3HJJZc01tfXqxcIhUJ6//33h4qLi6uBfSLGWgGTIldsOT7rJIyx/OR6LN0gkeMvc+e/fxI2hFVR41Y1dE7pbIz9J2OinZjMtQJbdLDfVlgxZzOWU53ntktxcfHonj17Vk+ZMkW9wrx583TvvfeuKSsrm4YHKwrO1nJMcOZtWrji38VWkjwZI2gx34uriXOVKWhdtyXfgVFVTYyy/TYXoWn3BdiZGiPJLRtd9tT2921fvbR+qXqN2sZa3eeRfWrKRpe9ySasADzo/tknYoVDvl8DPxoJCH90hYaJq3wc4777Y1zES4EjnCO96JFHHglpCjBlyhQtKyurwQpqt8fSCxoxDtysnBQBo50jl5CiHqZUNwNbwo97MkELv/hNSZxD+H8pY1YFaBFXOTaGfcuw/OG/3ovFxcU3bLTRRtW///67eo3m5mY96aST6srKyj4lzpWACJvzgL2w4uBaZ/sXGGtRsOLmzzN3jrsPt2XSxDJomduS78BeAgr0j9h2pNs2xO8TTGcrubLkuoH3DKyuaajRVKGhqUF3e2C32sJDCxe3jsB01UYMamddsWEFiE3EqNCFLStPArSoqKju4YcfTokjHcbUqVO1uLi4wT3HX5GmHNRUNOfELQSeSLKfPu45fjaeL3ESUEVto58CTBTpNb+vaYRNOdjqU1QJ+zaOGQJU5eTkVK2zzjp18+fHXq8SL0KhkB533HF15eXl78R6z9w7awuszuU39335p3PeBgYOnK/P2xB3Px4noBUMWowt+Q7spTAXuN/9vTkWkU5oqTNbGyPZtvtV3Wt+r/I++tEai+sW68qjVw6xH+f6fd6Z0uhA7awrNkw4RDGBk1iPySspKfn8lFNO0XTg3nvvDedQx5VjnGmNFlXIpPncI6JiR8VxzP1u4hTzvW6nr/OJIa0izdd3IvB+nMfsWlRU1Dxnjnfpdm2hoaFBN91006q8vLyTO7BpDWA48Im7xg3AUxifdkxS6UFL6XO2j/s/egNa0imDFrSOmjedwFAXTdnIRZgmd6UXAyMpKR1d+vPTnz2t6cJb37ylxVcWL2BkIKsdbsB/3BfUpX7bkgkN40RVjGc8pmNE5ODevXtX1dSkbnUlEqFQSHfffffq4uLi67w893Q2LD3je6KkuyXYX65zHhdj9Hod7b+fu89XeDR+BZbu87Df1zbCphsxIZKYIoVAbnl5+azrr7++SdOE2bNnq6sFWCbNByjFVmtfw1gh1H1HngzB+ztTGqYUWoPVjpT5bU/Qsqt504m9LBZhy5y/AWv4fWLpbLmX5Z61zyP7JF4eniCOeuaousJRhVd6dR6doWG8s1HVzrpac6tGC4C7Ytw/t6Sk5PdJkyZpOvHbb79pUVFRLbBavOeYCQ041DlI+3rY57pAlYuQtZlDTosqaqWXAQws/aCJDKnFAI5y1zimNC7ggD59+iyNh8LRC1x22WVN5eXlj7kJ0a5YXUuVs/0brMg0UM/LsIalVy3ActWzrvg5aP63HDyAqlZhAhAVmAjEz170mw2QyySnuFvx8Au3v7A43WOfu925BTmSM1Quk/x0jx0rRORmEflSRGaJyBZt7NNNRO4Skbki8pmI7O+2nyUis92xrzu1MkRkRxGZKSKV7metiPwz3J1r77nP+qXlRDMQqqqYsE3/GA/ZZ+211y4aPHhwCq1aHquuuioHH3ww+fn5p6R14BghhptF5CsR+VhE+kd+hi3bfw4MFZGP3DN7p4jkun2uFZHP3bHPOOEcRORv7tme5Y4LP/drYRR7S7Giwsfbsgu4E3vvDlHVBg9P+0b380wP+0wGle5nTM9yRUXFBRdddFFpTo4nX3ExY+jQobkNDQ3/xjjDX8eEVf6HFdmup6ojVPXLtBoVoF2ISG+MSKEOE06a57NJAbIRXnjkWJ5RePnq6FafrYU52nMw2qUxdKLiCkay10a3bLQ0FEpprVabGDRu0BJGcngitqe6YcWpL7nfBwJT2thvJHB5xN8ruJ9/x3G4Ykuij0Y5tgeWK13g/h5PC8VY1qYOeHgPrsXo2jrMI6+oqJj80EMPqR/4+OOPtbi4eGEsdqa7YQI4r2CTtG2AqRGfhRk0jsOxObj9nsJkrgF2p4Wm7RpMxh2MEzq8fXWMxSPP/d7f9TPBvVuXE9bBWFcUUlM7ga3yLCUDKNncdamN5X8a2KyioqLGKzrHeHHooYdqbm7uHCztrEtw/mdrA1bCJsILgb5+2xO07G1JT9tFZH330r0fY1Q4o9UuTZgE9ibAlphTdUCy42YKyvLLDjllwCmlFiRKP04ecHLZCkUrHOHL4B1jP2yZE1WdCnQXkVWj7HcspnSH23eB+/muqta5zVOw4p3W+A/wiqrWR2z7GIvYnS0iOyR9FtmNSkxyeJP2dhKRsurq6gEHHnhgeqxqhb59+9KzZ88cTLwk07AfJqaiqjoFqBCR1d1nw7E0i0e0RbY9D7vmCqCqr6lqk/tsCrCm214Tsb0wYv9fVbVSVRWjqmsCbhCRvLBBLnp9KybNfn0qThq4DkvhOylF/ccMd50+IYbIdG5u7n5DhgzJy8/3Z8HupJNOory8HFV9MuL9FSDDICKlmHpmbyxF6xOfTQqQxUjKmRaREuAZ4GtMuexGYItIB8Z9MUx3vzdgjs5ayYwbD3KLys7OLSqfKXndrhSRXZzN3vWfk7vdwDUHetllXBi4xkAamhu28s2A9rEGpkgWxs+0cohFpLv7dZSIzBCRx0Rk5Sh9HYdFB1vjEIyfNRKjgO0wOq37RaQsEeM7CWa6nx05IVtutNFGNQUFBam2p03ssMMO+Zhscqah9XP8E7CGSyHaA7g57DSJyAQswrwUeDJKX8cS8RyLyEARmY05iidHONdh5GPP8cbAue4YwdJA8jDGj+akzzAKVHUWlrN9hoj492C0oBLYUjqIXHTv3n2nbbfdtluabFoOW221FVVVVeuJZG76XVeHuzdPY+/Fg1T1PZ9NCpDlSDYyfS+2JPlvVa1T1beBj1g+Og2AiKyIUQBNSHLcOCA7lPTZcYvyAf86r9sq6zxNTt7C3KKy2TndCq4Xkb0jnLn4e75MCqsbqnttvurmXhocFzZYcQOaQk3d5TJZyTcj2ka0Lz1t9XceFqmbpKpbYZG7ZSJtInIEpm52bavtqwGbsezzdL5bBdkKq5hfG4uwdVV8ibEgdORMDxg8eHBhGuxpE4MGDSqsqKj4u582tIG2nuNzsGt7x18bVffA3okFwM7LdCJyERZlfiRi/6mq2gebRFwgIoUR+5di6SInYnnTI0Vkc+AUYDdgmKp+7cUJtoNrsfM5NMXjxIJKLD987fZ2qq+v33LAAP8WOEpLS+nZs2ctVtQWIMMgIjnAA9j/0PGq+oLPJgXoBEjYmRaRYcCBwKGq+n3ERzcB+7mk/sj9C7BIzY2qOifRcRNB/uob0mPHo3N7HnNL+VpnPtpt5X9duGn5wH+fmb/6hv9Hbt683MKyL3PyC28Tkf1F4nJK116peKW6om5FKbO9I+RIDuv2WLcW2NA3IyIgIv8NFwdikejIVYg1MUGIv6CqfwLVqvqs2/QElg4U7m9X4AJsGa6x1XAHAc9ERuZU9Xf3sxHLT/0aOFFE9vbi/LIN7trMIuKaRkN5efkWffv29TX62KdPH3JycjLCARGRoeHiQOyZbf0cK3AYME5VF0Ye66LUz2PpIeH+jsLUHg936Ru0OmYO5phv5vbvhjnSj6jq09jK35/AY5iDOwG4y5uzbRevY6uJwzqKCKcBHRYhikhxfX1993XXXTdNJkVH3759BaOKDZBBcM/wTdiK5rmqer+/FgXoLMjreJflISI7Y7r1F6nq660+/h+W/3oaMMztn4tFY2aq6vVu23JfKKlCblH5X7/ndCuksHc/Cnv3y6kYfHi5NjdS/+tX69f/+Ml6NV99eGTDL5+X5RSW/EAodEyoofatDrouLupWlLbzaAuFzYUlPMbtMlIW+W2Lw2L3cxDwHxE5BSgHegKPRflOrnFOyyJMfGUFEXkHy9fsg612PBXluC2Bb9y+YeRjQggA62HFW9XAMyIyDYsMdjWsDaze6jotg9LS0j4lJZ5mQMWNkpISmpqa1m7PzjQj/P80EDhARE7CnuPVMYXCPGAbZ2+uaw1YJHsTYLH7bAXsWZwFvBzxHBdixaGKRbL7AzeJSCOW1tEEFEQw1cwH+mLPdDnwdpr823xnz0cisiAdA7aBcPDnBhE5rY19uuXn5+f47feXlZXlYAWmATILFwGnAter6rUd7RwgQKxIyJlW1bfaOtYVgq3WavNdWA7hOeENUlAyPZGx44U21m0Sqq+O6iVoUwP1v8yl7sdPQ7XfTK9q+P2bIiko+ZZQ82vaWBcLvV8oSpAp7QgREkJ+WxEVC4AVMWekGauaDmMrYIb7/RvM+cjDnJG5bvu62BdoOFpZD3zqfi9wLey4h7EJJqIBxu/6BeaE9Ac2wFhluhqqsOtYhDEiREUo5O9D1NzcnNZJdhxo/Rx/iTm187BI8nTs+m7mfgrGDhBehdnAbQvngy3BnsvumIS7uvYlxpHeHVgVmwSG8xW+AcLvsRzMEfeSCq89zAPWwaLzfjrT4YlxaTv7RAv8px1NTU0KGfpW7qIQkROBK7Ci+HN9NidAJ0NCznQ8EJHtsOKxT4GZLmJwn6qmpdAot6j8WQ017wcQaqil/uc51P3wSXPdt5VVDfO/L87pVviNNje8qk0NbwLvhZoaFnbQZSSWLm1Ympsay2NHlVZVcyjH6whNywQlGyEiF2Mv0tNUNSpvb2eFy7OdBYxV1Uej7VNaWnr3okWLTkivZcti8eLF5ObmfqWqO/ppR0cQkeEYxedeqlrZ0f4ejdkPc9qfBbbAItPbq2p1msY/B6s9GBYuKPcDIjIeoyrcKZrXLCIFDQ0N1Y2NjbnduvlWg8jChQtDWAApQAZARA7AahtewvKkg4lOAE+RcmdaVd8negFP2lD18euhJR88XtW48JeinPyiz0ON9S/T3PgW8EFz3dJkXnjfLalfkregdgErFK3glblxob6pnu8Xf18EfOaLAdmDq4F9gTtEZJKq/uq3QWnEZ1gUsz8Q1Zmurq6eNnXq1MNoiX6mHTNnzqShoWGqX+PHAscCcAbwVhod6XwsmrYAOAFbqXkbc+iHpsMG4B7gUix175A0jRkNM4GjsVSbX1p/qKr1FRUVv86ePXvNLbaIqhGVFsycOTMXS08L4DNEZCeM8WkKxtzRuvYmQICkkV55KB+goaZb6n/6bFTjnz/uR6i5e3Pt0n7a1HC+435NKnKgI7S5NL90zvRf/AsIf/z7x5Tkl/ysI7TGNyOyAI5ybAiWxzguA4qp0gb35dERR+/0Dz74wNdozaRJk6qqqqoynaLqEIwqL535liOwFJETVPUPVX0XoyH9r4jslg4DHIf2ncCBIrJOOsZsA7EUIU6dNm1amsxZHr///jtVVVU5WPFzAB8hIlsCz2EpVPuqBt+TAVKDTu9Mh+pr3tTmxhGq+o6qtpkvmihqG2vfeff7d1PC8xoLJv0wSUMamuzX+NkEVZ0LnIctEx/nsznpRiXQv51JxKe//fZb/h9//JFOm/5CKBRi0qRJAvjnBXUAd+2GYSlraaH3FJFtgPOB8a0ovC7C8v/Hh+XJ04CbsZzxs9I0XjR8hOWXt8lOs2jRorfffPNNz9/1seL999+nuLj4o4xI3u7CcIJyr2L1C3uGxcACBEgFOr0znWrUNtWOv3P6nfWNzelfOVJVbppyU/WS+iV3p33w7MWt2BL5WJ8jbOlGJSa93ivah6raWFBQ8Ozdd9/ty8RwwoQJNDQ0/EpmpyvtgRUeXpcOR0lEirH0jp+AMyM/c4GBIVix982ptsWN+TPG1nSc0wxIO9xq4pe0v8ry5HPPPScLFvjjO40dO3bpwoUL7+h4zwCpglMonYD5OLur6k8+mxSgkyNwppOEjtCPQxqa+8znz6R97De+eYNF9YvmAxPTPniWwhWeHINFt8Y7Av+ugA6VEJcuXTpm7Nix9U1N6WcPHDNmTNWSJUuuyvBo3jCMO7214maqcA3GBHJ0hFT5X3CFgKOAI12BVTpwHZYqdXKaxouGStp5jlX19/z8/JfGjRuX9rSluXPnMmPGDDA+8AA+wAmxvYIx4uztViQDBEgpuoojkVIsqls06tK3L61KZ3Q6pCEufvvi6qX1S0friIx2QDIOTmToDODvtKHW2QnxMbZE354TUtnY2PjFgw8+mNbnafr06UyZMkVJn5MaN0SkP7ALcJOqppySTkR2wfhwb3LKsm3hSoxi8i4RWTXVdqnqp5ijclqkWmOaUQn0ai86vmTJkmvGjBlTt2TJcnOQlGLEiBF1wG2OIjZAmuGeyeeBTYH9VTVj08YCdC4EzrQ3eObXql9njpo0Km3e9C1TbwnNmT/nGyVQcEoQ92Mv3atEZFOfbUk5XFrAHDpQQly8ePExZ5xxRt2PP/6YFrtqa2s58MADa+rr609ORU2DhxiGUZ2lPKXKRdbGY3zrF7S3rysuHQKUYQ51Ogprr8WifkemYaxoCBchtvksq+q0+vr6p4cOHZo2p/b555/nxRdfXFRbW3tlusYM0AIRycMm5NsDQ6IIygUIkDIEzrQH0BGqS+qXHHrt+9fWz/hlRscHJIkv/vyCCydcmLP07qVvMpIgKp0AXDrBiZiD9KCTb+7saHd5HEBVZzU1NV1z2GGHVadDxGX48OHMmzdPVfXzjvf2ByLSG5Ouv1tVW4sEpQI3YWqhQ2KZYKjqZ1hB4n6YY51qvIM9S+f4lCbVYcoSQFVV1TtPP/10/gsvvNDebp5g/vz5HHXUUbXV1dUHqWpVygcMsAzcJPJO4F/AGW3x6QcIkDKoatA8ajJSDlzxmhVrvl7wtaYKPy/5WXte17MmZ5ecKVje79vAGn6fe7Y24N/uOo7w25Y0nOuZ7lxX62C/vLKysmknnHBCXSgU0lThjjvuaC4uLg4rBTY4+8Tv6xTletyIKROulYax/uXu0RVxHpeL1U4sBnqlwc5DnJ37+XRPvgP+r43PSrGVJwU+Li0trZ02bZqmCosXL9a+fftWlZSUjPHjWgRNwdKdFLjcb1uC1jWb7wZ0ttbt8m5DVxqzUvXsebPVa3yz4Btd84Y1qwtHFV6CCeEchUlF/4FxaPp+/tnYgIeds7SV37ak+Dx3cF84e8Wwb/eysrJPjj322Nqmpib1GjfeeGNjcXHxH8B6mFT3c862l4CV/b5WEdehh/sfezANY62CSXdXAvkJHL8uttLyJpCTYlvzgG+BST7dl6eBuVG2b4mlx4SAy52d/ywrK6ueNGmSeo358+drv379qkpLS+/NxIlgV2hY3YsCdwX3IGh+Nd8N6Iwt97LcISVXltSMqxwX8iKyFwqF9LFPH9Pyq8pr8q/IPz1yLGBD9+Wr2PJwgd/nn23NOUw/AbOBQr/tSeF5lrvn5KIY9y8rKyt7f5tttqn66quv1Av8+eefethhh9WUlJT8CKwdMZZgBXf1LlK9k9/Xy9l1gbtm/VI8jjgHsR7YLIl+TnD2npaGa3O6G2sbH+7LJW7s8ojrd4a7fj8DO7baf/eioqKqq6++uqmxsVG9wBtvvKGrrbZadUlJyfWBE+dPAw53z8FTQK7f9gSt6zbfDeisjZFsUTa6bO7gewdXffnnl5ooflj0g+7x0B7VpaNLv2Mkg6KOBQXYUrRi+YQb+X3+2dYwDmHFOIR9tyeF5/kl8FQc++cVFBScW1xcXDNmzJimuro6TQTNzc36+OOPa0VFRU1JScndQFkb420BfO4ii6OAPB+vVQHwK/BqGsY60j1/w5PsR4CXgRpgwxTbXIpJnMf8PHk49j7uem0PrAS84P5+AVipjWPWLS8v/2CTTTapmjFjhiaK+fPn6xFHHFHrVlb2Tve5B+2v+7kntqL4dmcOggQtO5rvBnTmxkjyCq4ouLBwVGHVjuN3XPLc589pY3PHUZHmULO++uWruudDey4tHFVYUzSqaDQjO444A//AUj6qgKODaEmc9wtud07c3/22JYXn+BjwTQLHrd+9e/eJ5eXlNcOGDWv4+uvY6gLmzZun11xzTXPPnj2rysrKvgAGxzBWCXCvc47eB3r7dK2OczbsmuJx1gIWAZO8iK5hxYsLgCmpnoxguaohYIM035vV3b252UWi612kvN13HiC5ubnHFxcXL+zfv/+Shx9+WGtra7UjhEIhfe+99/TAAw+sLiwsrCsrKxsXjooHLf0NGAhUY6uywX0Imu9NVAMyiFRDLpMi4KCKwophdU11G/ZZuU/tdmttV9Rv1X75pfmliAjVDdV8Mu+Txsk/Tq75ZN4nhd1yuv2wpH7JdYr+n47QpTGPJbIGlgO8I6ZWdopGEXwIsDxEpASTK87FlvVjvu7ZAhE5D7gaWEFVFyZw/IbFxcVDQ6HQsRUVFQwYMEC33Xbb0l69ekl+fj6NjY3Mnz+fKVOmVE+dOrX5559/LigsLHxuyZIlY4GpGscLR0QOxfIgm4HjVfWpeO1NFI6lYjZQB/SPx+4ExpkADAI2V9WvPer3EIwm7CJVHe1Fn22MsxrwPXCfqp6SqnGijJuHTUBKgC+AQ1R1ZvtHLXN8N+CfFRUV59TU1AzYaKONagYNGlTQv3//wu7du5OTk0NtbS2ff/558+TJk6tmzZqVr6oLa2pqbmhubr5fVf9M0akF6AAisgnwHiYTvp2q/u6zSQECBM50uiGXyUrAloL0ryis2CpHckoBCWmoenH94pkhDVUCM3WE/pbwGCK5WK7nSKzq/VANyOtjgohsh0UIx6nqiX7b4zVEZHfMedtFVd9Kop9cLF+/f1FR0cCioqLeIlKkqvUNj/uPFwAAIABJREFUDQ2/V1VVTcFSjj7VJAQsRGQ9zCncGnOsz9I08FGLyD+wlIHDVfV/KRxnKCZxf7Kq3uVx348CBwB/U9VZXvbdapx7gCMwFpH5qRonYrxeWKBgO8yh6qVJ0NE5Xu8tgP7du3f/W15eXjmQGwqFapYsWfJpc3PzDCwC+lOqJlUBYoOIrAVMxgpLt1PVb3w2KUAAIHCmOzWcY/g/bNn3AuAGNTntAO1ARK4BzgX2UdWX/bbHS4jIyhhjxHBVvc5ve2KBiOQDV2D3ZDZwsKrOTvGY7wJrA+urCaOkYowNsJWQd7HcW09fxk4h8FMs9WtAMpOaDsbZGBMEukxVR6ZijIixDsBSgHIx1pJ9gVJVrUvluAH8h3ueJwFrADuo6kc+mxQgwF8IRFs6MVT1fSzi8jymWvZSOiSHOwEuxZyQce1JFmcjXOTwRzpQQswkqGqDqp6HFRytDEwXkZNSofYnInki8jeMRnBsCh3pXOABLNf3+FREPF0qwnHAZsBlXvcfMc7n2DvmVBEpTsUYIlIkIrdjrA1fYc/vQ5hT3TcVYwbIHLgUvJcw+sd9A0c6QKYhcKY7OVxe7H+AU7A86o9EZDdfjcpwuAjekRhLwG0+m5MKzKQD9bhMhKpOADbHolN3Ak+ISA+v+ncrErcBT2LiJ/d61XcUDMfypIeq6s+pGsStrIwDhovItqkaB7gO4ws/2uuORaQP8CH2DrsOW97/mhiVEANkN1x++5NYqtchqjrRZ5MCBFgOgTPdBaCGO7GX0Z/ABBG5uotIaCcEl2N6GXCwiBzstz0eoxLYSERK/TYkXqjqb1iE+jxMPntWsk6iiKwmIiMxhoCHgTUx4Y+U5GaLSD9MUORJLB881Tgb+AF4MIX3/D1gKnC2i7onDTGcAEwDVsXEhoaraoPb5TusCDFrVlkCxAdXoDse+58/SVWf9dmkAAGiInCmuxBU9VPMob4Hc0Ymicg6/lqV0bgGcxBuF5HV/TbGQ1RifMT9/DYkEahqSFXHAIMxpo+JInJRIk6ciBQCB2N1BUPc783APFVt8tDs8HgFWHrCAoxpJ+VFK46V5mhsiXxMisZQLJVsPUwSPSmISAVG43g3Ro+4uaq+GmXMSoLIdKeES+O6HhNmuVBVx/lsUoAAbSJwprsYVLVGVU8CDgI2xiJ7nS3y6gmcM3UUUITlT3ueo+sTKt3PrHZCVHUqFpV8AhN4eV1EesbZTT9sgvkIJnRyLDALEz7BqyhrBEa4MU9Q1T887rtNqOq7wFjgFMfokgo8i+UzD0/mf0VEBmH3YH/gfGAPVf21jd1nAv2CVbZOifOAMzFBsqt9tiVAgHYRONNdFKr6BFacOBt4VETucUUeASKgqnOxL/S9sWKuzoBfgPlkuTMNoKqLgcOwezMQqwnYJ44uzgF+ds7mf7GJ0xfYNUJVmwFEZHMR6Z2Mrc5JPA/jZH4hmb4SxEUY68Z9Xuaah+Gu1Q3YfRgc7/EikiMiF2A58Qpsr6rXdMBAVIkpVW6SgMkBMhQichxwFTbJPSegJAyQ6Qic6S4MVf0O+DswGnNGprt8zpgQGbVzLAjbi8jaHpuZCbgVk6wd2xnSYiKWxztFrqmrCbgPGIA5wS+KyA0upaJNuGhmNZbGUwSchUVW56rqcxH75QCrAC+IyLGJ2Ogmqg9gTCpnJdJHsnD0cUOA1TDlwFTgAYyKb3g8B7k0qtewd9FTwJaqOiWGQ8OrLJ3iWQ4AIvIvLL3nVeDYgM41QDYgcKa7OFS1UVUvAnYDKoAPReS/7S3TOuciMmp3CLYUdzG21N6pxE7cy/xoTDb5/vD5Zzkqgc06cjizCao6B4uK3oo5rJMdl3Nb+zdiUtQvY/m5FRh38d3QMll0OdqvAwcCJ4jIGQmYdzWwAXCMn4qkqjodS4k5wnE2e91/DcaIsq9TqusQIrIXxre9LXA8xtiwKMYhv8TSc7J+lSUAiMgOwKNY0el/IopNAwTIaHQGpyCAB1DVNzHasbewL8OnRGSF1vs5J/t4ETnC/b0n8G9saXZPjIYvlRRcvkBVfwDOwPiHz/TZHC8wE1MR28xvQ7yEqtap6mlYEdzaQKWIHNnO/pdg0dBBGLf4Kar6m4jkREwW+4tIb5fyMxoodNtjygsWkV2BU4GbVPXtxM/OM1wJzADuShHv/G2YDPvZ7e0kIvkicj02mfkNE5a5N54lfXePZhE401kPEdkcUx39BhPMqvbZpAABYkbgTAf4C6o6D/gHlkf6D6w4cftW+yjmcJ8mIuMwJ+EZ4BX3WQGwcTbSrsWABzBxitEisqnfxiSJTlGE2BZcmsYW2Hk+KCIPiUhZG7vXYJzi47DIaHg1IoxC4E0nGnIS0N1t31pEDmzPDsdKMR74HFMh9R0uIj8EKAPu9rqw1gkDjQeGiMhq0fYRkfUxWeizgduBgar6WYJDVgJbdJIVoy4JEVkXS+tYghWc/umzSQECxIXg5RNgGbgl7RuwSF098I6IXBpe8hYRUdWvVHUgxl37JvB2xNL15cDjqlrVidgvgL8mEicCSzEHLZsZBL7BhEk6ba6pqv4I7AyMxIoUK0Vkqyi7Dge+xSKqP7qI6WoR6UyTsec6B7hcVS90xy0BzhWRO9sx4yZgdWCIqqaEtzoROMf1QuCfGGON1xgLdANOa/2BW9WaiVH1HaCqQ5O8NpVAKbB+En0E8AludeQ1IB9zpH/02aQAAeJG4EwHiApVnYFFLf+HiZe8KSJrqqpGOJE5QGGYtsoJX/yMRaXCzifus5XSaH7KoKq/AycDW2HOSFbC3ZtOvzyuqs2qehmwE8bU8YGInBWe6InIdtjE8QZVbXJcxooxuETm/n+HRahnuOO6qernqro10C1aHrUrpBoCjFbVaSk7ycRxIzARuElEennZsap+ia1YnRJepRKRUhF5AOPZngVsoarPeDBcoISYpRCRcuAVbMK5TxKrEwEC+IrAmQ7QJlR1qaoeiUWuBmC0Y/9U1UbnjPzlIIvIf4FdsOKvaMVDQ0RkoohkfY6uqj6FKeVdIiID/LYnCVQCm4tInt+GpBpqEsSbY/m5N2CMHytjUekFuAmg27cRSz04QkTGici+2KTyQ1Vtdqs0W4rIYe6QL4A+keOJyCpYIeNMrOAv4xBRWJsDjE9BmsS1QA/gOBHpjz1vR2BR/p1cHYIX+AxooBOvsnRGiAkmPQv0Bf4dI3tLgAAZCQnoGwPEAhHZEKuy3hK4BTgXk11+HuOuXQM4wwlptNXHke64s1T1jZQbnUK4XNhPsaX+rTJpCT9WuOX2h4DNVHW23/akA24S+F9MWW0xsDIwSlUvbWP/a7F7/Keq3h6xfU1gOhap7g/sr6pTRGQ/YF9gBWAf7Nn4NIWnlDTEJLvvBk5X1Vs87nsSsCmWhjEfONxxensKEZkOLFTV3bzuO4D3cBPSx4EDgCNU9RGfTQoQICkEkekAMUFVv8CWw2/E8iCnALmquikmRPHPthxpF6VDVR8CXsSUF7MajrrrWEwsIiMjjzGgUxchRoPjpL4No9DLx2TVy9rKf1fV4ap6hareLibcEs6j/gnjaP8YS1eY4hz11zEKvP2x1JGMdqQdxmER+zEispFXnbrIfyE2sfgEu06eO9IOM4H+na1OozPC3aPbMEf6rMCRDtAZEDjTAWKGqtar6lkY08caWEHXMcDXjgkEETnc/Yz8UvuPiHzp8koHAOF9dxWR9dJ6Eh5CVV8D7gDOEpG/+21PApgL1NKFnOkI/IblUH+OUR2+K+0IDjk+7oOBeyM2DwFWcnn04Tz0FTEWke+xAt6Mh7P7eIzV5EEv0n5EZCeMO7of9v8uQCoZGioxp93T3O8AKcFlGCvOVap6o9/GBAjgBQJnOkDcUNWXsPzTqcB9wCMiUi4ia2H5bwDFEfvfjoliDMDyVSe5j8qApyVBVbkMwXCMGeP+dqjXMhKOo/cjumau6alYZHo/4FCMb3uWiPwn2s5uInkhUCci74vITRiX9R3hfRzn+nQgFytYrHHbi1J4Hp7AFRH/F/gbttKUEMSUUK/AWH6WYCsAF2MTtp08MLUtBEqIWQARORW4BJuUXuSzOQECeIbAmQ6QEFT1F0w18WLgIGyZdTVVPd/tcoGYmlUY84FpqvpKmP3DVfLvD5woIselz3rv4IQFjsIiYjf4bE4iqMSK6brMu0BM2vu/wHOq+oWqPopFk+cCT4jIXSJSHO1YVT0FuAZ4A9hPVSsjPl4Pkx3/AZgNPO227y4iD4hIRjt6qvoYNukdISJbxHu8iPQG3sXeCfdjIiyzsLz834Fh3lm7HD7BFEq74ipLVkBEDsZk7J8DTo5HnCdAgExHl/kCDeA9HO3YlZgqYB4m3zzcOWZfAzeLyBEicijQm4hlbxHZRUTWUdVvgEcwOrKshKq+jzEXHC8i+/htT5yYCZRjnL9dBcdgKQHXhje453AwMAajxPuwLeYZVX1eVV9Q1a9cqlJ3Mdnya7GCxLcdd/JXLmXiZaAJmO7yiDMZQ7F0jIckDql5MWnyWdjK1GGqeqyqVoGpUmJFy3ulis1HTcZ8DoEznZEQkd2wSdUk4FBVbfLZpAABPEXgTAdIGk7UYgss4jAGcx5exoQy/g3sCoR5Z8MQLE/1AYxS769nUUwdLdswAouOjRORFf02Jg50qSJE59yeDUx2z+1fUNVGVT0P2ANj+ZgmIid3UNQ2GCs6fBSbLL6NRaURkXzHXd2ICYqcr6YOmLFQU547Dkt7ubyj/UWkSETuAJ4CvgK2VNX/i7LrHVjaSyqj05UEaR4ZBxHZGnv3z8FWc7KO+ShAgI4QONMBPIGqLgQOxARN/o7l4q6hqvtjS3p3ABrBhvAGppI2DxiqquNEZF8ReRC4T0T+58uJJAhVrccK0lbEKtWzBbOBRrqOE3IAsA5wXVs7uMLSfpigyR1Y6kePNvYdiRUb9sfSO0qxdBFUtQFARO4HflPVa6P1kWlQ1ZeBe4DhTtQmKkSkD/Ah9j9/LbCdqn7dRp8LsDzZw0RkDe+tBsyZ7iltSJgHSD8cO8wr2Ht+T8eCFCBAp0PgTAfwDI527C5ga2yp+DURuQYj9yjFHJOTIw75BahW1Z9F5AKMJWSiqu4AFIrIIWk+haTg8kMvAw7OFtvdJGA2nSgyLSYHvkGU7YIVjH6J8aO3CcfQsRfGi74fVpy4nGMpIpu7z1/EJlOnquqbEZ+fjK3anJLwCfmDc7Aiygfc/+5fEMOJwDQsR3xPVT03PHloB2Ox4szl1CI9QlgJsatMDDMabtL0GtAM7B6ulQkQoDMicKYDeA7Hrbs1cBfmjEzCvnQvBg4RkftF5DRMjnuyc1K2xYqWHnXdfIJFELMN12AsJ7eLSE+/jYkRlXQSjl5HzTgWY1eZISKjxASHwHL7BwDXOyaTdqGqIRdN3g7LeX5XRC5yghNhurwHMQXFY1T1I6eQuLWIVIjISrSIFC3IpuurqksxdcR1sdQt4C+xosew/+33gM1VdUKMfX4LPAGcJCYj7TVmuZ+BM+0zRGQFYAKmgLmXqn7ls0kBAqQUgTMdICVQ1RpVPRlL/dgIixpt4aLO32POyeVuSf1ITA3rY1Wtcs7PQRhjAiJytog8Gm2cTIMrrDkKE6sYlyUOVCUmDZ+q5fd04lTgIVXdDksrOBS4V0SGY1Hp+ZgDHDNU9UPMQXscE+h53U2URmDpIMer6h8RhxRjk8FvMS7dt0UkN9vYC9Qk2McCp4jIHiIyCHNY98fo8/ZU1d/i7PZarOD1BE+NBVR1MZa33WlWWbIRjgnnBUy8qDXjTYAAnRKBMx0gpVDVJ7Fl7tnA/4nIvcAYVb1DVZ9y3MwrAl85mjkwHtLHVHWaiAwARmIqdRNcnmZGQ1XnYs7GXpgYRqajUxQhisjG2CTtO/iL3/wD4AqMxnEf4JZECqBUdQlwOKZ6ORD4DLvH96nqi632fRfY09kxyG3rMBKeobgIKxx7HFthUmCwqo5R1VC8nanqDKxI80xpQ3UyScwky5/jbIa7p49jz/1hqvq2zyYFCJAWBM50gJRDVb/DihJHY7Rk00Wkn/t4FWBlVf0AQERuw3Ls7nKfvwKcpKr7YIwBoxxPcKbjNuAt4AYRyfR0lY8xJymrnRBV/RzL0TxGRPYUkauBMrf6kY852ne010cH/auqjscYPIqw92d9NAo5VZ2tqn2BHxPhbM4grABUYdHkn7DVpalJ9nkdsCaQirqCSmCdtgpGA6QOrrh8HDZpPUVVn/LZpAAB0obAmQ6QFjjasYswmrzuGI/vUEw9cLaIzBGR23EKbKr6q4s01uCcPFW9GzhSVaszPX3CRe2OwYQk7pcMFkVxKwKf0zlyTV/ExFMOARYCF7uUjO2BT1ulYySK4zDn/GmssPCDiLzsZaCqI1xhatZBRPbGWHk2w2gve2P/v8niFWylangK/o/DqyzZPIHJVlyDFeFe6grRAwToMsjYL/gAnROq+hYmRf4mcCvGP3oJxh5wD7CHY1JAVT9X1d5AuYic5r54q91nGZ9/qqo/YMwFOwBn+mxOR6gkyyPTAKo6U1WPB85W1WtU9ROM2zgHOCvZ/kVkV0zY5EZV/TcmKd4bqBSRIcn2nwkQkQIRuQF4CWPc2QqrfZgB3CUiqybTv/vfvQ4TeNktSXNbI8zokfXPcjbB1SQMw97po3w2J0CAtCNwpgOkHU64Yl9MPCMc/VqqqjOBahHZW0TyIw75FOjvltkz3oluhQewqN7oDM/3ngmsmQUKfctBRModR/lfUU7HnpHjWCOOBV5V1XeSHKcCGI9F8S904zyHTQ5nYDRyD7k6gKyEoxScjE08bgMGquocJzwzBOPRvseDiPL/MEd9eJL9LAP3bvmJwJlOG0TkaIzx5THgjCx8RwcIkDQCZzqAL3C0Y2OxQpU64B0RGYHltW4HTBKRdURkTeyL8R3fjE0C7ovlRGAp8GCKiq68QHh5PBtTPa7GJizvi8ipYV5kl2pzHJZWdGlbB4vIP0TkRBHZq4NxbgZWB4ZEFjGq6k/Azhi7x2FYlHqrZE7ID4jIEbicY2B/VT1VTQocAFX9DJtE7IvR5iUMx0l9E7CriHj9zAVKiGmCiOyL5Um/jv1fxF2UGiBAZ0DgTAfwFa66vz/wCMba8RZWJHYH8CwW2f0di5ZlJVR1HnASdp4X+WxOW8jm5fFSYBvMmd0PmCEiY1xU+gJgnqpOi3agiJyPLU/3BM5zDiWtI68isj9G4XhltL5UtVlV/5+98w6Tsrze8P2wdFhETWyxi4kaK3YssXdNogaxxI6iP2NFscfee+y9g73FGI0NrChFEGPsLXYxwMLSlj2/P847OA5bZ2dnZtlzX9dcsF973292Z/d8533Oc84CNsNtEV9Llo5l/ztWUqWkO4C78J+DNczs0XoOvwIYDlwpaZkWDn0jXtxY6BbjY4CV2kihcptF0sa4c8cYYLcmNO0JgvkWxYpMUC5I+jMeRM/El+ZfAzqnzF+bR9JduO/xBmY2qtTzyUXSx8AoM+tf6rk0lZTpXwf4MmnUM10JBwNb4pnkS81snoBN0sr4A9uGSRayB/A7Mzs857hFcKnRF/j3bnYjc1oI97j+A15st396oCo7JPXFGyWtgFsInpO80hs6ZzncAeZNYKuWZCMlXYrXFaxgZp/le52ca+6Cr1RsZGZt9iG8nJG0GjACbxO+cZLXBEG7peyzJkH7wczuwpdnP8WDnNOAQrgvlAt/Ab7B5R7dSj2ZOmhzRYjJJeY1M/s8aaQ7mNk4XN9bjcuGTqjn9FWBm83sx/T1C8DqkpYFkLRe0u7fgFvD7dtYIJ3m9COwK95AZgtgnKQt877JVkDO0cDreJOZLczsjMYCaZjbyfAYYHP8HlvCFbgtYyFbjLdlyVLZkz4fT+Ofr20ikA6CCKaDMsPMPsBbi1+O/6F+PVnktXnMbBKecV8ZOLfE06mLMcAKkhYo9USagqTNJA3KfJ10+Jks6ZZ4tnVoA5nTh4F7UxBekbLHnwPrJa3+Tbhzxx+AU83snabOLdXKXoM3eJmEd008rxw086nI9O/4Z+wpXNYxvJmXuQV3+7hQ0m/ynYuZfYFnxgemAs9C8CXe6bJNPRi2BdIqzTO4z/q2hVpNCIK2TgTTQdlhZjPN7Fjc/P9XuAb2wHL3lm4KqYHItXgHuN+Vej45ZHTTbcWj9xg8O4ak7pLWkrRK0vIejy9BH5J7kqRlJf0JOByYnYLtTMB9H/Ab/GHnMVzH/xIeeDablCVfB7gV12+PyGS+S4GkzXH3nK3wlZI/mNnE5l4nFdYOxN//OyV1bMG0LsF174MaO7AZc4tOiAUmudT8A2+4s5OZTSjxlIKgbIhgOihbzOwfuO3YSDwTdm9byZo2wgnAR3gzl3KyUWszbcVTV8HeZnZn2nQl7nF7QXptg3tBz6jj9BvxzPUaeNvvbN/yD4AzgQXxFZIKXPOcdztwM5uWvK8HAKsAb6VgvmhI6ijpHNzffQpueXd1S2zMzOxrvGnNesCJLbjOONwN4ijV0U0yT8YAvy3g9eZbmpKkSO/jI/iD9p/M7JVWn1gQtCEimA7KGjP7Cm/scAreOGKspPVKO6uWkToO7gcsDVxW4unMJTXL+Yq2oTXdE9hE0vYpMF3QzDYCjsSD4JnA9bknSToKmGZmg3AHmT0lnSbpHkkrJvu3x/HM5pZ485ePCzFhM7sPf2//A9wv6UZJ3Qtx7YZImfrh+GfoNmDtQnVlNLP7cZnGX1tocXcxsBiwdyHmhQfTnYBy9nYvGZIWltQHGm+AJakCd3rZEjjQzJ4swhSDoE0RwXRQ9iTbsfPwToIVuJ/wCW3Bdqw+ksvAxcDBknYs9XyyaBNFiGY2BNcyn45LMx5Ou+bgy9Dvm9n/6jj1a37KwGdcS94APgSuSYHDKbhM5ClcN13IeX+Mtza/EJdJvClp1UKOkY2k3YC38G6De5nZQelhrpD8H65RvrMFmeBn8XkOLtDnui1bPbYqkpYH/glcK+ml5M5SZ4Y6bbsKT2QMzloJCoIgizYbjATtjxSArolrWS8EnlILWxuXmL8CbwM3S1q41JNJjAVWLkbGNF8krZxcOx43sw2BX+PZZHBXiA74e1sX7wCHSXoI2AnY28yexm3hvsP1zTfjjYQObo1ubsmB5ERcirIwHlAPKmRNgKRukq4HHsSlK2uZ2dBCXT+b5F5yMO6Oclae18i0GF8ZaKx5TlP4GJezRDCdRfLeHgrcZGbbAKPwzp0V9fysn4bXFlxsZpcWcapB0KaIYDpoU6Rs45/wJiibAuMlbVPaWeWHmc3ELdwWxosSy4Ex+O+F1Uo9kQa4Dlg12bvJzD40s6lJT38Y7jn9SPYJqUCxm5m9Y2ZL4MHfbbiECNz6bnVgN7wBzP8liVGrYWb/wnXbw9M9PShpwZZeV962/k38M3IR7gP8UUuv2xCpvuEm4PjUzCMf7se9vFvcYjwVlY6lbUiWislawPNmdmP6+jjgR7zR0M9ITjlnArcDQ4o1wSBoi0QwHbQ5ku3YjcC6+PLy0/KOd51LPLVmk7SrZwD9JQ0o8XSgzIsQk+b5RzMbD/QG9pD0iLxz4WG4Z/Kfc85ZHS9OfEbSGZJ+j/tPPwKcIul5XCryInA08ACuA251kk59BzyA3AX3pM4rGE3PFofi2cZfAtuZ2RArXme643CP+DuUWro3h+ThfQXwO0nrFmA+Y4A1Wug0Mt+QVj5G4gW4pGx0LbAovrqDpN+kB8/d8Qf8vwMDW2OFJgjmJyKYDtosyZppPbypxvHAS0kP2Na4CG+eca2kJUo8ly/wTFVZBtNAD1zvCXAOsCH+3u2HSzueN7MXcs65Gm8ysTdQiUuEjsQb6GyI663Pw1uBTwQOL2bwkPyxL8ELJ2cDwyWdmvTbTSJltB/Aiy5fwr2jn26VCdeDmVUB+wPL4fUA+XATMJnCtBgfi/sh5+2DPb8g6SJ8Ra9LaroDP/39nwbUStoUuBfYFi/OfRXYoymNfIKgvRPBdNCmMbPq5MywO55dGVsmGd4mk/5Y7Ycvtd5cSj/tFESWcxHic8CByaN7MeAUM7sQuBt//x7IPljSr4HpwFNm9rmZHQe8i/uXD0y2dVfj+uXVcJ10Sbpumtmb+DL8MFzD/aykXzV2nqR+ePHe7/Hl+O3M7JvWnGt9mNkI3KFmkKRt8zi/Cn8g2L0AD8bRCRGQNwraHdei7yhpcZi7EgDwPLAX/kB5C3An8D6ws5lVF3/GQdD2iGA6mC8ws4fw4sQJwFBJt6RimzaBmb2PB0Lb43reUjIG1ySXnWzGzEYCf8OzzMKLCZfE37vZwB05x7+PFx0eL2mLZKPXCc9O7yhp4xSMngDcUmrbLzObAuwDHICvuoyTtFNdx0qqkHQKMAJ3MdnYzC6y+js+FotTgX8Dt+apAb8Kv59jWjiP9/AHqXJ9MGx1Uk3BbOBlPEu/A7BdssZbJR3WBV/ZG4pLzibi3Q3rcsMJgqAOIpgO5htSa9vf4d3rDsA7J7aVbn4A1+CZ18tLLFcZC3TGG4yUIw8CL+Dd9/rhwfXKwMNmNj1zkKSt0n/vxzscnohnb89OPyvPACvhAfgXwLHFuoGGSDUBtwNrA/8FnpB0RbbtXJID/QuXujyAu3WMLMV8c0mNcvYFFsG/N809/ytcZnBgS1xu0orPeNphMJ1Z3cqSK92Bfw6uADbCZU9HpH0P4g/wg/EH1G1au/g2COY3IpgO5ivMrMbMTsXbJfcCRko6opTSiaaSMooH4Fm525ujmS0wZVmEmBUgzDSzoWa2D97tcAncP/qgrGNPwoOxCjN7Hdfw7ggMMrORklYG/ghsDvTBuxxOKe4dNYyZ/Qd3FrkKt/x7TdKvky/5OGB9/J73MrPJpZvpvJjZaDzQ3zsVszWXS/Bi0sNbOJUxwFpt2ZM+T3JXlWYCfzGzjP/20sDX6aH9C7w6SDr2AAAgAElEQVTw9hfA9mk1JwiCZtDefsEE7QQzex63HfsXnh17pIy8nOvFzL7Ai+M2wf/AlYIPgamUmdbUzKwO/+saXA5xGZ6pRt7Z7RDgKDObk7K4a+PL2TPSQ8ogYDSuFb3czF4szl00DzObYWZH4U4fS+Mypr/jnSrXMbNby9hp4TzcWeR6SYs150Qzewf4B/AXSfPYtjWDMfhD9XItuEabIjVheVDSuRmXIzN7GXhZ0un4Z2E3vMZkY+AJfIXmj2Y2qmQTD4I2TATTwXyLmX0P7IxrL3cA3koV6+XOnXhjmnOTZ3BRyfLoLYvMtKSdJN0p6Tq8bfUgScum3YPxIPrurKCyKzDSzL5PNnN34VnSR4GdzGwO7vyxJV6MeErx7iZv/oMH0J3S1+/gEpCyJWl19wV6AjfmsTp0MW7xt28LptGuOiGmB49huI7+GWBB3Iv/l8Bn+ArHvmb2El5nsDsu+9jHzJ4tzayDoO0TwXQwX5P0p1fgy+XTgReS13DZes+moPAQoApv0dypkVNag7HAmiWUmgBzpR3X43rPV/DgdzngOEm74nZfb+a4V3wMdEp+0gOBi8xsE9xC8QJJK+DSicXwwGI6ZYykP+MZ1l8Bu+IPAnvgzjXrlHJujWFm7wIn4Q+1+zfz9OF4Zvu4Fsg0JuCrF+0imMalMZ/hHQ6Hm9lAXBP9OvAksKiZvZ1+p5yDf1+OMLP7SzbjIJgPiGA6aBeY2Rh8efNukh+xpKVKO6v6MbPv8A52fXF3hGIzBv/DvGIJxs5mfeBtM/u7md2N++DejrtFXA4Y7n4xl2TnNQzXRHch6UfN7AFcwrIb3tjl3GIsa+fTwCSdVynpLnylYgywppk9YmZn4Z7YnYFXJbUk2CwGV+KB8ZWSlmnqSemh8hJcjrBLPgObdxmdQJlJllqRObhEa8fMhlRDcjX+feiVflbOxuszzjSzcum+GgRtlnL+BRwEBcXMqsxsPzyQWgu3Hft9iadVL2b2MC5ROKVAHeGaQ7kUIU4Aukq6TtKyZjYrZTvvAxYH3jGz/8JPBYowN3B+ES+q2iFJQ/6Kd3s7Hr+/c1pz4pJWkfQPPHve3HPXxue4F25XtkXS0wOQlunXxLONlwBPSlqkEPMuNFmFtcILa5vzd+chvKtiS1qMjwX6toUi5HyRtEeywZuMr+JcJumAtK8DcDPenAW8FmMIvuJzZinmGwTzGxFMB+2OlOHsC3wCPCrp6hYWObUmR+JOFXdK6lbEcf+DOwCUNJg2s6m4rrMKOEPSSZI2wAsIO+Ha0MyxlnPu7Xh2/x08i1uBd3esxOUds2klJO2H27utACyZtjX6+1bOMcBruC/w5mZ2ZtJ5/wwz+xGXffwf7koyLssOsKww77p3NJ5R/0szzqvBi0v7JT/wfBiDa68bbYDTFpG0M+4R/YCkhc3sn/gD3IXpAXIxfio2PAi4FJd+HFHGxatB0KZQfJaC9kry7T0P9xceDwxIWc+yQtLWeDHR5WZWNC9kSW8AU81si3r2L4B7US+Fyyl6Av+0n9oVF3IuCwCb4sH9Znhg8C0uQ1kEDypr8Aekt5OPdO419sMlIoPN7NJCzzFrnDNxLep2eMD/KrBRJoPewHm/TPPbAS9APcjMJjZxzNVxactKeEOa01vzYSEfUmb4Cbzwc61k/deU83oAnwPDzWzXPMbth+vtdzGzJ+rYv3I5fu6bSnKrOQuYgcuiBpjZR2ml4m/AJNzx5lm8GHs4sEOSwARBUAAimA7aPZJ2wJsadMczwWVnNybpGuAwfLn/xSKNeT1e6LZQ9vuRijcH4cHtdNxNQ3j2z4CzzGx8K82pK66RvglvLvEvSW8Dj+MSju+AhYBnkkyGpNOtxAOqcXi2d55MbwHm1tHMaiQtl3mgSHrpS4DHzOypBs7dAtfzLwQcB1zb3J/BFHRegTfgeB33ny74g01LkLeynoBr1zdKmeemnHc27rqyUnN9kNP7UoXrg+eRNUh6ADjJzD7M2qZy+x1QF2m1owcu2bgI99cfgHtHX4uv3HTFH0CH4QW8m5ebp3oQtHVC5hG0e8zsH7gn9eu4tnBoyoSWEycAH+Ga015FGnMs0BtYNmf75sAWeOe9k83sMDMbZGa7AT+QZ7FYE5mF2+GNBZ6Vd7j80sxOMbOD8QLFN4HNJG2fpDGD8AKsCrw5S2sE0n8GLpG0HZ4xR1KHJFPphmcG55F6SOok6Vw8azgZWN/MrsknkDOzacm9YQC+YvCWpP4tua9CY2Zf4w+F6+EdKZvK1fj3vtkrM2Y2DW8t/jPJUpZLjuEZfSQtI2mZthBIg+vRzawKeB5YMa24fAtsDSxsZrPwlaPbgS/xpiwRSAdBgYlgOgiY28J4G+BkXKM7VtL6pZ3VT6SAYD/8D+NlRRq2viLEbYH3zOwBM/sSQFKvJDXoTev6H+8E/Aa4OAU8XwFLJAkHZjYB95OegLdLFl549TvgWDP7uNATknQFHrB/hUssMi4xmd+vNwB7SloiFeNlzlsWX3I/GbgVb8IyrqXzMbP78OLEd4H7JN2oeZvdlIxkwzYM9wxvksuGmX2Lu5rsn2eh5RhyHD2yZDAjgAMk/R3/bA2RdL6kDfMYp6hkFVX+AGwoaRCwDK5Lv1TSXnjr8Jn4Ss53pZlpEMzfhMwjCHJIGst78YKlU/HArbbhs4qDpPPxjN5OZvZkK4/VFbfZuiDZa2W2b53m8DxuUdcJL3L6LfANcGlrZb8kjcA7AfbJSASSROJQ3JP4llSYh6QHgX/intIvAjsWOuOYJCTXmdkO6etbgQfTakfmmIVw55B7zOyVtG13fBWkA3CImQ0r5LzSGJ1wLe0QvKB0DzN7u9Dj5EN6TybgBaHrmNmMJpzzG/wB4Wwz+2szxzsOl9ssYt7MKROI7orr25/HXUMm4nKh9XFJ1dbNGadY5MpQ0orHHfiK0bZmNkHSZrj8YzFg09aSXgVBEMF0ENSJpN64Lnd3vCX5vvbzxiAlIRVNvoEX3a3a1AK1Fow3DpdR7JC1rSOuwdw2beqOFzmNMrNHWnEu6+NSnKPN7Mqs7R3wzPOOuBXei+m4EfjS9jL4e/VVK8xpAfzB623cdeUM4GVckvNoRt+eHgKG4cvtl+NNed4A9myNbHnOHLfGs7oL4gVo15eDjEHS9njL8IvN7IQmnvMoXny6tLmfeFPH2gJ4Dg80n0nbeuMFkWcBozMPYVnnfAUs1RqyoHyRVAl0MbMfsrbJzCx9n/9rZu8mKdizwGp4RvqlEk05CNoFEUwHQT2kzNVAvNnBFDygfrq0swJJa+C64EfMbI9WHut2YDszWyxnex+80+CCuOPHzKx9HVojk58yzVviAc7UOvYviQdaR+PuLIsAv8cD1oJlflPB6utm9mN6sFgH14lviTeEmQ4cjmu0LzazaWluvfGA+rd4sdipxXLcSNKIO3CHkUeAg3ODx1Ig6Qb8M7apmb3chOM3wh9WjjCza5oxzoJ4FvwkM7sga/tXwG+S7hhJC+MSmd3wIr5LysUVJclQJuP1HRcB99eV0U+Snkfwn8ddzezxok40CNohoZkOgnow50Y8WPoe+KekiyR1LvG8xuEZ0P6SBrTycGOARZMLQza7AiuY2cRMIJ0prmulQLpPGvO6ugLpNO5/zWyYmW2A65R3wAOOggTSkpaS9BFwHV7g2M3MaszsddyC7DtgSloteA1YLQXSwrXeb+KOJ9ua2ZBiBmlJK7sjXry5M16cuHGxxm+Awbi84g41rVPkq/iqw7FqRqt7M/sfbpuYq9G+DrhO0ouSnsMdVYbgNnN3lFEgfRgwx8z2xh2HBgKDJf0i65iN00rJzXj9x8AIpIOgOERmOgiaQHKFuAwvNHsTz3Z+VML5dARewovxWkXCkMbZOI3zM422pEWBH+sKNiStgNvpvVnAeVyLN5xYNjlCNHRsF34KXAsmhZG0CZ61rAFWBe7N0kAviOvIv8dlHFfhWvLTcSeK3XCv8H1TMV3JkHfTHAoshz+UnVdKKUN6X4cDN5jZYU04fle8M2J/806XTR3nIWB1M1sxZ/um+ArL9/gK1Cep4LdsSAW2W5h3cEXS8rgG/BMzOy5tOx1YHf9ZO9HMLizVfIOgvRGZ6SBoAmY2Pf2h3x1vFDJW0p4lnE8N7u7RFbglq6q/0IzDrcNyHT2qgLXkHr6Zzn0Zy75f4A4VBUHezOQA4K7GAunEmbhW9OBCBNKSjpG0Eq5xvtHMrsO9tXdIRXGZzOdYfBXjZVxHfgcwEpeanIDbkpU0kAZIDzl9ccnJWbjFYMm6AyY972XAILm1YGM8hvtUH9/Mn/sxQB/l2F6a2Qgze8zMXjWzCZnVhFb8TOXDa8B0SetJ6pR09gcCm0oanI6ZgwfSl+EykCAIikQE00HQDMzsITw7OR64V9KtTVyebo25vI8Hadvhy76tMUYV8AHzLo8vgrsqZDJ43fjJN3gsnvUsFIfjDw2Ndi1MTizHAze31O1E0iqSXsOzywsnOUsmg3sVsASwXeb7n+Qke+EZ9I/wbGsN3pykbBxhAJLbyj7A/sC6eCvynUs4pVNxZ5hbUpa/XlIW/VJ83ps0Y4yM1eMamQ2Seianj2ybuYzEy8oooP4AlxEdgT/ELmRmk4CTgC6SDsEdY+4Gji+HAtMgaE9EMB0EzcS8VfVm+B+v/YFR8uYhpeBa3KXgsrT02xqMISczbWaf4taBGTeBauBgSasBnQGTtzluEamY6gjgCWuk5XPKkt+Jt55uUdt1uV/v3cAFuP76UPAVgVRg+QVwD7AysK2kB1Nh4mK4rONs4H68bfYbLZlLa5HixTuAtfFiu8clXZlkMsWeywzgz/hD2tVNOOUO3Fv5+GYMM49vetLfL5RxxKhjXiUPSjNzM7PTcTvBgcB+yb3jVPxB9zrgKeDAcnpoC4L2QgTTQZAHqfDsNLxivhIYKekvxc5kpT+cB+AZ09ubU5TVDMYCyySng2y+k/THlMFbF8/WH47bv92Da1Bbyn64bOSSJhx7EbA83uWwqoXjLgwcYGaPAbcAi2VJOmrTv8/iPty34935OuDvwfr4Evze1ga6zZnZe8AGeLb9SOD1zL0WeR5j8IeQveQ+3A0dOx0PuneStEoTr/8tbl84N5hOD0anZAfNmc+wpMUl7dfU67cW6fPVMX35GbAALr06EG8UtDMuQfpTuRRMBkF7IwoQg6CFpIr623DHhsfx7FCr+j/XMYf98KDueDNrSuDZnGtvhXttb50CyMz2nXGN5tZ4s4t9cbnHWsAwa6H1Wnow+A9uabZBQ1lCSdvgnd4uN7O8s9K5GcoUWC2PB+pnm9lbybXE0vYX8ez1isBRuMZ8gJn9J985lJL0Pb0Nl9UcgTtaFO2PhLzRzKu4TGhVa8DbPX3uPscLQQ9u4vX/DixjZqtlbfsN0MHcnzn3+38G7ut8Ul43VEDkHRlvBHYzs/fl3SOH46sKm7T08xYEQf5EMB0EBSAFXUfiQdf3eFZyeJHHfxi3g+trZu8U8NoL40vqJ5jZxTn7lsczZeOzHSGS+8kGZvZCC8bNuDb8ycwebOC4BfGmKVOAtVPWsqBIug3/fbl/1raeuP72b/gDxN/w96jRbn7lTCpGvAdvhHMvcFgxM+ySVsZXQ/4F7NLIQ9Q1wME0weUlHX8WcApQmaRJSNoX76h5evr610A/PIN9AN6MaPOW3VXLkbQ2MNvMxqeC2BfxFZF+Zvbfkk4uCNo5IfMIggKQNI1XAhviTg/PSzoza3m21cfHdb2TgTtThq9Q156IZwBzHT0ws4/NbGwmkM6630rcVSMv0sPB8XhjmMa6Kl6Fa5X3zSeQlrRCpugtZZ2z92W+vhzoJWnZrN274tnwZYA/mNmRbT2QBjCzL3H50unAAGBMkvEUa/x38WLWnfBgtiEuwy0I/9LEy4/F/+6tlrXtfeBUSW9LmoJ3zjwAmAnsjX+fS46ZjU6B9GLAk0BHvLthBNJBUGIimA6CApJ0n2sDd+HByPOSlirS2N/hAXVfvDCpkMxThAhzs8LZc6jJmktPSQvlOd5GuI73MmvAAzllr/cBzjGzUc0ZQNKKkt4FLgSekrR+bvFW1tfTgUWBTpIqJd2FF8GNBtZI2ur5BjObY2Zn49npzsCrkgbnPmy0Ilfhmdcrch5gfoa51/vDwGHyVtuNMU8RIi7NmYV7yC9uZouZ2e/M7Hgze9zc9rAskNv6/RP/WdyhrcqJgmB+I4LpICgwZlaV5AB/xpf/x0n6Q5HGfgQP5E8pcDZxDLBiHQHLWZJGS7pB0gBJO2fd66d4c5N8OB7XYd9W3wHyxjE34AHtuc25eMp8/wW4zcx2x11ALpHUN6sArUPm/2b2Aa5PXRF/L/YC/oo30phvM4PmLb7XBJ4ALgaeTO97a4+bKawFuK2RIP5ivFX7QU249Oe4Bn+u1WNazXgaGGfuMd1BUidJHYtdUNwQkrriHtu/xduEl6VLTBC0RyKYDoJWwszuxv9ofww8IumapCVubY7EXQvuLOB4YwCR5dGbeBg4D2/xvDuuR91D0r3AH/DscrNIBWG7ANdkdK11HCM8kK7E5R3NcjFIspgf8HvCzDIWg4fjGvBMQLdQGq9DOv5RvDhvMzM7q6Gs+fxCKmzbDX9vNscfDrcuwrifAsfgNpT1yjjMbCTepfOYxmRV6fs+lnlXWQ7H5VmYWa2ZzTZ37DFJG6Xiv5KR7msovlKwr5k9U8r5BEHwcyKYDoJWxMw+xIuZLsX/YI9MBVatOeYk3DZrJTzQLQRj07/ZtmIysxfMG9ncbma7m9kGuMfzVXgQ9HAeYx0HzKBhv+H98M6Cp5jZv/MYA+AboFvSoGJmZwBL4u8dkhYB/pUK0v6Ofw+fxGUdL+U5Zpsk1QRchzdK+RF4WtL5hdTm18Ot+Ht+QSq6q4+LgaWBPzXhmmOA1XLm3gHvaNkFvIBWP3WFXAJ3NikJ6cHxOvzh9CgzG1qquQRBUDcRTAdBK2Nms8xsMO60sRgwWtLBrbmEbGb/Aq4Bjpa0WQEu+TXwLT9fHjc5HbMdF8zsazN73bxN84fNGSRJCPbFg/M6faolLQ1ciReKXZHHvWR4Fte3b6GfWkyfDvSXtEDSfZ+Nyzu2wAOqXduzBZmZvY23TL8ZLxJ8SVIhu13mjme4W8c0fKWlvszzk7iNYlNajI/BdeDZ/tHLAIeYd7kEX5HI2OGNSvtLxdn4e3CumV1VwnkEQVAPEUwHQZEws6dwmcSrwE3A0KwgrjUYAnyIN3Pp1ZILpaCmrk6Ilik6hLkZvRMl3SFpnKT+zXxo+Ase6FxW184kt7gN/921f74yC0mdzexj3KVjB7wtuPD23+8DMySdh1vzTQLWN7NrGrJpay+YWbWZHQLsga9+vCVpj1Yc7xvgMDwrXqffc5LkXIo/7G3RyCXrKkJ8D89AZ5gBHJQkRwsAHYqQhZ8HSUfh0qmbgNOKPX4QBE0jgukgKCLJC3cb4GRcY/yWpGbrips41jQ8y7sU9QSnzWQs8NtUCDUXSYP0UyvzHYFN8YKuQcD/4dnfRpH7Nh8OPJoK/uri//Bg6Vgz+6T5t+CY2az0312B2bil4dN4C/B/404SJ+Eyg3XMbFy+Y82vmNn9eHHiv4Fhkm6St39vjbEewDXDp0uax1UmcTe+etJYi/EP8c6V2W3FvwdqJe2YgubdcI/tU3C50TnN1eW3FEl74Ssvj+Be3+3+QS4IypUIpoOgyKQCp/OBTfACuJckDWkN2zEzew1vJHOQpJ1aeLkxQAU/9+gFfzjILJn3B641s3vT2O8wb9FifRwALIjrX+chZQkvBJ7CZQZ5I6mzpMuBzmZ2AF7odg7+0HEifj8DzOzg9FAS1EEqEtwUOB930xglafVWGu4IvCHSnbkPdGkuM3Ct/rYNzSFlsd8iS7KUGIw78EzCHwr/gv9MHIM/aBUNSdvh1ovDgb3aQ6FrELRlIpgOghKRgs018czTBXhR12KtMNQZwHjgZnkL5nzJLI/nBiH/xZfgwXXMm0raWNLvcT/cLxq7cNLCHgu8kt6XuvbfiS+/H9zSLF3KTF+e5ArgbdD3wXXm/wHWMrP7WjJGeyE5X5yMP1QtCLwh6fBC1wQkrfpBuDXc2fUcdh2urz6ukcuNAdaUt6zPXH8EvvLR08x+D/QCOpnZm8UMZiWtj8uL3gF+b/NBI6AgmN+JYDoISkhy3tgDOARvVDI+ZaUKOcZMXO6xEHBtC4KcT/GsXe4y+w3A0pL+gWfaf4NnwzfDA9ZnmjDmbsCy1JOVxvXf6wGHm9lX+Uw+FzP7HCBlMd8EBuKZ702SnjpoBmb2LL4K8Tz+UPKQ8m/aU98YTwE3AsdJ2qSO/f/DVy32krRkA5caC/TAfcOzz58ILCnpdPweDpD0SHq1ehFicvp5Enea2c7MJrf2mEEQtByFDCsIygNJqwD34Y1OLsFt32Y1fFazrn8SbpW3V772WpKexzN36+Vs/wXQB18en41n1f5tZu8mt4+aea8291zhwWwlsLLldCGUtCbwBvCwmQ3IZ94NjDsIl3ZMBv6cXFCCFpDkSkfjqy3fAHsX0kowaeszGvY1zGxqzv5lcV305WZWp346PUCNS3O7N2v7H/Huoa/iVnvT8YZASwFn5P7cFxJ5p9RX8ALcjcy7OwZB0AaIYDoIyojUZOVS3L1gFLBnc+3lGrh2R7y5xW+AVfPJ8Eq6BNeuVjalICsFwjsCNyWrubqO2RzPZh5qZjfm7OuCvw+/SHOe2Nw51zPmgngGc1dcD7ufmX1biGsHjqR1gGHAcsCZuLVbQeQSKSs9HLjRzAbVsX8o/nO3VF3Z3VRkWAX8LTvglvQMMNDMPktfvwTsbGaTJL2BP3C9V4h7yJnPwvhn81fA78zsrUKPEQRB6xEyjyAoI8xsupkdjsse+gBjUlV/Ia5dg8s9ugK35Cn3GAN0wS3R5iLpFHkr8UzTi46SKlJQsAawVQPXHAx8h2uiczkTz9QfVMBAemM8K7kL7vywQwTShcfMRuGSoKH49/G5RqQXzbn2S/hD56H1yKIuxlc6BtZz/mzgbeaVLC0ALJj801cFpuDyI4BP8Gx1QZHUA28KtDyukY5AOgjaGBFMB0EZYmYP40HoeOAeSbel5e2WXvcD4ARgO1yn3Vzm6YSYWBB4DO9Ut6F5K+ZMFnIk9Th6SPot7vP8t9xCK0kb4cHuzWb2jzzmmjtWhaRT8YzmbKCfmV2SKysJCoeZTcEdMvbHm72Mk7RLgS5/Gi4nuiVXm21mY/DVjqMlda7n/DFA35yHyptxidV1+APAi8B76Zi9Ci0DShnyB/B6gD3N7MVCXj8IguIQwXQQlCmpQG4z3LlgP7xz4poFuPS1ePe/SyWt0Mxz3weqmdfR4y3gLlwycamkCyT1S1rqJXHtaV0MTte7LntjenC4A/gcd/loEfLW0M/i7+Uw3K3jzZZeN2ic1NjnDvwB7DPgMUlX1WVv18zrzsBXWhah7tbzF+Oyifp09mOA3vy8u+FtuMTqBeBKM7s4rRZZoR09krb8VmB7YJCZPVLI6wdBUDwimA6CMiZleE8HtgR6AiMlHdkS27GUiT0Q7/Z3e7Y9WBPOnYMHzrmZ6fHAr8zsn7h8ohue+X4QXzq/IPdaKcDdG7i1DgnHRfiy9/5mVtXU+dVF8tceh2f/DgD2SRnToIiY2ft4c5wrcQ/n15J3eEuuOQY4C9hT0p9ydj8NTAAG1/N5macTYvq8fYBb082UdJq8m+frko6W1Lsl882Q5nMpbsd4qpndVIjrBkFQGiKYDoI2gJm9gEslnsGDkcda4hltZl8ARwIb400pmsNYYK2cJjP/Bjqla/9gZkfhjTwOAw6pxyv3SLwJzM+6M0raJp13uZkNb+bcsq/TRdIVwBO4F/baZnZ7Sz2qg/wxs5lmdjSwM+6QMUbSAS30pD4fd4O5LtunPX2fL8GbDG1bx3lvA3PIeTBMAfPduNZ7P7zN+BCgO94wphB2f0Nwx5OrcIedIAjaMBFMB0Ebwcx+wLO+R+HBwThJm7XgkncBjwLnpmKrpjIGz5LPlYik4sbdMl9L6mBm75nZu3XZ4knqhdvSPWhZbcGTy8atwLt4K+e8kPRr4DX8vboK2MDM/pPv9YLCYmZ/xx8O38C/3/ekn4l8rpUprO0B3JQTmA8FvsTlRLnnzcAfAnMlS+cDT5vZ8mbWB/gY+MHMzsNt6zbNZ54ZJB2UxhgKHBMPd0HQ9olgOgjaEEm7eRWwATAVeF7SWcn2rtnXAg7FPZbvbKBQK5d5lsfT9X7I+n9jRX0H4x3mcpu0XAUsBuxbTza7QZILw35pjksDu5jZUflcK2hdzOxL3OXlNLwN/VhJ6zZ8Vr3X+g9wErATLuXJbJ+Fr+RsKSlXmgSpCDFnWw+802aGBYB+6f+j8Ux1Xsi7gt6IS1D2j+LXIJg/iGA6CNogZjYWWBsv0jsNeEFSs227kvfzoXh27tQmnvZv3A2jruCkUZKDwdHAi8k+LbN9N1xDek729mZctxLPtt+Oe1OvYWZP5DPHoDiY2RwzOwf4HdAReFXS4BwJUVO5CnffuDI1bslwI+4pPU92GpcsLSZp8axtLwH9Jf1R0inAD7h1Hbj845k85oakTfHi11HA7lbAhkxBEJSWaNoSBG0cSXsD1+MB7kH5uAJIugMvBtywKS4XkkYDP5rZ1nmMtQ8e9O5kZk+mbYviNmefpjk02hAm55qt1iAkKA6FaKSTgujxeMZ5i0zmNzUbOhpYIdOQJW3fBBjBz38Wu+CFksfgqzY3WQs7OMo7Lo7AO0JunL2KEwRB2yeC6SCYD5DUB9dgroPbzB1nZvXZ0dV1fm+8IGsq0LexcyXdBPwR+GVzNJ9JzzoWL1Zczcxq07ZHcR14XzP7dzOu1wEPes6nFVpXB8Ul/SwcClxOni3eJR0I3ILrka9I25bCtc9Xm9kxWRfhaGEAACAASURBVMdW4o1ZTksZ8oIjaTm8Pfkc3Nv889YYJwiC0hEyjyCYDzBvOb4RP7UiHylplWacPwnXmq5E09wFxgIL444MzWErvPAsu1nKfnhh5cnNDKQXAZ7EHRueBNaMQLptk2oCrgfWBSYCzyTP8k7NuMxtuCzjfEkrpet+gT9sDkwZ8Mx4VcAH1CNZktShJU4jacXlGbxr6DYRSAfB/EkE00Ewn2Bms8xsMN5RcDFglKSBTQ0GzOxZ4Bq8a9zmjRxeZxFiEzge+Bq4F0DSMniB2AjgiqZeRNJWuHf05sD/Abua2Y/NnEtQppjZBDygvhG3kXspZXibcq7hbcSnAXdlBeKX4MWFg3JOqasIMXOt2nzdNpI7yVN445gdm/OgGARB2yKC6SCYzzCzp/Ds7yt4MHJfM5pNDAE+BG5rxKpsPFDLvLZi9ZK6N26Nd5abmSQat+G/h5rkbCCpk6Tz8Wzf/4D1zOzasBeb/zCzajM7FHf6WAl4S9IeTTz3G3yFZh3c5QMzG49rsY9MuugMY4BlCuQfDUDq7vgo7nG9m5m9VqhrB0FQfkQwHQTzIWb2Na5BPgkv6BoraYMmnDcN9+xdCtet1ndcNe4F3ZzM9GBck31D+voIPLN8TLbXdH2kzOQI4ERcE7tuCpCC+RgzewBYEy9QHSbpZkk9mnjevcBpktZOmy/BV232yTo0s8rS5AfDhkgdRe/Gf7YPSA+3QRDMx0QwHQTzKWmJ+gK8yyHAy5JObMx2LGXRLgQOlLRzA4eOpYnBdCoAG4A7I0xKbaQvxLXOtzTh/P54G/NVgAFmNjAF/kE7wMw+xe3zzgMOxCVMqzfh1COA73Af9a7Ac/jP0XFZn4Ox6d+8rB6zSZKqa/AGRsea2d0tvWYQBOVPuHkEQTsgyTxuwJfMn8NdEr5u4PgueHe6RYFV67LyknQsPxU8dsOLrGYBP+IBy78zXrqSLsW7ES4PfIVLUPqkazc0j+64lnogMBLYsylZ7GD+RdKWeOZ3QeA4oEGZj6TtcO3yJWZ2vKS9gHuAnVMnRiR9DrwHPIR396wApuMOIGOAr5siJZJ0JnA6cKGZnZj/XQZB0JaIYDoI2gkpa3YQ3txiKu7jW+8SdMr8jQIeA/qbmaUg+48LLrjgUdOmTVu7V69enfr27Tt9xRVXrOjatWuHWbNm1X755ZezRo0aZV999VXXysrKDydPnnxrbW3tX4HHzGyf1AjjHDzDfF8D468G3IfrZS8ETm+u/3Qwf5KcXG4Htse1yQc1VIAq6XrgEDy7/TpeF/B1165dh3fu3Hmf6dOnL77CCivYuuuuO2OhhRbq1KFDB6ZNmzZnwoQJM8ePH9+ltrZ2VqdOnZ6bPHnyFcBLdQXWko4A/oa3Rz84dPxB0I4ws3jFK17t6IVLJcYDhmeWOzdw7EnpuP27d+9+frdu3aZssMEGU4YNG2YTJ060hpg6dao9/fTTtuOOO87s0qWL9ezZ8wlgS7y5zLAGxhSe7Z6BO39sXer3LF7l98JlisfiqyFfAJs0cGxP4CM807xxr169Pu7Ro4cdfvjhs0aPHm2zZs2y+qitrbXPPvvMLrvssjlLL710Va9evT6vqKjYj5SMStffAy/IfQzoWOr3Jl7xildxXyWfQLziFa/iv3BZxjUpUH4T6FPPcR2BCd27d6/9wx/+MP29996zfPjmm2/smGOOmdmtW7c5wCRg4XrGWwh4OM3rKWCRUr9X8SrvF7A27hU9B/grUFHPcVt27tzZKisra66//vra6upqay61tbX2wgsv2EorrTS1V69erwDL4g41s/Di2G6lfj/iFa94Ff8VMo8gaMdI+iO+LN0RGGRm92Tt69CzZ8/LOnfufOhtt93WdZdddmnxeKNHj2bPPfec8e233740ZcqUP1pWEaGkjXH3hcVxx47LrQl2eUGQOhlei7t0jMA7Yf43a/8KPXv2fH6zzTZb/Oabb+606KKLtmi8mpoaLr744pqzzz67Zvr06eDB/KbmzY+CIGhnRDAdBO0cSUvjBVkbA3fgDgjTKysr7+nTp89Ozz77bI+FFiqYBS+zZ89m3333nfHkk0++V1VVtSneXONk4AzgE7zI8M2CDRi0GyTtiwfVM3Fbuscl/bZ79+4vX3zxxb0OP/zwgjpYvfXWW2yxxRY2derUIbNmzbq4kNcOgqDtEMF0EARI6gicll4f9OjR4z+rrbbaVs8991z37t27F3y82tpaBg4cOOOBBx54v6qq6n94Ydi9wGFmNqXgAwbtBkm/BobhvtF3du/efZcbbrhhgX322SfvtuAN8eGHH7L++utPnzx58sE1NTX3tsYYQRCUNxFMB0EwF0mbAQ8ttdRSC73zzjtUVla22li1tbVss802jBgxYvbs2bMHAnda/EIKCkBynbmwR48eR5122mk2ZMiQVgmkM7z99ttssMEG06qrq9cws49ac6wgCMqPaNoSBEE273Xr1q3zQw891KqBNECHDh245557SEWJH0QgHRQKM5vZpUuX71ZdddUZxx9/fKsG0gCrrbYaZ555ZtfKysoHUgfEIAjaERFMB0Ewl169et14zDHHdFl33XWLMt6iiy7Krbfe2rVnz57DGuvMGARNRdJyFRUVpw4bNqxrhw7F+bE69thjK1ZaaaVfd+jQ4ZCiDBgEQdkQf7yCIABA0jJz5szZ6qSTTupUzHF33XVXllxyyd54A46yQ85Vkj6UNF7SPG2nJVVKeivr9YOkK9K+ZSQ9l859UdKSWeddJOkdSe+mMZRz3cclTWj9u5y/6N69+9GHHHJIxbLLLlu0MTt06MBll13Wo0ePHqfEg2EQtC/iAx8EAQDdunU78sADD1TPnj2LOq4kTjzxxMrevXufVNSBm872wIrpdQhwXe4BZlZlZmtmXsBnuF82wCW4Hnx14CzgfABJ/YCNgNWBVYF18UJM0v5d8U6VQTOQ1KO2tvagI488snOxx95oo41YbLHFeuHe00EQtBMimA6CgJRJG3jkkUd2KcX4e+yxBzU1NWsnm75y4/ek4kgzex3oLWnx+g6WtCKwCPBS2rQK8Fz6/wvpeuCNaboCnYEuQCfg23SNnnh3v3MKeyvtgj/269fPlltuuaIPLIkTTjihsnfv3kcVffAgCEpGBNNBEAD06dmzZ4c+ffqUZPCuXbuywQYbzALWL8kEGuZXeLvqDP9N2+pjT+C+rILKccBu6f9/BColLWxmr+HB9dfp9bSZvZuOOxtv9V5dmFtoP1RWVm6x8847F3d5JYstt9ySWbNmbViq8YMgKD4RTAdBALDOeuutV9Jug5tuumnPrl27lmMQUpcbREPOIwOAoVlfDwZ+J2ksLuP4EqiR1AdYGVgSD863kLSppDXx9u6PFGT27YyOHTtuVKwC2rpYdtll6dChQ1dJS5RsEkEQFJUIpoMgoFu3buv369evZNk8gHXXXbdD9+7dNy3lHDJI+r9MMSHwFbBU1u4l07a6zlsD6GhmozPbzOwrM9vVzNYCTknbJuNZ6tfNbKqZTQWeAjYANgTWlvQp8DLwa0kvFvoe50ckdayqqlp+rbXWKuUcWGONNWYC8xSqBkEwf9Kx1BMIgqD0dO3adfFFF1201f14G2KRRRZhzpw5vy2jwHFS+nd9YFdJhwK9gMWBoTnGGxmWB2pz7qETMDv9fzk8K/0i8EtgCUlbpX2r4xKSicD7aVtXYEGAMnpfypmOFRUVFa3RtbM5LL744hXAQiWdRBAERSOC6SAIkNS5U6eiOuLNQ6dOnTCzkgb09fAjsDAeVM8B3svatw4wKuvrXwJv55zfGw+iASbzU6D8PR4or5M1zsSCzbp9ooqKCqNuaU7R6Ny5s/CHqCAI2gERTAdBQG1tbfWMGTNKOocZM2ZQUVHxhZltVtKJBG0WSZU1NTU/UmIJY3V1dS1Q2g9UEARFIzTTQRAwderU9z788MOaUs7hww8/JOmEgyBfpkqa9c0335R0Eu+//34t8HlJJxEEQdGIYDoIAmpqat4YPnz4tFLOYeTIkbMnTZr0QinnELRtzMx69uw5YdSoUY0f3ErMmjWLDz74oDswtmSTCIKgqEQwHQQBwKi33367W21t6dzxRowYUV1bW/tGySYQzBdUVVW9MHLkyJL9IE+YMIHu3bt/nRxagiBoB0QwHQQBZvZ9586dv3juuecaP7gV+PLLL3n33Xc7AyNLMoFgvmHWrFn/vPvuu6t/6plTXO67777ZNTU1fy/J4EEQlIQIpoMgAGDKlCkXXHTRRSXJpl1zzTU1HTt2vMfMqkoxfjBfMXzixIk/vvBC8RVDM2bM4LrrrquZNm3aFUUfPAiCkhHBdBAEAJjZvS+//LI++uijoo47ffp0rr322tlTp069rKgDB/MlZmZTp0694MILLyx6DcDQoUOpqKgYbWYfFHvsIAhKRwTTQRAAYGbVwIUHHHDAtGIukZ900kmzzOw5M3u3aIMG8zVmducrr7wy7cknnyzamD/88APHHnvs9EmTJp1YtEGDICgLIpgOgmAuM2bMOP+tt9765Nprry1KAdeIESO46aabqqdMmXJAMcYL2gdmNm3atGn9//znP1dPnNj6fXDMjAMPPLB69uzZN5nZK60+YBAEZUUE00EQzMXMaqqqqnY/4YQTZowePbpVx/r666/p379/dXV19b5m9kOrDha0O8xs+KxZs24bMGDA9NmzZzd+Qgu4/vrra1944YXvpk2bNqRVBwqCoCyJYDoIgp9hZu9VV1fvtcUWW0wfO7Z1rHK//vprNtpoo+opU6ZcaGZPtMogQbtn2rRpx44cOXJk//79p8+aNatVxrjtttts8ODBk6ZOnbq1mUXXwyBoh0QwHQTBPJjZY1OnTt1n0003rS607nTcuHH07du3+ptvvrmourr6rIJePAiyMLNZVVVVOzz33HOvbrPNNtXff/99wa49Z84czjrrrJojjjhiYnV19UZm9mHBLh4EQZsigukgCOpkzpw5D0+dOnW7PfbY49sBAwZMb6n2dObMmZx88smz+/XrN/X7778fVF1dfWaBphoE9WJm06uqqrYbNWrUzX369Jk+dOhQa2mB7YQJE1hrrbWmXXrppWOrq6v7mtl/CjTdIAjaICqVsX0QBG0DST169ux5cUVFxf7HH39854MPPrhi0UUXbfL5VVVV3HvvvXbuuedWT548+ZUpU6YcYGZfteKUg6BOJK1XWVk5bI011vjlkCFDem6//fZUVFQ0+fwJEyZw9dVXz7zzzjtrZs+efWxNTc1NLY7MgyBo80QwHQRBk5C0ZmVl5eDZs2fvutVWW9XusssuPfr27cuqq65Kly5d5h43Z84c3nvvPcaMGcNzzz034/7776dTp04vTZ48+RLgXxF8BKVEUmdgn969ew/u2LHjMgcddFCXDTfcsKJv374sueSSSJp77OTJkxk7diyjR4/mrrvuqvrggw9q5syZc93MmTOvNrOvS3cXQRCUExFMB0HQLCQtAPTv3bv31sB606ZN+1XPnj1ndurUyWpqalRVVdW5a9euEzt16jR20qRJL9TW1t5rZl+Wet5BkIukNTt37ty/srJy0+rq6tWBzj169KiRZDNnzqyYPn16RWVl5QczZ858ddq0aU8CT5pZTannHQRBeRHBdBAELUJSN2BhoAswC5gUbcGDtoY8Jb0w0AOoAGYA35rZnJJOLAiCsieC6SAIgiAIgiDIk3DzCIIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCIIgCIIgyJMIpoMgCIIgCIIgTyKYDoIgCIIgCII8iWA6CIIgCIIgCPIkgukgCMoGiXckNqtn32YS/23g3Nslzmm1ybUzJM6QuDvPc1+UOLgAczhZ4uY8z50qsXxL5xAEQdAYEUwHQVAUJD6V2Cpn2/4SL2e+NuO3ZrxY9Mk1gsQqEo9LTJaoknhBol8zzs87MC3G9coVM84zazworyt4N6OnGR+33uyCIAicCKaDIAgaQGIF4BXgbWA5YAngEeAZiQ1LObd8kehY6jkEQRDML0QwHQRB2ZCdvZbolqQb/5P4N7BuzrFrSYxJmeL7gK45+3eSeEtiksSrEqvnjDNYYnzKNt8n/fz8LM4AXjPjFDN+NKPKjKuAu4AL0/XmkaBk7kViO+BkYI8kPRiX9r8ocb7EG2kOj0kslO/1mvjeDpEYD0yT6CixhMRDEt9LfCJxZD3n1jufJozbQeJUic8kvpO4U2KBrP37pn0TJU7L+RmYm4GX6CpxdzpuksSbEotKnAtsAlyd3o+r0/Em0Sf9v5vEpWmcyRIvS3RryvsWBEHQGBFMB0FQrvwVWCG9tgX2y+yQ6Aw8ige0CwEPALtl7e8L3AocCiwM3AA8LtEl6/r9ge3wbPPqwP71zGPrdP1c7gc2kuje0E2Y8U/gPOC+JD1YI2v3vsCBeLa7BriqoWs1dD2JEyX+3sjpewI7Ar2BWuAJYBzwK2BL4GiJbRubQzPZP702B5YHesLcgHcV4Fpgb2BxYIE0l7rYL+1fCv+eDgKmm3EK8BJwRHo/jqjj3EuAtYF++M/LCfj9B0EQtJgIpoMgKCaPpqziJIlJeCBVH/2Bc1M2+At+HmhuAHQCrjBjthkPAm9m7R8I3GDGSDPmmHEHMDOdl+EqM74y40c8qFyznnn8Avi6ju1f479DF2zgHhrjLjMmmDENOA3oL1GRz4XMuMCMnRo57CozvjBjOp7p/6UZZ5kxK+mLbwIG5DN+A+wNXGbGx2ZMBU4CBiSpye7AE2a8bMYs4HTA6rnObDyI7pO+p6PNmNLY4BId8AeWo8z4Mp37qhkzC3FzQRAEEUwHQVBM/mBG78wLOLyBY5cAvsj6+rOcfV+a/Szwyt6/DHBcTuC+VDovwzdZ/6/GM6Z18QOeNc1lcTy7+b8G7qExcu+vEx68txbZ4y0DLJHzHp0MLFrgMZfg59+bz4COaZyffY/NqAYm1nOdu4CngWESX0lcJNGpCeP/ApcAfZTH3IMgCBolgukgCMqVr/EAOMPSOft+JaF69n+BZ7V7Z726mzE0j3k8C/ypju39cS11NTANfpJ7pOzyL7OOrS/bmnt/s/HgPd/rNUb2eV8An+S8R5Vm7FDHeY3NpyG+wgP3DEvjkpZv8e/jklnX7YZnn+eduK9AnGnGKrhcYydcJpN7X7n8AMzA5UJBEAQFJ4LpIAjKlfuBkyQWlFgS+EvWvtfwgOzIVEi3K7Be1v6bgEES60tIoofEjhKVTRk4Fa9tlr48E+gnca7EQhKVEn/BA7kh6Zj3ga5pjE7AqfAzffa3wLJJcpDNPnLbve7AWcCDZsxpwfWawxvAlFSU2E2iQmJV6eeFnk25v1SgWF9AOxQ4RmI5iZ78pPeuAR4Edpbol3TwZ8LPHpDmIrG5xGopkJ+CP3jMSbu/hbo9pc2oxfXzl6WCywqJDXP080EQBHkTwXQQBOXKmbgk4BPgGXyZH4Ckr90VL2z7H7AH8HDW/lG4bvrqtP9D6i8w/BkpcJ+KW+FhxgfAxsAawKd4NnU3YFszXknHTMYlKzcDX+KZ3Gz3i0wB40SJMVnb7wJuxyUnXcHdNPK5nrzByVNNucc0xhxgZ1wr/gmewb0ZfnLayDq2sfkshT/g1MWt6T5HpHFmkB6MzHgn/X8Y/r5WAd9BnXrmxfDgewrwLjAc5nptXwnsLnd+qauIczD+/XwT+BF3YYm/f0EQFASZ5btaGARBMP8hsQ/wWzNOauVxXgTuNsuvw185Ie9S+IAZT7fwOj2BScCKZnxSkMkFQRC0MmHcHwRBkIXZ/N9ZsNA0pUthfUjsDDyHyzsuwTPInxZmZkEQBK1PLHMFQRAEpeT3eJHiV8CKwIAcl5YgCIKyJmQeQRAEQRAEQZAnkZkOgiAIgiAIgjyJYDoIgiAIgiAI8iSC6SAIgmYgsbHEqxKTJX6UeEViXYn9JV4uwXw6Szwo8WmOP3ZmvyQulJiYXhdlN7uRWFNitER1+nfNrH3HS0yQqJL4ROL4It5aEARBmyCC6SAIgiYi0Qv4O/A3YCHgV7gfdl2+yMXkZWAfft4iPcMhwB9wn+zV8c6Bh4IH4sBjuF/zgsAdwGNpO7jDxr5p33bAERIDWu82giAI2h4RTAdBEDSdXwOYMdSMOWZMN+MZvBvf9cCGElMlJgFIdJG4ROJziW8lrk8tszNdA/+bmq38kDLLe2cGkthB4t8pK/ylxOC6JmTGLDOuMONlfuoImM1+wKVm/NeML4FL+amBzWa4ReoVZsw04yo8gN4iXfsiM8aYUWPGe3jgvVGL3sEgCIL5jAimgyAIms77wByJOyS2l1gQwIx3gUHAa2b0NKN3Ov5CPABfE+iDZ7JPz7reYsAv0vb9gBslfpP23QIcakYlsCrwfOYkiUkSGzdxzr8FxmV9PS5ty+wbn2NFNz5r/1ySNGQT4J0mjhsEQdAuiGA6CIKgiZgxBW8tbsBNwPcSj0ssmntsCj4HAseY8aMZVcB5MI9M4rSUFR4OPAn0T9tnA6tI9DLjf2Y/tSE3o3fKRDeFnsDkrK8nAz3T/HL3ZfZX1nGdM/C/Gbc1cdwgCIJ2QQTTQRAEzcCMd83Y34wl8YzxEsAVdRz6S6A7MDplkicB/0zbM/zPjGlZX3+WrgewG7AD8JnEcIkN85zyVKBX1te9gKkpG527L7O/KnuDxBG4dnpHs5Lrw4MgCP6/vXsPtrMq7zj+fbgkqQTCXSXHEmVAJLE6WgcYRZBgMuJ1AEEbC3hHxrGIVWpVKNZ6YRQd1BF1wIBEEfAGKDJajE1woLE4RAKJAxJMoKTNhdwIJMDTP9ba57zZPefkZImmxe9nZk/O3uvd613ve5jht9d59lr/pximJalRJouB2ZRQ3b8D1kpgEzC1ziTvmcmkTCZ2jtkrgt06z/+SshMgmSzI5PXA/sAPgKsah7mI8uXDnhcwVKqxCPir7uoelC8pDpZyRPA24B+A6ZksbxyDJD1lGaYlaYwiODSCD0QwUJ8/C3gzcAuwAhjorYSRyROUUpDPR7B/PX5yBDP7uj2/Lm93FGWljavr81kRTMpkC7CO4b9c2BvX+Agm1KfjIpjQCciXA2fXcx8AfIDyAQBgbu33fbWP99bXb6r9zqKUprwyk99t7/2SpD8HhmlJGrv1wOHArRFspIToOygB9SbKjO6DEaysx58D3A3cEsE64Gcw+AVDKEvZraHMRs8Bzqiz3QB/Cyyt7zuDsvQdAHXFkKM6/SyhzIJPBm6sPx9Y274KXAf8po71R/U1MtlMWTbvVOAh4G3AG+rrAJ8A9gEW1HNuiODi7b1pkvRUFpn9f5mUJP2x1c1Vrqi115Kk/6ecmZYkSZIaGaYlSZKkRpZ5SJIkSY2cmZYkSZIaGaYlSZKkRoZpSX8yESyN4LgdcN7pESyO4OEIfh4xuGzcSMf/XQT3RrAxgrsiOKTTtl8E36q7Gq6JYE6nbXIEP4xgdQTLIzijr99jI7gtgnUR/C6Cd/W1j9b3yRH8sl7D3GHG/NoI7qjL1/0ygsP62t8fwYMRrI3g0gjGd9peGMG82rY8gnNHuC/nRZDd32EEizrL5m2I4LEIruu0fy2CJRE8EcHpw/T5nAiuj2B9BCsjuKDTNjeCRzp9L+m0RQQfieD39X5eGTG0m2MEsyPY3De2nYe7Lkn6QximJT2lRbAv8D3gY8DewK+A74xy/DuAtwOvBiZSNlJZ2Tnke5T1oQ+k7E742U7bFcC9wNPr+z8ZwStqv7sC36es8TwJOAW4MGKr3QlH63s1ZdvyTw8z5oOp61QDe1LWlb42gl1q+0zqLobAFOA5wPmdLr4F/Fu9P0cD74ngdX3nOAg4CfjP7uuZTM1kYt3ZcXfg98DVnUNuB84Ebhtm3OOAn1LW6H4GMEC5h13v7fWfudUa3adS1uJ+KWUL9r8Avtj33gs6752YOfLGN5LUyjAtaYeL4J0R3F1ndK+tO/X1Zh8/H8F/1VnThRFMq23HR3BnndG8P4K/H6H7E4BFmVydySPAPwEviODQYcaxE3Ae8P5M7swkM7knk9W1fQbwLOCDmazNZEsmv65tE4FjgH+pr98OXEPZCAVKUN0D+GbtdwFwF5QZ5NH6BsjkZ5lcRd1uvM9MYF4m8zN5DPgMZQOXo2v7acAlmSzKZA3wz7DVLPEUYE4mj2dyDzAfmNp3ji9RNqHZzMheTvkQ8N3OuL+cyb8Cjwxz/OnAA5lcmMnGTB7JZOEo/Xe9tl7Tskw2UK75lAieNsb3S9KTwjAtaYeK4FjgU8DJwDOB+4Ara/MMSkA7hDLjegqwqrZdArw7k92BadQtsGufD0Xwsvp0KmV2FIBMNgL38L/DIpSZ0QFgWgTLaqnH+TVkAxxB2W3wsghWRbAgYjCwRt+/vZ+n1fOuAL4NvDWCnSM4kjIDPX8MfW9LDHPewXP334P689Mj2Kc+/wJwagS7RvBc4EjKbo2ls+CNwOZMfryNcZwGXFPv8VgcQdnl8YZa4jE3guf3HfOp2nZzlI1u+q+x+3w8cHDntTPrB7T/iODEMY5JkraLYVrSjjYLuDST2zJ5FPgwcGQEU4AtlNKBQ4HI5K7MwTKDLcBhEeyRyZrMoTKCTPbMHAypE4G1fedcW/vt19uNcAbwfOAVwJspZR+99hnAzyllCZ8D+fv3LQAABilJREFUfhjBvpmsB24GPhbBhAheBJwIW82Ufhs4F3gUmAd8JJNl2+p7lHvX81Pg6AiOqaUT/wiM65y7/x70fu7dg+spJRybgMWUGd8FMDjj/kngrNEGUGeETwJmj2G8PQPAm4CLKKUaP6Jc87jafg6lJGUy8DXgulpuAnAD8I4IpkQwqR4LQ9d8ESVY708p8ZkdwUu3Y2ySNCaGaUk72gGU2WgA6p/sVwGTM7mJUl7wZWBF/TJb70tmJwLHA/dF8Is60zucDTD0xbRqD2D9MMduqv9ekMlDmSyl1Dgf32lfmskltQzjSmAZDIa0WcCz62tfodQxLweoZSXfodT6jqPMFn8oglePse8RZbKYMiv8JUpN877Anb1zD3MPej+vj2Bv4CfAx4EJlFKTmRGcWY85n1Kacu82hnECpa77F9sab8cmYH4mN2SymVIjvg/wvHpdt2ayPpNHM7mM8mGl97u4lPLhZC6wiPIhhN411w9nqzJ5rM6oz6ljlKQnlWFa0o72AAytrhHBbpRAdT9AJhdl8mJK+DwE+GB9fUEmr6fMPP4AuGqE/hfB0Jf8av8H1df7LaHUBI+0m9XCUdrI5L5MXpPJfpkcXq/j32vzNGBJJjdm8kQmSygzsa8aS9/bksk1mUzLZB9K3feBUGaX6bsH9ecVmayizPw+nsnlNXgup5TZ9ELrdOB9UVYCeZAStq+KGJwJ7jkNuDxzu65he685qaUd9R6el8mUTAbqNd5fH6O+V5KeTIZpSX9qu9YyiAkRTKCE4LdGWZ5tPKWk4NZMlkbwkggOrythbKR8ie3xCMZFMCuCSZlsAdbBiCs1fJ9SA31iPd+5wMI6m7uVTB6mzB5/KILdIxgA3kkpg+j1tVcEp9W655MoJQg3A0TwvPq+cRG8hVK2cWF976+Bg6Msjxe1XOE1DNUyb6vvnev4dwF2qvdv197YI3hxPWY/ymz6dZ1rvBx4ewSHRbAX8FGGyjF+C0QEfxPBThE8g1Kb3hvXdMoHgRfWxwPAuyl/Leide4BSEnNZ/z2t92ICJcj2fve9//dcARwRwXFRlq07i7Jyyl0R7BnBzHr8LhHMotTP31j73TuCg+q9PKze549n8kRtPymCifWaZgBvAa7tH58k/cGyfq3chw8fPv7YD8ilkNn3+ATkGZD3QK6GvB5yoB4/HXIh5AbIlZBzICdCjoP8CeQayHWQCyBf1jnPBsijOs+Pg1wMuQlyLuSUTtvFkBd3nu8BeSXkeshlkOdCRqf9KMjf1HP8qu88Z0H+N+RGyPmQf913/SdD3lH7Xg75Gcidxtj36cPcu9md9vm139WQX4Xcre/cZ0OuqPfrG5DjO23H1nu4FvJByK9DPm2U3+Fxfa99GHLeCMfPHWbcx3TaT4C8u45rLuTU+vp+dUzrIR+CvAXylZ33HQK5BPJhyPsgz+4777x6Pesgb4d8047+79+HDx9PzUdkNv9VUZIkSfqzZpmHJEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1MgwLUmSJDUyTEuSJEmNDNOSJElSI8O0JEmS1Oh/ANWyXsmp93bmAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.neural_network import MLPClassifier\n", "from NN_helpers import draw_nn\n", "X = [[0,0],[0,1],[1,0],[1,1],[0.8,0.6]] #pięć dwu-atrybutowych przykładów\n", "y = [0, 1, 1, 1, 0] #...i ich liczbowe \"klasy decyzyjne\"\n", "clf = MLPClassifier(solver='sgd', alpha=1e-5, hidden_layer_sizes=(4,4), random_state=1, \n", " max_iter=10000, n_iter_no_change=1000)\n", "clf.fit(X, y) #tu zachodzi uczenie\n", "draw_nn(clf) #obejrzyj źródła tej funkcji, możesz ją ulepszyć!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rysujemy rzut z góry na wyjście próbkując wartości wejść" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from NN_helpers import draw_response\n", "draw_response(clf,X,y) #obejrzyj i przeanalizuj źródło tej funkcji!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ...a teraz zamiast rzutu z góry, pełen widok 3D" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from NN_helpers import draw_response3D\n", "draw_response3D(clf,X,y) #obejrzyj i przeanalizuj źródło tej funkcji!\n", "#możesz ją ulepszyć, żeby rysowała kropki w 3D tak jak poprzednia rysuje je w 2D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mini-zadanie programistyczne\n", "Na podstawie funkcji ``draw_response3D(clf,X,y)`` napisz podobną funkcję ``draw_output3D()``, która jako argument dostaje sieć neuronową, numer warstwy, numer neuronu w tej warstwie, i dwa numery wejść. Funkcja ta ma – analogicznie do ``draw_response3D()`` – wykreślać, jak zmienia się wyjście wybranego neuronu w funkcji jego dwóch wybranych wejść." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tak dowiadujemy się o macierze wag pomiędzy warstwami (rozmiary i, jeśli trzeba, wartości):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(2, 4), (4, 4), (4, 1)]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[coef.shape for coef in clf.coefs_]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jeśli chcemy mieć kontrolę nad pojedynczymi krokami uczenia i chcemy sami je kontynuować, używamy ``warm_start``" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\ProgramData\\Miniconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:562: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (1) reached and the optimization hasn't converged yet.\n", " % self.max_iter, ConvergenceWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "iter 0 \taccuracy 0.4 \tloss 0.8268182609714202\n", "iter 50 \taccuracy 0.6 \tloss 0.7237687199253379\n", "iter 100 \taccuracy 0.6 \tloss 0.6985827232305021\n", "iter 150 \taccuracy 0.6 \tloss 0.6825289510448932\n", "iter 200 \taccuracy 0.8 \tloss 0.6731609921588257\n", "iter 250 \taccuracy 0.8 \tloss 0.663702404802986\n", "iter 300 \taccuracy 0.8 \tloss 0.6537733754301756\n", "iter 350 \taccuracy 0.8 \tloss 0.6424541578600267\n", "iter 400 \taccuracy 0.8 \tloss 0.630893097444644\n", "iter 450 \taccuracy 0.8 \tloss 0.6180300971007582\n", "iter 500 \taccuracy 0.8 \tloss 0.6039284157569674\n", "iter 550 \taccuracy 0.8 \tloss 0.5889620442214822\n", "iter 600 \taccuracy 0.8 \tloss 0.5736347497816042\n", "iter 650 \taccuracy 0.8 \tloss 0.5586407637804659\n", "iter 700 \taccuracy 0.8 \tloss 0.5444767670304498\n", "iter 750 \taccuracy 0.8 \tloss 0.5313555942316701\n", "iter 800 \taccuracy 0.8 \tloss 0.5195807248683925\n", "iter 850 \taccuracy 0.8 \tloss 0.5092289123995871\n", "iter 900 \taccuracy 0.8 \tloss 0.5002687268207907\n", "iter 950 \taccuracy 0.8 \tloss 0.49261473970637937\n", "iter 1000 \taccuracy 0.8 \tloss 0.4861677147309534\n", "iter 1050 \taccuracy 0.8 \tloss 0.480712185442826\n", "iter 1100 \taccuracy 0.8 \tloss 0.47615047093599666\n", "iter 1150 \taccuracy 0.8 \tloss 0.47221712278718464\n", "iter 1200 \taccuracy 0.8 \tloss 0.46899603143971114\n", "iter 1250 \taccuracy 0.8 \tloss 0.4662248852587433\n", "iter 1300 \taccuracy 0.8 \tloss 0.46399619155244654\n", "iter 1350 \taccuracy 0.8 \tloss 0.4620216503519067\n", "iter 1400 \taccuracy 0.8 \tloss 0.4604061117832556\n", "iter 1450 \taccuracy 0.8 \tloss 0.45899807270412396\n", "iter 1500 \taccuracy 0.8 \tloss 0.4578462534315425\n", "iter 1550 \taccuracy 0.8 \tloss 0.4568896454835743\n", "iter 1600 \taccuracy 0.8 \tloss 0.45607876162233574\n", "iter 1650 \taccuracy 0.8 \tloss 0.4553594879793046\n", "iter 1700 \taccuracy 0.8 \tloss 0.45474246099654947\n", "iter 1750 \taccuracy 0.8 \tloss 0.45423581013612485\n", "iter 1800 \taccuracy 0.8 \tloss 0.4537942387117374\n", "iter 1850 \taccuracy 0.8 \tloss 0.45343818312584555\n", "iter 1900 \taccuracy 0.8 \tloss 0.45311345039732054\n", "iter 1950 \taccuracy 0.8 \tloss 0.4528284672877628\n" ] }, { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clf = MLPClassifier(hidden_layer_sizes=(10,2), random_state=1, max_iter=1, warm_start=True)\n", "licz=[] #gromadzimy na potrzeby wykresu te trzy parametry\n", "accu=[]\n", "loss=[]\n", "for i in range(2000):\n", " clf.fit(X, y)\n", " licz.append(i)\n", " accu.append(clf.score(X,y))\n", " loss.append(clf.loss_)\n", " if i%50==0: #wyświetlaj postęp obliczeń, co 50-ta epoka\n", " print(\"iter\",i,\"\\taccuracy\",clf.score(X,y),\"\\tloss\",clf.loss_)\n", "import matplotlib.pyplot as plt\n", "plt.plot(licz,accu,loss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Przewidywanie klasy dla zadanych przykładów" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2.58621534e-01, 7.41378466e-01],\n", " [1.00000000e+00, 6.07011770e-11]])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict_proba([[2.0, 2.0], [-1.7, -2.0]])\n", "#prawdopodobieństwa każdej klasy dla każdego przypadku (w wierszach sumują się do 1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 0])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict([[2.0, 2.0], [-1.7, -2.0]]) #wybrane najbardziej prawdopodobne klasy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Uczymy się znajomego zbioru irysków\n", "Zwróć uwagę, że atrybut wyjściowy jest nominalny, stąd MLPClassifier automatycznie używa warstwy wyjściowej softmax. Więcej tutaj: https://stackoverflow.com/questions/47359784/how-scikit-learn-implements-the-output-layer" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "layer weight matrix shapes: [(4, 2), (2, 2), (2, 3)]\n", "detected layer sizes: [4, 2, 2, 3]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "accuracy on learning set: 0.3333333333333333\n" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "iris = load_iris()\n", "#...ktoś zapomniał o normalizacji?\n", "clf = MLPClassifier(hidden_layer_sizes=(2,2), random_state=1, max_iter=10000)\n", "clf.fit(iris.data, iris.target)\n", "draw_nn(clf)\n", "print(\"accuracy on learning set:\",clf.score(iris.data, iris.target))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalizacja i podział na zbiór uczący i testujący" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "X, y = some_dataset\n", "X = StandardScaler().fit_transform(X) #ważne jeśli używamy NN!\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42) \n", "#podanie random_state pozwala na uzyskanie determinizmu (\"seed\")\n", "\n", "#...ale powyższy przykład najpierw skaluje całość danych, a potem dzieli je na testujące i uczące.\n", "#Tak nie wolno robić, bo wiedza z części uczącej \"przecieka\" do testującej.\n", "#Bardziej prawidłowo: najpierw podzielić zbiór na część uczącą i testującą, a potem:\n", "scaler = StandardScaler() \n", "scaler.fit(X_train) #naucz się parametrów normalizacji tylko na uczącym\n", "X_train = scaler.transform(X_train) #normalizacja uczącego\n", "X_test = scaler.transform(X_test) #...i tymi samymi parametrami normalizacja testującego" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inne gotowe zbiory danych, PIMA, BUPA\n", "\n", "Do wykonania ćwiczeń potrzebne będą – do samodzielnego załadowania – zbiory oznaczane jako:\n", "\n", "- \"PIMA\":\n", "https://www.kaggle.com/kumargh/pimaindiansdiabetescsv\n", "- \"BUPA\":\n", "https://archive.ics.uci.edu/ml/machine-learning-databases/liver-disorders/bupa.data\n", "z kolumnami ['mcv','alkphos','sgpt','sgot','gammagt','drinks','selector']:\n", "https://archive.ics.uci.edu/ml/machine-learning-databases/liver-disorders/bupa.names\n", "\n", "Do własnych, dodatkowych eksperymentów może się przydać np. ``load_diabetes()`` i ``load_breast_cancer()``.
\n", "Zobacz https://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }