Created
January 11, 2020 01:15
-
-
Save tjlane/e29c487e9a674b2879e2cadf73f3fc5c to your computer and use it in GitHub Desktop.
time resolved plotting
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 178, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"import fabio" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"images = []\n", | |
"for i in range(1,17):\n", | |
" fn = 'glpr_1_%03d.cbf' % i \n", | |
" f = fabio.open(fn)\n", | |
" images.append(f.data)\n", | |
" f.close()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 135, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x15183bb90>" | |
] | |
}, | |
"execution_count": 135, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(images[7], vmin=0, vmax=100, cmap='gray')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x12d811710>" | |
] | |
}, | |
"execution_count": 69, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(images[6][1195:1215, 1205:1225], vmin=0, vmax=500, cmap='gray')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 145, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def gradient_image(img_stack, colormap=plt.cm.jet_r, gain=250):\n", | |
" \"\"\"\n", | |
" Take a stack of images `img_stack` and color them by their position in the\n", | |
" stack. The result is an image with a color gradient, where the color corresponds\n", | |
" to the position in the stack.\n", | |
" \n", | |
" Parameters\n", | |
" ----------\n", | |
" img_stack : list of ndarray\n", | |
" A list of 2d images.\n", | |
" \n", | |
" colormap : plt.cm\n", | |
" The colormap object to use for coloring.\n", | |
" \n", | |
" gain : float\n", | |
" How much to boost the visibility of the color by (similar to `vmax`)\n", | |
" \n", | |
" Returns\n", | |
" -------\n", | |
" gradient_image : ndarray\n", | |
" A 2d rgba image that can be \"imshowed\".\n", | |
" \"\"\"\n", | |
" \n", | |
" n_images = len(img_stack)\n", | |
" image_shape = img_stack[0].shape\n", | |
" \n", | |
" # make a color image with 4 extra channels (rgba)\n", | |
" gradient_image = np.zeros( image_shape + (4,) )\n", | |
" \n", | |
" # below I first extract red/green/blue/alpha (rgba) values\n", | |
" # corresponding to a position `i / n_images` on a colormap\n", | |
" # then using `outer` broadcast that to all pixels in the image\n", | |
" # then add that image to a running total\n", | |
" \n", | |
" for i, img in enumerate(img_stack):\n", | |
" colormap_values = np.array( colormap( i / n_images ) ) # 4-element array of (rgba)\n", | |
" colored_image = np.outer(img.flatten(), colormap_values).reshape(*image_shape, 4)\n", | |
" gradient_image += colored_image / n_images\n", | |
" \n", | |
" # normalize (this part is a bit hacky)\n", | |
" # I just want to boost the colors so they show up\n", | |
" # `gain` takes the place of `vmax` on a usual imshow() call\n", | |
" # NOTE: intensity on the image no longer corresponds to diffraction intensity...\n", | |
" gradient_image[:,:,:3] *= gain / gradient_image[:,:,:3].max()\n", | |
" gradient_image[:,:,3] = 1.0 # all alpha = 1\n", | |
" \n", | |
" # clip so rgb values in acceptable range\n", | |
" gradient_image = gradient_image.clip(0.0, 1.0)\n", | |
" \n", | |
" return gradient_image" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 146, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"g_img = gradient_image(images)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 147, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x14f472d90>" | |
] | |
}, | |
"execution_count": 147, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ8AAAD8CAYAAABpXiE9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy8za4sW5ee9Ywx/+Inc6219z6uz5JxgwYNZIkGluAKkOjRhRtwiwvgWtygTZseNwBIlizRAAlk0QCbqvrqnL33WpkZMf8HjTwlWUhY1FFx+ArtR8pGpiJXzJwr5htjjPmOEDPjBz/4wQ/+puj/1wP4wQ9+8HeTH+Lxgx/84DfxQzx+8IMf/CZ+iMcPfvCD38QP8fjBD37wm/ghHj/4wQ9+E7+7eIjIfywi/7OI/AsR+S9+7/P/4Ac/+NtBfk+fh4g44H8B/iPgXwL/DPjPzOx/+t0G8YMf/OBvhd878vgPgH9hZv+rmVXgvwL+k995DD/4wQ/+FvC/8/n+AfC//2vv/yXwH/5fDxKRfwL8EwBV/cf7ZWVOAzNEHWYgTMQ5bE5MBEEwDDUw7HmMCgDTBJmGqCGAeMUmjD4QdYiAzPGUUhNsTFAFFeYEFcAAgSkQPIxm2AQzwwVlDJ4jEHD2/FwEUJgTQFAHiDCbocEx+kRkoiLYNMwERNCgjNafY1OYreNCwFrHREHA6XM+zJRhgE0QwczwYiAKNpkoqso0QxRkwpwTUcEFx+wGc2AigDzP1w11wpyGKogIY4J7HoIZ9D5xThCbmCiiyhyTaYaKogo2DXECBt4rbRhqxmQyG7ggGIIIWJ+YGCKCTcFHwYZhzjFrf06/gIhic6AqIL/Oz3zOx6gTU1BVTIA+f51LwzlQ76h54LxgJszZEXneP70K89frxSYwDbP5HA8GKqgoyPPamu35tzGec9Xn8/eqol7prSOAzYkP/vle9XldqHvOgz1/Lyo4EeoYOHnOF06YfSDI8zo2fh2DMObE/fq/VqeMPnjmD8/xq8qvk+Ke1wi/Xo9m8NdjAJwqJsJ5nNRS5W+6mH9v8fh/hJn9U+CfAlyuF/tH//jfJarg0kYpAycNmfDytvO4TWb9jiwLray4+UF2Dh2e16gUKn04gouMcqMsG7sXSpmYDIIIagNzDpnA8orrhUZntMKURBiFjCfS0bAwHh/EqDy6Y9k3gut8//qB8wlvRloTqonHebDFwf1hXF9WZilkJk4crU3cywW7F5oGVvtA98/MCY1GaKBhIr2z+QnbT/TzoDOYM4EbyJyoOMpUdB5ME6IuBH9SirJcArf7SVBHGeBdJAVjlAddYTaPBiEuG3MKvp3c6oQ+ePvywuPjRpUEQ1hpTB2YNCys5NLxozFmJHhj8UJ83SlZKdaQs7AkR3U70u4EMk08jIV1j9AHR8vkw7i+Kq0prQ5EJk4mpQmXa+RxwuY9R7mTPKh6hhN6m+CfIrhrpJVO9x5nE7VJ3K+c907Qgk/CHMoxBGegMlAZCJ5tVe73BsFR6ySIw7wS1oV8r9AOUgo88mBZlVYayTewBV12sJPGQn4c6ChsIfA4Oz40+hAgkl4u9PzOmImXFfKAJQRGPxlNsBSYuSECKQXKcIzZqcPztilnyYSw0o9fcOsb9ELJlbREpgx6X1jXhV4exMWTW8VPx5BBax0nHrWOCw4fE200aMYIHrHEP//v/vvftE5/77TlXwH/8F97/2/9+tn/LSLG5BVkxYuxJGPZL4Rt4X4aao24vKE2yCMz10Cqjf2aKNPwRIIbVK+oWwkFuinDIoHJcJFcoZZBs4AbB+O8w8wwHdoyfl24uEYtldIL4WWluC94GyxinB3e9o0vqTNVOLpQjpMg8P0AXRKPfDJXh18jbRqtQyod1YHNiVtWei5oPQkIuTWiKEUS34uj1jtFBvkcLPZgdEcujekjY1YW6Wy7o63Gzx8QL56PBrMLFoRFFO8mWOd+LCS3kftEBnz9JVPzg45n2xJvn1Z+uVXCvuJbZl8b1YSpO6IvWOmE6YnxggseJ5NWjZwP/LjhyiS4RqmCjQM/KlVW4pwM6xznyfc+yI+OjE6+CY/hSLswTBFxpC3S2iCFSGayb4qLF4IbUO5MGyxmUCalNtyqJLtxtEEhUO/fwClDoJ+FoZGLCCE0zq6YJaZ1vt0N83A8Cm4aJd8YA9LoLGvj06tnqBC94LQjbsHNlSpGy49nBPu4s4VCioKNxuV1I64rPm6ELRHGwSUtIJPeK2Ms1FqY6mkWqWXinMMscsuToxt9VJKeHLkQBzweP+N0gdE5TQnLlVwE6x4NnVEenMPxfnbok3NMKJ3IwHph+MTDrdTm2dPCy6bIUKJrzyj7N/B7i8c/A/4dEfm3RSQC/ynwX/+bviA43i4VnyYfHwfvH8L58UH5uCH3d9ivZEDCF9bd44PHv26MeiA6GDMjMXINzzBx/eSoj5M9NrakhHpHljdiMpJ0zGD4iHeBE89MV8otY1P4/NMbqw7kNHzsrD/9PSqBpQ34dKHGn1i2K/76wv66Eq+vvL5d2OLKsm1Mc1iG/bqzJKFaZXfwtjUcirWGX2G0yho9R5lcxoO4BEadqHlkGN9vnRAqPijUb/g5KXny8a2x9MGSHH/1550XJhaMVSpVO2EWhiqfPk9ccFz2CzaMl13Zr56WD86z8PFo7K5jYxJfNkxgeMX5zIiTJQg2BmkX4urpbuNhgjrPjBvOG80C11cHQ0A2zhwwjUxXcaOzpkjcI5++JEZwXKIyqxLTRLxjjk5KEWfvaJ/cc0CtclbFpzd2g0kgiuKY/NVXmOGNURKzO2TbuC4HRSKNgNR37tMzH42Lb7QyGOYQGziFGHZGcOyXjTQ7X++ZenYej8H3m9ABs8hlV2QLzI9K2CPH9/xMjfzOxwl6feGWO8l3XIqoT/RslDlZFfoQ8u2BiGc2YVuMVToxOqYNJBuuFV4viXafLJcNkcr68oLJQhuVNTparpAStXbyrVGLELXzuikTIXpw1wsad/y24GWyloKLg9vjJJ+V1o3HUX/N0/7m/K5pi5l1EfnPgf8GcMB/aWb/47/pOyKT4xSiNNL1hWWC9MYYgXRxDCvM80YNgvpOHML37Hi5Ljy+PlBv8GjIkunLgv9oLItDFe7d4Zn0450lObII8zy4vC7keuUPl5NzPnPdj+xgDG7HSloOOIQgg1YnTgLtzz8wMUwCsVfG6qBVmCuTTivP3HfI5MyK98p0V4o3ejlJ3pOWSGsNdROdA3OTrCvufsIGdpxousKi5FvD5oTFU6uwbgFngX4erCkyX5WzZS4GdSQmnq+5EqpRvSKuocHj6rMm9LiBW8BaIK6GusiZC+4cdO9I1hDvSQqlBvxL4GzPlO9TqDxiImnjds5nvcaUj8fk0yXw/W5c/INbVq5xRUPjOD6QZvzcPIs0nN9o9zs9vqDa8Slxy47FBVJ41k80GVoL6hzdG3GF0R3jbvzZNhjAqztoYyE6xyM35r0wXzxjLoRQMXehlYxpY54QX5R8QiAzeuTUk8mGF3lGqK3xaRPMwGtlZE+uFf/ywv2vPkgvK9I7emb2PVBvd/YFvmeFerJdPcUmIh4wJDjWq9Cn0foz3ezD0d2kOc9yGSDKLMb+aaPnTBfHrkqRSpKVoMayDao3piV8mpzd05unjUycgtfJOL6R3U4HYnBYH6QxUROInt0Nujn+xsWOv16bf+ot+de3V/v3/v1/xOfLQnOT+8fJonA3T1RjdZ3vj4XkB00i4owojvr4BnHBWUN9oNfK8rLxcTdS8sRSqSqsTmh+4rvQfKCUycr5DDFtJ2zK7A1XGmNU8IkYr/SRsdlp6hl94Hqjh0/MWVhcI7dnhTHOjqhHaEhc0A591F9D2IX988LMmTYr1hNimbi90qxSH5NlVQSoDwM3CH5C91SBZVH6FLxlmgRWBxXH0k+6C4xhqCoiiprxXo3X1DEXqeeJDxutG14HMgqWFuyoDE00F6B11Fe0GXN74dM6+X4/mdWIMnmMhVVuLJcL9+6ZHxl5iyzHSdw8qFBnZNhgjY46OmMYUT15DnpRYorI+UFVJcyBTyvqnsXGaYOhyvlo7C5gwVNDZJsPpglVNtx5MBeHAbE1wped+x8fiCh5KNcFYlDa2RjeEaJDmtLozGa4caAuPgvZPvAohueEKYwhOAcSEz4OehZqN3bX6bPSmxK2RC0Qrxd6PVlDY/Webw/FzcG2PFM6UgSMVoTNDWZUehfKUXAB5oyEYPjFcd4rfcD+EpjVGEMxGqXDWxo0NmY9mapcL56/+MXQnnl9U44zsmgh64qOxvK2c/t+IzlPSJ5cBnJMLBnLqIzLwj//b/8Hbu+3v7GG/Mk7TG0awTnev3/j0RJJPU0jQRRzC929smyeJYKTznUV1Ar+suJbJ+JAGil6kujzLjEazQZuW2gq6Gk8qjCOg9UqA0cbidneGXUgDbJb0DXgFyWPA5OBXzy0ypfPSnh95e/vjbV9ENfA6+pZJLK8BJxX1vSZqI60K+o31stnQohonhRJdNuQ2dhs0B4HnkGMxnlOBEdYQLTjnGdoZ1mF86wsAreq+D7JXVgxHpLI2Zgo5wycpVHmQdBOG5BLwIWFOk6cFfIwukuYeeK24dxAeodZWbyi684y7/z8LRPjilcjRmWJHVkiQxfW6Lh8EvwcVJncZGOK8TjuzD75OAq1J+Y5+J47/XjgXWVNH+i2MsZE98CwxkeOlCJYj4xcSatHvZHLwB8ftC5YmVg78NuFGBUnnrgEzp/v6OLYpfBlmziMs0aGQZuDMx9MyfTzpM6JrQsueXIfeG9QCi4mQlpZNJCWiI4TMQc2WKNiPhF9YP/pDXWTqBDqHR0FG56vj4n0RvSdj4cxTalH47xV8J3WHriUOM9MTy945wgcJD84v544VTwVKw2TjoRJiAuvodFPyLXhg9DapJ6dL0vm5QL36kmuMM0zR8fpoN9PrPOc33yy6CC9KfESKf6VWRf4jfHDn7x4qBhOGnN5IdSf6cPoeaBusPpGOzI2OucQQlRqLcgYpH7i9g3/4nE4khPe3zP7NUJrpMXjS8VTURXSFpDomTqIXum5E9eN2RpDlCUa/VRqi5gYye241ugI37528vfMz0djed3obWK9ICL0HBlm5P6gtEE5Bqw7cz6w9k62Rv3+jaTgkiO//H186tRbw8SxqIBM3NL4sq+cZyWfE3rnukfqrFzUI0GYKEdv+MdBCh7opKCYBLx6FnW0LHgezJKRJlTducRBrRPM8b1W4uWFFCBdIpMVHYVinu0ScPnEB4f6hYsT5MxQDoYp0zbUgS6v7O2dPCKK4BdhZzBbJQbHm1XWdMV7oc4Fp4MgyngMDGNPkzUYshkuvqJ4TD2LA/Bc96eYqkSUg3rLtHJionQ2XD3g02eKKqMrYxQkDCKOP3x6oZ0dd7kSnZEfcK8V74SeOyk5ltlxQVheV8x71s9f8DpwQxEvrCrotrI4h4YLI07a9OxLwHnPT2+Ol12x/Y227NQ5eVkd1gb0gMQr+dbpYWGfg0cXZgoU2YjXF0IMTL/ykSE/JtIm7evPTI0cYWGRztmVy3Vj+I1D3nj0gPRBum7EZPzhLWC94b0+b66L0kzwfhJlUB4T54zZvz/33n/L2vzbXOj/72AwPLNWRk1sy7N412egnvr0c3j33Ao8jVWVm0XUb8gctDto9PycE+YdVivoyrcWyLNztED3wizfGeVEJXGeHe+NR3l6MHqbnNU906JaEYG7Fc5qBHHs1w2fHKszbqfgc+XIz2JtH5nRlPcMQ4ReGucvf8njbPjL9txWvL4wTAjR4eYBYUXWyBaEECey7ITuKU3ABbY/eyMRIS4UPKNV+jCwgQ0PfqH1wWhGrzfW8BS9owkuBaYldHZSXInc6M0zp3GcDd8cUJ/+FYM2O0pm9IHWRhePo5Kn8EuBuV44EOgnFgP261av+BUnQrJJKJ1TrwQKX49JuCTea8fVAePpz/Cr4JIjeM/SKwTFpsdbx/xT/ApGnY6jCMeHsGsjmyfEyObhXicESJcr4+t3knXcNRDcM+dXZ3zLk8u+II+TZU/s+4JLb+jljQA4Z7QpzHvh/ft32v3k/pd/we2uuHVQR+M2C/k987hX3DRogW6d4zwYs3Evk9uj421yIZNSYkTFtgvBD3RRJh6XB8TMvjpWA6dCm6ABLmviet1wPvEalXR94/0wnAamLiyLI7dOPwou39k22Bb/683O8/U0dPvCNEdiYLriV0+ukPvksp0EnWjY+a1Fj78D4iF0G7y+ReIOZ3vu1TMHGgIWI846/vqZlKB6z0ojS8CAsTyNS4ubBO3Y9IgbXJaB2mBJHW2ZbdsRXXDeIb4xto3gIzKN6+pIDpxWCIJaYNRCl4h4wZ13lk2oAy6LMFMiLBeC31jcQgzC5ozoV1Y/CZ/eSGlh9k63iVdPcifqPOMArYU+V2aHMQ13O6nmMKcENyln5z4qVm5sEdziQAxaQxbBXRNhj8wRCd2eRWMRQoRAQWVgXqlU0IXpPJcvL7h+klbPL98ay+Yo73cM+OWuBPS5pRcmpYHvmaCDUSehT3QarjS8TmR0jtbZ4zOqG4sS1Agp8rIr5Ri8Jk/ddtp04COXmSn3k1aNoUougZEnuILhOFrlbXesi3H7qOxflK/3Sn0/GCVTqrC3iSsPjkfmW3NMgftHZhAZHe7FUT8q994ow5jqye1G//oVHQdVOzEKLa7ollhW4bovWNjxPmBhYw8BPxIaPbk1ZJbnrlAIxLbQc6Y8xtNiUDIq0Gfl/hikxWOzcssCJbPvSvuomAVyWHGt4LRx+/mdfBTaUQnJ8a3D3CKfN3CSSbE8PTqzE/dIjIaNSHsWaGjy9I147zhbRUWxMRjvDwTHaIGcL/hoXF/7b81a/g6Ih8LRIzk76iPRz4xfoJ8NMJw+eLw3zu8HtTTKe2YCapVpHSWRS0QiJL+h6ekuHK3g0koYEVXHo3lkKi3f2D/9xAuT5CqyB+65I9bYoiekjdcgXJeAiyvqIscxyO9KurzSzeH8pDIo1qgK6iGFleAbMyTm+x1yp5ydyxKgP7CSGY9BWB0p7Fw34xzGNEe1BzlnMIdq4rJOVBduD6PcG048bhpzBtq9gA3qPSPRGHGh1oras3g63Po0ellgdsUHh+QTPQ/i5ysM4TUM6pkhXAjWeXm54KLxMGXkhvmN3Atqz8V2XSd1NnKvhGXFr8plX3g/VogrhqMdmXkW3GzIGhi9IsNIadJnJ18+E/cFjS/U6PEKSqE15eIKosb3j8rA8/b3duYMpH1l/+RRL+xhcMxC2DYkrux0FGW/KptAzpPLxQPKyIHLlxfymaErugfahDaeEQFpI7rKtEQeyiVN2v1Ou50ctTJ6xsvJvhpVPNMqtRo3XYjXT7i4IItn6kFFSJsSVZmj0VDiENznnbQ4JF5x5Tt2PHiciWorfv0CvWNS6BOmc3B7PA18TbjlwBh31Bpj3hE6lm9IG4z8wcrToJfLnct1ZcqJhkl42QkpPF/zGzY777eJ/MbQ409fPCYsW4T+YIZMvKzIGMQ9IaPC3FlehNYbsq6kJbFsCSfC6J7aGsxMPj0lT3QILkxUE0E6XRvh5cLmJ2FzuGWnHQfv74PaBekNZw0k8jU7Hsc3/uLrwdE9wTIyBz0Gqt24Pd4JdL7dYPdKVEFmQ2Ok88HXrwW3JUIaTD9ZncdSJEZPGxtdlPa4U/s7H4+MXwN9AhKJydPrB7VNHrdG14apIXFB3OT7wwih8fbqqfdKjI6gkWhK6YGug1Hv1LMz5wtdPCKVMxe6RkqZ6PEAV2ku0LsxpOJM0Dnw/un0FHchusF18YjbmP1pktuvr7ik1HummzHKnTFObveGnZXtKpTZSE4YtdIJiE7O24GUjORGa4XkO/3snPmBCSiZP36FXgYuCGee9MedqYb3jXLv1GIUVTQExE1m6ahESu+c74Pj+CB+vpI/viE0essc7x9Ea1z3gJOIiCcAZxHc7StnVeZZ8Tq4j0i8eFwMRDN6WKglEJpHRyYoxOvKy9Yo95PtoswRKY+Nfky0C7N3rAzoytDOeJyUWrkshaYrMXqmVuK4YXayvka882grOPU0hEBE10FKE7EJ4QU/Br07ZozkPOg+MVDyLXOhUx6D0SO3j06pjZwLVQ3nNn75gBA2fmvF9E9ePCaGjQzLhdKVMgTZEjqU1ho5n3iDlx3WUXFxUB8H0jvHNHwMLDHw6jLmBWbBZoIxmUfGSNSjM3U8zVa1Uw9lf4OAY2ZFN0c9M29rJ8jC9rLiZsYq1FGYFZYlsljnVpSfrnD2joo93aTnAzcDn9LB433gh6O0SF8c7fHgkZWmSu+F5j3fz4WLN9oxGWdm2OQ8lMdxEEJlMAjjYEke3xuY8eklYU0o57MYHOmssZIxtthZUexQGo0/8+8sYcFpZI8e0YF/XVBnHOdg1oJNSC5wrwP1Rv1aOW9fmeMbLQ9+Hglxg45nTM/Xv/wjQYF1o3fhaI3ZjCU9vSr4hXjZ6a7h1ROlMk9I3mPB06eRXCCfd4YI2xrAQ2k769pw64aakaRQc+b8KNT7gzwdbvG0knDJYaXipGPBMS3wcvH4l0T5eiNtn5gSSS8R2V5oFviwxHBCG1C7JwbDZsdqg9Xz8X4y2wQTdDbULSyu01ykbJHa4T4CnHdGb3iF+/cbIRpOC04KZ54Mnr1K3hnBwWiNoy88/MJsz1YHpwMEfBDq48RGZ4ZIuZ1s3ugKUiL9GGQLtHJSh2csC25M1ldlCR6j4ZZIdMpsN3zced1g+utzM2FkNAWCPCP03+rW+JMXDwyC64x8kGLCIeSvd3AVHzuqT6+DEKlJuN0nzkXOPnnTAzluz6akuDwdik0ZxwfOhEKi3k+GGOV0TPXYUNa1IDKwVXGbh+ZYLxulOcKiMMGvCxaFpIH1bWNbFEMJblA6MBqtF4QVMcVk0Hlh84WZIikpvjT6R0M9rAnwnmjGH14dj5FQIF42xtnZXiNxvWDm2Wyyvb7h1WgY5awcrVN75T5WjsfB3WCcmbVV2q0gXvnyk3C5BP6qB04qOXvONum5cx6T3iC9bqzWUbdSeieYx6ZDXha8OWZ4IcVJcJHzaLhZcP3p4gVj5gOqMOMbX7aKiGc533l8f2d2YcobrXaOB+R+MJdAco5tMaxNvK/4VrBW6CesiyFTiQgjbWyrENYXVGEuL2xhoKpUr1gPWG7I4tGZ6QPux0mrStojuRVMYJ6N3iv7KlzqA+2T0G8kN5HyoGvCr4lkkXX1XFLHXXaW1wuMA+891pRyZFSE1U9qbnSeKZqMjeNR6SOweQfeYfsrMUyKOMpwWAj0OTn/+JfEy8T1Z6oxJII5bCjIyiKV4I3uA+vMPPzTirDZwKIjRc/LPHk8BusYoINeEzEK7yMRxdPKwfCBJJWuC2G5MMuddfM0Cc8Gzt/An7x4CIb6SGmRYIUkwpp2vHN4NvaXFRvP8JsxcB3Obmi40HSljMg1FHKtjKEsmyNskftpeHk6M++n8roMRmlsa6D0yGketUHPlb5sHOXjuV07JgzBHh0dHXFQSuUsUMwx5kA1gHmiesLisNnY18BpnsogjIwT46NN5POVkQ3rGV8eDFZOUxwH3p/Y8UDSSq8nfnGoGMjG43sn12dnrNfJKorqxtLeSdcr6hzDr+hLIr1dmfXgz78rczi0dkYbvO5GDBs+vaCtMp0jHidtBtKLZ4mC6MCsoSyMtKPlOY+pnXy+voBT7l0RMywPKhA2I5XJURPeQ9YF3MAnJZeToZ79c+Tz244zwWnjcWukZGzLFRc9c114e0kwOn14Wj8Ij8yjBWoteAuEMmgE/Mhs9uCs+Sn2xbAYSdHTWNDrwse9Epn45JnBc2mFswh5KlELhkfCZCxvuCEwKo/8jvOBbI5QCjkLJ4n3Pz6IvrP5QdoTIu7Zw2InrXeGPJizMiVSgDU6EkpwsMVJco7QzmefzvKJ8vMN558pU7JMKx3XCl4rtRZMBm1UStxIOcP1BcRxGStjGHl9Jb2+0IdjnI42lGKGuE5jEtSot4wOh3jBuHGEL9hsyHH/zQ7TvwPiodQyWdyN9c0TP19oZrTSqBIZxx3ZP3OOAF1xwXB+sqeTuCY+r3BoYo6GeKVVodfJkibiDWJi5eD7MSj1rwtik8VFZp4QF7QdJP3VpfgY6DIYNnlMx8gdHxNmypdlEtzCYZ7Xxfh4GPXjA9WFX46Jm4XcVt67ok74wzWSeuf6GmmaYLtQrDCOA9xC8AvpbUNcABmUc6LesN3Te+X1GhhDGRLp1xWXKlzesPPZP3JmR701ZjuR/TP7tjCt4JaNRdyzc7iepPjAYSzLyjAHCOVx4t4udOegNIbrDARj0teNPpQ6J0tweOeIIWBMknr0PGE7kShIH8jsqLxQPsDPDvNZ/T++3ykfJ8cZ+XtpcszIrQ+mGTVPPk6j9o66SR+TMhVXKzo83RvBB4IU7hMGcFkjRQK5GU6V5CdbWoktk9QTdbK4hpNOdw3nx9O8pS+MCRo8QTr7pbNeF0x2hJOQH8/2+HbnJTT8ayJtcFSh6ErJA5cD3+fzmQfTlMtlZ/kkOJ+YreKkUV1iTKUfBzO8ECesseLWjToWoivPRx9EaGFBHGh4ZXSHn5MwC8u+E/rELyuFkzkGo2WkVSx62mzEpVB7Y86nn8W8sl08co2QD77dF9b5wG87tTh+q8v8T148EKhjUovj2x873/+Pr9Af+LDQ8h1rBWmFa1SmE6p7ph73j0p5z3z0Qn9A8AGcY9ige+V+L5TaadNg3ZizkV6vz+1GPyg540XI3z+YtVHreLbne2GWTmmOPRp+jWg9mFb5/ujU0likcXbjcpmEmDhQXqQhwbO5TvQJG0LH6N1o9zsylPb+IHjHcUxmcPRWOD86RuPTHnE9M1qgHY3RJ9++Z0KqaBjU2zdGaYibPESpTTFulCn0EbGSaQr1XSh9kOekDejSuR2KOk+zQk+eqoXoHOMjs21CjwHrFe/gHJ7xyISYsX7ShxFjxNTRnQcxlgjt/ozcmsGyBZZQcP3ObODlBFF0W0lOCTv8cXimRvrZmflgDSfMgVd+bdwKeN+xsNL84OI74gcWEpspYzhqmcyjsq2KMRs0hlIAACAASURBVDiOgqdTqmPxcJ/KfSaSM/zcaUfBLq/Ex40ZVphgXXnMleMxYRlMEmNsqLZf6xsXsE6Zjjk87TxIoTPTg1eZ6PUVr47RGuV7x9lA+0TNQRuUIqwXz5SMp7LwdPSSnjcC6UZYBB8NFQfBPXuVBviwgM/UavShz9pXdPRjEMNkjEkMAu+Fz5cLad0JY9DqAl14fNyJr29cdNKncnu/c7n8+hyZ38CfvHiYQdJIenHEJXDdBEufnjbbJcDyhiaj6kJ9GMsciAMfdtLLyrYsWFDmGjgflYVn78nnTx5l53EOyqOiKTLPyrJPxHmSS9yG5/VlY0oktolznaZA8Czrs1lvDI+WyeICGgLbFfI5uZ1Gax6vmXVxyHIhtIr6hcBAMbQJORcKC/k01mskKFxfDMuCqiOuk2tQ/tVfDNbLxhSQltn3jf1X16SZ8OUl8eUf/gGX2zPz3jaW5Y1tTcQIvQpaJutbxLnBGsC6IGfBp8CyK9Y6l5BZ1WOtol1xFllDZ05HfxQ+/4MF70DdyuWnncwLwwImnosVyoBze2EJHb+tJFfxfiHGyHQJ/xIIlzfqOZCzYXFBxiT2gisVCcrnP3vl/p6Ii3KMDRVIczLnYDK4BOW4QxkGB/SwEmwycCyr53gvzDKwEDjVaExaa/g2iFE5RmIkCC9Xrssd3ZVLbIwZqK5hrXHWhlXlqJ0ZYcSFfY/M8ytBEjocTpWdAdURTRiqOJsIk6FX+hiM0WjqKX2wpYZPMIbhWqf6yH0MSnNswYhemS6SmwO30uqkl0JtHRUot3e4CX4NiC/EOThboHdh4BgoohF72/i4Zdr3D0w6KXRan6yfd/R4x3pnWucSYEj8/2/NAybTGj17RDu300jt4JxQcyGGhj5O9lDwURg6SV6Zs0Ef1A67BqxWlvBsljpbIh+GzQ/iKKQl4afBujLDGyqO3DMhTD5umT0N6usnRpvQDVrHeuVhz23SLIH7ozG8p7TJ9hq57hGViSHwuPHx3iiuo3FSa6Oc3zgQbF1QN/C7cr9XlE4uCcYNJ51zrHy/Z5IO0MkoDecd5Xig4vj5poThuZ8L3/+3r0wNGJ1FCmqF43in3BsxVjR5zH6Ni62zJfAvr+Q2qK0T3MrjjEwN9DkoJVP7QdXn4vzpLVB//qCVRp+eX/7yxqoH4h2x3Pjl9Fw240qnd+HxflB7It8zYTjCKpTs8fODtABpQssMgykRC45lDeTDiFdP7kYMjZgCaCfwbIDzLqGLZwmwxEEfgk9KtIZT4dOXjRp3mDBqxY2JrJ5tSci3X/AKdQzGefB4KKUkVALDOi+L5xKMNXpWrVxWYVvB9UmucPl0oZnDaSZcKo+jMQM08fiwsdLZ9gu+HuzrpBEoRPocfL0ZDv80/FXoWQmxI07ojzv3fBJGZpmKzE7wcN0drImzBcIl0Vah3TNST/y+oN7jdkcpmTgnVjL2UVjDZMaN6CM9KBIc7VapGnAvb7gAHXtaHH6jCvzpi4cqsw+GLjhVgmtYgHlmxDlq9wxzfDw6QYxJQmNi3VeGTeoxaSr0JqQ42a6By6ZcXlZ83EmrEbURpTHNE1qm9szoDuvK57fA/WNgj4OsK29vnpk2mnqcDEqDqQFZNnxtLMFRvv0V5/nr8/GaZ64/sWxGSju3u7FcFEk7rWbeZNAELh7idWGWB0RHWFbyXLk42LdISEY5OvvVUBmkLdJt4Xo1Ht4T0mR9C5ShmHi+3Y2jG3iP21daG89HBTRPa5VLCJwE8tmJOqnVqBLAD7bQmar/J3dvDyvbtqZnPd/4nT9Vtdbe59xzbJqL/AMBRi3bwhJIRDgBkSAyJ6QkRgILEmfESIYMJBBkSAgJAgJMBDH4ClAD3UKycGD79v05Z++1qmrOOf4/grmBlmVs+nTjbu6QSirNqlqrSqoxaozve9/npc8RuicenTxFfvn9k6KR+bIgWpiCQ3tD+k40wroqNTU+Pw/86phuEdUCYeKuGRkDaRtv94a1gXp0Zi+Y2vHeUFFIX87wj4NZO2MYWmkIhtwyaxT2qvRppqREGYYLB1XdWUfJjmw9rg98y7ghvKwRM5ReCqkJRqF3wYSFawQdO8d+0IbnWYVRz/bsmK7kdiN3h5kcKWd6PWlm7RjkwxMnCw4ma9Fe6WJ530DNwC6BGCzWK+2oeBq0jG87OGUNDTtON+/kOnG+coSJLsIQIWng06MR0oE44dlnpui5vHqaeEo9dUSLrUx+Qjok71DTaOIgZ/IYHG9KzBt+NKQ2np+/x3RBaSxX/8On5u/jNP//ZqhiosGO7TSixSv7vTK840Oo9O1AnMEhiBpCaDy+/8SjFHQURi/UkrBt0EqjvhdGEvzs8KZC97TauHNhYkedIy6B14+OwaCNwTwJdrWssbMlZZQDbWd9w+vGHCzON3wwpPcNHYEPHzzROdwi+PZEwoLXhp0vtOdAq8VjacYTjKd18Ch1zLjeMHWj5UYfmXQkbFggnO5Q8UK5Z2pL0MBvB7TC/XHSpwyN2TQm74gy8DKoYSKpoPVO2zJHy2jbmWfPPHmMwGBQSmR77owQeI2dP/HHIEVDfL4zx8hFd9rI5FqQ3jHOEqjsxmHGiVhUZhSlPTbCcgFzivTELQT1rNcbtZwt0SQePwspJ16ioahjqxNtCP/Qjy3B+bPGFD1uWslbwviByYMQJ8TBd4fDGqVaofdEPgxOClsaBDPI6cloluQ94TVgnBDKk542Mo55dliBoAf1UdjrRBOL9sLkd3qHnJRRhboXzLjjgyWYShuW0QvdW4IXUobJHvgYGI/EURo1KddFMHYCiRQWrIHHMBjADWUrnm4U3zulZbbDEbQy0ekYrJ6QoPT2Tkvl5NCORO2Z3gUo7GSsOIjTF4Piit03jC08xTJqRu1EDIYxrQiOx6a/ujoPHYrJg+V2pVSD7weXH12wMfDTfaGoUhWC6eSUKfLK9NWFCRh2Yf3qhRAMXZQxDHOEnHbef7aBgaYF4xo3qbQG3TjKe8dZf/oMUgUbuXhh33ZaD6whoMWwWI96i5Un6fs7+7Oj/kJYPa1VxgQhZ8zzzva20W4z09goTRgjI5cbJQ9MTZQ+0GEQlGmZ8ZNjDo0mBqywHYkuHjURcQtutZSq5FIpPgKZeVlxbiY6Q5gs3Tja/IqKYnsFPwiXienjlWK+4eX2wl4dOSniIi6eOwo3LWgaqFqmX1sRF2khUsIMzrE2g3Ez4dtvcbNlq4awCGpnjBTseFCKYy+WvB/IXs7ilRPuLrA/GqVDCAq10FJD8Oz3DdXBtComKH/7b3ZqVrhOhDLwbieGRt4asx9QEvXo3CbLsAERYb06LDtSO3ZZaaORh8NGg9NOeRpQwX28YrvCdrDtliIBt0yIn7h+ZYlOERxbqjgax/s7MXay8xixNAGDMOqOmJVjzxx7Y7ZP8AvWD5q1TAziVHg/IHUHtuF1Z0yRy+wZNYAkaldcGmQB7wLOZCoDtZ40BkGUy2IATzcRJ4E8Im4ITg21g6udkTYwkfpURr7TjOd6mxgSMf6V1SWa8Yx9x7TGGn9oo/b/DzCg66q//k/+U9ymTmuVLo1mVlqrLFpxc+CZOsZHmgqXpdGS0LeD6baS6kBapg+Pc4NpglIDrSR0nE7U6jxmeDrCHDreNXpxZAtX4xjawTfq+8DNjseRuQRH7R60koznw9TIGhntrE0YbVgsbQgRiJeJ8nzQ/UR5JparI+0NGNQY8c6Tt8TkhOIXfC0U53CA9ErTilZDnCNaNvrwVGOJc+DxnpitYhdwbaBu4sLGzzdYg6dYQwC0dbSDdmF4Zb5M5KOSy8BPlloaq79h+pMDwzxZSivIEKgdMxpNIn4Vyp6wS2C0SJgd+viM8TOIpdadKhavZ2s5t0AfjYBi7IpfzwaKjkp6KmaxSG2IV0yLHOmBbQPnZpJ2PnyIHKlSj4GLymKVgxVHofSCU4tzQtVIlc5UDtRZ7u+V649uyJ4Jk4I4HllPkj6d2WbS8oH2aFzXxggT+X6cZH48wypjOJwVZmtIx0ETRa1nkoNGJFhPOR7AxBQsaQD7kxEm4nwySBYHXixZI00SURudhTwGMXgwnX07cGbGR8dAEM3U5Gj9iXMzhEC0jf2+45ZAtIaSCs7N9JaRdWGMRH/o2SLHYV0nHw3xM2IMTjqtdPooeDdT0o6fDL/xk9/k7e3+KwgDMhZvnhT16DRhgoMtMbnOWG4c+8ChzAYWCn33tKMjMbA/Eq01ZIo4lylVOXTi06Pje8ZiMTZSEyyrsi4FJkvOnqMqXgePrTCGsu2CdZ1aMpcpUEuhMAhrZObBY59oz8TICTs6XYUxOttoNBo/+27nrc2MvOGs5bENnmXQbcQdO+M4cM5Sakfud8QbLlT0vlFTpvfKaJk9D0ZThqkEO+iPJx+vgbiuCJFSLNoKjyZn5X2cBr8lWnD+FC9NnZEy+zGwpnJZDCFMmAEaz3OyHZn3tychK2IN/bKg84oNFuqJ/q/dwrGRjsr1UEIV3vdE6h5nzVm8FQdqGM0xjKGNJ3lPpOfBPHu2DmbLtJGYjeXYE87PyOqpk2WeYD8KuhXCJVCy0O2C1scpC28BG1ZKr2CVWaBbS7GWGD19DJIOSu+kalDrWKbB7TJRmRnPJ24x9CYcv9zBL7TmGGmnPxtdhVyU9+OJDRY/ThdxrQvSCqkqWQ1mMbw9D8pQSrgRouP9/ayjNTvzKUPWxBiGEl7I/YRS5T1zvB1YExDryHnHlUQIDhNAKxij+PHEYCB4bMvkXQirR7TTdKIdBXM07CTo6EwOXCq4ZT55KWHQ846hsl482hqyXnA4Ru8/aG7+4MVDRH4sIv+tiPymiPyvIvKvfbn+b4nI3xaR/+nL7V/4Ha/5y19iJv83Efnn/l+9QR04H6gUSAc9W3TyHGXCSmdYh3GWUQc5K2k0VDsOgwuCdMXkjmAx1mLE8qOboHEC31Aalw8z9/ugN4OkfAJfJgfdgNiztTYG9+KQ8BXedIYJzJOwb0ptFmsKLvqTSlU7nZlhAt7fMHFiugWuPTOvHnON+GB5+XglO0N2r9QCpiX8EshuRUbl6IEcZvAGU2a++mrCtsxuX7AjsPgCxuLLRnA7mk/NR66FVmdegqcZR7qf9vVaoIYF0wfxemHkQamOXBPj/kaulURkz40+AjZYireM0Shvd4LtPPZEHf1kX4zGNMNUn3y6zDydZx0Nr/k8ComemSkebD+Y/XnGn4Nhvc1897c+85EdXQIuLgzrCKFjasXisf3t7FZ1sOtKembmZeZolRFu3KaNlgtwMNQzaqZtlT4chpn5w4X9UTDOonalOzA98UiR7X0nVUWmSBhK8wHjLabuqFH8Gplmh+2NNXY+3GaODsvrK/PHlSanw9mJ4q2n7YPrJARXsbaR08a6eNx0dr+8DqyxmOaoSVEsfZgT9Dw7rLMnHaxFsjZqHThtsESKddQ02B8DK5FDPWimN8FEi58V9QtqLDoC1nqyNnZjcVYYXSGXk8o3R4Zaug8YGsa1M9/lB4zfy86jAf+Gqv4p4J8G/qKI/Kkvj/27qvpnvtz+K4Avj/0F4J8A/nng3/sSP/n3HAOhpsxKxsWOi+BCI2imHIXVllODMBrBglel1U5tIF8CmdR1uhHGSF/UqQfN3zjkRsHi2oGVHbHg15WaCmrt2ZX4CKk61Fsus8O1T7Ru8M6wV0swDSdgbSfnjPHCHF9ZzEbvndA+ESeDyw2ZOnsLmB4xYtgPhfeN2TfURYqboFfWsKM+UvqTyRw455hmw/3ecc7yIk/iy0weK7dV2NXydm/E64IYTxDPkEHuiX40ZIksbdAnxabEtL7AALGCF2EKE1kDX70EYtr46usJszp8baxzozfLOt2oLRCDYqcb3Rt8cKTmeV0i3QW0PLDRYZfAfLGMPAhTwNAxLzNZZl5fL/Q2OO4H9vZKm+NZ1H5mNFfiMBRnmVeLsTcODTgvWJuYbq/0kvAaoCbKrkzrQu6KIVCyEmcLarFpo72/c5k8QwdNK9TBYgzGF/z1gp8iq1par3B0ou1YwE83Bo72JcCqIRzPHVzgqInytoEWynEwZGCvC/PSqUXOwnMDM80UnRAz2PczuOnYKk8xvF4aosr0YcV7j4uBkgTTCqvJzG6hazgXkKHMWOLrCz4UTN+4vayY4OjG835/0royizKGUkrD2wHWEAGRBsbQ88CGid6gjU6chMXCY4uM/sPo6T948VDV31bV/+HL/QfwW5yJcP9P418E/lNVzar6N4C/zhk/+fccYgxumthYEDudrcijY2eDrR07GorBxXhi+G0h3r5CvFJdpPXGEhZM6XgfsW0gErjoQagbvgvpSOhYKc96ti4nIVUlOMd9m7jeOk4VK0rRCQ0rxhkYlSIG7zy2dabFQGm0dpyKRWMYavju+0RRQeSE5Zb8Tq6dyMFXv/bCMIbQGtEI6HxqAUrCNUHthB+dPhrYgFsjaidybYz9ndwH6j1LNKT3gzZOzkkIZ3KduU6ElqkvV3wVRriS3h4UI4gM/DUw1HJbCs/DIhHunw7cdtDjlT4MtzBg7aAVayZayqh4TIVO4LeLg73gY6CVgWGmpoHYQvx4w0XHZAx6HPz8bTBixFnFjIYVw2RmwsuVvFUywhLBlk5cJq42kZ1nbx6kIcEhmr7QsQJFO0E4OyjxRmYgUVCryHLD1kYwE3GOfP1HJ5oMJhOoo8CwDFF88ATZ6T5S7Ik/MG7GmkGwB6NCqRdW1yA3hv1CIHu9UlrjeDvYnkAAZ06YkQuBKJn6voFYyvA4LFdfOY6dMBK1CzmubI+CW5RUBt4F3veMlg1xHlV7MlefG6kb0gjc7wWxhvL2zuX1BauesnemYPF2kJoydsHcZmqC4CzMAWc70h7UsVCPwpETy1frH6xITET+GPBngf/uy6V/VUR+Q0T+YxH58OXa3y1q8u+62IjIvyIiPxGRn9ScYTiMnl/qOAZ7Vcpx0PWgrReswpGf3IdBiew5EXzAoiycYVBugVwtQzPOLaSRKUdjXgazmQjT4wTmOEd5gpMzEGqyhZwGrWxnS8t5dOwMLHP0zJqoY1DcSeDGWUQaed8ppZ26E++wwZJyYshJ/rL2RCi+fyrYvDGukdILaVRS60j353ZWMkfTU7tgCqQ71Uy0bOnxguRC33dEwYeB1cDwgeMohBhwqYGxTGXDWqXvG2OxyJ6Ikumfn6gO8q5YJ2AMc5gwbqaWRCqeexXKlula0LrhZsNIhe4afQxCPwhTgCE0K/SScKYgePrPPsN7Y3SLD3oiBCrccyeg5wSuT/LnB3MYdNdBG61byvPJ0SNL7ngOfEnUUgku8mBGbMAYQZ2jtsrsnoDBbRvxqyutHowwaEfi7Rd3Pv30E14UYxXbB1kz93uj987zmaENohmkT79ge/s5vQuHBoYO1jUxWsWEmdY6x1ExIzBjua2B4JSwTOA83gzylhhiWa4/YpqUaBrmMmEk0LKjMZHvnwn1jRYnhM4Yjfc2CPPJgjFGmFfo4glOmZ0QZSCaaWUQ5htl37G+49wbGxE7Oeapk0uhbYmhMEqmb/uZX/Pygsl3Ao2mkXT//AdHEhORC/CfA/+6qt6Bfx/4k8CfAX4b+Cu/27+pqv+Bqv45Vf1zznsgYUbBXSNFlInMHGa89zweQvQJayacrWj0eEnkemCG4sOZgfHchTkK2i3WD9IBl4tjK5Y2HGigu8jYDuYPV2bTqaMxiiI9E8KFPntSfqdtA1WDVaEbQUM8i4Jq0HHqRpzxzNbjYiTWB9oKPlhm09nahNKp7Utr0XrEGJb1m3MhiAHvDTszaiLeO6JmjLGMOdDTHdGNJkI3E64PUh/UVKE8WW3lsk687Q1rD8QIKazk4Zg/TjgUexGqWFgczkcIA6iUR6OOxI9/bPDXmUtUAoPoIlNV0IDs5eRt1kAMBSSQ90SWBuroAnYIzTjem3IXy+iVXgvxJTJNlpfJ0MRS80bBYcWy1/P17dF42xPdXJHjgAjCR4ycRsl7qbysibo9qLlQWztdylvGSUcmS//FjhkCfRCXwrzOeBtRF2j3Bz0Xpt64LUIt4D+80GunDUdqEOcLagU1p7x/24U9KXtKYBvOW6wvsCilD6oaypHZ3gp2gENJW2I8f0n6/snWBppO/m1pQrYWZ2aaCnZ0bBWcO4/jQ5RnqoxcyZ+elHyaBbvxDDdO8DIQY6bhoRZKd4y0IUM57obl5hjdkFtnywbrGlYG41FYr6fmx46N4Nz/len8ux2/p8VDRDznwvGfqOp/8WXi/1xVu6oO4D/k/z6a/K6jJuHMa5YOzXi8BkaBpoHWG7kb5rEhpiPWMs8L7fE8q9hJGbnx7JaikYtVyuPgcokc6SDMJyTY90H1BemFaCu1VGw76L1ju+BtR6xBbCI9BVvBRMNeBtsAwow0Zbl66lYIfjBPr1hT0dGQsjP5ldlZ+ljRMU7Bsp0wfpC742kNbnTS9z/HzSs0T22DqT0xKL118AuDgLQV5ypmnTFNT+Pb4onzhR49w86MPmhDuSyDbhachbY/WNsb/Sj03KkPwaqgNZGPd5CZMAe6cYif+N9/2ljGyts9caTMMx2wBD78+X+cXNoZrl0rdUuY0fCLYNQQXhZ8ybSu5KPxsjTWubJOnZ47vlX+kV+/kA7Fpcr88YZv6UsAc6ClwnRduYoi+kQnz2oVkz+zNQs2EIOQiifEieX1lVqF571wmSz6xSuS58goieQWiAteC+l9YxTFBAthoqvh8SwwBBkRVouSuNwi/uIJxmB7ohwK84rYGdsHezNozdRcEFnIe0f8qdRcrxNjnRljYMIErxfmlyvXGMl9sKcDpkCUSjPCahemnhhd8e5ySs7zeUzOoxI+fks0HQkzTQdtzxylY9fI28NiRqVUGFg0zOSccZeVXsfpEA7KOivx8hU+OvxsaduGHxXjIluq/2cS++96/F66LQL8R8Bvqeq/8zuu/9Hf8bR/Cfhfvtz/L4G/ICJRRP448I8B//3f9x+NQZ0DfoKjDdYPHv9xJTqDDYEskffNMzo8U2WKC4IjUHG+UGrASqLNCykGRj/wLbEfHWvDCeIZgllvmBiYVouOgiwBFPI4xWXeXlHbWdeIxbJ6x+QtVgM5Hbz/9Humy0w67NmOPAbry0ScAsWewJU2CiYql+iYLl8S1HvHZmU0mFaPj4bVZeiCMBjWo85APWi9M7RijKe/ZS72JINrHmh+QAKhkbpB1ZCKRRmkckZBPuMHWoOKw0SLBZ7HmZHa7UR+nk6MnIBa2fafMV8iPsx8mA331Pn8k5+xrIqd4+mXeXll+dGFVgotV97vlWotg0hYLOUpSIfPb8DtQqXzW3/tjXn1HNrI+0YeEbWNcF2YbjO9N3R+IXiL9YYtdboNiGkglSNZYnly4NH9iapn+TCRspBlwk1g2s7wK5dR2LZAFoN/fWHril0XtDbi64yfIxaD85nJKqM7GIIOC1pQN2Fnj/MVNypmvvD6GlA6Nhsev3ywXiz5mRDj6bVhvwSih9lgc2awM2piXgQxllkaow9isLznxkEgTKBdSTtYB9iIWyd0f8cb4ZENI1eWNTL5SMkH880SnMP6iSnCB1NpKif9HdDbFW0DrKfcO701pDuGKEMiMgavk/0DUZj+M8C/DPz5v6Mt+2+LyP8sIr8B/LPAXwL4Eiv5nwG/CfzXwF9U1b9vg1kHaHHUvUAUHt83+nvlvQfKkLPg1QvOVC5RqfUJk0dVMdOE8+cXIEpl9cowhocsxGDw84DgOIwj7Jm2Z7R59uGpxTAtA9EAKhw9E1sj6URRQzk2xuPA8h0yDDY67nulc27tm65sz0Qeg+3xhgVMsDyPwdGUz989WNxCLQV6QUQptTPaoJuBNwdqJ9KjUJvQ20CkYPoB8co6Z7IWZumnktR/JMSOjQuTg28+ZHy8kLZK6we1DHw48fzBCKNDYXC5RZSGqZ9Zw/nLfgkHcTKE6ZToT0vA2EAwHp7vPPqMbR0rMxevPPcPBAFa59UVjJ72fKkdWT1COGs8x4YMh+2VnBvdLzjx5KbclnOhtmJIuVPqZ0rqOP9j5q8iNQSkgHczc4BmLbMEssDoFS8g3uDY6N1i5deYrp6CYZoKTSfifIKHHs9GnwPpFxutgYmd4QIpD9alUFPD5sJhf0QUMH2nPgeXuNO3TxzvBes9bhGWV08phWlasNppfdCf++nHelT2FqBBDKcdQUVJ9cz7FQvRGuIMI840L1igjYCZV6IoDTBrYNHEUQqlniK3yQn5GDQr1KOS0kS3Fm8DDEuwnvi2nT+kk0GmwbEP9nJgXcBUZZ4jyIKxP2wZ+EOvML3cVv3Tf/rXKTZgvDBponWHD2f4ztvjwXJ54Zk7TgZeAjoO5PpCeb8zT4baEn1E4nUiPQd2VGw0tD4wY9CNEL2wt8iyFNpT8A4yA2RmlsTbQ/CmIHFiCgOLo3thbDvNeLARHp8obuFldbRiSAqT2XFuIZfO198c/K2/OTGtZ7JaroYYB9iFtt1BlaqR4AzTkkh3RddX8uPB68cLqadzO6oGsdBRpCijD8zsyc8dty5QGn6Z6SmjWuhuYY6WvTR83undnUpJUVY/0UnkQ4nTBdd3yujw8jX57YHTQZwDvSa4TMiecLWRncOYxnBXGBVBIQlhGdAGwxlas9Q+COWg+ZUYhJbTWZfqUKzFpjvx9g1fTTu//Ulpy3Sqa8UyiTLolPeCCUKIlrdjcLkALSAW7FCk95PjkivRC8/mcR6W4Oj5ieTKYS1OPGrAWUfJHaeN4ewpfEuNeZ245w7D0HpmjVeif7C1C+nxxnJdiHGQs+dtP7iFTqqWH03KNjzDCmac4sA5Qt4rbV1x+aCZidAHKo0Qzh2fEWWeQJvyrA0lEO2gNSUfiddvVnJTbHeoDNDB/n5Hrh+4mUqbb9QjM7vCaJY6FOkNEwN2ZLJZmaNStkzp58I0csfNyjTfDbAI1gAAIABJREFU2LcHTuGv/eQ3eD6ev3oKU2MM0RvmWFlGOk3ZttHrYO8dE1ZUB3M4k8fUWIwTerljwgmoXeYLA8f+GCyun4uAb5hScTIwZTC6YWk7/oC4BI7neRYMZLZtsCwROy30fYN61kRGFrp3p8P3seGjZW6ZT+8JtDJ0UJvDRnDryue3hTAXyvP0S3RjyAf0x2emdSZMkXUGvIN+wV0CtWSus6enz9RNMePcXZU2mEZGgjLNUFpkWi/Uz3dChJYSzoE4jzOK0Uw0cp5718A6OebllC2nbJnWCekHZoLaFJPeMdYiYbAdO26esd1hG4wQmdYXfFwx/pwkNnd4OdW5qsr19U9QtPIaGyaciXY2CGFeMXY6qe+lsLwuFFv5xeboYjHPnXYkXuaFljNjT7ivvyb6C8+j83q5YDospkE9iV8dpWqnGMeIMz7AC469ZZq70G8fuESHdxW3GMQOjHdk75EOmivdeN62gzmUU6H5siC6U9yVJokP0dKOB7/8rpEmxzezx/SJeQ08ZaIZQ2mg9svRUQ3NBi6aziLz8cDKwdsmDCwhCL036vAk9bwshil0Uu74l5nrx8h+JCSB9zCkYowyXwIf2Silk97vhPxOve8Ep6hWjloo+0FRg+uDx3vCeI+XAT1hImhzbI87pQzGMp+Yhh8yN39/p/rv/xBVNlbi9Eo3gWN4jDW4ONDmWLzD1g71yWw9fmwMOzFjv1i9J45a8U5YV8udCDIz5BVjJmp2NK9I2yjdkvvAST+FWcFjm8G/3gixY7QRP3xAXKQcjYyyMHDG0OzAx5mtCDYutJGZl0DH8P33hbQdpGyw9oaJlvvhMVqJ3tInx14rtQupFGR78n4kugReZ8AH6vBUNUw+YJcb1sMz+dPAFleiS0gv2Osrmhqmti8QmYimzKfvMlITuRm0NSoWyZnHcXC5GRjKHIT3XVE7YacJPxpaDfMSwIORnTENSmnkz7+gl8zjpz+nFct6UaITprmTveXz28+I00yqwqOEszh8T8gU8PZgHBu310DNkfz2wABmUoyxmJePbO/fY6aZ2gO63Rn6wEZPzZlaI63BXgpvbxkZmZWBG4ORK57Ce/oeaQOvT/LbnadOMHtihW2LzLPyYeqkZujWcFsGt69v1M0wRc/UAW85vtvOo9TrC335wOXieM0b7sNM+CowcoWqUBOXGKA2KBVnBGuEx72gdPzLhW1YfvSx86jAGHQ8vW1MIXIUT0mWKfoTlp2/7F5bp9VBUIMrhdIjzwRNAt5Dm6/YyfP50ZHaiHaiWkfUgQ3CLKCtnm7sKeCnCUfDmAGcmbjyA5eBP/SLx1Al6BM9drCGaRHEXAgESkuorbgwcGtgT4UsC04zWzvlvtthmCtEd5CPzI+mTB6d6BtZwLpOtJ4sE+tXFhsnPr09MJcL29YoRtGjke4HtEHZd7b7YAiMvZLU0sQRsIxjEK5XQnojzC9wHER7YE1hdgXRRh0Nr8r1RU+tBJ36KAQZkBPGBtyLJ5pB+ZzZ98Soz9PcZirPLdErNCwaHD14nvsgbR2xDqsVdZERZ4ZG6rFh1sDL9fSAGAY93LA0qg5C8GgGmQN7Ey7ryrIORDy1D9bXBbGRvA00Q9nASca+fEuYHMuHb1li4/vDo32c7WA1aEsYk/GiWBs4z3CWrpVUJqr1bI+N3DZu14kRLKZFsOGsjTDQWmhmnPUgWXkNFpwjeuEQZZ089ajEeUGNMkVPxSApoW7Fjc6eF5blgpdGLWeRegmndqeUwOvimKZ4ZubcEyPAaJ37UTly4+WPBExq9NyZcsWMgo0z2y+flMdAnEdiwBoYbQcVhrswmnCNHXedMQ7K+4ZvFTETNMvLLMgUMP6V/fhM6YP4IWIE9N6xk6LWstxWtv3BsT0RE7nOQo3x7EK2jpfKyI55NZglECd4iUIzBiOZTqe3ymrTWeOwQpoWnBf85OhZEfcriiEUIydYhdNIpApzf5yT0HW0eFIXZAhqF+ap4vyN9bYipjPx4DAe5z4yG8+zwO22UFJmnaD7GUbH+4X+gC0P4rTCfuc6WZxmjMnneXSO4AS8JUbh9abUwxKkYiz4q2E1d+ztlbQVshqcPcVMx9MT/Pk+cZ5ezvxRYsT6gHz7FThHacAwzPPE/M0F6yPGCZIb62VCZDAH0KMR+iA0ZbGd6A2g5NyJsWFGppcdO0VcFTY1DN3p1pPzhqrBBcu6GHj9I2c13hrsbHn5JlKeEe8hlYxt7TxDD+F6jbjL19RyJ7cZMxIaDXO0tHs+O1m1MXTACLwfsCwDO3sohiln1vbG5ANdFkZRHo/OOCpbT1jfmSflsgSGMSyXmVozMjqfu9CPnUTFVouK5cNHS2uDXB3eJmYLEiecH6dIa4KUdlxP6JG5ayePnfj6gfdWaW2j7pmmcGyZ6AJjDGyrLCVTcsC4gd2fVNOxYvnl24Y108ltLR3Kg3C90rrFB4+PwlESbRj6EKIL4D3dz3z+7kEYG8/hWMKg9o5RyySV9szk1rCuokW5RnDpjcl7wuWF0gqGgXeOxXUkOEwX9tE52sA14S3JKTOQk5on/jQnVv9CfhyU58FlNjhzAWkELcivLABZhcs00a8XcJGaDM8Orjfmlw9UrbQyKBiWi9CGIe87oo2jgZstwwyaHhSteAt128FYnFF8uxPiOHNWvCBdsP2go5TRSYeeBCw7SHthjQ41BjWBx6Mzxwz2wiGWYSPaAq4/cZMi4YYa5TUYxO2Mo55owlEQ1+j5DXm/kyrUX9yxVljcybrYu2KrUpqiduX6eqHkhPpIzxUfgWDAn5ERwyqYjr/M7MWQxROjo5eN51ExDbyetCrXB2aeoMH0KphHJsyWmU56P/ju+8IUP4E9g6yw8I/+yYBxHj8FYMfbTpCN4ITZBu4PxXvLvQvTGogxsH3/xi02buPBfijeZfaa6XPk6JlFGqVXpmkwWmZtlXQfPHfhz/46WIRQd8x6RYxlGoVpMcRoIAgln0AmekNqYR/f8u2vJWxKjAJiLM/nwVEtKVnUeHy1YK7o+2f0cefJSlNHy4oEw5Ey1jvCzdGWhfb8jLGCBKUO2Kpl9QOkUHJhqOKNsH9/1iQScHx+ot1zv+9YbWypgHMYe+6OjAhI53k/FbtiFcWzhsbLLDQ/oc1S90Z3y7ljbB2dI3sz5L2yF8/xnnhmWBaLq0KfZq7RnN2/3vDeM3o7W7+SCLNBEPKnO8dzpxSheccP1af/4V88BJ57oTzfObKllwMTZrJY2lZQcXQTSFumpg6j00U5jkycJ96fevpXijI6kHdMVPrnOyMP6IZtc4g1BAZWG1UDdRjIICGgbkKkExZBeuP1OuNbYg6G0R2jJyYf2J6FEhzK2d4NY+OeZo4xEa+vFK9nHKJaUloIwWIm4cM1oH2cLeBmMA4WzWw5sy6Ox+ed5+NJ754rhWyEJIGigvEL6gNCo5fO5Ct9y1ztCaPBr4hmXmbhr/7Vf5NRlXUJtHJyPPaf7qTjF3TNHEP4ejL0bDieBazjPjySO3/9bwycVD6/P1FV2rhw++YDqopl8HHeqCizETQ3mhEuH18ZYeXnZSIaRy2V6bJwHIoznkcT/HSjVHfuHmfH8nUkhsF/8z86fCs8h8OlhB2V3IXqXsgHzMD6cqNmIWOxrnNxdz79VJHLjIhBjMV6x+VmebkIH28O0zNX28EJt2//YRZTsEYRVWYrlGF5/SCkZunHgXUO7Y4tRcQKYa40e0F9IDrDPAdSmFGn0Afr3AgvE9NkiL6hXnFacACt0d1E7Y7+aHy8dS7SkQp+cmzdkvKMKY3hC0QPVN73chovj0wpindCWC3rdebqGrWeqX75bcOb87Nla9m2RsugpaJFKN2e1L0gqCbWNXJ83v/BG+P+gQ1ViIGmjttlMF88+XFgukeWFevASiNIQ8SScj1burZjKERnMNIRqVgn7PlKPoSOUHxAryvedpxAKp1qlNUJzlrUW5woLp8IxNw71M49VXqYCdKRKaBDKeXADsEgtAbeQB2ZpSeEQnl+xtvpFK85gzeFUgw+vlKsMjvDFMGYxrEN/g/u3iXGui697/qt+9p7n3Oq6v2+7na7QwsSG0SEMjBgMggIArZEghSGIBBhgCIEEyYg5kiICUJCYoAYJRMQE4wRd0UgiCIDiZIAMopjYjtO2n353vetOmdf1v1hsCvIgkgGc2mr9+Tss6ukU6qqs89az/N/fr9HGajReJRBdIGLvWKM4pGEXjshZ2La6W1Qc0V0pCrLfgymD08M31jUGdDCXFC28Qd/9t+mpIOuBUXDOUV2GhUCo1R8UHzn0CixVG/Jx8alF6pUKp7aFCCoY8Cx8/3vJo5SycrTTKQUjXHLicArjYaw5nSS2fsr1TyTH5VoHTIa8ctnlOtgNJN3WMmoo6CNwks9hUUiDDPQJOxYcG1j1M59DBZdwHmC0wy/sD12HgnS3glPZ7Bwih6lNHe3sD0G9ha576AwHJ8+Iu9ox646vQrBOj59BT/uNc4atjyoSnO9nCQyVSeiSkTVGLViObMU0VRWBkZHtIso6Tx98YSrgrsuOCUc1eB8w7lzhukHD0N3p8uFdjCbwbAd5y2qCZiJ0jVPQThGw5vAcomIDNK+0o3mPgbWd5QWpsWSm5BTp5eD6y0Slgl0p7QGfdAQupmZvrmgeuHyxTP8qIquhygm3/BOU9adXAchao5RqcedfROUC5RhaeVgmjSjd+oBde8oOnK54J2HkbEXhYo3tHdIh30r5BxoWhjO8fIyoyZzkruDZ5o9Xz0603LBNkuSwNPiyPc7902hdQNnCdHRAD8S/vmJPTeCwPCdYjW0iDOdMiypWPZSMTHw2F+pb5WyZ0YadCUEBk/TaaJTQwi2UlVFRsffJmKIRC9kK5RScTOonpiiwmvQXvONv+cnEGPQ8w3VC5/eOocolOyMDqo76BrTAi+xE4JGdc9kB8ppZt/xoyJKsNHhdaOVgUGDF8KTx5qBVZbcB2pAiAH39LtpzFgGGsPt4inVIe7GNQz6fGFYj/Od9nhg0RinqHti75Gu1f++7VRxwlsHySFuockrvWrwM7MzrK0ibSBuQZSiak+rDX9ZOF4b1ETKG06DqQN7FWSv2NmyVZguHimNadGUfTAMDKcw8+Dz8WCoE0cYp4iUjHWWXne06bzljlssabfovOMk8+QdJWX6vmH04Hg98z91zxDcCYXWV7xzLE4RsaAHfjJ0HFsBEc19q9gocDxQ2lFNgG6wCpQ0ghWCDoTeuYVAvHzJy9JhKCavMItD1Avt8xtFFH1MKOVxt4X53R/U3idzlRH0jyo9XSPIMVP2hHOCN44n3Vmip3TNEho+GqIX3DRRi2P2EeU6LgaCj/Sc0ClTiJTXjMid2499jXasXL0QZgNac50U+2vh+OrB88WScyIVw+U6k0cHN9AxUNbKsIYRJqQpEEXbBas7R26Yx8bXvuYYbqJXixPNiIZWzji69QNrPVoKS3Asi0XPMxWL6ECMAuHCdZmZvCZlC5rzJpkUuhReD4M1E5GCqad0KadzyVM+Pvj1X/g1PmdDeXyfGAWjYbYZFa5IbnTp1Bjp+eBRPU0c+7GDU7Q+TrfvbeEwN3rqdAwueMQqevNs94P75wMdJ3RaqQOOcVBe/xesGmA6WiveVsGUO0EaR2209YHOhVl51ND0VmhHxzxP2MtCWhvOT1QMJZ+1AYmKUkF3jTIH0VeMq5Sj4Z1nHK/oVrhcFMvTxFYKyhuOYvHWUGql7Q9q1ZgQQIRL7HgLYQmMehYczXRlUY3jUZGw4KxGa8t6X+m1o/ug6YiIIYyO6RshOIJr7ObCNhbqfcXOliyRplfSUbHOMppmQjPsgUyBTVmUKXRAMGxvO2GZkbESQ8SIxqmGlkbUFR9nTNRoGbTSaaIo2pPKzvb6yqfXRh8HhYCvgjcHWRparbiLYroE5P6GaIVJifpoNBFKUj/CAGQUQ92JIdKrgWD4nCHtwjwp2lCMsnO0GS0JRkGc0JRGiqBtpXdFMpH9SPiXwCQwPn+FdpHRoI2VIJ32EDLpHJqqx4nLO+7Mtp7x6gasrxQZmHdeQ0r1pFsHfdYy1LnfvK+awcGTXwkGunGMoaito0fFGY9WQh8a0RVVC9oZrkbRlOftUah5IFPE2o4LpyjKcTAMPKtMSZ1qAltT6BjJTTM34HKBlAk987u+8CQxDDez7wXdd2QowiJ4lalmwlgBpehj0NeMLzv53jBNYywEPQj1zvLkUQJFW8xy5Ta700rvL2jj3pnpltYreXioB0FpjNEcXRPnC9YAtnNvDRcE6y9cbMK2ikr5XA0ANSkWvbN3IYyD6cVhvKWPgDGeki0BQ5eV6iI9CftWKA+wMlC6YoFRAFG4EJGmyaUwSmFdYe+W3DTFKWZvUWRyyVzimVbtDIoInYmshLwdLNGQhtBFwEVGb2xJ0XNDjjdGvNI6LLZibYDjXIWUkihroTwOtteB0hanHaYmVEn4oFG1nJOgCMdb4zABZWFrkHrn/jgouYDWOJMoplLKKZuKUyRLQEpnr51yZC7X+aTZb438OHEFIpYmBf/yhGqDVhv8qBrjkIF3lj0fqADl8NjZEK8L6+NgaMe+DzwJMRHxjpEypo33WYCKGpqRKpd4o5XGWjUVjZYDNyuUMrSmaVJwSqG9IZiKD5GoFfe9cM+K0k6xtHSNQtO1YQqWLoPBoGsw9gIjMbCoY/CWZ1LdCbljl4kY7Im5i5q3pEl7Ov8BcibVypYSDcvFV+gP6uudtRTqo1N6RobDmErpnVEPnm8eYw62shCD524cNR9M0hg98fmtMtbMYhPOGqzXZCvsX+2Aw6mDY6vU4xz6MhrsfFrhIDP3gweeQzwl7ecshtO4nrDGn0Jpd2CMBudxtiHDQi+0pPBaITnj/CDYHWUcZatENyh7IehC0jO5gg4vJ39CWYwqKK2YrCaLY//0oFvNYgw2rzTJrLWi5r+Vf+IPdeLLjXCZkGChKFrVtNFpGKwZdOlgNe6LH8eRMHqgWiXojPr678FPEy0PjECXRFOW0g3BeZzsiPFUf+FYH/SjAZ7jAEY652wugTl0lD1IKbM3TekK/+FLXu8NZRsSIZeBcopZF1rv+HijL5amIn7RWFFI2QgXd2IztSFqhdP6zMw4i/GW1AVX4DItaJkoKWL1INfKHM5ZpO9/zKjs2HPHO01LglYONeBYM00ZjK/Ib5Po8Tv+5iECqQwMjiCaQacVRa+J5eXlnLQUTTDwWA+sEuouPBogg9ZOEvVytYy8nluUKGhtUcqxl4kwBlpXxuWZNiLoiuiJlATrFXEOOFlZljOCHJfBbdJYY6jGMo/OqELUA9sGn3fD4/PKFBVq1tRqMHag053cBBsDaU9c5YD5GWs7EjwvT1cuk4NS2NuEulzpwfP1Ly3DzFjOlp52gXa9cf3mBz794MHv+b0f+MDrOWOSV9wMh/KE28wrC+HDDZVBD8cuM+MosFwQ02nhBrKh44TXhQ8fnk8dghZEazaB2U30AWJmytGw6oGfJtLIqLxSxTO2B700Wj2IsqONIQeHSEZfvmC08c6l8BA9KRkslrQeJ+uVQD5eUawoa3BupowAxmGlErRBHiurQGoWquCsoefv8O/9XOOSj9PPI4lDVZrxxC9mrHs38GVhfSTK23dpOhJDZHpa+LhW1F/5RWZTERqlB4qZKaWgdWeYjvWaizTm0NB+IjpNVpU2MsN5nibLepyJUQ7NTVlmSdSa6ePkzDYW9LETouUSNGlosJ5Pnx4cuZ3bkDWxvjWaXahHRTWDrAc97cyjsCwTxy70ovBFobWGfifymb4/0DkTdeG+Jp6uZ1fwkMLtEjjEIlZRe+ZQE/Qd7QLRGdSPajxdaxAbCItjF4dOB85pUu0cX90RG7heoONYniZGs2TJjGKYZ8FKxg54OwzPHwxSFLcYSaXivMOMA20VUjV9O7iYgqTCkRVPX+pTgyiaIQuPVTGWhVoqb0fAjYIchb5EQvBI10wunwyFWfHxsIx1J+pOqhUVJ5QS5JExDA6ZgUIbDh0t/fGJfDRaTZSUqOLoa+bzp45SmX4oujpIWTB5pd5Xvh0Dv/RnP3LkguoZuFC2zFAL+zi7FEijuMgAfF3x14jvFe4H4Skw2+uZdh2Of+Pfh1w6yr1g8XxrQO8HT1Zgf0O8QlWhjYbUxnAnlFlE4a1GmueeNb2B74VlUoxSYdTzTd+FsASsKjya5fBXgk4IjVETezdIOtBOyAW0UTw9RY6usC8XjNEnc9RfGEqjpaCc4jU6NIFBYZk0Uy+U3//3okdk6IqOmucPM0OfY/6lHxzr4GIMIgv3PeNrAQumVKzI6XcRoQxQt4kujjnsNOVQGIKytK5oqXB1DaU8XSpry2zqgrUnIey2CFYNlLMnQxQFBXwQ4tUTq/ByVTw+Hrx8EdDHZ9xzQOc7PQRuX1z52DWjVS4XjQ+CzOHkwniN0s/EH5txwTGkEYKwmmf2LCgUyqaz1uYCsxpo0wlmYZSNJgH5rVHCf+P35v+bb/T/Lw5RmpEOUlKoMQiuoSvE91+I1MpeZyafYSsMM5gWzfVFI+O9bebA88ZXr6dOYdsLdrakVHAO7smTUCeb8+KpbsE/T2z3gvOWTiSogXadUBo0ixp38lA4O2ifH+i0nxBq7ZFumBdLcIbp+Qkp45xgLZlvv1gwjhAMcbZY3fBGn2Lp3tBhQjGIJnOVwe1l4mkWet7Awy1CwNPtM9I6n2zHeUWvmuYWrNmIbsHLTijtrEPk96DbVSFd8BkOCcSXmf5x4xhngMhI5Z/++z/hrwHNxt47H3UF3fjcPLlFRDxffitQM9S14C4LMi0Mq9k38LNF60rLGWOFj7tD1YRxC+66EPTBj//0P8hAuM4FaYM9OVCdaASnA6gLPQ+UT+Te+bhbLmbDNqGlirOR1jpjKPxo5BowKSO5MaGRKpR04P/r/wZRB8ttBrEnnqA5vBOGUthYTo5K/sRkZzZ7o4kwamG6gFOQtoaXfkKUBGgTs4aoNB2HKBiAuga018zxXC2FvuKXQLSKLXlsfqDsxOwt6Sh059ANFAHlPW+rcPnalYZFLTckO/zXvsXkDJ+/WokactM46+la09NBqpZP7QpBqHlgwkwl4l3ElsxsBx+unuNhmRZLq+n019KpZCYHbfDDIYn9/3GIQFOwuILsn2nak0pDpitjMSjJIDsHkT01jDSUjbAP9i3TmqcMAzowXxvrvmO7cGwJpf3JMZ0EJzs2TLS1EoaQfuMzk5tZ1w2OT1TrsL0x1FnYNG6mFmHgsNI5xsQxOgOFD5pSQEtiPXY2LB985613fuUHg/2o5H3FGWEclWgcJTvS179Oqp3bbSZeF46eablxlwsTZ2DtdVV009n2jOiBuI6fI907nLaoKqhWeDSDRnMUT+2Kb37TE1VEEQiL8EF21qLpos6py6CJ0ZJ9QLeKaZ3FQS6RUTuXy8AtHYmRv/wXM6o3lpuiSeNIhn/1Z3+a4TVyVOboCWGiisLrTnUaekO/fqY5zy//Vz9PVRZlHE9zw+SNphzpfUw+LGddKOAZ9wfSYVMzwwlZQy0bURWigiIWRmdPHTcLuZ4rEFGB0YXePfV+gB2gHBffONQz7BXXGsoqdjNTnMaqhI0Og8ZYi1Kd+eYYWjP6Fd12tIOUt9Pq5zR+vlBqIT2Eke6UoTHK0KzheLvThhANVB1IR+PzuqNGRfVCbpWeDvahCb7TU0KCpReoUilv32W/P7DTM05VehfuR2a0gdiJrhVXu1MfD9QYpHvGTgFJD9IoDIH7pwd4y/rIaPpJ4NsyEl5o4qm1nDiF38bxO/7moQFEk1UgLy/oaPDLBQ5h0jPx5RlnHHkboCzGWgaG5w+e5bKc3NLRUV0z9oHSnlwKV2cxQdG7UA9hFA2+IfngQBGfoFGZI8wvVwwnfWnS5uzNq0rXHbeAvXncVBgVegh4NSjd4MIFZxSXGHjLHjv0KbSOjSGRumWcN+yto71BfvARI5r73jiSoEZgOyAGx+Ff6HtlxBstFWbb0eZkuOpgeR53ZH9FLc/k0onKoIziehXCLHy1a0I58HrDlMbqLFcr+Hd9456EtO9o1ShdcbRKU53ghRpPm50LBnIlhok6OkpH5rYz6YN/5y/+Gaa20VvjUOegKcpzFI2/Xegk2t6RlLF2OUlWVdH285PPh467PqGtoTw+Y3umiULNM2Z7IxhNLYpFN6bJUpQmdwEz8FoRouFYKypewHv8PJHWAzdplKuMfaPkAxGLKZ9pdiblDtIxvdHrBrnR7oliDOvHC61Z+lYIzmNdBbewN4e5PJFLOV3BdTu3vymBCRggeE3Njeg7OQnHEJSAdgNjLb03dHuvkSjhOYBtmm4UumVQA7GnwH34J6y+Y0ykm4FOO61VdE9E25DuaGJAC8l0WsqU6Wu44emj459nzLu7Voxmrw2xE3L/jGkrN9t/dEfyB4NFdULb8ClR9sKgAgNhRx2JGCzBDJwTWo2oYvj06IgU9pY4O+kD5hm9WLS15L0jxhMWRx0N7TSxa8Re8EXARJQ+tX1lvQPppGOZwdCG3jMxePa3Sl07aRtI8PRcKaMy20HaHrhjp+w7tXeq+RabmzDWUmSQredoZ6xc94r2jqw6o+2o0sGDk8xgMI4NnMHX72PFUFGkFrBS6KlyuIksF2qqtDYwtpPqTyBd0+rO/oOVLNCs4av9hCCtCUoaXG4OB6igcbXR6gBR9A59JGwGbxzsDrFQxnaOoivQrbPWwW98Z1CmD+AVvjomldG5sCya9atXlGjsMuNjJBiNb52HDPRiCcuEqRrVV7Y8aMpQWsQYy9/+zcS4fCDXwWQtWg3WY+Lbv8uh9UquHTMFcos4/4zhcbI/2UEJrQ/yYSj+A/H6RJNBXRWz24hFgZnQVjExUD5wiQ7TKtpnwsWT5Bx1sEbjx0Z9t/ulPlB9vEcFwN5mRhkUo6gTzWfNAAAgAElEQVS5E+anc9Ur4OQMZIl2XJdIjBPxGplUwV9udDlxBNYsmJpZSAQ1CNJxdicXzhEIq9HzjEWhcQTVwQycP2Xlzhj8fGHsK0M6VhmkVEiJ22JBG8RaXFtxl4iyjtc0MX5YI/lKqV99xw7+eaXUn3m/9kEp9V8qpf7S++PL+3WllPo3361x/6NS6qd+yxcY0PTM2gLDTuA8Rgk57ygzk+4P9rSDamfuQ20oOwimEUNHc/bPu9OYbSei0b2dioS0E5Tw9a8/oSfPEDCLxsyKtApWF0QMan7CLROT2dkL9ONB0VdaTUQfEH2qFW++4nXHjEF63U72xnJFrOfpaqn1uyCZYDRzdMQuWBsYtlNagN4JsqP1C+pmaUc9l/NvG6LhRiXEJ3ZleQkQ/NmFMC1R9szFNKwT4u2FD//Wv0j0vwxjoFnwVB5HIY8FJye2b3BS4FOFMA+UCqdawgYuwXLTDWvhSIWhPK3vmOOV6ekZLjf2nDBac5sGqThoiWENtSemly8w8wUpncsSEXdBjBBni4xEU4OLLngphKtCG8VQBqc1ugnuOaBa4X/9dUfhrA3UlDHTwvDw3V/LRG44Gyh7wqsGFP62P/i30I9CGwpvTktbfLFMdaP2RM8QZ6GJo3y4oaSgvSW1gBrCaI1+eeZiK2U7EBVO4dbR4LIwT41hHCYdDDuhg0UF0MYQrhPkjthAXXeGX7j2g70rXOtEtZG2N6oO9DyQOLEflZIS7IVSBp83RXL+fGuGgDUROwzYhb4fTBdN9xMuKOq0ULVHM2j1hGC1Y0NbTbw54s3gAW0tb4/GdnRerIJpwnPQhyXE/EPftvwD73a4v+v9+b8M/EkR+UngT74/B/iHOcHHPwn8MU5Nw2/xE2qGqTzdoNnB3DtxjrjnJ0pZMXahtYCOjkeaTsBN7shwlNbxWrCzg31gQ2Tf+zkSf51oLfGxWPajcOyRfhQcgh+V4KE1RzqEikLeVhoTemRM+JKUEpYJqQdaK4wdlBTYq2a4ifoeHc95QHBsR0esYGWwZ00fhREMAcNCJ7QHomaqe6K3THs70F5O5YI1BJ15WEucPKY3qjgQx706NrGE55lsoOSdP/CNzPf/mX/lxAeS0bpSSsdqIXLQjbB2w2TBTRrTFel1RUohicI7R06VT91SDsPkBK/2s77gZ/JR8SMj5sLH5KhmQVG4hIY5OtoEXj8ebOsdMwfS7jHHirWD7328s9WGlDPEVcbEFzv0fSMf4EPHh4njraAnjdhBtI2hEkYBpTN7QU+DrIVRK6NrjqbAKX5x+xrfDJ10wKq+oKTE/QeNYs/cDWSGcaQ0cOsO5aBUYThB03nkzKy+TzYgyvG7v1Fpxzg5Kd0haqK3xPzllaEdrnWcWB5v6/l3UxbvEt4MGDvEmUsQDqM55AtsuNAbiO7I68qkz61TVo7bZPCTpleDDEXVHaGjw0mwU8HSSkTnRGsX+r2cQqnmyL2iupyajdJ4/Y079dHJZuD1Kf6+eo9CGG2Q2oke6E0zfoclTP8I8Mffz/848I/+put/Qs7jF4Dn/wNt/f90KBnY0Tj2xotKNBmk+yt1XdHKYkNg1gMZHU0Ff+VqLduhqH0mpzNHoCzsgHUdFw367c7yNHF1cOTCsBlsYN80XxWHiEZEcZkUkjrKRGYNqSlk/czTYtFu0F2gWoNkxcgrk23othPiE8sNpmjwbQcssze0Ak4PgnKU0ql0NvcEt4iRDVMLLgq1jlOYHWaMg6PMmN459jvz1SA9ow3MlwnXFL1amhjCFPnTf7Wd5OiSKLvGiDA9eXAT+nrBKghBsMaC0qcV3l2p3aJMwPaGdY6biUjU2PlCUh5TM9Er3BgoB85kvK30dSculn3rVA04Tes7IUb6mrGXzrjMpNcDZw2z9iy3mY2FJvBXamV4j5sdJVkwGRFNXQctK6RXYt1RUdFSQ/dGT6cGUrlOlDdsz2Aa8b//83yUiA2Ki3+jGs/TNWDpXKaDyUMfQjSGTXmc97gpEFWjmcHsLOnukH4CqX/lr3X8bPGq0T8/0A2OEXisCnpmw7GXHeccTVmcGkTpNBswLZBSJ++NaWjYX1FuoMtKiIbVO3at6SwoLXx6ZLS/YZTgfadLgFbOAKJRSGno0ghfzFi/Isai6sBOEKoQTMUYx0sA5yaaqQiR/aFwylBUo5ZO9BYTNBjLGA6jfngrDwH+C6XUn1VK/bH3a98Qkd94P/8u8I338/9L1rjfbIxrvbNlg8KSzTmoZvS7hHl4ah+IN3gtOAvenCPrT0vGOQXxa/RRcRYwFqMHq1iUUnx6zMgIRBShH2gtWN1wqlJF473ikcFLodWDL+LONVpwlqHGyVyoA2kdeTnhMAwB7Sk09lWTtk5tjdnD0AoTDBh4tMHLRVA6oPt+QoCsJV462VxYnpZTsdAyhq/x/BJQKlDr2SGJ7sTKNStgDvxyY9EVLSfRizjRSqP7C1UpRBusLzy+v2Iw6DGoKdPWHTMZbC80PZ1k9ZFJe+Wxr2gzo6xmmhTKajIOYyxpF6zStDFhRbElS5hnjmwox0G8BEpplGCxyjGOzB/+x7/ES2PvgyqntT3WhBoGVUDvK4rPHLmje2ETR4gGKw719HXWzwfVG0oZKGuwBkYztPgBFzqmCp+LYKRi1KAPj6353BLGyP1T5XVzjK7PmoA+SAOkKASPmz6gnaaIorSTRWrnC/3tOFOzFxhWMVlLkAPTMna98zKBKgVdO2N0vnp0FlNQYaeKR8crwyqut4m0D4L35Kx5mmBuO3OoDOk8hUE9VhYOHt9LOKBm6FoQ5RjeU3Th+HywbZV4UUweShkcCoI9ncPNDarRqDjTWiN+OTGkQ9EcdmIQEG2oXTDjwQ9zqvYPiMhPcW5J/nml1N/3m78oJ579/9at7Tcb45yzXELDhUDNlVwqwWW0GC4qYVRhoMjZIO493ptWtsppr1edliFpjU6ZLIFJCd4LX14TyKDUynNQBN5ATqrYFM5RezUOjFOYpx/jV98cBYvuB7UYcj0Y+SBY4ZJXuiiaGNY2CBiadTiVUcogZEK39FzJ65mpuK+Ztg8QIa+dKpr7Z40hs+4V8RZvYeRfZft4R3QlLoH66U62EyV10qfM7Ysb2+cfgGrsuZLtjKsn1PlmE3ty5KygCX5y9GmipEo2nh5mRM+0MPOHf2bHSGIoh3eGf+Rpwn37A+2opDVjnOfLJTCMI1qh9cYSMioOJr3T9sq8TMTpAqXwfJnQRTCqE4D/7j8qHEmfSMZRuQZL8Z7HflBnh4sTxj9hEKaLZZ6EUhXHlul7wr7rCMJyYhhLTrih8bKj5hvowcVA1QtuNjiluU0GFzsvf+jvZP7WC9EpvDuZMFrNWAJjwNvaCHbDWcN0veBj4BI1oR10qxDr0N6j1cDRsVNA6YF5/sBbv6EulmY0YY48Xa5s+YT5hGixtlAHpDYwVpOBmitH1Sg7YwEdZ/bu8NPCMSbMtJDz2xnR7wcDT1MzVgvWWp6eDPfvJh6bYHTDWM2jVtx4IBh8uGA+f2QMzawKIo4RDePtI52C7AdagTGC/mHlPETkr70/fh/4DzgNcd/769uR98fvv3/7b8satzdPWt/Q4cLOzJoWbFvRMaCWGaU7YgQpg6w03i+MrJF8oMwgzo6Zggxh1ExZE9Y57qth0JiXid3PFHPBzRYplVp3qokoc6HlRClvyPsMpPUeVTtaGVARMyxNG3pPqFq5GIO2g2gNzS3o4EE7yjjOQt7Y0dbgwoS4TBmeD1cwozMFIdSKVRE5KvsKTUXMcsblt9SxUyQ/EjNwCZA/dqwKlG7Qo7ConYIiN0PTneWimKw5P41qoaYTfWuPg1EzaX3wj/XKf/7zhTQUMWgwmj/Hg7df+h5NOk0FSq58tW7048766FgfWYtAVnx6KIxr0FcoKyFqUtqwk6XnjR3hu9YwvKUeiiJQS0PVlS+/8KijAh16R1vDo+ozMesG8WVBO80/+y9dqU1OBWjdCdPM8F/nkR22VlwbdG/x443HPWOk8JpOc/xXP/cLfLOdrfFyDHoF0ZpDa5QdTE5Ih3BPFVXPWkobA/GBAeR9p6ZnanYMUYwts7UI+4Frb5Rm8M2ghvB5rzQtKLPgfUNaRQZoa5j0yUMdeWCspxwrtQnWaxaT0McbYcoMU1muL1g1SOLRI+G0sJczijApRTWC8wajBRuuMITRDVI13pxUuSnM9KIYRhGi5bpE0mGw3kFrqMsHfrv6lf+nuslFKXX96+fAz3Ia4n4e+KPv3/ZHgf/w/fzngX/qvevy+4G337S9+RsegmIJmstkMDUz9YIzFRNm8gBSpzwO6i44XdGtoP1gelrQs6fnjhJ1TpLeZrTVKDylWfwkSNoZLdOKIHQ+Hyd9q42BLgm1WLp/pqvIt26RlA21VbQf59zL4qh64NTg+WLpwVJlMKoHq/mJbwmWcQ57BU+Qhr3ckNLR+cDFK/NVkfrAlcZAU7Xldkk00eD9eWM0hstimZ1m8obbh5lUG7UD07mHbXngb4YsmhAM9uoYpcFxkHTFjCvxGnmZND46iBbrFqIe/LtlZ745DGeLNiyB75QXrNbMShE4OaC9NppzfO2LSBXNP/ltRVUzH14Whg9MlxkdIq15hlGMuuHsQlgisiWmm6d5sHhyAy2aLVecc6R2odfGt5eJF9cQmejWoUyl986f+G+/TVwiTXvcNaCxoDa+/Jtv1NHYaqfeC8MvWDSf14b3Z7H54iK/nhU1HRjrzmKkqhidGf1ArIN88Psu8DeVzOzhkS1ywk/48IXHtO8gZFCNz9vAiKKogg4XZNvxN03edp58PbUYHHivqWkwpFFKpbRImDRMlnYkQpzp2mKaIOIZCrYcCGawffoBzjbmfrxnOhqTGZRy8DlZnq6W3Cs0y9g+EdqGjYp2HPT6yt4dazr4vCW81ahHouCIOpH6IIaJ7a0gP6RtyzeAP6WU+guc6sj/WET+M+BfA35GKfWXgH/o/TnAfwL8ZeCXOT22/9xv9QIiilwar5tHhkWrwiMPxAlpVYS2EydHiI1ShClqJGXUuCP7gXOd9Mi0ZpBjp7WTwF5lkI/K/OHlBMoojYjjMhpKb2A8foqM7YA+mNJXfO9tJaqE6InRHU7DKAWrHS7MbPtgcZGWM7Ud6Jb4pV/N9O1ge3uQymB6ipRy0EMkuyvSDnQBZxSPPpjdzHWCXALPS8WOwmQU1gXKunHkg6JnjtcNEyK3RbPfT8eKiycJfZ48QkALaBsR46FoZndQmuaoG3/kWxoUuPE4+ZpKWDfQ0qklk3PDtp2FldQrTU3o6VRteh9IozKG4ed+YDHhZGYUZh5vO3lYZtcQUUh15HaQ7hllFW7f8c5Tc8Wi2XPFKENGwAnYyLQ0sDDaga0JNTRSKuV/+J+pvaLUID065aioemf7jVcmBOLEfHOo1rBaY62gy0FrjdIKXQaiPForQt/puXGzmmWKWNXxT8/8ivZ852XmbRfiyKSiEPHs3WLjgvzk78UazXzRDCNcdKNZy7IE3n7wQHxAUOziEOU5Ho7pcsKEpvdC5Sgd6RrvAsk5Ws3QK/YpUprGW01Xmvl2IY8F/eXXyD3guyIri7/eoHYoHXqh1AJ0yvyBdnT09cqogSkoLmEQJwclketOK4mhPLZ3VNnwTvhtZsR+5xvjrreL/NTf/fswSlAIeVi0MojRaGNx5uBxaPwQbgvkrtiHJXJQ+ikzIjdGPkjLgv68n2Guboj2QClLG2ebTkbjwxR51RanLMi7Ab5VlG1waPoAe4vofSMTWbyl1o0mnVHf5wSk4a4vbB9f8UqhXybkULhRICrMUCgtLD/xLb73Z3+N+OSRUZFmqWrgauJbN8+9mjNmbhpGKVpXZ4vPGPqmmKbBl17zndeC8ULVlnQMXFnRz1/Hx0o7GpO2rDUi3PH9bMQwGXRVWH/O1qxpkIbiMjve3homGhanUf3EE6bkqK0RPCTs6UgxZ5K1bQ+2OjMt4OON9i/8p6R//WfQj43lgyHV0+u7twNbItZs9O75O37a8j/9qZ1+udKPAzsK1jkcjV3PjHpuNYM/rXh71tyWwOgPDrMwDSHJWRyvnxrZOIwOdO8YqmMlny16p9CzQaP4vHbm5cZID7QIohXWnsN4jQkZDW8G1k+seUcphbgXLIUxGkYKdRQuwSJ6Ia071mnWvRM+XLi0RumdnBtPF83WAmo8kDif5DYZJ3O1PjB2orWGoPH2zMpED70MstU4b6EOZq9ZjwzDYnVBqxMDoQzvA3waNNTq6CSCEop/weuDQWa2lpw73QRs7nSTKMPi40Sphb/wp//cj6YxTinF0JFaMlwjPigWkzC6IXlFlcoSBzF21mx4SxqVN0YdTFMgbwfNnn3z2CvhWWjSWZ6FGM4q/NU1aq4UHK9Ks7jO0Qp1b+TeWdqBNH3KtbVG50LvHicHPhy09+KkUgo5OsYHxrFivOKLLwz6qGAKFUF6QWqnVuH7v/gdri8Toyqsdgx/LoWVc/zVtPDWLHnfyeWgNU1pldECkoU4d3rNfAbsEinioA+s7iwvT1gSaR0oMzGUxdY7PkaagrF4TLOsWEQsRzP0vTLzv3H3dqHWtet91++6v8cYc661nme/+81OQm1J07QmtWmwJFIrlUowKNKgiIqgB56IKOqZoqKCZwqClOKJKJ6oUA1V1GBbpS1p64E00ZAYkqptstPsj+d91ppzjo/78/JgPJUcWd1gss2AdbLmWmsuFmvc97iv6/r/fo3t9UE0latXRm2U0rm/KZIGeMOhC/NksNKIpbF3Q5gt6Zoo9eB+y+R/9Ucw653Lu0jeKzU36m1lkoQZrww9sY8f/1KjOU/v/SSKB8+alW4tvVaslHPnNw7nA5fkMFFo7gVzWEov2Oh5uwe+4hw+WsSDHJlgLWIcYgYtXmjFktfKhQF1w3kPfqIPJW8HEiemeGpAl5cLt1IIYWaKhrF/xFHx7eSW/JP/3Jd4ZIOMgomJ2gRjO2bbePTKoxjCNfAY7uSxhhknE1oqNiijVEaGuq9oHThn6FlZLob9qDRjcCLYfmBQjlqZQsJoZcudEYTLk0XFgFhGsOTW6XmHlFAzIW1DpHN05bYPsn/C9459vtKKJ9LOqIENfIv10m//xaMPqG1n+GfYOtTK3j1xeUauieEDoo4mQlHhEjtT9DTt1KNynQJGG8169lvGjEhylpg7j8fO9rqe7NHPLjy9TIxa2LPDiMFHj7PKW59pzZAtdCssvnKwY43lbYXFK84OWh14P1BVXLDEMPjmzcCoaGnE6CEsrLmy9XNYp+edsr1x1Er0EzIMe79S1wNGIzw/k9IFsYVmLOXYzvM5v5NSIrc14xACegJl0tM5I3EcYD7n9thRDGUM5nbeVCEfaGlcTaNsFS35LEbrTPeRJdpTFm0VscoIAx2DEIU0VXTd2DPchuLLyuvqaHVDxOJSIURBtdOOO2YKzNo4jOWQgo2RvW4Ea/jl3tF6AzJilZwbc0xo8yTTqMXz/tJAzu6K9MEoBT0OjN5wZWC2O5orvzJ5VB0yBu/fC9e44LvSW8NxYFtjr57q3+PqRtsKqplrgCUI+5bJdDbv+frHymQtA0+1M3Py5L3QrYV3n/En/r071nVKyXhzEPzgy+8TQzzJWuYADgetojVzuAmRDcTQjs7LJTGliJueCC+fkbeMGkcvmcsUiVNgiXCdLbV3YnT40EhJcEvC2hOCPfaM0HEimKGQDN40JHp8GvRumeNEGMplNFZreXx8RZaAiGeMg9D2b/ne/LZfPESU2ArBQ6nnHzlMF7b1hq+GukNqD7CJaAx2P6W+T35g/Uyr7cT+TZZ0CeSi2L7xZBqHm4ly8OgeUzrr25ms9dKxY+a2FZpZSKGRZGUOgpbKOpQ5BAadaxRUhPk6M10c+Ikmwv2t4s2FMQbOnDKgAnAMrBEuwZGiJ75cuDxNePXs94KzjUkq6g6sFhDIj4M2PE9OSeEknZf9r2CdIq1TrEVNxABeH1QB7Z536Quek+H7xoP5svDaI8E0NC3ERdi7cLlGbAgEX/jSVHhJgX1X6mgneb6cQ2b7o6EN1reV5iYIiasKLpye1WV5xoulPTrpZcJZS+4T+mhUFxHgOgJ7MywhokPoDkJazpSoGJJxdAcjGqqbSa6yF0uvActGiZbehLRYuoknePryjHcV9kFrA7GWr71m3u53fuwPKn5Z4FgxvjLPgxe3kt2FXAYjK300ujqul8CTRl6kYHQnmh1Td/oxsChpMRAu2I8H2cAU34GLZOuoVVmzwdLoI6DW8HhU5sVjg+G4v7K+tRO6o9DzzhcPQzOdsX3EzRZrK10d+/pGflsZQ1hXSwiGIw9uH1eO6nG909aNcTTiZSK3Qc07JkY+fxfZ7o3WT2kUFdraaWPw2F8Ze8NMnkVXjgJxCp+8Ld/avfltv3gYFOYLxDNDUnBsjw/MwZ6cDNtYe2R7HBzrCheDeNh2i5WDjQEmonlnOHOOnYvwDTyx7Wi4YI+D/b7jxeHUoLWj7UZoG+XjF+y5EoPhi4+VeHni/kEwAs0Y1qw0H9luO1Y8G4bYO5OFR6kk09m6p+dGXTNVwFtH1k55vPLFXdhaYLQNtedj7doPnDH04LHljhrhkixHB/cSMMkSZyjHzny5MrYVqKTaOI6B7Qfxd3zO6+1gdPhFcdRecaWw54HmjXt2hE+7fZbIlmHfOjp2rB0YG9jWAz9HgixcZ8Aoc5pwfaDHg0OFW7E0hFJ20sXh5oBox07nMYC0EP7ID7PYzn1dcVXpdYMh6FY4qhKMoYyEnz1z0BOwc9/pIWD/8Z+CvtK3gYxO9A/WDWIQnB9QdiQt2ATiIs6Uk+RuD/6TPy1sW2fEGeVKDJbX9eA4Gterx10CEhNPz47SlDU4tm6J12faSBgdBLujsiNN0VoYrhGuiSFKO87WbAiRQztxdoyxMkWYYiMfSqlnKjdGjwZPGcKaM++fB7YNfBDq3hnNQN+oTEh0HFtj3zKjnxmrMQxNz6OcxMDWBnV4rAm0bmg4bl88mLzBYikY7DXgbKM6R1qeScmTRmbdHJdJEKDU8f9yCuvX35vf7pcY9l0Y+4P58sST73QRSq0cpiDVMqQzO8PyYtE8qI+BhoFKxuBRMUxpQh+DPQuqE3tR4pTws8E9L0STIBh62xhW2dsgXBM+WiYPuUecVUbZebpUyjGQokCgj8HIlqoQfUdQwhR4vlriLER/4GbHy8WhR8MGx+fe0n3C14NWdnT2jGzI1ZGu75Ah9OFYj0ScIsdwlLVh8pm90WNgL8/0rWJDoJmK9R28IOrhdiDxSmGm9DNLcTjBxQth8ueIuZ5Thu04CO8Tenmhm4h1Bjl2+vTdDKD7wusK4HA+Y20jTUJc3BmK6/acoRGPk5XWlFp31CWO168z/9k/RzceawbdGMRN7HUnTuf0aX00pN6gDkw/cY6zbYR88OPux+EyweUJVNnKO1BFR8R7QZ1l1IH1V6L9yKaeJUyM3Hn/4vjOpWNGo7aVklfGcEzRUNXgVNluhQ+P02vcewUbuMZMGR1jLNYnukZEG57B+qjsbzvr6ysxNOyYQAYTlVIr6fKeljsmeqyCuGe6QiuN/BjYAfiEimMYz5oNKRi8i0Dg6X3EG8d0jcQpMoXOtqezOEpDTaQ2B+k9wRqmcGaWFlYk+HOzLRmfInVv/9fvrbcPtHWj4LHTxNtR2YpFcztrJ9/C9W2/eIwBy9SxWiklc98q3l2Q5rDicJPFND1nCrqn2oSPkVwTbQSEQd4b91ywc2eJB8kLcwrUbtBiz3TrBN5U1FpsnHn50jNYh2fQrGOYJ4K3GD0n/Lz3GBkYrdz3Sh3nvIBHadby2IW9OPYdnHGM0tnGIF47qzV8GMLTHHBez6p/9hgdMCx5e0WcMDsFOrUM2FfevwTM2AijwBwQk8lOeByC74amluBPXF0YG17vRLNSD0VLYDaCRsftdaU7pTfFTOf76r3CduNRHCxXpsnhytc4itI+7lyTZ/nt7zkemX0TUNir4RgnZrCWzGhK64maG2ikbBuT96xuQbWRJTDFAli8O6VYIVR88sR/7J+l1MK2V8QaslnIMvGTfz5h1oyuH9H4jKmZKJnv+Rd/lA/bha16xmgc6ys2vMPmnWIGuQj5qNxGZ1SLmMBeA902tB942enrgz4HptEZbmGYioyD/Q5TmNha5midKQlrE7qHy9UyecfTfKGJg/KBPCxNBcXSH19gSj+1ESFxrDdM7cyLclkaNviTIdM6PW8EUYp/YtAwbNhRUNN4bHesb3zxVkiuElxASsYPQYzHzwNa5tZBometAYw73TWiJDrGFtqAd88emV9Ii8GUwjgeLDEyJQN6+m+/levbfvFwVjlKReIFlytiLEjHygr5Qeg7SYScG9oL03T6LuZgUTPou2I/Va9dPWsS2E45BkY6jML9tpGPxnaA4NBy8PjmR+RxkKsFtZTjA1agWcOtwUGnqMeK8JmH6/OVRZTRPclWXuYdfdwZElh7oAqYnhi7Z24H0+i0dmY40nTF2kKchfm7Z5KPDBy1eb50bcwRrLOfiGiGXSLrw2BMIDaY5IHzig3n7hbmxLp1MhFqJU6C9QZmR6/5hBqNRveW/Z6Znp8Ra5H5QhoDzQ2cob78LUQHISbQiv+170RDwgQFdXx5mrHWE5N8YpXecFS0D1w7zja4OHoPqBii6ex3RcTTuwG7YPdCOzLzf/HHMf7CZi3btuGSUofA/ZXFNmya8O0LqndQlK/+sZ9k0Td8OT5lliLf/PorTWby9mDMT3QtqJvAWqS+8nS54tTg7ILGheoiUzO8dWF8vGGLYF2C3njkGylMXD6byH3hEg317WBsBzuOvWdsr9TmMO6kns22U4NSTcOYQG2ZSzSE2fO2eXpvhCXyYgfOz8R4pR0PuH8A6yhjwmlBZRARcoM0LVhXmRbLmBJvxRB0EEpjWAE7UxHHWmwAACAASURBVGsgpkqcAkEqlsxeBk0mipu4vQ1c7DgLNSSqEXIf1CrUMH+LS8f/DxaPPhTRcuLhpzPt6Dz0cGF6+RLbiDymJ64OJC0YlyAkhmQMhh4NJgxKLlQHdgyaEazf0VpRPQXCZp4hD1o5UBWsgzHH0841L7jqqAim71gCixiESi2NbixbU7osWF9x4niUmRwCdQhehCSdUVcepRHH4LPQzixMSNhY6SZQNfLhlz7SlwsOpZbMumeOo7PFBR2DdylQiuDiJy6pF+x85chCzUAQ/tg/pNg0k8yKnRKmPhjlQdsOGgmfPGMKSFGCt4y28v3/2o8zqmDTCRi2XVjaN+njQQ+CvST+if/8DxNtJIlShiD/5U9SXjdmE7lvgZiuRAu5d+ryHlyjmURrG9IqIsLRLdJvNDvhakGvz0wXT2sNSXBBT71E3UkR8r2wieCs0O0zoe7ES+CHfuyFcLmA6dAMrVZmI8yTcpkTEztxWii7kKbBVt5xrG8sn38GvVE+PrhMiepglgNZJooKgnBUS+2CHZXtayv7cWPvM83PZ+JVDU6gycT0+XvS6IQg/OrxPVzefxdqJ6TfCdayZo+XwXW2WBfJ64OSHNjCMQZ2uTI9X8h5JXnDbiJuDBpCdCcCoqiwbpVFhC+/KFC4ZWWo8MQDpNKL5/XWeKwFHRYpGVsaziSqmXj7kLl9qCQLL0HRPrB+cHXCt1ox/fYfEnt+1t//B36QmGAvgyRQnSfQqFUJ2hgSKBi0V6wXnFHG6Oy7xRuP94qNg72+Q/MXSOks7+DrN+VqOyZ5ho2UtSG9cF0C+7CEkTFByLcMwYMZWDlR9dUHFIM7dgiOXizxUljfBteX99R8Lk5j+b3o+tOEKTCqo+SOzEIyg3X3XGJhqKfVxp4HLnlSvdHswhiKRkvrCmsmTR4NQjcOaY1JFY2QS6Bo5cn/KGP8KcYBuwZelkIdAxcCj2NgGvTSiF96Rlqj7Rtba1xTZFigFroJPM2O9b4x1IM12KL8YICf85Y1V2iVp2D5o39r5z/8y4YlOfa1c10MxQWGgXhkWqu4MJ2sTgdygP/3/yL1n/67uLwIb9vgcpmpxw4qRITHKOg408+iFdMssgTMUBpgWsF6Tx+OFDr3zePGhnFgv/Jl0sev81pnTMnEJcG+0cOMk04uO9ZFeumInlBqESXNFx5r4zopX9xWLk/PtAGjZJwYvnzJfO04TXMtd9KUsL5g1FDzYCuB6BQbG1uG2XYe2yCkieAyGixxr+xETKm02aFDuM7QNkuWyFE3nqIicaLfd8SDWofRTjCd9VDKDm4OXG3mISdmgAa5dawIOp0WPvYVI5XqE6F0MIJ1lnXtXF6EbReCh8erkp5nfvov/I/cbvffekNioGjvlGaoOmgKpuzsW8d7oU8zo+5Ec7pGWzut6W0HnBDnRs43yrpjwoG3EC4Tj7fIZ589YWMiZ4N5ZJ4Wj1kCzRmsDDZZzgCVgJ9muljCD/wAe0u0tZyLlFi6RqweHFskRcvb2w3jDIyObD9LkHAKnFtDomCGYd9OkU/3gTEaxlWelsF3fgl6nPGXhAknXNmL8PLd73HRMo1GaI2xNwaV2gNLEGZryPV/oDrP9y4O4w+2vZB3PeXfXXHJgO2EusGoFJlYLo6jG8JToDuLb8p+X0nGMIxFUTQYfnoUDidE7WAMq3H8BL+LyTVKG3hvGN/xFdqRkWPlzU10lK1U5ueZVi2z7nzHv/4jpNTIjw0nnf31TrDCqMLhzk6B0pllZ9MFaPQtc6wr0zhF0jo8+7azlcY0VopRtiy0r924r55YDubZk+uGmyu93MhFGVn5vh9+pnSH+lOAfWigDPC2ci8wv3yZx31DRqMcnRYsv3qbaG1gSsf4QOuN7a3TVWkazlSvKOXRuPjGgcGFgB83yiMjt06LJ3ynTQHJhScr3O+DrBmtBxet3N8OjlLZBVIyHKXDuvGontzg+cXQuqHiCXpQ7wcFYdiZIpZ+6FkIN4OuC8v8zCGCMVBGx6XAvnWMeLyD6zIwujN+M4JxvyGXDoIo3hUmUdLzBScWax29CmXPNG+ppvPZBMF1qAYmTzCFXMGFGZeujNExIaCimKTIfj+hyT5CMOy1EI0i3VAbXPpKiI55EjgehOHZ/vLPkKaGcQu9gwSL1oL+tu/DTo5tPydU65HxlwvdWIZpPNQzomXUzvNlZtaNXDp5O6HJNMd6dL7+xYHRSl836Ct+VKx2jnIwjGOzka4wv7+wt4R2w3YI4Xu+TMPBUfmlvKOZs9UYA7k5vClY61AR+l7IDYI5GAdED+PDgXSDdRVzeaaExCiPs4U4KjkbQi6swyLicALu//gq/nKBGLBOsesbKUZsjHzmDko34GfWt4OnBHt45mvrfLpR5RnbCtYHtrXhniymgjrDu2WiEriMDxiruCVBuqDeUOjkbSdES9+FoxUmGZi48Nt+YOFHf3CcRVKO8/G/XukSaI9X0tXyi//TK3E8SGJQ2xEiuR5YK5jWaHrgfcSaTpxOFOKFip1ewA5iNAwdOKkc45kyCiTQnrFmkB+KJeHNwaGBzViGtehRcNPCNMAO+OYXFVVD3zPGCc4M5kkxJZOA41FJKoTnK3ZvjKKse8MwuO+Ddq8YY3FDCH0nusHU1zO455SXz6+sjzteDDWvgMPHhkjE2oKoso3pUzL8t6p6QYT42UxrHmMFuX+T4SNjCCUXGok+PLJvPFrDJUt6njEDsBOtOyqd17cDczw4joKlYSSTMdgEcbxSUXqFvB8cecO1O1k6H942RnOEJdA46xSjJkbfEGOoxSPS0F/+a0gzBIHhJnQYenkQ7YI1BnGOujUUz3AVWZ6JLp+5hL1zWCFMM1cbGVwhTDQVtn4lRMP6GPjeMbVCzXz8uPESd0a5EczB/vNfx7YbfrIcTZnjOe/S805YPF0S5cjMxpDVMX/XO0bv+GiQvrM2jy07Wzawrei60nTBO0WMEoInN0c0Bh8DZS8YPyhvK1YPzOT4yk/8R9R8o/XIGhbCdcG5g/Q00bpiaPxb37chQeiu4b3DqCU9e+rrHaGjFWoB0xpqr5TmkZKZR+XtNnBlox93VAR3gRNpFtDjA1/9uQf/3c/BRQz7zdK7Y+8N6Z305c/Zc+J3fPmsbz3aTjsay2QI3pxw4DnyI//2P3yqNYYQJ4ilsioEeeBcQtvZTh4hMvU7Rg2L9TR3wfqFNl3wcmC4Yl3kKXiMgo6z/X/kN8QHXt4vOG2E5dRMrtUwphlrLXU0khtUGh92xZrC9SnigiMmGLkQo2PEgLEVkcbYCvMlMapDTeD2138V3wdjDJAFrzujGNzY8a2wVmGeBujAfourwLd9zeNyvegf+Dt/H0dRkjV0HViBRznPlkeFtFyx5ZVSlTBf0VAZqyFdPGMfVAHh07lQIkMbrmTKsITnieN+sFwtx72hixKagRDxTxeOb3yBt4OqljEG85OAGsa9UAPQPSVvqEkstvPYlDQJjEg3nSkN7kfADFALVhU1A58L6k8J0/AJVytC53f9YODnf3qnVrDxSrCdZiNTfaUZAefJKpjakDxo1LODREPiFe4bYx6gC9IPnLP0PqBXjAp76SwXjxrP6O7MyBz9LCLbiMkfWduMn4XZWcohn2zrA+8M6zYw24q/XBi1MzhRBrY30uXKMRoxrxSxZwo6GFw89ZCYAdbiTOO2DqLzdIRiDVoHkXJCjFLC9R21jloazThc7fjPX9C1UMuBX67QNlqLjJp5ujaOzfPfvxv8kUcliqV2z54HMUITgy0bNjm2V0GeA0EVVaXdV5gTMGGsw+oDS0eHQ4Kn10rzFied7XYQLjMcA//yFcr9G/RWWdxGNwvf9X1f4pd/4RVbwUqlT5bvl8qvWMfH46yXiRXytkGYCWIYTonVo37n2MFHQ+uBRe9kLIIheujdUEan6ThrZg3ojrDM2HbHXp8p9x0/WawM9m+uhOuFhse0FZzSKmATSRoFw/W58+f+1P/C7fW3YM1DrKH0wSU4RByjKXY4XryixpMuV1BhqCHEwOgbuoG6zigFe4VgG2Z0jlag3JCxk41gjWKa4izcV0OfFlwzZ0tLlOOv/gp9ePaiiKmwP9hvhtebZ82dx9c39MjQIm7yn8TBHQfYKRPyjV2vuF6R/QF1I5eKqY1hz9j1enh0HFjnuWXlZ3+mY9L51CH5zrad041HGeS6cD8M0k8xSvWR+TpRa8POFupKeBLaFxl6Z6il9YaKo4syXf8RxBrGsvCV37nQ2sbtPjC1YMtOftxocaaNk2D+Vhz4DKPT9wHHRnIFnhbS1HCx4TSTFiFcFvbjTsuV5hLHiKSrpWVH2Q7EDowPjDy43xsjK56GtA2TdxZfqOvAGkP7Pf8mD3eFVrFhRnPFTR673am9MplG2d/wuWOlwhjcvlnZUf7QB8V15bAXChZLph0FdzR6irQxgQNTG6lXtCn+Op2p6pK5LhujnxtE68pROiM3nB2EGLHO0osy6JA/QgykeeLj3bCvmb/28x9Qb8B3egqMvfLzcuUbt5PkHk1FcsaJMLuzcGvb6bStOmEbVBGcgeqfMSp059GmFNMZU2SIQzxcl5mn54k6DLkatkdmipyA49eCX2bs5IjmVJfWFpHegYFxigzD9vpbeMJURicNCEkpZsDwPEikpwQuMMZB2wsaL+fTgrUnHs5a6jp4ZHdOlUaHsxZ/8XTxiI/wPHGUwhDDy9xo+UE1gXU70O2OPl1xPMj3g3pYdHlPLwUzDlKceFoS+9EJ10C7F0ozxA6ExO2joU2eIhWln2PHzjNPQh+D6hKtwGwLthUkGLw2/uM/BLYWXpIyhtDMgvYdnl6QIbhRqMWyGccSlU7k6bMr7lCwjjom7NMLUlZc23Cq1NLxXcjyX7MERY/Cr/2vH5EB0yQ06zDhStaIb51l6UhvyPEF+TbOsJU9Z2JEB65X1pbIBWSJjP301sj8QrAWmvLuZWJ7y0xzxpmO4thvN1qAZB3XJZwtd52JFYZecYtDQ8D/7L9CchbEsmXFeYcPgXVVTDuQNIFxjOeJJooPjtPKWjE+YpzB1TvX1HGzx1+eIAiuCWYU0ovD2s7HGlAazk/InjGuw+WJ0YTDCMxXvDaKCPW+sr6tyDD0XrDqUCy6r9iWWV4WXLT468RkBm1YTF1BIlKU2TtG71QCGYO/XBntRDhoj1Rrqa0gyX6CMN/J2w2iJ7jOnoXgDdI9U3KID+TSKFvGtI2X6WwJ1yEgHUmWshf09iBnRbWRfDuFWO1M/saLkAm/aTCg/8+vgdBQSu9cEUYwTGFjU0csGVMM3h7UTdA9U0ull1MoPOxgWldsb5THTnAe7RajQhqVfm84aVgjrCw8J5B2MC8T3sLIO80k5nnGB4OTOz56Zu9522EYw9YM9thOOrdWmjiKHYSp07LH5YodO0s4sPGCCQ5HZ/afEwIn9ezlc8Qr4j3/0v9msTYwuscsMz4aYnKwN6reUHPmFb5kd9Zh6bc7b9+48/xdAW8tkxt46egc8E8TRiqTg/gykYLgvNLWwp/4dwLT5NAKHUvNlUDh0RpgMTYT0oSblOxmur3g0gt9BKoa7JGZwjgHlAL4zwLmuGODYFLn9rbiZ8u9zXS3sK8rYZ4xtdJHpWsnZ5gnB1eP1B0tBmXw43/mp2D7gk0iSMPFRGuF6SlgLKxrwVZLeX1gc6dJJlwCXpVIoVThkYW310RZASkMVSRG9mNjX5XWKiFkMIH1cacbRy+d2y9/g3gJTMESzY6bHGFJTPM7Uox437haQ5wyLg6cwNH19CaTcHWnjwM/VUoDdYMLD4Z3qEBwg5fkyFmhD5pAF8UwiLZQ20ouleQsaixHM6xHxz8HahXSPJCaOUrAeU9zQvJCxp8dr5oxLjLyQI1SxdLnBRcsfoqICsUKoRtECiIDRvuW7s1v+5rH0/NFf98P/W0Y6xAXMLrTNGBEqPlBCAu97QTvGEDr4GPCm8b+6OAa8yVR8jgpTlkp+Uyj2tTw3aG2nY5R0yl6xbQHzluG8STvWPPAjUFWQ3CKXhem7UDIDLV0adQ2iGlCsez3FZUTP4g1DBvxFHo7iWFVLX5khlNqv3CZD/ZssX3QO0wXYX0b+Dlg+s5jVV5+93fw+EbH3L5BGQHnBmky1GoRa1kfOy/vruylkGKitkbZDpaLP2tE3XAZDxqWYWc0H0yTcGyN4SLBw1GhD0tsN8LLO/JjR8dAl4S0gc2VFgRaZcgV6zpeK5VBXzMmTtQuSFOW3/7j5F/+z6jWMYdE6Q+WMJProDJOBUA6/+HzvWPGjlkSrXTaCHjprK0xvzwxjozqSUu3vmKbAR3srRP8wvE4UO/OBdUEHML2qEjwRHNuDrdmmFzn2Bs2XGh0ZjuQFCmPjNII08yP/d6Vn/gLgxQcrVU0TNhRWffKdTF0N9G3A2uVPCLXF6g7uF7IGCqBWe+oWRjS8EUp1mHG4Hka3PPZwu+20bPFeYN2h51hy5nFB2p3aM8MPzGJMsg4Hxi907pgesd4AYFx7NRq8B5y84RgqaNiiDTp2ODxZmDUM8qd3CzeKKMJujyj652f+emf+a0JAxoKhoqMgjUDWyu5D6IrRG+ILiNj8Ppo5Dzw5jSaj9GwQRASe4FuPX50WimEZPBpkEns00R1C+u9cWRPWc+BsOIcHI1NO8ZXxA6m0DhKgfud/bjzdt9Pivd6gonrVhitYNKJoss6w/DYNqEqOKt09UgLHG1irIrtB3kT6rFxy4YnO6jd4PrOkTvZGFxM6K99E90c7hK4fpZ4uniqGmgbcXJcF49hMPX6yfV6YM+TOW+vBVcrZRiCdo63DYxwewxqP2see1b8UJJv7CNRbm8ceac0Jb916nFgXcXlCupxY2fUztEEY0/nStdTeXj0zv1XfwKJEx6l55WAsLZIj4Ih4uLE6NC3jrOGHp8wYyDA3/EPfoVhHBc89n7gy0rPO369Iftgf+ysR+biHUMD3g+cHazhSq1w7A08XL78Qnq5MGRm+RSHH27Cs+NsIcyQa2HoweQdqoU/+Rct6SlRiDijzHInb4X33/nPU0unPkAx2CnxfPXnIOKoVOOYQuRLplLtlY7Sa2X3CWzhslS+1j0uWR59IpoL/pqwMWKuhu3ovF8iIg7jHcZdmP35xJ3XQT4qx+PgKEppClPgeHS8S7hoyV1JcaCTwzqLaIVgmcl4I4htrBox1qGXBRc9pmXSMn7jjXEi8rs/KSb/xsdNRP4FEfk3ROSrv+7zf9+v+55/+ZNq8hdE5O/9f/g+PL27krvDG8iSWJLQesOI4ck1SrN86Z0DZ0nLzGVprMVCOi3tst9pe+ZezlBReduo647LD3gcODru3RWbHPOLYKxj1opiMEellc5Rd+pema/hE19TSNGh9ThTppdnmk1UtURTCN6RkqHaSG9vlK7QPSqWrneC67jL+U/21izahfdp5aMmanVwCZhaqU0Y7SAfirgvKMXSjp233dD3SpueWV8/4ibPoxxUgZqufPjGRhuDtq7E2dE1EL7yl3g9IEyD0R3Xi9D8woaji0Els9eBSxbSBePOY1bwFSOWqmdxjm4Zo7KXhtdBOTrBwDU0KAcxCt/7Z34KlXF2uFTOXdFmyB1pB3VdMebPs3elzxY3dcqpFeZ//m+/SrKdMgYHDS4XpuSwaaI6S3BgJfH1R6TfP7IWhVbxmvFJcEbwZLavf+DDVx8c9y+AgXWfOiB+RtXy4bVSjo6VTw7ezRCi4pxHW8W4mY3PCM8Xysf/gOSF9GSYF4PshdIHwQyaLrhWKc3SEa5hfFoIA5J3aoncV0tAKfeOc7C2hnETPXfQhFHDfgz2NSN+kPVAayFYT5wCMUbi9cIlGqYl0nrABYsah/gFZ4UPN2XUThgdvCd9AlSVfWccg9mANfuJAKBS2oZUfuPnPFT1Fz4pJn8/8LdzCtl+4tPL/+7feE1V/5tPi8D3A/8o8APAjwF/XETs3/SNBhxbQ8Swl4y5OEQVcZFqIl97JEQb7cgYlJ4re+2EdlB3qGqx0xMxWKKLSIjgIb3/DGc92UUkr5iSCdfEdu+EAX0EBoVhhVQrizFcrx7TBNcr+vREtpF08TQ12HpDR2GSTB+RMQw1KHFkLrHSu6U6peY7wyfutTO2wjE878yBm69k+4xxYMYKbmGVk6o9h4iN4D//Xqw3NE0Y49EYmfIdzAL5gfhEaw77uDN99kKYwUigbhln4PFLP0y8TNjWmeJBPyzTyIS+09uZlZi9pR0F3Xec6/RccJ+SoMtkCYtwuQjpMvP+YsgmEORglyt565Asowl//R/4w1AONF7oOELw9KbIXrA+4kSo/N045HT7vglynRHr+dHfXrGiDJfwbiIXgcfOJhZLAKP4KHy2fIZcPO+eLngXOW5COQrh6tH4jL5/wT8F3GTI1tL6p7GQaJhtx/7Bf4ZlChRziquCPcB42utHLtezzrL0L4g8UB5UNyP5oB4DnhOUdm5i4w1iwvWNNVd2bYwxEO9xwBIHbZw6C3NxeCqTNcjjlZ0OQ5ivHrWCjwaTN4I3WO/OO9TC2HbGOMntuTjMdsM6x/OXMzU/UH/h6bPL2dHTk9eqe2HvQtfESBbHzsHMNDIxDoIL7Nb+phdM/x7gr6jqX/2/+Zo/CvynqppV9X/nJKj/8N/0J1vYq+JdPZGEe8UpQIeWIQVkMvjpBbWOMiUqlzOROFZEN3qtlCy0dnAUwzQFjnthHQ673TiqwYilf3jDhcFAyepxUmEYci+sRNoY7Gtlz5CPgydb+LU3Rb3l2AyzhTzMqXKgwYeMKqwm4m1Emp4Tq3awBAvvHZfpdGjYfkC5U/eKbYPjbWMxnThHbBpsWahf/UX2o9FGI5p6dj06SHT84O8x525pLcYORutwgL94RkwMD5evzNQj852T40/+U4HMQNI5ZDWbk8J1u5+Bu8NaehVcSLS10nfltm5wCB9fB6/3TjUT1Io1hmWsVFHcvuO88qf/qz+LT4nQDpwrGH2D3nDLhZLvqJ3RH/r72YsnaeP6f3L3fjHXvWl91+e6/6+19n6e531nhoGGmtChFIgiUG3LDJ0OLVOwJkaijYjxzKSNGmNPjemBHmhM9cQ0mjTRQ0iNVQ86Q2mBMgwtU8FpEarEdqotUJiZ3/s++9nrz/3/9mC9TfDAoL/WdJx18mSvg7138mTd+76v6/p+Prag1g3rHf/DFyZ2E7heC4aDB33wkz/z81gDbRSGmdhi48v7r5EqxLdv0ZMFk7GLo2qHaZHy3/55/Dvb2uKELjOqGPJ6gDHY//HP0GrB9kiMhWEezlj9tFDEU4xnS5pcJnr1WAUZg/UG3Tu2N0z3dHPl2DJNCddZkY+BNjNaRfQ1UI6Elo4q0NHgDdlYshlMYaDbjZoGVEVYHOApe6XVxm2P5+JtNX4EGpZeN7qydK148+aCcTNlK5i20rVHlGOUAz3PLL4TVMaIIuJxbiZVTUzu9AQ5+cceyf9B4Id/0+t/W0R+QUT+KxF59e7e/yPVJPxfdZM5ZsLsUaZz0Z1ZN1IfxOzR1wAq05tB2DFGiF9akVZRxtCbR9SF2ipm0kiFSd3Z06DpcwpABU/tgZZXRlVYAckrF+7k0ekdnPsQIxf254OLVKbgsB1iClyNxveMmE5rDas0iII8UFePdZU5BLQudK1R2lM71Cb0HVTKyBBsH3Rzwc/CgYf5QreDrjRv7pl50ogEHuxAcqX3SBoO5xeUGXz+l4VxRNAN5RRXC9P1Ql93gtc4PdieB6MN/vdm+f4/0+it09cVUyt7acSqePSR5dFCTQxfGS0xdCa8DnS9UHsjqDuTPt281hmGnVgzpF2xD48aje//Qx9nVOG2JuKw5G2QtSWuBW0MukfCL36Kx4fIkRvVhNPREguXlLApcVRPr4baZ77/j3wM1RSSNb0IbnSWb/1OFtPAT7T1DMf1rVKOA9Ub0x/+Z6hSsdPM3kCpwTIJ1g7QglUNKQWlGqDoqjKHSqiCiSuBCMoj1mHmQdsSXjK1Go7Y6IsH14GBuwRqG2z1lHk5N3jJASkZ93RFvatD1KwxVp8GPD+BnijKM0TAwHbfib3iZBBbZ9JQS6IZR1caozQqOFTdqceN3jIY4eGVoZjXeCV4p2jO0dLB/R4Q9S6d3hSeg8sT9HLQjaBx52e/j+sfevEQEQf8C8B/8+7WfwF8BPh24O8D/+n/2/f8zbpJ5yz3e+LYYe+eURW6RzwHsu94ZZgD5GIYubFc/AnXAfRFU2tk8Wd3ZThHGgal4DIFtGoYXVBB4Z4uuCeLev11RGvZjgr2hOL0q0Z93bfStWU3lrreT03A172i1kbpBuUDTaAuARGLKIvpjQPHeLkhWqFEGFbow6ClIy1xtMHWLGUIvkbMgBAsFw5s15Q9M/sL8d5RP/7jbEkh0sku4F2l94RNcGItPNIb7nrlVga5JppV1Jgoe2T0hLMaLyDd0MVSwkJ3BvEaS2eXwEiNyXp6K2h3Eq7Ufke1QhbDHj6IlUwICq2EWjQSPK++zmK8EILjbSpkpTDzwqQcbnmkD1g+qGkm0Fvj6z+izprOGJhRmW0mMmizo4nAupJNI3XDj37qwzQj5HTD2M6YA/zKL0Id6MmgtCFMpzpyNGH3T8y//es4tkpviaEvKHWQekNby/H8bVijKC0zGQg6YlsiVsNtvyG+kbtlmjJBVgSDmoXw8MhRCmTFljJDK4ZRqCGICTwsASjkWlCTZc0aamN57RAFIWg0jT4F6n6GHutx7iZNOEXjD05jp8Frd9Y2RjkH9FCF9UgYaeQRMF0zm3EOmkUI8UYzJxJR9oozGv8KjmFI94N5qaxbJNPecWEb217et7flH8XO458D/qcxxm+8e/B/Y4zRxhidU+z0D44m70s1OYYQdMcwcOMUVpvLFZkXxAVS5KwxHCtjDIZUUJXp8UpsGryluQvSEvmIiFIEXUk5452GpnAqMu4NX60PcgAAIABJREFUMYK6vcFTsU9fw+u50VJCxch1/3s4XXl47LjXD5jFkd/74hlIul55UBGRTl932og8Pg4YnYVIthOGipdKe9kYW6QqR9MzyoZzW2+Eo1vcrPiTH0wMe84d5HQgPTFcIH/iu7H6jFerY2MkhVYgEjFmYPwg98rzlyKLteS1Uoum0k5F4Td/7KSnieEnfuyBMcDSMcrwaDToiake3LPG6MriJlqtTNaRtUUYWNN51BvdB44SGClhRkJKh9zpxbI+J8xn/yqLEUQsw5xFTK9OXqmpGbt4fvWXnlAixGNDtZ3YAqQCTWHtjJ4nJqupJfOJ7/v76JFwsyGXiksHXg+MHbR1JR6ZdTtIgLaCG5nbr+6E4KlF44kcu6LHQt0TWX8eUYb58kjJZzixcBYcbZioJaG8ZqtwP4R1j5Ryvp6d5empYgXSSyHljDUK1SK32w0vmlYrYXtm9omUO2MXrPfk+x36YCLjZ0XLBW0Hky7YksEFjty43wdfbg3rztZ1d4aYG6YP8jCED0xgNHuTMx3M4N7O95kV2McLXQy1guSGVornXXi8atJzwl6ENoRBfr/10n8ki8e/ym86svwDR+276wc49ZNwqiZ/UES8iHwD8Ds5LXO/5TfMuWFCoNp3wOGmKLWxvY08uDulrph5xk8WmwstKfb9YG4FYyw9FrYk51hvLFRxGO/Y8zmG3ppmqEq+RUYHrWekvuHNZknVorQm9UK/Xtnvwvom0fr5jzHTTM83cg9MruPF4qTSYyQVRWSilUFvlZgHdjaIqfhyxr6l3Rk10rAYSdxeDv7kr1f224rMDjtdQBRKZ0ZvnJPpgygL2je0MqAMazbUMlAyMZRjjEQRzSvfGA1a74y/+/PUCt0aPv69dx4kU0Zn0p01NYysDFO5XNxZ29kLjEFUFT0GWiW00qRuaK2wmMje5Kzv9EqMiTCf22/1yd/Pfa/I2CmtsypN3iJv1kZGY8pOU18kxc50eeImCz0nPvOZb+I4GqXupJpJReFZqc1Su1C7oPuA8A2kI/Pm0GhtCZPBTgtBWdLtQOfID317ofaCbiu5Dbw6YwziPeH7/igpVZRUzKRoKL6l7KeXuAtHVKgieBuYJ40xFmcVJiaygtvR8HisP+PtqSSMtxjriEkQbWnaoNRCK50XOnkfeNNIxyCljJIrTju80ezRkWLFHTuRgFf9nFBlMGrhUQdUaYTJIfsL/Xk/w1I5EWOn5YTHcmyNhqMcG7EOFrWDUfgJTHfvdJceWxMiC7a29wtP/4d31QKfBP7cb7r9n4jI/ywivwB8D/AnAMYYvwT8WeBvAj8K/FtjjPZbfsYYuPkU3ARdCLNGI8SUuPjBvQZCmBkG0lHPQNaiUE1xS5W+PpNzwjsh9DujKWzemQHfN64GRqtYLEUrNJEqlVIa9LO9t1boKTJkYohmni16NIxoqmncV0GCZU8nni4Pw5HteSTKO10NcrWgLMfaOLqiK4MPCqPsiQukUmNEtY42E0Mt0NvpKKGeoTU/cfmdn+E6T4z7Tmqa+z2z3wtWGi13NJHXS0cQLnNlS8KsGs7DEI2m0HOkmczhDd463h6ntZ0OWc+0LTImjwxzFpqjwT4E0uoYZpDjgTUTuRsmC/UQRAyoek6EKkuJDR8chk7aE+Z4xroTVux7Yn3183QlqGmhxsajV4gz/OE/9h0Ek9Fj8PRo6FvEfuu34HSjjYA3ltwb8fYFHnRhsgN71RQZqLgy6TtKF9p/9LP88OfOnMtgQnEwzIQJCjk23Gc/hSqJdpxYhHs2/K9yYXlQXO1AqXMMvcXGMB5RnVISJTdmk7HZ4U2jHZGrJHpu5JjZisbahKXjglCzoCWy5ESXRlcew8DOC/RntmMHbbGhgvbEkphnR9UTwcw0qQS/UXVFT4GYCu7xFVvrVO8odmK6BGSydK84eqbogtODkStHdMTWSdlgTEPnnToc3c4EH6n6/ZZL/38wYXq5XsZ3fPTbT+xbLMhlhr2hVQGjoVYKGqcTfr7ipsTbXwdjQWtF3HZcCNyPgZsDqmWMMuhRuR8J7zUpfiPT4xfQSei1sI4Jm1eYZ7oxPLrM/SWjtMEFS+sDLYWOpmaPd5Fa9QmPsUJQg2wuXM1Gi53azpH0tnwn7fgFnBNybEyTJcaE0pbWI8pMBDnxdF87a/6PZ8PCBtZThsNR6U6IUTBUmndMvbAVhZeCe3okpm+irJ9HysFydcSjgbu8s6Q5amvgDa/UyrobvNe8ZA01M4uBSTNGAusoa8PPgz0qjGm46ZHt+UbXhgev2daMkY2mL1jbUcHRUmUgNLGU3NBlR9x8dstSwUwX2BLRcWZ1LjPHexvWDxSaQUflzjCgLcz2HP8+doefDLYfJHEgD8CGEsGOnVtWzH5ipB03e2JpBFMY8sh6RExtuKsl3yPqYlHdUlrDAYlBTpXFNJRuDKZ3zA5B60zsC0MM5YiESai1o4NB3Vf65EArLi2x9gnPQRoncHl6pwU51QmCjIJoi9KB/fmFYhQXA6lo7OVMXgcTeflSQk8ec71i652MJkXBeQERpJ5jCQmPyztJNNN84b5XHh4cPSaUFmqB3CumRYxx5DFYZsfbrWMm4aIUsQ7+xuf++ldnqlYpwTtDbaDcGV03YaC0MHrDTB7VCloUKXbevlFM00RtnfXIFJkRrdHB0ctB3ISaX4jDoGePUxp7+RWkOpKGoTVz6LiLZ/bAfeO+a+zlAauEWipxO9gOKIdBhUraKz03Jq8IIsRDUXOkHopSByVMHH3muP0NMB2jQPogp0zbE5OpXF8tIIMsGgvcuuFiO7u9MlDQwVhN2TXW9XPhjJGedswoJ0DmFlHp8zgFs1fcV4WZJi5LoQ6FNw2vC0Yy901ROxSB3kAboU6Wl6MyxJJLp5vBulkUhWOrbMfG7AM+ZEor+Kui+xkzOX6odKjqnGZMAzMy3gqiJpxTjKbRyhGHg1ljjT9DYc93Jq9xRlAf/6P8zE/8d2cBdLpi/CP3rWOtwQyI20FWHus7zqy0WjlyoVTFZbkwtKIKpCPxsR/8CDRLSZHJdi7XRrkfZBVQ3/VZqIUnczJGeox8y6yJYhnGU/pgWEfrlV4XwgShPDOHga4NVzP1y8805yEJulne26DXSpErWszpFhaFLQcDgwgUPSNDIy0zTfD6+kAZgTAJJWWohXUbqHCmYVVeGUPhtOBHRSFnyrdNNBSzN/TlA1wWR1WKRVVGzcTbjcEgK8/j0rk8XhBnmebAng2vFoUclX1NmJYY/f1tIL7idx4Pj9fxez/6HcQuTKqxt4DtG7kqzDjzC8NZ6hZRfkanO01rrL/A+kK1CicKmQPlKPQGJd15ejVRyymGzuUklyt/RY8BVKyb6em9Uz2pLUocLSWMzTQxpA5WwGlhL52rhWIdvQqiB94JbdvJzdK8xxw7RTuuuhCbIcyD+1Z5CpZLary1A8xMWjfonCngvhGcI5pAebtB0EyLh5zYtlMKbUQj3jP2O9E9oNUgDENWp5rT+0HpA6kCXXC+cV8zJsw0NKH3swOhCru+YuOOUhAWz/354HqF0j2tdWzw9LTiliuWg1/frpi0crWDJpBrwSgNvZ6s1MlQzUSuEHpEGGT/iJUKNUIDYzRReUYuGGmEubPlCxz3M4ZPRV8vHM/niLxVjUtwvHdPTE8TrDtdBk0FTBCu1vK8rfinJ9TzMy/R8/Tg2GI+A2gpcl0Ce2mncS5H6nKFfMeYQC6DgWCDpm0V/ThT9rPQDh0rZyevlYHWjdY1JpycW3cZ2ObZtMaUTi2F65OlxkbsGrpH1TtFPPb1h0hvfg3TG1k5lsUwSju5M8ojDI7cTzBRW0lDIZwZKa0N5Z2PtrTG5QNX4vOdMQyXq+F4iTCEqiYmFam5072lrBnrLU0UqWQefSHVic//3F/n/vJVmG0ZY5BrwxnNlhzOZMbk0IumawUlMbaEcxZiQ5wCv6BUpgbPrAa7spAiIRiUGig/sUVhPwqlZZ4ughZLy4ORC60L/fjSifmbfgdj1iQ6ZQyUKuf2eijUqHTd8JOlGUdrQmVHI2xfOkj9G88iWs9UGUhP3PkP8ZI4XipGOb582/i+x06rhbzdzyKpG/RSSONK8x4pFTdZnPa8ed7Iw+In/26HUHiODjNNmD5Q1rNtz3y/fotukb1bShnsXRicWkRvPGlP5H/xT2FNRIvlL3+yIceB1vpsv+ZKCIpUDZMSnOnUVLEG9pc7L0dn6Xee5kZqjVoLs1InNsFPqGkhVk3ZG1dJiBX2IZS8wX5Q+xWtLE1XVNnItSCt8vy2MvUXatI0M5isQ23PBDmY/UBZiMPx+kManQvKKuZwRXnLVOG4ryCOuu6In/A+kqSzPCq0aYTXF7LI2SXzns16VI6oronDEtGnB2YtWAHTx7tOX0dapfjzCNqdIReNmEF+7xnDhuHKUSp2TwhCsPDmvULtnDZCndlio5ZM275ICB5VDNI0ae1QBYNmL4O9FFqL6LQSjMHqGR9O90ynYfX5HUdR5Of9pIyZQXzJtFgQKrPjlJU3Qz8aDwscA7QcBGcQFei6vO9n8yt/8eidoYWyridKLVXq2xsBQ62aohaa1si+YmynCbieGR7UiFRjcOWgiaZJpB6J4BzKKi6zYnm8sOmJWjLDdZgU3kNrHtsPRvkV6pciUz8IM+Q6M7uKnw1+mmh9wspAFJBW6JY9NcJF4cwXkFZQWrFMBus0pv8HHF2dBHTVmbzlR3Yh7oYlaEosFPFoEYK35KPTmKmiyEfEuQtVP/CRKvxrn8zMi2fO75FHO8fz81sUgb+wL6zdUZJCDYdVjVo6Yyi6M1g1+MCn/z32Ythr4Q/92IQP50CSnR2qCq10gmrEPijlxPUfuzBPE1qfnIlUhDAbWgKlGkbJSRozCtEL88XSrQE9Eyo4DKsetJqwi8dojziNuxjGpz93pkLNhAs7j5K4/ssf5c17jqNacm2MMegUtl2z5YrxF/ZSKfc7e880ccwf/330WnjZFerhFaVl4j1BtRwvf4oyBvfiSGnHC/yR3ybIZBHVeOVgKAd6sFuhrpXWhTWfu9G8C0cdSMq0eCfQGcbh5gdKWrGzZdCIMohb4zI7qrLUVilHZLpMXF5NaDQyEsMLk7dMi8BFE3PCusEYluAujDCTkyBGk+9vmU0kroWaKmgheLjvnZjsWZcZYJ4mqjj2crANj1UHSgv2Gph9IFVFioMwW7T5rRMi/3fXV/zioZXQ9kxThmocXTTdPFKPlXA9LfZKK47pAaRAEWpXxC82SgwMKk2dasW4GtQczhpC5iwUpogb0LTmogfHm5W8VfI8k4egRya8NsQxYCha23k+Oqpl1j3TyspoiXIkZA7MonHO8ZI6YiBMnW7sSei2gz0WPiCZPhqzAyZDrhp/UezVnGrDlvAanI5400Aqdp6xT5dzivR45m8Zyw9/qkGpeKcZWz4hOCz0YLFXjQ+DB7WhbcFrTSwNaxotNfx15r3bznKFxSmUSrAm5kfHfR0M0zBSEacRgdwKrTQalSPBX/7zP0XrnAjDAv/xX/kcRRxOLDI9UEfHcTuBpN4jreIWh6oHVnl0GGzbRs4HqhlMbdR//mOo+XouUvEcC//in/05/FUx6zu9KCQstHq6TCZJjLHzu9RJX8vHgFlz/MRfhS5c/IHNB250hmiCFob8myfGb6poH7B24se+3EhJMZ7f8MU3B4inD4cWdYKyVcXrTu7n0ap3cN7iHj9Ex5C0o6ROqZaWNNnMeDzjMlP0CZxuuWPmCaVm9q/9NnofGPF0rbD6hZdDKDtoNVNixi9QaqHlxNo6pmXEOVo3OOOoJTN7Txfhwx8MmF4ZuSBYSp+hduw4UZ2NgHfC/hLJ2x0nwnS1PK+nNfD9Vi6+4hcPEUF7hzIaRzkr1ulOapp+nMnLaVRMq4g1VNSJjHt0uLnR1RPKvmaMA2sbMhprq2g6RuI7G3nmYX6gAvNyTnuWN3em4Ji8pyuLsx6nE8EHhIaqA+ssi9c4bYCEG6+AQSsrOjhiCrykgIk7uQ1SgTk4DuV4XAZbGlg8Y2RaNfzpv/hNGAd+sVR7Zc2DuBc0kLeV/FyZJk9Q53ElsbB1YR1CXzy1NxQ7SnVubys//aML99iRlCnGE3Sj1YI2hZwVk8vcNkNOhUigec9og+AriFBM4BgW6PzsT3r8NHgKF4TBH/i+jyIyYA6oDv/+J373WbBUitxOefPWHXtu7C+ZI2Xcq4XpopEuaAspV8oO4yiInlDGkW8bTgmXDy3scWP0hDEdpQN+Uaf+QBzzaFQ1ccQLX7CDeVFo16AnfIDJGmJW5KNzbIpeGgdA93jrOdYOR2VLL4xmUFpgfo2lcZ0awZdTY+r66XL9+m+miaHvBe8c7x1Cj3ea7jijUPMDRgtWQI9yirFbJGiNnxR+cqR7ovQEv/xzlNxoGnJaeRkLT76eLplRUW0gu8ZdPCNrXl0MBY3KUOh0K6j5QkqJmgu5KZQU1uYoWuEk0YJHK4MKFzAD0YojN/TDAyMXSkxILjgVkK9aV61wTikORSv6HKaaPVoPlINJQZWZrg25C8oIJVfytvPBB80yRXR/ISd7ouGc52vnRBfQQ9F05TorjpqQJgzt8F4QDVsJHA1MitjJE7XHWo2Io6ZGHYakLG9KgPmJo+yoXpjQeFWZVUbXSmqGi1Z45fCm8pwqeR/ndGWOWO1QWvjjn/ybhJGQ3FAjI12hzJmurNkwzECFCcWGt4rZNX7mx/9dJrGo2qDslNR4kMg0Kn/we2/o+UIVi66N7GfEePoez6JmD4QZRuu0CvMf/M/JRRilokRYjGGRAmL57u/ptGy4bWfQjQ6ahnWCkQM1zfhZ4clIj/jFsfjAIvl8oMRwvD1477nhTcaVyNUrzKOjzBdqPmhlYJxw208auPcXtpfKqIp7Aj06eXRa2mEyVDtwbmUMyEfBLa/QXXOPcOSdrjr/9Q9AUZ1jGNqWeXyowODx9cz0jU/8U7/9ytAOaqP3wrw4ti0yhubojR4LDeh/9xdZTKPrgSqRD18Vr6ZATieMOuZIkULMO6oLam5MxhG3QrwXxBaMARc6ohTLVCjHhppfQc2s90SvDTt7lHccRshrZJo79+qQeEd5d4beWqdvO3byGPGQM7FrgjugglWGOR+89+aF+3OE3qmtI0w8bL9O6gbn3Qm9lkh/nzyPr/huy/XxOr7z9/yTmF4p3eEug31TeAPGWGrO9FbpLuClcYwLk9npqeCtsInGIozW6MrQdUDv71GURzOYJZOLoqvGMQJPodNz4cUuLPr8xYqtMy+d+KZg5oANmu2W6DVje0ctpxNmNoPaM00esXVjTJbYNFPLDIHcNVqDURWVC6u+EEbnMAs6v6UpsM7Ry0RrEXrkYjUpJcx0QXqD1qhOkdfIvDwS8+n0uEydqD1Ch36gakfmhZnEjRmXGsPCqBBrO9mwH1hoe4J6Tj7eXxqXh4Zg8cGy/vefoX7Px1lmYd0rk4e9dPKWmRdHoWNNILBT9ESNHX8x0Aa1VlJqLMHzsmeCFZw6Q2TGXdlrQasOPdPMlWlUYhsoJaQjYWzHmQspn2CnZTK02FiPndePl3PWo2aMVFYmdMkUpVl0psmF2Rw8H++Ayl2YJoUrK/d+ZZ48+5sXlNUoIrhH+v6GMc0Yq1Ayo0vinhWLvlH8I9413q6Ki+3kVJChcNdXqPiWPWU+YoSHovjlB8vIFZpHDKfoiUIvBn/5epJ+gz5e8AVS3FDhAWUEZQdZPNOTo769M1qmdoXtmn3MeDuw40735w+J9IhMH0RqJO7PTIvj+aYJOuEvjvzSzlj/oilVndKq3tG1wEgUt3CxiqYcP/uZz3G/b1993RZEECfUalhjg71zXTRKF2obdDVw7gStFAxTGORcObDgAiN1RqkwNFUUI20cw+OdZeTOeii69ZQ2EQwchyISuJJox86QzAeWQT8U4gWjDC9vK//KY+Brvsbjv2bC2cwY0FiwPGJ0oQeLMg5dB9or9GJovZCaIh6w9YAaB4mGtIizg/ICdgzCMiPpwFSPUFFKUUenW+je02LHTZ54nFzWy3ygJ4+kHe8aukHGMtVM1IHGn2OonZ/8dKbbjOLC8voBe7uhjEX8u/mWJ8vRr8SqTqjRv/QHgExjYPudTTyzBR8uiJuZxOGlMsRRj4QxjV4q29sDEXDGsK0RE64MNHtMVBS0RF9XdEknRnLfidIYVjF6pWhFXDXpWAm6I1qRYuKInfC0sA/FOF5IrdJbw/uODgo/BbqZaDWRknB1gvEGr0ANRQxPXB49I2/gDUsINDujlQblmRcNY8G2g9obRkWOqLGt0evA7IVWFQ8zaD2gPBNrxgfP39GGX2QQ7+20CPZG3nfGgMtlQuuEqn+PkF5QYolqMJZAHoPeK/tWGcdOvK3IUCgMk1aYWaH7G1pNbN0wikLVlVl1enzGtoSfJtJWcVeHU4VcFdPrGUxBG4VyM5Pq6GApSjOmBS+FvG5U8j92nsf/d9foUKdT3zcNDixNhP7SONpABYsJM6k7bN3oaQf3wExjjeAXYfTI0YCq6fFgcadOQS2Org1GBi5kOoI1wsND46gW6QpdhG4nmtVUHjhS4vWl8qnaeNnhuHnEL1ilye2ghELKYAzUdEC9YTAce0ePzjJZrM0EXTFuYfKWWW807ZgehVYUPf0ay+OEXRr3NmGfTvUjpeNUBNtwveOWQFOJNCae7/86n7nOHEUxB4vVjudt0I+EKz/AEMvv/94GW8HNiVwGRx3kN8+MmEm5s/bAEEHZBrnwfCto52hqobmFoAqxWjyFnCpFDWKsbKmCaIZ4nO5wuaCGpo2G9obJFayXc1aiFWIHpgtdL6y3fC6KsaJSh+Z4MsKDHxjnyV3zGGa69ig3oGfK0dDKoezCLp7aOsdeSLcvk3Nj0Z3nr/3d/IUfDbRYyS8VNw1kL7z3pR0tnv64cGuVXippfctwjuPLG2U03r6sVAVenQ+m9B0ZAxUKYgc/+Ce+FjNDy4rWL2zHQKmAGR0lGg00Dd3PaFVPXqsarBu8Pc42/0CYtCMEORdAe9Lc8ntnFmXdCmk4Uh1M88nsbUdh1EbrgUMCHcVWE7kNXLDYMkgusEgi18J0fWBdB/G9904oUCkwTcxqYN2FOi2UKu8bQ/gVf2y5XJfxse/9PZTbWyITZjJIq1AEb6CHJ8r6li4KrR1RC/Po1KLQI5IwTMFTjwS2YdqgYUE1asr0yWGODS0O5kCNneAaSg3qmBEqadsYojFUxDg2PPY40N7SpWOGQpmKUlBMIKZ6TnwqYTFC7hNlfWb2hnXLhGWgdaDUgtPm/K66o7Ql94wSjbWdfVUEVxl+hmNnKMUYGt0PMJpqArYk4jBM4/w7h4G0TLMTKXccHTdfqeOgJ3vuvmrE68Ee22lKG8IyK1pVlD5wRmOtprUEMiG+oGOheo+qinjcqfaJub1QpeOt5+W2I8Hz0HdG8GhvOG6VKgIdrlfh7Uvhww+D53FFx4yZAu04EBPo6S3oiU/8jsqn/3bHqwt5FIzzkPI5mq81b/bGddGY7/ks+6e/i0AnN4sPDWc8KY8zD9KFPDQmdOhnm7oPc/pQan3HV600FJJ3fuhbZn7kf+tUGRg1MBjW/iHGeMNoYPoduUyoani5ZZ5sZeuGS8i8asIXrUWNhrSBXjy3CBMN7zxav6KmX2fbK+HS6eNKGAeiLbE1Jl1o3ZGaocaDp8WeMnffqElO149kRHlyMiwz7OkcAhRvoHWcGcRhkVwAg/PCcTS67szTI4Y7PQ8iCt0bqRn85ADFz/2Vz7HeXr76ji1K5B2yzqPHqQHUAsYpbnul3t/QxJ5g11whQcudy5zwYTkTpcedMQpqVKooYq1oEbSCqTXELMikqTmDPmPZR+4Yk6n7C1o5mgrILKQ+0DVxvSrc1aGspRQwsyf1AGiCGfzUX/on8PEkd1/84PKo+ac/MXNdApObTpZEqVw/bPF/7D87q/CjYUZDKYj7wARLrCez0waPf7Qo3dAOtmYR6UgfOB0pMtDOUoqhdMgrGBln739biW87RVX2I2F0pyYw5jS5X0KnDTiGEJuCPthTIiahbislwctLR+VCi5FUNKqslO6QrFkTzJcrrg9ueSEWz34MjIOgwD84hrlivefLeyAVQSnhZT0o1pDyQbOephQ//19+jpYDNUVcuiM1IXlnjw3lAnp03GTpn/ougnugTTOmN6wOrPv5QM3eUHqn5Bs5QlEGx1ms5mrQ3iLtOPmqKLDwI3/75HsuDqQIZTSuQWHUxqup4KyiPHd0zzw8NqI3hMeGVZ73rEMxMDiqceRuuI5KUI2hDtLxd2AUZLLcD42QUVqx7RVHI/OI+20f5mGphAn2WDnWzHu/stNaZChPjo7SLUEnGJqcGs6rk2R/VHRtBBkMOjKrU9B1VWjdkLyyx07OikCkD0H3BF2Y9IG8zw3EV/zO43q5jG//Z7+ZbiZoMKnKoDO6YXiD6okiZ4rTSacqx2VWpAFWN+I6CEbINSPzlfa8c706ckvkZsAIvu8UcRi/0NNBMIZ7qnzkk7+L3/ipL1BL4hiCcg/ovtHqQDlHTftZ4Ex3WhamZTnrGDUg1+k0zD132uJ4CJURK210rINaNMY5mnWk5xVnQc/+bGHeYNgGSrBiKduKsgqrISZBWX8WvUShMRxpw4XHM6zVoe8rrx4cbw4Ij4F2y0xzJ98Hetbc7yvWXhgj8W1/6U/z1z76b2DDAgqSUry+OPK6kY1nyht9VLS5kGvGusykHEcaNK1xvdBQHBh830ECVh1UFsQ0vJvYUoN88jFqLih9pXZAGq5vZ13LONIWCT7Qe2UYR/CdNU7oFsmlModBVgukA68rWc/40E5y29D4Aek4GN/wMfLf+mlyUky+oRCEzpgWcnaYstGtxeYb0RqUDci+oR6faBWU6ZjhyektSk/QClpljuU1D/uNnB2vG7D/AAAgAElEQVS5d5YLHBHs5Ii3eC7uKqCOjSwGLQVb8wmx0gPRFrJjLA4bV7pkJL+r9QzhiJ3HxZJzR9mCMo4a34Gbh2a8o4oNe2XIoG8bwQpFGyqayRna/mV6nxk+YMlsWWFl4LwgyrOtCeXPmkqoiTwqP/fXfolt/SoMxoke9KZOiIwD/+gpPbB3Q0uRPDwxGZarQ08a1Sr3DeLzQdwUOmiaEmrXlOcb2msKkdbrSfFu5ux/m0ckroTHwFYyGvjVn/5fOFKnt4KUjjEvpAr1SNRyYK0mRkGpK+GDT2yRM3tjFcSV1h12Fh6frqRkUfMVrS1rWYAzH6PSxnUy6GlB9ULZCkN3BEXKlrzfUN7BAHET83S2lw8mKJ3FDT7wMEGt+HwjbzfMd/9evnjvaJXJ64r0SFwHmEosFaUceqworfj89/07PD54RCI/4zWLdNbbTomNUA7EOloRcrmDVQgzz3GQeuCc9TQkuXBRg+6f6EOfiofFQ1Fstx1VD8zFceydhsG0O9oPlrGjlMLOF+qewBiGKvTSKe+oXjJeGNIwk0V6P/0uptC1hXxjf4G/+INQt2d2MWylkn75s/jZI5KpOjAmSxONqME0V9rkablyNMHZiTYMdraUlFA0yqZIawS3cGwH1hhytviXO8VfOMrBPGn++O8D1TM6HZSc0KWT39xoquInIRY4mkGJgv+Tu7eLta3dD7p+/+d7jDHnXGvt9317TisNQUoMBmIPFEv5aKEFGkm1vTAxXAghiheKwcT4dUVsvUBjQsCLRmMl1Au9MQaU2tqWUmo/SKmVjyqkiIqUck7Pu/daa845xng+/16M3eRopJwc0o/0SVbWXE/23nNmrj3+czz/j9+vVIx2TH0h5k/TPBgZZMLBI82wLA4v+9F5qxEV0NqhFrbWqV2x/kTar7R1w8Yj19fWFZ9XdG1w/iQ6DhF2f5/onYyyvy1gCjY5Rn5BLXQ38KcZa36B1Qu/UEvV0Gyi9xt1s+QVTBxEB1M6Myo4vTJeMqLgtbAEMOkYqjLbjhk7pyUwnxbsUGoVmv0INTORO3OYaOtbJEyU641k9MDZmciISvYBd4KRhd6UNB1axGEjbx46XYTXT2+48XoMxNXBzoRY5aOv/DKkzRjbeH33jqIJI4VmvxyjFfWBwaBh+Or4tVjriMZhOYKbujf8+9/xGxAXjtH00ilFiFFYzoatrrzbPfMlkvFIG5Qf/XFM2ykFtCjdOyoHKS33irHglpneBh/MDnpDivK1reBbI0UhLgE1ga0Lm4uIREq2aLvjLETTgHDAnusr9zIO/AGZ7i+0XA6VZ1qwYmibHrMiJVN0Il9XNnNiy51yr/hksNOJWgbu5LBeGb2QvEEstG2nSCDIBFi23DE2EWzjN3+roumE359xCP6SqDuEMLMEZdsUaxzbWqnvbgiNqK9w+fAYy683ytpIyfPUOqZl5mkcpWdT6E//OCKDWsH0xvl8Ye3KH/9eoZqZlcjpcaZtmeoyirBV5fwYCDawpIZxEa4rYTGoibQs7OtgSgH2jtcb3gnXYuB+A2cw94ydTwx/AT0wDtpeWeeFuJwYoxFTIPjEfHqgm07YVszpgl7vhOWBKSprg75Avyt1bcxpOaRSHfL+hV+bv/SDhwjed6aHB9LSqJoPUMuo1L7jXcWYmXK6UE2ihwmhMgiIDdAHr9dDp3jbBsNYmlnw5ZUmQiuWunNg7kdjbRPFzoQk9FJIHJUNVwrOHa3wREeSiqSP2PcMrfP0aCDOVGOwvhPKRm+Dz/zYT1Hbz2DaeG+nrxSXEPmrUC1GOoqn5ML3vPx5KmD9Ru9KXCYYz3zLN/wITSujO5zzRxnUVtZd+f5PnEiTpe6F5bIwRUUwpPPMFA3zzHFBeT3megZ4Z9nvBZMWnrdG1oRbZqwZVBSvlrY7nFRc/5DlNB2cTG3sPaIEJCpj3ylqOc8JZwKX03G7rKXQbSCmGVtXjPcYd4ypB5vAyuHCLTvOLZhp4DD4+zta9+Trii+G6C10xbrI6eKxQemyQtm5PE4gnm04fFScsezBgT2T12Me6pv//DfRrGGOHVWP6Z0aHTE0/Df8QZIpTP4YbZewsL1mfsYYjPO0ZpjsjhLo//dPYKMFZym5krcV0Q69Ev0g9MaD77R04rQ8Uasj2HBAkCRTcmCMTvrwQtGAwSL7K90Yot3pITEuT1w/LjgzGCZw3Rt+mVhrxs/gqXhX0DDjgP32ihsdpOCc4fV6ozrLrsoUDHGxaM90Px3vezEoBReUJoEYPJKEsd9+4b0tv2BLO0v03D5zg6Zsq2DXDZ8Szg6QQwGZXD8itt6oapnsjtGVniamh8TWhZQafVQ8d4Y5rHN+8dysP/ggZcfkOzKEvO04J2zdMuxCHRNIYDGC5Dv3l52Uf5rRj/P5mhXbC4u5U/aKmT1oR8aNkl/pzh6293bnwRmkVxwF0yprU5yt+OhZdPDu6plC4H5bCV7Z8wG7DePOEMVKpzWLrcrv+PvKJEePy3qvdDdhcyV3R+2O4hLVJfryg5gwkVUYbdDUk9qNfhPadmVbj/KrEcu+X5He2UpHwjvM/Y4NjuSFKSZ6KbSuhKc3zG/O5NoRMtTG0E7HYsyhsMCeuJcJNw6kAGEQFEKwaHpgfgyYrNzXyjt1TEvkg8sHlC6Uptw1UUtjqxG3d3IRpnlhqGJ/5+/g5JXJKuPe2V8GJb/FLhM64Fu+4TvYnxv7BlaumClBL4hG2l/4M/S60qol4zHhIMSFXpkmA6Zw74DzR47pXoinSPhNv5N0ikeuZwrQlW6Vt9eKtQ2tDTs67e0Lxk5cJXEvHeeVUlckbwwLy+WClEILnrHuiPlVhE8ulBoZzjKfA3VfOU8GzWCjwZgFt1dyEaJVslbWW4cwMZ8tU8nYe+PdFV4y5HUcVapxCLRbU6Yp4Fuml8YoA7PM8PNpjHuvUPiMiPz1z9l7IyLfLSI/+f770/t9EZE/+d4M91dF5Dd8zt/5A+///E+KyB/4/J77YA+k88GUuERDFejXZ/YOpTasE96929HJ08yJvSpeBsM8MrU7mnfMepQEzXDYeAEtqDragGgGrg1GN6TFs683RjWUNePiiVEKpm20LtQxaBLx1qJ5hZqwdeXylMi1sRXHRkKI7FsnWMG606E6nD95AGp0p4mhpgkdHlUlGE+3luYN/+yvLbg/+m9wMgW1AZVKsZ7alHLNzK5TthX1lm1f2e93wlgJxrBfd2yMR0Ku7LjbyqLP8PxbafvOD3/qjHGZGAyYik+FdD4dn2zzjDFCUUOYVrpE2r6ylp2ijtYKvRYeJqU3g2537q8rrR9l1B4SNMvkDPf7kauy+g4oZJloL1cketAblorRG8+f/pgtK+khckZBC/fZ4KylycBQUePobaV6S7eeEhLru5XyXX8OZdBqQ6TgTGdKM+b604hrrPcbzVQYwq0JtUDojut1O3JextGl8uFv/1X8N//2naoWNQe3JYhhropRx7a1A+Pwqtx/4Lu53eGqE27bsF5xfbBhcaKsmricEx8tEc2NyRbCvDDUENwJIxZtkdwq8Xxiu+2YGNlv/zttLbgJ8npjr4FwOtMK9NvtACrNgXp5oO/X4w43JAaQ207ZD6mUe5yZw8achN478vqM9x4dFd8Hen/FSid6GM1D71/wncfnVW0Rka8GbsC3q+qve7/3HwFvVfWPici/Czyp6r/zXi/5rwO/F/hK4E+o6leKyBvgLwNfwRHqfgz4jar67ud67svjWb/iK7+cfD9h4wvNJpJmdu3Y+IDZ7gx1xGjwqVNy5/68484PoOthYd86ewyICuRC0Y0vOU18dhNQS23vg01rjGDxvdEBMxyl3UnLG+77RkwO5yxly1itjC50J5gWsTYz7ExwO2ZvVJvoDuwwJMkHpcoYGJ7FZW5NwHqiUcr1jgTo3ZC95yPn2fLO0MGWlafLkdTNY8JRcCfH5C3Xt3fi4indYYBRPkVIP0pkUPHkzeKnQesRbRu2V6wVbq1yiYkujXVVvDR8uiC+IXWnZCAkDHoYyDhh60ZcIlVBnUFrx1jwteP8YCcgxh1YRbHUcuW0zDQ5Kkj77YoMR2PisjSGRMq+46NH8o2uDtFOVY+dElIrYy1cnibuW2Pvg5AOQhtuYvKG/XrDxYm9dT6aHK/9wBimZMmlMDHYc2X4GbGGYKH3Qc6FOUTqmunRIFulIYQlEmzlVwJ/a7eghTIghkC7Z9xDZPKJ2+sNNweMF/7JLzP8xN/wDD00jkahiydRGd4g3qLNMdpGUccSMuuuSAxI7vjRYUm0tRHjYAzFpBPr2nAOjBPCqMxGeVGQonQNxItjXwuTH5RDGEDXdiAp4oTJlW4t85J4/uwrdjoA0sEMrF9wcuV6E0Jy/NgP/89cX36eqi2q+heBt/+f7W8E/vT7x38a+KbP2f92PdaPAI/viepfD3y3qr59HzC+m0M7+XOu3gZ7MxBfWKLhbBp2Uqwo5uVjqio2KmNktmvBq7J8EAimMQkHFdMaxr4R2yH19XLiZ24O6wZ1gLXC+SGgXtEuWG+w72+7JT0hFGZjcE5QMfjlADJP0ROdx0wOEUOIkKujLZFuwIrgwsRGRGunNrjMnXctQO8kOttewAjBH2JlKY2XlqkKOEcIFoyAwmke+ODhunF7rUzBgptxZUfHAP0RSjU8XxWtOy4a2tYYdceYQTfC3oSUJrYGJUwk7wgpUfp+VKrqhEkTYWyUuqHeE/wgRMtmAjKOC9AYS+sD5yBncKZSc0HUMPnO6eEJhsX2Hble8SZh0sLldCRCR74hTrD1hjFCMhYIOAlozpTXgj9ZtpJRF3Fz5JyOgO6NRbVxfjjhv+cHeIhCQZAxIFe8DbhSuJdG95E3p3zwbOtE3+8E79lrJc1nLIqNZ+wpkVyjbIP/rQWsrgSBp+VQkHL5Q5i9c1eHwWK6Ul/v/LW/WqnrFdadED1z7DjpxNnQtg4KX1SeUSsEqWROyOkR8gEXmt7M1NLxDky0GDco207plVoHKUxkEW7iUY48ktjB4FCObvvAYBDTyU3wDjAeHUqVwXbfSZPFixDzRpo9NQi3W8U9RJoI8ouQ8/iEqv70+8d/H/jE+8f/IDPc522M+9xljRD9ADXk0rhvg7I7sIHePCE6ZBju+4cMhOYC9zuMvmO90s0xZ7AsJ/Z6mLLCYvBJUJmYoqE1w7uXFbEzabI4AcMEDJY4GAialDA94uvK9q7iUuSlGzR6JMDqJ5wFZzu9OSbbkZxpecdYC+cZlwwff3xjSQPawKjBW8u0TNxbp/za38YUQMaEWot6OF0ctw3ivFBb5H7N2DCRXKVvGamHAc9rpzrDEMtpOYDJ5eUtxIhqx6MEPyAodQgnt9PXQfEwcJzsIEbFIpjYaXSWKVC7Z7KWESd8VyQ4LAYrA4s/KOsny7ZBZDBHQ7WHALz1QXKGq5tAzIEUHIXaIn4kXLmzdcemga0dd3vDbXh/8Eh8iHQbKNKQ7cbbq+C8ZfYNo9DWDf2a30Q1Fuc6OMfsCy+3gg0LDyePLULZDX29k9sNGQE1g1KhsdI7DK5Y49h3gaykcmPXma0FbrXy8GGitm8Hgfb6lptMqBh6eMJGB0PpJ88f/u1Hwr0CxXhcdFSBn1kO/UKYI63dca8/Q1gm3NOF262QgjCckO8eo4+MMXiaPMF0tusr3Cvb60Y3htf9fuSVnj9L344mQfseWL2EztY9fd/QJYFa7Byo6umjY04T0gzkg8TOPRNV+XnNefzDluo/wiv4/1n/L91kbZjTGeMSrRYkumMkuzrmc8GNFTs1TvanYRii2WEY7Ajsw7N/3HHDkotFBWy6UO9KrwLbToiNKDfS5QOmadBK5V4bJEsyK3kIa7M4AuXdW9YecMlixuDxZJA10183PukbLVei6zTNFBSs4U9929EGbtsgOaGbE3UHEyISHa3kY7pSDPqTfwlnDbDjWeldqCNC2dD7DdHCMnlG28glwnRBimU6XbAxMCMY49nbjcl2ptMCfcVqpbZCV0hzwDBYuzBPlYWBmEKxE+sKKQ3q5ildGN0wmcwBV9/QvtOHIFiM77QOdXfkVZmTw8yP9P2OAK0JSmbbMw+tcj5BpPJ6HRitZAeH7LARXTiOFK2SpGHZMMFx3XesFOz9zjIfQJvoYTNySLW9h8sD7X6n3G8ELYx0wkmhaeV6VSQZ1mJJMlj6SlwM5dYPbcIwLK7STSL8lk/xwUeKXwLZzfg5ot4y+8CtVB69Y62WZQo8/ivfeqAAx5X17SvBg2zKn/hei5eKt5W+FYxtSB28XsHb45g1GU+8LMc4wusz0cF+W6lZsFNHdGWaHLVXem1oG5jo8QbMujPe58i2ZhhaaAXum9BLZSseW3ZMG5TrnXpvyF6QVrHTCZtmbrdCfnulNAc+Env5gmdb/lGCx6d/VvD0/vtn3u//g8xwn7cx7nN1kz449ncvaL7h5hOUG34SwlLZZeLWEuUq7CMyh8Hrq8HZBgzs3nFnORJNaybESmcnWsOJlU0s9+ed6c2Jsl3J607LjdlbSlH2sWBq5eFREbMjviN9I8bjF1jzdigebeO2Vy6L4b46FmtpWWnW8Qf/kHJezEHHeq586F4ZWGqvrLc7eEcnwFDMrbDvglWH9xc8jjAaNiV6iuh+w0+VZizeK7VW7sYwthvX18y9dGa7Yd3Clge9buA8Lirf/33fiemfYv1sP/D/Yum5MWxg3wr3bcO6wCgdzGCeZop6mp+P4UTj6V0xYz/MartjNpm+f5apZNqaWfcrVT2aGyKHW9elM/t8orxktqHMFwfv9ZLVe3yayCMfugIfKLuj20h0ltm0I6ktHmcF3V8pOWOrMmZLx9LXgnfCbma0w347nC9aC2IUvAEf2Fw61JmiPMaKiwcGMvdEcML4i/8TLx93XHIEAdc3UlLydsOpsg3P+ckeKMdv+/2IHkH46YvPVLFcTCeYxqCTbOIbf6VDMOxdmONxhO0uMkbnvhtuzxtVEqONg3OrO3XrNG/Y7gZjDTEapuApQ7FBCef54KmOwTmAGnc4RqSjNiIxYdMT2ehBn0/QnleadurzM3nfCSfh8RORJRT6KFQjvyi6yT8L/GzF5A8Af+Zz9n//+6rLbwZe3h9vvgv4PSLy9L4y83ve7/2cSxB+8Jsd09MJWSLDnbDF0XcHQ3hyg3McTDFz25RpEsYYTA6yM9AMUgrz3DFtQLZsfXDDEfTOlCKvn33FtIpJJ9xlQrpj0jvGNfycKLeKEw7DmxF6aZQi9D4ztBFwrFvlM6/QgmGYhBNHxNNGZ98aulesUa46w8GFooonxYG3QloSfp7QUqhlY1tX+n5jLSvTeaZ1g0+JrZlDS7hX7BwwtTAvA+8K8h4TKK3iFkM8P1DWjhPP13/9P8+Wf4w3T8IPtA0rEbGB6/Mr0voxoCcNbRXvBVWH1Bv788qqnjAKQuf04Fm0s/jDl9NJlOhZVbFamd6cseG9AnNOWCpyf8dtFE4CbXhC8shi8FT66NAUo/1w0bQdn5RW7wx55JYnzh+cKb3T0xlNjwgeg8NIY7Cz/Mb/Du9h53gfp+QgRMQNpDXcaBiriIKgrMzHXMs+sIFDFm0s3Z7QobRe+d7vUnRbYV4Y+2HLG7tiQscHhwlKyceHjEpgNY6dxP3dzrbt/Nd/Y0fUkVpDrBz2egxGFKMVb45j1pZh3y3dJ2IMjLwznTrtejTFSVBSDOzZ0F8+PhLjo/OahfPcSEFI53C0/ZO57ZVkLK3W40Pu6eDWjOApr6/QDLebkiaPYFm7pf98Bg8R+a+AHwb+CRH5uyLyLwF/DPjdIvKTwO96/zPAdwB/G/hbHK7afxVAVd8C3wL86Puvb36/9w95csNv+ffutHcZc3uH7SvGdIY2JEQ2k8l2MHTCpkPMI95xN46TU4YaqlaEwT4cxUaMD5TukZS4bUKcExISI1fqCmNsjCmCJNrWMb2hkhh+YfGe6emRES2OjG87QkX8hYGQeqbmDt6SvcVURYfSW8HODjsfLlXrGr7c6dWwG0G8pQxlGMN0mhAEo4Ho4PqyQtvJxrPUHbUTzJ793SunybL3CecmHmZ/jG0r5Gx4vd45RbhppBlHmDwv18bXT5FtwLxMnJLwg24miSEGR4qKsYPb64YNkctHDwQjFA3QGteXzAq8YrE1Yylocxi/YCVQ80q5KtFaRr4jzqP+RPKBlwqMRi6dpTTyeMAyMP0gXVkPLixsu7CNCWHjKW1I2Xj3cWG0o+Mz9oNNKr0RcmH9a/8iqWWSDkYv7Gsjb4UUDKZacq6YEdmBZhZGy2hbwTXq6KhE8l4ZstPWzuVp5mu+bqLWY9JYQ6DWQU+B7d3GPSu6XTGPM6IGEF6uykQnPJyIS8IYGG0cJPw8QCtRMyPDYEJ8oLaMc44wJ46i4GDbA6pncop4M9gLSHdInBgE7NjJEpgXQy2d4QZlc4xacFp5PI8DqyAHvkCHYACjlZACRjPGdO5rJ+aKjIF8gQzkz7fa8vtU9YtV1avqr1DVb1PVj1X161T116jq7/rZQPC+yvKvqeqvVtVfr6p/+XP+nf9CVb/s/def+nye+zCcReKpkjdlPi+UYvHScVYwLmGMI7lOG52shugn4Jgw9CcQcYxisKOSokItiMvEDkYzY0ByStszs69c+0zeBBVla7Dvnf35mT0XqvesdWc2wlYcq0tkWdgfvo+oDVyAXsj3Fc+vxLZy8CySYLRQrpW6NXK2aDixYbD7Rr41aJUQD9ygzg8Ys3HVEz5GjLe4+537FmD22FaJ3rBdLYHMUM8mQtUICD/4xYq4Tg2HsczZjXzPlDHo6x018PxTbwnTzFcbJSzK88tOH2fGOvhLP/QjkDzrx29p98zllCEFjPHEPthzx54SY5qIqTDPHo2RWgzxo8RrmzHRsxboDXrhILpJZbt1Pq4w942WOzgBbegwqDYu3mL7EWReNmWt8OYDy6SF//G/N1w5ZpXy7jBLRLlzlQeG6UgPmNiIMbF2x5CO+I7WG9KVViv/gwywDzgD7dqYQyX1Tn/ttAH368rwjaYDi+XX2YHpimsruAun8x/G2hMub+i+YaXx0dQpBrypaO1Mk6M5Q5gNxoJIR+aJEDrBHBdyNBFjFJcLo3Z6UZz3aH7mKXmkCXtulPaMzQfaMavHO4eXxn1vWHGYvmLihIxCeS3ECN4HSgkH6c4bRDxiLDfx0DrYSBbBWYv8cgUge2+hCX1Yhk68vG0Mc7RWx9bYykLZMus2CC5h50jdrpS9cdtg7IUtR6If+HSmlYY6ZTIWrUq4JIa3vN4LLZwYGJ6WjpadIcrjUrHeHZQmOYhWZi/k0bChEQCrO+f1q0izwzKBMSQf2G9/nXa+UO1E1UhtwpSOxhxLB4GTNHKNh0TZDPSTH2K2gh+vGOvgtmGtoAX85YH0YWJawiEBCgEdG40/jlKJoaKq3NXwVX+vMVpk1opujZfXhvOWx8XS0kQdHcJBVA+xk1vkNEU2bRgLv+2rv4J+a/g4EVLnunlssLje6NrwGEYbjDwwCLYfftaxFsp1IwWLH4qThrE7xkfURB5C4nQyeGMZwRJni9OKX95gphnxhvv1zuiVKoY5GWZfKQTsFPmtX7cxaUacoS4L9x6oW8f1eozE953cEq1aZmvwKaLVsg1PlErfOt8UI0Jh3w1zctzXGTM/MMaOmI02DOSDkdHaC3/TJZBOG5YmwvXlTwI7W7bUdMIHz+oXOhX1npE8BYt2Zb8VJHmKnPi2P6IM4zFeYAwKB6fD28pNLc7DNEPWwevecWlw8gdgyJwiz9eNy2JxbtDaceHTOs0kLtPAmYCZEqXNPNiKtDvXTQ/ifD7YrSc93McRT2mWbn4Z09NH78xPjvubryDNnfPFoh1sqVy3jdPcyW3Q1VC2jOkOpCPG4ZaZmuEcG1/7icHL9QWnAzWCGcJQaJvCfSckyzkdpKY6OmomvBjWoszngNqHo2NPB9F7JHdEBXOZ6BIPwHAbiHMMHVhvOT9O9N4wW2eYjpVI6YqfJi6pge4EMbjU0NdnvFHcp38KmR26DlqFkJSt7PwzBtrYuV/Xo7syd0auSIiM/G9SB6wvgSl1TpKxPmJ85XXt2IfEh4/ClBzNCmI4EHeSaXulj4XWCtYMzpOANWS74HqhB8BMBG/RMijOkaLgtdIUpmDY68wohZxXxAtTEPR+Z1uVvVlaE6JUTM08bx2jjf2WUd3YtkLX9D5ns9KapXVh8cdFYq0lV4epnZebIYll7ce06YNckb5jnGPU4wiCFaaeKdq5Xwfrxy+gP8QyGZ5rYG2D0Qz3ez4Yn16I/s7eN+YPP0Rc4vw9P8R0sZjTQu+RoDdQ6OJYFiHagrGB4KHfVhTYt8LUC1RlXO/Y3hEGBYe+3jHbnT/4Hx9Dem3vaKnYsKAVjG1HvihYpO2czhEnlbp7lqcHCBHb4MNL4rUrrRja4jGusW8VK5neHPvwdA/b7S3r6JjZEwKsN7DzdEi/9gXE0e5XrKucXecXtVT787pUybdOeP0r7MPTunI+R7Iawuy4X1cuDwvdNUIaWDNQOxGjorVjrXIX+HM/pTxeEjra0QylQgsOG8D46QABG8MYjXyrzA/KPYPqYfEat1d8HIgePg2ZAq0JlJV5EdLDI04HlpWwBMQq3I5M/a/+UmBTdOxYC34UuksMAq+bxXTI83xAmXtkW6FeHnBmQsyEy53vqA3ZCqdgMWo4hcO12+udXRuzF3xytE3oogRRUleiKUiphxioVMJo3N8pZtwYPGJiZEqZiOH6WunS2HPkaTbsRjFbw5aNfe9oBVBGq9AV1FM7LKlQbUTUYZ2y4bAp4Vg5+515CXRVqnNE0xEXkDlA84eC0cF9q+ieib5RdNCMcAkeSuZfCEpR4WQKq7Gk5QPUO8qtoWoRazB24Nwgq2N4w2SO4MZQhN+EtYY3cfDJL3K03gghoFEoRnAyCAbWvGF0sLiV3goAACAASURBVP7er2K7N/YriCgvrwPnLbLeafcrfTjWtdF6QY2j5cwcLVkjqKIY7JQoozNfToiPGGmUWvC+Mz89krvHbC/0eOE1R4JRHmvGZCXfj2NSjJm3b99RrleG7dyy0kWOoNo6JjxwfuiIdeQto8Fi1kI4n7hWGF3RZeLkbohRhgk011DjGNFh8by9ml+UJrFfkCVi4JaJw2L7wdq8Z4Mkx5Y7gkG3zhTB+g8oZceuOyMPilqGKqEdFKecLX6K+DTjciXYwv21MkrGxkA0BhXDFibWF4N4RzeBq0aGOJo5Ue3EunaMNGI0hGFpY7DeX3l7H3zlrxj8mk9N1P2YgbFG+ds/3TldlOsVSlVKd9xWS2Snu8o8CbbtlNuNPieCH5hWyZZDG7gE/DQxfGIzBqzSNWNHPXy1XrCxY7gzxLONhdpBraDiCdaTQiA5z60ddzq7Lji/U1XAeNY+mE8eaZ4YykFGn9LhErGOOB+oQtmVu8xIdMwnpXTD7bVzWQINQ7KKGx4kI/OCZnAYsvVEsx/lST8jpaEpEBeli2cOljEtGBxWHYKlbTu3EvizW8NJZ9ejDJvvV/ABmR5w3qKqqPU0VTyW7/nOfw4xgdl1zGJx4YFtO/o+nr71P8Cflb1MrHVC88qaj9bu2RgGhn7vYAyX0Ph9f/TX8vjhggG6Seg006TzeFkIEWw7IEd9/l56aZiQDn/QtnE+e9q+4qeAi55kAtoNn3npLCnTrUDZ8Anm04mPh9JiQjukAPds8OENNkb2teOCJQ1lqDINYWhhtIg3gZZmWh8QLK42Tg6QwNgtw03cbhnvDYtAGYMhQraRy9wPL80Xcm3+kieJPZz0U5/69VQJiBQeE7xsjTnMDBo+Bva1oWOlS8K7gO53RrR462j7oMcZxoZlgJvI95Vf/zVfzPbl/xR/7z/9C3gGmwqWSsXRtsIpHNWZwJ3MhZQa1jqUyutzI06RVmE6ebbrMyldmHVnVYM9T9jcWe93RnoiuUHbd8Qcxrp8yzhjKHVjtoetzsmgIlwzfOAym3/C7u8Qa7i/+acJb/9XYtvoXrHD0/qgE/j6b7R853+74SeLKwWZPdeXo1U6xEgtDecdtRQMhr0JMRkMR1kXHG40Sj4YIQWD1vVgo6TElITra0X7IC0JJ521DLTLQS2zkekhsm+FRTd2In00GNBrR7zDGoH+3sQ2zDGbZBPadiRY6APvFnLvuJEZo6NhwrUCUpFuGCFRcoNkSE3Q8op/+IC8N2Q4kr8yfKDd5JgTGgGjO2INJQ+GtSTbKANst5gZ8q3j/fHJ23tHxeJtw4YTJjTqbaO4M2ZAKwUzwAZDU0s0yi5A3TDBI3RcN5S8kh4fWbdOqjsjzfS80Z1n9tAr7B0eF8fzPWPyBm8+YNxuOKuHONuYQxXhBq8vhb0cSokhZ5zvrFvGeouYfuhEp+VoequdWgvGT8xmgzBxe22HXzmeiD5TJCL3jHJF4xvqvfETP/7jXK+/DEXXBsE5oWvHmIPPGcSw50zugbefvdL0cHU4Cdh2Bw+ihrpVkmu47RlUsL2wvuwka/g//soL/9d/9v0gd6oqHXsY46TTTSB7wSwLJni82xmqrGtmzcoyzcxxRuqd++ud85snrOk8q6OqZd+UooMQF0bdefn4SulC7p1xvXE6C6OsWBPZy3EM2FvjHzs75nFD3JlxfYV4IU2eh+f/BTdeMZeITY6uBZ8ErPL3/k4mSaEWZTMnWhfm2RNnx3hfJtY6aD2wl4oESxRL2Q0mh0Py1BtdjmOPNHBp4vzmxLuXxjUbxAZisiCB3hUnBkmRex0Ym+nPLzjTWe2R8Y/OHM5U7zHvE37DWpqNmNQgeYw0ZLlANaAzw1SkdSRGcIlRK7iEm87sLlCrIZrBUMHZjj19EVvJXMKg1o3qFhiOVYUmgzEqbgp8Wc8YZ6G3I+CuFeM8Wg3/8h95wiwGcQOdZzRa9mqgD9aXQumWVsDlF54eAo9PQhwVRmWYgV+fsQrYiMXTh+X88EXcn3diUJhmgjta6oO31PeOHecMJRfmaJkfz9jthdiPuSVTBRnQgNddqWHhoyeD+jPDrDQD58eJQiAq9NEI+n5QM2dMrxgq+7AHLDt5cj0g13Wr6N4oCMMumFyYTOMLvPH4pR88xjiYHU8zxKSUCjY4CB4nOylZMI5khVwLzS8kH4/adjj+M3VvoWWsCZxkZ0pCeXklyqANoalHtivRCEMyoTf6BumLHqjZQgcTFiweFwMjRppUwtMHnOaJl9dMHQ0rFjH/IYspiAptNKzznE6W9BCYHy4QEmWzBzlrdoQpkPwx4v/pZhlh4r7ueGdwfadrAvEUjbDuaDOEmNh3ZQnKT/6EMi5vmL3hMlesPTSc+2sBkzEMhu30uhJniNKxeoWk4AdRB/gfZZZ2SLD9zr5W7i+F02XBdkNtB7DIBMediIsWxHM5B2QoYwk0HLY3VgOtFWIy2GhwpeHGiusG6Z3yPokqGGLoVB20XglGsItj2zrZTMznQC6Zuu6c4uFUqdqYbGTvSh47szW83QyiGYswTMebDRFPMIOalb9pJoaDkCK3XfDnGZxSRfgv/5N3SD6mYH3e4LqznCPDwTSdWFqn5ys9TeStcsuOvQmWRmtw+dIvIUye2G/4cUWksm0rc+Rw9I5OLyu+KmO7MsQhs8fmjQbUtbM3w3pTRgjsO1weI9U52ts7equ4PvjsbbCVivOACVxf7iymMJzlcjnT64ZIIEyBh1mwOvDWofUK+8Y0CZ+MnUuzDLORJqEbg1oH88FP/ULWL/ngIdag3rI30AxbF5Dj1nHfOsNOaJ+4r5Wzb7R1pe0VrEPFIOOEtYq4yF0MbZ64ZRjAbTR0TDi54Z1nq5kRn/DT8WbK3/m72CionWivr0hQZBcWuVJbZ2ZH6sri7PsqDvT2b/H2puxiyW3DbS8gnr42Ut9JJpP3V7rx9D0znOfeC9vu6G3gp8cj8emE7v5z8r7TW8bGE83GowO1Gfi+H2TtypDOuO9gd8QbWlaKG8cRiRmbLILFLgsmK712nvdAGsLsBrUXWD9FT4n1VpnSRzyeA10F11Ycg2Q767WyrhtBGutrISOs48gReAb95Xhd/RphB8mHixbvWc3ExmFnmx8W7BiE0NnfNWYHapXX2tCWOV2EcyjHazk5OsL6/MJQwZujxBrihPVHs93ZZtKycHutgHKOgX7d0bPntt1x0aDVUJrw5mEmRIP1StSdajvWdey+4cPARce6Q90KrV/Zv/Q7OZ0fcXVjL4WaC90O3jx5TDCsH9+OgcR1oFwIUpEYWZtQ+Bb22sA7mGdO0WCmj+BLPnH07FjBJnA28/CJM3EeGD1x3QRvDXE2XM5CsJnJWYzs0CKhV5w5CGute8RVTtOEWiWvjSwn6hBEDs2p9UIKwv/5fOfTVMgDWwTJGRkbtiuq/Qu7Nn+p5zwuj2f9ik/9uqO9NmeMWuKcMTyg4//h7t1ibFuz+67f+O5zzrVW7b3POR3cbju+kASB49g4vhK3CbFJhAIiSLwEKVhIiChEEBHERTzxRuAlMonMAw8oAp6CeAA5Uey03E7H3VjyhRAjlMSOHTt2d59z9q6qtdac87sOHua20uDYCQ0G01NaUtUsVdVaqlXfnN8Y//H7bdiYyOvA+s7ztfHuOfK0ZWR45heG2/NGROhyuDvC/MCoK16ExkBNwnkIrbGOgaolBkvLBWuEJoZW9KCVpUTenmj+AjSms2d/3DmdFvK+UvdjjxuMHIVI7fTgSSrsRXG94hVyEwI7eziQ/bM09tO3YW//8zFM1o/Bu8vkaL0gNlL6Wy2DOHLvRKMY51k3WJKwlTsjXmjXTHxwyLVSnWBax82W8tFP4/7GN1PDTKTTTEGyoikh7WByiJlwHvLzlTbPgBB6owVHz3CmcMud0yJknRBx9HKnlMHZVG5DmFIkd8FFSy4B7VdS8BhRVIUSPCYXzpf58Kh6RcqNECd03djMR3DLTn294c8W6TOlFYIAwR/YxqrUerAz0hQpqmhZUedpHdLJ43KhfvRr0L/ztw52SFOcBxc6zp9o6+2w8CFEGSiOgsWMTvANrGO/Dry540PC+JmiFXgr6mZjvQvnl8LtSZhjR9JC2+/UXbHO04PBi1CrhXrHhIiVwoFySchQjMC6d5KrKDMydoKPVCCXgWgncsecLuS3ys9bcRg/IfsjTIlR7iQbyA3MGLTm0RR4ERvrVplmw/3WcdEz9kYd4wiHmULzJ/7aj/44z79RPI//Tw+FaiPWm8MalmZEPF0VHZa9Hp2B1DcepsCtC9E7/GWwP8N0PlGTp/ZAjAt2rNhlOn6mS+AtswxyLQiNFC1FDaWXY7LUGvAz4A+cWwiM/Jo+CvL8AVo67//S5xFrSKcZI51btqSg6PDwZsXTiGU//nlonP7kn8QuDwQFZ+Lx5n79aXIdeA6VoRlH2vGbz57RjrkV7/sx5btbmg3UNvjUlwtbrTjrkH3nPAtWJmpKnE6Jlg3rtWH/7sex3uBNoejAyI/RQqRuO41A1ErOB3PEPzzAPvB1kA2YDLM9AEbTi5ldTmirWL8zQgAr5PmBODm0V06nE7oNTuGZOQrWNFq3qI1wy5RNeXr/mYk7kzOUsQCGfnrAh8r1jeBOFlTZ6w0jhVUEema/FmwSYoDpJFz3HdLE+eSh3UnxCAZ2L4z3f54hAXGD80nwwTJyPuSK5iW2F4KxrC0yGXBsKA6z3o5x9sljpldI/F5uFTQ3vFbKENoQlodIKZYX7wVEE9IHXRbcPNO0MlmHKwXvGmo8qvVAJGyeQaIOA8YRXTuEX3FmeufE8y40c0CjvPe4d17B8EyzZwzl5JVQd4iBZVSMLBTnGc1SCTSEi68UBETJNRGd4elxwzvh/NLhRqXKTFD7Rc/D/6ZfPIYqQytaK3a9EWWlFSVvd5q1YC84p9RuuBvPlKCngMmW0Vd0b4ThibKh2jDe8m5oeNfZ66B2x/W6Y2Ii2EhVz8gr08tXSGtY54guk+bGvm9QBtO8EIbjzkviMuEfZtbV8PrWceJ4ZxHuuyO5wcPLB56eCm4OhDDobTC+/08RXEWdwfXDtCbqmFi5SyDRcc5jjPKZN0cS1C6JsiesNk4XpRcY4vn9H1rECjo81sCbFcz9jtcKaggnIZ4X+n2n+sBoSkiGe/k9zJOgzhF15f3v/nGc7Wz3K+vtTlqUIM+AJ0ydbXiM6Wy3ga87IQp1PQRYi4OybfSeUD/x/PgMKbIVgzZH2RUrBls3arOkUHHJoucvQ0vmkizbdnSLWhNOYRDOE6E6zpcHlMDZdUyKzJNQa2eYRBPHPE/o//AX+P5/G6p9gekQJ891ddjciWZHesWiiDWggZ6f0PyE2CN/YTWz1wrdEFxmm96hNUXXQhudUv9r/Nhx1qDGw74xRkJ7o3ThzaOSgft2w/Ur/+7YOSVPLo3dBsxDIuhg9A7rhl0ceStEVmoXauPQVbYbz69X5rmhZeXeA8YW9lthcRujCqMl7mpZu5LfZN7UgDMVesDTUAwxHmAg0xVcYr/ewQpxjujkyWujOocTjmCffHGTcb/pFw8RGLVyvw7CKbKWQys5ecu+G3h6n7wNiolE06jbircBnMMbTzfweiuMZcEnYXThc3eL9EdigIdUIM3H/twKEhSXTuxPK5I8uldyGeTaSfM7h/MjK3uFOXVUNlIX3OL4Nz75aXKb2GrBUdh7Y88HZCjvhdIKLxfLWiNv9opvO1tVVK/M0dPdQrIRL5E+oP7j/yrNRIZ/YGyNouUwnGXla/+JSL38XspojKqUWvEyWNIgM8jF0kamivAgOyZN5G0jTo6GIdqB7cIUgTgRf/Dj7N0zXWa0ZjCOyrt8swzyZqENkMBelRuWnDsuHK3XMSyI45LkwAcGMHXHx0Tu+dhamEAzcHkJzjguybBuz8h8oqniTpbaoEsnJAfPG60WyDvDJfpwBHGoC2hVbrdGX3cYz8i/+N38kT/VcG2nqWO7NlIsNJQ2WTCJP/GPdup2I6vh3g4YlBhBp6/CpaMGsWZBNTKPgqUxTRYfJtpdMSZSx9ch28p0jsSotNHxYonLUUex1pF14T8Vz3pTnBwU9/ZY8ItgUyT5SByZ09TYqqWPQeuGog2jhXk54VWJ6nC9YcrA5M77T6Cm0BaHFUWpvHjvBEYwSyRv+W3coGOboMZw2xwlN5yHUj0xgG4D8ORukZYJBoZ+ieY8TpezfsM3fTPRrtQ6CMGwiUE5/ggVS4yeervj4wSJYyS9N3KPWNtpRal03DQjppJGpzTLrVgmr0cQ61u/je0nfhpkpzaQ684Ig/MUMVHZh8GPTinKuimLVXY3Ec1RfIVGq4qRjo2eeqskH8nSEGvxQaj3Trok6nojppl9f2R0RxuJIJ11wKsT5N4wspBLw8rA9U7uoOczXjJsg+QbK5Yontt9w1pzBIRGxtqJ2it5z5x8xC6WujXWH/o008e/BWPC0eFYFpoRpO/kYam3O6eHC/dt5TRNxPrMZhPWWtqwDAW/r7glUWqhScLuBxVdZaa3hhl3jIvUPCi5MV88mjsuOLo1GIHJv+DN85UX7xq218/YuNAqmCUQ4sEfHddGt4aLqaxlIJMjlMx9N5wWS/aOtg1q3Xnn7HidA2c3SMGyq2GUzBTget2pcmL2HU/n1gVjIh092qkmkO8bNghlOE5xsDU5gobekEJCeyWeZq6PKyYM7vdGEoMWxT7MTBelvr4x+jFaP9tE1o1PfrnyXX+7HcoGAqHdUReYU6OMhFRBnDI69Nzw06G5TKbw1CPTEDBKf4vKzJtBgkGcx9YdqGjwOBnsb1Z6mJh6QSZH7oNkDenhxP7midaPPM0WItMYlOaxi8H0xk995ie4Pn8J1jysUV7GTLGe7iJrtwTnYXRUBB2FoR0XLU2F0ZT76rmrhSjUPlDtBITWOvs6sW6NJpbkBq7uWB2sf/VH6XVntEaohXj2GBfYvWN7f0eL4V6+ljwsr86KPszMY0Md7OsVJ8pltsQlUffOshhy38AZvBT6ruRc2a5XOp7bXek648ax+nQjzKZTxsSojt4r1nTiJIyREa2EeifVnWoHFpg1M2rh3/yaE9NsiKNj3cz9eWVePKfTCZkcdTuuvvN3fzukQDcdmxzlvX+e0Q7eh10L0+UBfGOejhH0m1lIwXAKHFOZ+U5fEjVn8I7ZFQxK18SQzmkqnF5N9NY5nxxpimgTwjvHFbKNyAie+/55Jtcp940X05lSG7/1Ez+Cd0p7vqO5o9GSzEHMCg9nJA9yt/hL5LEIqVYmN7g8XMhZCK2AKq+vinSDiQvbbSU5S1yU6oTdR/7qJzKhbgTNaAHpmXcuIPZj6Da4Z4G8YRy8TINtLWANz7cNAfptkOI3Mr9KxHeOEXctlTnM5DqYp4n7ekVr43f/bKMbMP4E9ydkjtS90K6W0ZQmhdozEhsjHhefxRq6i3hptDGO4ciaCX3FmoH3HVNXPDu9buhwjNyJ5xlnLGIPxmpwgR4euL0u9Dp4+TIgKWFKJybDNDWSN6RR4Ivr1P7mv/M4P5z1n/zd34CaDsMwhtK1kcJC7pkXqaNqaa3RumeM/YATp5n9uqLTjG0rY5op9w3bCvHhHdZtY5oX7KiUfWNYpa6d6ZxwQ1mrIikS6oaVivqIkcB9d0cy0hxyHbZOOc3YobTtkY4jeEcZjWQ9IwR8vtNcPMhefsYZwxiDWvUojtKJp0C9KeIndjqzVYYKUnaKKmMILk3sbx65nBeuLiDXJ3pvnBfH6DCsQcyM0MhVSaOg55n1OvCmY3zHDUW3xm4Hzjj8GJSUoL7NBphKUYepGTuUMixL9HSU3jopgI+wV3P4di3U4LD1RtsPJaj2AH2nWI8YiK7y6qs+wgd//RdZeyKcHNTOtDjWW8NNM6MOltlzv77BnWYmNdxqZvGWN8Xha8WaneoTpcAyOtNiUck8P3XOATaJWLFQM9iIRkdXJemBPmQo1XS0HYVHdQaNCT7/WeKXfYT8fMNYh4kR2TqFzDInDLBdKyPCViInD2ILpXlKKyw242KghTP7B1fc4mk72JhBHd/5Ec8P/1xDTxbXhWA32kiHWmJXQirca3z7HMGFgLGKr4O7iTDeEPpMdQkjV0QCYhqKJ1EostAbVDJnaTRV+ogY18l7Z54TWwdjKq1HfNtgSsR2R8MDn/nkZ7h/KSZMUXApIuZge9gUmCZHGDecsVRjyc7SmsNpJcSEWk9+vJJDQvTO0EFiMM0Txp5o6zPBNGRsPBWLnxNZI0Es+z7IeLCK74cp/potzSX2bSXawmU2LKlSWmWfLGdb2Lcrcr5gfeK6dU52UIcntCtPaukojmNYTyXjeuH0aiZgGE14/UFlmhpS71x4Q92u9FwY6t+yJDZEO/7yAhMabt9ZThE/n7kRaGEBI9ReMM6zTLDqYLvdj2HBCtI6KtCWCdmVbRu0JUE+bulplVodsmUelgmLw+PQyVKHY8hC6/B6hVE6WSvOwtgyEiZevIpYd7QC1cbDzaoHTPrp559w775iXixTaFRJVHHYaUK3R2zY2fcVNwXyujPKzi4Te87YfGc6RUKYcDZxYmUYYa+GvU3M5xn8iVEyzgAxYiWTr2+lWc+Z+17Zmj22Fgg//AmLbXfkvrMtr6hPGTdP7Pouec80aUcMIO88Pg5WsWgfRFlRPUJt0HHVMexE3oW63jgvnloEOyt+JKzAZx4dww1kH9jYDxXD6DhVdFaaWqwql4eZMCVM34jekcUcmIBhWU6DaapMVghyxNKj7qzV4ntm1BXZLDUPenf45YgBTEboyTNFmBGmmg8TX90p4qnrI85+iYbEUKXXZ1QNzlvq1tG80dMDe+7UFaQOGLD1Y9y5945OkaQZVYOaQBHPyDtxHgxZcDGh4pm5oX0ga4XFEILgVbE6MH4iTZE0ed5tz1Q9U3vlWjsSz3QCBuFeBGeVj33ZQD72kvPZcW8edYWtOaYxMN2yZcfkOiczyCZQH6/cy8A7mFzlg6eC1hs1WyydNgbYjWICzia2eyPn/SDI1yMGLo9vWAZ42dHnjKs769OV61aPDlyrJCvMi3K7d7Yi1FLx5xkJkfbhM2obYg1r7QR2nLPcb5nVJOYXlvZ8ULyc6+TWsdayF5jdS/baYSjuvZdcnzNNIvSdr14SLjgMx6TyoJDffIAsC7e7MPNMebxh684wEauOdr1iOvStY505pM/zhU/98Gd4fipsCsYOejwBnVLhZTnSmm00MhN1FGquB/3LTeTsmKfGsAkJjT48MQ6+5w8KWSLNGlwfh3r0vpPSHcRgrKdrgzKwk+XLz3pMEltABuveD/7Gi0C+74hYQlpYv/Y7uMzKYi2l7/R6UORefCQw8sr25s4wE9Ibaga2GGxvGGO4v/+EqTeC9ay3HWMgKsfitDbW+2AfgW3tRBMp4YyPhms/DAIxdsIUCEnZr0dNC6ekciSTR5cD5zgqbW3IUFpYGF+qrVoRgw5LFGFxBe8HVR5YX3+ISQbvHKMZqnGk5CnWYq2iLmBc4DQHWoNQN5IL5G6Q2NEqKJVgFMfg8l7AmIgOh9pO9DPiOq0W9nvlUc9Ym5mcwUphu2/MX/ZA8jO1CXTPZ3+uwS9+SDRH+jFowKlCPIbeUvLs1fOYDy5F3jveH/wMu3iWKVHj+dBFcGZgKdkRRuE+lEiDvNK745LgXiosJ/Y2KLtluIgzEJwypYhVQzq/QC0874aUIm0I82SQ/EwQZUwnDBa1gRAHDWHbGr4VPv2X/zKjQJWKcw1GoTXL6AMTPHX9LMlDPDny3/4sdYDrEL3lZ3J72x6t9NbZa6BzZn18JHnHvXjwidEbaZ643Q+SWDUBFyY+dx/Y3ui3O9/1+74Vxx3qwKgQrCM8XJjT4NFFkgrqEqcI7Vei1iIs45mhlY0I3pDlRHCBdUxoGWAcv3W5I85hxWKiod83jAjbqngbkfMDaTa8WUHFMjQg85neLfVW0Kb4+cy+71DuzD/zKWqzPD5WQozY4HAcXRyTZhbrsRNoPOGGZZbGb1fQkTHzGecvyDQToqfkG+ezEEZB6UTpjC1zevGSHXBdDwiTZqqxmGli9IKaxOSVDz+bsTZyb5Eqg32rpBQxzoOL4CK+lcP580Uc/8DF49dQTf5nIvK/vdVJ/vci8uLt+a8SkU1Efurt47/4gu/5JhH5X95qKL9P/iEhAkMAF6nG8HSD0S3RVx4+9g7JKF0q2RjmMEAtAvi4oGbQTeRpV+Y5HuGfaRCiI2hB7RGrrvFEGYV6LeR8J5ws9y5s2tgfV4Jr9OAQKczzQjWR6F7Q1bN98D65fcB0gmUJODk4lEMKVKGmdFwVmZjOgnGCtYLNRyiN6ElaqE0YWbFtxWnDy0HrEjMwk0XG4A9/BfjocbM/5MnF0stAO8esCQ3rBj4GYhyUZyVaQ631wCuazpSES0pcayCbhUjm5A8FQcHwwgveKnYOlBj49u/5DvJ6OyRQS+S2d8xssPbYSpkpsKuwflDoHFqErODiTHKVolCqYQSLqStDDXECiXD2jjk07Hki395wio304HH1mWDAj4YvSk8Tw3mimXGhM26Z8maFPbPdO8Va7sMgdUe14oLH+JnaHPHyiiU4rLO8mBRzv3Ldd5LeGM4zWcfnyokhKzoqQSzdWkL0xJMl3++MtpPzoAeLO1n+wO9s+F4w0gghUmm4XIjeUtRxbQIuY20BMTiE2jvlvjLZwbu/6wz3im0f0tcrT3vlZ+cJGY05FErb2Koh10EMgecPCq1bRnyJeIcPhtuHr3lIlfz0hDiHiQlvDZSV3cyYLnx4t7x8x5Jr5d25Uu8VHx3iYX9emWdD7BVjBGN+47Yt/xW/2uz2g8DXqerXA38D+A+/4Gs/o6rf8PbxR7/g/PcD/zrw294+/oG2OAAdHekd6Q0fQcxKzp399fNREzAWyiFXJgyiL4d5rVlMvxKH0u1gbRvXTfS2FgAAIABJREFUzTPKIBMpfdBsRPpOWS1Yg5qZkQexZqIaHh7OiDuIYtvTndoalpV9vxJcY/KW1hL7bhhaqc5y8sp9jcdt7HYH2zF7RjeH9sZ5Al084sApDHv080sxSDzjrWeIx/mKmIjfd8IU+B9/ceO+3xl7wBlLFsMpHYulfsU34v0DzUyos+Q88FMno9ickWBxyWBioNQ7Zq9Ms2dTT22WOUUkN4rxdIkkU9B4XCXTyweiKmXdCMmzqCD7FRs6rg/YMvPJoHlQRiD1wjoORubYVhwQ3uoT3rnA7/qP/yX0fqeR2bLyYHbqMIxwAePZW2AOK+IHmhxGC1oNNcAnfsBjXWUYRTtkozzYhh+VhkM1kPeMoxD1FWO9UusAseRNsXNknttBCzedLo1r9yxEWi60XHHS0VZo5Vco5J3bU6PfCqYKn/jpE9o6dnlBiQ66YUSLCWdMaUdHJisWQ9k2hg4wwvpcQTuPv2xpNOy0IMsD54un3AsffZX4pQ8qEhMn1zA0OifmB8PQnfX5Dqr4KMQgqPWID4h6bNtY4tF2dnshbxshrGirxMnxvCrn2dAF9pooNtLvmaJKMvIbNxj391NNqupfUtX29tPPcDhYfs3jrdfloqqfeSuI+nP8PT3lr/8ERcAptmwEE0gxUoayd+jGY9tgtkppnbY1ukvk+4ZzQFzQeKZtgpULvTXWe0WvjXl08usbxoYD9NshWaHuGazFmMoHbzZKGxg7kIcL3J8YLeCMMGql3g/JcX/+kGs2lMfnww5vBtl0cm3IJrz7lQnWD8ml8LnnG+Z6P6x0UihtoM5inJCvK9YORle2q8Eb2Hsnl849vGRJM046VQ1zUm7XQZiF+rc+jdUnwqx8+NyJ5wckmGNL8d4ZZ4W9DPbnfHQfUkdKw8QTeXRcX3F65/Wt8sN/8UdQ44ntiedb5unD68HXyAME/sxf+iG2Aq3Aph5jDVU78hAxpZA10evg6fNPzA8vafHPsq8bVoV76fzUv/8DtBioYokh8LlH5dOf/DHqtvGcARk8qSemBSOG4A0PL2HdDN/5zzl6V05zYNs3UlXut4/hPTjfKAr4GTXCWF7TRRha6WVlL56+DtxwUDq+d0JovDMVjC2wnI7aknSk2mMuyQXUOb7yKzzx5YmQDHWszL/jPbTe8Hmw2DteOsOsGCmcYmXg8FPEykw2it0KaQoUddR1J5iMr4fbd906sgRer4GX7zww1kFG6eqYU4XseZUuiLWUcQzEVQnkJqhJ3PfCMMKa2zEGEBM+OOYw02tjLxmsoF1BleAgTWfmd09og1IK+kX2av+fqHn8a8Bf+ILPv1pEflJEPiki3/n23Jdz6CV/5fh1VZNfaIyrteJcoIlnF8tWlTQsMRr6LrwphjYyODnmTq6F3g8HVn7coFyRviLcSOZQKo5guTlDfDiKkJNpvJM8d4XpPOMw9FLwfiOGjNlWRmm0ELjtDWOEtUbsZPFJsPPMjOK95fxeIvlOmCacFnSCN5/tcFpYfOQ8zRTv2PadkASfjjTpLAetu33dbyM3iJNQckb8zLBKvt6518r5oxP0xr5XalIKR3Lxli3junNeDHVAua+HWrF2yrVweflArkqYX1AGlJYxZgN7DP9VnZhc4OPf8+24vHNfEzY4plnpYzDmM68m+N6P/1O8fJEQU7lMA1XDLAZ7u+Gjhz/9Saav+Q6Wh4VklbP+CeYAp1NjYNFWsMPjnGGIEq3wT/++b8FZYQoQX7xg3N7ePQ7P81V48wY+ctkxOuheeGqDEMAEyzL/HWqx3DOHQqDssDXqUzuyQMViX71E/CD4DZWCmRx7V3pZWO8765pZzgE/RVz3VGuODp8obq/crpaxZp6flejgl378c+QhlFJo8YQY0BFoOlHNC6IH7gUJBlcs1QWsHxgHEWjxFTcqzjZ8WnB9p0ojmQ6+kqtl9sq2VUiGZyuE0KFuXFdBTIXtGec6fjTUXZheTPQGjnEURdszZnpAiGy70E2gh4kx7uh44vp0pw/FyiEw+2KO/1uLh4j8Rxzckv/m7alfBr5SVb8R+HeA/1ZELv9Xf+4XGuNCitxePxFT4C1ljemktOw4PSgPHkJQqJW+DuaHM05hfb5jvCUPRfxCGQbCRPCBkTvnvtOfdsQ1ujie7plT3VivGVwCdRh3JvtXxGUhTYI1iRiUEU+8+6KDGP6RP/d9UApVG2O58Ms/LyR3wWtG5gvdPjAvDqPCHmckOUb3xJCQZigNnK4UUQiO8dd/7tA5ivDecmiVHMIyKaMrbivE84wXR7BCx2GaIYZxzMh0RSQSneOWCx/thb/yI/8dj7/8IZdFOMkzP/qDP4qfE6MOXoTBqgaDYlzB2pnhDMYqJiiYiLcGI503z4OHGFibMIZhfcpvhcqZMV0Yorj/4Pey/81PUkrnXmHVznNr5HujrEcqUqxB1VDWGxot3U54f0CP98cbOM/1rpT9hredZOH1E2hXQggEdmwINFWenhrqlWgDahoeTwvQRqF2wzJ19s9/wGwGfRisUZ73iHZD7oVhT8x+otfMfrtxa4fg3OTOPgImRkrJeBkYa7DRY0xGRuMjv+MVjzdLwWNFITby9sR2q4yL4kdho2G9o68NN+RtAX5jbJ22V1Qb9+IoWdjWOynOnM1GHYMyLHc8i2kspxPWn0lmo5RANTNbE0w8M1rl9nSn1IYCs63k4rjeNqqCT4P1tuHqSgwLYs9osxB4i/L8f3nxEJHvBf4g8K+83YqgqllVP3z78Y8DPwP8dg6t5BdubX5N1eSv+j19QFroQ5iNcGuOvVrmtFGHoxrPWhfUB6YZWn/Gxk6MkclbXvqBaRuIoPlGFkM822NoyziwE6KGGI99ZLDmmJhNnnSO+HJD9ZBPh77i44KUlUyi7yu/8If/GDEaLILQmMLK9fbIVixaG7PLlLxhzKCVje2amRfIPfNNf+hjeBFKcSRnOVkotRCWhptPfP5qKGpJydFs4pzOlArrbUf7IMSIyQ3fVyYntFyZk6XsK3t1THPgF/B82z/zLzOkslehjsCf/k++i1Y65+CwdhCKxy8Te/Xk+4aWgrWNVh3NCD/0Fz9F3wvGFIgOhudhdpDOVBq6JabJsXdLfs7EZLGXBLdHAp2kQo8TcwQ/eyY9Wr/45WCZqiGXzquPNtroWIFkd/R3/nGCZPI49BdGBvvVwPKSmvXoaM0G7Y09b/h8CI6wga4GYwZvrjvLZcHEC2IsW/WcrXCahFZ38tPKhiM/Cy5nZLG4KdLoRC3EZbBtjWIsjIb0AjawmMH15z4gthUtRwDL6oSxjncS6K1zvd9YgqLuuFNyQcltkCY4+UDrBqHRS8Y6ZdiZvmeeqgPbsTIw28bj407JjTgr7nRhigPf7kRT2UY9FveqOJtQ7XQfWKaZSQsO4frc8E5RYzDlhoyC94KRyPSQkN/Agumv/ocW+QPAvwf8C6q6fsH590QO/5SIfA1HYfRn3+omn0Xk2952Wf4If09P+eseCkynY5uCgXd8Zpk6T5vDdIvmO24cIbAhwn47Ak3WQx6d3XtaSMiAohOuXdFayWKxZ4MdnW7qkeAclT1v9PudmiusO9s9kdtgV8sqwhg3nrLQa2XICfC0MFFKx40B1jL8hO0b2UPNK/ttoHlD0pkgxxDZOTk++ed/gaIFMwn3fVCMx44GRbG3DeMtMUIu+WB5+sy678zRogpDFBvAR0cfDTMqjx90kjMMCr1ssO8sEcJ0oQ5FR+cH/krCaCeXwq0nmhTKfiOYDtFTWfBmMLkB2fDP/v5vwTpILlLaUfDbame0HRcc4ey5P16h3REnh56iFbJJNAU3WbQcb94+Ah88D6TlQ+qtQnAN8fCLf3PH+4SKhXhh/PR/jpsCS4i0Xqn7G0SeKU83xgCVI2NyWNsUxOJtx9ZKnBJ+WvAe8mrY9zdobbjoGAH2NfPiMpNcR63BvbzQTy8IxZD261HL2jb2p8bDCVo2OIXrbTBb4ZaFbM70f+uTtHHQ1XUEGpaePOCYH87kDDbf2fpEN45iZ2Kw5OgJk8E9XDi9mvEuMlHYSiaYhu0G6njrcnFotLDtlFpZtwrTmdo7Xi1DK8F74sVjt4ZWxViDuVyIducSwVjHwHJXg4yOiFK3zH1vfLHiln+YVu3fTzX5Z4Az8IP/p5bsx4G/JiI/Bfx54I9+gVLyjwH/JYeG8mf4P9ZJfs1DjUGuO9frnedN2NfOm9vxpusysNEzjNK3nad7g+goEo5X5hzbzRDyHWfAWaH3YxJUtSL1yISs94JxgeY8wTmMjwwfqaNCyIhT5vI+wQWoSqJhCPTRcT2zTMLykQkfjy7AZN+yPPZBjBMxLfR04WKuXJtFyk7LgmXlNBtynghhZtTGiAltjvpV347awS2DHYa01WN0u4INC1/9Z/843CreKbkff0bz8IA/cegc3UCJiFVqbuhQ5tNMbxvDDoz1R9HWBkyrTCKIesgFawo5XrDeEExFjKO3Su5gRuGy6LHdigbtwpo3wmQQTthpYh+eUTKlVrCN+2ow9uClellJwRJSRPKKisE7ZWSHMxWLsKSByVfCfGbrjqKD2Qs2LUDCx4hfAmlaEOtYS+FymUnJ8aY7mgfjBzjLXh1e7zgbGSZwe3+DlgmLZXvecC9ngh1IfSSOGy5W9mKpE4fhbRZyA+saGj1xNKLsROtpW4bv+z1M6ehabW3jFDqvb44SZ8Q4HiZLr40yKmUrvDxZtlWoe2VbB+3Nje2pIibTcuXhvRfs6hjt0G8ObzB+hm1nKwGnkIKh5U5MZ5xX1DbSpKybMGLA+QhSuV4L2yqEyRE0H4uGH0damwMybYb9ou88/n8x2/It3/oN1NLAeWytuBcnbH3kaVdimnDDknvBDw92oAyGNpxLtC4wKt0Ekilk77EmMK4ZHUI8K+utEah0CYQ5vI1xd1ptpDnRuqHW49ZvvQ8UyxQ6o0M8ASQ+fLzxkIS4RHQXoLC3A1DTvcV2h5ksx7S7xVlP3QsjNNJQahXMKIxwIvSV3jomBranzpQ67tXM/YNjvoLgWBp028mc0ZE5f+vXsX7if0JlEE8nat6xxtOMIcjGuirm5YVlr7wphWjNEZjPA4mWUxjcs6X2zHSKaNkY4tHaEQo+JlSEtluGPeTQ2gVnOhiL2MAUC2/ujRQXdOzHa6oNx8BME3jDuK24NPO8VmIvSJpwQ4mpU7sQLy9p1zd0A6Va3NgxYvjIZPkQd4ziB4dvjWkyNGfprXNJkXHfuDfwBtQkeiuIwjAGlYr1nn3PTC1wxZBs47cY5UOTEFZUjmDdNa8k2wnpgfu2E+OM1hubUdywWHWUdsPHifnkWddvx4cfo19f46aFXiqNAwhlrKNslSkIzR1endI7wfajgNw7YkB8pOtA8oqJL2l5xTkB58i1Min4JVFy4bIkXj+thzQ7JrxRxsiUTYgC3Q1MnHFaePPUeHHyVClYY/GnF/TnD2luIprG+lT5yZ/8X3l+ev4SnG1B2FqnG8E5j4bIvj5TCKTpgZzf0sTfukAdDd0ak4vQGoZ+hIv2HWcGfq+M6yPz2dDbjaiDy2Qo4kELrQp926l3g8SJ275DrShK7spyjgSn0CrNCHl3rM7x8qu+kb063v9g5fO7HPyLYBhDEHNBtDNyxudKaBtNV2LI+Art3RfUoXQ3kfPKWpThT1R1+LnyW/6xiV4UTYK+pWZXKxSfCBQY8JFf+gnSWxFU2Qs6HDEMnDuoVMPPpLKytZXQFKXhQwJb+UNGj8KZ7JzniFkzQyO1bFgBK4leBN93rDls9t4NluWgd9vgcCazZUvQgUNJ6jkvR2RbTxewEVMafjbUpkzWoCESHdRgoIHayOvnN+AtlHIMQzpPq52/Oxy5W5wU3LYyO8M+BLMNbBs8P2WytZgodCPkXpHZ0TXjzmdEd+r9GCqzL+G0wHCOz9lIDB01R9Cq943JOtLkuOfpkHyXlTqAHjBx4uIzy3mmI+TXDfgU0XXM/B57tozeSQLy9V/P/bnTeqDUQgrHHYwn49zAOHd0YNKMtszsGuItnp2UACqLN8QYkNnxeO+gg60VvC1UDKZsWDfIMpEm6CnSmifQualhmSeKOkQM92K4vl653QdnKvWWqZL40jXGjc6701EPFoXRFO8Ca7aMcedhKpTiuT8rOT9ScsNOM2uu3HKl50bvCyEKm0/c2uAVkdEAGttW6d4wLwnnJ+apI3awS8GrJfljEarDIWrJenA0+xgkbaSkxNsj+rmf/t+5e7cY3bb0POv5xnGe/r9qrb327qY7HZsY5FPb6QC2YhPJJlEIGBCQK3JhFHEUCuIGIZErjBASQooQhpgrch1ZQghxsGIbEeKmHYfYcYxx4rh9Ume73b332qvq/+dhnAcXcyH1hUOiLVm0PKW6mTWrVFLVHDXG973f8zB4zWBHLioQlKUk0KOjq0ann8nH0RGqwuXGfZ/wrnG8v2K8gVoRNSPd0hWkWKjF8/5vKHqoDOPMVHbCWmkd0ut41iZs5f2vatJ0QXmH6w03Ck9FM6hGLVdePWp604i2uEVhtNCUxhjPf9/OOD9NEUMmuVPF2dXAcJ2R1km1EcpIs45cBS2npuFxEECQXJgmEH1BU8i6cFtBmU9RQ2AZhVA6x64RpelSMTmQc8V2Q1Sa0g58Mxyb5SiWlBM1dpoYJiX8kT9hGEdP8xMyWmYtQKCkAqpRo3DRHVMrfc0cH0Wm6wv2N08YM2NkxOpMXiEnxVUJPdy5SuGTFrb7ndoay8PJ+hS9kr0BHFPPzHXD9cKWGxKfUBq6BdMbZU9McqOlgBk0xVr0z/8MSkW4QvcXUtQcGMR5sgyn0NwoYg2A4agz+FesqSKiiNVSrEKnTHxOzErQtnFsEaxnJJJU52lTEBNJOQjP2BHCnjEVnDzTVGHbhclZlBxgBj4I0N3EbOJpKPgY19f94iHKsFeN6ZreC+MV4lFINaPrSFKGcdGYZaYUA6Oj1QM3aQY/oqwD1vPFvBcuk2F1mZwjy+OVg4EcYdsTn/5Gy5HBTxPX2bIdEbDYh3dYXMWkRA8bxoBYTVGKlhOxOzQaNFRRKKXPnZCpxGTQPaHHM74+S2UYNKXC6DJHssymMOlG85ppCKdUexScd5hJEY4Iw4LqOyhIzaFzZ5oS8QiYJtQ2otYbLlea85heMNkQ1EJvK98RO6n3E6YUB5ARb3caFdfDqT4woHqAIgwuMw2ONXbsMmMUZDeiVMIQKUb4iR/33A6P740ilvt9P0NZGtgjTiK5fYnZGranFZGCtopKRgxEFOPicEboTWFLpulK7wfGCaMx0IXrw8i+dn76xyO3Da6TI62V1AWlRx6dQPeIarwpA7GBe3fBLY6QDuxgKQLKDzSxtLKjOIhxx45X1gR31ajjiHWN7X6QxUHItBhQWrFmhVscpI1xMkzTFdUVpWRy6WxH5829MiwKsYLWndgu6OkV7V7osXDkwsNkeLhaPimdIWdMbpjWqTVj8jO+3ylVEWPiMgllK2x47DLTaqSiscbScqVYizTNZDIL9ZSKm5FYKznteNM5+nhmlowlFchqwBHoKdLjSmoVbczHeje/7heP3guhwuwCWXeOe8NfBh5rBtnpMXN/vmN9xVlH3ht5HAghEfb1bQ3kihhPc4qSoEZI3aLUee7tqvHg4Uu/sjOpzps75DKidEfHO6XeKUUh1wGNI2VL2grNG3JdqMdBd0J6Xk8TuzKkUPA5MHz399GrkPbA871wq5pUGqGe0fJihNw7t+eIDxGpldoVMRS8KzTtcKJ5+vDGfres5fcz2/UkX0WHdgtradTnlT7Am3s9cwoYuork20f0Ap9fd+iNGCK2B0qK6KMhVai50uMOpeGsQfB8uiskHYRb4PWbFZpmUgdpb9SSkaj4I3880xTo3vGTRfqEdSDJkcwVqZreFM+hIF6jrQPT+Zaf+Dz1KAzTRFeR0MG6wh48qnS0Eqwdz7a5CNvrZ4p0dCxgOp/6fY2qIOw7OSWitoguVNPprTFZg4qRSZ2wIi+Z/WjkEhk66OldYmwghl4St5B58xT5t76rUmUgN422FjdZLl7j5oZThZ0B6w0f3eCjXZG1xztFFYXxw9lSPwo5jeeYfFfY+oxpidwz0hX788pvf3Xjo1x43s7jUtEGI4VhsHyuK0zdUEbYDg3pxjImatrQtuLzmX9Jxxk4y4ABDqspzRPFobJBDyNZaSiKqi7EWrHbjRbSyVTRQmKm0anl9+jOA1FI2dmjZqCAs9iqkdETjkZTA8vg8NJp24r2jr5GruK4ugl6RevGUTI9J+iZ3hRShPtWab0Rb5H96KhJUTuofkfnJ2Yn2NERnm+gOmFPNJNp252X713pa0H0hrWeukemRaPnd1GqEYCiR46f+jGMNKbJ4y+aKQa8c/hJYTQM5e0E7jTBZMhNaGRSgvV+IKGgTOXlewrRGfFfphnPft8Ylk4tG0YJaip0mdCtYK0iuoG4JkwRtMoYo3icTt+NGIPozptYyW5imgdk0DjtOfrIYO/8ajMkGbBa8+LlRDadcCtcf+TPwXKh0kkloUg8i2N93hgHaFui6M4yJKzX2ByZ/8oXUKJQOXBRjV/549+DjAPkyH4TrI6Ub/pO7CJMKuB9Yt82QgRrC/4yMPpGFc2LofP+L2eqCL47xAigaaEyuQGtKkctaNOR0pHeKF2wqqKppBjp6ZnL43wWfAVK9fhl5Ed/zqLI0KGbSpFKqwYTdqaXj/SjopTm8SL4Aca6nzUtAos6SLUzesFM+u30/kHFktvM+DjjbKP1czdttGJ+oYkNZl2Q6UrK8Dd75L1XZ1rUTYpde1SOTMuI5I6ygB8xo6epzqg7pRR01RB2VDtwFHoVJGbEaCZ7Z3KK4C9cbeHh1UAJCkylKcfHbLZ8/S8eAmdXoGtSrxitWe/PuFGj3UJthXWLbDmdAR9V8CazG0fUB7U3yrYzOYsoYRgdfeh0m1m8o9UBjEM5Tz8mtvXAjp7ahJAgdUHbB0rqZ0U/BOx14JtMYdSVni1wLjpH8KxPXyWHiuoO257Ry0iTES2NdlRWM7KXijeNW/0U1QlWhC3v1DWeCIJ9ZTQFjVDV6Qk51o50zWDNGR6yI6IdTipbhVotUgp+ccS9Y3rkvXcvlJboCrqZuHfoXWG1Ptu/3lHWZ5KZCcXxjOGnfuIf5xaG01/bDaIKNdwZ7cAwOn7s+d9HQqQbx2JPT6ruBWsNJVeCv6CVQ7eOaEG7Qv2+f4J2VForfHCHGhu6FLw3J+ypd/jiL2HFEc2VtDmWETpCLUJsHlUqwXVuUdFUYp49ajnj8UcMKA1P60prCtEjYYcPo0eqRknl4gbu3SF+5r80DfaEHqE4g3uhMN3wHBqf+sYLo0qkrbLYTtOGUCAdZ30rhcpeB2pKDBic14x+5FCeeR6ICBJ3YhuRaWKNAjZy+8pK3DJRPN5WtmS4bwu2NUoRpGT2I3J5d+E7fr+g0inz8hWOvXKkRB4tW+0451ESMaWTWyNn0COnxe/lIxUhVOjDSC4VYy4gsNhI6hA+/CrjC02LMJpTY/Kx3s2v+1bt47V/1/f8QdbQsTQc7aSdrwW3dGqMdDXjDOhWWEPAOkuuHYNgJyEHhWhFjglvFVIjanSo2MmlUY3QGmfRshfEGPZVM7hCSIV3x8br3eIGOSdJnWPfE5MxZCItFob5SuydcTiRiFY0KWSaES724Jsvni98tQKKxRnSEWlYjlqZnKW3jAB+GAjHxjwokp9p+0qXAUkJnEWXwN4Nxntcy+AsuVk8d9bnjrsKOnVq7xix1FHRdgF9dl50zhTdkCJgHEcWvG9YXYh5oMZETxvT4/XEJdaN3mdKPqXY1XSkRFAXpN0RZelUkII0IVTBuYUaVsw40hD2o6P1jivCOFUwA3ka+dQl8KXfzPhxpoYPCatDf/e/gPuFv8S9FIwq6GEguwn56EPwj/ipomugJrDzeNLDpJEYQQRdIil3vjdFfuHF5RxnB4pJ6HKCd1ItfPKTjvd/O1OL4LWl14oygujPsP+Bz2C/9FdRsdEqGGPP4+Q0otsKojnWA1m+Bfr7jK2SQ4beMA8Ty3HwQTKIMwx1BTdjtGHbA4MTju1g8Z374fCTBVVI1bCYwkdbZxqgiOPSC89F8NZhPfRjJ2FO1GNSqBQo1wUbE2gIRaNKwtlOsWehXtKp6fAvHujbV0kYwNA6jBiq1fzsF/4699+LrVpFpyTNKIWhVbpVqJxZLuc21JiB4WrQeSPEjneKbh0Ps6VLojaLFsE0UN5Q6omXa83TTCIpgSgQEqYpSreocWSYOlo1Hq8LRx9QzhOqRaymlZ15VGwl08yCuT7S9YHKmRI7cUvse6J2xdRgjZaf/VAY9LuMdmLfKsqf/z284UwD2pOKrSSildA4z+2+KYxKyKROv2lujKPjIhWjOvfY0WvgqI7L4vEyUfWIdgb9OPIf/Dse585qvNoPelf8D3/pZzj6SD52phM4Tw+FB5/wNmOvC7UKx5YodSTnzNADShKSM7UKxh94f453D97hLGBGGmDNDsqgW8SVJ0yPXNyCv1hysqSiCB8dfPhbZ/7m2A7IC9OrGfN//xh5hGWZWfzMmDJjeMJrw+wi+/PZ+vQGwhr4vv/onyJXQ6ezHRlapFvLT5mZ9Tmw5sy6J4w6w3PNCriBf65HVLUor0B15pce6YEafpXl138GlzNWwTgoBluQBq1GhIFSCl0Z5P63cKUQY8ZMnmoV+RZ4rUbM4pnKnSgatGZ9c2O+TjgK3mqKcdjZIFZjWiaGzLorRl1ZHh0SD55r5eFxwOQbezxh2yKazhkMa7ND1YSYzq4c16nTp5GKQ7Si7kK3gn7ngbRtpHZlcAOaileKpqGXTP+YKLGv/53H9dL/4B/+bow60LVQZOD6onNfB3opDDQKnlAOPPGE4xhB+4EtFZTSYGZsj9S80rNDjUJaM9o7rOqI09Q+ENKGOTaI4FqjAAAgAElEQVSCnViMEFOGCmYe0DUxSmXXlt4UJQQuLx0hGGotSMlsOfNwuWJKARV4rgsq7YgVLqaTxdCaY3hrXwtJ8TAKKQQ+9/3v8jf+jxuyH+jrSwaJlL7hzExTCrsGolQO+0hPG0YMQVls2FCjIh2VwQ/QGk2fitRcDWhFPRLdalrtjCrRqmCdIimNlE5rjdrlZKeoim4WVKZxjn0PFLLuxNChB+zwQG8BXd4a9VrFGEWtntpXlPYM70yUrZD3HYenS6OXg+mysMYMxtDCgX7nXXy601Kg5xG1NML2WSx/g2IcKRdYI/bqqVHwV4cojcSVUoR/+FMLX/rKinOGaCbyBx9wqAmrE49UDrtQajzb+8ZxMZF8y6RhwtWA1vatt0RQNnBsCkQxm8ZTtFjTGduOmifSbUcGQ4mgBstAoMS3SAJdaPqCIJhy58XDxJffJGYNepnYc0OtB23U9NgwbqCnFa09QRy6R7w9uaNCYQ2ZcfCkVshF4cQxuB2No+tOzo09e7wcqGnAqZMEf0TDFjPusuB0ZijCLRSsNLIoQu68GBVHqihVGWvnr/7c3/o9qpukMVqgdWq1GFXY75qLutN75M3RaNIZLDA8cihD1pbtqFwWjaLh2Nm3RC6Gbio5FuzYENW57RmpGbavMk6e8Wq4XBTaQZOMaBikYJXhXhtljchgQWDPlVQO3vuMQhmDW65kCnvKyOSZfeXVS8UyjYSqKE1T88YWhJrPLXSloO3EL37hhhJFHRxS7mxbocjCVoV6JD4SR1ADVmnEepbRMOhMGxytnCG3YDqNRC+RWjp7Kaj0GuMbqIpWEWVOVuB9r6T9oMYddCfFHasUg9L4oeOHgWV01BiJCpIaUM7gjcf2yMN1YRwEpTpCJwG6HgzOoUQTvvyEU6CoHDmcyMdlQno7sYuc8q53a+G4Z7bDIQOkXSPu73CERgjgEeRxxiAMLmKkkI+DIxRySPzdD1bsv/pvsDcDx0r1CxMF7zRrswxLx5iGaHiZNsIObrb0245QsK2Ty05NifsbwXtBW4dWHdM3BlsZFwd7ZfKGbjymFnopJGOoF41/8Q70Ed8jPm8osXzZfxpHIzZDLhm1F9ziaQn06GlSSeoVtQoPPmFVo/cDUYVYYZgMl9lwtRNKaaYx05Uldlifb/SYWUzFqhmanOnUrFHW8Lg4OG5MZWfD4aSjnUKLfdt5iowvrihRyDLR++/RbotSgvP1RNGPle2jlbgfPG0DKlaWxXEcG7kr0nFnVoGRhNYDWxxoLROPipGIl4bWgtHldGN4j9eVN2ui+XMKtJkrqZ+sED1c8S9eUlvkUB4Ri3scyZhTX5scPQr3rxaUNUzmVD4MDyMfPjmkVz68T7RiGCdFijAtj7z6lMbpxDgqwlHQVuhyRu+7NnxmGrCuo1OGXNm64eo7l8nS4p3r2HleE6pmeop4UxicZSqCcdNZYA7wwkHXI8o4TKqIGkjZs62V0WiscWjjMFn4o5//zzGjQCts98zreyCbilJgUXz6H3mkZBDVKa2xb4XXbyKDVGo2IBo/KvYtYwX09Qp4ujboaaAkgZL5n/+nR9p2J8VENYYP9gNJBW8g7QndI+Q7w/WBRxdOv27roGCPjbx3uoZ3HxzeWMiG/N/+BYgZKxmrO91wmvVmQ7hHYvNwbLBYZq2IKaNHQ6kL8l1/mMsyMiyKxVdqFlRd2Y6KNIiieRMtxRl6auhWubx8CzA+Ekpf2W6v0S2BcpRxQjrY+2+g/ASmUfeANZltL8yDQlLCtYK0FTco9gwhCZP3xHAG9HyKfPhmJ+SD2VZSLuRNqO++Yrg8gh840IjcOO4rtRrU6Mg1klIhJkewC6SC9SOlCdRAcxN0xf2DjXqcz35cccvX/eJRSuP21WdCW8hRcI+P9CrUfhAKlNrx5pQ6OSuIvdKVRo+Vfd0wGM5pFMFdJoyZEbPQN8XzLeKk8jDNpGBIzXNsb8j3TCdhaqRMnW7fQbUVoSNNkbY7uQ6EDM6dLtayZwod4k4LmV7yGd02icME0qpwl47Wlb/7a4ncOqmDKedL48dC7grdEu/XTlYGe13QSmFy5bZ2bk8bB8KxZoqbCAf4+cIaHfM/+u00LYScMK1STSGpy+kqCZXcLQMrs1f8tf/YkFujJqH2TtaGL/yxH2LdOqkJzQ141dk3i7aeIortN15zNYKgaNUgujLYwr1YzNToJVBCY/7zP0x5a+nbbnd+6sc/yztTZnicabXyvf/8jeHhBdpWTAMrjU9984V/+Y8FVK2nuChaasrU6cKxF5xuZDVhxiuqV3r1PG2VzWqatdQG4b0/zW2bUXWj+gu0ERMr1nlEoFhPOhpbLdS1scxCyQfb53+SlBx1ywyTJnfHVj3XseGmkXIraAImr5R3R37wBzMxHoyTpiuL3jfoHoyiIJSUQb8tUsedh8Ug6kJWntGCknweQ53wzjsTITVqFcYHz1EMalD4aeAuA7PTIIpSDUfqdIm4L3+F1iu1ncXhqK6MTlFr4zlafO20bnj3oVPXDerOsT2jUqAxMOpzB/XOo8WPlp77x+Z5fN3XPJbr3L/7e/4Quu0c5uEk30vDU9mOih40riuC6bgjY23lqXg0lmmotG6xbeXeHKqAc4ptz1yulh4jGc83+sC9NT7MA7kKVjSdijUN/fgKfXuiSKGtJzg5N4MfBGUGSo703pinmWPbz46L1zx/eGOZPXXySF2xbUTVyFY0s24kUYRYWXSmqYk+enrxOElUIkoURzxnH5oZUHGn5BVvFaWPaKcJ9yeUG5hGxb51unS805TuoEac7tA6vSuERK0aeqGLoC9XdK/ctsR1cOQYsZNlD4J1QjwKyzCQ5+8k336BkY1sHZI7XRq11FPabRyvnOcQi+53utK0eOL//CRUu9BjpMaCnxwpBTSNvAfycGWWFfzISGeNlloOtGhaDriHhV4VNR20rjAmE+uIdooaGpMX7sfB7K6klhlNp5ZAcxaw2L6jtOEonpY1Sle01agSyd1S60bNA8ZESA0eXrK++SrzcmG0lhwyoQdEL3iTIJ+pWKcErSJanWT+owreWVorqB7BOGp1jGSwjRwyximO7inrznuvLHs6+SAlHNhxovdOOcIJoqLhEMx15vn2jLETpkWMHzEE3hya0fezi7RFZLxCvGPdgHGF7c1GUYpBRvRoUDWjjGe77ejFU/YOknDOUcXw8z/9f3K7/R6UPikRegE3zJh0oOMdq2HLlsEJoVgKhblGCpagZh5awUrlqAM1rZieoJ6R4bJt2EEgF44jogV+Kxre7AVEM3Dq+LSzuG5JHz3B7GnV0S+eZBzaGtLeSeUMX+Es99evT5aHe6CWzuNk6EowKETPVG2oWjM8ThzF0ppiGmaqGgjGcmyZSTaOuGO1IUXF6Aq1HjibqSUzDQplR9Jbi50fDeNsyeuOXyxeKgVF6YWOJh2F+aIZpkZzM8065MWnYLCo2ujSMbqRVKNLI6cOx42wR6bRsu6Rof48zmRuSdGeV1ozmF7RxqNF4clEMnl9QpVGuCdKeQ/vDSlX2nOg7M/YiyXsiT2DEc3ve+cBXSPbpuhd8+a58b/9+F/GOo2xBjcqSBk4dRBKQ64zvTRqiTz6Qq6FYbhQ6oHuja7P302v53/9XAb27EgGrIuI67R4ELIjtUYzM3oA0YZkDf144uUyAIVvV5ktRqwYhroTbpmKxoigyp0iI6k0tv04MznhRg37OT8UE5iDW4EcdrSu5C2jtx1vK89ypeVMOITaNfc1Eved2WmWi0NpT1aWcKz0YjESOI5CqZU9GJw0atWUo6OdIxyRPV8otbPfBSUW62aGoZJzZc2WEA+yGWmxoFXCOQsOJq8+Ls7j63/xAKH1zlPQKD/TrHAcgZZ3UlUsKtMFZu/RCtIRuIti1BnT7uhx5nV7QNMQ7VAKUrXUohDrTk+sUVRzSnmqGKoIXTpHPCnp6/MdbKX1hUE3RiIvHgxFaWJzpKeNNi9Awe5fIdVOzpViRqRVVFKYls8jwVHRFoy1BFGIAptOvureNChD8iPGVUIMKK3PIad5oqkRZTzf9v2fpCdFro77Cl1fzrNrNQwt83KEcbI047jvsCfB9MqkKiZ8yEUU+1qIb2XcWkFpmm/9DJjLwuOicTpiTaLnjpXMw6z4/DfM2H4H7aFrrD1bmV13hMwNeHxv4of+9+/kiAlPZDCR+XLheN5hsgy9EWLjy2ahZsuLR0fbK7nBf/IvfT+9Ffbj5HgeIYFT1GqIqYM7B26NNqylU7pBq4x1YEfNm/vOPVsYR0I0xKzQquCx1JgZS8Y5DbozeGGQiMhpv3OiSNVz2zUK4a+tDWs8qhXUuCAGrNL0HMj2Qo+RphzTMHDfLd16rLE4r7GLO6d9TUIYYblQKqSuKUWhPvoANZ/YROdH5mmgN81qHHvtqHonVEhN4bwhbpV58tRUMWOlNo21BqczgvDw6LiMgdIrZtSInH6bVh3ODmgJ9HYKx7I4vNcoo+m5U+qO1h/vzfy6XzxaB+ccpkV6TtRqkG7Q80RDEWpDCnz5Dp0C4mi5c+R+ZhK6MJWIKoFeIqkbRlHEVpjGhVwi+aOV1D34GU2i1YKShh4uKDJDE1ouxPBMQ1gF3mwZtW2kuDJbwatIlQG3PDJII/sRHXdSBD0Ueki8spqGovbKOMKFDMOFZi4o3TCt8af+1z+LCoFiPIOf0RkuU2GSDemJzsEX//oOWuOt5+oyn3iV+Nf/u38a6zwY2GUk3BPzgzA4jbGOPWmiQPmu/4xqDXaE8bqQUkeyxlvF//VrjaZOKno9Ml76yQL9kz+CKo0/+tsB5leMXnDlGcxIDRCPhnIji59Y985/+gN/BeM0tQ6Y2RBDxSjDC8ksXqg60Z6f+OmfgnsAOwiPV8tP3ODyiZdoKYx+ocrIfQdbMk4NSFaUBlY5ujIcsfOT39pZm2FbC9erxeqEygm3eJZxJSaLzc+Mg2evCu0dUiPhvkHXmBhQVoEyXHxg8mcmxE2wmDtiR+7bE7NVVFMQPSO9nJmXkmitMPtE9wOfmE9R+vYmn0qGNpJK4f7UsE7QKtGdAjOwPkdIhVILvUB1MxILtgaqmjApoIui0Gh6Yi+ZFA+O3dDTSkURk2LLlbrvxF0ABTESokd04zkJ9yOcNHlr0aNiHjrHEanltMuFoPmYoy1f/zWPy8Olf8fnvoPJF1oXnD+Hf+pxFiX9peGxJDIpWbQClQPVeWKteFHUo1BFnQEbEYwUao5UZZh0R88TbJEtaapVvHxpWZ8KOhXso+OxVt7UTmkX0vF0tm97Qg0PHBRKLAyXEac64b4RjWWxGpMPVmZ6a4xW0/eVsoyU3lC5oREUmlALJTeMgt4Ko5/IdAZXaVWRW2YcNPfXieHVI/FYsVVT04q9XKFV8v1O8QtWVUQ7vvebO18Mht/61QPTGuNkeVqFl+857neNajdUrsRmQUNKluUqlO1gHoSiL6h6cHSDzueUqzbj2WmJFSMaP3a2W2YYLLn/MLr+ezgLCY3+t/9r0g//m+jLxP4m8HD11FaJJTNYhwj0LdAnhciAkoB3huO2I9creQuoVlGxcfiBQXfcIOxrR2NAVXJuFDSqngImaxtHF3ISXo2JoDy6pPOIy4HIGSbTNPZaKHrg6jqpF3p2WK3YQwJr8XTst3wOO7zh9jd/E2MUOXUW34jaoo5AyZmMQw8zTj2xf/M/hv+lX8T2c9EdzMiqDG3fcV6wbjwh0EZjNbSSadKJ8sDsEyVUjOm0DuVQjJeR276jUsYOFWMdKQ+o3jF9pcmIUhmqoelOkzPQVouQRUGzjHMjp5F9X5kHS+0BrQXpmpoDeh75mb/8c9yefhdyHn8PY9wPicj7X2OG+4Gv+dyffWuF+2UR+RNfc/+feXvviyLyH/4D/4S9YwfBD4ZUFeEeULGQc6aZQkwTt2zYb+7s2+tGatCjYvGGLWlCByWV8Z0FNzii9viXn0BpxS160lq59xFs4+pg/SCAyxhfaLHzldzZQgLenFQwqWzMbMeGKZlpBlMC2+1+ZhjCzt4MH3VLqwmlCmuGOs6U9ZzmXEbP9GLAmMC8DIyuo0bDZBq9n2rFEizf/g3QzMh6NMxkKbdnJiX0Fml6pBRhixmzvECNV8ywgCi+8LcN7//SaWmLTViDZ34YyPeAtJ2iZpLyzM4wFMunXjb224GfLFtohHineYsWwAyUfAJ534sFrcyZSgwr4+zQCkz7MzQikUo+GupH/jTWGGrcGH2D2pCQmGaP9oKYil1GvvWffIcaMzmdLJE9WWJZkB/4k1Q9cBjLgxWc06QdvM/EEoklYQdh0IXPfkOlKCGEQNeeq45s+bTUKSrf+15HLxPiNa1lnjDkZBlEQynnLksrQhf84JC4MekC7/9t8q+8pqqOSOPBZo4jIb1TtcWNI1J2XN8Bx8MXfwnTBJTQzcjz3vEczItH0IR04LyhlEC4rfSa6cnS7hu5A0rjlguldMbJst1XRqdQw0Qvhn0rJ0ahRZK2OB/Aetyk0Q20E5oItSuc0Qwewp5QKtO10A3kDEey1NRJtXB7nX/3pE/8zsY4gP/ia8xw/wuAiHwb8K8A3/72a35ERPRbKPKfB/5Z4NuAP/X22X+gSxvD69eKphTuMlBr4OUMDUVZ31BiQOmErRCyYdAN5YX1WTG2O9M0MnvFse/oljBG6LcnnICIcJ0UNax4bXgKFjt6bLFgJsJ958gazIXuHLMU5kXoPeJmSB1ihhIOWtfUI2D9gt0DI7B4jYhjIp3ddNfoGHLc2T544rk/kEqi1AXTFfb6ktAN4wBdZ37xi6eZrZfOaBR+eEWoFRlmlB1ppTBOF5RTyHZnis8MqiA1Yl1nWeZzZ2ANLZ9j4Wrw2J4YbUW0Il0mjtYZtUNpjTOKT37iStoC06BP1OI3fJYi8NFVcZk1xglHn2i9Y6hYr/FuAKN4eG+kKYXSCklg7ISogJ489sVL0noQnw9aK/zyT2/QI6PqlAKzq4zthvvJ/5GhJyYN0Q7cb53GaWhzWvCqYs2I8Ypf/i3H8GLCThf0fSX3c09HV6hh4O98mJF7ASXkZihbxg3C7BoyzHzzd74AJSz+pIBp49lxyBHIITL3gvGOvTZEHGUvTItle97pfiFXKF3jvaE0UNZgdGO6GmrqhN7QRuOqIqaCUQr3cMWOM2a2uFljYsGK4vbROambw47uhZw70m7gHH1wpDIhCryZCH2gFLjvZw0jJeGoA/kIxD3RthslVvacMK1RjnCaFaUSETAXpsX/7nlbfidj3P/H9S8Cf/GtguHXOWHH3/3244u991/rvSfgL7599u97iUAqBT12lAy0rlGXB0Kq6C6MdkRjyakQmqbXxlYse1dcx4ZxE/HYSMXT3hQqFrQgWuheM0+Vpy5cP/FIFMejiygKqELYd+QyM+rCPERKbNhp5OnWzj+0PvHqweKGhb1b5skwLi+wJoNkTC3Yq0eJpfqB+Uf/K4Yu6HCmE3NRmLJhS2OaC9429iMyGEuulZrBScXOntnBkcHlFVGOkgrXOWOtnIqEPXNdOgdQAf1WzUBJOKMYa2FywvDS01vnlkZKSjgiUnZqFsQECpWE5cPXgWH0hFCQDvpLX6QikDrP94KXiDR/4vBEcxRFropRdW57wgwvUTRwA6VV4nYOz/2B8AZjHDKOSC8n6tAI0x/6NFZXunH0Woki8Nl/jeY9JWS8b8zsqJ4RO5CaoR4fkUulW6F/9CG5L5gBlD1HC4wpbJuw5o6dOun5QPfIJ1940MJ6VHIrfOnXA/HlZ4gx4lXGOA9xIxsQq7BqIt8DuXugIVZz3AP2svCw9NNxEwpPH+1oqwh75nmr5AAdx6wNOQfMeNZrRj9gmmILA3u0uNlhvCL1gumZ0gG/MC0WWw6Mu6BTxCsIIbCYQqkBVRs1B0rYKL1Bj+T1wM0WoxNJO5TRuHHGjEJDMY6excLD3KBlUgqo/x8whP/uW9H1XxCRF2/vfRr40tc88/+a4f5e9/++V2uduGsmq1GE02fRA0epNIDJ0Vpm9ANNdcQsONUx94P7FikpkXImobFLxfSA74FqPSVVrJtoMRKfb1yHyl4L4hRnCVrw04S/XNiLxtbCGjpGjRxVsW07z5siv/6AvKkzZNYqqXm0MXTTef3+Ru9PtBBoP/hnGCaLMgl7HAwPF1o4u0Z7LMx6pGgLPeP8OdK+NkXcd7Io9DDw3BsqJowIx5s7sWn+ofgBRQz3Q6jOo6zDizDWyn0LhAJHKux7Jq2BHgpKZw55wRYMWgzOe7J7RasWrQotZe73AATCcwc5tYl7tzgNKQiDSSi3gNKUHLGu0ZTDl0Ctb1iL0GNG18ywLLSu+cUPM3sx55Sq9kwDbNXxlZ/9Tfzwgo6itMoQIu1XfxSDRUrEOiHURvWPKN1x0tDXV5gOrjWScZAORDu0n9ACz8fApApqMdwj5E9/km4WQqoMIojS6JqoyeGefgMRDT3SnWZTjrxpas5s+X7yYatgVGL0nRnBu5PxMnjFeOX0ALmB5b2Bx8lhfWBaOqomMJ4KOB1ZQya3hnINbw/KU6TGA+JBQWMl0NNK0hMMCykehOEBow3L5EgIvUJvJyB5uip0CpSjc52EI1SaceTuqSUi62vSVumpvWV/JLanAnS8H/mYp5aPvXj8N8A3AZ/jtMT9uY/5fX7H62t1kyUXLmMiWkftmrBmwtpw2qO7psfA44sJdMc5jeJGGy12Bn2xVDvwoD191GhjianS90Q9dtwwQYs4/0DP8OZ2EOWB++uDnE+/Zzw28v0N7cgcCkQFqocmwmQtJR74l6+4PCj4f7h7m1jZtu2+6zfm5/qoqr3Puffl2Y6d2AFLCeHDxCYQIaEIISRIJIQEKA2ggUA06KRPA9FA0KQBLSRadBDQIB1QGoEWWHxEKMEhggQcrGf83rv3nL2raq01vweNdUzSiQhXwnny6lVpq3aVSmvWnGOM/+8nCdMhLsqwV7JciLEz24B3g/S+82wDhscpaDuYLvEExzjH83gyy47DUfLZQlwvv0jHI7WT6kEMgrlaxFsIM6YPvlkmnCTCZJAsfPrhg/4a+M1j4jpHgvd4Jydz4wgUNZjyQOuOOsWVB1uthPKGteCXC9PkT/N79extp7bG+P7P4OyEj0IJF2o4g2vST3XDGJDenzj/c9ixMFExmpn/3H/DnmEyjVoTwXbiMpPF8bwbYutQB/0//7M4F5knz1hmrGaqKEwz227YNDCRyU0ZvaH7jiyeJoPVDJLZiW0npTeuy2Cez50YzbCuyuXzjzCm0Y4nmitudlgTOUo5W6gOKjfM/TOvajC2IM93wnxlSMOFxAgvlBZ5WHsyTO0p585vCTd58rffcHyT0VTYn4NjE+6HwwxPrfB4Nm6SGa3Adsd1QxUlJwPGMrTg/Ir4yEh3eq9I79zGxujQy5NngiNn+l6hdxBHjROMxj7O4nGvwqSFxsyxG4Jz2EnwrfEoHru+gI/4oJwqpf/v13daPFT1h6ra9UzU/AecxxI4LXA/9zf86W+b4f5mz//NXv+v6yaD52gNTRVLRuypBTDR0J2nV3h739meCU3C6JZelKNYfIGeC4cO/PYOBWSaELPgrcf0ylaEIY2fFUOYI7MeBOeQalheJqwqjIZ1gUUD1BOVZy4zzhusnLCc2gKpWeg7337TMe6OLQdjKKk7jAWWM/dgJPFxtmyPQi5CdAOTKvQBNpLMwr2dX/jz8ZehNQ4cIylH+IqkN47SSGKJl0hvjcU3eh4MLcxXR+mOxXxLNY5ezmyFSmfYztcx8dXtwm2NlNQgLjgxWJS+ZTCKc2e2Q6TjrcPOL7xsP8CS2HUi5Cf9fUNrZd8HIoZOpxFp7cc050k10P2M/sk/jqfwzDDFmdZhpIKWhnjFBYuNE/d/7I9y5MSRlLYPSlH6/kRTBh3M0fPpAUEbLc78O79vMHZFc+P5rCwMftgDVhyPKtQWcDiej09QEttez9d0lsNZWs6k5k6fyShf3gvEr2byxXFbgMsV1/dz4rd7eulYlOCvtJ/9o9A7L/0NPznakRjxymMPqDm/v14LH5YBGFyrrBfhzVyJl4D7cEGiYrpCdNxWR7SW3RiqMWgRWgVrhYQgx0F3ExbFxwUWjzcCatCtMH+1YtuEqGU0i9HOdPG8fuUYfTCGo8vALA47vsXaCR7bd4Wnf2dj3E//DQ//aeC3OzF/BvhTIhJF5Bc4jXH/HfDfA78oIr8gIoGzqPpn/lb+10CYpxsunjTxyRyondh65OPaYQrcZsvrx69QD7MU/BBmLUzen3Tx240cL7iroydLmyzDCdqUyWVCzvwAi62DTqOOjHWVIzXEeMJ6YeQd7zssFrTgUiarOxkcdiW4jdkAbrDEiqpnWjzOWFo9MBJx7pQf0Qs/GpF4iwTTySPifONh/gCtNGreic6jZuAlnVV4BpNtjMcnoq9MwRMvkXS/E3/pn6H2lRFPY9m8LKj8MbDzeQSYL9Rh2fNXDOOoYeXbtx21ho83Yd82ZJz4fuMc9x99Qns4o/0MDIbUMr9Vr9QxeG2f6T3hZsfAM6+R7AOtDJbrzJCdtj+ZL4K1M9tzYNfIcol054l+YujggxsUOSPrBrjEwPrTP3fS4yyYMYheqBoxGEpThI6KYRLPn/5fK+tPfcDPkfUieOlcnUeZ8Ch2ZO7HxvXrD6QxIeKoIrx8fOUlCC2BdxVzXRhd0K0Bjfunhrwf1Gr4Ez+j1HBhq47VKaV31FSsPsl/8b/F9sEPs6M7T7UTs228XgraFfEGOxvuSSDfcdFzz4HQE3Xr+N55bobLDZZl5tknBIc/Bi4/YYnYIKi9nAuIOLyduCyO4BsLOzDoWvHrSu2GGDIVy7xYxssF3Q+Ot07wMAdBMcSutO7pz88nJf87Lh7/r3MeX4xxfxz4Gvgh8G98efxLnGvWrwP/6hel5G/Lr/8lTgH2n1bV/+LL856CSiQAACAASURBVP8k8O8CFvgPVfXf+lt5g5fbRf/+P/L3sR+J6TohBBgV0xsvH1f2R2PLndnX0/g2WVoazNOCfvqGpzPE4EldsWJoHUzZmJYLWSyjHtj5Bbu/USRi1EJsOA2kvBPEn7Z0O8jD4GaDbYZjJGxTokD28WRTqpCfB8viOPqZBr0u0HqlOI9HOZ6d4AXjZkI9+Cye0Ad/ZxB+PRpaEUxvDDVE10l7J7zObPedrz9eeH4uVBloiHhvkF7Jj4q9TSy2nTF2W8HPSBR020m7MuyZ5QlrxGjjGJ6rH/RawX/RIYzTvteOQXPgWwGZWK4GPzpHgULlsjjye6F1CK8LaVO6tpOilg6sTMyvC+l+x4qSjcFIpNVGCJBTZw6GZ60Y83OY+lsYTWiDHGde50GtgyN7/KRYPLZ3mh3QBuoXTP5EmDxDLHVEbN/PmRkdeIEmjSgTVSq5eTznLtTawTo7ajf0rmhrDB1UM9NbJSwGGRZsQwrc/o6vyT/4TG2W15twfzZ6t0z6oLoZL8KuBkZholPMzM+myq/TGOqxQYhfjpOdBJePpPdPLG7GSEMmw/Z5oCHjwhU3LDXvzNPJOmV0jHZ2f8MdG7iBjEEZDrER0+/Y9ZX++YG5BFxTmigESzkGvSriheAmohTSaIieI+/PPhNG58//D3+e53fItvzED4ldbqv+yj/4R063hHH44DmOhI7KvBj2dM5m5DoxqKg1RB2U7jHzBMcbJs4UFaIoPgzyVlhnx5EqRzbY2JncjFqhlkE5dvzLjM3nTiY1GPOFn9fMb+RKUsu0XGiP97NKXgRnO8PAbDpF4ontDxMCWDsYNmKPhOuZMq/kbPCuIR2q9ciopwRECpaBk4m2enTfz8h+taRWmG3leAwuHyNdO0ddWGxliFBbw2KRcWDnlb0Moh20ocy1coggbsHqoLbKajvdziTnkceDeDsX52etp8WOSnCe0VZ6vSNiCd5hpKJaebsPbh9n2mEQl2kiOBfpORODYkdn7xHPCRaavafEn8aW/xPtlsTAajuVl9rI28Cugeg9ZUts+Vyotm652IFaT98fKIZxuSG1M0SZb5F2NOjK0IO5VJIxqIm4kVn8RMGxpztiI94ppQvWGEaF1RWqBJypFJkxtVKsp+2F6eJYo+P9qPQ9I9K4xUhWQy6F4APWGlKtOKMs80RpFqHS6imtqmKZSBSElgzGGByF3pXoVoZpp9N3UkKuHM1QxHAbG3cbMc3jQztRmo+GvUYcg4EwesV4GDbgVDF0Su4EP7MdBVVhmZT0lqmXBZMqy8fA8bD48U7Jll/7S3/pOy0eP/Hj6ehft5INKs6dCLWXF48sH7isjqavZwzfCR1PtxaVDekHMr3SXWOqmdYhP0/u52MP+GnFBYezMyWfRUFBma9XQoHFK8k4qlkJZeOvdEGGwxtL2Q7iKrQ6GPN85mQk0N1EeRzk4bAM2rGTWsS3Jz1Y3vtZiF0mg5gI/cDSKLki42y0GqNsqRJbo+ZOOw5SqXx8Gcgv/EHsi0GLpaZAaN8QvZ6YuUdm2M4gQktc3eCyXtAaaM4Q7GDiK6yHy4dImT+SWqIfz3NR6AI0bEukPPCc9rw5fIO3ipk6+agUHeCuvFwGlErTL/oDtbSaeLkYbIcergRzUCTQc6OUxth+g9GVhhKMO2s8qvTuWL53PdOtKJsK4TqzvVeW4Nh2sGT69Ep8iXC/M/kCdbD/8J1opxMn6EDWBVgJyxUhIqvB+EZKDudOwddkhVY7lyv4KbK+OnQIXmEIBC3M6wloPmoneoObHc5OHDYwgsGGldY7OMXbSN0HeypUOjoUtStmZMIYNM5MjvcVNQUTzjyVsRvGnQHA9FDecqR1JRjDZm98b7VMwTItltEEO0e0VbbUMZoxxuBVcI0vKomOmoXaB+vkuEyOtB2E28LVnpgBzZXrnFEb+N7Pv/7OFkx/Jy9jDG50hrXgLE0HYRFq6vTHG5du6fkzwTa6RF49DBxOIq4lanpgS6QZi2kH3Vr8UXGL4X5/g2ZopWHnC10NLpw81C6QijLEExeLeVnQkqlUhrVY00k64b3HvP8mMgZWO7VYJMyUoZTUuH11RfrOe5tI5RwgKrVS0x22J+IDJR3M3p6g3Vo4kjAthnwU8B21kctFeW6O+oP/A1+BkWEkNCy8/FP/EM4bbheIIqgPmK++psjE4/OdKQ588BBusLzxopXHjxS7fWKePJMo9gt2MT8ftAKTL9R0IJevyDWSEawOpuvABkPan0i84meDjwK54SjcpsGxWR57o2wJcQFrBbt6ZAK6o++d3oVUEpoLPg/aEEpu+BCo286rP72r8SVgBkTXUWegZdrRCFeLlYgXYYnCsd2hdX58j2h3aH2nbG8cXTjulvrLfwK/RnTA4zP0BnN0vH8qHF3Yu6M0x+NoGDkzQa13pDfqlrB5UPeBBCh7xrRORKlDGfUcGwjrWUw/Hnd6S6z+iYg9Z1ZkoTePaYklTkwq3BbYdmhEYhi8XjtGKvOHBaMNZwfPOhhmo6jBW8fkwJvOy2qhW8RE0lbxpiJ5Q0uhlMHI5YR7a8d6j5YdYyG4TrCR/AWF+Pi0f+eix0/8seX2ctFf+mO/jEMx7SBpxDqLMQEtDwyRcuysr46KxXthe5zMD+kbMs+gFlF/sjKGkMTiR+UYgdfZnPZ3KohlL4kPzvA4lOvLTGkHo3VkBCQaijXwPAjWM0+Q1CHlIKsjSKOMiNIxoiAekQpmZnhwxzt0YQDZTqwYHn2w9Mry9/4BfvwX/hrRDUqHl+tErwNjBkEz25HpNhIZMIRnFsx0YQmVVhKzj2RRaof5Yjme4ORgmQ2ft48E+Qa7XqiboZadJbYvDArLc29YGn62TAG+3Q2uWrwpHMYTZGKi8LmAl4ydPG4IVTojC601FmfY3MJkD8wwFOQMoDGx0lleIm/byUoRPfBOoXSOXDHWEhdHbg5jHDoaZZwc1r5nzLIwmQRuQcVT0841Ku/vCadQjMGKZV5nUtkxRSgq+MlzpMLqK108xn8k5B9il8j9eTCHGRVLKRUJH1Dd0dwY1POIbGGMTGiCmTw6PPMNjtHhgBAN25ZgOKYwqGai9UbrAzsqkzTccmVqjW+SQ7Xy/cXxEGXPZycrWEtzhst45y1FnHUcfuYyNgaRPgxeEsEvHKngx6D6c8eqXzBX86WxfTNYL2CJGNdJ1dFRegOjFWeE7iGo5+2oTL0yXMRNnv/pV/9H3v//yLb87b4UoXUQHfRxkqZr6gSTmNcXzMXBy5WmFt0q20NxRpgvE4MVxNG64CQjRuijMAVLr8rFC3uL1FY4Okit3Lwjm4B3hc+PQunu5EgYAau49jP0o2GNksaZUykNdFh6D1QRYjB4G9Fjwy4zPVf61unNUu0VF2dEhYoQh0OXSP7ffpNpNvh4YXIBKRXMIDdL6hZjrkzOkexEiVcuK7jxpIhD/cRb6ViEazS0ZzlzE91xyA3ndqRbJCvOd+ZLxISVb++GKp5phWodxwg8H4ZLVKaXgLOOyZ36hU0ct6vQbeQi5y/bqCfkJsaZ4T1XX85p2slgU+Uye16iQ1XZ3jI3MpNNRA+tW3IaLNeIaqUnS9CCSe/g51OWbU6bn0sbYhf2fWP0ROz7Keb+6mtYI96t/0/yGgSxJ+FttMGknTxmfMtoulN0cPRAmD/QamHUjjSg/YiL3wihY2RgrOBVyUXRNVCNgVnYj0p/dGzvxJCwRrAMyhjklPADVj1v2m4co8LGOXE8YqBkZTTFYpnMWeQfb0+2OjFFi9aB3x/46Oj7jmrCh4b2jSl0tqFYU8EopnT24pjMzHpdaNOFHcezW55HYpkMbmwwIElAU6GpcouW4WeWS6M9dvp3nBL7bpLK38lLB04HRTxdYJkN0pVmJvpzJ42CFsfL74lUA64M9noQngGVLzeMOaPcjzqYvcPUjHhPlY7nnV3hgxfe+iCKnOE6DKvJ6DBULaDCUQLu+KvEj+uJxdt/zKEBG1boCeMDpnUGhr0JPq6MRz6LhRRYPPv9wL4Gbr3QxEIY2Ppkc7+HaAdb2vE2stcKRVGXSRniLBCEOcOQjp1uaDlo9Wy/vQbHhuGxGeIc8JqxYmDfGTnjA4xxtp5VB9YYbh8m2vNBanD54Ll/yjBgy4PlWjCl05eAdYVgd8reuJiZoxrMBCNH6OcZ35SBUY8h4YajXT1DAj096OoQGu9VMPn0u+jsmV8jabdnAbMZLkbpk0O2jdYTTe1JC58NpWQCAT+gq6c0yyUWjl0R8+SoX5wl68x4dpp2MBfipBiE2ixWMxoWKIneC84ZjuEIMRGnldyFenzGrzf0yHTXWS8vHNvB7AZoo6vBktDLlefdnwvWOkHdsJNgv+wqwnwS+YVMShPODj5eLG/HSc8fufCsM6SdeHmlp4NmJvxcWVGOzREpdJkopeNpaFx4cQ9SVnCBuApGDZ/vjSEdl/Q0LErlZZnpdVDtR1rZCdFgqsM4j9R8dvI2S1g9aP9Ot+ZP/M5DxOBMJprO5WUilQYM0vOgT8L0Bbzbx8CYM/gT5hvFWHJuZDVY05EQiblAa+xJ6A2OR2G0gLVXnkchmoDKhGpnFEfpivZ6jvDmhOaOWmhp0NuOhol5NuS9EAz8Ix8L0xRouWF6w1pLbYr0xP1oSC4Ezzl52ECcgSlw1BV0P+c7xCNasUaQUYnes6wRxWCOxh/+uxw9PanS6aaxWmX2B6VWprrjpDKRMZPn9vunczDrsrJYz+idVhrGNFI7uP/oG1DPfHO4EbgugXWd+PqnX3DamS6WVjoueN6fgg8TwzvUdEbv+NjIsqL3glsir0eC5YYsDq+d57aBWwm9YsKENyDTDXELZhgkFZgVxOHDoKjgjBBCwt2uHAU0Ouqz4nQwRqJiaNYRTOPzb+1M1wteHJcIR4Z6KGl0vANDw6oSXCZeZrIZ5HLWinIVkjpCFEQCb28V0Ya9vWCGEn3jev2I2sblw8zRLTlbaj3JY8fnTPNwr520NVy84oaQqhCH4PLJ1PVRiONOlMq33zwwquxbpbVO9IGAIBwsrvIyK1IySkVImNsE9Y1oKz0Gnt/u57iAd1jbSaVS84EpiSiDEIQYK1Yc276fFH8S4g1SDaUOSmlUN1HqyYutNWF+twKQVYAwIbbStwPBYzG4CGkHmQXpQNup6UT/5STEObBeHFrTCfbpwlguWH8OHLm+c/v+DTtZXL4TLoGhFXGOmgPhGmlAZ6JzEC43/LSwzA6nihzjlF9bZXaF1Az/5Q8Mx4+/QZ3gfcdKPj9DnJkvliRXOhHrBSOnwKlmYblZ5HqjfQmaoZWkgcuHhZoSQw1H8tQl8mt/pbJcV+qjMa0ruSrsg0dWupvADkpV8JFv/veEt53eK8lP5K5Ms2LcRD6U6cPrie1PjWcqlB7wE2zv7yjQCdSSAFhn4bnDMI26G4a7gDr+8L/+T+BeI8ejcV8842hQO6VYYjypVfLhFeeEiMXnNyZbWa2iWphbQ2umj04Xz7efOpsEGBmn5ZylWQLaQSaLCWcno5vAGiLbN8eJUBwzLx88s1cms1DUEHQj/ML3ySXQts4cr/g4IfML1zkwGcO0P7BOmF8+4BS8VrIEtrryfCY+fhWY+s7LotQsrC4wVBBnaFm4vlwRLyStNNOJJlGk08KpwmzZ0O1EGpyp2F7w9pwJYuyECODoKuSy0f2FZiPVBVQH/vKRexFMKsQwqN6SSzo7hy0SAvjLC4u3pGOwl0APjtttITrBm8jLzWPLzvz1lXmdCc7j55lqOtPiGb9bFw8zBpcx+PzW8Is/f02Cga0ye+ip4Geh14XhZpCBnzrH+wOj8DJHWolY3elHRg3MV8Cv2OcDVcVasMkx+YlRBrPZOZ6FYA1mcrRiOLJh0XcExQfD7/97HCqD9J5RGXx9Wfi4duyyMo18WsnNKUUyeTD20/zmfWK2yrR4jiqk55OjBcw9YUYiq8cO4RoGzz3jw0IeDTvulB22MnHfKleX0OONYQfVrYToqLliDkVKwezvDBLV3uip0e93gglohT4tuI+/l0kyex+45YXLGFgppK0S/CtYz2gH6zzT3cQSBCuNkQbu5VRqOin81X/7PyOawnJxDBNIdhCCwcuBJsOWDupbQoZCjGQzsRNJBbKJGIGmpwqhpMLlMmO6ZWRlfvmII2P7DtcZVx3jWeilU/ZMbpV1yjhj6fWd7Qk1dWxMjNy4VxjbD2myYmxH2oORQPIdoqOI49CIOIsbd7bc2EvEO2G5AaPxG7/2zi5Xvm0Ty3SQcyL3yOSgPt8xj51SDOZIaFMOJmo+uL7ccLpRWmN2lehAjCW2zBQ604eFYQaIx0n5Yt77QByF3ioXl9g/HwxpvMaKljvedEyv2CnAUOIsdBPQupOqEm+OoBlbO3upoJGSDvpWUBRGxqYHo28c+xPX4cBj5Xc+Vfs7cnWE96a8fPUKqRNMpVbBOMW7k+c4xJ19c6lohYpjCEzT4Nvm8K+R4ldcXOjNYltDpPHtHol5o9rBszfqsSNaeZcLiy+Y7vDW4ERwsyEfnUMuZHX81b9QGfOKuonZr3y+V5qP0M9VXHUiGYeMSFgmTASqoepCHZx0bdNYbhesHjQfMcYSpRBunpwL//ivRLzC7bowzBe471CuV8+7/YDOr4Q2sMbijMGIMj5OlPmFLXmWZWH+UPnqNbC+BCREmnOY+2ck/5j703AJg2NXSnSAkofjud3p9eAoE73mk7LeHHY925dRKrfbKR+PpjPkIyoGM+BSdvYDjFp87KzhzLyY0UEss3NIuSNaCeqxc8PGGe8j0xwZ1gGdaYqgnXhdGeFCbJk8Gv57H/HGsziFXvDLQm6C9QvWdY428UyCjYqoYf9WiLMHF6mt4k2my0o7CnMZFDJZV2o907LoifWr+zg1my+Bse1cRj2pZW5Qe+U9C9Nk4OJZ1opRpRXDJYJdv2JaCpmF0ioyndwN2mBnZkuGt4fguuFZHU0FL4bH88lWIb0NjreGjsbz80Zj5mle0OsFxaCt4aTjVPGtUUwgd3j73LDhTJm7fg6xRUlUFZpxpAc8u9JTYFmuTOvA9d/FAGQDtFQYqfHpXs/edes0iey7Yb1FRu08UqdrpJcHx6d3DINjf+ESGvuWsDUjJhNMoaoDY7hMlaKeLgsqATcq4mAKhh4dDeFoCqPjy/nrUPJBKQ0TDKEP8I3DdMLVUlJhmQNVZoJtTGIQn9lKYs8NM1kWW5i/PgeaWqtozXjxuLJThqc7zzNZzBz4r/+iobTK/iysc0To3CYhJ8PFF9KjIdNC8IMPHwbZOBZxGFHsHEhHRT533u+FvRikPIgqlAZSLX4xqPMIibxVRAyrhzUqTSLXj0oXwbTOxVt68yyTp6ljz5Wunbc2I/3TKRdvJ8nLqfIHf3mipsGzG5bVIKMh5YCuXG8zuXv2lBlppncw90+oFcbxxuyVf/SnOz09KSkhCu/Fn0T8H36LnT2P3GgEnrlxlAKmIxrxtmPrgdiJORi2rTDKjznuiT4iqFJwyBAyGecCMX9CBhxbx0tBjaW3zvKy4PpOtBb1HvoghInv3TyL82iYKBiOEikSUC+U3DE98+NjZrSdFw/vxUHN2BCIvjB85MMsMDovITG5eO4YokeNsN6U4ifCYomuU7ady9zpTXi5CFqFtDW6KEUD0QzMaFxnS5dzoQjXBTd7jFtouRN6w8TIaiDtn5BoaUURX76r8+knf/FQERiBkjbWxTNkOltxNjOvFq07jEYsG74ezLcPXD9cIXiiu5+O2eioEjAi5OoZo+CMpWRI9oKmwhQGRzfoMSiZ08/iJ6R0uokcWSHMtJSI4UuBettAHVMq1CGUvVIYjKZMo5O2J1YCXmCZ45lsNMrn/2unPB4QA0mVZ83UWgjRQylMvRGMZd8SjXiOrhuoRahaoSRKLiwLLNPBEHi+V27rRK0d1zZcfXK5zZgIqRm8n4lhQqnUVAmm4eNCOe4swWKCRegUIyRZ8L2S74XlF38eGLSm9Jp5pEZLihsDZwKxnrLv0Sv5aKgRVDt/7X8eXG6exUEh8Lk4/hWrmDA4jop1mUv0PI6dJcDnsTCG4P1MGZ4/9w3oHMkjEl4/oLnTm+HDYskt8XINXFE0DeLLK7Y1Rq989VFgvQGGIo1gO6YNltngh2Wo5SoJ7RUrirWRGgLBKvPrK+Iddg0QhLof567BDCgFYwxjnngWR6cRrKDdskgiSMEquNEIXknfbETXuY8rF9cZ8xXTEl4HlkYtGeMcxzPzrJw2ulb5eOnkceN6iRgi4i7n8eRZURHe3gfqPPMSGblS04EPDrAcOFoSRnN83u+UPVFsYJkctSd6fvJeJ6blI6YkjAhtV/R3bc1DIKz93NKWnegGdjS0OkQTpa00bfhpgFUSnpE3RGaqeGoXWsoMMygHiO4Uu1KTsCyey9xw4Yxa+xAoDWzZCMMTeka04EdnugactayzpwImKMYPfNtoIeLagXpLyoOhnSyOVirxH/5DlOZYXEJNh2bwU6CJYFXwpXOTxu/7KaGkjI5+noHTwWAmmEyVmVE3TBd0eMKi7D1Qq3B0j4zGGDN7atR+3tTdRN7vCWnKcptBEnU0jlqRMJHVMd6/wS0TUQfeCjl1DODhJHVh+Zf/hY37BkWE19uFgMfElTCU2oRiIZrBOA6M87TcGAPuBfY6SCPjvWUKg38vW+bVIkOIfqL2zmV2JBVu0RD6RmfQrZCSwWRlnZT8ox9yebniKDwT1CE8N0W9AjP6+DHDGKwxfPph4SUYJD1ZpTE04JZAVahzxFih+BWc4XIz+HngZWc/CsfznVwM5dvPjNrY1eDzcbpiyilOOn58Z5SDdhQYwr4XRghsJWA9HDKRcieYQTMXRvnM8SkjeGgFXWesDoo6djx2Dkzs6LowmuX9vZ01vMc7exfMXsklULGUtONMJ4RyuoHnGXOd2LeNsATi4kAKlwu4ZplvM1YSpXSsUS6zsF46w+7UpDxHwOYn3xGe/pO/ePRxpmHrCMiyUmTl+ZbxlwB42qhcXSeEmZ46YzSmxYIF4zw2TkgD24Rw8xBfGfmBv3aq8Xz77QMozJdIAVwwuCBksUi0eOdIaujHRmsJ6UK0DoMhfwG4PVMlZ1A1zNGAHWSJjDgz/qtfZR6Jt2oZx8Z7h7RXpvWKtR43Wcx65YffeIwzCJGjGfp+8Kd+pWO8I28Hdr6AUWp5cq8z68VwnQbSK8OuxI8R5zrkDPlJsZ2pVR5VMabyrDOjDrJ8YI5fWnjGkXdLGo63FLhdA/kolFQQ0xFV/v1/88nkG6SNVHaGHVjd2GoH3ZiNkMs5uetDw8jZWcGezNFoI31/YMdAXOf9RwklgigmRnI7fbstBj781MRQIX3+hDUds0TuXZisBamE5QrWMduTodpRjCSC9Yxm0HOTSkqVl9eVqo7hFyQn4iq8mAdDDNIzU/DUEbh/U6lpxocZtZ7LzbFcZ4IzOB9pfqVYCJPnGJ3LMmHmiJ9nhv+9rJOjZHvGC74IsPswmFYZ5Yn1C+IE7TtVF8zeka3hjBIBFwLjaNxLx64Oby3Hfae4GRMH7qqowBQj0czYdWXIjDiP5sEqDaPQasOMwRBD2TbcZWUc9WRSeni0mSNHvHqWyeBny7os+OsV+7cBQ/g7cgnK/hx4W3geBVM3bt8/wz5iQcRS/ZVvHwUXB4s8acXjraGYTq7Q9cC4ikkVN95x1dMLuOPOx5eAV8P7UXElIZJpVWnHk94qrTpcyKgJLPNKF4MeibYVJtOR2bEES8cQbOT+lpnjhWASqYB9vZGtZXGWam68vnicnXgehX3fiU7Z74kjVwRoxxNPZb5d+PX/RXnuegb9UkVHBhf5eu4c73eO2nmvAvUdkxOyAbaS7YWrg8N5Zu/YfvQOz3eaekJ58ng7498yeaZf+ufANL5+9dx3h7OCWwKaOrU6nBQ+/It/koNAT5nVNI7ScT0RwoVKoTMxjYL0QeMgF08eCrbTjor9Z/95wnJjqKc6QUUQ5xitIBj2cSPkwm/9IKHXF5brK9oKLkSWoewDhmaej/2sSdBxfqUUofVBloWyJ1wUTOksF+U4Os46rr6ADdQa2MeCNxXoFOvJe+HjmnFeMe4UhVUxlCE4O/O9F0tTCEMZzjMtM9kcWHV4LYj9AX2rBD3YJZAw2LwTrwvWG4y/cHkJxNUR7GCeOxIM5uWC0YzWSpOFPL1yESHfG/cjsriKSsUjuPWGsYoESxuZ+naHY8cipNFQAxpW6gn7RfF0Aq5kllWprTFdVq4fVjCVlnesd9TDwPZgmLP+912un/zFQ8zJKS0HL7FjrKW0V8JyZgXWUXFU5gnG/EI6HNZ18vONkAtCwYrFxJmqDdNniIKdlcLMYyv0UTGpY18+0IrFLhPr6wvaJ25fGy7DYKPw6dNntOw0H5guhi4RkRXnwM4nlfr64ULVhqbEJML+yEQywykXOno8MObJbRHwkaLmHBWeFqLtxNcr3U3UDr/aHLTO6+wpwPzVjVAS9xRZENQtTGNg2qCNQbwKcV4xBvIXZaRxg+l6QSZDnA3qDHEemJzoW6P95f+YR+p8P31LWD0jmNPLajrRee7fPEj/yZ/F23NEPvvIJSgjLOQOoSi3WcnBI+uNXh5MayO6CT8M/rYg/+l/xKDTpTJ3xdpBeWbmf+BfI8bA9y+FMQdUDJf2+SR9i+Px+cHxrHR3FjN1ORGKV9sw+sCowTlDtMDi+JwnuvG8PwalZOroHK1SWElbIjVLLUqYLKMP3OsLyEL8Mu379jbIv/UJUzZKevDN28ESTvm35M7Yn4idGCWzJ6Ufg2aEoh3bDlwdjLjg886hhiYRPWBvHrAcb4P0SJTeERzGNcjvXOyTPAy9N16+gqN65t7xwZPu7/RSyAnCaJhpwkSHbRsiSuuGDyHx9aR0BNsLBc9YJr59s7jXC10hMnB+JoxB2qH0BC4wUkL7SsRUugAAIABJREFUdzu4/MQH415uq/6hX/q7WZZINgFTO10PZDiUgTWBxVVyHiQiIXTUDCgD4xdMe9KtZZTM64cX3jYQLKa90d2CGRYdgvGDqJUaJkzNbE8I4cB7z9EHkg3Lx4Xn/cE8R8YwiAaMbqR+Uq7maeDnG34ktr1hCOA7dUsEY3AhcJTONAnHXhkVllVhWRkHgGLcQTGeMCymGA7TuZL53C2TDdhR2HViMp1WCzJ5RgfvBW0TIgfONNqj/t/cvcuPrF2Wn/WsfX8vEZnnVH3dbdMYMDIIG4HADJiYEX8AYsBlwgSQLIb8KUxgwAAhAbIESIwYM+IiWXbjATe76IFNu6u+75zMjHgv+7oYvKfRhxGtpkS1W7VHqQhFZEqZsXPvtX7reZDPCXsMjqL8uX/2zs9+54F1EUmKlgbaEO14GzjHwMvlCOnnV9r4hNeDQzpoZ10Wzubp9UrxJjImCqMpHmWvDi8QbOPLptxdwb18xuxPPraBCZZ1HfTs2I2F0nHBQS8YIzxaZJWMFcEuN3JrjGOndcMtNZqPjHPnNDOLdvxkOU9DoxJMJwXP81Hw8Rrvl16xznCYCeMM/rnTvSMFQfcPvpobMx2xoJIoTVnlSfMO6Yr6BR0wxgZ61aeGM5RqWc0D1YVmLaHtbEOY5pn9OJmd0LxBzsawkYBh1w5DUIHVN7Z9UBq8+gLekVu/allR2PN1bTZlw8aV3CDoicqE2MxJvITtBqAxTMD1Tu1PMpHQT/xtIZeBdQ47Ou3ohAmOMzEvO/kc5OaZIkiu/NXf+Z/4eP815HmowBgWJouj030gGo+xcHOerhuZCW8DQXf8+KY8sJ7yBBsSplXE3/i7f+cH+v4V0cy5C+YojMc7i9+5xUFcLbE+cBameRClcNREqAUrhvyofJ4d+SNjcuMYShsdi+PzZ2GyQn6+cX59orJQpMFxME8L+MCZH8xJee6ZebWst4SGRG+VPA7G6JhwZ7GBoRPdWZaoZIVkPOHmaRjWOZHunhQN1li8a/j6pJUnXgs6hLEu3+Z0TkKa+Ls/e+KXCZcuB4zkSwBUq+P5F/4t2jEwQWkl0+pKYafTSHLpLR7bVU+R8pVV2sXnPApiPV/OceUObKPLxD0ZDiL1LOwmYOfISHd6mXk+33HtYEmd1ivn80Br5VVO8vPEKNT8zrAZbY5A5VE9ZRdMB/t4ZxhPKwWpBUelnRXplpBmbErkbNHpTjMJbWB7uarA5qDUyOlnYquM3hEGe/GssdOqYpuhWw+5UnOln4NeoeWGK53JDWr3NNvRmlE3EW0k54qK53F68t4vhmjb2LuiBEarTNLYsmLXxO1myX3wloVDF0K66ntJGlb6lYQODqcVr1CNcupCa4MpZNADnIdeaH3jqTOTFfCO2jpGDMEMhjb8LVHNjaaVj7oSrSHdEs4o9jb/SqVPf1+XqnC7CX1rUDrh8YYZA3Jm68Kn+RPeXPmPGiKlBRDPkEpYMicB+w2xN91fub0Emmbc5DA4TJw4VXjWwZdH58CxfXSsX8C8ssSCNY7lJyu9PNnPwHyzGAVf3rDhYpPGo5HPxsvryvLdjVEf+FouM7kK62zx8Sp0rdPEkS0lBTwe12DyjtsasL1SzpMpdJxpHF8qPcyoGLavT/wkfHIP/FYY0THODfGRSiQtnpEWRrvauefe2WpAZPDcI8i1AQSb2doVsJtTIP/Of4JYxRiDjEQpT9IYKIKZHK1kklc8B0UTh15F0uAi+b0T51fOfaBjIFqoTVlsp7bLizqageOdbg3z/TdJaeX51uhWWG93RlrpozJ/t5KNZbSK7QO/OkwcoAMboTSHLAutK80qw54oFl0S5/mkjcLxVrgvAz13jm0gciKjkfcMMtHqjubCQJhXx7l3Fv+kNUszgXNc4bdzy6hRhgTuk6GGO81aZHSqcbRDsMlhfeMcDVcbwRSWKeOCJcXMXixuHLj6ILjOURTVgT4fWOeI841JDJMc5MPQrMcGh44BktjeD9p5UKYV0UzixNZOHZZWA+0opARqhbue7N2gdiKIIe+Zsw1EHbVXMBv32bDYRnEruj35sju29+Nqaf4S65fVTf6VH6kmf1dE/vq3x/9hETl+9Nx/8KPX/EUR+RvfdJP/nvwR8UUKlONkH46iin2dwbRrvF6VnUDbDpyryFnBGKwH4xN6KmZsBOMYvXIcG/0M9GKw3VwOGBmcxWHr5TRJQcB1+jj4GI69Oh46s3/9HvNyx/hBLo3DWKydYAzUCJs4yssnPr48OavndQ4UCfg+yKVyWssAag/Y/iR6w/lQzlxpbVDFw3lyKrgYKHQeBcJrvOYSXOcWPUcWPip0I/RsMGnB9kFzE41+eVvniW4Np3pKzjRVpslgxFFcxM0Lt9lcgaFSiG1HhiVvnWDfmT8ntBZKtXgTse466WUXsT6QpFK74S/cKjE2zPGBj0qYIxomIoPRLS7APQ7EdKYkmLHh/Uk5D+J3K5O5NpCZg2YnPopFPDT1lPcHkh8450nJk6TjQkNMJ/SdODxmfiEYqHtHqsEIzLFyhEQ1E6IQhmfflW4WROAsJxI8LgjbZrDhCs21uuHNAOnUxw6h4UphvS3UIdziduU3iuIEjtwZvVH3A3sMzC1gzWXcaz3yOBLRyjUfNNq1IRrFtk7AUrOynRmmy5/bvUUOZddIN47SG2s0+OWObw8EYYTwDaGY8LOnouynIibSg0PGgWlXQdu6CTsaJoLvJ752nqWTS4X6YPTBy2ow0f5KE6b/EX+PblJV/9U/UE0C/wXwX/7o6b/1Iw3lX/7R4/8+8G9zEdX/3N/7nv9vS1B8+sSiB3YovTxQnRgmMPuO1g+GcxifmH/zjk6e/W1jtJ3JNcRESozEqRPmiWW+kdJMvwWMWNptIlhFU+T2Ejk2ITioZ+MntxNrLLM+cSkSe6XuGYMwmROJsB8FLyejDvz7A7WG/vg57diJRnGrJ8gTPSs0i+h2TTVaZTIfaLSMLkznzmk8Vi+IsJ6FmEAwDH+jhsCRDat0nkX42hzDdEZptD2j/WTooFWht8Y9WmxU0utE7wcqhTIaUeH5yLQ6OKgog2Ua8Ft/HhuEr6fhn7gVwpoQ5/h6VOrIjHJgVUlJOIdBW+evvydyhc+LQXzg49kw+UF2kdwHYoUWXolu8DEmahs8nopRiF0uZmsuvG2DYYVYCu3xxFqPCS+YMHMUy/4cnDSCCEENs7UcWWlvT1puzEY4nafXziNHeH8Q2wOJnUYnTRDWi1370+8+YZvQM3ibQQzJw3zzqIuoevq8wrD4ZDiPr2DAdChbxTlPDJbf+DM3tBuai5iXhBlydUPyNUNiYkNl0OpgEjDphm0dWSbMfWWUk7RO+NIw4vFu4OdGHBU5LzhVHu0abCTSsmM+HrhkmGyD8wvOOExteBOp3WPUo84QfEBCoftEfi+UPpMrvM6Cny3OOub1mv6eU0R+VSP5f5hu8tvp4V8B/rM/dAO4VA13Vf3v9KrQ/sfAv/RH+QEFQcdJt5ailbM6PnonxoH1ht46ah3bedK2k1AfOG8vdrvx9HPn7fuD3g0Ry/vxTt8/GO8P6iQsbaeXjb7tlAJiO60OQq8893BJkD59ohVQGt0Z7PRC1USrsCTHfjoQz94HYwQ6Fw2KUTieBXn5DdpR6XKSW0QbGDWIvTQO+MDuLn+taoFmwEItJ49eMMd58SJCw7iLW+EQfC4XWGYKeG+YgpDFsRcYRanvDanuaodug6GwY6Bk2oCaK6SJ2jzu+TfZN4Wzs/3g+CiONQykvhO6pXVD14LrhjE8JgQaHe87ffVIrcxT4tCZFCryaaU/TsR0RqnYcWLdBRnSdeaoiqrF0FiWiSQdcMQ0o2MwDJTeqeXEe4Xd0kLCG8+XKlTTMfPEuL/yLA0xytBOvN8RZ2lq8cNiggGfKMUwTULdNtJ8u4DLfbqYKhKunE7JeF9Y2BFn6aXSRqQ84fA3slrOqtRu+Pp7H7Sy0ZsSy0E9T1y6gzO4nhEdjKoYlDoCphwU90r+uhNsp1rHx8/fKK1irYea8RjEDkxyDCxWhdrAmQOJgTqFb4iEC4FpvWCnhe08WGPD+mtwrueDe/D4rhgfkRiwImxNqVtj1MHzAfeXhVYb8vepVfuXgN9X1f/tR4/9IyLy10TkvxGRv/TtsX+ASzH5B+sP1U3+2BiXS8OTMTJ4XSaSGrwqUiv7uDweURtzmqGCGIOEiNNO0Y7iuN8tbol0N9D8xEwT0xIZxXAUQ1omuvUMDWh1GOfQeQWtlO3kLA0brzj7cg+0kRHT8B7yc8fbigLWJbQe0Bp5b6TZcVs7/fFBsIZ2ugvOI46RO+VURkuoUZxL2PWGdRNmmmhV4fD8Uw3M5Nh3xWF5HmAj2HZSbcAmoQ7BmUo/HFMoTH7w0ZXgKkcbjCqYcaC50ttxzc6Yg/vLDVMr3VmkDdZUcSnxs2KZBWorWBcgCdY5nAj7nglcbVNplfP0PH9h8ZPnvSjH3nnshrQ3RkqM7UDShJ6Zegofv/cBx4kfJyMfNFG0bZRhiKtFbSCkCYPF9Y5PE0sENZ1aO8V0igqJRj0z9jxYZrni6e3AtK9Y07DSaNKYumK64dYrozn66GR24uK+XWkDPVdaCRf2j5kmC955uvFXvF0qSQ9iGiSvlLzjvbkQC4dhHxZvBLt94NxMDxFrZ6aXO34Nl5BLDVI/WH+SeH55cHOD6RYhRDL1CqxtBxmDc40YK81ZhnE8z5moT0a/5oryUQlB6HVHRJm80Lth9IhLltUM9ueVcvW3RM/HRdo7B7K+0F3EG8vbduK1/vFKn360/nX+76eO3wP+jKr+M8C/C/ynInL///qmPzbGxRhwTjDd8RyeFi6IzmEWfO34FCgoSKG2zlmFBUvWiPEGYzqWjP34HumKXT4Dim2QjkJTIe+N2A33RXBO6RKo7RK4CRXRwCiVGhbqIUS9ThonieaXK4dwwuwgpokWVj7PllKVWq7Mxs5gvVvGEi6kgDV46Ug7MbYielLfMpof1LyxrtBM539p+UqkRr3yLNZQi+OsJ90mRn4SW+XjYdn6oNdOtiuzAyOXwW4KnaYON4RbTNySML9+Bn9pM8/3k96eiHUM27FOiTeHT5bFO0YGKaAaaRW0Fya9LGoaA6KFVi2BTDKC52SjEQUIE45Mmiz3z4n4suInGCYi04y4medhSCoc7xtOOnIWgnb22jjPym9OBect0hrv70ooB7YrzhpqG5TnoMggxJXWI+I9GoQ0eT5E0DDQdQI6VaGXgTODEBzSQK1DywdTPJBx0s9Cr4qNl1g9+My5F8ZpqUTm5RPOwYvbEV9I3mCcoYaJVisWJffMGAe2d77vDvEBGwq5BIZe8i9jA60NohjC7JmmmXtSxlCoSqkVUzLzIrjZ0MuJs5ZSI8amq8VcOrU35MyogyMLp3X4T5HhK71U1CkpKTZNmB9+jzU04j0w0Sg2/rJ7xy+/eYiIA/5l4K/86EOfVfWHb1//VeBvAf8Yl1ryt3/08j9UN/njpTo464wxyiIFbZY4lDl5jCTO8zpG1qEEOsY6cm+IhTZmnI10v7C3hckLeXtHfKfNjnJbwQX8dKM44Xy8U31Enx/46HClYn38NnzXWXWj5cxeDTThJ/YdP6A+n8TQCTEg/WAKcNCv9Kt2nIkszlGq4nvmO9eZXEXtC95Zyt7Q4XCcSHfkZsnq+fQT4fbpE2mxaL8I5rpaXu8Ws94w+4aziXbCHC0311ispZwPbFwow3J7/YQNgYBDQ+PcD+zLyv48kEOZkmdZK9bfyd3i+qWuqOd58VJHYkjHzAHnTlyEbgsqCeMjiyvXc5z40Uherg/wMPTkiTTySOA63390knP8+XZdV7TtWNuY5sDX/YN0S1QpZG200VhuMzHA3/64WFdiPK+vht05enxlTAuiFp0j4mccQq+DckaO43K/hFap2+X9bQNiWAhOqKen2ICTjmk7PVmOb3FutR0/AXrN+ux+xohjChmnT7RnRu1kJqZpxnk4ijBE8XKS6MQUoQ16g3tyiBzEcEf2D5yfKTScNJqxHMdO3TqPcikVRodHd6QYGNYQKeybw9AJeuDNE6UClTkoLiVK8kR3cXKLGMaWaTWh+4nthl4qx2PD/tZ3tDZ4Pq4p7NpBxx9/PP1fBP5nVf2/riMi8p2I2G9f/1muwujPvtnkPkTkn/9WJ/k3gP/qj/JNVIU8OqcIrSiTBey3+gPbNShkBiqWM1vsCVsDwfPcCsMoI1vsOCjDkOaZtimaDb7seDZ6yby4yvAL58fGeo+0/YGNlm4diU6YF9pwGO9x0dB9401n4mRI4U50htYeVxrRCD0L55a/0d0fvBePloOI8DSWXEDcjpFBSPNVXJtvpBXwhjYs43B8fHlHB99qIIOWG3txuO1JfImsXi5eRjJU53nfG2t0lOODaTawH2Qsw5kLjOQWxnZS7Ep3Qj4zXSdEN9qwWHdg9KQUT6wZYzL4F3CWejQcQpp+Qq8Z7OCsltY6zkc0rLg0LjqWFXTbqHln/lMJ31+wA0ou/A0DXQM9Rx6nhbFjzZWEfI0zZnLY4Gl7ZaFhnJDrwN9v1LMxW0dzBtkOmGDSSvKe92ZZUqHqwXJTrHF0b4mf7/QE4Z44W7/anG4Q60EZHfUrswT2FvB64NPV8jz2wuJPfBGqDQxVvL2mgvE3ZtMYWmlD6G0gZWe0TEa49Z0sBvWDR2m0/eo6udVQzkavne4TE+dFXLMnab5jRqMeleSg5I5GwHjsqDxa5NEBY5DemcLEWQyje2KBkG4YV4kIj1w5e8dNHmsLRMsaB2E7KDpjJ8VikGiQXxUM6Jtu8r8F/nER+dsi8m9+e+pf4/9ZKP0XgP/xW+v2Pwf+sqr+QbH13wH+Q+Bvcp1I/us/yg8oOrgFT9/AWIOwUNQjGslViFqIKSCt4SbY6s49KUgnTR3pnbh0NL2gVtBaEGcp7ZpLKc1go6eIZziLMQbrZ6Zb4jgscZxsDb4eoFIxtIvxIIbFTIzeMG7QFM4WESzH0zJHpcQZ5ysv90Qobygeuxj294bKDYyl9wH5xJjB2AvPrbBaixmW9zLwFrwIpmQkRXrLaC2klxl37uwtsvzE444Hba9Mi2ccnS6GqIVh2rerkeGZLa9mx3rLd/oV4/0VTFocIg7pG8YEujjEFZ4fBRGH6+/kr09cmsgFRj7Yd0MrnXXqqOm8HyelHJzngVIJwaFFqWo5/o/McAcvKVCM4/2t8hyZMU6mf/TP4krFucaZlffnhs0FamUIbLqwNQPWMravOFWUa+jPeRhbhhgxFiYOHvpCtHK1H2Nkkkb9/ufIqciW8SGw1SfWwvbs9FHp9uBPr8p6c+hIUCuWjckbSvhM7Q3fCsXcyHViKPRycGahDY9tlXBfEPtK6RHHzEMm2inkZ2bi2wDc87hod5OwlUjOJwyDROEwAW0FtZ4Y3OWUdQ73tHz/6IwQiNMlsRZNMDrvpdJ7JtlMVsP2vrOkibdscX7BK4hP+BAY1WGs4ywwZFwBv15ox/lLh8T+5MfTXxb9J//iP0foHeMgY5ljY9s7OoR1EZ7NMslgekls28DmB4UFMQ0zHJbOaT3t440hjuVmULOSn++ss8Fa6K1zjBlkEGznZRa+PAPBZT6OhLWNlymw104ZXErLMfDawAcs5xVOq+BNo5+D9WXhrXS0X52OFAanLgStDD9oeabuB/PdMFrmJXXe5Lfxz7/D1gO3m7LnzmI6zL+F9p8jBfZmmM1AzUSWzuQbTWZMeVLtxPY4+ckdillwdePAE3VgZICNmNHIZybYTo53Rq1EMTRjKN3iRqcTiHYnmEFWQfuVdnyqI5aDME306Dlyp+6d79bKUVciD3RZeZ6D1zh4O8AZkHrgxNKDUDXRS8WXBy//9D/I288aq6/sR8OmyCgFvCGIv2aU4jVIV+2NtX7wdSwEc1LOyiRCtnplJ7zFFDiaIUghBEdpg/Xm6C5S396v7lxaGb2RJFOa0NRyMx13e6VsB06U5/HB/eVGcTPn9iDowFtLx2F9Zd8HKQjHroy4ssZ8QYnscgXerFKPRlXP5CrFgvYZF07oiRH1UnJkeLlb9MzsNbCsyva0WJPp4nHJ0x5PCsI8B6x42N/JdsaFiI6DIIHhO6V5xCn9+cB6x+oNX98at/sMfaPFGVMHNtlrQvtZacPz1/77/4HHY/v1i6d3Nahamh9038A5DtWLmr4mjmL4LjaKi+zvSt4PpjjjpGENqFfszdOPg/k3PxFuM9qE57ah4tg0sD0NBYcRR7QdZxa+ZmHUQcEz8cD3wnlmLIPJFOycmN24ZkvGoNmFWoEpsBVwEZ51w4nigiKtUU0k6ZOhO9ZEjBy8fGpocNSm/FAmTPsFTSC5HdMGNytktd8MaIa9d+af3ukpQn8SzeDYv01IWmFBmVMkd8/nuZLrQKyn1U4ToQs0HXTjafFOyweOghpFnMFbZbYFZ57UbjmJDJfoTikokxP8HCg1k0/wJvA6wft2AYCPdKe3QvSD7VTct//S6+t1z4c71gxccvT1M/l3n/jyle3je4LtRHsQzclog64bBI+d7/Ss+PzGXpRb/UqrIF4u74l6nBukMhBO1gVaK9RWcEZpZ+H5/YNqPR1LVSX0Ci5gfMAnT5aF5/MHhrlg0KSFrc6M9y/4ODGsoZSD3Sf2reFD5P29sH4SbuONPUMcEdrBKvA4Bm2eWGaBsBAxaM9oF2ZX6PsgdGUJyn7CoyglK/msTP0N6f2CFWnGWr3I9c+G6TuSIrMvlOPBsZ0QBlNamMaT1BuWy5r4GAYXI5sozhlcg+PceXwo+5a5LwkbHfy66iaFwf2lMTuP74PIwJt44daCgpz84jCEMciyk9LEYW7kAfRByY3jGNxfb2hurFoQawkxEV8nNGemyZHzwLQNXORZwKhgklxqhjjhQmCrSt0bj2L5+PIDYQwoitXC1E9qbZijsCaDsZGuDoKnSeC+DHoTTp1Zg8dGjxNFXMBrYXLK4gbtOHEx0GXBp+sXb62FpqQEViLnlx17cOH0rOElKFkmonq+vFcWXzHW8/5DReUisDsaWSP7szEIOD9R98wtLYRpwRiFU6Fu7ASwEW86rZ608yBYpRuLE0Ung7iI9Y1ePrDR4sLEpCfm2BjZks+OHye1K8FbfnjrjDhRyslNC1ouABH7G2cWvJ15PwbPj0Y/2+WsHRcr43z7SnJCbsLTOCoGYyqjW3I5mKTwzANNytw9XgsuLtQM9BPrI9McccYhKJFM7goh0ltDpNPGicjEVjtSM2Mow5xUmWjPjTYSWhJuFGq3VAzB3Sj7QIJHcqEly6hC18JihSidvO9sHx8Y5+mlXEXNAaVljINzb8zsTMaTVkVNYCyvFPSal2kGEwMegZfI2aFqpIX5ctimwL5VnoeSx+D4ANsrbmRsDfT+QGvjNJazFFxM9LLhsfzuL44LLv1Lrj/xmwcq1I9MzoW9rRyjQXGYoPA4seoIJsKo+GEo50mpXy402zdwjLSMobA/4PQzQ5UpNNr3D9Z1pYWJFDwyLbRT8OMdBtgBsy/sY9B6Zl08iPB5mVjmOzY5ujXY9Q4xIlwzFy5NdOPIY8aUTKRTdke0Fd93HnFmfH1nRMjVMM7LaqYN1C+YveFny+OR0eahNf6h3nhk5Vkt6zKx05E4UbdBlevq9SgNcwts6uhtoDLw3nCLjodO3HojuowvDXrDJMPZK88D2unBFFQd/f2gl0ETuZwe1nEeDYfhrJ1eLq3EpMot3jj3gk9crBNp7LmSfGNTi/WG1iMzSjgz3ij7WTFScKNgbGS+z7hoSU4pvbFbj0sRyZ0UrmvfUTra4LMVegxUFaLpzFNgVOHmrnmWbXLXdfLzwhoNdRi2PdN7pgy57v89ENYAZ0MJTD5iASeFZAS9vxBxmKMwfTK42aHaqKmT+gMjnVo6LVaM83wcg3Q3HBs0Or0qvXdMKXTjcPaklYoxgnETo3Um5+hqeXkxtHCjG4O0xnYOtOzE253Jg+ZMa4OXVDCtcOxC7QXNFdKKEYMzgxQOjDpOo7jXT9QOJjS8m7i5hu4NodKH4fNPV8pQXl89oqDya8rzwBiqWiR4/HQwBU8dJ1Yr9ICLDtsrwXUaypQMZXeYXi8vihGGOI7cmBch7ycxJs4TTApozoznAzUWzR947UzzhLUTrSlbVZw4QryjpTOiZ8+NkQ9yN0RtaBXyUEa8IcNxnie5ZaQ+GDHxflh6NHhnGERc6wyrxDbQrrj7Ar3SmsEnD68TvQ/cet1pxXn+V/FMdmKWTOsNZydG6UxGyc1Q3jNxCkgtaFGEgjEDKZnpu1eSqZz5IKQbNlTGN2GUMwbjbozkaAP8PYKF4BtyNOIUcOby4joPxlmSWAYTRYTGiRoDdM4yMHFlioajTdzXmdYrc3SXO9ZZLJ1hHJ5E7UJ3ge0sbEemtsGcAtZ46rHjk6N2R1gWunNYL1QrJB2sU8IaAQzuJdLjSpEFX3dKHYzvvye7xuQiSS9EYsjPS8Z9U0LNSOssUuml0Uyn2YnkgC7IzTLyyfmujAz3ANoVGQ6i5R4asxiy8UBgaCD6ijeJESO7m1Fx+BCpstK7EqJlPDYIN2Aw+cHzUMpoSDtwTgkGJHp4ZnIHdQGXLtCzcYbXn9xQa2ilkj921F9F//McNBd4cZm6f2WOnvzcsGo4JCK2U/vlpn2+n4xnI1jDUeBq5/0SH83/3z7kv8oVElo2RvP0epCcABOvdwAhmM5+DDyW7m+ktTNqw0fF9pM7346m/cQ5OHrn5guvq1BFMHOit87eV4p0zrOStWHSwJZOa5cPRB2MXBnnjv00se2N3BSRRnkc3OaO+k63kZNAFL0QeKHxOCtVPCoN1zrZBL70hPWdjx82lsWgk0Pqk1oLUge9x+sPcEq0DkcpdB1sW8G5zhqFrAVNcP8cKGdD6iA/DxBQM6Gucf7ih8tXqoH390xXS9AnjvbQAAAgAElEQVTG+7Nd3t/yhe3Zaafi90ZMhja9YINhy41+ZNp2Usugt0EdV2emPzN8Cy4du4JLFxTHG1J748svHkxucPYNIxVdA9iAGkvRHdNg/eRI1hBvr6QwIe0C/U5rZM+FppVcBtoawTW6c2wH9P1kOPjp+o2l+vYD1IJ4zxRmLIqgjGCw80TTQSGwH53no/E8B799h2Y8bRSWKVFVefRLXSA5Y24LoPRj51BLfHmltEFyjqwKHkztDM3UIzOqY4xLeuX7xT2RcTBpw0ulnI3DePL+C6Z1Zj8EEUveKs6vtFqZ2snoQrt53HynU2gfhZwNtTnOMXC1Q+sMo2ipTC+RMAapN04qviV0CUzrgsRBshVkgilSv7xj/UR6nXl7P3DWY359SWKgoV2JxFIQEqXsFGk8np0glk0sw3m8B93ecEMQqWg1fJzCw17GMesTZ1ZCLajCo13ofCPX4JP7JjgeNmJyx5RAN4aQJpzPYARjDcN5tBq8B+8MuSr31xWpBRmdvmWm3jmwWBcYzvPy6ROyF7CWrsKfnixzfaJZCEEuDOHZ4RjYWmnbhm0HyQb2Z8HZgXfCugQimSqDfT+pdmKxHususLJloGlFj8FZK9YEjqJUDPd7ZIqDo3a2zeJWB8bDkrjPg5efOk7jCEmoX57IMhGaImIJS8QqV4z/PCjqKeIwduasBVhpo9NTYNTMYjzr8gLdYYahda7XiSJimDCIa/z+72esZPbnQS07NhgMHd0KzVleQyMg+Bh5ZnBdebkLp14U9y8PmGdPt38KF2aOpqg9MJNF3YTxiXwYaOC8frteCu72wv/+HHSpjFx5bkoa++UyRhlNENfxo7G8JmreKG9v2NnhrKFkoSuskxD8Hes9XQ6adEJwkDtaC3O60fugDEvwFpFBYebM53UKc3CzHbENu97JwZGiYcoVq5XmZowVllskmkvCbaWRbpE5RYKD8/2kqFCN4oynzBPHl0KpBzY4eok8deY1OjTe6CIU8bhh6OP49T15aB9wNO4xUMWQzwd2WXHiEDKPKkSbicHRi8EFz1kNTDNVAj/9PNPPkzEa59FYjVLEUe3C2B/YAPnsEK9WsKPgrCekSndKNSvH4w0zBHluBCpZB6M5qhFCEoaxbF8yYbr+czY1WBdI0533s7KMdh15Z3OxLTH84j1fU71DIQ98U9Q3JEbUGewaQRvH0enlSfInYYoXWn9d8PV5cT4aHO1kr5m6VSoW6yBLwvcOooR5ISVH3z5wAtZ4CJHxdSNSyHtFjCd/dEwvLJ9W3OSoz49L+uTBtQ9aM0QMw3isg5gsZxvMNGIsTO1Aq0FcYqsB7AkWdutoQM3wKWSMDj5apxiL8w6ZZ26u0bgGwsTpdXVqnWI8LVq6dxiZKefJz5+V4C12Wqgj8v4lM80Hww80K71AyZb20dgemVoVLRnrLMkrOhTJDx5bx3jLswj3G5gwc0rHSeXZDDoWnkPYT8G6gGIZ5zW3ZEZHW+HIFWsLxg6im5jwbFvGm8Akg9yeuJ++4pxleAsjsiTLODO5G3w/0XDjfFb6fiJp5bk1Hlloz4yrmSrCmU8oBdcrJVssymg7vSqil/jdHpXeDYwDcRaVQD9OxvnE7O88vn7hNg/udsON85oet+GPP57+x7XEXJzK7CxGFR8CkndECyEYnDS68yymwWo4S8XTuM8LQU9sf8cAVizTLWGi4lXJKlg7GMXh4+ULQU56tzz3jY2Z0HbmcIIIDRhTJONZZ0/zBgbk6nlxDfspMkTJLNxnQWh4W66YtjUX8ak2ytnRoFjb8MuMVo8wqFNksNKlIWFF7YIwiFFZloV2XI6aIy0E52nZ4ttJdJVxGszwxCDYW8L2gyWcJD94bwL5g1oNhRX1kV4PvB6E1zuP0rEK1I0qg1wsz492Da+ZGQmeaOQKwEkhmoL0TiPhRsVHQ5tu9KPD/II1d1ptV4LTDH5j3khiCTEQ00zfBYZivSXWThiwvz/YiuEndyE6c2UZpBIkIwJxf5J6JcWBXQNTTNTD4Eel1A1fH5ePp1/va43HJ8vLTVm9kKaGTBdHtObC8B7inZcXx2QctzlybCd6ZDRXShdezcCUB3c3cN6xrBcmcLEQ0kVvNzbSbCLFQauW1jPOHjhrOGelrQu9C3Yo6OUKEj8428CFF2wydE1Y/UBDgDYReLKZCCjuJhBvhDVgrWMES6/nFVZ0llIHRLDOICaDTTh7XWl6/eC+rmw1EKJhujm6n/jh687bBq0azg6ijl92G/gTv3koSj2fjNIvL4V17MVx6kruHtFO3g1HE2QvTAyGd7y/F/CR9z5j54kaV/bHE7Erxg2cUVxamN2OtQbrDJOJdAlMS8CdB21YejNYKqUpBk/wCk0IbSdiIAitDaQ3jh92kgO1ILYhOvjkT0wRrFXE3LCmIUPpxtPbA02d+31ikorlA+8s7tw4vvyCEAwSHb1mmr3qK6/moO4HLSrdeooEunE867iKuzVTVeh4jj4Ta8P6SD+3q2DbG84lmp/Yt4aR/ZuDJpCmCaXS/EKKDvdpRo2nysDY/7O9t4m1ZU3vu37P+1kfa699zunbbVkmAgdl4hFYkbFElAESCfHEYpYJWICUSSKBRAaOMkgEk4AEM4QEIlJAiEwAKQMQmAiJESEBJY5DZOyESJFjd6fv3Wevj6r3+2FQu/GVcTe3j7r7nmvtv1Ratd9Va+/32avqqbeej/+/k1W4j4ic3qH0Q5y5K7SK8xVMIeULuMFQw9NW+UfPDv/uzGSV+668b4EynZCuGDfYtPLgZtR5nvIZ6KTtTncPWKNHY5eP3BvgwNTGsqxEP/h0ExRLkjc4e8HnhJk9KVW2TUiXjU0HGiceU+fhsWG8IZqGph1twp4a1gxohjQqMSx4G7mXASGCD+x58PSP3tO75X33jOfPGG6m5PJC/9ho6YozndoiPkTO0VF14NY3bO9vVDcx0oYcizFSz+RikVYoKtgl0vxgu3dmb/DSmE2jlWfCfiPnTs4dYyfiaeHpuTJZgxZFe8G3ip8qfX6kFINb3rGlK947Lsli+kEYHmTCi6WPyptFmFxGe/uga/Ojdx4A3i1UHZTtIG+Zg+LbDTM5ghOcDTw/F7ZqGMsZHQPjAAx9Lxgd2JbwYSUN5X7vOBnkvbH3CGJIW6XVciiF3Ro4z5BGk8w0BaJr7CVxsga7Lpxmh8QFUzpNOr1bzLSQhh6ZGxsYpdHtzJBGTgnNL635QynVMEpjdoanrZMG9O7Qroze+OQbZ8oQau6YI9HJair3ckg3znHFDcXUhg2NZZkI/SBM8mpoVQ45SywgxMWRe8FZQY3lzdQwbWDCA9tlR1JlaCcsjrE3unUE0yAXbK5gZ852MPKGtCvCkUEJNdPL0Rhma2YwkArOeeZgUH9i/NZvkrIQrCO4im7PxGUiS+Ab5xkNGaMC7crl0nA+MsmdZ31La5HL0ZoBNaPDst9vtBB5d1LmyWJnBTOzDQd1YOPKqJnkJtwQRus8j4zmQrcnltERGsvUaLUfokiLQZY33O+ZMBvcFJABtcMclNN5ZrGVECxleQc5Y4djL4HtkpnWB7IsjClwb7A9bbjayJ8+H+xf28CsE3k0Vh2sQXlYlS6DgEVKYfKDh2VF853hzuzGs9qDeFn8jAuepgFfNhbrGMHTRsAYId0NqYDZP6UjaDqa97zvmODYS2ZZPQ9rBrvTupK65br5Q6HgA/DxOw+FXBtuVLqxTFbY1TOMkLfKtgvBVsLqYFrI92cmVxDnqXkjWiFrBrXMk8H1OyF40iXR86FCvl9f+DfDguaGD4qpdx7ePODtjHcTW1+IyyNP3SH3T9lyouYrbRiMDwTvaCVhXKQUZQwOmrimpOHBnnHOYZ2hZeHdCfy80HLBiLDnowo1Y5CwMPYN7QdhUK+FUQaXNGit4KJj9gu9DZxT6jUT28bytUeaGKbTitaOtUrLick38qaYKVJapVIoOSNGce1I124m0m+gvePqhdIa+elGsob6yU/guYPz6P0K+w1rMrPtdBOYF4NbJ3CByST8eSH6zjRPWElkPXhNKpZhhDlEhg04r3z2XHHTzHn9Bt5W7vYB5yZSUdZ4J0TDaTbcLo2iHsNAHfTnncVCbo253LnvwjoZkgpS6kvDoqH3O9I88TTz6c1jjeGqHntauWaOHhgJ1ARyKcxRGN0wmlBRTs5i26A2y7UIzUycvOAnwbiFIJ3pceH04DlNDdsKMRiCHewp0UZl2BPzJFyvFT8Zyryy3TN5OOxyZtejY9q0jZp3PA4/LtjSGA5a9yz+yMKMnCkaKNERvKW3yi4T9gGMNNSd+MYbzxz8QRnp4Otny3w66mBwgnv8OifTMWRO4c4H+o6vgPMQxYZANRO2NVIe+OCwBrzzGKfkkpFhMXXnCC8Y9lTwc2ALK1EFnJBL407A+IZEYTqtODPxsMDsHFoK82SwYcYuM++flFYS3chRDdn6iwTlYEuCCw4TDa4Kttx5+7iiW2KqmaIDPwYGWKdC0J0RV0btBKmIDlpO9GqJD5HFHncAK/YQ9vYzohXtDXWK84Jf33IyllEH1/tG65U7gZrhlixP75XtfeHWDcZZxHaWB8+ehHk+yHiDJNjBmoCPnuEc4g1rvTCkYhHKGNjWYHK8e7sgz++hDVJXwo/9E4T1kf6iZeKM0rcCw+CMR2wklUrqlvvWsF1QI9TucWbnFMdRwdsr5dowZvD8frCnf0jtwkM09LTjTmfuT5ncEnsDd4pIVrRVfCtosHx2rUwmslfLZAtNO4smrOv4ydOHJUaHtDspdaJz5PuFNJR864xa8d4QV0vvBrc2FunQO9FlnHSuaaeHib0N4uSx9UIaneEjVp/oOhgpcXtu7EnAWVbZaeEE7i1+fcBYpYvjzemEaKd2j1iB/YIrA9MTC53EiVwDeRy1TZoHZoDNQtsGzg1qEMQO4ii0fce6ymkSxu14vBM8pXS2DkYdNSnf+tZG3xylRJ7LQv30GbN4WulImBgfxkL48TsPEcG0hujxOEBP9C2h4ui9IJpxNuJCpWpDamQzHo9Srzt+v2KbIYxEdI1HVzG7YPfOCIa2d8qoJAUbLfnW8H5Qr5klVuaolFKR0YlWWMIAszBSY//2nbY3HA31jjugrXPFEqRjZjBGqJeDTDiOC80eFQh7cxBnNB7i1/ZNgDlgTafHhVb6oVXaO6kbcKDlTp+U4VeGRKY5ECnMb2aCHyy+Y08Tq6ksbyZyf4PEib0qtVrCPJH5Bi5U3t8zzjl8PESw7bsTzoCdFyZrmWbDdhdKGnjNqH9E5MS4fJsqBVM2qveMITB7jAxyv6OlkoswuYSfLNYJRguUyqiGrAvnh07Ld5w/hKvmMI44kwwW2TE2MPKN5e0jVh1u2ENKYG4M06lyZl4cSxSGHcT5EER/kE7rg9qUvHfUeUQdpVp6HbTUCRJYpNJzxfh3iIeiM9M0iPPC5hwpVZKZMCWh3WK4sUxQh8MtC95BuiUkzIRgGe5MU0MUjhVodzgU0YTURmg3MIrUK0votPTZkQ0xEyO0o7vVe6YghMXj9Ib1SlsfDm5SSUy2IE15tINlXkjVoSYSbaDvymQqbQwYhtsOp7BDGBA8D28cajvLybCEHV39IVY+TUgqR2vCB8D9YC/1HwJUcdEytKDWoqIEb1DaUe/vJ0yqbM0yz4G93vFESi6cTyf6HGC/UZJntpCcpTil2YWQM/OktCKEEKi1kUfmRKd4x2jQ9kZc9Fhi1mcS9uD/+NqJvKWDLMYJc/Dct46bPGIE1UDdr8gqTPOClsp9NzRr0NpxVEw2TKGzf5Yw3mKt4OtGk4JMC2tQzK4439AM3XhqEjB3TDXsrvMwHz002/3GMht0ROiwXTdW26i3wACC6bRNmeOgN3uIgpfBqo3aJrZLOzotc8E0uBeP5c4Qw7OuSO2E/p5uVkopnM4n8j4QFCuO25b42oOjSCSOTN4E4ztdM8FYmj1EunraaVQwE6uB1m5chudRCsZNFDGULmgPrFMDCuKObNUmnqAN2jNmCJdbw58D+a5Mq7K5lXTLhJPhQTuX0WisuHNlIjKkINWSuiUsjuAzvYOkZ3q0tOcL6+PCszW4dOfSHaIN6nxU0rbBbWuYODE7j4ZAfurEeKNVpTjPKKB9Z/aCk4AJgZEMTit5WMwYhOhpL41voxl0jjgrjNSJpqDxkdbyEUMalbSutG0nhMDl+T3TmjlFR84KywOUnebP1HuDeMzzXmdmbfSWUGMRE/jsqXNaBoyEFQtdmM4zyu/Rxrih0HYDxIPqrRRoijOBlApPT51UN85vDCPfmKfAUIuRwZZ38g7OC0UHt0tCrztl64SRiQwwSnw7c71c2MZR4PP+VnFl0O6VZbFIDMzRUHRFsse6RmuJ2ixiI/ZeSdeCokQqgiJ5w/mIXBOlBvYacRFWq0zn446ltOMkcQb/IpB9Zyao0LYbt+dOHQNJA0bH9k5rykTHTYX5dOZ2N6RrIgaPmonHNTPqnToM0098nRb8ETSbLJp2sOaQP5xXDJBGRPNOHkLXiWChi+PtsuEIDLdw0iceJo93kdMKIURq7VRRRrRszRBmR5YJe/awV5gDDUuRmUREuyFYSGUwTzMzjWs2FOMIUUjJ0BVSHQRzx/RE3TLx/Ahm8Bg7Tji4Xc2RAZkmi+8DEwIaJ0qB05tAkM4mAS8W525seyWXOzl5RDwOJecBe0VqZ5k7iyjqDdtlw76sCiZneTxHTrFj/AN1CDEGJl8OraAt8Y1PPCkPBpY4HVtYVrZ6pJxbvqPThLGW4R4OuQYiWgW1jt46pjnsduFeCs93i6TMFComdsJkaVkxp4VUEsvquY0zT5uSRsBpxrpAFcv0xiPzwnRy9FwJk0W7JRpBnceFTkkGEU/zCzI6TzdFf6+magHKqEfhC5l5mvFhOoJwa+QxNJw3pK1QhsWMgitX+jDE2WFHoTbD7Drh4YxMC6d54ELjlvtB+feUiN4yGWg2MEknGiVMBjdHcunYqERT6Kth7yulWowdhLDT1rfEWaFDd4CFJo4hsLdOut5IMiBlLk+FUQXvwJmZqgvOCDbvjJTxztKGoWHRpozaaDbQzYpznTE6pQkmW9rTE1YvWCxb1YOQ6Baw50cmX9m++SmmVboNjF7Yu0UauMXTshL8kaobzjDRmc8zn14EN+1IHpz8wLUEy5nttnPfB9s4LnCaQ6vyeFpZQseVSk832rfv9Hio2I2aiNJY/GD0K3UYCJ7RClt3VFVUDC43WAJrqCxkajtKyqfgqJcrku7kUo6u5XA4JYkBiRNRQG3A1ELZ9kPYCoMdA/GRW59ZJeDwRDfQaTCs4d0DVHcs/VN3FDtRd0WGwZmKRFjPnlINKoPFDJx4zKyomdlMwJTO+/dXTAhgPdoHBsV6x8PbmW2r6GnldilozUh7ojEfGaJgGFtleePxrpO7YY6Gh3kcbHIakH5Ioz4uYPtgniwaIm8n5c3iOb91jKpYA27fcSNhRSmlsUyWsQ+892waMSPjvGOZF7wBBIz3yAArv0crTEFYZ08KC3OM0CqpJtq+U3GYh7fsdSIWgxPlPjieH93AjIG7/NZxUcaAaoaiaBRGnLDzhF8mRBSVo3zZoeAC82oo4thulaDKfulkDUhOTCSWATZ6rslSU6fdGtENfJywDMzI3G8NPy04F4hjY/cPhNNErTt7iUisNBNBDUSPk4mRC9Z05hCIpwnmiDBwppE3x2k2VCw3I/jHE3aeiXPjfFow/RAGsv1oekrVYDQTWkcGBGl0wKaNEA21wOVpJxjFBc/2jz/l4dSxJlB85NoMKoaghlOEh8eIrQXqAG1oqWzvn9luDfzKPDvC1EEtk/UwlL7tpGIITrG28jhFbsUjwSFSsb2hVqE10m4Y6vDB0mtmWyb8mxNhPbGVyHmJOAYPJ89ilV4LV3Gs48IQw5t3lrwXGIeKm+mZN76yj4RdIyqDy6cJAao4pqh0A0ECLW+omfGPHm0wNPD0rOxquBWDaiGeLOV69LFIP0ScIDDZjvewp8qonXTdaFmQCPVaiacZXVdOIsSQuF+v1FtDgtBtIIvHhgdqj+xj0NVRmMnNoN1xv22o7tyrkJ7vlC1xzYPne0ejpd4TTSyjG1y7EoziveeaBvcXTWdyx4uhSSYrSBvUCmKOdokPwUfvPBTI6pj7Ri6WNCLGCDE0BMj3C/PiGbPFDWHqhtnCvVlas/TTJ6yP80sxkCGeQFNhMYPeHH27gFWYPONaGXqQJ3fj8NHhvaHXgTeN0SuFCf92Rc6Wljas7USTaPHMkMH9dpSIVydMoeLswV05dGIxGe+UBwvW3/EGPjF3jDRSjUdpeYwHDaA0/H6lpjvRCqYW/OLJpWJ6wRJp+0a6KqV5hhQaA9HMvhXUBh6DoZtIM55BoJlAuVVqE6QkUu44Z2gqlFQIzkBVWh80M2OjxXrPPR+xjX2HESKnExTnWd+eqOYBgmW4wt4dd3ciOmHP5Wi1f3zAm4FbPkHcA7c9I21jspXFg0rBBseoDsaRci9tMDuHuWf2p8ZtNyxBqSYio3F/f6X7icjAqiGrweugFoeXFZrF1U769sZla3gn7Jc7qkLQiq1Q90Sp40ipbonaGnuutGxe2gYS1gjnuOO7kEdljIaZHhhisT7QTw+8LH3w3mLthLjBCDPWK9YHrBFGT4TWuUZPH4HgYH6zEERon105mwF1x8hAZGavFW8K5xMU7Vg9bPWtcgoLwwrT5Imjov3I7EV3OIheBfyxQvTlzthvtAGb9/S9UMWirZNy4lYVsxycOR+CL8Jh+vtE5H8Wkf9TRP6OiPybL+PvROSXROTXXl7fvozLi5zkr4vIL4vIT3/ud/3Cy/G/JiK/8EUmaFHoO8afCL4wP0YkJ2q2B4tXnDDOkJIhBMW5wQie9c1C64NpVt5vHfX2CG6WBmawtQeWU2O4M7Up2+WOPzlkCNvW6TqgZrrx+OjJ5agx8Qj91ti2jo0zUirbdcflnaYwUCY3mARk9mhtBCfMU2PLlu6EHiwtB1LtDAbaK75fUCkM04nBcs3ggmUgVBXwK2UYLB43R4K9HzQFsaPs1M0QlshpPbokb7nz9HRBS8MzMF4JwVOk42fHFCfigyfOESQyRiYhTMEhY+A004uhPO94q+y1H5mtDiU1JjJNK6M+E4xAtwQ1kDJ9rxgzUQd4f9RWbO+v0O94rUj0XG9KboPhJoYYxBS6C0jZMGKPWE+YeHz0jDBDSpRrwjjFe8v90wvDenpuuODYMeT9jiNTvWN4Rz0FpvMZOwY2TMjoaIwwg6mOXmDbGxosk3NMD5baKkUPgTAnhlgyRT39njCt885UrBFCzvS9oRXUGq7fITWuBtsKKcPZDEzqeByZDnfDNHlOCCrH/xPxXFvF2oGLAdMv0CKWwm0zhz63V+4aKH5G6CAGI5VOwAzw68KwluIMQwymCfO44r/+jrgsTAMe9HbEQIY5KDGt8uZxhve/q57bF8IXWXk04N9W1Z8Cfhb4kyLyU8AvAn9VVf8A8Fdffgb4Y/y2pOSf4JCZRETeAX8O+OeAnwH+3HcczveCikFt4JIrd1lpeaOLYMPg9s0L3DO3Kvh1MEIk25X03LC9IzK4147rjdYNVQuLc5ymhXL5lJHA5MwQYVlXctphWGwVrteGU4NpleoWzmundiEYQ6DzJio9d6bJsJwDySg2dVY3SNkwnRe0OrQ6NvXcd3cUbm2ZLenReTkG+zBk3KHQjnB9fwgnvXn0lN6ZrKVedzoFMzKf3WF0wfiZfOsEEaQNnMmUYni+DlIVHg0sDwFDQoxlNM89Z2Q0sJ5718P2brCxoxIOnVMCk4FrX1gmwUSltc5oleCODEycPE2FvTgIK61ketnorWKDw3SBkZC98OlnidQVuzjK1gje40ZjXmZmIxgJaNrwotjgcLICDU1HbwtWmPQ9W+touVGHYzRFa6e3Cqul0pEeGOsDz3UwzMDQ8cHTR6I7cN5RfDjaBFJik4aOjlOLlUpqSm2F1Ramt55uCo3O04AT38a6mdnBNy+NNiq3Nog+00Ok5Y61C9MJmglo69gBWx+c3jlMv2OALsItG/7xCPh+p4aVUXeUCT2f2C7P2OnMGgtll4ORbvJQHa0ZrEI+vcXKoG0DTyVVw8gbAyFnRx7CvTiSCtu3P0XNwAVLMjP3CqvpTA6cMQw1+OWBLygb/f/BF5Gb/E1V/T9e9q/A3+VQe/t54C+9HPaX+G35yJ8H/nM98L8Cb17kJv8o8Euq+pmqPgG/xBfRq1XFTsrcE+22E60iY2bgOb+LhHNklXQIVWfo6Y4GwzQJg6Poyp48s61QDTuBbAT1kdE6wQifTGBLO/LW+UI1gl0XbJyPpWSp7MMf6uxlZ2uFy5aZF4jhhMNTB5h5og3H6h2ffVY4+wInh6NAzUyLQDgarLYGY0RW52HsGAFnBucI02Jom5LHCRMcOkXadgQ835wHEiNjS4RouW4HM7zxK2a74MNgliv7cBiJFIm0lCkoX5sHEs+UPWN6wk0GsbAVRZzHLxOMxKU4Vu6k1hFnMXYG3NFW7h7ZyoIfihfw+ZnQB6xfg1Zg36inE1sxqA+cJoeLnaaRKT5yw2KCx5LZtTP3TJWJ3DOr6ew0vLfEc6RkQ7ne6OrR0wPh8ZF9GJr3rF9/R26WiDDbSO6N0K9EGnKtVF2wo8IwGGNxaWfuO1YMo0N3j2Adw3WoE8u7lcUvVPOG/P4ZmmWyAzMc1UWacwx3CI6pmYguojmjCj56Zi2U5Ih+w0UDk6Ao9wR7nREzs8zCNDWWsWHmd4RUCF6JfSddN07B0OrGVjo9TnzrMrg/XRmTYPQOumNuT0QaXRwmPmCCxZojrb0undP6yLxGKErSGW8HKWdGEU6zpZZOUqH7QL4+U8r44ODF9/UxEfmngH8W+GvAj73osQD8FvBjL/s/AfzDz33sO9KS3238d/s7/7N+L6AAAA0OSURBVK/cZK0VuTWM6XjjuO+GMCfmXrllxd9vR7pRF4y3zEvA2Znb8w4VWuqQCq1Y5HSmvn9C1DNR8ZOy61GMtY+OCwG3eNwiuFoObdlqMPVCU1hiQKLjtEyEGCgpc3t/4f11J0pFWsPIoNvM7AbfboFRMnu1eD+T2yCXQ7fDyqDSuJaBZUJmRzfheKRpHTsajh1fM9KFIYYlGDBHzUvtEFDiGnFSUWvQ4NHSscMdQeFeQQqbCq5kNs6s08BrxzklDUdrjcUdTnbbG6IgYo4grXS0nZHajxJ817jUDas3kh4cp8NYRjyx2EG1gokvTV1BGC0jFCTLIT7kCt529upIZSf4QNNOTBdMF7bUGLmxdYdicXnDDUWGcp4H9boz5YRNd0bPuNmRrpmcM1Iq8/QObzwSA1HuDBtI72+41tnijLbK7AVZV976Z6idMI5GSi634w5uE9NjxHvH6AfNQurCY1TSrqwPkeDBGcuQBamJbpTsBJVB2iyewUgHj+xQpbpGqYnW79SsVFUueaM6uFdP1cApOppEgnHY4JD7jegLdo0MHSynCTM83c2gFieFVl74SUfl+akjakjbe5yp+DXwjU9mtgSlNSwRtQHxHmkd+o3JB9zsoP+QRZ9E5AT818C/paqXz7/3Il79A9Nw+LzcpHMOmVakByQMzOLBrHQDvWTqckZ7peZE225AYdIjV996xgC1GbDKdn1mRE+rh06IZjjbgYhlnhx+NHhp+5+0Hzwb7DSJzK7Tx0aYPfcm5E3xccVHeBsc3kVarkiI7BLpHO3gwzkebebNj0+cHbT7M/gT3gh+WbDaiLMQg8EKPHCndMdYHBXYhmdaxwupcjm0RZthPZ+5KUxSuLwvSN3pYyDLTF6OJfbwHq8e4wXnK71u1OqQ+UTOjmgKzVpGL3QxPJyFLBFxyu1+1NjUfqPHygjCLR2kRHVXrBuU0en7YE9XRk+0bkCWg5G7ex4CDB/AOroXiipGOSQqdCInC+uJHBa8txjnyc2w9sKolREW2mSxIlAtfhZamHDLCXmY4d7xdqDOMqQd/Ubq0RhQbUhrTG9ODOOYybR9ImcL905jJS6WjCGYK7s6woPDlc79CUpXcI/oviG18b5Z7lWoJuB7ofTE6DtWZuiOhYoZA2MNfSiowbmOBMHjWZwy/IKPhiVE5uFo1XI+eyxKy43WO00MFkN4fMOJSusTQRu9DvbaaHRKHzR/RgecZ8M6Bb7+YPCaj+9AJ3q13G75EIeaVtTlQyfZCmFdKG7lOXX8AA6dtu8bX8h5iIjncBz/par+Ny/D33x5HOHl9Vsv478B/L7Pffw70pLfbfx7T9CAdzvJRKgGkwetDqxVXBC0Jcww9LjgvEMJ9GipCt56Co29QHSK78oaPHvqtODJeSfXQUoJY4UtvgEb6KkcSzsrNCtMoVOHR52l7h2HoPGEbYancqJJo7mV8DBjNCHXDTsM5d4IWOz6wPVbz1zKYPraI5Mp2JrR/RlxjpYKuiu9VS5bB4F+V7wPOGPYbx20YP1MCA/IgN0os2ZGKoQoNAcm79Rrpt82ym3DMBjB4S20NhNtp7uCp+Gc0DBEH3E+EGah7I5p3EHD0a1Mx04WbQap4I1DEOR08HPqXsl2Ynp4xPQKMiC/J98bSZUbK/XeyKWzoAzxtKasJCYfiOtE2W+IWkoWPt2O4PHpQfACwxXERYzvlNrp1tB7R9qVmHfUNKo7QfSsJ0cYhTjDGObgG2FQ7wUjitSOTgoU8hjU/Y6KofXKGOEITI7B7XZUxXrd8e0JNw0elgVPJ8wTbbuCKKrKaQ2M2eCMkJrFxY5Yg+sH9YGWhK9HALqrHP+eWwYntLTDSGzvE/hx0DpoQ1rGaSFthwbP1D9lr4Mh/hB4z4nmTth8wXjHtsHInf30yOgGjJLrndEH3lXUeEovB/u8dwTtjAE2JabowSr6gc0tXyTbIsB/BvxdVf0PP/fWXwG+kzH5BX5bPvKvAP/qS9blZ4Hnl8eb/wH4IyLy9iVQ+kdexr43FLYbPMyDEIVcj3LlbQ+clhPOAt5iyp1WK3v1pAytdmQWYndMXsjtCJCVe2KK4PbCu3cPKB0njoEy+sD0RjBK9Ueso+0B6RUngjX+SNdpw9nCPgqnJbPjud+eKaXR2iAsBrzBAnvOKJX3+yACkhJlT3RjcM6xl0EOZ4oxx2OGn2n7nTE7pG4UscyTJU+fcL/ulLHjaJDvtB4pNoJbkSHow1vCMhOWeASP7zCT6bkynRpdZrQ2WqkMYLGWvez0ajFdsQ+OrkpjoE7YS6FcEtZCK+0Qicpge6amK9NiWHzG9sSogvErYgLR3enlRk87RtrBim4U2yrGWuoQarqAJrRH1Hjig+fBG+aHyPM98LRBV8ft/U6RSB7gUmXhTmoT76+d2hrGVNqlMqqSGkdavW1M3iPGEqZAl8775Bli8LoznyJ+9uhekOEYBWpv7G5hPS9M1uG8I/WZbE9sdeCNw7Xb0eU8hDws12ax+859z7SW6Jxxxh20l2vkeXckNzCT5X7tjK4Y79lvhW1Xhhg6nZHb4aSdxRCxzuKWickG7ONbjBjMgDgLJhj6/TMqhjEavXWcWNqnN4aLaNowL3KsxnjerJBSZ+DoReg+kvZDIF4mPQK2P0Tdln8e+FeAf0FE/ubL9nPAXwD+RRH5NQ7d2r/wcvx/B/x9DlnJ/5RDZpIX2cl/F/jrL9u/8zkpyu8KAVzZuF932v2Z4COpHXejLJ7RB9GDxglz/hpedsyQg++iGOLkj2VzN8RJ8ItB7FGi+3z3GOupKger+cgMY9GwEEagZEtcDbmfaLWRqoNlOtKJWKJ1pIthYLEUtClufaRlYdQN8+hwfqJshTdLYEwR5zxyfoeKI0ZPsIKrNyhHN69ES1wfiL0xrGV2QjYTen9mOQkhKCk34lDMcgRf/dxQsbiaaT0ToiPQ0MmSzQkXIjUbdAzGZsFa5hkue8eoZfaNbircCt5EyBkxljhNLPMh3RitgekRseEgU3p4RJtD3YQd8O1LJ3Dwqoqb0TZhpeC9p4+GtQt1ZDydPhRxlroPWq7HXbk2wmxp1VLnyLq6o57HDXK9sychd0udziyTYV090zIhJaGtUPToIkYsaMW4wWgedODGclTSjsY2IrlUnFpKhelkqNGw+EHURk4bMQb6MFQFlzJhmkChmAX3wlniG9B22nD4OJiDw8dKSRdOZqdd7pxWS6SxTI7lBNoGbx8E6yJfe+cJ3rA+vsXOAc2Jh2Bp0XG7GUxNYIR221C17GVwu1ZMbtg5MjuBNhDbD+5Y63FWmZcJbQbnj5T903Pl3WqZekZHpqeMX5R92/G3wRjLB3a2fAXkJkXkCvzqlz2PHzA+Ab79ZU/iB4xXm74a+N1s+idV9evf7y/6+Ltq4VdV9Q9+2ZP4QUJE/sarTR8/Xm363vjoy9Nf8YpXfJx4dR6veMUrPghfBefxn3zZE/gh4NWmrwZebfoe+OgDpq94xSs+TnwVVh6veMUrPkK8Oo9XvOIVH4SP1nmIyL8kIr/6wgvyi///n/h4ICL/QET+9ktB3d94Gfu++U++TIjIXxSRb4nIr3xu7EfC4fLDwnex6c+LyG/8jgLI77z3Z15s+lUR+aOfG/9ozs0vlW9HVT+6jUOR7+8Bvx8IwN8CfurLntf3Mf9/AHzyO8b+feAXX/Z/Efj3XvZ/DvjvOYppfxb4a1/2/F/m9YeBnwZ+5UNtAN5xVBu/A96+7L/9yGz688Cf/l2O/amX8y4CP/lyPtqP7dwEfhz46Zf9B+D/epn7D/27+lhXHj8D/Lqq/n1VLcBf5uAJ+Srj++U/+VKhqv8L8DvbB340HC4/JHwXm74bfh74y6qaVfX/5mi3+Bk+snNTv0S+nY/VeXxh7o+PFAr8jyLyv4vIn3gZ+375Tz5G/NA4XL5k/KmXJfxf/By73VfOph8V38538LE6j686/pCq/jQHJeOfFJE//Pk39VgnfqVz5L8XbHjBfwz808A/A/wm8B98udP5MPwo+Xa+g4/VeXwQ98fHAlX9jZfXbwH/LcdS9/vlP/kY8SPhcPlRQlW/qapdVQdHF/jPvLz1lbHpy+Lb+Vidx18H/oCI/KSIBOCPc/CEfPQQkVVEHr6zz8Fb8it8//wnHyN+NBwuP0L8jvjSv8zxXcFh0x8XkSgiP8lB6P2/8ZGdmyJfIt/OlxUl/gJR5J/jiBz/PeDPftnz+T7m/fs5IvB/C/g735k78DUOlvlfA/4n4N3LuAD/0Yudfxv4g1+2DS/z+q84lvGV4/n33/gQG4B/nSPY+OvAv/YR2vRfvMz5l18urB//3PF/9sWmXwX+2Md4bgJ/iOOR5JeBv/my/dyP4rt6LU9/xSte8UH4WB9bXvGKV3zkeHUer3jFKz4Ir87jFa94xQfh1Xm84hWv+CC8Oo9XvOIVH4RX5/GKV7zig/DqPF7xild8EP4fob2StluBfGoAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow(g_img)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 194, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure()\n", | |
"\n", | |
"ax = plt.gca()\n", | |
"im = ax.imshow(g_img[1195:1215, 1205:1225], cmap='jet') # cmap just for colorbar\n", | |
"ax.set_axis_off()\n", | |
"\n", | |
"cbar = plt.colorbar(im, fraction=0.046, pad=0.04)\n", | |
"cbar.ax.set_yticklabels(np.arange(16))\n", | |
"\n", | |
"# I didn't figure out a great way to do this...\n", | |
"# 24, 12 are just hand-set x/y coordinates\n", | |
"ax.text(24, 12, 'Time (arb)', rotation=270)\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment