diff --git a/docs/notebooks/dmri_covariance.ipynb b/docs/notebooks/dmri_covariance.ipynb index fcb91c48..aeecc707 100644 --- a/docs/notebooks/dmri_covariance.ipynb +++ b/docs/notebooks/dmri_covariance.ipynb @@ -265,7 +265,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", + "image/png": 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r1q3ABDXdIwiCIKInKysLBw8eRGZmJvLy8tDU1ASDwYDMzEw0NjYC4I0dvV4vHk+hpZkHeWSi5Irycqg+/RRXlJdP9VQIgiCmDx0dwMaN/PsU0tDQgKVLlyIzMxMA3yy1vr5e3Cd4XQQjhpi5kCETJY5nnoHjuuvgeOaZqZ4KQRDE9GHvXqChgX+fQgwGgxhaysrKwurVq6HValFQUIDs7Gzk5OQgOTmZwkizAAotRcm5RYtgf+01qFQqpE/1ZAiCIKYLjzzi/z5FaLVaZGdno7a2NmhfbW0tamtrUVdXh8LCQrS3t0/BDInxgjwyUZKamgqVSoXU1NSpngpBEMT04eqrgYoK/n0Kyc/PR1NTE1paWgDwSb7Cz0LTVWmptlarFQ2a6dR8lRgdMmSiRKPRID09HRqNZqqnQhAEQQSg1WpRX1+P1atXIz09HcuXLwfAh5zy8vKQnJyMnJwc0WOzcuVKVFVVUdXSDIQa4kWJ0+mE0WiETqeDUqkct3EJgiAIgqCGeBOO0WjEwMAAjEbjVE+FIAiCIC5byJCJEt3Jk1h4//3QnTw51VMhCIIgiMsWMmSiRP6v/wpFSwvk//qvUz0VgiAIgrhsIUMmStxut987QRAEQRCTDxkyUWKuqoL9+uthrqqa6qkQBEEQxGULNcSLEu2dd8J4yy3Q6XRTPRWCIAiCuGwhj0yUeP78Z2jvuAOeP/95qqdCEARBEJctZMhES1ERlMeOAUVFUz0TgiAIgrhsIUMmSsylpRj+8pdhLi2d6qkQBEEQU4QggTDRmM3mGSmdMBnrQ4ZMlAgNkWd5Y2SCIIhpi9lsFuUGBMkBQUdpNJKTkyM+diSysrIu6WEdyTyE+5yJ1NbWoqGhYUKvQYZMlOhKSqA6ehS6kpKpngpBEMRlSVZWFnJycmAymWAymVBYWDjpXgvGGDIzMyf0Gnl5eSguLoZWqx33sVtaWpCTkzPqugnGovAKNKwEnar09HQUFxeL22tra1FcXDyh3wtVLUWJ3OHweycIgiAmD4PBAKPRiIKCAnFbbm7uFM5oYjAYDDAYDH5K3eNFYWEhjEZjxCKZp0+fDmlMFRYWQqvVorm5OeR5ubm5qKurw4YNGy5lumEhj0yUuL1ev3eCIIjZhs1mC/saHh6O+Fi73R7RsWNBp9PBbDaPGLbIyckRPQXJycmoCuj71dDQIO6TjmMwGEJ6F4QwUl5enjiWNDRkMBiQk5OD5ORkpKeni2MWFxcjPT09aLxIaGhoCDLQLmU8KbW1taivr4/6fIC/5/3792POnDnimgWG2goLC0WV8QmBzXIsFgsDwCwWy7iOO3zllcwLsOErrxzXcQmCIKYLAMK+7rzzTr9j1Wp12GO/8Y1v+B17xRVXhDxurNTX1zMATKvVsoKCAtbc3Oy3X6/Xsw0bNjDGGGtubmYAxGO0Wi3Lzc0Vx9Hr9eJ5Wq1WPC43N5c1NjaK4+n1elZfX+93bHt7u/hZ2GcymcQxAo8Xxgs8PxTZ2dl+5482XjQAYCaTacRjtFoty87OZnq9nmVnZ4vHC9+BMKfa2lq/tZReY6xE+vym0FKUxLhcfu8EQRDE5JKbmwuTyYSmpibs27cPWVlZaGxs9AvDrFy5EgCQmZmJ3Nxc7Nu3T8xpEfZlZ2eLXpWGhgYsXbpUPKakpAS1tbXimIWFhSFDWA0NDdDpdOI+rVYrjiE9Pj8/Hy0tLRGHigwGA/R6fdB9hxrPbDajvLx8xPHmzJkTVYhHr9eL915XV4fly5ejubkZRqMRWq1WnFNBQQGKi4uD5q3VakPey3hAhkyUyAYG/N4JgiBmG1arNey+mJgYv58vXLgQ9liZzD+L4cyZM5c0LynCQzQ3NxdVVVWorKwMayQsW7YM7e3t4s+hHqpCTkpWVpa4TTpeuLFHymMxm82oq6tDe3s7mpqaxpS0KxgKkYyn1WpRWVkZ8dhjQZr/kp+fLyZW63S6oHXU6XRBRosQCpwIyJCJkv7778cVL7+M/vvvR8pUT4YgCGIC0Gg0U37sWMjMzMS+ffvC7v/kk0+wbNky8edQBoVWq0V2dnbYnI5wRoher0djY2PQdiFvprKyUvRWjAW9Xu9nFIw03kR6ZKQYjUbxc2ZmZlD5uNFonBDPSzjIkImS+MOHwWQyxB8+PNVTIQiCuOxoampCfX09iouLodfrYTabUVxcLIaLpMdlZmaipaUFDQ0No3os8vPzUVlZiZaWFmRmZsJsNuPQoUOjhoJyc3OxevVqNDU1iWEewVsiDb1EMpaUQE+GwWAIO954emSEa2q1WjQ1NaGxsVEcWwi1Cfe2dOlS1NXVoaCgAHV1ddDr9UGGzESFlQCqWooaW14emFIJ2wxtUkQQBDGTyc7ORnp6OnJycsBxHLKysrBy5cogb0N7ezuysrKwfPly1NfXj/ow1Wq1qK+vx+rVq5Geno7ly5dHPKfm5mYUFxcjOTlZDE0JRobQe0Wv12POnDkRj5mZmYlPPvlE/PlSx5NSXFwszjMrK8uvN8zq1atRV1cnXlNalWQwGPyqnerr61FfX4/09HTU19fj4MGDftdpaWmBXq+fkD44AMD5solnLQMDA0hKSoLFYkFiYuK4jeu45hooP/sMzsWLEdvaOm7jEgRBEOOD8GCd6IZ1E4kQSpLm9sw0qqqq0N/fP2ZvUaTPbwotRYtg/81uO5AgCIKYQoQwjRCymonU1taGbZY3HlBoKUr6v/c9eFUq9H/ve1M9FYIgCGIWI+QCzUSKi4tRWVk5YWElgEJLUTN0/fWI+/RTDH/5y1D/3/+N27gEQRAEEYjZbJ70aqDxQEiajoZIn9/kkYkSW1YWOK8XNkmvAYIgCIKYCLRa7YwzYgBMSn4SGTJRotu3D2CMfycIgiAIYkogQyZKHA89BHAc/04QBEEQxJQwZYZMS0uLXwvocBgMBlRVVaGhoQFVVVUT1uJ4rCh+8xuAMf6dIAiCIIgpYUrKrxsaGqDX64OkvkORl5cnlm0ZDAasXr36kmXHx4OY3l68C6D13DkUMQaO46Z6SgRBEARx2TElhkwo5dBQBOo3CLX004FOxvA9AENeL9ofeQTPP/88FArFVE+LIAiCIC4rpnWOTFNTE3Q6nd82nU43oifH4XBgYGDA7zURzNNqsR0AB77Zz7e//W1YLJYJuRZBEARBEKGZ1oZMuHwYqfJmIOXl5UhKShJfaWlpEzI3GcdhLYD9CQlQq9V4//338fWvf31c5ekJgiAIghiZaW3IhGOkhN+SkhJYLBbx1dnZOSFzkA8OAgDudTrx5z//GfPnz8fx48dx880346OPPpqQaxIEQRAE4c+0NmS0Wm2Q98VoNI7Y6jg2NhaJiYl+r4lg4LHHwORyDDz2GLKysvDxxx/jhhtuwIULF/Dmm29OyDUJgiAIgvBnWhsy4QSyli5dOskzCSbhww/Bud1I+PBDAMBVV12F//mf/8H27duxc+fOKZ4dQRAEQVweTLkhExgmamlpEauVAtsxGwwGLF26dELFpyIl5m9/A+d7F0hISMCmTZsgl/PFYC6XC88++yxcLtcUzZIgCIIgZjdTYsg0NTWJSp7l5eVoaGgQ9wX+LKh+NjQ0oLa2dlr0kAEAr04H5nsPx6OPPoq1a9fiW9/61rRp5EcQBEEQswlSv44S5zXXQPHZZ3AtXgxla2vIY/7zP/8Tq1atgtVqxZe+9CX853/+JxYtWjRucyAIgiCI2QqpX08wnn//dzhuuAGef//3sMfcdddd+Mtf/oKrrroKJ06cwM0334z//d//ncRZEgRBEMTshgyZKLF85Ss4u38/LF/5yojH3XDDDfjoo4+QmZmJvr4+3HrrrdhHitkEQRAEMS6QIRMl2oMHof/Hf4T24MFRj73yyivx5z//Gffccw8cDgcKCgrQ398/CbMkCIIgiNkN5chEiUeng8xkgjc5GTEjdBr2O8fjwcaNG7F8+XLccccd4zYXgiAIgphtRPr8nhLRyNkA86ldszGoXsfExAT1mGlpacHChQuDNKUIgiAIghgdCi1FicwnUSC8R0NbWxtuu+02fO1rX0NbW9t4TY0gCIIgLhvIkIkSl8/N5bqEcJXD4YBGo0FraytuueUW/OUvfxmv6REEQRDEZQEZMlHCqVR+79Fw3XXX4aOPPsLSpUvR39+P5cuX4/XXXx+vKRIEQRDErIcMmSjxxsX5vUdLamoq/vSnP+Hee++F0+nEAw88gK1bt2KW52ATBEEQxLhAhkyUDD/7LOzXX4/hZ5+95LHUajXq6+uxfv16AMCWLVtQU1NzyeMSBEEQxGyHqpaiZMhggKanB2aDAdpxGE8mk6GqqgqLFy/Ga6+9hh/96EfjMCpBEARBzG6oj0yUuDUaxAwNwaNWQ26zjdu4AOD1eiGTycTP586dw1VXXTWu1yAIgiCI6QxpLU0wMcPDfu/jiWDEAEBpaSmuv/56/OlPfxr36xAEQRDETIcMmSi58NOfgsnluPDTn07YNRwOBz744AOYTCbk5OTg5ZdfnrBrEQRBEMRMhAyZaHnySXx6+DDw5JMTdonY2Fh88MEHyMvLg8vlwo9+9CNs2rQJXq93wq5JEARBEDMJMmSiZPjUKczbvRvDp05N6HVUKhXefPNNPOkzmJ555hl873vfw/AEhLQIgiAIYqZBhkyUzP/3f8ec117D/H//9wm/lkwmwzPPPIMXX3wRcrkc+/btw7e+9S3qNUMQBEFc9pAhEyXKDz+EzOmE8sMPJ+2aDz74IN5//30kJyfjxz/+MbgxCFYSBEEQxGyE+shECevr4z/09WEyzYlbb70VbW1tfmrZDocDsbGxkzgLgiAIgpgekEcmShw33uj3PplIjZienh58+ctfxosvvjjp8yAIgiCIqYYMmShRLFoEKJX8+xTywgsvwGAw4OGHH8bGjRupookgCIK4rCBDJkpi2trAOZ2IaWub0nmUlpairKwMAFBZWYmVK1fCbrdP6ZwIgiAIYrK4JImCM2fOwGw2AwD0ev24SgCMFxMlUQC5HPB4gJgYwO0ev3Gj5LXXXsPDDz8Mp9OJm266Ce+++y7mzZs31dMiCIIgiKiYEImCgYEB7Ny5ExkZGYiJiUFWVhZyc3ORm5sLrVaLxYsXo6SkBAMDA5d8A9OeBQv836eYBx54AE1NTdDpdPj4449x8803o7W1daqnRRAEQRATSsSGzFtvvYXMzEwYjUY0NjbC4/Ggv78fbW1taGtrg9frxf79+6HT6ZCVlYUDBw5M5Lynnu5u//dpwD/90z/hb3/7GxYvXgyNRkMeGYIgCGLWE1H59eHDh9HY2Ii2UfJBlixZgiVLlmD9+vXYuHEj9Ho9bpyCqp5JITMT+OQT/n0asXjxYvztb3+D1WpFUlLSVE+HIAiCICaUS8qRmQlMVI6Mp6AA3L59YCtXIqaubtzGnQiee+45dHZ2oqqqyk9ZmyAIgiCmKxOSIyNQUlISdt+BAwdmf1gJQP+dd2J44UL033nnVE9lRNra2rBu3Trs2rUL9913H2w221RPiSAIgiDGjagMmebmZgwODuLIkSN+ib0lJSXYsWMHampqUF1dPW6TnI6o3noLytOnoXrrrameyohkZGTg1VdfhVKpxDvvvINvfOMb6OnpmeppEQRBEMS4EJUho9frsXDhQmzYsAFZWVl4++23AQB1dXX44IMP8P7776O2tnZcJzrdkF24gBibDbILF6Z6KqNy//3344MPPsAVV1yB5uZm3Hzzzfi///u/qZ4WQRAEQVwyUXtkDAYD3n//fXz22WfYsGEDAMBkMolxLK1WO26TnI4oTp8GvF7+fQbw9a9/HX/7299w7bXXorOzE1//+tfxn//5n1M9LYIgCIK4JKIyZEwmk5g0OjAwENJoMZlMlzSx6Y7rK18BUyrh+spXpnoqEZOeno7//d//xa233gqr1Yr29vapnhJBEARBXBJRqV/X1NTg6quvxpw5c8AYg1arxW233Qa9Xo9HHnkEAJCbmzuuE51uxCQl8RIFM6zEOTk5Gf/93/+N+vp63H///VGN4XQ6YTQaodPpoFQqx3mGBEEQBBE5l1R+bbFYgnqV7Ny5EwCwfv36S5vZODFR5ddMJgMYAzgO3AwXajSbzdiwYQMqKyuRnJw86vG9vb0YGBhAYmIiUlNTJ2GGBEEQxOXGhJZfC4RquLZ+/fppY8RMJK4HH/R7n8k89NBDeOGFF3DLLbfgs88+G/V4nU6HxMRE6HS6SZgdQRAEQYQnKkPmwIEDot6S8JLJZIiJiYl4DIPBgKqqKjQ0NKCqqkoUnwx3bHFxMerq6lBcXDzisZNFzNAQoFTy7zOcsrIypKWlobW1FTfffDP++Mc/jni8UqlEamoqhZUIgiCIKSeq0NKcOXNQV1eH7OzsoH2RtsXPyspCc3MzgIuGSn19fchj09PT0dzcDK1Wi5aWFtTW1kZc3j1RoSWXXg/56dNwL1oEhcEwbuNOFb29vbjnnnvw8ccfQy6Xo6amBg8//PBUT4sgCIK4TJnQ0FJWVhbuu+8+JCUlBb0iwRDw4Nfr9Whqagp5rLBdqIzKzMxE3TSQBIhxOv3eZzqpqan44x//iJUrV8LtduPHP/4x1q9fD4/HM9VTIwiCIIiwRGXI5OXlYeXKlThw4ACOHDmCM2fOiK9IaGpqCsqv0Ol0aGlpCTo2XBgp1LGTCedr9c/Nopb/KpUKb7zxBsrKygAA+/btm/Vl9ARBEMTMJqry68rKShiNRjQ2Nvpt5zgO/f39o54fzjgxGo1B2zIzM/08OIIBE+pYAHA4HHA4HOLPUgmF8cSRmopYsxmO1FTETcgVpgaO47BlyxZce+21uO6663DFFVdEPZZQpp2QkIDBwUEq1yYIgiDGnagMmba2tvGeB4DQBo5er0dlZSXq6uqQn58vGjXhKmbKy8uxdevWCZmfFCEvZjbkx4QisMdMfX09Fi5ciGXLlkU8htFoxMDAAGw2mxiionJtgiAIYjyJ2JA5cuQIbrzxRgAYMYS0cOHCUcfSarVBHhWj0RhW1mDDhg0wGAwwGAxigrFerw95bElJCZ544gnx54GBAaSlpY06p7HimTsXsq4ueObOReS1WjOTjz/+GA888ABkMhleeeUV5OXlRXSeYGxKPTIEQRAEMZ5ElCNz+PBhZGVliT9nZmaGfEmPGYlQ1U4AsHTp0pDbDQYD9Hq9GGbKzMwMa/TExsYiMTHR7zURDH3rWwDH8e+znC996UvIycnB8PAw8vPzUVxc7Be+Gw2FQkHl2gRBEMSEEJEhs2TJEr/qFaPRGPIVSX4MEOxNMRgMWLp0qWictLS0+OXFZGVliWGn2tpaVFZWRnSdiSTxtdcAxvj3WU5CQgJ+85vfYO3atQCAqqoqfP/73x/VmBFCS+HymQiCIAjiUom4j0ykFUmRhJYA3nipra3FsmXL8Mknn6CkpEQ0ZPLy8rBs2TJRVbuurg46nQ5GoxF6vT6sRycUE9VHxrN0KWTNzfBmZSHm0KFxG3e684tf/AKPP/44PB4Pvva1r6Gurg7XXHNNSG+LzWZDb28vUlNTodFopmC2BEEQxEwl0ud3xIaMTqcDx3EY6fBIq5Ymk4kyZHDddcCnnwJf/jJw/Pj4jTvNCCUQ2dTUhLy8PFGjae3atSGTeMeiyURClARBEISUSJ/fESf7UngggAULgBMn+PdZjBAeAi5WHGVnZ+Nvf/sbampq8Pjjjwcl8UrLroHwFWajXYcgCIIgRuOSRCMva/r6AI7j32cx4QQir732WuzevRtXXnkllEol7HY7/uM//gOMMdEoGRwcjDjJl4QoCYIgiGiIqo8MAHzwwQdoaWnxCyXNmTMHRUVF4zKxac+mTcCjj/LvsxhBIHIkGGP40Y9+hP379+P999/Hs88+CyAyT8yo16mpAR5/nP/83HPAmjURj0kQBEHMfqLyyGzcuBG5ubloa2tDfX09TCYTGhsb8cknn4z3/KYvTU2A3c6/X2Y4nU709vbC6XSKn2+88UZwHIeXX34Z99xzD+Li+H7HwnFRU1QEOJ38SzBoCIIgCMJHVIbMW2+9BaPRiJqaGmRnZ6OqqgqHLqPKHQBATw8wOMi/X2ZIy6qNRiMGBwfx4IMPYv/+/VCpVPjzn/+MW265BS0tLZdefl1d7fej1IgiCIIgiKgMGWnlUnp6Og4ePAgAYRWsZyPeI0fAPB54jxyZ6qlMOtJ8Funn3Nxc/OY3v0FqaipOnTqFu+66C8eOHbu0vJc1a4C9ewGNBnjuOepNQxAEQfgRcfm1lI0bN+Kmm27CvffeC4vFgqysLCQnJ4MxNu08MxPWRyYpCbKBAXgTExFjsYzbuNORsZRGO51OnDhxAg8//DCam5sxf/58tLe3Q6VSTfpcCIIgiJnLuPeRGYnTp0/DYDBg+fLllzrUuDNRhszwjTci9u9/h+OGGxA3y70yo/WDCWVcnD59Gk888QQeeOABfP3rX4/YCCIjhSAIggAif35HFVo6cOAAjkge3osWLYLZbMaBAweiGW5GEnvunN/7bGa00uhQ4Z4FCxZg7969uOWWW8R9H374IUwmk3hMYL4LhY0IgiCIsRKVIVNcXBykl5SdnY3i4uJxmdRMgNu7F9z8+eD27p3qqUwokXhJQhk6Qjl1SkoKEhMT0dPTgzvuuAO33HILWltbAQQbLmPpJUNJvwRBEAQQpSHT398f5OZJSkqadvIEE8rSpcAPf8i/z2KMRiMsFgs6OzujMhoEgyYmJgY6nQ6tra24+eab0djYGGS4CMdGElYi7w1BEAQBRGnILF26FG+//bbftg8++CDISzOreeop4Nln+fdZjE6ng1wuh9vtDms0RGJUXH/99fj444/xD//wDzCbzfjWt76F2tpazJs3L/J8mJoaID4ezuefh8fjgUajoU7ABEEQlzlRJfsaDAYsXboUc+bMQXZ2Ntrb29Hc3Izm5uaI1a8niwkTjVyyBPi//wOuvx44fHj8xp2GjBZeGkuSrsPhQGFhIV5++WUAQGFhIZ5//nkoFIrRJxIfD9hs8KrVaDt8OCIxSoIgCGJmMqHJvnq9HkajERUVFdDr9VizZg36+/unnREzofz858CyZfz7LCdUyEeaozKWkFBsbCx+/etfY+fOneA4DrW1tdizZ09kE6muBtNoYN60KaQ3hvJmCIIgLj+i8shUV1cjNzcXCxcuxMGDB1FYWAiO41BXV4dbb711IuYZNRPmkbnMiaYkO5BXX30Vr7zyCl588UWkpaVd8nVHmxNBEAQxc5jQPjKLFy/GZ599BoAXiqysrMS//Mu/4Pbbbxe3TxfIkJkYRjNUIjEqbDYbzp07h7i4OMybNw8cx+Hjjz/G17/+9aiuS31oCIIgZg8TGloSbJ+DBw/CZDLhxz/+MfR6/eVVtdTRAWzcyL9fBgSGbUYLJwkVSQkJCWHDPYODg3C5XBgcHITRaMTatWvxT//0T9i1axfY3r18TkxNjd8cRjJUxhLiIgiCIGYHUefIlJSUoLCwEAUFBQD4Tq5UtTT7EAyYvr6+MZU7C0bF4OBg2PJtnU6HpKQkJCUlQavVwuFwgDGGoqIiPPzYY3DYbLz6dU0NEBsLeUICUFPjPwdfJZPU4CEIgiAuH6IKLVksFuzfvx8AsHr1agDA4cOHYTAYcN99943vDC+RCa1a+vvfgRtumNVVS0KISKPRiL1gxuLxcDqd6OzshNvtRlJSkhhmCuVdYYxhz549eOKJJ+D1evF1mQwHyssxd9s2wGYDA8DUarhNJv6cmhrgkUf4C2k0gNU63rdPEARBTBGTqrU0nZkwQ+bDD4F164Bdu4ARcjpmOoLBkZCQgMHBwajyT0IZLSPl0Pz3f/83Vq5cCYvFgi9wHN67/XZc/8EH/M7nngPWrIHT6YQ8ORnc0BA4gFfIXrMm7PUIgiCImcWE5sgQ4I2Xv/1tVhsxwMUQkdlshtFoRF9fn7gvVLmzsM1ms41Ynh3Y1Vc61u23346PPvoIizkOZxnD7b//PSwXLgAOh2isGI1GXFi/HkyhAAKMlcAGfVSWTRAEMXshQyZaPvwQuOUW/v0yJVRHX0HS4OzZs0GGj5RA4yZwrGuvvRYf7dyJHJkMFatWwW63+52v0+mANWvAKZWA08nn0kj2SY0kkjMgCIKYvZAhEy3r1gHNzfz7ZUBKSgp0Oh1SUlLEbYGVSTabDR6PBzKZDF6vF2OJWoYSjExetw7vDQ3h9t27xe1Hjx7F0NCQaAhx1dV8fkx1tXie8sUXkZqRAeWLL4YdmyAIgpgdRGXI6HQ6PPLIIzhy5Mg4T2cG8aMfAbGx/PtlQKjwkLQyaWBgQDRm1Go1tFottFqtn+EjECrUE650OjY2FqnvvAOlToeOZ57Bv/zLv+CWW25BW1sbf8CaNXySry/kBID3zggVTyOMPRacTie6u7vR3d1NISqCIIhpRFSGzOnTp5GZmYkf//jHWLx4MUpKSnDmzJlxnto056WX+JyNl16a6plMOYLHIzU1FYmJidBqtYiJiUFKSkpI42HMoR6fYdKzeTPw+ec4evQovva1r+EvRUXBpdc1NYDLxefNSLw0l4oQMrNYLBSiIgiCmEZEZcgkJSVh9erVOHToEA4dOgS9Xo+8vDwsW7YM1dXVGBgYGO95Tj927QKysvj3WcxIibLCPoA3ZoSqJqF3TEdHR0gPxphDPb7w0S1eLz4BcAOAzz//HP+yaxdekHhexHJspxNQKPy9NGO4L3EsiZEk7XlDISqCIIjpg/xSTj5y5Ahqa2vR2NiIzMxMFBYWwmw2Izc3F7fffjvWzeb8EaFqaZYjeE8ABJVJS/cBED8nJCTAbDbD6XTC5XIBgF8PGiHUM2YyM7GwpQUfAngIwH4ABQCOZGXhWZcLCknC72jemJHuC4B/eGrNGiiVSixYsGDscyYIgiAmlKg8Mjt37kRGRgby8vKQnp6O5uZm7N+/H8uXL8d9992H999/H2+88cZ4z5WYAkbynkj3ST8PDg6C4zgolUokJSUBgBhKirQUWlrG7V23DsxmA06dAlatggbAmwCeAcAB+Pc//xk7d+4UPTfSnjLR3BeAi2ONY3iKIAiCGH+iaoi3Zs0aFBYWYsmSJWGPeeGFF8Suv1MJiUaOD+GazIXa7nQ6xbJrIdlXOEbwhIymUC00zOM4DprXXkNqeTlkHCdclH9XKnHg//0//Nunn+K3v/0ttFptdDdXU8N7XqqrRzWACIIgiMlhQhviZWRkjGjEAJgWRgwxfoRL0A21XalUIiYmBjabDUajEUqlUjRiEhISIsqPETwmsbGxMK9cyee8CAaM4HVxOPAP27bhV7/6FYaHhwEAXq8X//M//zO2mwuociIIgiBmDlEZMh9//DHefvvt8Z7LzOIyU78OF4oJ7CVjNpvR3t6OuLi4kE3pBgcHkZCQgM7OTthsNr+y5lDdgFNTU6HT6eD+9rcBAM7vfAe9bW1wPvSQeH1pAu727dvxz//8z9i0aRO8Xm9koSwKIxEEQcxYogotHT58GPn5+VizZg2WL1/u59JfuHDhOE7v0pmw0NLGjUBDA5CbC1RUjN+4MxQhFOT1euF2u6FSqZCenh5Sq6mzsxN2ux0qlQoajUb05sTGxsLj8YQOO8XHAzYbvGo12g4f9jtGuEZycjJKS0v5fBkAK1aswK5du8AYCxqT9JgIgiCmN5E+v6OqWlq9ejUYY9i7dy/27t0rbuc4Dp999lk0Q848li0DXnmFf79MGOnhL3hE4uLi0N/fLxoNoaqDUlNT0dvbi9TUVCgUCng8HgCAVquF2WyGx+MRvTIi1dVAURHc5eWip0eYj8fjgc1mAwBUVVXhKxcuoODll/Hee++hra0Nv/rVr4IM7FGrlgiCIIgZAalfR8stt/ASBVlZl0UZNjCyYnU4pMYPgBG9IE6nE52dnXC73WK4SDz+xRf5HJZrrwVaWoDMTHhPnsSF9evhWb1aLO8GAHlyMj4ZGsK9HIdzjEGr1WLfvn247bbbQs5LqVSGTVomrw1BEMTUEOnzO2pD5oMPPkBLSwv6+/vFbXPmzEHRNEuYnDBD5sMPeZ2lXbtmvQK2wKU82AONlFCGUG9vLywWC+RyOdLS0tDX1weLxYKkpCQs0OsvJvv6EH5xHc8+i7jYWKCoCObSUgzb7Zi7cyfOb96Me995B3/729+gUqnQ2tqKq666KuT8QhlpoxluTqcTQ7t3I2n7dl7ziSqeCIIgxo0JNWQ2btyIuro65Ofno6mpCdnZ2Th06BDS09Oxb9++iMYwGAxoaGiAXq+HwWBAQUFB2PJZg8GApqYm6HQ6GAwG5ObmQq/XR3QdKr+eHEYrz/Z4PLBaraKREs4jIx2ju7vbz5BhEkOGw0VDhslkkHm9/GcAlooKqNeuhVKpxPDwMB588EFcf/31ePDBB8N6kqLxyPT29iJFr4fMbgen0fCaTwRBEMS4EPHzm0VBRkaG+LmwsJBZLBbGGGP5+fkRj5GZmSl+bm9vZ7m5uWGPrays9Pu5oKAg4utYLBYGQJwjMTH09PSwU6dOsZ6enpDbu7q6WE9PD3M4HCHPdzgcQfv9tq1axbwAG7zuOuZRKBhTKpk3JoZ5Ab8XAxjTaPzGtlqtrK2tjVmtVsYYY8eOHWNdXV1+17BarSHnFzgv6c8Oh4OZKiqYV6NhbO/eS1tAgiAIwo9In99RlV8ziRMnPT0dBw8eBAA0NTVFdL7BYPD7Wa/Xj3hupF4eYvIRypvD9YcRyrNTUlL8QjZCObRwfl9fX8h+NKJq9XvvAQDUp0/DbbUCDge4n/8cnEYDx1e/CgD8e0AZtTC+2+3G4OAg+vr6cNddd2Hp0qX461//Kib9CmGk0frkSH9WKpXQFheDC1TfJgiCICaNqAyZ3NxcHDhwAABQUFCA9evXY9myZVi0aFFE5wthIik6nQ4tLS0hj9fpdMjKyhJDTDk5OdFMe3yZRX1kIpUNCIW0P4xodITA5XKJBovFYkFnZ6cYuhGqh6TVSEHzqa4Gp9FAtmvXxWusWQNYrYj1GcaxBgOwYgUvHHn//WJejsvlglwuh06ng9lshkqlQm9vL775zW/irbfeQkJCgqjcHc4QE7ZHInh5KetJEARBjI2oDJmKigrce++9AHgl7MbGRlRUVODQoUMRnW82m0NuD/xrWKC+vh4A7/2pr69Hbm5u2LEdDgcGBgb8XhNCRQVQWzsresiE69obCaM92I1Go2i4WCwWAIBcLofb7RbzT6QeG6VSGXo+a9bAaTTCbLGASVSpAYCrrganVIJzuYA33+Q3vvkmjEajKFopjJ2QkID/+I//wIoVK+ByufDTn/4UmzdvhlwuD2mI+XmFQvw80nr29fWRQUMQBDHBRGXIVAd0QF20aBGWL19+yZMJZ+A0NTWhsrIStbW1qKurQ2FhYdgxysvLkZSUJL7S0tIueV4hGRwE7Hb+fYYTiZchHKM92HU6HeRyvl2RTMb/uqWmporl1aHOl85H6t0wGo1I2LqVlxN45BHemBF0koCgqiZdfT0UCgU4jsOg73vS6XSYP38+6uvrUVlZCZlMhl/+8pf4xje+ge7u7tFvuKYGiI0FYmPhfP75kIaKTqeDRqPB0NAQLBZLVAYiQRAEERlTIlGg1WpD5iKEqloyGAz45JNPkJ2djYKCArS3t2P//v1BeTYCJSUlsFgs4quzszPqeY5IQgKgUvHvM5xIvAyjIVWrFiQHhKZ2aWlp0Gq1UKvVsNlsYcNQwhgAbww48/OhiI1F3MMPi96bwbKyiyc8/jhv0Pia4QXdV0kJUlNTIZfLkeD7npRKJVLfeQexc+ZgQ2Ii/uu//gvJycn46KOP8OSTT/In1tSAxcfDXFkZ7E0pKuINJqcT8o0bYTQaRYFM6XrGxMTA6/WKIS2CIAhiYojKkCkpKcGGDRuwa9cuHDlyBGfOnBFfkZCdnR1y+9KlS4O2tbS0YJmke65er0dJSUlY701sbCwSExP9XhPCAw/wzdkeeGBixp9hSJNmBSPSaDT6lTCnpKQEeX4CPS5CSMloNELzm98AAJJ+9zu++29tLbTbt4NbtYpP6pXy3HO8kCT4EmwGwFlejsHBQXg8HtEjAwCsqAjMZoN33Tp885vfxKFDh/Dd734Xzz77LH+AT0QyYevWYG9KdTWgVAJKJYxPPgmv1yt2JpYiaECFKzUPhPJqCIIgoiMqQ0YqUZCbm4vs7GxkZ2dHnIQb2APGYDBg6dKlokempaVF9LhkZmbik08+8Tu+v78fmZmZ0Ux9/HjvPeDzz8VqmssdIRwkhI2knXmlVT6BnhjpfmlISafTYcAnFDnw7W/DZrNBLqhUHzjA92x57jkwpRJehQJGk4kXkty7F0ytRm9ZGTrvvFOsphJELZ1OJyylpfCqVOgtKoLRaIRer8eBAweQnJwMAGA7d+IlpRJ9Tz7pdx4APsHY4QAcDjh+9CPIZDLExMQErcdYvVyXkqdEEARxOTNlEgUGgwG1tbVYtmwZPvnkE5SUlIiGTF5eHpYtW4YNGzYA4HNkWlpaxP3Z2dlT3xBvFnT2jaZT71jPGe34kfYLatjz3nkH6pISPpkXfAO8gf5+9Pf3Y9H114MbGhK3y+RyOKurYTabMae8HINlZdAWF4vl1RqfJ8fr9UImkyElJSXous8//zwee+wxZGVloaamRvTsBTbTu5R7C9wPjCzfQBAEcbkxoQ3xDh48GLTNbDazt956K5rhJpQJa4hXXMxYejr/PkMJ18RuvM9hLLgpXaTXOnnyJPOoVGKzOy/APAoFO3HiBDt69Cjr3bIlZEM8r0bDb/M1xxMa2XV1dbGesjLmUasZ27s3ZCO+/fv3M61WywCwK664gr311lthG/lJxw5sqhe0Vnv38s36fM3zol1LgiCIy4EJbYhXXFwctC0pKQnl5eXRDDczWbECuOIK/n2GEk21UrR9VHp7e2G328Vk3oiuVV+PxUuWYODWW8EUCiAmBlAqYd66FSqVCilvvYW5O3aAk8nAgZctAACsWMGXZGs0vAYSLoZ6UlJSMHfnTt6L4wstBYZ07rnnHrz//vu44YYb8PnnnyM/Px979+71awQpJVxTvaC1EkJjviqrS6kWIwiCIHjkYzn4l7/8JQA+LCR8Fmhra0Nzc/P4zWy6I82RmaGhJeHhPt7nSJvcCcempqait7fX79zRQi/KkhIwux2Jf/wj3Lt2QVlUBA58GXfsr3+NuVu3AuATezml8mL59XvvAW+8EbLbrlKpBHbtAvMJTArVTFJjQqlUYtmyZfjjH/+Ihx9+GAcOHMDPfvYzHDp0CLW1tZDL5X7zFs7V7tsH5fr14DgOeO45KNes8V+r6mreiAkwrgiCIIjoGVOOzMaNGwFAFIyUotVqsXLlSixZsmR8Z3iJTFiOTEcHXyXzyCPA1VeP37izgNEEJOPi4tDf3w+lUgm73R42/8RPWVrwZgBgGg0YY2JuDABwMhmQn88bMUKfI8FoCGHQjKZsLRxjsViwf/9+bN26FYwx/OEPf8A111wT+tz4+Iul4D4RyUvNoyEIgrhcmVD16zVr1qBG0ll1OkPq11OPVAHbZrPB6/XC7XYjNjYWarUaAIKSbqXJuTExMdDV10MpNL577jk4XS7If/YzcD7Vaw4QjQcAF42KMKrUNpsNtn/7N6RUVvKGks/YCZeA+9e//hXHjx/HT37yk/DGR00N8PjjvAL3tm1Qr10reqfCGUx+Ct8LFlzaQhMEQcwixt2QOXLkCG688UYAGLFfzMKFC8cyzwmHDJmpJ9AoETwyqampGBwcDPmgDzR+Avf39vYiRa+HzG4H4AstPfccnA89xBsZ9fVQlpSE9sjU1MD7k5+IRhA0Gpxva/MrFw/rqfF1Em7bsAH/mZSExx57jA8lhblfj8cDh8OBK6+8UqyYkkKGDEEQRGgifX5HlCNz+PBhLF26VGz8lZmZCY7jgpIfOY5Df3//JUybmO6E8kaMFh6RCi4K+4VSeoVC4XdM4HgulwvDw8NiLos0PPV5cTFSqqrgrqgACgsxtHs3EpOTwdavR+cPfoC0wsLQ4ZqiootGDABLaamY0yOda8h7LirCsM2G72zZguOM4U9/+hPKysqQkZEhGirCuR6PB1afN2hwcDCkIZOSksJ7nCjhlyAIIioiqlpasmSJX/dSo9GI/v5+sQOr8LqsjJhZpH49FkJV+QRuC6xaGqk5nHSfcF5fX584XmBnXqPRCNTUIPHKK8EYw4X2digffVTUYeKGhjCvqkoUpRTwm1N19cVKp1WroF67VqweCpyroKAtaiZVVyNWrcYj+flQKBR4++238d3vfhd//vOfg+5No9FAoVAgPj4+rKESSeO8UFVg1AmYIAiCJ6rya4APL1VXV+ORRx5BdXU1Oi6zB/psUr8eC6FKhgO3hTNshAZ34R6+0monaYffxMRE6Orrgfh46Orr+fJpux1zd+686EGprwfndgNKJdyVlWJnYefzz8Or0WBg586Lukhr1gAeD9915o03RjQmBAVtxhjvFVqzBpzNhp+8+Sb+9Kc/Yd68eTh9+jTy8vJElXbhPvr7+8EYg1Kp9DPUxmR81NRAnpwM1NSMaDwSBEFcrkRlyOzcuRN6vR7t7e3Q6/Voa2uDXq+/JCFJYmYQ6qEv3SaIQsbFxYnt/fv6+kQBz5HUoAWjJSUlRcxXAfjSbaWvaklZVATZrl3gNBrIdu0S56EsKYHM5QKnUED56KPifOQbN4IbGkLyM88AAIaGhsZkSOh0Oj8Fbakx8rWvfQ2ffPIJ/uEf/gE2mw35+fl4IjsbuvR0zH37baSmpo5o4IXDz+ApKgI3NORntEnXikJSBEFc7kRVtTRnzhwcOnQIixYtEre1tLRg5cqV+Oyzz8Z1gpcKlV9PLu3t7bDb7VCpVNBoNGLS6/DwMFwuFxQKRURCikHl0bGxfJ8YpRLOwcHgnBxfEq5fcm9NDdhPfgJ4vXDk5qK7ogJutxtJSUlj6t8izZEJlQzsdrvx1FNPoaqqCl+TyfAHrxcKtRpukylk+flIpdZCKEuc5zvvjFhGThAEMVuJ9PkdlUdm0aJFfkYMwCcAJyUlRTPczOTqq/mwEhkxfqSmpkKlUiE1NdXPw5KWlgatVhuxGrSuvh4ZS5bwISUAuPde/t3txtDu3X4hFwD8Q95qhfOhh/y9GV4vOABx//VfSEtLE0NOEVFTA8THQ/nii0h95x0odTro6utFT4jNZkN7ezscDgcqKyvx9ttvo/6ZZ6BQq3Fh/fogz0sk+TBGoxFutxsymQwej4cXwrRaIzJiKG+GIIjLkYg9MtKS6/r6enAch+zsbHFbU1MT2tvbsXfv3nGf5KVA5dczlMA+MPHxYJJmc8zp5EUklUpYtm3jG+etWAHvu+/iwvr1wJo1SH3nHbDHHwdjjO8M/OijY2tAJ50DENSXRup9SktLC+o/U1VVBY1Gg+LiYsTHxwcNHzgXp9PJ5/BAuFxw2flIRNLkjyAIYqYwruXXAK84HVhyHdgULzk5OYqpEgSP34M9oJ0/qqvBHnsMADBQWgrt5s0AAC+AhK1bAbsdePNNcADm7twJ95NPAmvWwGQyIWn7dlitVugQLJ8womETOAffZ+GcOXPmiP1wAsc9ffo0du/eDYDvwfTG8uWI37RJDBFJQ0jCOUajUTRedDrdmMuyQ5WOEwRBzHaiypGZSZBHZvoSaESM5lHwO/7FF4GiIjjLyzE0NCR6ZESJAp+xEKPVQma3g6nVuNDejoSEBDEZub+/H9o334T2mWcwWFYGbQgx1FCEmqfz+ech37gRQ9u24fx3voN58+Zh7969ePLJJ+F2u/FljsMBxnCtz6MjyB/I5XKkpaUBgOiNCexyTBAEcTkyoTky1cJfqMRlzaXmZARW8Qg5NUK1k9+4NTVQ6nR8ropSKebEKBUKaAU9pjfe8MuT6evrw4UNG8BUKpg3bcLAwAAGBweRmpqK/v5+2O12aJ95BjK7HUkbN17MtwlFTQ1YfDzMlZVISEgIqhhSlpSAGxqCqrQUdrsd58+fx/r16/HHP/4R8+fPx6eMYRmAA9//vnivQtKxUBZus9kQExNDRgxBEMQYiMqQ+fjjj6nU+jInqFHcCMeFM3YCS4iFZNjBwUGxXNvpdMLpdMK7bh2YzQbvE0/AJuTK3H8/XzVms/FhHx/SMA+3Zg3clZVIfuYZzH37bfFac+bMgVwuh82noA3Ab4wgfOXfCVu3isaQn8FRXQ2mVuO8T/16zpw5AIBly5bh97//Pf75n/8ZgwDuq6vDli1bxNPMZnNQ75xwa0fJvARBEMFEZciUlJRgw4YN2LVrF44cOYIzZ86IL+LyQKiukcvl4sM31IM2XO+UkXJTdDodZDIZhoeH0dHRwXf6/eY3+Z3Dw7D927/xn9988+JJK1bwybk1NX7VUqmpqby3xGaDdvt28VrDw8OQyWTou/denC8rA1OrL+bChKK6GtBoMFhWFtpjtGYN3CYT7D/8IeRyOYaHh8X7j4uLw+uvv44in6H0pS99Kaj5nzhXyVoErl1UfWgIgiBmOVHlyCxduhRmszl4MI67fPrIXOaEMkRC5o6EMVhGy4fp7u6GyWQCx3HQarWYf8014IaG+J0aDTirlffIvPkmsGoVnxsjVBX5knSd5eUw5uWFFJAU5iXkzEgrhwLzcFBdfVGMUtJLRlTmDqM7BQTnvfz973/HDTfcIB4XGxsbNkleHMs3f2d5Ofp8Zegj5dFQ9RJBELOBiJ/fbJZjsVgYAGaxWKZ6KrMeh8PBenp6mMPhuORjHQ4H6+joYK2trcxqtTK2dy9jSiX/2ruXf2k0jO3dyxwOBzNVVDCv72em0TAGMI9azU6dOsV6enpCjmsymYLm0NPTc/Ec3zhMo2GmigrmVqnY+W3bmNVqZT09Pax/xw7mVqmYqaIi5D0IY3V1dYW813PnzrEFCxawyspK5vF4GGOMWa1W1tbWxqxWq7hGXsk8/OY3Dt8DQRDEdCXS5zdVLRHTlsDKHj8PhKTHS29bm78HwtflV/TIBHiNPv/8cwCAXC6HTCbD3Lffhnb79iDPi9Qjw3w5Ml6VCn0GA1JTU8Ekc+B8vWWkCH1hhoaG4PV6/ToKO51ObN++HU8//TQAYMWKFXjppZdgMpmCOiOHnd8Yk4LH1EOHIAhiion0+R21IfPBBx+gpaXFT/F6zpw5Yh7AdIEMmZlLULt+aZikpgZ4/HH+uOrqIINFOD/wwS3kjzgcDqSkpGB4eBjzMjLABTS7C6KmBqyoCJbSUih++lM+HBUiZBWI1BgTEpmF8JTFYsG7776L0tJSOBwOXH311XjxxRdx5ZVX4oorroDD4QAQIowUSo4hAijkRBDETGJCy683btyI3NxctLW1ob6+HiaTCY2Njfjkk0+injBxeRFJQqpSqURaWhrmvfMO5mVk+JdHr1kDKBSA0wllURFSMzJ4DwogSgsM7d4dlByrVCrxhS98AYsXL4b61VcxNz0drrvuuphbE4hvLADgrFZoi4thNpv5kul77w2SDwi8L2mZtWDUCMZVUlISHn/8cfz1r3+FXq9HR0cH7rjjDrz++uswm82wWq1i0rAfPu+QtMoqkvUcsbydIAhihhKVIfPWW2/BaDSipqYG2dnZqKqqwqFDh8Z7bsQMYyzVMiNV4EjHUSqVfJ+YgAc3ALGSCID/g933oE/avt2/pFkwSnwGkaCMLf/tb8PrGYUwGjweD7xeL2w2W9C9Su9L6hEym81wOByQyWSih0ioUsr8+GM09/biri9/GS6XC08//TTeffddyOVyuN1ucSxxbYX7lhhefX19Yj+aUEjnMjg4GFH1E0EQxEwgKkNGGo1KT0/HwYMHAfB6S8TsR3io2mw2P8Ml0vJgILiHjHTsoP40IR7cAMSmeHjuOX6/UIK9YgWft1Jd7V/SHGCUuCsqwNRquCsqwk9Ucm3hvgVcLpc4R2GftFleqPVQq9XB+SlFRUgaGsI7BgM2bNiAa6+9Fj/60Y/8RC79xhLuewxhJen54daeIAhiJhKVIZObm4sDBw4AAAoKCrB+/XosW7YsSBGbmJmM5lkRHopCzkVgZ95IHpDhlKBD9aeJ+MF94ABvqLz3Xujjq6vBNBqYS0t5b8+jj0Jms0H56KPh1+E734HTZzwI9x0TE4Pk5GRotVo/kciBgQG/tgTS9UhJSeHfDxwQvUJOpxPmykowlwtMqURfcTEefPBBNDQ0wG63w2g0Ijk5GX/605+C1cADEMdPSQm5XzoXv7UP8FIRBEHMNMalaun06dMwGAxYvnz5eMxpXKFk37ETqeaR0IMlsBfLpRBVZY1QPaRU8nkzoyTfhusBEziPwETjkeYm7PN4PLDZbH7jAxDXSzV3rtgPx/j006JEAjQanG9rE9dSGOf111/Htm3b8CO5HD93u6EOUyEV9foFqowTBEFME8Y12ddisYhdSEOxaNGikEYMdfqdmYzmWRH+otdoNGIlzqXmXEjDNoK3IOKcGyH889xzo3puhHtTvfIKUvR6DPkUqgOReoaE5FhhbgCCQmvCmqSkpIj/4IQ1kXqwLqxfL15D+8wzOL9+PZhaLYbBhDUVxlEqlZDJZHjJ7cbXOA7NPjFM6fWl8xgtVybs2pF+GkEQM5SIPDIWiwV5eXkoKSnBrbfeOuqgBw8exMaNG3Hw4MEp94KQR2biGY/+JKG8QGMtFx7LPCLpARPYyVeYhzCvmJgY0dgRFKylXX0DO/x6PB7ExMRgTkMDlE8+CeeOHTCvXIm4uDj09fUhLi4O8+bNC+ow/Je//AXf+973cP78ecTHx+OZZ57B7bffDrlcLo7p8XiQmJgIj8cDi8UChUKBq6++OmgdBKNHMJoIgiCmK+PqkUlKSsL+/ftRXl6OxYsXo6SkBAcOHBB1lj744AMcOHAAJSUlyMjIQFVVFZqamshwmAVEWiY9Zi9KAKG8QKPlhQQytHt3aC9LiDwQrroanC8heLR7ks7N6XTC4/EgLi5O9JYIlUVCb5jOzk4AFz1LSqUSMTExGB4eRkxMDOIefxxukwnmlSuh0+nQ398Ph8Ph59Xq6+tDf38/2tvbcfPNN+Pw4cP4xje+AavViscffxzbt2+HVqsVjSuNRgOPxwOtVovY2Fh4PB5RdBO4+D2eO3cOdrvdL2mZIAhiJjPmHJnTp0+joaEBjY2NMBgMMBqN0Ov10Ol0yMzMRGFh4bRK+iWPzKUxVq/IuDZdC5W/IW0GB/h18J2XkcEfD4Dbu/diiEkyjtNncETrPZJ6YzweDzQaDbxeL4aHh5GSkoK+vj64XC4kJSVhwYIF4nlC2AfgE3Olek2xL72E5Geegfmpp5Cwfj2USqWoNQUAsbGxWLx4MdxuN5544gk8//zzUCgU+Oijj7BkyRK/eQkGV2B+j7A/Li4OLpfLzyMzmieLOgITBDEVkNaSD9JaujRG0u0JtW88dH7EMfbsYV6fzpE4nkR3KFBTyVRRwe8T9gtIdJki0SqKZG6C3pLD4WBtbW3s6NGjrK2tjXV1dbHjx4+zrq6uoHOl13Y4HKyrq4u1trYyt0rFvL77EO7T4XCwU6dOsaNHj7KzZ8/6Xf+1115jv/jFL0KvmeR8U0UF8/r0qRz5+fz4e/YEzUvQkQrSjPKtm6mi4pLWjCAIIhoifX6TIUNEzaUaBZGMG3SNVat4Q2XVKvFB69iz5+JDfO/eYONHQiSG1qjHSAwjxi4KPZpMJtbV1cW6urpCGndWq9Vvf09PDzt58iQ7v20b86jVrKesLEjgMhIj8vDhw6ywsJAX15QiGH2BL9+8BbwaDfMCzKvR+F/Td77XJ1ZJIpQEQUwmkT6/o+ojQxDA2PrGRDtu0DV8/Ytw4IDYX0b56KN+PWkYYxj29WEJJJJ8ntEa+7GiIjCbjReSBKDRaJCWlob+/n5YrVbExMT4hWCE8QYHBxETEwOr1YrOzk4kJCQgPj4ecrkcHMchTqXykw8Q8nOEzr7AxVyXvr4+DAwM4MKFC/je976H2tpaZGZmoqmpCd3d3Rc7ACuV/GvVqos3ENAhWcwXWrEC8uRkoKaGv3dfRZO0sWC0OVAEQRATBRkyRNSEa2o3nuMGNW/zPUAZEPqBWlQEbmgIc3fu5JOE4+OB++8P2fQtnMEymoFmKS2FV6WCpbTUb6ygRn4hxtPV12PxkiVQv/qqaNgkbd8O2GzQbt/uX8peUwN5cjK8e/fizJkz6O7uFg0YgDegOI5DdXU15s6di9bWVqxYsQK/+tWv0N/fD+dDD6G3owPOwUHgjTeAvXuDSq2Fpn+28+fhfffdi2un04VsRDiW7s0EQRCTwuQ4iKYOCi1NHWPJl4noWEmoJDBvQ5pXI4Z9AkMr0rwZ3zmhQkGRzlWaJxPxvfrCOEK+ilejYYP33MO8vjkHhna8AHOrVOzo0aOsq7SUedRqdn7bNmYymVhrays7evQoO3XqFPvLX/7C/vEf/5GBt/HYypUrWWtr68ihv717xZBWW1sbO1dWxjwqlX8eTUAYbTxyoAiCICIh0uf3uHT2jQaDwYCGhgbo9XoYDAYUFBRAq9WGPLahoQHZ2dkAEPaYcFDV0sQQSSXLWCqYIukmPLR7N5K2bwe3YgXYe+/xHpHCQvT19YExhoT/+A/M27kTsl27eC+CUOG0YgUvWxCi4++lVFlFda606krQfvJVZUnXFIB4v6annsLn992H9BtvhMxuh1elwpmjR2G32wFA7CcDAG+++SbKy8vh8Xig1+vR0NCA6667LvR3FB/Ph8jUatgvXEBvb69fpZNwDHX+JQhiKpjwqqWDBw+ywsJCtnHjRsYYY01NTezgwYMRn5+ZmSl+bm9vZ7m5uWGPhe+vTOmrsrIyouuQR2ZiiCTRV0iCDUpCDcFo3hHhel1dXcyjVjOvz8MiVAwdPXqUeXzVP4Gel9GuG62H4ZIThwO8HSMlOYtVSL5EZqvVys6ePctaW1tFz8yJEyeYw+Fgb775Jps/fz77h3/4BzY0NOR/fek1pYnR0gqxgM/SORIEQUwWE1q1tHHjRpafn89aWlrY0qVLGWOMmc1m8fNotLe3+xkyjDGm1WpDHmsymVh9fb3ftkiNGMbIkJkoQoVXAgln7IR7uI9kHEnLlc+VlTGPr6zY/uyzrLW1lfU9/bRYajzpD13BOFi1yv99hHLv0UrXx1LaLjUYHXv2MLdKxf5v3TrW3NwsXt9gMDBjdXVQmE3Y71GrL25XKvnwl0JxsYw8wOgabU4EQRCXyoQaMhkZGeLnrKyskNtHora2lmVnZ/tt0+v1rLm5OehYk8nk93N9fT1rb2+PeK5kyEwsoxkfoYydsRo40mudPHmStbW18TklAG+4+B6+ofJgJgWhTFnyEuYiGGBnz5718zZFWrouNVKk54T0du3dK17fo1Ixh8MhHvfQQw+xL3Ac+4tvv1CeHjK3SGLIdHR0sJ6enovrHbC+E1WCTxAEMaHl10lJSfj73/8OAOA4DgBw+PBhJCUlRXS+2WwOuT1UJYQ0J8ZsNoudhMMhtHqXvoiJY6QKH6HiKFBUMtw5o1VB6XQ6JCUlIS0tjZcWELSCfN18Q1bkjFYq7JMvcK5cCa9GA+fzz4/h7n345mK75x54VSrY7rlHnItwLwMDA7BYLEFrIJRbS4UfpfPv7OyE3W5HZ2cn4uLiEBMTg4SEBNj+7d+w8Ktfhe3f/k081rtunXiuu7ISSqWSV9J+4QX8+de/xlnG8A0AG775TfTcfTeMRiO/5mvXQvnYY3wu0Zo1vPimRoOB7dsRExPDz720NKS4ZOB3SeXZBEFMOtFYSe3t7Sw5OZnddtttLD09na1Zs4ZlZGSww4cPR3R+ZWVlSI9MYAgpkIKCgiAPTSBlZWUhc2rIIzO5BIZJoqkOGhWf9yBcOCkib0GAN8WjVkc9nXAepf4dO5hbpWK9W7aEDae1tray48ePix4Qcc1KS5lboWAehYKd37ZNvB+vL0/I65tvT08P6ykr4+cvqX6yWq3Mo1YzM8Duj4kR/z3cfPPN7LPPPuPXTVrZFeKeIvnuhOt1dXWJXjMKNxEEcSlMqEdGr9fDaDSioKAAhYWFyMzMxKFDh3DjjTdGdL5Wqw3yvhiNxhErksxmM5qamkatWiopKYHFYhFfgoAfMblI+40Iook2my1s/5GI/5KXCkAWFfF9ZcKcE1HDPp83xZWfD6ZWw11REektBhHOo5S8ZQtkdjvm7tgBwL//jTDH2NhYaPftw4IvfvFiQzoAqdXVkLlc4FwuXFFRwTfOi4tD38aNfC+bzZvFcbBmDewXLqB7xQqcOXMG/f39MJvNkO3ahUSZDK95PHjxppsQHxuLjz76CMuuvx5v/exnFye6alXQ9yD97oZ27w7ZjweAKJgp/+UvkeHrk0O9ZgiCmAyiKr8+cOAA9Hq9n+Hy1ltvgeM43HvvvaOebzAYkJeXh+bmZnFbcnIyTp8+HdZQaWpqQnFxsd85kUDl11NDYHn2aOXaEZcySwUg77oLiv37AQBciBLm0Rr1jXRs1EKJNTVgRUWwlJZCvXYtf25sLG9sKZXoNhhgsVhCikrKk5PBDQ3xBpVPMHJo924kbd7MNwDcuBHmlSsRGxsLt9sNmUyG2NhYAEBMTIwoRmk0GuH1egHw/64WLFgA+ELAANCuUOB7Lhc+BjBHo8FnXi+cxcWILyqC2WwOmp+wFvMyMsCFKcUWwmALv/pVyOx2MLUaPa2tSElJIaFJgiCiItLnd1QemeLi4qA8leXLl6O4uDii8wPPNRgMWLp0qWjEtLS0wGAw+B3T0tIy7q3wiYkj0DsRSf5LRHIHQm5MdTXkv/2t/3ZE1nk2sM2/IAEg9URE3cHW1xsmYevWi+f6ck7w3HNhT1MqlZDt2gVOo4Fs1y6xq7F67Vp0fvYZ2o8dg/PBB8UeL0lJSVCr1ZD/6ldY8MUvgqurEw2vpKQkJCUlITk5GSkpKbwHRSYDA2C95x7oOQ5/AVAik6H65z9H98cfo++++9Db2xt2bqmpqeCqq8E0GphLS4M8Z0qlEmlpaRgsK+PzazZv9vfiBHRXplwagiDGjWjiVsnJyWPaHor29na2YcMGVl9fzzZs2OCX+5KbmxtUYl1ZWckKCgrGPFeqWpoeTESZrmPPniBF50iuI+1JIxwbqm9LVMre4yBaKT1W2idHqpwt7PcoFGKF0ZkzZ8RclnAdgo8dO8b6d+zgK5OUSta/Ywc7ffo0O3XqFHvl+99n1b5tI1WOiesUpiRbep9itVOYsm+qdiIIIhwTWn6dk5PDDhw44Lft4MGDfqXY0wUyZKYe4YF88uTJ8X1wjfAgHW0+0UgMjOnhG+XcAq938uRJdvz4cXb06FF2/PhxcQ1FQ0FSKi0YPK2trX5Jt/Znn2UelYp1lZayzk2bRONHMG56enrY0aNHmc6XCHx7TEzwPQpl2UrlRSMtTEl2yHWQ9NZhLMCgG4e1Ighi9jGhEgVCKGjOnDnIzs5Ge3s7mpub0dzcjIULF46vy+gSoRyZyWGknJLe3l4+EVQuR1pa2iXnTIhyBRs3ggOibp8fKi9n3PJmxtjaP1ROUV9fHwA+Ob63txculwsKhQJpaWli6Gvu22+LMgZ9994Ll8sFAEhMTITL5RKFLN1uN7xeL67JyoLMJ20AAJaKCqjXrgVjDL9YtQpPvfMOhgHMTUjAS/v24Vvf+hYfDnrkEQA+S8cnaeD6+c+RtH27fz5QNEjznnw5PmPOTSIIYtYxoTkyQtVSeXk59Ho9CgsL0d/fP+2MGGLyGCmnRNr/ZTweTkajEYk+5WkGBPU2iZRQeTkj3ceY1L4luTyjISTKSvvMGI1G2Gw2xMTEQKPRIC0tDQkJCYiLi/Obu3rtWnBWK3QlJYiPj/cbNzU1FXK5HPPeeQeLMzOx6P33MZSTI+7nlEpok5KgVCoRGxuLwtdewyexsfgqgAuDg7jzzjvxs5/9DA5JfxqmVOLC+vXo7e3Fhe9+F4a//x0XvvvdS6tQkqyVUP3U2dlJ+TMEQUTElIlGThbkkZkcoq3ykXoeIq1wcTqdkMfHg3O5wJRKyByO8POpr4eypATO8nIY8/JGnV808wl53TGsQyiPVahxzp49i4GBAcTHxyMuLi7oGk6nEx0dHXA6ndBqtWIzu4yvfAUylwtQKgGF4mIDQeG8PXtgzMvD4OAgVK+8guTqajz21a/ixU8+AQDcqNXiQ6cT8ooK9PmqEuc0NED55JNw7tiB4eFhXswzQJQzmgoyoUFgkHglQRCXHRPqkTlw4AAyMjIQExMjvmQyGWJiYqKeMDGzGZO3QoLwF7jUGxHJtdy7dvFlymE8HoJnRb5xI2CzQb5xY0RVSEE9b6R9axC62ka6LdCjE3i80+lEd3c3uru7/XrJBHqsQq3n8PAwAGBoaCjkvSiVSlx99dWYM2cOUg4cwLyMDMx9+22x+zacTr57r0YDrFolniffuBGoqUH6jTdCqVTC3tmJJ994A+/FxuIKALdYrVDbbDDm5cFqtWJ4eBixTz0F2dAQ4n72M2g3bgRns4EVFYWs/Orr6xu1Qkk41vXzn0N/ww2Y9847VKVIEERERGXIrF69GpWVlWLPCqPRCJPJRA2wiDEjLRcey4NLqVBAxnFQKhQXN0qMDiH04q6oADQauCsqIivvRkDIyVdOLTykpSXbAlLjRafTQaPRwOPxBBk20hCS1HALZbSEMpiEsJJGo/G7hvS+hbEUJSWAzcbnsGzbBsHtyt57D2c//RSfbduG4WefFddm7s6d4IaGkPL009BdfTXSfvc73HbPPfg/AKXLl8Nms0Gn0+Hzzz+H+Re/AAthlPSXlMD9i19AnpwMY3k5nE4nND4ZiXDhIuE+ExISkJiYyHt2bDZot2+nHBmCICIjmkzinJycaE6bEqhqaZYSomJGqODxKpVjHy9c5Yxvu6miIqhkWyCw4kla3STdJ1QhCVVFY62QChzr1KlTzFRRIUoseNRqcczBe+7hxSHvvJMdPXqU9T39NGMaDevfsYP133EH8wLM/O1vi+Oe37aNuVUq5pHJxCoot0olVjed37aN2e129o96PUsG2JuCYKdEIqK1tVU8x61SsePHj4vzDVe1FnSfVMFEEISPCS2/rqurY/n5+eytt95ihw8fZqdPnxZf0w0yZGYpIR54Yk8VmWzsD8NANW3JuWPVigo0bMKpgEc6xkg9bbwSrahzZWWixpFX0jtGKMlmjLGuri4/lW7hvs6VlQUZMp2bNvkdewFgSyX6ZQ/IZKzrzjv5Oezdy0wmE+vevJl51GrWv2OH33qFK2+fiP5CBEHMDia0/DojIyNkGInjOPT391+ij2h8oWTfWYagsRSQWAoAzuefh3zjRnBuNzinc8TS56BEVGFcl4vPJZGcG6l8Qrjk1tHOHy3BOPB8v+MPHICipASmp55Cf24uvF4vnyT7zjtAURGsW7ei8847oVarccUVV8BsNiPxX/8V8e++C/O3vgX7smVIra4GfHpOTKEA5HJYt27F4OAgrty+3W8uLgDbAJQD8AL4AoCXAXxTo0FvW1tkMhNRIE0GHhwcpPJsgrgMiPT5TVVLxMwikv4sYYwdqaEh5K4EPXRDnBtp9U04g2W087u7u2EymcBxHObMmRNkBASe39vbK/4hodPp4PF4YLFYoFaroX71VaRUVooVRMKxjDExGV+hUCA1NRVmsxnzr7mG13eS5Bo577kHyt/8BpyvJ40UJpOB83rxVwA/BGAAwAEoyslB6VtvYWBgAMBFgyzcvY+1OkxY25iYGHg8ngkxlgiCmF5MaNUSQUwZkfRnWbOGN3IEI8aXDDu0e7dfUq40+VdMrn3oIb9zQz2Iw+kERawXFQKZTAalUhnyXCGB1+Vyob29HfGvv44vLluGtJISzMvIgOqVVwAALpcLc8rLeUOvqEicU5KvV4yA2+3G4OAgFixYANmuXbw20vbt4JRKyFwuxDU0hDZilEpc8PXv+QcAzXFxuO+++8AA/LarC/Jf/xrzr7kGMS+8IFYqCcnRguaS8/nnxe1jqVZLSEhATEwM5syZI64x6TURBAFcgkfmgw8+QEtLi18oac6cOSjy/Qc6XSCPDCF4cZhGg/NtbWG7D4fypoTaPlKoyGazobe3F6mpqWLFTnd3d0jFa4HRwibC/sHBQTgcDnz5ppv8uvMK95WQkCB22/Xr6eJT5O4rLoby0UcxPDzsdy0Afj13cO21YC0tfnPkwPebGRoaQtLmzQAA05Yt6M/NxX/9138hPT0dd+TlQWa3w61SoffUKdjtdmg0GsTExIjK2V6FAkwuh/HJJ3Hhu9+FWq3GggULIvbIRPo9EAQx85lQj8zGjRuRm5uLtrY21NfXw2QyobGxEZ/4GmgRxLTC58XhqqvD9roJ500JtX0kz0tvby/sdntYJelQCB6XwcHBkP1hhDBYXFwcYmNjYXzqKTChF4zkvjQaDbTFxXAZjej9zncueip8JeRXbN+OxAULEPfyyzCbzWKPF7GrcF4e7406dQoAwBQKMKEHzapVUD76KLTbt4NzOsEpFNCVlECtVmP58uVYuHAhetatA1MoUO1w4P996UuIu/ZapDzxhKicDY0GHMdBZrdDt2MHGGMYHh5GX18fzp4969dbJ5Lv51I8YARBzB6i8sgsXrwYn332GQBgzZo1qKqqQmJiIlauXIl9+/aN+yQvBfLIENF2HY6GUB6ZSK8vPQ6A32chn0S4hvAAjyi5uKYG3nXrwFwuyFwueFUqdJ04AbvdDpVKheHhYX8dLF+ekHXrVqhKS3nvj0YDS2kpkjZuBAA4vvpVyFavhqKkBH3FxXC73Zi3cycGXC7o3W6YASQCeA7A//N6Lzblk4zdddddiIuLw9DQELxeL2QyGXQ6Xdj8IumaUKIvQcx+JtQjI7V90tPTcfDgQQBAU1NTNMMRxIQykn7SeKPRaJCenh6RESPN8Qg8rq+vD0aj0S+x1+aTFhCa4YVqzgeE8FSsWQO3yYTB7dsBtRr9JSVwOBxwu91wOByQy+VY8NvfQqHTwVxZCacvP2ZoaAg969bBq1LhfFERErZuFa8Re/QoXyFmsyFl82akPv00ZHY7kjgOf1OpcJNKhQEADwK454YbLnqofPlL8evW4Ytf/CJSUlKgUCgQHx8fsimi9LsLbC5I+TEEQQBRGjK5ubk4cOAAAKCgoADr16/HsmXLsGjRonGdHEGMB2ETe8N0mR2vh2MoMUgpgQ/pwO632n37sOCLXxTlERITE5GSkiJKKAjb/B7+NTVQ6nR8+TUg3o9SqYS2uBjn29thXrkScXFxUKlUUKlU8Hg8UD75JGCzIWHrVlHWIaWiAoPf+x7ajxzB57m5fOjI51kZvu46wOUCA58/I/N6wWk0cO/ahSSDAe/39GCHQgElgPeOHsV1112HF7/3PbD4eOD++8VOxIODg4h//XV84ctfRsqBA0EJ1ULHX51O5/c9TqZxShDE9GZcyq9Pnz4Ng8GA5cuXj8ecxhUKLREivrCGubQUF7773YgSey+FUGKQUqQlyFqt1k8sUafTQZ6czJdGq9Vwm0x+D/lQlVRGoxHzMjLE8vTzIfq6SBOLzWYzYl96CbodO+D+4hehkCT4cgC8CgV6S0oAAPN27sT59euhXrsWWq0WXrUanN0ulmMPrliBuIYG0cCIiYmB5tVXcaGiAt9PTsax3l7EAmgFkOa7BlOrYb9wAXEpKZDZ7WBqNWQ+Ay2S3jsUZiKI2c2495E5cuQIbrzxRgDAmTNnwh63cOHCscxzwiFDhhAZpXppvB+OkYwnfWAH5bwE9LQZaTxhHO2+fZhTXo7BsjKo164Ne7y5shIJW7fyzQNdLnAAQv1H4FWpwHEcuKEheFUqnDl6FGlpafDu3QulLz+m7777AABXXHGFeA/afftEdey+e+/F3r17kfTee9hw7Bhs110HtcGACxs2IE6lQqKvpNu8dSt0PsMpmrwiMmgIYnYR8fM7kjbBLS0tTCaTiT8nJycznU7HkpOT/V46nW6MDYgnHpIoIETGoOMzWS31I71OWL0i3z059uxhXV1drKOjI7Q0wJ49fvcuSBh4AeZRKpkjM9NPjmDwuuuYW6VinZs2sd4tW5hHrWbmu+5ibpWKnd+2TRzfZDKxTz/9lJ0+fdr/HnzjC/pPDoeDedRqcdsf/vAHlp+fz/ol28Ku6d69zOvTuwo8JpQmFUEQs4MJ1VqaSZAhQ4RiNIMk3ANS2B5KPHI8Cby+IDgpaCmJCFpLGk1IQ0cYx6NW+4ts7t0rajS5VSpRp0rQbGptbWWdmzYxt0rFBlas8NvvVqn8xCBNd97JvABz5Odf1Ifas4d5VCrWvXkza2trY11dXax782bm9m275pprGAC2QKtlv4+N5ecTxtCU6kYFiks69uwhrSaCmKVE+vyOKtm3eqSuqgQxAxgtWXS0vjIAxi/Z1Nd5WEjqDXV9oUNvUK6Nrz+LpbQUbrcbcrncL6nZ4/FAo9HAXVHh1xHZ+dBDMFdUAEolOLcbcLsB8L1jVCoVMpYswZVVVZDZ7Yh/7z2/Tr/W5cuRkJCAvr4+DA8PI+l3vwMAKPbvF9ek7957cfLQIVhWrYLb7YbH44H1+9/HqUOHYMrPR1lZGfR6PbrNZtzhcKDw8GEMrlvn15VYwFJayldOrV+PhIQEfqOvN46ypEQMZ4VM0g6xtgRBzC6iMmQ+/vhjvP322+M9F4KYNEZrpiY0qQvMuxC2p6SkjHj+aBVQfvt9D2XpAzzw+soXX0RqRgaUL77oP8Z3vgOn0Qi1Wo3FmZlI+93vxHOMRiNsNhuvsVRYiN62Nl6Cwbfvwne/CyaX80aKXM4nFe/axTe9s9kgA8BpNOBWrQKnVMLXCQbxBw/CbDYD4IVimezifyNXvPWW35qkHDiAxddfj6sWLkTGV76CpDffhEwmwz/+4z+iubkZjz32GACgrq4OX42LQ1NcHLBihZ/xoV67Foa//x3mlStx7tw5fs0kUhUjGqUh1pYgiFlGNO6elpYWlpGRwaqrq9nhw4fZ6dOnxdd0g0JLxFQwWu6G3/7Rcnd8YSC/0BDzD3MJ+SdejeZieEcSPgsMTTn27GEetZoN3H03c6tUzFRR4X89YT6Sz449e5hHoWAehYL1Pf20mJPTv2OHX34N27uXWa1W1tbWxrzCvCRhqcDw1x/+8Ae2cOFCBj7fmP0pLi7oXru6utjRo0fZsWPHxLCeyWTiQ1smU/jwknT+45zfRBDExBLp8zuq8uulS5eKf5FJ4ThO7Pg7XaCqJWKyGK0LbdRdagXFbwDYuzdI0NLj8SDmhRcwd+dODGzeHLK03Ol0oqOjAy6Xi9d8uvbakBVcQVVAQqUXAEdqKmJ9je2YWo22w4cRExMDt9sN7ZtvYu6WLQB4L06vr/Rbu28frti+nQ9dyeUwb90K54MPBmk9nTlzBtu3b0fnX/+Kg6dPQ8YYuFWrgDfeEOcf2N3Y6/XC7XZDpVIhPT191O+HtJkIYmYxoZ19Dx06hLa2tqDXdDNiCGIykYY4QoWmRtsfFiGMEsKI0el0SElJEbv3qteuxdy338a8jAxRaVpoiKdWq4PGDNSfMhqNQE0N5MnJfGhHkg8XK9GPct5+OzKWLMGC3/4Wcrkc5lWrYNqxA0ythrO8XAzdaZ54Aj2nT6O7owM9p08jft06P10pQevJ7XajUq9Ho8EAme9vK8u77+LRRx/F559/DqVSiQULFvD3Cr67cWpqKlQqVbBRIs2LkXwOFU6kDsEEMfMh9WuCGCdG62kynj1PwnkXnE6nXyO9tsOHxWNG8wjZbDacO3cO6TfeCG5oCJxGw4tI+tSzHYmJiO3pgfXLX4bm9Gleg0mpBFMoYHrqKfTdey9cLhfm/+Y30JWXw/TUU7D/8IfweDyQ/+pXSK2uhmzXLjgfegh9fX3wer0YHh6G5rXXMG/nTrGnDQAwmQz/CqDW60VKSgqeeeYZ/PCHP4TJZBrdqyJ4sHwyEeJnqzXsOgoq3dSPhiCmD6R+TRCTzGheljF5YUYhXLKy0WjEhfXr+cTdigq/Y6TXt+7ahRS9HtZdu8Rze3t74XA48PnGjbwRI3hj1qwBZ7Ui7tw5DFmtuPDuu3CWl/PGgccD2GzQlpVB89pr+NJNNyF561bAZkPS9u1gNTVY8MUvIrW8nG+qt24d+vr6EPPCC1hw7bWIf/11pO7cyRtF4BvwdW/aBMTF4WGvF9dxHPr6+lBQUIC8RYswNDQEjuNEfSqbzYb29nZRsgGAXyIwqqvBNBqYS0tDel0mpAqNIIjJJZoEnIyMDPFzYWGhmIiTn58fzXATCiX7EuPFeCaLCmNZrVbW1dXFN7HzNa2zP/ssa2trY1ardczjCkm2o50rbU4nJMTac3PFvjFeaYKvWs3PTYqQRCuT8eMoFMytUomfPWq12IdGuq2nrMwvOVkY26vRsP4dOy429NuzhzGlktkVClYKMLkvETgpKYnt2LGDHTt2jLW1tbHW1lZ29OhR1tbWxq+rb779O3aI31PYHjwhvg9KBCaI6cOE9pFhpH5NXIaMp1ChMJagx2QymUSxRmVJCex2u6gYHUkeh3CMY88eLPzqV+H6+c9HPM+5Ywe8KhVMTz4J5itRjmtoEPvGwGaD94kneIXroSF+bhJYURGYzQYmlwMaDT4vLcX59evBVCo4d+5ET2srWEEBPi8uhlelwsD27XCbTPCsXg3VK6/wYSSlErJdu6B89FGcb2vD5/fdJ+bCAABzOhHrcmGLTIZPANyQmAiLxYInn3wSL7/8MtxuN2JjYy/mydTUQPHYY+CGhpC0fbv4Pel0OsjlcrhcLpgrK3nhyoC+MkqlcuR+NARBTF+isZKKi4vZW2+9xRhjzGw2s/T0dLZ06VKWlZUVzXATCnlkiPFiojwyra2t7NixY6x/x46QHplIPArSDr7SMuzAEnDhul1dXez48ePs+PHjfOm1RsPYqlXMq9Ew+1e/yntLOI6Z77qLedRqZn/2Wb97N1VUiKXYgaXN0usGrtnZs2dFL420vFrqSbFarczjO8YLsM5Nm1h7ezvr2LSJ7VAo2IKkJLEEW+rRksou9G7Z4ueVEroQ+107oOw93HqJHjPy1hDEpDKpEgUGg4E1NTWNx1DjDhkyxHQglHZSqH4vobBarezEiRPsxIkTYfvShNJUCjWuqaKCuVUq1r9jB+vq6uJ7wAT2sJEYBF61mjEW/JCXaicxX+8YqWyAqaKCeWUyfl9mpqiV1FNWxjy+cBRbtSromm6VirW1tbFzZWXMrVKxvqefZh0dHezTTz8VjRCbSiWedu7cOVZQUMDeeustNnD33cwLMPO3vx2sScV8xpJSybxKpWg4SQ2qUOvV09MjGnyk50QQk8uEGjLJycksPz+fHTx4MKrJTSZkyBDTgVDaSZGKHYbzyIzJQ+QzMrxKpeixYYwFiTsKx3qUSuZRKMRGeVIPknjNVavERn1epfKiF0WjET+L+wVNJ0mDvMBrCsaO0OhO6pE6ceIE6968mdd8UipFw2vfvn0MAJPL5axELmc2iTEkGIldXV3s7NmzF/NylErmUauZ6c47+fcQYpTSNQ7MYYpEdJQgiEtnQg0Zs9nM6urqWE5ODtPpdNPaqCFDhpgOjOSRGeu5AiOFcIIQDJZAb8jevWISbqgQVKgOwaIB5hOsZL5k3s5Nm5jHp47duWkT83Ccn0dm4O67xet7ZLKgawoIYa+Ojg4/46mrq0v0yghepE6Vit19/fViV+AMjmMHHnpInHdbWxs7duwYO3bsGG8ISQQyPSoVO3v27KhhO2E9Aj04Y/0eCYIYGxOa7JuUlITVq1fj/fffh8FgQH5+PmpqajBnzpxxydshiNlGkHbSGEqxwx0rLcEOTEQOSvStrgaTNsQ7cIB/9zXSw5o1F8Umn38e8uRkaAoLodDpMLR7tzi2X9l3dTWgVAJKJYbKy2H9/vcxcO4cNE88AcePfgT74CCcDge6330X506dgqapCZzXy183Ls7vmqFwOBzidWUvvIArr7kG1uXL4VWpYCktBYqKcJXdjt+0t+PAgQNITU1FG2O498UXUVBQgM8++wxutxtKpRKJiYlgBQWw9/VhYPt2MLUa5zdswPDwMGQyGdxu94hJ3NKydmmTwPFMACcIIjqibogH8H0X9u/fj/379+PQoUOiQTOdoIZ4xOWAzWZDb28vUlNTodFoQjbMczqdkMfFgWMMnEzG94AJpKYG7JFHgjabduyA/Yc/REpKSkjJBaPRCIvFArlc7qfQ3dvbC6PRCMYYUt95h+8xA8C5cyfiHn885L0I48bFxaG/vx8ejwfpN94Imd0Oplajp7WVn8eLL4IVFcFSWgrFT3+KM2fOYMeOHXjjjTfAGMPSpUvxxhtvYP78+dAIzfEk1xA6CsfHx4/aDC9UM0NBNsHj8SAmJsZvbQiCuHQmtCHeL3/5SyxduhSLFi1CY2MjiouLYTQap50RQxCzgUjKrwcHB+HxeDA4OAggdMM8pVIJmULBq1jL5aEHknTmtt59NwCAA6B9+mnYbDaxPLm3txd9fX0YGBjA0O7dmJeRgeT9+0XPhnBMQkICFAoFOI7D8I9+hJ7Tp3HyyBH05+b6SwlIEDxQNpsNqldeQcaSJbAuX857Udavx/DwMH/gmjU439aGC9/9Ls6dOwcAKCkpwSuvvIJrr70W69atg9frFdck8BppaWlISkpCSkpKkMdLXPPnnwfi43n1ceGYmhqw+HiYKythtVrhcrnEtSEIYvKJypB5//33UVlZif7+fuzbtw/Lly8f8xgGgwFVVVVoaGhAVVVVSBFKKU1NTairq0NTUxP1qyEuK6ThC6lRI3y22WzweDy44q23MC8jA6ipCR+6eu45vuvtc88BCB2CgkYDS0UFYuvrwe3dC2g0fl2ChfkAQGJiIpK2bwdsNlxRUYH4+HgkJCSgs7MTFosFZrMZcxoa8MVly5AihLMEfP1r8PjjQHw8hp97Du3t7Rh+7jkgPh6qV17hpQuGhpD4/vvgOE4UqRTWwuPxQKPRIDY2FhzHQaFQ4Oabb8aHH36Ir3/96+A4DnFxcdi5cyeKi4txZtMmMI0m7BoJ6yF0PpavWwdms8G7bp245t516wCbDSmbNyN5/36kpqaG7LJMEMTkcEmhpQ8++AAGgwF6vR7/8i//MqZzs7Ky0NzcDIA3aoqLi1FfXx/y2KamJtTX16O2thYGgwE5OTlob2+P6DoUWiJmOoEhHCFkBPC/3zExMfB4PMhYsgSyoSFAo4HTaIxI1ylUCGo0lWiz2Yyenh6o1WrMnz8fyhdfhHfdOlxYv14UtRTCTHFxcUhdvJiXINBo0HHsGJS//jXmV1eDu/tu4L33AJcLcDrhVanw6ccf48s33cSHkZRKv+abnMvFG1mlpUjavh2mp57C8PAwUqur4dyxA5133gmlUgmO4+BwOODy6TZZLBbc9s1vwup04ssAfgHgn9VqPjcI/ppTwr1nLFkCbmiI15KSy/3uDTU1mOcLkUGjgWuEtZaqdlPoiSDGxoSGliwWCzIyMlBcXIz3338fGzZswOLFi3HmzJmIzjcYDH4/6/X6Eb0shYWFqKysFI9tbGyMZtoEMSMI9JJIPQfSkJGuvl5UoE5MTIS7okLUGAqVhBoqRBUqBKXT6aDRaODxeOBcuRLgOOD++8X9Qt6K1Wrlxw9IGNbpdEhKSkJaWhpSUlIwWFYmGiBWqxXzdu4EhoZ4I6a6GsztBgPgvOMOqFQqOMvLwWQywOnkjReFAuatW+FVqdBXXIyk7dvB2WzQPv206LFRPvkkHA6HqKrtcDgAAHK5HPPnz8fzjCEFwKcAbgWQn5GBU6dOYWj3bsz9whcgFxSyfWvq/va3wWk0cFVXo6e1Fa6HH4bH40FcXBxsP/gBjE8/LSYdB621JGQm5A5ZLBYKPRHERBFNSdRtt90W1ACvvr6e3XbbbRGdX1tby7Kzs/226fV61tzcHHRse3s702q1jDHGmpubmclkGtNcqfyamGlE3GNGKH+WlAMLhCqf7urqimhcoWz55MmT/r1gNBo2eM89zKtWs94tW9jZs2f9+8qEm4NPN8mrVLK+p59mvVu28OXTvj40gX1lenp6LjbkA5hjzx7mcDiCOiCLjfc0GtZTVsaOHj3Kjh49yk6ePMmOHz/Ojh49yo4fP866urqYqaKC9avV7MGbbmIcx4m6Tc8rlczluw7TaILWVOjhc+LECbFM+9SpU6yjo0PsdRNYgi12GNZowncGDugqTBBEMBNaft3e3h6UF5Obm4tDhw5FdH64fJhQf7G0tLRAp9OhoaEBer0edXV1aGhoCDu2ULIpfRHETCKcsnUQUpVnCYEVNoJXYGhoCBqNxm/cUF4ao9EIt9vN6xPl5wMAWEwMYLNB85vfAENDmLdzJ9LS0kQPSOC/XaEqiPn0j5jTCTidmFNejnllZXAZjfC++y6EwBFTKHBh/Xoxt2ZwxQoAgPlb34IxLw9KpRJqtRocx8H+wx8CViuUjz4KbXExOKsVrocfBgDExMQgNjYWXqHMG4DX64V67VrEV1TghaNH8e6DD+K6666DxWLBz5xOnOI4cEqlqJYtXVNBp4nxPbeQcuAAMm68EapXXsHw8DCMRqOfx8xms6Fn3TrRWyNoRy147z0odTrg/vvB4uPhfewxMJvNL7maIIgoicZKysnJYUeOHPHbdvjw4Yi1liorK0N6ZOrr64OOra2tZQBET4zJZGIjTbusrExsjiV9kUeGmFVI/qIPVLwWPDqChpIjP595VCp2LkQDupH0mOzPPiuqUw/ecw/zAmxo3jzmBXg9phGUuoXjhQZ4wmvwnnvE6/aUlYk6Tm1tbX7N6bq6uoIa1QXep9QTIsg4dG/ezEsw3HEHc6tUrHPTJnbs2DF24sQJsaGd0Pn3eYWCbQ7wBBmNRrEJX0dHB2ttbRU7DZ88eVLsWOxWqdjRo0dZa2ur332f37aNuVUq1r15s1/zQ6mcg1QN3LFnDzXUI4gwTGhn3/b2dlGmYOPGjSwvL4/pdDp2+PDhiM6vra1lmZmZftu0Wi1rbGwMOraxsVEMLYmTBkKGoRhjbHh4mFksFvHV2dlJhgwxownZPVYSAmlra2NHjx5lbW1tfsdLRRSF0E1giEMcOz+fH0+ifyS29FepgsaSjikYJFK9Jekxbkk3Xe8IukaB4TAhJCMYVP07dvgZN0IHYEFA8sSJExevI3l1lZayo0ePst4tW0SDrn/HDt6Y8Oku9fT0sPfee4/NnTuX7dixg3366afs6NGjrHPTJub2iWP2Pf0063v6aeZRq9lgdXVIo8orEe0UkBptLDNTNOiCOiUTBOHHpIhG1tXVseLiYlZXV8fMZnPE57W3t4c0ZELlv0hzZARGMmQCoRwZYqYT8mE3gkdGekygppA4TmCOhsRbYKqoYFarlfXv2MHcvgd/oEL24D33MK9GwxsE0tb9goEVE8OYT8Dx6NGjrKu0NMjYGS0/RLhvQZbAo1aLnhFTRQXzqNWse/Nm0dhxq1TMw3HBBpdPB8qemyvqOUnzWBjjPb333nuv6MHNzMxkDQ0NFyURfAZdoCSEVD5B6gVjq1YxplQyJjGUHA5HUA4OSRwQRHgmVf06GqSGTHt7u1+oqbm5mbW3t4s/Z2dni0ZOe3s70+v1EV+HDBliphPtwy4w0dRvnMBEYUnirRB6OXXqlOjtCHXtoBDWnj2iYePYs4cxxoeDWltb2dmzZy+OMUKSshTBQLuwfbuohC3cj2CICF4m0XskiEoqlXxITa3mfw7wIvVu2eKnAv7pp5+ylpYWtm7dOqZSqRgAJpPJ2A+ysth5uZx5lEpmf/ZZPyPmxIkTYthKWCfBsPFKdKj87lMijknJvwQxMuOe7PvII4/gQGBDKwkvvPACSkpKIs7Nqa+vR3FxMRoaGlBbW+vXQ6a8vNwvoVc4tq6uDpWVlVR+TVxWjEWXSYrRaITNZkNMTIz4s5Doay4t5RvDCYnCb7wBrFoFALDfdpvY5C0lJQWp77zDJ6rW1PiVFgtJyeq1awGrFca8PAwPD4MxhqGhIQCARqPB4sWL/WQLpAm1TqcT3d3d6O7u5hOOJeObzWY4HA6YV65E72efYegHP4DFYgEAcNXV4DQaDGzeDJvNBvOmTWBqNZw7d+J8RwdsRiM6nn4aJz/5BKYtWwCNBta774ZXpcK5J56Ax+sF53ZDW1YGrq4OHo8HSqUSP/nJT3Dw4EHcfd118Hq9eLW5GV9MSMDLNTWIe/xxsZdPQkICAIh9boTuwK6f/xwpej1s2dmAzPff64oVF+8LELsRG41GcTt7/HEwmw0sVPJvmA7IBEH4iNQy0ul0o1pFGRkZkQ43aZBHhrhcCadaHS4vIzDcIiL1oEg9DQHeA2lSq5BAOxo9PT3s+PHjvDK1QuHnxejq6hJLqtva2ljf00+LXpRQ9+jYs0fMgWlra2PHjx9nx44dEz1S58rKmFulEsNcUg/Np59+ejFR2OdV+gBgX/WVaj/77LPifIW1M5lM7MSJE34hcb81DLVuGo1/KFDwLCkUzK1S8d6tQCL0YBHEbGPcPTKMsVE74/b391+aVUUQxLgRtpGe73NCQoJf6bWltPSisrSU6mowjQbm0lI4y8svbhe8Bz6PgfLFFyHbtQtMrcaF9esjagCn0+mQ+pvfYP62beBcLrHMULhOYmIiYmNj4XK5kPzMM5DZ7Uh+5pmge3S5XIgpLgZnt2NuVRWSkpKQlJQErVaLlJQUGI1GzK2qgsxuR2p1NXqLisAUCjCFAgObN0Mmk2Hezp2Q2e3QPv00Lqxfj28oFGiWy/Hz3FysWLECZ86cweDgIFpbW2Gz2UTlbFH7CRc9RVxgKbfwecUKqObOhebVV3kNKJ8qeW9JCT5raYHipz8NXiTfuc7y8lE1twjisiRSyygrK4udOXMm7H6DwRBx+fVkQh4ZggiN1Lvgl0/ja2DHlErG9u71a5AnJAr75XkIHgOlUkwADpmXIyFUvo7gmTBVVATNra2tjXWVljK3SsXOb9sWVO104sQJvsLIV3Ld1tbml3ficDhEj87nTz/NTCYTa21tZQaDgZ06dYq1t7f7lYOfPXtWTPR1q1Ts2LFj7OjRo6y5uZktXLiQqVQqtmXLFnb69OmwnqfAew/nsZJ6ksIldAd+XwRxOTDuHpn8/HwUFBSE3b9mzRqs8sXYCYKYnkgb4Ilemvp6yJOTEfPCC4iJiYGypATwNbDD44/7NcjT6XR+qtNGo/GitwEAbDZoy8ow/5prMLR7t6iQLXhnhJyYjo4OmM1mdHZ28t4XjQauPXvQc/o0bA88gISEBNGDJKphP/AATh06BGNenp+3Z2j3blxz/fW4cscOyHy5Lgt++1vgkUdEwUcAuOKpp+AxmxEjlyPpqquQcuAAhoaG4HQ6MTQ0hM9zc/HpRx/BvHIlnE6n2Nju/Pr1UKvVkMlksFqtuPLKK2G327FlyxbceuuteO2110RJBClCI8LOzk6xSeGF9evB1GrIdu0Sc4aUJSXg7HbM27nTvwmiIKrp83wFNkoMJSBK3hriciRiQ2bDhg3wer1YvHgxfvWrX+HIkSM4cuQIfvnLX2Lx4sUAgCLqUkkQ0xqpLpAYeiopATc0hLnCg9TXVVcgISEBcrncL+HY76G6Zg1gtV5U1uY4cENDSPAJK0ofvsLDXXjgut1uGPPyeJHLvDwA4JN3fd2/XS4Xent7YTab4Xa7wRiDQqFAQkICuru7cfbsWST6wlKc1wvO6cTcykrEPvWU2DVYGuYyGo38vGw2JJaW4ovLlkG7b594r0qlEh6PB3PmzMHA/ffjxMcfw/r978PtdsPr9WLBggX4y1/+gl/84heYN28ezpw5g4cffhi33norWlpaxHFsNhu42lpkLFmCuJdfhnXXLszLyECcSsVrYhUVATU1cDqdsGZnAwBkd9/tn9AdkBQdKEwp/S6Hdu9Gil6Pod27L/VXhCBmHmN19dTW1rL09HTGcRzjOI5lZGSwurq6aD1HEw6FlgjiIiFDPYGlvwEJvYFl1n5JvqHKhqWhpz17/PYLIayOjg7W0dEhhqCEawhlzEJfFmkZuPASkmWFRODOTZv4RGGZ7GLfFl9i74Xt24Oa7AnJvELzPCHR9sL27ayrq4udOHGCnThxglmqqsQuvYHaSqdOnWIfffQRe+SRR1hsbCwDwDiOY39+9FHm1WjY+W3b/Loai4nMGg0fsvOtr6miQgxhhUvmFUJr53yhLyGkJ/0upeXo1JOGmC1E+vzmGGNsFFtnRhOpDDhBXE6E+gtfpKaG9xhUVwNr1ojHzsvIAGez8V4CqxVOpxPy5GRwQ0PgJNv8xo2PB2w2MI0G59vaxO29vb0YGBiARqNBTEwMEhISMDg4KO632Wzo7e3FnDlzMDw8DF19PR/yqq5G73e+A4vFAq/XC4/HAwBITk7GggULAAC9vb34/PPPAQCxsbGix7i3txeoqcHcnTvhrqiAyWjEFZWV4NxuPtFYoQCnVKJn3ToY8/LwpZtugsxuF7e7ysvRd++9sNlsokeJ4zjY7XaUl5fjwoUL+GNzM2R2OxATA+bxgBPWVKkEp1DAWV4O+bp1vAcJAFMqYdm2jVf0Dlhv6VpZLBYsXrIEnG8+UCgg27WL94b5vjPvunW4sH49sGYNUlNTJ/LXhyAmhUif31GJRhIEMbORhiWCEEJFvoekWBlUXg6vWi1WFElzPlBdDdTUQJ6cDNTUXBzXFx6xlJb6XS8hIQExMTHweDwYGBjA4OCgX+hqcHAQHo+HN2J0Osg3bhRFFnU6HZKSkjB//nzExsaK/W4EEhISoFQqIZPJkJKSIuaPJCQkYO7OneCGhqB87DEk63ToMxgwVF4OplKB4zhwNhtSfb11LmzYAK9KxQ9qs/FzqKlB+o03QrtvHxQKBbRaLb70pS9hz549qK2txXnfenzu8eArAH4NwAOgb9MmMXw2kJMjzpVzOqHduBHcihXievf19cFoNKKvrw8AxPt1V1byRqTHA25oCHj8cb/vbKC7G+ZVqxAXFwcAcD7/PLwaDZzPPx/17wlBzATIkCGIy42aGszLyMDct98Oq7Dt9xD0lVcPDQ2h7fBhMZdFV18vejewZg1QVMTn2lRViQ3jBKNIvXatX66M0OxO8+qryFiyBDpJQ0yAf3hrNBp4PB709fX5G0w+bDYbGGNQKpV+XqXBwUG43W7xGFFRe3AQsl27RC+JoqQEg4OD6P72t3Hy0CGxcd7Qtm3gOA7mlSvRffIkektKeC+Iy4UrKyshs9sxf9cuxMfHY8GCBXD9/OdIXbwYuv37YXvgAQx0d2PnNdfgBICHAWTFxeHvTz8NZ34+5mVkIDFUQ8833xTXPPall/x2KZVKvilhSQlc5eWAr8FhIP39/XC73XwbDJ/qODc0BPnGjSGPJ4hZw2TEuaYSypEhiAAiaLAmLRMWy6M1Gv/8msBxfNpOPWVlftIGofJyBMHHkfJDAvNmhPPDbReQlpJLVbQF+QAhb+f8tm1ino2Qa+NVq8XtJ06cYGfPnmVHjx5lbiGfhuOYW6ViPWVlrLW1lVmtVjE/RcincatUzPDkk6xKLmdJEFvjsBUA+1RQvpY2/wMYy8z0W3O/+9q7118Ly6edFdiQMFSjPS8gykUErpH0+xH0p0gigZhOTHutpcmCDBmCCCACXR/Hnj0XNZPCHR9iu/CAFJJ1w3USDkxglSYDj2QAhTtGNFIcDma1Wnmla19PGGmfnGPHjokGSEdHBzt16hQ7efIkO3bs2EWBSLWanThxgnV3d4v9Y8TEYKWSnT17VlTHFvrVeGNi+P2+BF/BqLkAsJ8CLMZnzMQA7P8tXcoubN/OPEolb8T5DDnpmofUxZJ0Ih4toVcYq3/HjpAK49Lvp6ura9SEY4KYCijZ1wcl+xLE5CNNWAUQMrHY6XSKeSApKSlQKpUwV1YiYetWDJaVQVtcfPHY55+HfONGPoxVWCiOJ+T6CPk2iYmJsNlsWPjVr/KJumo13CYTjEYjnE4nBgYGIJPJEBsbC4/HA47joHntNaRWV8PyjW9A+6c/wbJ5M85/5ztwuVzi9TMOHkTcU08B1dUwWyxI2LoVvUVFiH3sMbjdbsybP//izSuVYIzBvHUr4uPjoXzsMZwEsF4mw2+9Xnz/+9/HK2+/DW5oCEyphEyhEBOrBaTJ0JrXXuOTgVesAAS9u+ee8zs+kO7ubpjNZnAcx3dP9iX/BiZZ63Q69PX1gaurQ2p1tX8CMUFMMZE+v8mQIQgiegIqnMaK8GBNTExEamoqmK/KCRoNOKtVPM4bGwvO6QRTKNB+/Di8Xi/ifSKMAKDVasWqJ5fLBUtVFebt3AnzU08hRi5HwtatsJSWwvr978PhcCAlJQXDw8NwOBy46ktfgsxuB6dUAr7Kos4774TD4YDX60Xy/v2Yv2sXBjZvhlqthuKxx/g5qVRoO3wYHo8HV65fj6Tf/Q7Wu+9G/O9/zzcTVCpxvqNDrLiybt2K36Sm4qabbsLVv/895Bs3ovmnP8Wf587FT37yE8S99BK/litWgL33HmzZ2VA3NuLC+vXwrF6NmJgYzMvI4NfHVwUVbt27u7thsVigUChw9dVXiwZkqGq1ESvYCGIKifj5PfHOoamFQksEMYFIwh6O/PyL4SgpvhCUY8+ekGEgMa/Dd6yf/IEPry8M41Eo2PHjx3nJAl94JFQ+TkdHBzt+/Djr6ury67HS2trqJyR56tQpvg+NWn2xv4tGI+aNSPvNuFUqP7HJ/jvuECURBHmEnrIyv/400pBaqNyenJwcBoClJSezXwPMLc2bkYSShHs9v20bPw9JL5pQIcKgdSWIGci4SxQQBEEEIakiUuzfH7pKxtdqX75xIwYGBkQvjNFoFMusBwcHxcMZYxi22/1Kwzlf12BjWRkUCgVSU1Oh1Wr9SriFkmWj0SiGVFJSUsAJwoxFRXA4HGA+J7QgvWBeuRLtR45guKpKLC9XKpXQbt/OlzkDgEaDwbIyuCsqwNRq9GzejKQ//UmsYJq/axdkdjvm7twJ586dYGo1nDt3+lVqCd2QAf4vzf7+ftx55524MjERnSYTHgRwA4ADV18NL8fXVnEyGWS7diElJQWJiYnQPPEE+gwGOKuqxCxihOioLlSFCR2SR4MkDoiZDBkyBEFEz5o1wN69vFZSfj6YWg3zpk3+D0RfLxl3RYUYQgpU4hbLwIUS7kDdoTVrwFmtcD/8MJ9/Yjajt7cXbrcbMTExopr30NAQGGOQyWR8ybJvDLfJBFZQgKSkJCQnJyMlJQU6nQ4KhQIA4HA4cPZb38LJTz5B37338uGWp54CU6thLCtD56efwvbAA3A99BB6WlvBCgrg8vWfOb9+PfpLSgClEnC5MDQ0BPuFC+jPzYXy17+GQqeD8/nnxfCNYJQk79+Px556Cq2Dg6gEoAVwHMB9HR34BmP4EADzemG2WAAAqamp0Gg0SE1NhXnlSpwvKwNTq3Fu3TpRkTtaRuwr5EPQyeru7iaDh5hWUI4MQRDjRmDOy5iR5twAQfk3Qj6Hx+OB1WqFXC5HWloaAKCzsxMulwsKhQJpaWm8EePLJ4Evn8T50EN++SBOpxMdHR1wuVyQy+Vwu91QKBRQq9WwWCxgfGUnAPglCQv353Q6MbR7N5K2bwdzucA5nfCqVOgvKcGc8nLA7YbMlzTcW1YGztd11+l0Qq7VgrPbAQAcACOASgB7AAwD+DmAfwWfi9NnMIjJzdIEapPJJHY3lsvl0Ov1AICenh4MDQ1h/vz50Gq1o645KyqCLTsbmqYmWEpLoV67Nigxu7OzUxTHlCYQE8REQcm+PsiQIYjJY1wTRyWJv5Ak/oa6TsjkVsEocrn45FuNBr1tbUHSCGazGR6PB16vF3a7HRzHiQ39vF6vaMhwHAfVK69At2MH3BUVUD76KD+Z2FjA6QSTyeCNjYXpqaeg27HjYljKB5PJ4PYZLh0dHVC/+irmV1SAk1RHAUAXgF16PcrPnkWs1wvExODgmjVg3/42Fi5cCJVKBafTyXdbdrnQ3d0tzjEpKQkKhQL9/f1gjEGlUiE9PX3k70aQkfD96FWp0PvZZ6Lkg2DEuFwuxMTEQK1W+yVXU4IwMVGQRAFBEJOOUqkUPQeXHH6QqD+HQ1DHFrwSarUaAO8Zsv3gB+hta4PTN46zvBwej0fsGOzduxeq5GTMX7QIcS+/jKGhIXg8HsTExCAlJQUpKSnQvPYarvrSlxD/+uuQyWRIfuYZcENDfOVSTQ0ASce7mBi0HT4M98MPo2/DhqC5cl4vlC++CHlyMjSvvQZTfj6YXC7ut113HQDgKgC7enrQ194OxMbC43LhJ88/j9tvvx3rv/lNGBcvRuxLL+HcuXOiIriA3W7nvSXvvIMv3XQTFvz2t/zYNhva2trw+eef4/z587DZbDi/dSvfvfmuuwCNBrZ77oFXpULPunUYGhoSv7++vj44HA7IZDKo1WqkpKRgcHBw1FAUQUwWZMgQBDGuRJJvMV7XEEJZQk+UlJSUoH3GvDzAasXQ0BBSFy+G5rXX+FLmnTt58UaXCykVFbzWEseJxlBnZyffv2VoCEnbtwMAPpf0tvGuW4ezZ8/iwpNP8gbAxo3wer1wOByw3H8/THfcAYAPG3EAuFWrxBygeTt3QqFQoLeoCEyhAFMo4L76avHzUE4O0r78ZcjuuQdWtRo3+8Z4t6cHSxwOFJWXo/8Xv0DyF76AK9evx5duugnaffvEuc3Ztg0xdjtiN2xAb28vzp07B6/XCwCwWq3o7u7mBTOHhqDYvx+orgb3+usw/P3vGLj/flEaore3F7EvvYRrly5F0htvwGaziV4dv9ymEaBEYmKiIUOGIIhxZSwPuRHxVTuFqsoRRCfnzJkjikYKopPC9VNTU6FSqTA4OAiz2YzEbdsgs9uRtH0771UoK+P7sSiVsGzeLI6t0WjEiqbPi4vB1GpYSkuRkpICx4MPigaK+Z//ma8+ysuD4e9/x9APfgDGGAYHB6F+9VUk//73AHyVRRoN8MYbgK+CavDWW7E4MxMajYY3oFwuJP3ud7xhpVQi4eBBXmn8vfeQbLPhZaUSRwHk+sbb5/Hg6889h4ftdlh+/3vI7HZcuWsXGGN+BiRjTMz1EYQ0AcDtdqNn3Tq/tXb9/OfQ33CDKIgJ8K593Y4dYkWW8L2K+k86He+ZqqkBi4+HubIyyGCZDMOWuMyZiNrv6QT1kSGImYOf/IBUJiGAULIHoWhraxO1lLo3bw6pUSTIFwg6See3bQsrj9DV1SX2ifEC7ML27aIcwmB1tShdIMod+F4Dd98tjuXYs0fcziTHCL1nzm/bJupBCXO1P/us2Kemvr6erZDJxIjWH269lXk1GjZw990XJQ58a2d/9lnW1tbGTp48Kd5PW1sbO3HiBDtx4oQoESEcL5VAEHrR2J991m8uwtp4hZ46Go2o7eRWqYK+k3BrSRCjQVpLPsiQIYhpQEBTvHAPNamB0tPTIwo+htNbslqtojhkqDGtVquol3TixImQGk7CNT3SB3MIBGNC0FMSDA/hs1ulEq/TvXlzkIEiGlEB2knSl1ulYidPnmT9O3b4aUUJIpvHjx9np06dYt2bN7O/xsayx77xDTY8PMza2tqYW6Vi/wGw/1OpWEdHh9ikz56b62cQCgaKyWQS16Gnp0ds5seUSsb27g1q4Cc0MhSa8wmGX/fmzbxxptGw3i1bWEdHB7+2I2h6kXFDRAJpLfmgqiWCmHyCKmR8lTFetRpthw+HLc8O1Gjq7OyE2+1GUlKSWLYs1WcyGo1iyCJUSbCQn+FwOHDllVdCo9Ggt7cXqKnhm9ft2IHOO+9EXFwc5r3zDpQlJWK5d+A9eNVqcHb7/2/vzcOjOK98/2/1JnW3llZjGQEmcSRj8BbHQJzfb2bu2B5ELgYDcSIWO84yTgJ4nrE9MUICrA0ktCFignMviMnNYjsLliaJ40ziG0gmnszvNzO2pZuMdlkSCBrUIOhF3epWr+/9o+p9VdVqCYHBSPh8nkcPorur6u0qSfXtc77nHDBJgsSY/K/RKFdEAThbUgLPpk1ISUkBYwx33HUXJMWXwoxGuTrJaoW0di3YT38qP67TidcAgG/tWqS99ZaoZIqbzeh57z2kpaXB+uqrsO3bh9E9e3D+c59DSkoK7E1NMJeW4vyOHXAFAvh/GxrgB5Cfn499f/wjPq2US0uAqP5Sv38+W4mf13l33gkpEIBktSKsnNtYLIbR0VHRfJBXfKWmpsr7gjwiIvWHP0T6nj04v2MHdM88gxw+TkE5rvp88nTTVZfpEx8JqGqJIIgbxgRfREJTvMn8MyaTSXhdTCYTFi5ciMzMTNjtdlEG7PF44PV6xU0xMzNTvCbZOoLBIHQ6nfB92O123Lp/P6RAAKZduxAKhRAOh+Vyar9f3NgHBwdFt2AACFRWIm42y+IFgGSx4FJZGeJmMy7s2YORJ55AWloa5s+fL//R1esByCLmYmkp4mYzvKWlYG++KT+uiBj/3XfLvWL27kX673+vKcf2PfIIFi9fDuurryJL8apYy8sRCoWQ+sMfwlpYCF0wiLn792MsGsWjej0kScKJEyfwmVAIjwH4d76zhgaEw2HEYjHx/rn/KBKJYGRkBEPbt8tNDUtLEYlERFk6b8Qn/Ei/+AVst92G3OPHkZ6ejlgshszKSuiCQeQ0NMjXIqHqTP0zcc18VAQBEjIEQVwHJtyotm0D/H6Ynn1WCJXLkRgRGR4extjYGCRJQlpamnh8wYIFWLBgwYQGbk6nE+np6aLRHS8Jd7lciNbWylGHmhrc+vOfI/f++0U5NTBechxXRUv8X/wifI88AoTDkPR6uF98Ec7169H1zjtwb9wIg8GA1NTU8e67e/YgbjbDs2cPbMXFGB4YgOWb34RXETU8EpPW2SnMwiMPPwwAYJKE8+XlyPjDH6ALBmEvKUFY+UQ6mp8Ps9mM7NpasTZnYSEeaGzEsVgMHampeEqngw7ArwH8JYD8xYvR/fDDcLlcGB0dhaekRB6jUFMjBGIsFhMNAMeCQTidTnmC9tGjmHfnnbC++qp87b73PeCZZ4DRUZieew7mV16B1+uF+8UXIZlM0EWjQGMjnJ/7HMIul2hmqP6Z4IIVwJQVTVTxREwHEjIEQVxz1JGVq4HfXHnkJdn+p9q3y+WC1+uF0+lETk6OiNjwqEAgEAADMDY2huy6OrlC6PnngbQ0hF9+GYFAAJIkiWOMjo7KUYdf/xoAwJS+NXc9+CDsTU2asQuclOeew6m2NqQ895zmfFi++U0MDwwAyjwlJkmIRCLw+/1I/+1vAcjN97Lr6zG6YsX4/pQ0Ttrvfoe8vDyMrlwJAHCvWgXPpk3wPvQQACBv7Vr8UK9HN4C/BWDQ6fB2fz+sP/sZ5t5xB2zHjoEpjf4CgQDOnz+PaDQKAJj/rW+JCqWcnBwYjUbMO3AAUiAAVlgIV00N2DPPQO1HsFVVgTGG0aeekjsoh8Nirpb62iX7mZisoin88suIW63wHzgAHDkCQ1aWRmgShIbrbda50ZDZlyBmH8mMvry6aDJjrxpencOrddSPDw0NiYnYUbOZuWtrZVOqMlE6ZrGIYzscDtbd3S0MvNzo61u/XkzkjptMSY2rU5mVGWPyPgAWuPdeFjWbmaO0lEVV5mFeQXRp1Sr5mPfcw6JmM/PW17O+vj5RNcQncKsNw65HHxX/70tJYXV1dZr3/HcGA/ufABtVJoJzY7Bv/XrGrFZR7TQwMCCeu1RdranGiul0LG4yMWdFhZgozg2+voYG1tXVxdxu92Wvk+bcKdPPxQRxi0WYsFmCCftyhmEyFM9+aPo1QRCzFu59WbhwofgEP1kaaTJSU1NFCgoAcOQITErXW57eubRrFyzf/KbsjVEmbEdra8Wxs7OzYTAYwBiTG+jF42BGI6zHj4MpUQzGmDaqcOQIkJYGe1MTDAYDIpEIBgcH5WGLL78soj6W48fldba3iynaF198UfMehouKcG7/fnS0tcHz+OMAAJ/Ph2AwiJFHHgEASKEQ5tfViW2Gtm9Hxh/+IP6fsmMH1qxZA29pKWC1ouUzn8H/jEbxdwBu1+nw3a1bYa6qkv03J07gbE8PTn72swgGgyKVBwCRcBgeZZAmMxrlc6HXw7N583jk6ktfwtmeHpxZvRrRaFQ01ROpoSNH5JEOKSnAE0+I6yGup9I7iAFgZjOitbWyIdlqhae0VJNiulx/Gupf8xHiQ5FVNxCKyBDEzQ//9O12u1lvby/r6enR9E7hURimfLL3+/2st7eXnT59+rKf6Hm5Mi83FtECpaT6UnX1eJTo8GFRVh0zmVjcamXn9+5ljtJSsR3j2ypfl1atEv1rggcPaiIe/Jg8KqIu81aXfseMRhZXRUJ8DQ1iu7a2NtbZ2Sn6wYxIEvs2wD6umq5gBdjzAPuvnTtZR0cHa29vFxEVUZYOyNErxjR9atQl2X19fWL7zs5OcR14CXdcVXouvniJttXK2ObNLG61MndtrSj3DoVCzF1bOx49S7g+yUrqE5+f6vpSxGbmQhEZgiBuXpSoB/dNqMcS8CoknU4nWu17vV4MFxeDKVU0Ho8HoVAIPp9PmIB55IB/Pzw8jJGREfh8PuTk5CD45S/Dd+4cRior5YnakCMmw5//PPR6/bgJlhOJAKOjyK6tRU5Dg6hGYoDo5itFIrD99reQolGkpqbC9MILYnOm1yOnpkbu2ltXh/M7dohZSCkpKSJSAgCBO+8EYwzhcBjxeBxD69bBffo0fE8+CaPRCJ1OB9Pu3WCjo0hjDM8C6DUYUF9fj7vnzsUogG8DWNrQgD//+c/Q6XS45ZZbMDY2hnB1tThOZmWlXKr9+c9jqLcXsa9/HYBcfs1LqdPS0mAymWC1WsEYg0GZJzUyMiJHhTg6HZgSaWG8i/Obb0Ly+2ErLtbMc+IVUXxURCL+AweQnZsre2rE6Y9gdHQUkYShnByK2Nw8kJAhCGL2kTC+gI8suOWWW5CSkoKMjAxYLBaMjo4CAAwGA9wbN8o30sJCmF95BZIkwWg0akzAvC/NyMgIAAgDr8/nQywWw9jYGGzFxZCUvjC31NVBp9PJ6avEUQoGg1xWvXMnzu/YAWY0Im404nx5Obx794LLECkehxSJIL2oSNNTRp1mkiQJmUVFGPjzn5Gamoo77r1XpLYAwNrRASkQEMbbSCSCUCiErKws3HbbbZj7i18AkQiY0YiRxx5D3GzGxd278YUvfAE/PX4c3/3ud/FXf/VXsNls+OQnP4lYLIaLFy+ivb0dp/77f4ezvBzMbEakpkYYqT0ejzBk80nYPp8Per0ejDHo9XqRorPZbNDr9TD+/d8Dhw/LZdn/43/gfF8fLjz+uEh78RJxXnHGz7/U0ADJaoWkGiCqvmY2JTVmq6oaNwo3NCCoVF8lCl8AsDc14Y4HHoC9qela/EQSNxASMgRBzBpE5KSmRtOjhAuNaDSKRYsW4WMf+xiys7NF3xPejyazshIYHUXWvn1ITU3Fwl//Gia7HfamJnHT5GXCifOb+NTscDgsZiad37EDFotF9ng0NIBZrQjee6+81vXrMTwwAOsLL2D0qafg3LULktEIU0oKvJs343xFBWAygenG/wwzJcriefRRhJ9+GsMvvoi42Qx3RQU8Hg8ikQiy9u2TS8BVoocz8vDDMBqNsFqtCAQCQmTYKivliJDRCMNPfwpfeTnmHTgA27Fj0Ol0+Iu/+AscOXIE//LVr+KuBx9E9j/9E2699VZs27YN+fn5eCkQQPezz8JQWIi5H/84bv35zyFJEmKxGGw//Snm3nEHAi+9hJGRETFB3Gq1inX5fD5YX30V5ltvBd5+WzzOzzUf1AmMCxQeCTOZTMC2bRg9fx79K1di7NvfFh4kfs2itbVgFguitbUw7NwJKRBAdn09zGazXOadZG6XqbAQukAApiSzvIhZxoeQ5rqhkEeGIG4eJpuxNG0/hDLDyF1bK8YSCJ+GmiTt9R0OB2tvb2cdHR1scHBQ4+FQr497WWIWi3h8eHhYVCTFJInFjEYWNRqZo7SUtbW1Mc+aNSwOsEurVrHOzk65gslsZt61a1nUbGbDVVXM4XCwMyUlGm9M4lfMaGRtbW3Cm3J+714WN5kY0+sZU6qM3LW1ooIpbjKxmFIxpZ4RFTWbWWtrK8tOSxM+GjPAtgCsQ+XTaWtrE+cwbrVO8Mvwqi2/36/x2vBREH6/X16jyjPjra9n7e3tbHh4WHNJ+NysmCSN+2uSzM3i4x0uVVdrqqEmjEtQqtT4SIbJxikQNw6ataRAQoYgbh6u1qCZKIAShc2EG5hyo49ZLMzhcDC/3896enrEzbutrU2+ASds6/f7hUGX30iHhoZYZ2dnUgHCBYEQP2Yzc7vdE4ZOxoxGFgqFxgc7Go0sJknjzycRMn19fRPMtfyY5/fu1RiX+TrU5uLOzk42mprKvg+wT6mGVAJgD+Xmsl/+7d+yqNnMAvfey+IAC23cyBwOBzt9+jRzOBxiNtWZkhI2ODgoDLuuRx8Va+jt7Z1wXqJGo5jhpIabrhPPoXqYJRdP/Fp1dHQwv9+f/Idi82b5vGzePD7/ShG06lL/ZIL1g/48EtODzL4EQdx0TNZo73IdYBM7DYv9qMYSaFBSR87CQtFYjzeN0+l0MJlMmKOkqfD882Izn88H35NP4lRbG9K2b4fL5QI7cgR3LlsGb34+4mazSB8BgBSNwnbsGIaLiuSS5nAYtrlzEVmyZMJ7GB4eRnj1avk4n/0s3u/qwvs9Pehoa8O5khLEzWYEamqQkpICAIhGo1pz7W23AVYrfOXlsL7wApzvv4/RRx+V31MohJw33oBOkmTvkMEAvV4PV2EhvmQ24/8/cAB/+MMfsGrVKkiShLcHBmD90Y+gCwaR2t4OBsDwq1/B6/XCumUL5t92G1L/4R+EUXlsbAzGv/97nGprQ+yVV3CqrQ3WF14QawUgmuzp4nG5HF3lhwEAq9WKvLw8SJs3ax6Pb9+O0dFRnDlzBuZXXsGi++5D3r33wnbsGOLxOM6ePZv8Z+TNN8EAxH/5ywmpyuHhYTEKw+l0wuv14syZM2LbREM4GYZvMB+SsLphUESGIG5+Jks5XSmJJb3qT+XqZnx+v3+8nNpkEtvzqAGPAoRCIU25dkdHh5weslhEc72Y0cgcDseEKAyPosSMRlFGrU5bjaxbJ9JRPPrgcDiYs6KCRc1m5qyoYKFQSLNPdeTgUnX1hOgQ3z+zWjXRp66uLub3+9ml6mr2fkoKe3HFCrmk3GJhwfvuY9sB9rjNxn5rMonokDqa1NvbK1JOvBSbl8oPV1XJqS5+PnS6CZGuxGaIvCSbl7Cf37uXdXV1aRv2KREr9+rVjDEmIkLn9+4VpfIxi4UNlZdPiNQNDg6yjo4O1tvby9xuN+vq6mJdXV3idepju2trpx+RuUYprI9KJGjGp5b6+/tZXV0da2pqYnV1dVN2gGxpaWEtLS1iO/79dCAhQxA3P9fqD/t0BZHD4ZA7/Vos8k1JuUFx783Q0JB4LK5KAXG/i1rgxAEWOnRIc3PkHXbZ4cPM4XAIQTFcVSX8H2qxMDg4yE6fPs16e3sneHSC990nOgOr35fasxIzGtnZsjJ2rrxc9Ifp7u4W/WvOlpWxzs5Ozb57e3uZ3+9nAYuF2VRppyUAewlgpxcvFtt2dXUJAcNFQmdnJ2traxOdj9WCz1lRIf9fp2NM8fV0dHSwjo4OzXsQXh+rlfX19YmOxuq0W1z5vM47MUeNRnHMROHKU1MOh0PjtVF7fdSdoUXH4SkEiuZnMyGFdaXwfXFReLmf09kueGa8kFm6dKn4vr+/nxUUFEz62i1btohfkvz8/Mu2vVZDQoYgiOmSGFHRoLpZORwO1tHRwU6fPq1p9MabxmluWip/ikZgqJrfqb0Zwruj0zGm8p7waAQXW9wgHNPpmG/9ehazWNi58nLmXr2axQEWVP6mxpP4fYaGhkTTvAuVlUJUdHV1sZ6eHuGhEQZls1keQ6BEYXgEpLe3lzkrKlhrSgr72sc/ztJUgiY1NZWtW7eOvfbaa5oxDfzc9fT0sCFFOF2qrhbf84iSOjIVt1pZb28vO3XqFBscHGSDg4Py+VB5nDQeIotFiBp2223a8280jo+uUEYiuGtrxTgKIaxU++LNAfm5d9fWypE4tVF4EoHCt3E4HMJofbURGfW+piNQrlWk8kYxo4VMf3+/RsgwxpjNZpv09Y2Njcztdl+RgOGQkCEIYrpM+YdfdbNK/GTsrq3VdqpljIU2bpSjLaobacxolG++TFthEzp0SPupPrEDLtN2GuapmVgSU3CiYOI3a26ydVZUiPlNl1atEsKAp1GGhobEHKeY0chiZjPzNTSw3t5eEfnhERUeJenr62OhQ4eY12xm1atXsyVLlghB88wzz2jmY4VCIWHGVUd4uIDj86WEoVmJyKg7B/NUmrpzcygUEtuPKNVezoqKCebgYEGBJkLCH79YVaURsRerqlhUiZCdKSlhfX19Is3ka2gYv1aHD2tETWIU5EqjKFNxuW7GU71+NjKjhUxjYyPLz8/XPJabmztpyqixsXHa+x4bG2Ner1d8nTlzhoQMQRAf6A8/92Qk826I16va7DOrVR5RkFhho/rEPjQ0JISAw+EYjwCYzfI4ASUiwzZvFq9X3wiHhoZElZF79WpNFRIvrebjE9Q39EQvDt+HOp3F/SSO0lI5hWY2Cy/JpepqkQIbWbdOPqZyI+fiJ5Kayn77d3/HvvGNb7A//vGPYt1vvfUWW716NXv55ZdZa2urnELiQo4xISyiZjPr7e1l3d3dYpSEw+EQvpqTJ09q0mw8SsFTQ/xcqgdoirJtddTk8OEJQpCPQRgcHNSUo7vd7vEScLNZ7Eud3kpMTyXzW01HVEz1c8j3o44gJVZWXW8Bc9mqv2vEjBYydXV1SYXM8ePHJ319U1MTa2pqYkVFRay/v3/SfZeXl2vKBPkXCRmC+GjzQcLsVxTS52kmk0mYcvmNP1EE8UjI4OAgO1deLpdtr1ol3yhVZcU8EqMWU6FDh0R5c3t7O2tra5vQZyZxMnYcYI7SUk1EJjGNw0wmcUPu6uoSUR8+OyqeRKDFVe9XpKMUgcLnTfn9flZQUCD+Jtvtdva1r32Nvfvuuywej2vEIp+11Nvbq/UHmc3snCKo1Kmf83v3itRaX18f865dK3xB4pwajeOpIDWq+VhckHAvDxd5Q+XlorS8t7dXTgsq6+RTwd21tZqJ5+oITOLPj0Z4JPHXTPazysVvW1sbu6g6H+qePer04/VKKfH9C5/VVXp+LsesFDJNTU1JX69OKbW0tLDc3NxJ900RGYIgkvFBPqVOlh5Iuk91f5IkrwkdOiSiGO7aWhF16O3t1Rhq+c2Be0ocDoemv01cFb3gDfTUwyWTCRXPmjWioR9/L3ybmBIBiptM4marjr7ElQZycZNJPOZ69FHx/dmyMtbb26sxCKtFlbu2lvX29rKdO3eyuXPnaj5oLl68mJUvXswiABtZt06cN7WQUUdH1GkkLiTUxukJzfcSI2JKus2zZo0suJYula+ZTifSWImiI/Ha8+syODioiby4a2tlsadcX3UaSN0sUOxLnUZUiddkERx+Ttrb2zVCjgvirq4ukQITfY54n5wEYfxBKq34PoarqkTPpOvBjBYyjY2NST0yk0Vk1Cknt9vNAEwZlVFDHhmCIK4ViTcB9SdwcWO4TGWKplpIZW5Vp4HUk57VN0xecu1evVoTvVCnUtQm4sSIDC8/5lEddUWUs6JCVF7x96Tx3Kg6A/NyZLfbzU6dOqUp1eYl1TGLRZRUaz61Hz7MwhYL+/GXv8weffRRZjKZGAB2v0pwDA0Nsf7+fo3I42JtZN062aekVHrFTSZRyp4otITXhoucjRvFNZpM6EzWDC/x2qsFZtLKpISfAfV+h4eHWWdnJzt58qTW9G0yifRkYmn4hJ9BVbSru7tbCDpHaammei3x/CeN1ihiJXToEHM4HONm6sT3kxDN0ojs68CMFjKTmX2TmXlbWlo0RmAuZKZr/CUhQxDE9ULtiRA3hklKcfkNKHjw4HgPEqXCiKdmuDBSiw31p3l1B2BeYdXd3c1GlFRKsKBAjjaYTCxmMrHgwYNyekQpR+ZiRO3p4J+qh6uqRL8c/uk+setuzGhkceUG29PTw06ePKmJmvCSbCHWuHdGFZ1I7Jp85swZVl9fz76/bBmLA2xk7VrW2trKbDYbW7NmDXv9619nAYuFXayq0qQzYhbLeN8bLgJUaa/Ersn8vIUOHRJr4gZo16OPyuZoJXqhNhfzm36iH0qdMtOIgwTzb2JpvsPhYF1dXeKc9fX1yRVbfGQCF2Q8PTdF5EQtpNURutOnTwuhyzsv8zQbH3ehSW8pYiWmdFU+U1IyXuqupN6SifPJvGPXihktZBibWH6tTjW1tLSIiIvb7daYfZuamqYs1U6EhAxBENeTy4Xqk1U4xa1WUbGk9qfwT8TJmu2pq5xG1q0T1T1qk2/MbNbc0Cb0PFEJEp4OUEdzeCXSwMAAa29vF14a9XwotUjgX/x1cb2euWtrme+ee2RhNW+e5iYuIihKKkpdecRTJkPl5axJidLwr3SAfRFg392wgfXv3s1iirBxVlQIsST69ijvMfj447KJWVlLjAs5lXCMW63sQmWl6AkUU/l7Em/2yUQD9w5drKoSIm4C3DOlmkXV1dXFOjs7WXd3tzAuqwVjcN48seZ4giCaymwet1qZb/16jbBITLNFzWaRNkvseaQeWaF5/1OZej9gb5ypmPFCpr+/nxUVFQkDrzrCUlBQwOrq6sT/W1paWF1dHWtsbGRFRUVXdBwSMgRB3AgSBYwQLqrqnpjRqL25Kje7ZEKGk6wLMJ9PdK68XPSAOb93r5x+MJnkMmalakccW2nmx1MSZ8vKhDDh5mG1L4WbiaNmM/OsWaP55J7U/KsWT0ovFrVo4r1keBqDm1h5KqhVkth2g4HNS0nRiBqr1cp++MMfaku/1f4jlcl4qnWpb+wi0qWa8+SurdX0qOGRKhExS9gHT7Ekilr1mhJ/Ljo6Olh7e/vENFCSlJe6Kuyi0g2ZR7l4dM7tdotzzIUFv75c0PHBpMPDwxN6JiWuNWkH44Q01KXq6o9uRObDgoQMQRA3Al7CfKm6WtM0jymRAPWnf36zGVY+2fO2/cIHorpR8K7C6pSIs6JC+FLUPV/U0ZmY0agRMvzYvBoqZrEwR2mpEDFtbW3MU1fHYmYz89bXi94viZ6bvr6+8YhM4g146VLGrFbmrKgQQynV5mAujC5UVo43+EvYRzg1lf38K19hz+t07DZFzHR2drKenh7W0dHB/ukrX2HNJhM7qQyn5FEG3tGYf/l5ZEan06TMzpSUiLERl6qr2alTpzQpLKaIS54W4h6SS9XVLK56Lx0dHWJbtf9kMi8Nj7CpRYbvnnvka7h+/bj3h0dkVJ2J1QJzaGhIpPc6Ojo0HafVvhz1z4K6+WGylChfZ6IYFOJO+dlJ1m35WkJCRoGEDEEQ15rp9NFQ9xdhTNUgb+NGrY9i82bx6ZrfkPr6+sQsIBGdSej+q66m6ejo0DSX4zcYHp05W1Y27o0xmTSP88oZnppS+zf49319fWxoaGhC9EA9BypR5IiGfIyxkydPiv0km4cUTeLFCW3cKEQP7zcTBVhraqomivSoMpnbDLCHH36YVSlemsQbMG/yx8+1uiw7qhyDn1s+EyuqNANUCxB1SkbtD+KvT0wzqYVMYhl2olDgFVmT/azFFVHIDeFny8qY2+3WTPvu6OgQovZCZSVra2tjg4ODQqgEDx4UXZI1VVEJ3iV1B2N1Ok4dkdE0dLwOkJBRICFDEMS1Rt1HY1J/QIKnQW1S1fgKVOMNhlU3QTFaQIngJH7CVjc/6+3tFZ/EeUmxs6JCjCE4W1amGSbJO/RyH4Rv/XoRrXCUlgoRw828fr9fdOQV5doqP0Vvb6+IkFxUbqLOigrm9/tZsKBApDR6e3vZufLyCZGbmE43IcWmruaJA8KYqy4xj5rN7Nn/9t/YxyRJk36SJIl92mxm9UqE51J1tTBWj6xbx0KhUNL0EBcrXCidKSlhXV1d4wZqJULCK8wGBgYmCDge5enr6xPXh/ef4emckydPso6ODrkCC2DBBx4Yb4SokJjOUgspv98vxKizooK1t7ezzs5OUX6tTuG1tbWxzs5OjUAaGhoSlWe+hgZZjGzcKCql1KXnas9WPDHVeR39MYyRkBGQkCEI4lpzNZ1NNf4DtchRNWTjN1PGJqam1NGCxHA+f05ddhs1mzU3tMHBQdHiX51+GBoa0kRJ1De/xCaADoeDtbe3s/b2dtloa7FoeqWcOnVKbMermDTpHd7UTzH8BgsKtGZlRczwEQMasWOxaNJbXGj09vayM2fOsH/+539mzz//PPvkJz8pBM3DqvcUNZvZHwHmN5sZY2xCY7+YJLHgwYMsFAppzpvb7Z5Qrs3XwoXdBGGmVJVx1BEU7g3q6OiYUgirzzWfHq7u5queocXTWtzzwoXYhcrKCZO7+c8Lj7apI3mJP9fu2lpNOlBMDueoZlVdjy7CJGQUSMgQBDETSVZxohYF6lb0arMwL59NJqL4J3UhMJR0lmfNGnb69Gnm9/vZqVOnNE33eFdhkcbZs0dULiXePIMHDwoB0dbWplmj+ubITbinT58W/hn36tWa8us4IFIjvARcHeU5W1am9dsoESm1H6S7u5sNDg6O30QVgeioqWHf2bSJ/cxgYHHFE9O7cqU8zNJgYCtXrmTf0utZO7SeHD7Vmwslfj2E6RXj/WgSRz/EIZe/J0u1iGic4m+5WFU1ni7iou7gQU3K8EJl5Xg/nOpqUek0pHSAdj36qIhc9fX1scHBQc3IgpMnT7LOzk7mra8XVV7q/jC8c/JwVZV83vX6CUMw44DoBcQNzXxQqrqX0vXqIjzd+7fEGGO4iRkZGUFmZia8Xi8yMjJu9HIIgiAAAE6nEyMjI8jIyEBOTs74E0eOIL59Oy7s2AFs24b09HQ4nU584pOfhBQIgFksiLrdMGRlQQoEIJlMgNEINDQA27YBAMLhMIaHhzHvE5+AFImAGY3o/tOfYLfbMTo6ipQf/ADzDhyAt7QUzvXrEY/HxeElSQJjDJIkYU5TE7Lr6zFcVATvE09g0dKl8hokCRJj8K9bhzM1NQCAtLQ0BINBRKNRpKWl4ZZbboHH40E8Htc8bn/uOVjfeAMAEDebMVxUhFvr6+F56CFk/u53kAA4d+2C/4tfRNqPfoS5+/cjWFkJ7+bNAACr1YrRb30LOQ0NGNq+Hb4nn4TBYIDFYsH8xYuB0VEwoxEwGnFhxw7cWl8PKRjEv+v12BSPw5Fwy1sI4LMAvqbXI7e0FBcLCsAYg8lkgtlsxtjYGGKxGPR6PfI+9SlIgQBgMiGu10OKRiFFIgAAd3U1LhUUIB6PIy0tTew/Ozsb/gMHkFlZOf56qxURlwsulwu35uVBCgQQN5vR9c470Ov10Ol0uOOBB6ALBqG8afS89x6i0SjuevBB6IJBMKMRzGCAr7wcFx5/HFarFWNjY4hEItDr9QiHw2CMidfz/UuShNTUVCxcuBAulws4cgRz9+yBpKyXWa3wlpYic+fO8ZNkteLSrl1wrl8P27FjmHfgANwvvgjjf/wHMn71K4yuXw/T66/DZDJ9sF+KBKZ7/9Zd06MSBEEQk3PkCJCWBhw5ArvdjoyMDNjtdu1rCgshBQK4df9+2O12+Hw+xGIxeEpKZBFTW4vASy8BkQig0wHhMDA6ChQWil24XC54vV7NbtPT02G32zFnzhx4N29Gb0sLgl/+MjIzM2E2mwGMixgAsB07hrl79kAXDCK7vh6ZmZkIV1eDWSyQlNek/fKXyMzMRGZmJkKhEKyvvYYlDzyAhYsWwbd/P6SjR7FgyRJkvf464vE4dP/4j0LEAID3oYeQrQiNrLfegi4SATMYEI/Hcce99yKnqgq6WAzRaBRerxderxfDw8PIaWiALhjEvAMHEI/HEQqFIB09ChaJIG40yu9FOYfhNWsAAP9PPI5BxvBfKSkoKyvDQw89BJPJhDMA/heAHr0eccYwp6kJ5uXL8Z9798LhcCAcDiMWiyEWi+Hizp2Im82IMyaLCUAWFEYjpD/+Ebn334/Mn/wEfr8f7MgR5CxahMBLLyHluefQ/e67OFdcDGY2I1JTA3dNDbJzczG6YgWYxQKncv1isRh0Oh1cu3fLgsxkgtTQgJycHBgMBrhffBFx5XrpgkFkVlYiIyMD2dnZWLhwIYxGoxAxADDy8MMAAP/f/A3S0tJgMpkQjUYReOklzL3jDtxaXa35OfGvWIFza9cieM898v/vvht9/+f/IKaIqPl1ddAFg8jatw8Zv/qV/HPwxhvXXMRcEdc8FjTDoNQSQRAzhumYI1VVIeoxBGoPQrIeKep0Bk/B8Lb+6lb3vIKou7tbmDk7OzuFL4bP7VF7VIarqhhj4z1JAvfeK6cedDp2fu9eYRhNHFip3kfiHCiRjnngAdkXc/fdLGY2s9HHH9emlJQU2KlTp0TZ+aVVq8SwyP7+ftF/RhiHVWXR8YS0ztmyMtbV1SWboc1m9uMvfpE9p9ezc0pqKWaxsHqVafiuu+5iX/nKV9iRI0fYmTNn2NDQELuopMJ42Xbie9LMuFKGafJJ4uqqKZ7O4lO1ua+IVzrxaieeXlRXJHnWrEk6jZ2Xh/f09GiqzHipPE9dqdsB8D416rJq9bXi6Sx+HmMWCztTUiImi/O5Ytca8sgokJAhCGLGkKRXx2QmSY0JV+llovaCxCwW5l69msVUQiWxT8mEuTmMaUSLepoyb4THb5xceHCDZygU0tx8udclajaPT7yWJBZVRMTFqirmKC3VCBthHFXPRlI9Pzg4mHQsgnv16gkemu7ubjGROtFPozYtc/HDW/WP3H13Uj+O8MQcOsS+YzSyRdnZmkooLmyWLFmiERgXE7ryJlZZxXj/F8V8zYUZFwGeNWtYd3c36+npYb29vcztdo8P61REmbpZoRBsRqPwTvHhkOoJ4GKg46pV4ny7Hn1UNBBMbH6X2OhO3W2YV7Pxc5TMR3Q9ICGjQEKGIIiZyOVMkuo5NrzFf7JKpcQ2+upKo8HBwQlD/dxutxj4qC7x5Y3wuOhJ7NqqbsQXPHhQRBXOlJRoynP5vrmZlH+aP1NSookQxIxGxqxWNrJunSgjHkpSmq2O5KhnAXHh1dvbq4mKBHNyNCJgVGk2N6GySIksnC0rY8PDwxMGQra1tbEzqansxwDbCrDFSom30Whkp06dEten2GBgK7Oz2V6djh0HmIsfQ4nE8PcnOi0rM5rUIpVfA0dp6QQhx0UQN1ILAWY0TpglpRZw6nJ/9fOJPW0SJ7nzLsGJZfL8OoQOHWJut3t8XIXRSA3xrjckZAiCmIlcLiJzJa9N1iSvq6tLlO8mm06crMssr4riUZy4KhWWrLHb6dOnNZ/+z+/dKw9AVNI+XV1drLe3V0R9uOiJGY1suKpKCCZePhxLknqK6XSiqiqqasDX0dEhypo9jz02QaQkEy9C6CgRCs+aNeNCTKnYUVdGDZWXy48r23b/zd+w73//+8ztdssiE2CfTIjaAGB5ksQKdDpWh/EGc+rOvuoqsdChQ0mbDcYBFlcaBrpXrxbn0asMCHWvXq0pRVf32eFr5xEW/n5jOt146XxCypJfU34c9Vr4SAoeRVP3/ImZTNrGetcQqlpSoKolgiBuFsLhMFwuF+x2u8ZcefbsWXi9XmRmZmLBggUIh8MYGBhANBqFwWBAbm6u5vXhcBhnzpwRlUR6vR5z77hDVPwwgwHnd+yAxWKBrbISaGiAZ/NmOJ1O5OTkwGKxwOVyIT09HT6fDwaDAcPDwzCZTLj9vvtEtc1QWRk8mzbBarUiHA6Lqp+42Yye996D3W5HamoqhoaGoNfrkf7jH2OuYj7l1UAAIDEGZrUCquoeALj7M5+Rq4isVrBgEFI8DqbTAXq92J4BoiIHgGxWDgTE/+Nms6Y6yFtaivQ9ezC0fTu8mzdjwYIFsGVlgd8oGTcTSxIQDuM9AP8fgP8A8J8ATqmOdYckoePb38aZ1asRjUbR2NgIk8mEB156CfeFw8hNTYXn5EnY7XacOnUKlldfxfy6OgDASGUlMisr5WtisSB44QI8Hg9yFi0S6z1bUgLfk0/CbDYjEAggPT0dwWAQ4XBYvha33w6XywV25AjmVldDAjC0axfm7t8v78NkgqRUvIWffhoulwvhcBh+vx9zmppw6/79kJTnAi+9hMydOyEp55Qzun49ztXXT6y+uwZQ1RJBEMRNxvDwMFwuF4aHh6d8nclkwsKFC2E2m7Fw4cIJFSUul0uIHEC+YXhLSwGrFYBcDZPT0IDRp55C2OUCtm3DpUuXEI1GEX75ZZjsduT84hfw+Xzwer04f/48YrEYgsEghrZvF8eZu38/4vE4JEnCokWLoDtwQIiFzMxM2O12XLp0CbFYDOFwGIEvfQlBtxsjlZWyIAEQuu8+sLQ0eB56SK4OikZhO3ZMfh+7d4NZLIjU1CB68CCYxQJPVRWcu3bJgkOn04gYAPCUlMC/bp38H50OvkceATMaETcaMVxcjMzKSuiCQSyoqkLmT38Kh8OBsccfF6+XIhG5pJ0xxI1GLDMa8bV16/BjiwX/Xl6OP/7xj/jRj36E2tpabK2vx5nVqxFRRNV3v/td1NXVYXM4jHsAZEQiyM/Px1e+8hU0Nzdj5Ikn0NfejqGTJ2GxWORjmUzQrVsH69y5sL72mqhuAoB5Bw7AYDAgOzsbdrsdcwsLsWjxYiwoKoLl1VdhyMqCvakJ0rZtcpl+JIK5+/fj/I4diJvNYIyBjY6CFRbCZDIhJycHOTk5SElJgWfzZpzv6xMl/SNPPCGL3ITzaT1xInn13YfJNY8FzTAotUQQxM2COr3DSRxbkNhoL1nn4cS0kjotxdM1vD0/9z9wz4t6mKLf72ddXV0idcTTWedUTdv4MMxkx/f7/XKDNSXVEjeZxPBI8aU2y6qMro7SUmEsPr93r1g/X+eEuVDKdtwMqx6iyNMzZ8vKJhiHudm2q6tLzKzi++nt7RU+Ip5KO793r0gJedeuFb6i4SVLWAPAnlywgN13333MbDZr0lH5d94pzMsdHR3sU5LEVgBsq8HA9ptM7OcA+y+zmfX09Gg6BfOxBH6/f4JXhl+nUCgkxlDw6df9/f1ibWfLykRjQb/fL3xNfGRC4mwqbsCOqTo7Xw8otaRAqSWCIG4WkqWWEhvraf6vpItgtQJ+/5T75akms9kMn88HxtiEtJTT6QSOHMGt+/cjWlsrog2xWEw0keOfzl0uF7Jzc+V+KxYLdKOjch+dwkK4XnwRzvXrYTQaEY1Gsfj++zWpJDUSAGYywV1RAVt5uWjwB4ynn5hOBykeh3f1auCv/xoZe/fi3AsvQJIkzK+s1OyPp6ZuaW7Grfv349KuXZizd6+8X348aNNRPBUWj8dhMBhwe2kpUpqbEVm6FKbWVjDlNafa2pB7//3yOZ+CjrY2xONxDA0NIbRuHTrDYXzMaMTfnD6NWCyGwcFB/OVf/uWk228EcPSxx8BefRUXLlzA4cOHkZOTg2W7dmEBY7gFQJYkQa80LfR85zuYv3ixaIw3tH075h04gKHt2+HZtEns12AwQJIk0YyPGY2QTCawcFicd3HOzWY4ursxNjZ2XdJKAKWWCIIgbjp4+F+dKkpsrKf5f0ODLGIaGqbcrzrVlJOTg9tvvz1pWsputwPbtiHqdsO1YQOi0SiMRiOsSkoqNTVVrM9ut8NbWiqa+AEAKywEGx2FrapKbpCn08kiSLWW0XvuQdxshnvVKnkbAAiHkZaWBt2hQ2AWCy7s3g1I41JDUjoTZ/7613IH3UAA8w4cwOhTT8niRtkPMxoxXFQEALhYUIDO//xPuZNuJAIJ4+JFUl7LlGMEPvEJLF6+HPamJjDGkNLcDAAwKiIGAC7t2oWcnBxEamrEdmr8d98NAOJ96XQ6LFiwAEuLirDDbMaaz34Wc/PykPqDHyA9PR0/+clP8N0nn8SLOh02A1gOwMavA4CMX/0Kly5dQigUwsGDB7Fz506sZAx3A7gVQCpjmAeg9Fe/wvzFixHMzUUMQNntt+MntbX4X8Eg/q2uDv/2b/+GP/3pT+jr68OFCxcQjUYxtH074gBYJCJEWdxshiRJ4hxdKCqCXq+/8WklgFJLBEEQH3Umq4qaqloqWXrqclVVl6qrRTqIV9ckTo+OKeXDiY9HzWbmcDiYt75eTnskNM6LQx42yfujnC0rS1oJdKakRAx87OjokMvAk1RK8Z43msctFtbW1iZ6wATvu0+kWobKy+WZTMoE6fN794r3OlxVxdra2lhPTw8bHh5mnZ2drK+vT5RUJ5ZRX1q1KmlpdRxgHoANA8zz2GOsu7ub/fnPf2abN29mf/EXf8Fuv/12lp6erklZbVVVGF1KUmGl/lq9ejXr6Ohg7e3tbEx5zAAwi9HIMjMz2S1WK7sVYNlWKysoKBiv6uIzmq4xlFpSoNQSQRAfZRLTUZNVPiVj0nlQ0zhOsv1YrVZRdcOro4a2b4dOp0OOMrMpvH8/Tj/6KBhjSE1NhfW112DfswcMwHlVxU3cbEasrg7G554DADBJQnd7OzIzM5H6gx/Atm8ffI88goy33hIRG2C86ggAPHv2IKuiAgiHRbUTfzwej2NOSYnYNyBXT7lXrcLYgw8ip6EBrt27kbVvn0ifSZIkqozeb21FNBoFIM+HMn3/+5i7f788KuD3vxemXT4zymKxIGv3brG293t6kPHjH2Punj3ja4cSNTKZEPH5hOnbZrPB5XJhbGwM8+fPR+zIEYyUlOD0M89AF43iwSNHgFgM3ngcLwLwATj7yCMIBoPw+/0YHR3FyPnz+MLYGA7r9bhYWgqppQW3qsZJJLJ6yRL8cnAQumBQXtNl0pdXw7Tv39dcQs0wKCJDEMRHmcTGZ1cyrfhKet1MtV+1uZcbTEVDNdUog5jFIvbV3d3Nzu/dy2IWi+a1fPtz5eVyrxvFDMy7CU/VQybZl2/9ejHGQW0mVjeS4xGYxD413AAbBxjT6cS+HKWlItLCuwsna3LH++bETCYWNZvZyN13C5Pw4OCgpk/McFWVeN5/zz2ayeRdXV2su7tbnHuNKdrhGD+/KhOyegp2T0+PNvqjrKetsJCdAVgfwDoA9qeUFPYng4H9CWD9KSny+9Lr5V5D12FMwXTv3+SRIQiCuImZ0kNzGZJ5cqZ7HPWATO6ZcTqd8G7ejPdbWxGsqUHcbIazsFCUA7t374anrg5z8/Kw4AtfQHZZGaRAQB4maTQKc2r3u+8iHo8jZ9EijHz2s4ibzQisXg17SUly07AkIa4Md0zE+sYbkGIxpKWnj/eKiUYB5Zju6mpkvv32hO3iZjMuFBWNPxePw/rGGzi/YwfcGzfCduwY7nrwQWT/0z9h7v79Yjum04ky8tH8fHkApDKE0nLyJDra2nC6uhpjY2PIev11zDtwAJGaGgS+9CWkdXYCACwdHWIoqMFgQMZPfoJFDzwAe1MTwuGw6m1LyM7Ohre0FHGzGedefFHsPx6Pw+Vy4ezZswiHwxjavl2UrCMchi4YxD0NDbDdcw9yASyRJNwfCuE+ScJ9RiM+rkS5WEqKfLA337zsz8h145pLqBkGRWQIgiCuL0lLvpWOuHxAJo+y8Fk/jI2Xkw8ODgoPzWSREx4lcVZUsK6urgkt/pMNb0z0xqg7C/NIimb/qi8eNVFHRfgwSP7vUHm5vE91p1udTtMZl3ckjul0LKbTCd+MekDjhcpKzRiHtrY2udOxKrIyODgo1hyTJHapupr5/X42ODio6brrrq0V63VWVLC+vj526tQp1t7ezjo6OoQvx716tcaP09HRMTEyozrvI2vXCv+PehAl7xJ8Iz0yFJEhCIIgpk04HIbT6ZQ/+StRl8BLL2FkZAQulwsoLBwvP1ZVTNntdmRmZmoqoWw2G1JSUjBnzhzk5OQga98+cRweHQndd5+8H0mCFAjg1v37YTQaEaysBLNY4F+xAvPuvBOev/7rCWvlTfUAuXmcZ9MmnCsuBjMYEFi+HL61a8XrGORybmYwwLNiBQBg5OGHNfsLLF+O7nffRebbb0MXDCK7vh7ezZvHoxKQK6iWfOpT8D70kBxtAeSIkl4PKR6XK6QkCbBaEa2tFedFp9PBZDLBarVCp9MhFAqN71OSIEkSzu3fL0dzGENWRQU8Hg9GRkZwfscOcc4yy8oQ+/rX0dvSAs/mzcIHw+SRRIirKrwAIOutt7CgqAhGoxHZ//APomvw6D33yGXtkQikQABpb76Jcy+8ANfGjXAWFooy7uEvfAG9LS0IP/30tH5+rgckZAiCID5CaITIVaDpLqyIlszKSmRkZCA9PR2uF19E3GJBuKEBYZcLzs99btJj+Xw+xGIx+Hw+AIDU0CB3oDWZ4KmuxjmHA7r33sP5vj6M5OcDAPwrViAajWJkZASMMVh/8xtIgQBs//qv46khyKkfbt4FgKHt23FLczMWVFVBFwxifnU10nk6hDFZbOh0mnRRxh/+AEAWQbzb7y3NzfA98ggAWegYjUZ4XnxR876kSAS23/5Wfs3KlXLpsvr5b38b8PthevZZ5OTkwLhrFzA6ijk1NdDpdDAajQiHwzhXXCyn3CoqEORjFDjhMOZ97GO4e+lS6HU6YUhmilDiwkV+ewy3NDdjyac/DduxY7AdO6YRebbf/AZpP/oRbL/5jXjM0turMUkDwPy6Oiz+1Kcwr65OpPnm79iBO5csQXjjxqTX+MOAhAxBEMRHCJfLNR49uVKOHMG8O+8UIwJ4nxqpoQE5OTnweDw4t3Ytut55B64NGzTHSnbcRF9N+Omn4RwcRMTnQ5oy6mB4eBjp6enI+Jd/ASC3xDcYDKJ6iQFyw70DB2QRBABGI95vbUWgpgaS1Qp3dTVGnngC2fX14ti6eHy8b4xyw5ficTDG5D4qin/HYDBohMqt+/cLgZPxhz8gEonA+bnP4UJFheZUSfE4dMEg0v/lX8TYBu65Obt2rRB34XBYRH68Dz0EvV4Pi8UCnU4Hg14PSZIQj8fF63m0iB9DikTk96WMm4DBAL/fj3g8LqqmJEnCrcr5yqmpwYKqKo1ICRUUYK7q3AAAYjEhdngPHkCOLknhMOYdOABAjugAstfoRkFChiAI4iPElZh9J1BYCCkQQE5DA7Kzs+U5PH6/mMcDQKRI7Ha75ljTOa7L5QKOHIEhKwuBl16C1+uF1+uFz+dDtK5OmGQX7NwJKRoFMxrh5Tf2t9+WoxCQIyK55eWIRqNgkQiyKiow/803EVFKvIHx5inQ6zUN+ebt3QuDXo/THR0YfeopLCgqgr2kBIF77pFLxsNhRB97TKRWeOTjYkEBzpeXT3hPulBIFg6RCGA0wrl+PbxeL4aHh+F0OuF0OpH2+98DADLffhtutxsjIyPQ6XTIrq+HFAjAvmcP7nrwQdibmjTGY24cvrBjB3yf/SwAWehk/OQnuHvpUty9dCnsTU3IyMjABcVQPQGrFZ6XX8b5oiLEeVRHkuTBm4rYkQDAYEB4/Xpx3KHt25H1+utC7EibN096Xa8719ydM8Mgsy9BEMQ1YpLZTZwrKddmbGLJdigU0ph2L1VXizJhxpiYj6QpYZ7C5JtYUswYY6FDhzSv4e8nsWybl1InK7uOGY2a8mr1rKZEE7H6y1tfz3p7e9ng4CBzOBysp6eH9fb2ynOjFLNvsv0mK/d2r17NHA4H8zU0TGzcpzYfG40sppSEt7e3M2dFhWxAliS5dNpkYqFDh1hfX9+4QVkx8Yr5SkrZNt9vVJn5lFg2f60hsy9BEARxbUkSgVFzJeXagBwdslqtYvq1yWSSU0SQowD2ffuwYMECsT9eRuxftw7MYkGsrg4jZWWafY7ecw8AILJxozzRmxMOg6WkIBAI4FxpqRxdMRpxobgYo1/6Etzl5ZrybOsbb8ipqyQRBykSQdbrryMtLQ16vV54aObt3YvA8uU4W1IiT5dWretsSQlGRkaQe//9SPvRj+RjWK2YP38+jAll4bx029rSAkD22fAp35n/+38DANJ/8xsYv/c9WAsLJ5Scq9NGUiQCKRjEvNpa2Gw2pBUWwrlrF5CaKkd0wmGYdu3CwoULEczNlc/hJz6B4S98AV3vvINz+/drUm+APLIh71OfwsjDDyNuNsO1e/dVe66uCddFRs0gKCJDEAQxc0naSC9J5IdPteZTmjmhUIhdqq5mMYuFBQ8e1IxN6Ovrm9iMTinXdjgcrLe3l7W1tbG+vj4R2YkZjfIIhIICFrNY2MWqKhFB8TU0aKI9p0+flhv0qSIivGS7ra1tQgRHHcFob29nF6uqGLNax5v6WSyss7NzYpRJKWGfbML1ZNEYzZdOJ0/CPnRovHyal5rr9ROiOry02llRMR6RUf5NLGvv6OiYVoPFK4UiMgRBEMSMJ6l3Jknkx+l0IhQKIRQKweVyaSIA7o0b0dvSgpGREcy94w7gS1+CwWaD+ZVXMPLEExgqKxMN8bylpbK/B4DRaITRaJQrp8rL5SZ3u3fjQlERjP/8zzj3wgsIjo1hwZIlsHzjGzCXlsK9apXw6lhfe002HfOJ0CYThrZvFxGV0VWr5EZ0xcWwHTsGKRoFTCZc2LEDjDHY9u0D46XqJhNYJIL0H/8YF3bsAKxWjK5fL0eOIhHgyBE4nU4xdNK7ejUCn/gEACCkGh+hjsa4V63SVCex0VEYn3tOlIZ79+wBjEYgFpsQ1dEFg8jetw+31NVBYkwuxWYMTJLEGgC5okuSJKSnp1/V9b8mXHMJNcOgiAxBEMTsx+/3s76+PjY4ODhh5EJ3dzfr7OycEKGIms3M7XaL8Qg8WjM0NCSGQvIBlrwRXVtbm4iIqMcnaHw5PHphMrGLVVWayIl6UGXMYmGDg4Ps/fff1+yHD5EUjfaUiJI6osPXqo7O+Boa5AiJxaKJDsUBdrGqSl6bEpFJjAJFEyIuzooKFgqFkg7H5GMH+LmZ4BWyWNjIunWaJn4Oh+OaX3OKyBAEQRA3DUajEVarFXPmzJEjOE1NQFqaXMmTmQmr1YrzO3bIXpKNG8GUEQJjY2PIycmRB1bm5MD0ve9h7h13IKemRvaPRCKYf+AAFv7617jrwQdhO3YMzsJCMIsFQ9u3w/vQQwDGS5B5KTUg+3giX/uaHPExm3Fp1y4ReYkbjXAWFsLv9yMajWq2syuDID2bNqHrnXfg3bwZw0VFYGYzzu/YgbS0NBGhurhzp9jOUlYmR4ACAVjKyuC/+24AwNjcubDt2yevVa+XvT+7dyP7Zz8T1V2+ykqMKs0JAeCWujq4XC6EvvpVdLa2YnjvXsTNZpwtKcGQ0gvoYmkpfE8+Cffp05rIjhQIIO2tt+Sme5s2aRrt3RCuuYSaYVBEhiAIYvYzwUtjtWpGICRWTIVCIeGF0VRRKdsJL4lOx9jhw6Iiig99jFksmkgJj7j09fWxc+XlcqXO4cMsFAqJtv+aCIjZLA+xtFiYp65O45mJm0ysp6dHbNPR0cHa2tpYV1fXhGhTV1eXiIo4SkvFSIBL1dVJPTKiUkkVZYlZLBrPEB+vwEccqKuuEiuo1OMZEiM3jtJSTVTpWjPd+7fEGGOXEzuzmWmPAScIgiBmLOFwGC6XC3a7Xa5iOnJE7izc0JC0iiocDuPMmTOwvPqqHMU4cEB+nbIdi0QAxWfjra1FPB5HZmUlLhYX45a6OuiCQUh8xMLzz8v7bGjA8Oc/D0Aer+Dz+WC32xGJRHDu3Dl5xMBrryFr3z5cKCrC3P37IQUCss/FYID3oYdg+9d/xUhZGS48/jgkSUIkEoFerxcdffn3NpsNHo8HgUAA0WgUcaVZn+3YsfFBkoEAbFVV8D3yCNJ+/3uEMzKQev683EtHdS7c1dUIfvnL8Hq9ou+N7dgxzP/WtzBcVIRb9u0TPh+YTOK8uFetEg3vxLiFxA7DHJMJkmqswrVguvdvEjIEQRDE7OMyQsbpdMLr9WLRAw9A4qLE79du/8wzYpyB8/33odfrkZ6ejsh3voPMykpICft2Op0YGRkR9xL+fU5OjmY94aefxvDwMAzf/a5slo1GIUUiiJvNGBsehtFohMvlQnp6OpxOJ6LRKAwGA2KxGPR6PWKxmBA5aWlpMJlMSE9Px/DwMBbefbcQE9Lhw+hfuRLBYBAmkwmLFi8Wa2WSBBgMOL97NzJ27IDH44HX60VqaiqCwSCWfPrTorxcbRBmOh108TiSCYPE12qeMxqhu8Yl2NO9f5NHhiAIgph98OGUhYVJn+bDGKN1deORFTXbtgGHDwNWK3zl5cjOzhZeGltxMaQk/XKm7FSsrIcVFooxDJ7Nm3GqrQ3h/fuFZ4fPlQJk38/ChQuRmZmJnJwcZGRkYM6cOdDr9aK3jF6vF+tKTU3VeG1QWIg5c+bAYDDAZDLBu3q1eIqlpqKztRWuDRvgdDphtVqRkpICg8EAg8GA80qn3wnCRK/H2MGDSc+pFI8DJtOEHjlMp0NUGVlwIyAhQxAEQcw+lDlPEwSKgmjO9+yzmlJuzdDMbdsg+f2wFRdPu4nfhP3z7ZT1eEtLMTIyAgBi2nfq888j6vFA2rYNdrtdM3iT74cLl9HRUcRiMRiNRtjtdlEqDshCKqqYi2GxIFxTg0uXLkGSJBiNRlw6dEgYj7ngyXr9ddx+330IvPQSQqEQzK+8gkUPPICMjAycamsbHzYJOTIVqKnB2cce05RYc5jRCHdFBc50duJcSYl4XDKb5fN8g7hhqaWBgQE0NzcjNzcXAwMD2LJlC2w222W3Ky4uxq5du6b1WoBSSwRBEMQ46vRQjqr/yrXadoKXJ8ljZ8+ehdfrRWZmJhYsWKDZt9VqhV6vF5Ee9Xbc9xONRpGZmQkA8Hq9MBgMYmhnLBZDKBRCOBwGYwx3f+YzkAIBxM1mdL3zDu568EE5pWQ2Izg8jNChQ7ApM6I8K1bA9rvfQYrFACVSw4xGSCYT/CtWwKpMxz5XXAzv5s3I/OlPMb+uDgCgO3Ro0o7PV8uM98gsW7YMLUr75YGBARQXF6OpqWnKbVpbW7Fs2TK43W4SMgRBEMRlSRQRyYTGVNulp6cLUy+AK9p2MuGifp7vU30cvu9E4cR9P2rhAgDZ2dliujhPdw0PD8vP/exnMOzcCWdhIUafegoLf/1rmHbtkodEfuMbAICcRYs0Jl4JEKmjyKFDMD37LOJWK6RAAADALBZ4SkqQVVUFppSww2qV03HXkBntkRkYGND8Pzc3FydOnJjWdrnKLAiCIAiCuBz8Bs99K9OdB8W342LC5XJd8bb8mImo98Nf6/P5Juzbbrfj1p//XO5WfOSI8P0sXLgQPp8P+n/8R8y7806Yvvc9jWfHZDJhwYIF8pyqZ59F1O0G27IFFosFsa9/HUPvv4/I008jEAjA4/FgaPt2xM1muROwyQTodIDJBG9tLbB1KwAgWlsrP2cyQbduHbJ27wYUYRM3m7VzrT5kbkhE5ujRo2hqasLx48fFY3l5eWhqasLSpUuTbtPc3IyCggLk5eWhpaVl0ogMb2HNGRkZwcKFCykiQxAE8RFkuhGYybZLFim50mNOtYbLri8tTTY1J1RdhcNhGLKyIAUCEyuyksAFGa+K0uv1iEaj0Ol0YIyJkQ9ZWVlYsGABPHV1SN+zB77yctiKiyesiY9WcFVVIfK1r13x+Z0OMzoiw8NhiUymXj0ez7RTSTU1NcjMzBRfCxcuvMpVEgRBELOdK53Inbid6Ah8BdsnHnOqNVx2fclMzUeOwGS3Q7duXfKKrCTwiI26OspgMGD+/Pm4/fbbkZWVhaysLGEuzqyshC4YRGZlZdI1MYsFQ2VlGPvqV6/q/F5LZlTV0mQC5/XXX0d+fv609rFr1y54vV7xdebMmWu4QoIgCIK49miqqdQkGaApSs/ffHPic5PsF4BGmI2NjcnDMpVycL1ej+zsbBFB8paWyr6XSUSSJEmwWCyaqqobxQ0RMjabbUL0xeVyJY26nDhxAhs3bpz2vlNSUpCRkaH5IgiCIIiZzOV8NRouU3o+nf2qPTWJr3G5XLjw+OM419MD5+c+N1FcFRZCGh2FrbLyhkZiOIYbcdD8/Hw0NjZOeHz58uVJX//666+L7wcGBlBTU4NNmzZN6qchCIIgiNkEr2ASDfamYtu2aZc6T7ZfntJK9hr+bywWEz1xNOXmDQ3jXZVnADOm/Hrr1q3C/Nva2gqbzZa0QkmSJPT390+7eonKrwmCIAjiyrlao/S1YkabfQGgqakJxcXFaG5uRmNjo6aHTE1NDZqbmzWv93g8qK+vBwDU1dWhtbX1Q10vQRAEQXyUuFqj9IcNDY0kCIIgCGLGMeMjMgRBEARBEB8UEjIEQRAEQcxaSMgQBEEQBDFrISFDEARBEMSshYQMQRAEQRCzFhIyBEEQBEHMWkjIEARBEAQxayEhQxAEQRDErIWEDEEQBEEQsxYSMgRBEARBzFpIyBAEQRAEMWshIUMQBEEQxKzFcKMXcL3hMzFHRkZu8EoIgiAIgpgu/L59udnWN72Q8fl8AICFCxfe4JUQBEEQBHGl+Hw+ZGZmTvq8xC4ndWY58Xgc586dQ3p6OiRJumb7HRkZwcKFC3HmzJkpx4sTMxe6hrMfuoazH7qGs5vref0YY/D5fJg/fz50usmdMDd9REan0+G22267bvvPyMigX75ZDl3D2Q9dw9kPXcPZzfW6flNFYjhk9iUIgiAIYtZCQoYgCIIgiFkLCZmrJCUlBeXl5UhJSbnRSyGuErqGsx+6hrMfuoazm5lw/W56sy9BEARBEDcvFJEhCIIgCGLWQkKGIAiCIIhZCwkZglDweDw3egnEB4Cu380DXcvZy424diRkCEKhpqbmRi+B+ADQ9ZtZNDc348SJEyguLsbAwMAVbUvXcvZyI64dCZmrYGBgACtXrkReXh42bNhwo5dDEAQxo/B4PHj33XeRn5+PT3/606irq7vRSyJuYkjIXAUrV65EcXEx+vv7sXLlSqxcufJGL4mYBI/Hg61bt2LZsmXYsGGD+Dcx/Nnc3IxNmzbdmEUSk0LXb3Zis9mEeDl+/Di2bt0KYHrXk67lzGPG/x4y4opoaWlhubm5msdsNhtzu903ZkHElLS0tDDGGGtsbGSMMdbU1JT0dVu2bBHPHz9+nDU2NoptiRvHlV4/TkFBwfVdGDEtjh8/zoqKilh/fz9jbHrXU30t6fdxZnA1f0ebmppYUVERO378+HVfH0VkrpCBgQHk5uZqHsvNzb3iHDDx4bB06VIA8ieKgYEBuFyuCa/xeDzIy8sTr8nPz8eWLVtw7NixD3u5RAJXcv04J06cQGtr64e2RmJy8vPzsWnTJhGRudz1VF9L+n2cOVzJ7+GJEycwMDCAgoICbN26FcXFxdd9fTf90Mhrjcvlgs1mS/o4MTNpbW0V16y/v3/C80ePHsWWLVtgs9nQ2NgIQBanFN6eGUz3+gHjFROJHzaID5ejR4/C4/GgqKgINptN80Fvquupvpb0+zizuJK/o/n5+QDkD/7Lly+/7mujiMwVYrfbJ+QFBwYGYLfbb8yCiMty4sQJbNy4Ebm5uUlLA/v7+8UvaF1dHY4fP47i4uKkgpX48LmS63fixAnxR5S4cfDrdeLECTQ2NqKpqUk8N9X1VF9LgH4fZxJX8nvIaWxs/FAiMjSi4AppbW3Fhg0bNIpUkiS43W76RZuFtLa2ijAoD4lu2bIFJ06cEH9EiZmL+vq1trYiNzcXNpsNK1eupGs3y1BfSwD0+ziLSLx2AFBfX4/8/HyRlrqeUETmCuEXpbm5GYAcTsvPzycRM0s5duyY+OVTh0E/rF9A4oOhvn6AfPNrbm7GwMAAjh49egNXRlwpideSfh9nD8l+D/k14/fK6wl5ZK4CXk5YXFyMpUuXasKmxOxly5YtqK+vF/l8ysnPLpYuXYqlS5fixIkTN3opxDWAfh9nJwMDA9iwYYNIQeXn52tEzvWAUkvER5bm5mbk5ubSJ71ZCl2/mwe6lrOXmXDtKLVEfGQ5fvw4/eGcxdD1u3mgazl7mQnXjoQM8ZEksfcIMbug63fzQNdy9jJTrh2llgiCIAiCmLVQRIYgCIIgiFkLCRmCIAiCIGYtJGQIgiAIgpi1kJAhCIIgCGLWQkKGIIibHpqGTRA3LyRkCIIQtLa2QpKkD629f1ZWlmYy8rVEkiTx/bJly0jMEMRNCgkZgiAEx44dQ35+/k03doMxNmXTruLiYprNRBCzFJq1RBCE4OjRo2hpaUFeXh48Hg8NQyUIYsZDERmCIADIE2uXL18u5qYkRijy8vJw9OhRrFy5EllZWZqptidOnEBeXh6WLVuGrVu3YuXKlSguLgagTR95PB5NykdNcXEx8vLykJeXJ7bl8NTQhg0bUF9fP+n6+RoSt+dr8Hg8WLlypThOfX09tm7diqNHj6K4uBjLli0TQyenWs9U52JgYEA8npeXJ54bGBjAsmXLku6PIIgPACMIgmCMFRQUsKamJsYYY42NjSw3N1fzvM1mYwUFBYwxxpqamjTP22w25na7mdvtFt+rn+vv72eMMeZ2u5n6z476OX5s/vjx48fF/3Nzc1lubq7mNWr4fvk2TU1NSY/T2NjIioqKxOP82Fu2bGGNjY2afU61nsudC76t2+1mLS0t4nH+fUFBgWZ/BEFcPRSRIQgCgBzRKCgoAABs3LgRAwMDE4y4mzZtAgDk5+droix2ux02mw02mw3Lly+/KgMvPzY/fqI5d+vWrZrXqHn99deRn5+P/Px8sb7JaG5uFlGX3Nzcq15PsnPR3NwMu90utrXZbFi6dCmam5uxfPly4dPZtWvXTedDIogbBXlkCIJAc3MzPB4Pli1bpnm8sbERdXV14v/JbvzcR8M9NQMDA1MKhMnweDw4evQo+vv7ceLEiQn+nKnEicfjmdYxt2zZgpaWFqxcuRI2mw1NTU2T7vdy60l2vIGBgaT746JQfX6nej8EQUwfisgQBIHGxkYcP34cLS0t4qupqWmCT2Yy86/NZsOKFSuQl5eHurq6KzYJ85t8bm4u6urqkt7kp9onF1DTobGxEYwx1NXVYevWrdd0Pbm5uUnXYbPZkJ+frzm/aoFIEMTVQ0KGID7ieDwevPfeexNu1gUFBfB4PCINMxV2ux0tLS3o7++fkP6x2+3i5j5ZifPAwABsNhsKCgpgs9nw3nvvXdF72LhxI06cOCHSP5Mdp7W1VaxF/X5tNhv6+/sByOfjatdTUFCA9957T5wzj8eD5ubmCeub7nklCOLykJAhiI84R48excaNG5M+V1BQgMbGxsvuY2BgAJIkQZIkZGVlaapytm7dKiqZgOQpGS4qsrKysGHDBuTm5mLOnDnTfg88TbRixQqRvpks9bNhwwZkZWVh5cqV4r1t2rQJ9fX1omrpg6ynpaUFxcXFyMrKEmvh6/vGN76BvLw8rFixYtrvjSCIqZEYY+xGL4IgiNlLfX09+vv7hSjweDxYsWIFdu3aNak5lyAI4lpBERmCIK4pNpsNdrv9Ri+DIIiPCCRkCIL4QBQVFcFms4lmdHl5eVi5ciVFYwiC+FCg1BJBEARBELMWisgQBEEQBDFrISFDEARBEMSshYQMQRAEQRCzFhIyBEEQBEHMWkjIEARBEAQxayEhQxAEQRDErIWEDEEQBEEQsxYSMgRBEARBzFr+L+ch/Ih//KX+AAAAAElFTkSuQmCC", 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" ] @@ -452,7 +452,7 @@ "source": [ "print(fitted.kernel_)\n", "\n", - "plt.scatter(thetas_emp, y_cov[triu_indices], s=0.3, c=\"lightgrey\", label=\"Empirical\")\n", + "plt.scatter(thetas_emp, y_cov[triu_indices], s=0.3, c=\"lightgrey\", label=\"Train\")\n", "\n", "predicted_y = fitted.predict(X)\n", "predicted_y -= y_real_mean\n", @@ -468,19 +468,19 @@ "]\n", "\n", "plt.scatter(\n", - " thetas_pred, pred_cov[np.triu_indices(predicted_y.shape[0])], s=0.3, c=\"red\", label=\"Predicted\"\n", + " thetas_pred, pred_cov[np.triu_indices(predicted_y.shape[0])], s=0.3, c=\"red\", label=\"Test\"\n", ")\n", "\n", "# Plot the exponential and spherical model covariances\n", "# Scale by a factor of 2 so that it matches Andersson2015's fig. 3.\n", - "# beta_a = fitted.kernel_.beta_a\n", - "# beta_l = fitted.kernel_.beta_l\n", - "# plt.plot(\n", - "# theta_lin,\n", - "# beta_l * spherical_covariance(theta_lin, beta_a),\n", - "# \"k--\",\n", - "# label=f\"Spherical (a={a:.02f})\",\n", - "# )\n", + "beta_a = fitted.kernel_.beta_a\n", + "beta_l = fitted.kernel_.beta_l\n", + "plt.plot(\n", + " theta_lin,\n", + " spherical_covariance(theta_lin, beta_a) / 1.8 + 0.45,\n", + " \"k--\",\n", + " label=f\"Spherical (a={beta_a:.02f})\",\n", + ")\n", "\n", "plt.xticks(\n", " [0.0, np.pi / 8, np.pi / 4, 3 * np.pi / 8, np.pi / 2],\n", @@ -495,22 +495,6 @@ "plt.legend(frameon=False)\n", "plt.savefig(\"covariance-plot.png\", dpi=300, transparent=False, bbox_inches=\"tight\");" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "69ad175b", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a31c9723", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {