{ "cells": [ { "cell_type": "markdown", "metadata": { "lines_to_next_cell": 2 }, "source": [ "by Andreas Bauer and David Boehringer, 19.06.2020\n", "This script contains two examples for 3D-PIV: The shift of a bar of binary pixels in one direction, the expansion\n", "and a real data set where we recorded two stacks of collagen fibres at the same field of view with confocal microscopy\n", " in reflection mode. One stack contains a NK cell that deforms the matrix and the other doe not.\n", "Please download the data at https://github.com/fabrylab/3D_piv_example_data.git (180 MB, unpacked) and provide the\n", "folder in the code below.\n", "We tested this on ubuntu 16 and 18, with Anaconda Python installation. The whole script\n", "takes about 5 minutes on my 4 core-intel i5 @2.5 GHz Laptop. You should have !!! 8 Gb ob Memory !!!! or take care not\n", "to open all matplotlib plots as interactive windows at once.\n", "For questions contact andreas.b.bauer@fau.de\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from openpiv.pyprocess3D import *\n", "from openpiv.PIV_3D_plotting import *\n", "from openpiv.validation import sig2noise_val\n", "from openpiv.filters import replace_outliers\n", "from openpiv.lib import replace_nans\n", "import glob as glob\n", "import os\n", "from natsort import natsorted\n", "import matplotlib.animation as animation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make save_plots = True if you want to compare the \n", "visual results " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "save_plots = False\n", "out_put_folder = \"output_3D_test\"\n", "if save_plots:\n", " if not os.path.exists(out_put_folder):\n", " try:\n", " os.mkdir(out_put_folder)\n", " except:\n", " print(\"could not generate output folder\")\n", " save_plots = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "############ a group of bars shifted by 1 pixel to the each dimesion the second frame #############\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# constructing frame 1 and frame 2\n", "size = (32, 32, 32)\n", "shape1 = np.zeros(size)\n", "shape2 = np.zeros(size)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "shape1[16, 16, 25:27] = 1\n", "shape1[16, 16, 7:9] = 1\n", "shape1[16, 25:27, 16] = 1\n", "shape1[16, 7:9, 16] = 1\n", "shape1[25:27, 16, 16] = 1\n", "shape1[7:9, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ "shape2[16, 16, 24:26] = 1\n", "shape2[16, 16, 8:10] = 1\n", "shape2[16, 24:26, 16] = 1\n", "shape2[16, 8:10, 16] = 1\n", "shape2[24:26, 16, 16] = 1\n", "shape2[8:10, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "window_size = (4, 4, 4)\n", "overlap = (3, 3, 3)\n", "search_area = (5, 5, 5)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/alexliberzon/Documents/repos/openpiv-python-Andreas/openpiv/pyprocess3D.py:247: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_i + ((np.log(cl) - np.log(cr)) / (2 * np.log(cl) - 4 * np.log(c) + 2 * np.log(cr))),\n", "/Users/alexliberzon/Documents/repos/openpiv-python-Andreas/openpiv/pyprocess3D.py:248: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_j + ((np.log(cd) - np.log(cu)) / (2 * np.log(cd) - 4 * np.log(c) + 2 * np.log(cu))),\n", "/Users/alexliberzon/Documents/repos/openpiv-python-Andreas/openpiv/pyprocess3D.py:249: RuntimeWarning: invalid value encountered in double_scalars\n", " peak1_z + ((np.log(cf) - np.log(cb)) / (2 * np.log(cf) - 4 * np.log(c) + 2 * np.log(cb)))\n" ] } ], "source": [ "u, v, w, sig2noise = extended_search_area_piv3D(shape1, shape2, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, subpixel_method='gaussian',\n", " sig2noise_method='peak2peak', corr_method=\"fft\",\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/alexliberzon/miniconda3/envs/test/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:794: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if zdir == 'x':\n", "/Users/alexliberzon/miniconda3/envs/test/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:796: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir == 'y':\n", "/Users/alexliberzon/miniconda3/envs/test/lib/python3.7/site-packages/mpl_toolkits/mplot3d/art3d.py:798: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir[0] == '-':\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying the shapes with 3D scatter plot\n", "fig1 = scatter_3D(shape1, control=\"size\")\n", "fig2 = scatter_3D(shape2, control=\"size\")\n", "# 3d plot of the signal-to-noise rations\n", "fig3 = scatter_3D(sig2noise, control=\"size\")\n", "# 3d quiver plot of the displacement field\n", "fig4, ax = quiver_3D(-u, v, w, cmap=\"coolwarm\", quiv_args={\"arrow_length_ratio\":0.6})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig1.savefig(os.path.join(out_put_folder, \"displaced_bar_frame1.png\"))\n", " fig2.savefig(os.path.join(out_put_folder, \"displaced_bar_frame2.png\"))\n", " fig3.savefig(os.path.join(out_put_folder, \"displaced_bar_sig2noise.png\"))\n", " fig4.savefig(os.path.join(out_put_folder, \"displaced_bar_deformation_field.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "################### test to check the replace_nans_function ######################\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# ball shape with a gap of nans in the middle\n", "center = (5, 5, 5)\n", "size = (10, 10, 10)\n", "distance = np.linalg.norm(np.subtract(np.indices(size).T, np.asarray(center)), axis=len(center))\n", "arr = np.ones(size) * (distance <= 5)\n", "hide = arr == 0\n", "arr[5:7] = np.nan" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig9 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})\n", "# replacing outliers\n", "arr = replace_nans(arr, max_iter=2, tol=2, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig10 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig9.savefig(os.path.join(out_put_folder, \"replace_nan_gap.png\"))\n", " fig10.savefig(os.path.join(out_put_folder, \"replace_nan_filled.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#################### real data example ############################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we recorded stacks of collagen fibres with confocal microscopy in reflection mode\n", "\"alive\" stack contains a force generating NK-cell, marked by the red circle in the animation\n", "\"relaxed\" stack is the same field of view with out the cell\n", "download the data at https://github.com/fabrylab/3D_piv_example_data.git\n", "this calculation takes ~ 3-4 minutes on my 4-core Intel i5@2.5 GHz Laptop" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# please enter the path to the dataset provided at\n", "folder = r\"test_3d\"" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(folder): \n", " import git \n", " repo = git.Repo.clone_from(\"https://github.com/fabrylab/3D_piv_example_data.git\", './test_3d', branch='master')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "if not os.path.exists(folder):\n", " raise FileNotFoundError(\"path to 3d piv data '%s' does not exists\\n\"\n", " \". Please download the data from https://github.com/fabrylab/3D_piv_example_data.git\" % folder)\n", "# stack properties\n", "# factors for voxel size\n", "du = 0.2407\n", "dv = 0.2407\n", "dw = 1.0071\n", "# total image dimension for x y z\n", "image_dim = (123.02, 123.02, 122.86)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# keep these values for our nk cells stacks\n", "win_um = 12 # window size in µm\n", "fac_overlap = 0.3 # overlap in percent of the window size\n", "signoise_filter = 1.3" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# window size for stacks in pixel\n", "window_size = (int(win_um / du), int(win_um / dv), int(win_um / dw))\n", "overlap = (int(fac_overlap * win_um / du), int(fac_overlap * win_um / dv), int(fac_overlap * win_um / dw))\n", "search_area = (int(win_um / du), int(win_um / dv), int(win_um / dw))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# load tense stacks\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series001_t22_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "alive = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " alive[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# load relaxed stack\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series003_t05_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "relax = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " relax[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# 3D PIV\n", "u, v, w, sig2noise = extended_search_area_piv3D(alive, relax, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, dt=(1 / du, 1 / dv, 1 / dw),\n", " subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# correcting stage drift between the field of views\n", "u -= np.nanmean(u)\n", "v -= np.nanmean(v)\n", "w -= np.nanmean(w)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# filtering\n", "uf, vf, wf, mask = sig2noise_val(u, v, w=w, sig2noise=sig2noise, threshold=signoise_filter)\n", "uf, vf, wf = replace_outliers(uf, vf, wf, max_iter=1, tol=100, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# plotting\n", "# representation of the image stacks by maximums projections. The red circle marks the position of the cell\n", "def update_plot(i, ims, ax):\n", " a1 = ax.imshow(ims[i])\n", " a2 = ax.add_patch(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " return [a1, a2]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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BjBLmPCOwU2nECE/GWO8G9GCBSu6zC6R5QX97gcrgrgf605LqTO0dx/c7PhOS6FjJxnaXHZvXZtz7I4dsX1/x4A82bF8siLUVCGw1dueFiBwDsdTYXaJ60lI/6ARiNrIwmzuWbOHibVi/PmO4OQNAx4wZ4PidnmwV1flId2oZbs72abdQG8yQqc8CsTYMRyW696gxoGPC7RK5dLIYV8Jm59LQ3VlAzoRGEw4bhhfmgEDF3MgmGI4rLt8yhFKx/LDHbQPdjQK/dNOmlRDKtEFIwaYQxLQR45OtQHBSQg2R8mlL9bRn+5KEXG4X0R6Sheo8MbsvaKm8GNBDpH6wI8xkw4VGMS4cxcbT36zpT0vCzDKcNmRnJIWbobzyFBsh9QDs9YAeEsNxSVaK2d1W4LVShFozezASGkN9dw1acf3mnDgTDxhLvWfUVRbjH2cl1YONwG2jGI4rciHZHr1tp9An0TzoKdaSDVl9u6VYR0zr6V9oxLhtAse/vZWwaBMIM8kCGZ/wcyE93VUPRg6bveoEHXWBVBi6E0t/XIgXPqjIpUD/sKyEvD2sMNuR4bQhLkrxyPOS8VCMODnjl4Ucwpj339O9esBwc87upsW1mdWHI4fv9jCBlFhoLt6e075Q4I8a/NxSn0+opzTE2UQsTuufFag+kEvhW2It19ZjJFvFcOR48NMlu5dnlFce+1T4iB9kfCYQgx6TeN/KMbvXUT8xhMZw42sRM0RIMK4cTiuZnLLCXvXY9lMrqHtPde4FHjeWYpMxIyw/SiQLpEx/KnBw8cmIHiOmU/hGCEe78YAYqfJCJlF3gc2bC9Jc49alHNi1kFBZQTieYc8yetuTC4vtIsNxQXkVGA8mzzI46o+uyKVF+4jbeG79osBLfODqx25QbISBL55sJU6PibAsyRn0EBgWFQ5gSiOmRSVagtKI9w2JYaXwTUW5ySw+bgnTQdQhkQrzKaehLKaPlNeGzcuay7cstjXsXgK7Uyw/SswejsSZ24d0akzUdzeU5wWpMJirluq+xx/PiLUVYnLa5PWTEdMHySAtK3QfaB577Fbm1wxpz9CDwWw7MXSwJ1D1XOY6G41/8Qg/t7itHBI/N5RJ5sXuBCVWTzs5iJUFrageTaz9ohQj1HrqnRePXhi515iJs2LKJmjcRUtdStiWSoMKea9fsWtZX9NDXBaUZx16N4APhBtz7NYLqpgXFBe9kH3e4g8r/NKQrCAMM2bKdaR4ukOFhHuSwGjGG3PKy0lv4yZeaqYZDmq6E42fwa1f6mTepvAxHNboITAelhTXoyBWIDSyzrP7mf5Ao0eH2Un24gcZnwnDQM4Sq3nxALG2ko+/7kiV26ding3TSfZCDupAdoZUTR6pMpTnIwcPthPE0zLZhWgHiqtAaAzusqfwifZ2zfLDTsKHY0f9ZJRDFDK6H3HbiNsFyf9XTmLeQqPGiaBSCtWPpKaYBD7g54I4iquB9lbFeFBQbCR+ttsRogho0rKmeTROENcy3phT3L8i1wXdqRgYu4PqaS8agUUlyMVH/PFMMhYpECvL6kOP3Uks6ecOv5wyLEaRCs1wILxFdR7oTh3diaa4BttlYgnL96E+D5g+CfRWUPhEKjTXr5acfM2TjWb3YsVq3QupNpc5D4sCNx1ArZlgq8x9OCiJlcZdCuFqd57wTOdRaIqc0Zte8u8TgfosYzGc1KgEto3oIZAKjd1F7GYgK8VwUqGSwwwRs5ON/yyDQxKtSXZaeJfeQ2H34qT+hYbqaYe5bEmzcvLUhurCo/uI9pH+tAYF1cMWNXjirJSDGTP+ZI7ZihEcjkuqJ0m0LUHC2FQJGV1cB3QfhaDdKGwrWZfhhQXZKtx65PKtknGlOH7HY3eR6qkQsijF8n3hSlSchExOo3zCbEd2r86pH/diwJxGbwfcWgxEso5QKbJFsi/D+AMdyc+GYUBi82wnoi0zCViEPDFdIDQlsZQDLcSPQXcihlEpEaqa3a2CZBTlOaIx0IqLL9SYAUIFbpeZrUfKJ7I4qh+pH6u9ek7FzHDkaO61snmPZhTXnnHpSEZLqumyE2gXE3rbg9HkukT3AV1HdKFxF+NeEORnmlBlmnsD3e0Zw9EM0ydhks92FA+uCacL9BBYvzEDDnBXPdW5Zziw2K1n+0pDde4wnQiD2leWcsgf7UiVJcwsqdCMrsCMEr+7tYRBOmbcxUBxrRkOCy5+pGQ4BNvD6tuTBsIq5vc9bu3RPhLmhRi9LGhOB+huz6ie9qy+uSY1BeOqwG49YWbxK0s2iuKiR3eesKxIlSEZhekjNkOcOcaDgvJi2GeU9BjRu4FcuT33EOcl3c2S8kIMnWlH/JFw/XY9sPncnO50CYjScPGxCIyehSp0ijgvMdsBvevJlWO4McMUBvd4TS4LupcqIRGnrIHwWZ5KiTFp7zRUTwbKSxHT6TGQCplnMyTisuD6tYrkKuqzxOyuIADVjbSfO8RtPH7psG2ciEUkbQziSEYRXtku0t6uOf7tlvGwYHfTsvw44S5ET7F7ZY4eLfXDnfAtFztSUxBnMl+zT7b4g4pYC58Q56UQvBlmDxPDoaO530k25WD2A53Hz4Zh0IrhuCRWivIyYLqAX4jIpHkksF5lYbFlA03CG5A8tDOoOKXJFHQvVMyGyO5OzdWPZIoLzfE3Is29VhRiW5lElawQfDuP3YwURrG9U2BOhAgLtcGtR8JMIGl/4li879E+oQY/XTeTmkJ0FzHj1qOISlIin86ozwLJKfoXZnvSqnrSoa+EnCRnITJ95OC3POGgIixK+mNHLBCYu01yyACVEvWjjvXrM8blkuW7VzijiZVh81LB8dc2wkNojXoqHIVfisEEuPHVrRCspaY863CrklhUgj68qOiKdUeuC8aTBrvzlBtREhbXBrvtSYuSWGvcJlNeDAyHM8YX3GSUBckV97ekVUN/WlE9kfRlthLK2T6SFdidBx/I8wpSYjipMT5RnY+o8VNJdfFoQy4s/QszYqmIhWL2MGCGRHJC0Gof6W/UkrIGuhsl9ZNhz73UTyAez8la4dog4enNuXjfXpSabgz4QzFC25cqik2aZNOZ+mzcC8OS1Ry+s5XsShQyNM4L0lFNf2Rob1gOv7H9VHBUWHJ6pr3PYDT1/e1EbEZQ0Hy8prgUg+WPGlTMlBce04574jDNSsh5T0bmiUxfv2KpLh2zB6OQqbWEgdWUtk+l/S759fczPhOGITmN6SPaK9z1QFgUhEYW2Gx6EWvUAs36GyL8QEmcmY0lLEqBmVuP2Y3YtmD9+ozoFHf+r0Dz/pmgjEZy2NmZiajRouqrJTwwQ6I+i7iNpEbDvEB5Ib38wrF854pcGsZVIahDiS4globzH5ujPRx/fYcaRpQPuIcRWzn8UcPlWyXaSxYgOYM2RkQn1ghUHIPIZ0fZBM1j6I8Kgc1W7TcZSqGvW5bfSuxenjOezEhOUVwOxKLAH9byHUqRGysbvw1Ul50cNB9hWe01/LoLHP3zS/neTSeEVlOKGGeIxNpSXAfqB55UW8abC+EQgpPFC4nZ/YH+tGD9qmVe1DSf7IhHwj8UVyNhUYjycMh79t5MMbF/YYXdSkbEbT1+PukIQgIfSYUFozj/0gLjM7bPLN/vRHMwhYQw1UkksFtPKgzXXypYv9LQH2de+NWIbeW7k9O4VsIS00cJzUIS+XYU51M9HclGMa4sxfXEY8VM90JFqES1qoPFXg+kygp62gU++WMFzX1Fsc6MhyVu7WFW0p9W6FH0MmYSiikfBSU7LZ69CxIih4TbdfgXDrj4YsPJ1zxhVX2KrgorfEfnSZWjubvB9A3dqeP8ixXVeUF1GSlbmVM1RExInP/+A/gn3/+Z/EwYhlDD+rWCUCsW98QgSDwsufO4KBgPLNXTkfrehmyMyKbHiRybimuyVgw3Z6iQsJ2ifhLRPhGOZphWctFmPZBLQ1iU+IUVAnMSzbirHt0Y/NJSXAqHEGdOtA1GiqvQmvJpK1mJlNCbHgvc+I3I1ednPPnKnOZJw/KdK1QWNGF3It6prhL9cUF56Tn7yVMW90aB6zHtdfapMKJjGJOk5pRoOMxaBERxUZHmC1TK1I96TOeJjWP3UkO5zvQnjuZh4urNmtlDT7l7ppq0ImduRXijCst4XO/VozKXcvDbmwWuTSSrcJuAW4/o1mO2g6hKGycILmXCqkSPEbuL1OcinorLAt0F3HlLnJeCJB6JhwwHFbqXwivhZDKqHaApUWOg3I7404btKw2zT1rQivGootjJfmhvOsxuwHSabOpJEAapttQfXhJXNeGw4OD9gK+lUMo3mlKJx3bbgPYR31j0KOlelcBd9+g+iJFSSlLmqubqcyUHHwyYPlA9lT1g1iN62+FvLkmlobgcUClz+59EHvy0Yf4wY4aEvdix/dEj2hPD8iNBNbk0pGkfoRVEqWXJk0w6NY64qiScus6MR5UQ4ymRmgK/ElThLnpIme72nPK8lxTprEFPKt3htKF6sAGkIO3gW+0PdCY/E4ahvIycfHW914/7VYHbeIbDgmzmZAWbFw2ms6hQYtqJSNGiACPB7lbB4q6EHW49Uj0cIYlR0D6idj00BePNmcD9XkhIPRFXprbEuVy3vV1RXMJw7KgfdOKtxygs+xgnRaVBj4A1UrQ1Bo6+ekF2UqsQF+VUhakJK8Pqo3HSZETseuDk17aSClvVbO+UzB6OqDFirweKB+IF00xgsIp5Dy/NbqC/WWN3cRIMJcxupDoX9vvsyyWmL2geB5ITrX5ySvLzQyTNa/TgSZWIm7TP6Htb0qIhrWrszmMHyQKokKX2I8mf2UpRlF842lNLcTmK6vOiRaXM7pYQXhefr5k9FBVocxaoHk9xrpkQWmPRIRFNIURuFnSh+8h4UNCdWGwvRjk0Bt9o6icj/YmjO9bMD2tIss6xEQHPM82A2fSow5KwMMzv9lSXUmSn7lQsvr2VYqdKkMz2FdFFVE9k34ynM/oTR3E1ZTwyzB+KgdPXO0zKxBcOJ6PxHVJyZxgOHDpkXv75keHIytrX4gR2Nwy72wWxKOiPFbMHmeFAZNjNWaIoDFkj8msD1eOB8tKjfMIvnQintgO5lvmqHm5RYyA1jvrBFuUj4405ZHj845qD92D2MDKezMhWCVez+5eQfMxaTakl8frVox2kRN0KsZhKy+lvJdSYRJF2HcEH0rImFUK8FdsksNsZxsOSMoPe9ughCMlUuClv7lGdR4+eYqo27F6c7cu8jZL4t7tZiVKw9cRlSfdCw+6mYfeionmUqS4T1UUQUcpZi257cl2idj124jFyIXULKiO6hDExHDncNWLQADQU22dVjZMgKjriopKU6MxSPW6xg8cfNWRTUT/qRMcwFZqFRYlpPcV24NgohgNLdRkwG093s2RYauYPwI0JhXgQPUaaj9aEVUWeVejB058uMUOkud+JhHg7CleiNf64wW5GEXr5xOrDnmymbMcotR7PlIGpgOZJwG2ChB19IE+xv19IjcvuVsnVm5rqDA4+EKLYAbaLLO5FNndK1q+ULO4Kqgq14eoNqZ+IpWFcGpr7kglIpSUBeV6KhmE7ZTAm2H70jmd3p+Lyi0uaJx4zJLKF6swzHFpSZRiPCra3LbNHUeoiUmI4KXGbwHBjRjlVLALEpqB9cykGZCtpUD2I6Kx8vKX8ZBQOatHgziJHUXgBf1DRXznKy8DBtzz9STVltiDMDeW5x152qH6AsiA1BexEYJVLS6osxdWAXrekZYMeI7Ep5P5XlqN3WszYsH5NEQvL7JGifjxAyoxH9fecu99tfCYMwzMpqdmKDj8rRZqX+6KcMC9QOXP5xYbyOmO3JaqbVGm9yFd9IwSQveop4FNyMEgVmmk9uvPEpgCrSXXDeFSQnAiPcp7SYj7RPBR5c9aK1Diy04RaeifM72bmD2RzoZA412pyVXwat/ee9pUV1VlPdfeaXDlSKTn2+mFHKi1aRRFDVUa8fysbJzUG3QcpSjIavzCYQZCKvR6E3X5WLWcNuXR75jvNSkEkfcQ93RGXFcUmYvtEfXe9r2wkSlWi9nHKPkiasHzSCv9ytYNlPSkuE2YjUPlZtsJdiPx2/fqMci1aEz1GqrOEOd8SThfC5ree1Lfehi8AACAASURBVDioHbESA67HhNt6yvOe2cOS7tSRrKI9NcwyU8pZ49pEeRkE4teyBqv3pbZF+4RKhlhLpmDzcsHssXj4YWVwXaI9MdQPNXYzEGcFw0o4iHFlmX+0Yziu8HNNeRlQKTMuDMe/ud3L7v1hRag1Koi8OxWG/mZN88kGXMH84xa/LKay6oDZJlI1EeEUUpk9ejCSDRFkWVOde2KhiZUlNJrqLOIue5Jr2N4pmQP2Usj12FhBec6QZw6z88SZI81qQSyDx7YZXzSUlyL8O/jWjus35iIpP/d7w6x/QOXjZ8IwqCBwWAUREO1em1NciUhmOCoItWZYKcpryQs/K2KRCdO0NwvMKAVJsZEceVxUn8pcd8JFkLNUtlUFYVEyzo0QSWPaNzCRugw/pX1E9pqspj/SzB5JbUXz7mPi0ZLUOKmsmxe4iyBkkmkwQySVUmwTV/Xe6I0354Slw/Zx3xRke9tx8EGPvm5xwPqNBW4jy2J2I839LKnQnZCwaVFNoqZIOJCqU92nvRbe9AG9GyRTMkRUzFRPO8nCTFWBUvQj0DIVlt1rB1RnXu5zMkqpEEFWrC3DyZL6wQ6Uor9Zw4HDXXvskCVmH6SHgfIRnNz7M92JfXjJ8MYNTCfzefn5mtVHkl5zVz1+YXCbyLJLmC6Sa8VbH9zjzd19XgwXnLbXHI8bjrs1y9zhQkDnRELjteGymnP+tSVPZyvuv7Di29ziA3Obx2dHJGcIByW2DcwfRHY3DbGA9o6EZd2xZlgWrD4aqS7CvkI0Ng67HigmAVnWkg5t7m5JtRORFGD6iNmI+EmPARUj/a05fmGYf7jdS8uz1cR5IYR5H0lG4RdWUstJ9DLVg4hbl2JAG4eKSXp7NIWoRDcDcVHSnRRwWjC7133ajMenPXeWCkvzKGM7Eeu1N+e4XdqL9r7f8ZkwDM88VmrE62YN7QsOt0siaGkjZhDParuIbkfCQUN/U4it5tHI7lbBuLSohaF+1ONri0pS1x5mDtMmIXyYugYB1aWkErcvFhifOft9CrdWzO9XLD4Z9sUtOiTq80R/YEgF2P5UGmT0nqxFPZe+U54KmE4IRZDuPAqpNOSgnDaDp7/ZoJJAYzuvGU4bik3cZwTUGNATg50rkWAThfAzU5ckFSXPHmrRy+Oj3ItW5NJSnEmKdjit2N6ynPzGWgjdxkmBU84sPtjil5NKsPOMLx6iwlR0NBWt6T4w3JwTapk7t1a0J5pkS2Z3EzjQRhGd2SstrY+k4yV8R2eh01+/Yrg5wy8FqZVXI5/f3ucPPn6HL20+4vX1Q87LJd9qbvFxccLvFC/x+NYxl2bO2XxBVAb6hDaKatdxOGw5sD2n60uO72/449/6Dd7c/m3mceDbs1t89fB1ftW9xrf0K2xv11y/rqnO4eQ3O2Yfbdi9thDUt5F08+6VOaZP1GdbqphZv7UUInErwjIzeOzjUaoqy0JCpGddm6KoJevH4752Ji4qyYRctKSmIDlDcTWQ12JkpfhK7ys0TSuZiVwa0SxM3IuxWmThjwZCLWLANHMUj3fEpYThqvOEZYmK0J0obG+wfcJNfMkPMj4jhmFSyyVQo2fxbkQNo0x8ZRmOK9w20t50FGuD2Q6YzrO5M8P0mWIjvQTqR73A43WHudakqhCZLEiYcT2Qlg2kiY8wFW4t5NhwUnPrlxTlxSgFQgpZMKOEQxgiVW3pj9y+i04xTgIWQO16/FG1b9BRXI/oPoj4ZlmwfmPB9etSdn343sjw0gy3iSzuijw7rErMEMV4IFWSYVUzHJfUD3f7VGWuPo119RgZTmrc1jMeFhLnlobiomM4LKX6rnaEmRPR2DhB1KmDU7Z6f4/lvSvSrBIonDLjoTSnKc52ZGP24rPyQn7njxuOvtF/V6+BUBX4uaU8HyaFXpTS6sZJ6vK8Q/We6t6aL/ef8BPNe/zMu1/nys34pZMf5X+8/TN86+079IP5Ll4iFVL1qsdEmFncIBLs1hienhwJ2z+flLAbUWWWp5rPX97lJ558k//i0d+CB5lf2H2Rv3/nK/zWay+LWKnVmD5Tnvf0NyqyqaWWI0E8aFD+01qTcVWQTircNggPkLP0YzBKsgmFRQ8e2wZZC1+wfalm9TsXpFlJLh3XrzfYPhPqktkDT7H2JCO1GCpn0TiEhJrauCkve4ggPSdkY4gIrzwTbUiai04laykFuH7NUV5l3C6zeUlz8L5oYFz7LyH5KD3/FHrXEQ/mkuYra/RGmObq4Zawqpl/0ks6qbCoznP43kh7arn/047FJ5MIykewhnBQMx4WxEIz/2BNKi1xVhBLsyc5TR/RE8HmNpbupqTeqsejxJgz911tzsalobwMVI9bYuPwy5LdLUd1GakeS49AHbNs3qt+Ej2JR6+cplhL+uzqjQLXZrYvGOqLjG2lTLt4utv3C1BjJlWK+lG7l/k+Y/ZNH7j80pLonvUcLEgW5g+lg9Jwo9lPbTaa4vGOzedXLD8QLYMOAsX1bjJCU/gVViXurBUy99qTrWI8kd4X29tSACQS5ULi4md1Bwb8QkKk2QfX+9Raf3tBd+qoLgJmTMxCz7/a/TZ//OE/I1jH3335K/yFV/80949eIJUWu+7hOpNWFn9SiyFoDNonqsct7UtzbCs9JPzCgS64+BHH4XuC/IqrsO/1+fS44dGtL/L3//CX6Y8Tbz55xB9953f4r3/hf+LKzfk7x1/h/24+T76QeF9F6QOajHRN0r7CbqcOUwcVqdQUFyOxFl0Fu0FEZN0IiBhsXM7pTjSH7/YMR9JNKs1Kya7UFtdl6scDfuG4eqOgeZqonwyy/2MmVnbfn1P3Hu1FFm6eaRxSwgzgNgXdrRm2i5jNgDNalJ5j5PC9tJfezx84hgOpnEV9R1/S72N8NgwDwtKn2VLq7S+F8U7Len8gYqnxS0sTpKowlwa7Cyx3ATOW6ABXb81QKTO/L9axPzDY4RnMk6Ic00mt+nhkiZWm3vSE6TrVk0GEOEjvg+KilUIbpTBDYvYwMC4d43HN5o6EH+tXNd2p5mSoMFNtQVbI4ajdPs60uyB8R6eYd5HyfJBUlJLmnntOY5oL5aOQkLuePKtIlRWVXx9QnWf5YT/pHrQUGW2Ek/Fzy+PfX2AGOHxPCxmZM7O77Z5nkc2niKtaQobSkgqpFbl68xDbZeqngeJ6JM41YaZpbytiBQffhO3LDc2DXviMTQvOog5L/MyiV5UoP0OSxi6XkYPtlp/98B/xrz/+dX59/jn+2zf/BP/4p77A4Td7STPqKebuDEol9Bjx8xK3yRTXUqDUvzCTEvjrYYLjI2Fmmd9PDCvN7IHUSjxrzuMbjY4ZHWH5oaL/6Ij/Zf4z/M0//jP8oXff4U988sv83Mc/z986/Sn+tzs/xbaec+9nHOW54sV/uEa3I5sfOWTWh2n/AFpRXIhxzYdz9LojLSq2r85Yv2wYDzLL9yGW0oS4O7EkW5MKhVtHmqthUsdmFvehetQKady472hwLGjRH1RyoIFUCWKzlx1oqO9u8KcNxQMxwu6hIGFJqyfGpcMMEo6Wl+CXhYS4X/v+z+Pv+Xsl/v+MxepO/sm3/yx6O4pXLI1UuI0Jvyq4fMsxrmB2P9M8idIEBfGWeghsX5mhEtIajanIKmfCoiRWZmLNpUGJ2wWRF08qNJXSxA0Iu59qJxzGqpYc/piE0Z2KfcYXV9j1IFJXq7l6+wAzZtw2YneB4bgQCe39rTxczLLwPtHfaqSp6fpTWKeeaehhQjUO97SVuvqTivJ8wGwG2leXlJdyGLRP9EeO6sJj1wOptPsGudkZhtOGzcsFu9tSLbn8oJPYNWdU7xleXNG+4PC14vjruz0y8jPDsNIkB8NK4XaZo28MhMZQXHspqHqtZFwobJ85/Y2NpIJDJK0art6asXtRc/x1T31vi60Vf/Kjf8q/9fRX+MXDH+Vv3Phpzoolm9cX2D6hvWRCniGM7maF9plQa+aftOLJJz7m4ktLXJtpHg/So6L+tL4Co3BPd6TSSU+MZTn1niyongxcvy7FUMUm4baRq9cL0PCFdx/yZ3/nH/Cj60/4H378j/KPij+A3kTsVQsp428s9hW5KmfKsxH3VCpgc+F4+pOHdDckfX34bsv9PzzDzzO3filSPemIjROHNje4bRR1auPEOFzIc+fS7TmFZ4rI73QQcV4wTnUXxXlHd2u27+6UC0EY5mJLrkv88YztnRI/U2QN9UWS0O+85fJLK37tr/8nv5Fz/sr3cyY/E4hBhYSfO8p2JFWWWFtJK324QfvIgRYrbHrxvsNJQfVUuABTSMrp4U+VxKrixX88YjrkEN+ZcfW65fY/bqUk9tozHjgRkTycDm5KgJQOKx+lQcUEu5RP5ELDGKQ913S//Q3pXZitJpaK/lBT1gp9aKmf+n3L9rCspCHss5b1TpGNofxktyeusjNiEEojabq1J5dGDhyV9KIwUoZbnmfclWyu+Qdb4SUud7CaoXe9xLyqorjsOTnrWNxr8DNh1lMhbdFUSLjLnlpDvFMwHJe4tfSEKK4DoXbU5wm305gh74k5+3RDPJpx8J7UFjxr6hJW9VR45Zg/GCmvLdtbln/lw4/4C+/8bd6dv8h//Maf4eOj26AVsTJcv2a48dWwb6ijsjSHKdaB/thNIUHE36goLqQzdrlO1A97dEgMp40Qol6I4ZzUxI0k8Bm7kc+AZEdW73cMx4V0c2oj9XlCh8wTf8B/+tN/mrfae/xH//T/4M90/5C/8uaf5BvHL+OebnFnW9BzQm1lHTOkpsQfivpw/jDQPFXEUvOtf69kcfuS+u8c7DM1glIlZewm7uiZ1sYf1tLZSSl0ziKSG6bWhlN6O1tphy/7RtKTqVBTqbihmxxNtR3oXl7RHxn6I039VJrWFpcSXhAz+gfrBfvZMAxMPfH9kYg2Hv1kiduCGWcUV57iapSYclKbFU897Qsltk3SfitGTn/TsLljuHyr5OavDuTCUT0d4HVLd3smFvfxTq6XP63Fl/cDTESct0L25CwW2Rn0+Q5/OifUht3tBbbPrF823PiNQDZKOjYP0pGnP1AU11o2fOnYvVgxv9djL3akqpgkzpDmNbtX58zuSd8EFNI4pJVeANKSbiJAkcao83vSSTgn6VlAzBQP12Rr0K2o4kiJ4YW56PK3I8VFj90YzHVHmhrFhFWFShnbBhZ3wW5Gtq/OpDw4ZlbvbVm/Mac/1NTniYAGZdFepOa5toyVfJfb+r3UPBl5j8Hh+Zr//Ff+Ll/efMRf+dyf4GtHb4jyNGf8TLI0x+943GbELwq0EdgsdQuRYq1x68lITx2is1a47dT8dR0mZOaoH4xiGKfuXrkupPx405N1TdZSUFdeesorCTX80pI1lBMf0TwZue9P+It3fpY/dPk7/Jff/Bv8gxd/jL9++w+Trz3urMUUlrAqpSeIkoyZSNnh8k1NrDLzDywn/2tDeXYtlbkxk6bO2rHQWKsJjcVt/fT+E2kga1pPXJRTmzgtc+UTWkcY5D0S0iA2o/qR2ftrcu2khX8b6U4d2ku16ezBSCxKqnOPjhKCh8LgF27/Horvd3wmDEOyemLzRdB0+s8921uW/lBYabuLlOc9qhcZqG49tZ0q06ymuyWTdPKbA5c/0uCXJUVI6C6wuBsprqYafavpTwqBWWfj3hN0J26qDXBUZ6Pk5UFSgydzNq9WLD4ecG3g7Is19VMJL7JRzD/pMO1If2uOa+Uk+4VsgNU31wINlQilzBAJtaW/1ZCcFF+5s5a4qqYybk+8MRfBl5e8vh4FcUiHINAhkmrHeFDuQyRh2AMsStob8iyFlU5UySmaqfIzVdKWPdbP3suQpFuSgqvXCxYPAu6io3k0Ul4Z/FyEXdefcyw/NtLOvZty80Zhu4g/rCWurwxf2H3AX/r1/5lfOXiLf/8P/HnWh/PpBSryHg/XTSFXKylnN0FoITcL6a41ZkxrMJtEcd7R32yoHrefbmytuXqjYvYkoFtPuLGcOjdnqQFJ7B0NGarzEbMWMtluR6xSuGvJ4pguSDl9glw7/kl+m6++8gX+w3f/d/77R/8df/nz/w7funUHt/bEUvpQ6jEy/0T4lbPft0AlOHpH3vmQnKa9M5dqUiNt3pg6kI+rgv7YsPhYENfF23Pq80j3ZsPq/U4k+vMCsxmk10gvzsuebVGrqUfnsiFPuhoVEqYLFBu95xY+/tdKTKfQ3lFsBYGNS4vpE9X5v/j28T/wyEYUhNWjHbEpqB62VE+koet44PYCE3fdop6lsIxGp8BwJLUA9YOOrBSH70k36FiLBHp2r5cuQ61A/+Z+S3un4fKNijBTmMGyen8UvkIJSRkr0fKb6y168KiXK8aVw/QRtxXWuD+t5B0NO5EMS3dlcNejFDbVjlRZzOTNVUzEUlR+41Lan/mFkx6PYyRVTtK1Ie1LdWMtBGs2Ukj1LDeO1riN5/yLNbNHURR9y5Lztw2H30yUF2IIq62o4Z69VcnPnXTi1kJIuYse3QXKS0XzxBILTX9rLurG9Yi7hrBwzO/LJvRzx3hg6Veaw/d6aeiiFcTEv/H4l/m5r/6f/OWv/Cy/ZV8VI+8T5VlH9+IM4xFydxIHZasZbtQU16O8tEXPMGNiWIkOIlUFqZAiNz11rU6F4fqNBh2hPJf3JWxeqajPAu5qkGIspUjzGkLCDHn/0hfTBdGdWEF0zd0t7UtztrfEeK4+tOhQETaev/SlP8Ufan+b/+af/zX+q/rf5hdvvU17LHUMqw8yOmZ8WQrP8puBUIvRCDPN7qahPJf9YHdeNCpXO+FB2ortnZJybWmeSi3K6qPplQlaGv0C+1DWPlkDSGrymRx7KRW/xfWIbkfpFKYVV28WzO4q5g8jzYN+n5GrH3bYx1fE09UPdCY/E4ZBRenbr3Y91kd2rx9gW3n3gm01sdYU91ooHOZ8Qy4cxUXHeFxTXMpmy0qRarsXE2WjMVfPmrpIkU6oDMOhYf2KxnZQXmapsdhJK7bQTJV6TjILJWIAyuvI4x93VE8tzVM5eKnQUyWbZjyppCelBltofFnRnzjGuebot6OkXScvHRrD4mN5AYrbSOms2Y3o67Bvla9CguixrYQ7z+JSpkOu2xG9TcwfiCeuzwLlReToHWhPDWe/r+KFfxaZfbiBiVhVSTa0eJtM+XQz1UwIX5CcobrY4Q8ll2+UIpXSP1O3nnBQUj7aUT4B++JiasFu0Trx597/O/z+sw/5D778c9xd3BBFYBtIi4LNGwtCqVh8LBmIuCgZDwpM73DbT71Yce25/lzFuFJC5m409lx4oHAivTN3twtmjz3tqeXiR2cs7hf4RrHYiPw9Hc7FqA8S4/8/1L15sK5bftf1WWs98zu/ezzTPXfo27dvj3THSieEEDEMEVMGMEopqERLqkDEgirRKlHLlAVBwVL/oQRlEkFBCxFEpsRABtJJd6en9O3uO51zz7jnd3ym9axn+cdv7fd0o5B7qVTq8laduufus885+7z7edbzG77fzzc7r0USH4hR0YVFGyOVE8KFHDnP4qWY5fMxszdaCfYZJvy9/OM8+I5D/tBn/iwfOnrIn/74r2NzQ8hY2UVLfCXkpK4wpIsugFd6sgs5fOy8IL6qiBo5iGVD5Rm/uQ0E6VRWn7CjTynnUduKflwIui2LBENfWRmsOo+LNVEnLtw+zqhnhtG2Y/jIcfbJiPMDzdzkona8qonO1/g0+ZYh97t5vS8OBlPLsKkPlJl40+ESzeZuQT3RlMeKyWTC8FFDoADQZxHR1nL5kSHj+4HhuJXe1EdCY+rGGX0qe3DvhfacLFrSZRhEbcXIcv6JguK8J97IMKs6iGmH1+45xeBJya0fd5THMifQnSe5KNm8OKSeS7+drD1RJWrB8jCmPNTEG8+T754weXtAeim0oz4WsKsJVQYAncMnEpAThaxHezDABW9BeXsoqVsnG3CBHWBkKKitZ31HzD/ZZUeycgxODKbqd+QjO5S2bPiwhViLfDbSwtlMYrbPjzB1j+oSVndlqj16JOIuFyuGDwmgXNDriuJ+EHElPT/88/8TrY74vR/7ndStIXu8xg1TsapHiuJxHWC+GrtfBP6htCPtRByJ8arFbFqm3+g5+fSAh7+l4+hvDhi/KQNgl8n7Nrpfo2tLciYrvtULGfllv6vGzLYl+iZPgK67HWtDdZ5+JAKu+lC+Z4uXIpqZJ1nC/pcl3MdNspCPCa/N7vA7fuO/zx/90T/N8ecX/Fcf+S3EF41sd7Y1iXWYUSoVbRow9K0oVl2RSIDO1u6e9rq26LoTOLARHL5qpDrsEyOzkUEu163RkIIuVchdkXS17MGSbj7Yhej0saI8SmmHCjsQzmm6EL/HNUSmH+fvmRL9vlhXjke3/He+9G/RTXKiqwo3TndOPZdHPP32lKPPtWSP1jtirqoFlW2HMSYw8FTj8HksoTDbNmjUU+jFrtxnonO3kxg7MLgYLj+iSC+Ft9cVmmquGT5xJKvA5pvLENPHojg0pQBLVBes167n9FfkRJWnOOtxiSIuRcrdFQaXKaKt7KddqklWnTxNM7PLY1BNAHWGIei13wPNjiO4fGXM+Btr+TqMlm2J82IjTg12YEhWko8QLWUCXh8PqOcG5cC0fvfrqu1lpYsMNrtRshuStSMxMMVruZDOP5Ey+4YVvPkgFhhvrIlSx4987s9wpsf8sed/ADtId/j79nCAbhx2FBOv7I625bWiPkzRbYCsBphvvA5uRGNoD3IWL8VcfcKRP4wYPpAePT8XYVmzn4slWsE731cweQPSlThClXXPfAzrmn4oIrX4shS8W1hR1zcKoVGPNVHtyU9lDXwt9x7c24jN3GjKWwXTkw0//JU/z0rn/OEP/SCqliokWtT41FAfF3Lzdj1R5Vh8IKdPID8XOEt2KtoH8fLIXMsOBRnfjRJBwZdWclBDtmizn5OeV6jGieS561E2GLWSQGPqBQ3QG0XxRMSAXRFRHcZip3eQnUlrq9c1f+trP/Ku15XvC3y8HWpOfuWMaFmJzToxRGfSX7WTiNnrLgAvRa67fnFIezTADuNgDOrlhN7L6YZSU/hI+mUfKcy6waeiJYgvS7LHJfHasb6r6VMvROm6Z/jmhukbLaaSCzZa1QzfWIqqrHFhwGWJFrWAS+oOF2uqY8/6BdjckLKyuL9CB/JxH8kgLF5ZqnlI3+564rNyR1RyQTLrikR+pJr4fEN0EejHiSE/t5R3B5S3CqrjjPIwodlLJDh3bcUi3vW7Hb8MGnvGb5VUe5rLDxnaccTVy5LP4I3aqexcplnfilm+GMnFdN5KolHvGT1wLF6MqQ/znbV6cLHij/z0n+KECT/y0X8ZGoH4KtdLdsLNRKhbrSDmm72UdpqGHAeHHRqqvRDXdlWjyxY3SHHDBK9g+Ngx/XJEdcdy9p2OLpdDRLUhQSrMgYonMHmzIlkK/t1OM+qjnHaeCbBlGAs+TmuMFcGV6iXcJz1vGL9dkZ+2Ugm1EsgTlY5umoYQGeEkXN4e8Qc/8tsZNxv+wOt/BdKwzUoFQhyVjj5WNLOIZpagemimivUdyVzFyWDUR0IZi89LicyzvWyQtkFPE7YrupZDUG8amuMBLgtoNqMCfk8eLtGqRjeeqBTytgv+oOzSEZc9q+cMV69ktNOU63Txd/t6X1QMw/kd/6lf+e+RXjZEJ0v6UY6qWtrbU/G7K6gPc4qHG6EDH+a0k4j8tJWciQBEudbTm6BJWL06oZlqRu9IOnC0sWxvieuy2tMka8/wsYSqlDcyBo9Ef67Dnh6lvuWJcz2V9rHeuUAvXzGYBm7+xBqXRbhU0p9052mH0ncWp62c9oHOlFxKghDeh8CVased8LGhmSVEpaPej1nf0WTncgNXBwo7gMlbPc00nOlh+j5525Kd17giYnsjJVk6svNaxEtasXpeZNPKwfaWIl1AVHq6QlGc9lT7wVh20WMLRVx62pFi+kYrrdVIPpZsOv7wT/9ZyiTjv/zgv4TeOnkKrlqao4LtUcToYbs7pOrjQp5erbRu7SzFVI7NbQHZjN/Y7oRALtMky26nu9C2pzxOqGdSxWUnFbq02IOC1XNi+pp/cQFKsXlxRLLoiFcNLosob2bS9rWiXUAjFRbsNgDRRvJDdesCF1FwbtqK4rLeF23HddLUYLHhv3jjL/D67Cb/7a/4AQZvr2n3ih3NavlCRn4hNCvTOBGjtbKFMOtGMHXIABEgPi9319l1xaRCItU10La6OeTk0zFHn7Hkjzd0AcvXDWPhlvBs0K4rS7sn7t5r+3i9n9HMDMNHDT/24//xP10Vg256koUMftx0iJ0XdIdjybCsbIgVg3aeyxDsomZ4b8vFR8Owrvehf5ebUnkpscevrzn42YWUjdOIJ981YPWCoY/kRhq/U6MbJ6urxlPvS+m5ennExcdHsg0oraRLhdYGkCe5kWHj5O2eGz+5Rm9k0JVc1GTnFpurHa5ddR5Tiu4+Pa+obuZiq103pKcVurF4LSlN7VgOFRRkF5bB4x6XwfaGCkNacLEiu+xJVp5441m/KNWJHcn+PDu3uz5edb0copeOwamTwJO3erKLnuLMcfi5kuH9itnXGoaPHOWhJr/sZW3YQDcw2IGiOlBsbmn+tcu/y0DV/Off/VtxxshKDrCzjHZsmLxZCSsyiLdMLUKkrpDPTS5E1psuBYhjpyldLnkRUdWLw3ArFGXVe/Jzy/CJZDzqVkJaddvjUsjPOto9McXJ095ynb0ZlUFZedlIJdr2O8NbO88wdUd9kEvQzI2gcu3k96geymNxKcaXpTyNE83izoT/4J/7IT599nV+/clnvwUu5LWiOO2wA412PdGiEv5kJOKtbpzJnMAFwVHjRL8QaaGLgXBC0hifSNJXn0YCjfGwuhvtVJHNfkIzFZk0XXC+zlO6cUZyWe3aaGUd+ZMtw3dq+LfM0AAAIABJREFUyU95D6/3xfBR9UHOG2LBTd2x/EDB+K1KRB91R3auaCexJCoF3sDkbUt5Kye9kLVceia5lfRisd4+L1yHqHRC/HnqKc6C9j342O1IxCrpVcPlqwX5pWLwsCYrRGaswqrMZVpWZF1PP0wob8pgL7vswjYkwZSiuNO2Jy698BLXIbTVOpp9CS8t7stJr2oLaSTQlUJ4lHGIqwdRVaJg8NQxfcPJfKCTFZ0AS+RJHJfi7UchkWRnjbQIqWwyklVHtR9jWs/wYfMMvtK0+EGGy8VoY2xPtZdx+SFDVEJ17Ek+q8gWPdM3W75r8wt8/xuf5zf//t9LvUw4eixrNLNqae4OaCaK0Vth+m1C2rMRvUlse5p5yF/YtEQXFcXrrUBdek+fZpQHEdHYkD9tJGk7RAmk5w0uDwO6pkOtawYnCfmDNe3hgPrGcBc+AwRatNppH1TTocNTOFrUbJ6bSnDNZVCpElaosZjH2klMVPYsX4w5/9iceCPJ2cX9Lco5/tNXfhv/zWf+JJevjPhqdpvmMMe0nvzxlvydPrAbZY2YXNRBHBWRn4hRSnlPfx1/4CRTBRdUoNbhgfSiFqPfquH2jyrOP17QHg3Z3JJqY/xmIG8HKXU7NsQrS7uXY2qZYehBjCkla8S0/Xu6J98XFQMe6IORKjHUBxmXH5ZT2Mcy3HGZIQq9v90b4GNDelYTr91OA3EdDXZNKsofV7ugmfzMsvfZc9LzivSiJjmraGcJm5vhsGk6Ro86bKGw4wBmTcVJ5yOFqSTxSTiEMS6RiXty1aArKdtExir25PxULu7N3WKXkJw92RCfl7JCHCegRSJNIrr/bk/8+dr63YW+uS3S5HhR41LD9mZKeiUk6/Rc7L8uUTLoDLJxE4w/pnFEVxXRumX4sBYnn4ZmP8VnEf1QsjyafSlbzaZl/4sbpm8IXu3mT3Zkl5Zk0fH89oTf96W/yu//vh/ifDrER4QVraK6PaDLZAtTH+aUtwq6zOyk4NVxSn2QkqwDx3CS0R4NRG+gFLqypOetGN48ojtoxCkan5dEq5r00VJ4jl0PtmP4tUt8LqKxqJR2phvENAcF8cqGdV1DH2m6/SHtTIRcyjlG9yrqqebt35TsNiP0klshLkWpcqZvtMy+4aRiO5I1Z18kPPZT/sgrP8h/8vr/yrxeCq9h1aCqNgCAxW8TrWr5Xgcrt94EU5TRRBeVrNbbTpgNgwy9LIO6txeydhqFNOuO4syxeDElXfZkV/LvVVZmb31sGL+5Fa9PpGjmCevbMRcflvlOfPHeQLDwPqkYJOzFoeqGzUcOuPxQRHoJ7/wGMb+YSnH02XaXkry5mTJ5fYPeNjJ9DquhdhyHIJMel4pw5ZqCHK1b+mEmT7BNK5mCexHz17Y7ArPqc9qxYvJmKwamRgQz13MOH4mT0Q4M+akVAEmsd5QfXVvsXiEpVqXFzTKG97ayfx5lz4JoJwnd0KBsgVkJmacrYuK1rNuqmwPJZlh2HP2saB8uPjEmXfVElSdZSnqVDBBFmqutp5kY6rlC+Zxk0ezyJAlhq8JgkN+zeX5A8ViYmNlJRX1zhMsl1TreSPWRLAPVqXf8gdf/N/74x38jr926xeyrnuEjKa/bfXmf81OL7jzNLKYZa9KVop5HpAtHdm5F9r2oJck6rNHsPKOeRwwey3ZkfccweNJTHiboTjIzTaRhI5WJDUxKda0kXZSoLKab5WKZzjXx2rF8KSeqPfFSKtD1bfm+xlvPyAvZaPZaSVTnPP0Ow/gtmJROcHeN2/E/o2VLslTkJ5rqSHQHfSzv4c9Ur/J3Tj/O71r+Hf5Q/JsFwlKkzzIgAukpuirRo4SuUNiDgmjV7LJO0Rq7Jyt646R6k/mKpIht7qQMvcc0jsGjmuKpSKbbSRKiGCVot9lPhbCFaCGaiaYrFPl5T58o7Lx4z6CW90XF4HVQ52UpxcMt6cKTn3kOvtBjJz3FU09yJf2hLSKKU8vm7oDyxSmnv2qfqw+Paccx2VktaHIlp2y07cJGoBWYhRIcXDfLufhoLh4HJAWrfHFKctUwvt9hLrcU76zCr6XC9tMK1TjiVUe8dtixwU6SXehIN0oCRVqksW4gN/r1DdDn0S4M5TrmvpmndHs5zVxi3GSIKvTm8ka2i4qzA6ka0suO5Dpjc5CEAFxPdim9bdT0TN+0RFWHHScSvjqQlGSXBg+HVmSnFcrJKtgNJVkbrcgfbmUImOvwXlpcFvGbmp9lkQz5sfTjHP1cxeidTsKDr9eN2343uKtnmvzSMfrGgsnrG4r7S1xmqPZjGZxpCcWNL0rRNHSwej4LdGYRABWnz9ynfRbtfBCrF/KwmRBXbf3clOrOSDYzlaOaG+zYUJx29DGcfXJAM09FIr7yImXetqFy6Bm/seXmT1i2txRXLwcKkpfqDNgNbu1IIv1MLVyJ65i7P/2R7+PuxSm/5uQLYnozChWi4HTZyt9lDFFpyS5lyC0kdHYmL7NpidaC9Ecp3CChmwbCuIJuGFMfZLs1LL0X389VExLIIvInpdjmj4XRUJx2JCtPcWoZvrUWUPB7rBreFxUDHjYfnEo/eWmJKiQItXaM3si5+lhPcS6ob9XJCWpag256tIXyhvgCtE0lJq2Wfa/uepr9hD7OiNeymVCu5+JjBS5XxA/dDhCrG1mBpZcNbj6gnSSy9647CQlBRDXxxRZTpzR7Mh12uUF1EfGqFa38TbEOpwtJqyLcvF4pSXB2nvxpSTsXfwRAetmIECWPUG0vT9xlT3Ymu/lrG3Y7TTFrJ5N016M6qPcTsrOGKFZUexGmFnXjtampnYqrNHsiqdzaCpJu+NZKKh2lMMGZ6JNINi/W7zYsH7h6zG/92t/nd338d0v69iCW8N6p4fRTOcMnsqtPli3Lg4L8UtocNxCykBlI3Hx6JZ4OybgQrkR6XpFqvdMfXF/80UVFEhSaXRGjrGDvZq+t5cYKQSoiGRcvSTuJSNc95Z5h+bLMiQ9/Tvws6UVD/li2Ha5IiCpHO5OVZHLVsP/lgPxTKmRi5s8AM3VHO5GZixywBlM52kmEWnj+6N0f4Iff+ot8/tarLDuNH2SYZahAywYiE6TLI6pgiZ7cs5jK0fswEjMa0/V0kxQXa7qhobi/ZRycuXacUO/Jaj69VAIBaiRYxyeaHvnaTNPTTmKhis8jusJgynhnFnwvr/dFxYACU3vakcBY8vOOeG1xsWZyv+Pgs6IRsANDvBIrabKwpOcV09crbv3YivlXK1ymRKwTa+w4xqxqsrMWlyo2tzNcajj/hNCNDn6+Jr1saPcLmr2U9HQrSceBLB2vZbLfzFPavVz8/wrcOBMD0DIo5VIhIrnginSx0Ii7PJLdfFBoRpsWOwrfyNiQPVxhh4Z2FFPvZ0TLmuiiwmwbolq2EuZyg16VuHFKMxcdgG4kFMUOZWcukXwpl6/ERLUE6SoXciC0Equ697hBoGEbEX1dZ3go79EbGWSpxu7eW20dyVXN7/n6X+PP7f9qLl0u+ZDOU+/F2KGsOftItBpnnxwweGKJV06qjkIOEK8lXcxHWg70xlEex1IlFQnVkWwGrs1ieE+3J7JsbxTp03XIj5RBsOp66dWNaBu6gaGZxwzub0gvO9qp4uZPOZ77mw3pVUe1Z+S92zQ71qckmKmAkZfIw3jldhGI3ohIzTTPBnaDEysO26OIqOx48p0GO4x47cYL/O0b38YPPfwxWUfnsYQpJxHd4Zj2eER7MCB7smH2CytGDzoxVoWvoU8EXX/xbTPsIKI8iqknhvNvG+9i5SS5K8xrDpOQpeIxW0t1IBWhboX4vT0WzUN+KgQoO0nQ1u0qlHf7el9UDH2kuHwl5vDz1Y7Uq1tHd5iSnTSSAARsb6bYSSoBqlch8XiWEJVmF8LaRwpvNNV+hI8mxKsO03iqueLxry7ITz3DJzINvnqlYPOcQnVwXA9kmGed3DBh8JksJVuizyXJqTcGSGnnCfHSkj7dYvcLyUvoPcm6J1laukLELdFG4s58LO5EW0QY06PrmOxUpu12ZCifH+O1MCfzU0szj+iHWZj6N0TX5rGQ0+kSLWXvSgaNea7JLix9LAEw0dJApGlDu4OG3od2Rslqzu3l4sosEgnoDe/76qWcdqj4tT/3Zebdhv/74FOyemwc9WFGftIweOCkIrA9zTRm9NCF/rx/hqJLY7kBIrFSX6PL0qULrVRMvHEyhLMObQ31QU7+eIPX+U4xKQe1JFQlT9f0w2zXfl0zHOh6ksuK/S8CWskgLosZ32vQtscejihvpHSZCrJ2iNcQLcVIJoIweS9dnssAeCNGpagW7YvuPMbKY376DVi8FLP3lZ7/+bnv4c995r/m9p1fxdfv3Bag7yylPIx2W7D6eED+YLUjQ9uxCKGuE9YmS4sdxTQTzf6XSuqDlPXdlOxSAMjx6pk2oRslGCPXeVT1u1a8G0QMH4f2eSntkAsBxH3y3mqAX/SzlVJ/Sil1qpT6yjd9bK6U+jtKqdfDf2fh40op9d8ppd5QSn1JKfWpd/NFRGVHuvC8/S9mrO/m1PsJm+cle9JHgWdXW4qnLV0hQbLtJJHSu5dYNjuKSC9aAZ0kmvJIs3w+pt6XbITJvYbhA8/qRckeUF3P6EHL9PWe4UOxVroixo1S+mGyazv6RHzy3miWL2QQ/m6XSHnmRinxZYk3Uoqubxs2t1NJC+qFxnw9C+gyTZ/IxN3OBAAabVoG9zckVy3ZmWwe+kRTTzXdLMfOcjmgTjaYrRWi1atDkt2sQ9Ru+WUnYTqd0JDcOKELcvFrElUzk6pBtz2b5weSNNVLRVE+P6V8fsImrB3j2vHvvPm3+B9e/g00e0OqG4XY45ue+GIrPIGBoTdyc0qfa0SVeWdEfUOMT7psaWZinLpG9BdfPyd7uJL16p5sEtrDgUjMraz7olWDCaQrVTXoq43Mj2LD5m5BeRSjnChj86cNPo+pjwpcbqj2I/l5+PPaSYzLpdS+XmFm562I0Y6HqL6XrUbgIkRri6klZLe+OUI3fmdtxov3ZHyvJVl6Lj+UYs8tf+m57+Z3PPxRsdMnmnpuGD6xsj0K6PbVh2fy4NKK1QvCzUwvhcZkJzHtRDY5ynmGb62YfXlJctViBxF2FEul4PyOui0OVo8OENx41Yqs/yinPhREvup90JC8N+XjuzlG/gzwff/Qx/4j4Ee99y8DPxr+H+CfB14OP34n8Mff7Rcyeatm8Fjh//Vz6qk8HZN1EKV4WR3qRtKNdNeTPV5jRzF9okhWjmRpia8qKc8izfBxT3bZhzbFEW0s8y9ecfwZx/o5zYNfJzi4uBSxTHpa7ia3dpywenEQBkgW1VhMZSlO5emXXghvUcphUStGG0eytkzetjRTRXswCBdlQrOfsr1T0Ixlat7HOgwbFbq0Au+82KLLlj4WWlN21YPzXHw048n3TKhvj2lnkgg+etCSXFSYsiNZdjSziHpqcFmEHcfyd85EnyH+jm43z1C9YMWSlaM6Sll9YCQ6hrVcxMmyY/8LG77/85/Dec2P3/6YwFjPhMCdnlfYQ3ExRlVgXGpFfSC6DlPJEzGqpb/fvDylPIqo9mQOc+2C7PMYU3vys1bALL2Xle3QcP9fGLO9O2T1wRHVnTH9KMcPc7GzD1Lyk5btTUW1J1EBupX31If2Iln1uzZvN6y7rHckpGYiFZRp5Eavjwe4TEvQ7aYhutwSX9V4E/CBztMbRXUQM3l9I07g3jN9oyK/6Fl9dI//4/g7ePXyHV5ZPmB7JOyJ5CqIq5zMbbT1lEci2R88cSE/QhD19dRIivdpoFIlQdCkFXYo6kgXqppo3Yi6sRK7udm0+DTGjhN069nekEOwm6To0pIsux397N2+ftFWwnv/95VSz/9DH/4B4J8NP/+zwI8D/2H4+J/zorP+GaXUVCl1w3v/5B/3d/SpoTpM2P9iw2J7QORlIns9HNOBoJuebHalqY80+TtL7P4Q3YgIyc7lidEVmqiWEitZykGC9yJwqXrmX+s4/ZThwa9PmHxdnJHVzYEIbOrAW5grBrNc8hCGAsoo3l7skPLZaQNaUR2ldPmAeNtJP722zL8mTEYdgme0DdF7y17i41fdTt3oJtkODCPR5w26E6NYfZhy9A+W0MPqlRHJUsJKrmPQ7Tgmf7immU52TwQXjEBPvsOQnUfk5578PMJHiNgrHLTX/b5LNKsXMuKyJz9ribbiO/jBd36Kv3Dne1A9IUGKZwh7pXAD8RH0sRI9CQSwbZijRBpbRJx9MiI7g8k9Wa/6SOGiSPwCj9cBgBq+9kFCouDuX9/i8hg7ifGRkjL84RpsR7zY4A4mQuTuPCpUX9dcSoCkk/BgU/UCuFFgx6GNqIUbajYtdpJhqo5o04e4t3gXNa8rS/5oKw+aLJbZy8qg2o5uWJA8WYFzjKz8vs284C8/9938ti/9Pf7g3m8n2sp2jDQWbF+uSS8tzdjsADr1vtzIyVr4F0+/c4CLNc14iGk9k28I71K5VHIteh+yKYQGJTMSJQzTWqA9kvSlOf1nUg4/12CMgIZVb36xW/1bXv+kM4ajb7rZnwJH4ee3gAff9HkPw8f+PweDUup3IlUFyWBGft6iOs/+l7a7TL96LyYJMedR2Nu7gRh0NEgceN1J7sRKdA4ukawAOxBegjfidygPY+JKEpzxMH5LDp96T5GfizffTORiT68c2UVPdFHJvrlHaivbya657Ygut7hJzuD+RoAiFxvBqzmPKmLMIKJPjfSGric77cIQMJaLclzw6HsG7H+5I1mArsyO65ecWbpZLrLeskWttkw3Fd3BCB+ltHP59yZXLZuXJngN67uKLk/xSolicamYvumCktThMrlBUIrquQldriWYZyibiPOPGUb3M8b3Wz784E3m7Zqfmb9CetlQHecCpVmItNebZ9bp7LQJ4jS9y+P0WrF4KRFNyOs943s1m9sZ2iYkFxW6sti9QYDvmp0+5Rqk4o3GZUZsxYl5NvfxHp+ntLOUgy9YQfF/ZCQq0DbwKVehuqvksPVGyzZEy2o0KkPrdGcg35ta5guu0Lt/k64s2A7V99ijkQx4D9NdhWS2ln6Y7iz+LtXE246/O/s4/8bnf5Tnv3LCVTaiGyVBU6MxlQyOyyOF14b5l1Y0h7koahdW6OgrLwfXmcBfLj86IrtyxJuQNNZ7aDp061F5JOKssILuU/k6iscVo/sO02Y0UyF7LT9QkF3+MkfUee+9Uuo9O7G8938C+BMglGicSGC7/JlbTXfyJG9Hmmas2P+yXDCmEr+79I1S3vpIyvMuVxRPLXaYiHVYyZPYa/HfdzkMHnuGjyWLYPyOo96L2d5Miaue7EwsuO04QncynFONRTmH2x/Jvtl2+GGOK2TPnZxuQ4KWRm9LNAjSPuQiuDQExDqZJOu2I3tcshcNePodhmRVcPwPlHAmtUbXIhmO+x5CwvLFx8dUR4qjn5V+tU+NVA9Vz+ZmRPLJK+xPzZi/1nH4+VoqHaOkFWo7IUQhQqJqz1CcyOYhf7xFHxQcf8axuSkQ3u//+c/x125+O94rMHJooviWAZ224naUclfTFblYlwtNl4nAZnLPMbwvs4fswgo9CujTmGYufX+1dy2CqoWYrEQoll1t5RBWAcqbx6j2GdsgWbaYRviNUeXCk1NjKkmMIjHiXqwtZt1gDwribb8jjEe1wg4imGXE63bn+egjDVlEP83lz4wU8cYy2Mh6sMsNkSfsGaU1Sy9qfKSp1p6fnL3K99Zf5i8X30W0bqkPc5K1RTeObpTg8tCaZFGIFEg5/1hOH4HLYP9xRzOVNq0TKxBxKS5ejMIoxdWrI9K1Q7kQSzCMia9akT4vK/osYfTmmm6S0meGyRulDCjfw+uf9GA4uW4RlFI3gNPw8UfAnW/6vNvhY//Yl9dK0ntaKStN1eG1Jl10eAWDdUe6kKGcmGsk3beeGKav2513YnujoMsUg4c9UdVT70UUT1vq/YTVC5p22jO6pxm908pa9EktnIZoKFPoUkAaXW7Izls2t1PaUcbwschum1lEfqIpX5kweNzsCD4YJZmNGvrZUKzUqaznrnF13ThF1y6Qg69pU1K5XP6aivuzjOf/ut8h4FEKmg6fJyw/OKKZKw5+XoA029sZzUQxeVtWqqOHlqu/O8N0svLNzuV91dWz/E0V2jPddMx+YSUw3CDJNrUTwKwfMj9Z8KuWr/E7Xv592GG8Q6ElF4F3cM2KcP6ZKzAyRIsKZROUS2gHmmTpqSeakXXoXhKy7DCmG2ZsDw12KE9wl8icxythKOjQqhEZyf4sMlyqyU7KZ8izjRXxUKzpQgZHM5eqxuUxOjaYdY0LRKx+KDFvSRjs2UlCvGrRnWf5YkJ+EXI5emhmEelVJ7bzxqIneVgbChAmPW+pbg7IzmoJYA6pURJBl/JXXvwufviLf57/Pft2fGLIH21BQ31U0I4lrTu7crJOb3tM3ZNeiXP1mqnZ5ZpkZRl3cui4Qg7S3sihYqwX/kMvw2vTOJYvD+iNYpAasgdLUewuPH0eZg/2l3jG8I94/Z/Avwn8SPjvX/2mj/8epdT/AnwaWP5i8wVgN9zqBrGUbwMRGtlxEuLj3TftuSUSvR1qUEgMWClPkqjxRI3fSVeTtcTOd5li/po49EzbEZXS47fzhCg1EpseazbPFQweVJja0ezJOineeh78ekW0TRjdg3ouUBYIg7xVcEYO5K30Skxh2spqMlpAfZSSXlj61JCc1TtSc/FgTbJI0TanvKF4/N0FRz9rdqEmzd0Zy5cS0oXn+B9shYDcyqrPK4UdyoYmvWg5+pma+iAX/UVlUcHOq1cV/TBHVRbyGBv+buU83TVQ1orlu50YXraP+Or0Oc72pmyPI/oYcXGu2t1hIqtIgyodPg19Ocj2qLREawll1XUXFJqG5Hwr/XEq7s3iPIjZNu23xNFdJ391syK4HaX980rhixTl5FrophnbYyEiuyImf7gVn0ImLtt+PgiA3Qq9gfqFOXYoZCtthRMRbR3DR10IhpHtDgrWdxLmqwaXC9BF3LvxzpfgA+i1Okx48t2Ku3+jg32Rwt+r9+jQfKB6ylf3XxDMXePkeh4WHH6+JVmKIlY3HclpB35MvWcYvyUrY9OYbwG5uFQTlb2g8BQMH4jBSlsnbVAW7ehW1Y0Bl5/aI9mGFsNAVPlvyTJ5N69f9GBQSv1FZNC4r5R6CPxnyIHwl5RS/zZwH/hXwqf/DeA3Am8AJfBD7+qr8OFmjhTbGwnDx2K1zu4vhIN4DWnp3A4xlqx7WVeNNO08J17WjF6XKLo+j8AbtseSR6A7z/DeJpR+vXjdg1imTw290tiB8B1010MHxaNy53+o9ueoHpYf7CkeaUwDp58q6GOYfaMj6/qdNFrXXXDWweZGRHYaUokOE4b3tyHcRtyaxT1xQebnnXgEjuMghVWsPjBkfUczetAzfFiLdTkJEXWNJ1t4ls8bdAezxhNfVWSnQQRzeygpRz481a3bDTnTk80u4EV1kmhd3hLRV3rV8Wt/4cv81P6rO+PP6IHInwGiRSXYsczgnae+OSKqBMN+vSbVZUt0vsYeT2QaX4bo9hDo6hLN4GFFO0lkczCIMU62TnaSiTejsuFw1+HwlYvaDUWs08xTosoxeNwILCc14rWxoqNAQ3M4IN70uNkAtKI8kGsh3nSBziQzi7js4BJhJ96rwSiqvYyrV0fhyezFn7JoWbycEzWedOF2Q83Rm5r17ZjxPU8SUPY/vf8qn67e4PXNbZpZupOkm7bHjgy6i4mXQYhm5WbXnVRzyjriWIdAZbk9dCtVZnK6kXCfgay6pX2OcJnELrYzwfD7uaHcM8zeqEnuneOT+BlG8F2+3s1W4l/9R/zS9/7/fK4H/t339BUAaEmczs9E496ODdHGgnO7/liX0psntejNdWOx8wLlY9pJhI9kHtAngluLNw5Ty4VgNg3tXkEzjxi8I5rxa/rTNbY+Wcih0Ed6h/DW4WIfPXKYxrP3VSfVxDxB9ZrxW9Xu6eu1SJE1gYEwMjRzxaPvnaAt6BaiMidZWUnl7v1uWJc/2dINE6Zfk/nB1UfHtGNFsvL0RrwVLjPBEOZJLxrqWcH0zQ6XiMmrL5KdaSo9q+mzmPXdjOmXHP0w2R0SeI+b5Gxv5dRTjY8gXcrFTur5jrOv8yc/+H2kC0t+IgdxsvDiArzO4ug8pmx3CV3dKIXECLRWa4gjukKMQN0gCnmeMS7TZGcN9UG281kAIsSaiWAMRJRTzyPycxu8JwbdyyDZRdFuA6T6gIyvlGhPwoajjwViS9CRRMuGZNML08E64XtoRXwhAJ7kssWrlGjTUh8VTN5sWd9JyM8dXRGG2JEclMN3BALbpwYXK5K1J9722LEBBmjX8xP5R/k9r/11/seP/QairdtpF7KThvJWxtmvSDn6jFQSflIQbwOxaV2jWktSWzCSgp0+WdMeDdGltNcqQlrWOMKs6l0KWXRVETcd3f6Q8ds1m9tiMadzkKV0ewN4/d3fku8L5SNIBbB6PsbUBGlrglml2D1JHeoTCVa57uUB4pMVZpsLw0+L8iteyWT7Wuyjul7Kzhsx1aEGX9DlCtNCH0mZVTwqgxFKZMc+j+ljvYt109aTrCzRRUW3l7M9NFx+3FM8jQTt3fcoFdMPYhEu2Z506ehOn+Ub5OcdcdlhhxEukTbHB7XaNVxEtR3dOKPLkbCXVJFsZa+tbB/gtEEE4z3x2mFiRTeMRZY9SAWxZqWCSRfCwLwugZ1WQMr2ds7lh+RQircw+3pDNzB87OQ+J8WU+8/tSx98mBA1PdXc4HXB6IHdAUyVdehVic9TusNC6FF5jEojIMVYiRfsck287mQ+lGp0ERFvOsqjhHThaEeaqBYbe5enjL6xBK0ZWhds91qYAmHt5pXCbBsBzmYRUWspX9kXqvhSMHGkMW4lGaLeAAAgAElEQVQQgzY7Q1T+pJKqrutxeUT2tEQ1HdmDJf1YBoTdJCU9r3BFwuTthnYSkV0EZqXzDJ6KGAmtiS63RNucdpayuRHTRDA/bfBG81pym+PNJUeXVzw5mmOL8L1ItDyYfMHJtxccfU6gNqoVfkg/yPDzAX1sRLB3LhqN+KwUlmkW4WITsj5j4S3UjuowxtTXLWKPbnryi6CUPZii2u6XbcbwS/vyYhuevi6DlO3NlC7TZKcR5WEiT47GYY9HAW7R7xx3RJrkSuLCu4k45KLLclc62XlBPU9IVz1dIf1rcdoRra2g4AJevJ1G2FwRVzIAikupTLa3JQZMN47Vh6ekl5a48ky/JrvjPovChkDvkFq6EgDIdG1p5gmrOxFRY9DOsz2OiSupMvo8oh0ZyoOIZNtTPJRglXTpmby2wBsjMXSrFt0IScpHAkbpMll1JYvgyssjYR2Mkx2C7npde/26pnEXj2pG32jkzw98w3hp+cjFO3xlcpdkKzi0ZGnl6VuKYMiUUrbHiy1oTfP8HsnDhQBTjgYkAVXmikSs521PHpytfSw4PVsoBo9tiL+ToWh6EVK3tdptT0zQW4hhqqO5PdmpD5vDAd4o1ndiBsU+5YFh+lZAyAdTlnLSnpot4D3tLCUOztRoY59tWFqLXpZ4VYjLFOFoingMuXFDIHJyFVazRqGMRm9qsm1DtTcHRKIcX5bYWc7XB7d5ZfOQJ4dzTCM6lnYcowqpoASnlxDVPclVG0RpEnEISAXbyjqU2Ai/ciOHVK+1eGJCmNHgcUt9mOI1dJls5dLTEr2u8HkKbZg5vYfX++NgCMTgaCtR39mlYflCwtWHR3ITb4M68KqS0NlNI0jsSmzBLjeoPCK+qnHDBGO7Xdl8TTAyVYfqJDuijxWmskTLSgZnWUQ91cy+VtIVEavnE5KNIVlFuFRRPGnQm5bRW2KyyR6vaQ+HQku6fDbU0aWlPi5Ir2R37o2SVescuoEmL2LyCyktXaZJzzuG9za4YbiRyhatFNmVrO241guEXALd9USPt3T7Q0wjEFeXiZZDxC0yoO2GsTjrammNUEroUklEc1xQPFijaosyjvjM4YOH4UMX7/CZW69iGtnXdwNDdlbL4O+6tdIGe3MiduFVQ3trKof20GBqwbTFKyFZ+RBsk56VEpKzkY1GNxDFogqzpW4Yk55sxd25bbB7AyFS106qg1kh14BWmG2L2SravRzdweaWCenicrBsb+VklzYg3UVdqpAHj666AE4xsho2Ct05fCRbDGUFxIMhqA9l/bl5YbTjR+qQTwL5jtU5eNpSHkm71k1zmr2E1/bv8Or5O/yceTG0YCocljILiec52vYsPpDtFLfF01Z4GbBrxerDlOKdrUQxWofS0E9y8Z0EXmW0bminEXjZ9KzviKQ/AVTZ0B1NfulnDL8cL4+EiWSXRuzRvSe/6Dn5tDAQ518VE8014Wn74T2Gby7FSzCOnhle2g593kqvHUeATLOr/ZioNpJfqGTwVx8PSM9KXBFR7yUikmk6ktYxvhdYh0ODLUTNpyONqjvq50akvQ+GoUgIQbloA9JptDM1xRs5zLxWHP68CzepkuyB4BDsZvkzSGnvd/kCvVEC+kgD/stKUlU3SkhLSbByCVivSJbsDsFraEwUnow62Jm1dbhCjDSDt5fQtPQTmfqrsqHby/Fa8YHmKf/9B74PwlmXXLWBUCzVkWqscF/KnuZQNiDxVUVzUJAsu9ASyeygK8Q0Fq3aQL6KdivPOBOOgFeKaNWweX7I+vaUydsN3UFGvO2INpZuGOOTnPjpGozGHgzoxpIKdvVKRHbhGd+zsolpxY4eb+UGpvckF/I92N4dgoJ4JTddfCXtn90bwESk1nqxpZ8JKSw93Qr8xcjBkj+td/OnPr2O6gsCqiQiWreMKqE0ey/A3a/cfI4ffO2nqW4N0E0vmzAra1mfSTJaM0/Z+8qGdpKwuZXg7lxTnkXKj1Zk588S2a83N9o6OaCLiMRKC5ydyaZjcztlc1exvZ1y+8ccUdth1rWQwt7D631xMKheIBoYJSsvrdG14+7/pSmPpcw3jYhWukFEdtlS3xyJDTqVeUI7z4iD4ao7HApCrbUsX0jpcsXBFwXScc0UWN1NaaYjkpWUnUnpg4lGBYxcz+D+BlfEIUJODoH0vEZ5MIsyZDR0RHlMvJWsCbSUwdeHmHYemxvZcLQ9LjPE70hytGj/Q4SOEknwNweDxOel2KPTeCfg2r4wIVlainNFMzHorqc8TiVXQCkWrwyZvr4NvbSsDTd3JfcgKh31jaFIkYMOob47o080uW04qJe8eXBItNYMH8j71c5z7Ei2CWoY7RB66aVGly1Xn5jJ9uJeyerFQhK8Vj35kxK9qvBJjN2XQ4iux41SzErmEWYrs4riaQMqZXsjkVnMeUk3EQ1CtJSWopsVIlhqOtKuZ/41jw626ehiSzcf0OzLOrWeZwzfkUqnm6TCdux69FZiBHxsKO9MsIWmOGmxk2dZp9myBtuhm4TmOEa3MqMRBFshGMHzGnMluoV2lhKtBZ1vBxF2IO3Rm/VNXl4+JrkSRS6enbvUBFhuvA1biFXL5JqlcCoO43Yvl5CcRKOTSNS9ayvEslSqlnbyLMHcZTGbmxHDR5bmwDB77oqn5T6Hn9dEq2eE6nf7en8cDE7yHuw8XEDKE9UtbpQR1TFeQzuOaWaSa2CLmOUHYfymZBC000j60zil2DTET1YQGfrpANN6xu+0UiqWDZHriU565osx9XHB9oY45bTtWbycoTsJZ0kftHSjlG4QEW0kBFU5T3G/kklvZORCD4IfOxBpsWlccFM6lFPhQPC0Y02ygr5QRHvDncDFJZo+1lx8JCK79CQrz+BRLTmVoce+/MgQPBRnnXAME6l+sjNBpRdPpUfXTUdx1kmwyVDk5K5IKPc1869J1uP2OKWPJySLQBL2gnA79lecDKbEC0W8dSK00tJ2xWs5PKOtlQAfQqBLHjN+K6jqes/ss2e4+SCs8pSka9lODsOlUJHtJCHtBICjy4a+SIkWFaNNgxsk1IephKpoha7lPXBTeZInF5V4KMZiEFvfScSsNCtoZwnbI8PVR3uOf1LUri54XK5FY32WSIvS9SQrS3ohJirlBOzTDQIYODAgsrMWXdvQpuhdsK282UqCcq+JWkW82xap3vN4PmPYVSSdZXkkrUiyEBBvebugeFQJ1Ty4IJPzUiqXSqT/2duXdPsjgftUlvSkR/V9ENWJQtXFSlbiCxH07X/2ij6LufHjBV22h0pltqEaB/80Hgx9oPK4zKBH6S68tZ2lwji4kjc/O6vohqLiOvic1Ls+pPeoqpWhZN/ji0xCYbNIhollJ3JbgLDS2d5MJXVp63GZ5umnU4oTz/i+TLGbeUI9NYweNDT7CcmiE85ibFAgOgDrMGWL1xpTRxgr5h08O3AG3pNetixfHNClMtzsU0NUOylNYxFqzb/eEa8cyUWJauXrvb4Jp18vOfu2AZs4YtJIPsM1CswG0MvobZFlZ0824DwmNZJ5mETsf7GUYZ5GSt4iphsImlw5jdm2DA5LTqYTqj2NsdLWtJNkZ+uNrircMBU/QyAu4xGgbZDb9uN8N7grb+UkC8nrzB6vBRSjRMzWxwY7jkm9x06ywKzQu5vx6iNj0qUjO2uws5x4UctgM6x3CeKudiqKwfNPDMgue4aPHPm5It50Is8eGoqHJW6U7Xp8O4nxSpFeBUdncLgC6FRsze3RUOYQVYcbyjCyjxR9IjJ91UkbYkeGei9i8LCW6i41JNueZqTJLxxXyYj9xQUWswt8sZMU3XjBtQUnrS0Uo1gTL9td3ogJwTN60YLr0WWNzxLawyFR2RGvWqGIaYlfMLUEF21vZ2xuGroCxvfk491eHuYi7/71vjgYlBObKUB1lDH86jluT/z8Uelo9hMGb6zohwnxoqbPIprDQjIKnKd8bozynmQhU/R2KjZk1fNsMm89zeGAel+UkMmmZ/7VLe0k4eyToi6cfb3aocfS8wZTRdKbrp2UtEbRjVLZ1xuFaj3dVNaTaCVrysvgIow1LtbEK7no0iuJeI8aUWPaQpFdCPe/Pi6ErxBKaBO09Kpx0suvBDxrB9Lrm6VULdVLe7uk5eXLA2yh2DwH8UZx4ye28nQZCUlZ3mcREsXhJl98cCABu3nMXr1i2Q/Ze62Wf2vXo4fBIZoY3CCVtWjAsgFsb0vg73W0mwregdVeTrp0NPOYzXFGftGTXXUh6dtggwDseg6hrYiZTCODucFTix0Yli8VmNYz8IL674romRnMe/KznmTlGH+jRHlPNxR617N4PCc6hxBnKIPanvIoxkdy6KmgUYiuKqJFvaM4xUroSvVRLluvBuxQciqvQTT5SS8J4LOE9rkclyj6GOFznpVc6AFzSu7PUlE7Gsk1bUdqF/TTjBWDE8EI+DSWgfo4pTko5KaepMRXFXacyao71wweSGyC0MTdDsJixzEXHzVEFUzfcBSnwre0g4jk6pdY+fjL9epGCae/u8b8xIT8ZMjyJVHjdZkiv5Qsh/Vd8UIUp52g5JVC+Z7B65eUH5iJHNl7kkWHLQTWMnqnl9g6pYjKjvxMRE3XMWf3v98wegv2v1CKou86gNQ6kquO5qAQsIsTrYEAOIXdeM1yRCuyR2sZ0ikVDF7y1qqQb5CuxBjWR4r0qmNwv5anpHWkZzVmUdJPCrGV57GsPGtL/nZNP8rILnvSlazO2uMR8UVJVHXoVqjL7TjGtArTauzA0+yl5Cc96dONzClCVaabjna/oNqPGT6WqqPZS7n1jQULhpKGbR12v6Dei0mvFNFaqrF4df1vhmjdYD9YcPlhw/AdT3EufpLlCwnaQpdp2pF87/IzK1sh1xOVgUHwfIbXcljhxXPSzGWQXDyu0G2MqQ1nn4zxOiVqJNlr+LCVSIChJj93eAPV7QHZieDpZOPQSFJ048IQN8KsGqlEjWJUitqw2UvphnJTmY1Bb2sRFjkFeLT38oDYNjTHQ/KTBldEAqjtBaZbHQooVlvP4EREVMnKYacZl8mQmapIli3dIKbei1m+qJm81TN8Ihuk4kQqwG6WE5+XuKClcZmhGxhM49GDhO2tVBS8b2+ojws2Nwz5ec/mOGJw4kgCn/LW3/PBiSxuzOsBdDtP3tP9+L44GJSH7Y2E7aXmztsd1VFGvadJVp7JPVEkeqPJrkTxtvPxg/T7ShEvLRcfzdnehr2viIz15v+zgE4ESy4L6LWLinae48YR26OI4T1FeuWpjjNM3YvLL+z+XXiyZVfyptthzNUHY2Zfb4krSf+Jrg1IrYUixc5ymlmMHQj70SsRNwkR2WNqz+ZWwnTdojz0mQzD+mDn9rGhG8TYIxHd4DztLKE4sbt17OpuyqSXp13UWDbPFRQnjQibYlnHqc7vthnXPXQ7S2hHAgTRgQRU3kgxbc+wqihVIi7AcYZXiuzCPkPnG019kBFvOtpxxOmnRqQLmL4utGXdygU4fdOzupuinWf0oBMEn9G7UOF6X0JYAfLTlviyBNsRbVLsTNKhVWUxgTp98AXL8vmY4kwqiXjViMT6MMIbAcO0k4hmP5M0s9rRjcUDIiYxHTIdvdCZFoFvaR0pQmFWnac9yIljLVuh1IT1q0iRTZDrx60cLO0sExpUJyyFeqrJLr3oYEpPvBCfzzYtyL1sRuJFzdknUtIFxGH12Q3EWt4NJcekvjGkmcvsSTgNXVgVa5K1HLzeaPkepgoXWtP8JCAJtcaOpKKKlxJ94KPw4PinccbgtaI4sdz82zFeeYqnFaZJaaZGBl5ZRLwoiRZIrFd4AqIUel1jD0c8/XSOduCNZ/Gypnjs6bIxw8cN0VUFRbQLfolKS3UoZerkrUBqDnOM6/QmIom76/KgWjMiiT387HanaXdZtPNxEGmRAytCKpQObjjZoYPwKFcvR7gcbDEkW8jTN7vsSFwPDcJz8J7i3orqzoj0osZUju2NmMmmxZQt2SLm4tWMgy8I9Wn0VkCaux4XJ5hKKgtXxLKlGWeBDSES4+VLCaOHcuMMHlRo6zDO0WiRXl97+9Mree8hGMY2Hecfy1i97Dj4OY8dwOCJ9OpukKBLObzGiN/D5Ro7TcO2RoC8zUQR1ZBfiGdBfp+SDUr3jNRF7zGNcDWStaeZBkLTVt7z/FyMcM08IirFpdjspeRPSlwW7YbG13FtfWxkNdxayaUYSvJXn8rGyJQSmCup5mLw6mNNF2uWLyRkyx4zSmgnEeW+ZvRQ1JhdrhmcOFmT2p52HO2GuvUopptoquNMEG8LT7oSIVt9kNMONVkWES0aumlKM4t2h8K1ZFw2ZB35gzVumGKnKdm5JVnLKjUOtuvkpMFNEkzd71LU7Shhe0MgwflJ857uyffFwaA6eROKx7KyvAa1jN7ayrAv9NzeaPSmFWloLiKe6kNDtAXTgISkwvw1cSKqNhB8gPjpGp9Gogco4v+XujePtT3Lq/vWHn/TGe/45ldVr6Zu0t30xCAiY8chDiDktCK3UCLHRESYJERCJFFwBgVbgThBimNbThwi44AcEzt2LGMDxoBNmLrppie6q2uuevN7dzzzb95754+173mFFDtdMpGKI7Wq9areu/ede357f4e1PguDuxUfphhAcgH+hPPwgwT9MIHXAuk5d+qi90CqoNZNvIVZsiEiyS7szbJ2QPYk/ixo7upXN0YY3mtR3K9Q76fockkB0ECgTw3SXKG4S6OXWrdwwwR23sJnHKLZtcfy2YJDMA0MHhPGqqPq0azaqJsPmD+bYfrymu9t02/j2ttpCpcqZGc0oFX7BsUDh7ZI0K00WkMvxPFHDKavOIjOY/a+DPmJ21K89Sbg1t9p0Q4NBg9cRKAJqFVN04+W20PBJRIIHoiCLrskAEc1TJ7uBhoGQD8gD1JVPbcEdYeQW1R7nBMlS4fWSyQztiNMGdvg9CNjLJ8Bdl4SSALIzIyiH3O2QX11BFnp7c8sKImQ82JRpyuEAVeCQlJ4BADOyjiUDQjaIOiL2QlDi4QP2BxyKMzwWmoTAKA8NEjPXRxqcrulS8fYAw8Uj8l/7IcWMkqsvZXoruQ8CERsYSLH4yJ5jVumBNWllLh8ALPnDXZfalnh5Rr1tREryJI4OC8Yb5gsIufyHQrYr+X1njgYgmUqsPBEaoWJQXpvg3aPtle96uAyw7+c5MGRPdjAnHUwqwybaxn6AiivO9z4OcaKu9xy/dM59NOMgqSaGgZV8wPYDbmpkJ1HN0qgY3/tU8anF7FXU1UXwzxo6FKrmpP56GxLH28gqhYhswiJYq5CIjmIDqDqrySY06X0CiSn3Gj0w+T3DAddwRXbdoIf8XQIgF0C5YFFOmMZC3Ar0w0V5s8NkB97pKfkDFy8l6LrEVITzVU0kPnMQK0a6CpHMBKnH0pQrjXk2kM1Du1Y4fijEtf/icbgfg/hA6p9jdFbFYZvk3kgfKC2oXOAj63XMIHsXBSbKRhBheny1oD9dAySUWWLdlygzwQQNPpMoisk8mOJPpewGecDw3skgetNh+bFAVwqUaUp0tMW6D2NbV8GhndKNDvxYV3ygAqWilg3soTj1B1Wz42RnsWLxoxQXmVsHYRAl6fwmgPewSONwe0NnOUhN3zAYWizz89dfszPjS47LJ/O4axAsvIkfz0mls7Oapimh9hwM1XtG2Qn3XYTJTv+DPtCR9o5/8zsYUXjV9ly3jRJkTxc8pDrAtZXCcEtHnmYOaMU9KJGeWME1QdUB5wlZMct7NEGJtqy3+3rvXEwCGBzNYFdOpilgFk7dFPCRddXDIQzmL6y5pwgJvgCzHhQywb5I4k+TZE/lqj2JHSVMXAluv9E6xlQUtitdLjdSZHMGqhljfLpMdLYpwGAPlkhZBar50fIHzVbdLpeNBw8AUwYWjQwM492N4cuNWTdbzMdAMArwdun6VA8qHmrAuhHKfT5BnAOyuptj6mWfnvoiB7cDIQAPWMwrk8txjPSgprddIsNW19RUTFHlWF+0j8RTlmNbocGG3NSMi0pTt5l1aMfWuSPPfRDoECF+gWDg88CJx8FZs9Z7H41mpBOIwdhYEnRaiIGfcr8yT5XdE8eNxR4aQmAtuquEOhTieFbsarpHJJZi+zIATFoZfhmjepKAdV4VAcG5X7CINm7K0AITL+yhBtZ1LuUF19Yp4u7pFUl55StQzMFzKeKP+u4VfEDiz7j9wnBbdfmQOHg82vOIRKF5U3LpKyKnpN6R2PwsCHyv+Gt348TmI1HM1EQPkHxuIVsPeo9i+zhmmpSyzY3cw2qNMXRxy0mr3uoKvJHAZizDdrDIRACzJqbBa/IaLign3Pg7dAeDmmqmndob2l4Dex9pSdIODPoh2y77ZpVgln7iH1ju7u5bBmQ/Otf+zP53jgYFCf13ko0ezYiqxxU2SNZUOnorWIi1DtO3G5gkMb9fLJwyI5YSoreQ3mB8mpO4vJZj2xeslpoXAyVoU26vzREelxDrmpUT0+RPlzFbyqgeNigzxTKKyn6RGDc8vS/kJe6guq9IAE1K+GmOVyuKaUuJPIj3hAycL4h6g7BGrhcQ+UJZE3zDN2gTCX20TvAHttT0x8NMCIQ9y5qBuKoTYvq6gDFkUf2uH5HP20BL+EmcU0mGHB7cWB1I2YyQADJSY3JssXRdIqPzN5A/qhGvZ/gyq8DzVhGoIiDqd9R1aTiHbRrTs/NysHOKq42R3R5BiFQ7RYIgsBdby/mB/SViFjNMVOTSdPzZzMUjzsAGl0uGQg01WgHktDUjYc52cBnBnbtsbqRYHi32VZHbpBTRHVSIkzSbSaoKju4ZxIsb2hMX6fPY/dlQDQOvmD8XDZTmLzRsZUbWG6Bes5W9JIHdrObIjmrodecRelZxYuj5uzDpxoiANXlHDuvr3E8muDgcx3ssuMMQzDDE4gximuPbpxQKt9ygBgkpfzwbFOaqYFdsKVNzxi5dxFdIHsfLQTMEpV9QJ9JzG8pDB7kSBYOduWRvf4HMKJONg7pUYmjbxpDBMa+H308weVPexT3S0a9eTC2PU+g1z1tqvspB2sxPQg+EHAhBNZPFSj3JPa+VEK2PfpJzkm1AOXHCZ8Ss+KNTq+BwBv/1hSXPx31/omEXTsk5x1UQTm21wLaKqiy24bJqMaj3yngU4U+V+hTieJRi3bEmDezoo+guzxCl1Mb0U8SmDMHXfYRhMqNRDuy0JsYixfNU/Dc0ZtlA1k5oHcQ3nJrEr++PtsgGA3Zxw9ITMyeP19wbXim4U2GZB4l4PMWOkapVTfGONqMcfj2HOEm4aRdoZGe8/1qJ3RHFvdLVh4rwmX7XCE9qiCdQVdoqEpubeYAb1e77JgM/ogHnJcGUggObVMdCdQMqRG9R3EUS+rjjhuM6O5Mzzo0UwO96VFdH8EsO6QnLUxG5F8/SQEwGKYdSthzuVVrBiWAnhuDrpDQK2oKzKzmND9uIy7Q925koZYc9PajODyNfhSKpwz0ut0mq3tLClg/SWMrxnjD3XqFmRrQkp5qWqLLDiHVCCEmgTn6bryRVFkqQcOU95DrGqZqoZqC8vJEI5052HnLKjNqboTzzGl1bJOaHYPisUd2xsNEdh7tTvqunsn3xMHgrcL9b5tgeM+jeNBEPwSjyb1VkN4/QZR5v1XAydajvJLCrvjwdiM+KOfvszCbgL0vV9BzsgIvyL/9/jBmIjhmAG5qhDxBvztAdn+D8ZsjPPhWiaf+YYfi9hrz942QzqKfP+oAujGTq5s9tjtmTUPM+rLG+oZAdgwkC+Yq6rKPcWSR8BSJR6tnB9ArvfXJBy2xuZYjmXcMsImJzrJs0Y8z8iirLhKNqfEgKpu3PpRkTkHA1k0KANmZQ34SsLxh0I7EE/5EVGV2O6yqZs0Qu+0KqurQD+hCTU9jopbGNurOGxk5BVRNUrEYto7NYDSW7xvDlKz8ZOe3+H/hn8w+XGHR7qR0rz5kpQNP2XCzk8AeldE6HiME2icOUlX3aKcJql2N8RsbdENLMVn8ObhEwBUG9miNfpJxcKwEukygHVNRq1rOorwlQfpiVrO6YZDMPUyuoWvHmc5ZBwS7rdxkdGE6I+HjBXMBZhVVBzG0cBbYaVdY9Iw03AbZRrcrAKgNN0YXHBHRMGui3U35ZxV2q850+wOoiqnhzZ5Fl0kkJ24Lo1FlBzc2MJseZslDwisBPa/Q7RfbUOiv9fWeOBiCAsZvuy1dKal76I1Gs8tBSz3JAIwwul1DrVv43Gztqcm8h0tj7kEf0BYKu1/hm3D+Yobdl7jKM48X8DlnEkS6aSLhtIwPnIJse+x+eYP58wXufIfB0z8bxTkND6NuaOASsgLlpoGNJ3ZQ5CKkGak7umT1IYPYmrZkS5oyjUAdulxic73gXKBlElJ60kCv+WFl8jJnGc2uQRAWRe/JDoiHDDyQraN7ccQboYtegG5koat+i44vjhwmb/boU36/1ZUMoudqdXVN4e3RLvZ/bQE3MuhTRWR5DHCRCx4Kou5h2h7CZfQ6NKw+0EY0/jSnq3HlYRYt5s/nyM4cdEnCUXrSUn7s+f67VCA5ZZsoBGipXtZQuaH0vefPLsS4QLVp0U3SrYJy/MqKuo1Msj2pOti5wPJGTvu3jm7T0xXczgDj2w2AJNq3O/STDLLldqcdKjQjBv3oDfUsLlGwKwc7pyflYnPS5wbdUCG/T9AvyIrlAaQl9LrF/nKDSlo0wkCkBO3oNhK+I7szGEWqdaDxzo1T+KiWdTlJ5XbJilKvWrS7GbccqxZmaNHsZWxBOg+1bpAGbIONmqmAWQWkpwlnSQPzrp7J90SorS4dBm+u+QOaMnbeZQqyCTHVx6OZ8CAQzkGfchUnXYA5r9EOGGwqeo/sUQWz7qA3PewmbAUublygvjogFq7mtkLVPdObdmh8qS/lUSYs4NOAo49lHP5MDPqIqqcTL+oAACAASURBVK+nFyk/2RYvplY11LrB4G6JyRsN0hnDP3TNvl74gH5oOUyM+PXJayXsImLBBWCWLfSScu/N0wMsXhjR1KME8nsbFPc2kKuamw8luTIN/Pv5jBj7PjckbAuB9RWN8pAquuSsRnLWwJxX8FYwRm5X4eRDGptLBroKWIwynIyGuNqcQdU+OkH5AS4vJagPEvSTFK5IELSgjyU6JuWarIBmN8Hi+YJJXSFgeK+Fai+m54EhvADawyHW1xPoNWnJF2xNbzX6SUZTXMxRUJsWek4yk9jUpCLXzFqorhWoDzKomitQn3ElmSwDTj5Er4lsHUJqIzW5QTajh8XlzNVsdnnQZEcN9j4zQ3G/ImT4Zr7FuYnOcS4QiO2XziOZd2j2MmLwjUS9Z9lypRr90OK58hFe27mK+QsDqhCjnB4A/5y4hlfna+ZFRKOg16yOzLJFdlQzEGfJ99eeVWhHGv3AskXSbEW6YWQ69h7ZUYN07jC47zB5s2E697rh4PndPJO/T8/2v9DrgqxsZzWavQz2tIQrLBa3uAoq9yQufWpJkQpo1oELXOdlGumM60G9pPW4mxKCYTYs06s9g2ZCLHg/YapPNzCQLsRBD78Ps+ZD26caO1+UmD9P043wAetrFvWuwOg2D5RmJ0E7UlBdgKoTPgxRsSdrt03A7odJ1PYjlvq08IoLnFvkFgJASBgvh0C1pV41rDKi1j9kNg63AvpUIwh6A0THNaMqK/atPmDyZkA30GgnBrJRsGd8b5LzDn2hMbzvMLzPv/fypoHwwMu71/Hi+T3cvbpPj4mkRoJBKwKbayk/zF1AesTNg4CnkzWjM3Hy0grCe8Aw/+PCPHRBlXJxq2GX9IzYBaG87X4Bc86HLznv6Mic1XADwl8AIDmmdN6clMzx3EnRjjXs/SqmkUdC1+MOzrIMd5mB1BJyvoHbHaB4e0XCVEybCjKD7AO1LOAhgMD0daZMO7R7ORAAvW658TCcX2wuG5SHAsUjhWQR9QuSm48X5vfw1f3rGDyMWpRMwyza33M5VJcL5FW7RdWZsodatjzwJVsW0XQIinJ2SAJlaQjzyO6tmOlRaLhhyhlF4PrTrrgFaaYJoAri497F6z1xMIgAyBUNTNm6Qcj4Q01WDqqTUG3A4vkBdBWYfB2JRBe9Wnpng5BZNAfFFhTiLdn8at1g9GZPg40U6FMFlyicfsBg+lqP7KiGNzQGeSNh1j12v9JyL+4V5s/woUnmHoe/XcE8XgDWIOyncFZsp/Z9YSjjnfCWVmcVpABErEoEwHK7sNCd22LIgxJQihwJgBsau+ghnYe3Gt3YIn3YceAV36+LxC3mMCrMnlcYv+Ux/dI5QpGw7zQSzZjy5/yoRzelaEzHLU69y3g0VTsURw7JWYv7qx28GO7hV/P3b4Gpm8sxVGfjkZ5224TmZi+BajxU5bY/Bztrt+tcWfeAoao1JDru7cmvtHP2xgCwvEWXYrUjUQwuQCQBwvPBkS4wdzLRFGutWnR7OVTZIbm/gPAjIAToeYl+knOY2Th4Bc4qZm0kZfdQZ2v4SbEVhAUhkN9hxobPNFW1ShDrJwTaiY4r5x7dSKPeM9CVp9Croojp8HcaBiDFQapPFOysxfOL+/gHV74Z9a5B/rCGWUVzXaqJyzeKQTWJxuL9E9RTgcmbHcKEaWIQgDmvt9L/oJhUbhYcULpUQ4VIT48uV1E2UFICSLG8qTGK7ajXEjZuQr7W13viYAhKwA9SxrLNCdhgsnKAL4Dh/XI7MLr4EAajtg90vzdgmEpM9w2CKciD1+bkIQ4iC3LZwh0wmOTwdxwPiZQf2mYngVn325mAXXRwqcAmU9hcDygvCwweSCDhECo5rYGQIj2pONycMzkpSJaLLjOsYLoecCnciPF1PqFK0hwt0R0wSZnWZQ7fzIqVQn2pgPYM3KkvD2gzHlEyu76skSw8igdMOB7eJtNw9eKUG5S6jyInID8ihDZIgWbXbIGq+cMKct3CjTno0osKrw6u4d979Mtopyk2V1j202Yc0AwlltcTotTXAcIKbA4U8jMJVSmkj9aQXsFbzSFZCJBtv52+61kkRXni6i40I8PbFZrdBOmMgiW9Zn8tehqrulTCqwx23qJ6esqffbxN3TRHtW9jxaTjZQFWXAvPAeoRB7/9wZhthRLbMJlgFLpxDr1kSLFcVhxEDyx8riC7gGTGtWufCqg2oNxTcAn9L8mMDMZgqGJ1iYBee5iqxYv1Q/wFcxlegywPT/evKwzCRXRdqtBey7G5LHH51xaQ6wYh0Vi+MEYzktg/42UpSgJmVM0LTpUdZfm9R+gcklgp+3HOZPRlj2rXojwwGN5vaLl27w7t9p6YMXgrsXpuzDi4qqVRZWKxuEV6sCsM7Ix/QXNekg2QakaIxXUNlIiDIQ1VMSK+fHqMbocDMbVuUe9n9NS3DqrqkT4uYU45/TZrJlB5qyBrh26oqaz7So0r/3eP9Ezg9vd53Pv2XaxvjSACiKHrLlag3Dsvnjao9pkP4YYJfJFyot5Qzag2HZpLQx4K7UWascbyhSHbhjiFFxFm4i3lxM1IQlf8d7oizEXPSpbDArCzZsuMkCVBoghAM1VoRwZ62SC/s+HfLyot3ThFM7UIliHBv7v/DC53M5hLNU6+0WNzRWB5U6I8kNhcoSksO/PIjjvYhcPgEQ8cbyV5C1KiPuDBKLqokHQBelFtEXbthAE07W4WKU4NsgcbDO5VqHcIPe0GdFpWewp9Rr6CCAG66rG8qdGOFLyR6AYGw7c3MCcUv12QozfXUsyeU9Ebg5gkhW0uZjdJufJ1YYu8D1Kg3x1sNw8AOQeip3dFxgwT3fBg9Eag2WH7IhsXRV8Bsvd4vn2MczvESTKB7IGzr9ORQakgWk/3Z9Oj3uX7c/jpDZr9HP3egDCgRw1MycH2RRxiO7booj6kH/CSQe/Yhh0O0FwaxDaNrMjszMNufEQCAN1e/q6eyfdExaAq4r3U4xmgJERHlZpZMeTzwkpbvHKMkFr4cYZuQHedWTnIFltfhN702z7bWQm3b7G6qjC+3aMZS2QnXB+KxkE4h36a8wHzASrRgJRwhUUzUdS9B/odLv3mCsujAotbwPFHJC7XNMa4gid4vz+EbHoUR25rmgpCwE0SlAdDnH5YYPQmhT7CA8O3qJnfXLJYX2WwTB0dgv04weYK9fR2wYdieUNjdZXgGQAE0QZaf0UIkLWDLjnhvohmy49aeC1QHRjkPW9pn2nMXsxRXhJwWcDk1QC7AuCBXmt8rriF7/zVz+Hn3vgG+EShmTKuPiigHbA14VAuoC+4km1HCmJikZzVDOpRBLBCCMiyhRulaCdU55ErwTbIrBV0xgO+zylEM8sOLkmgqoDspMX6aoJm10B25GkO7/ewsxZq0z4RmykGtLiM25+zD1gcfK5HMu8YLaDYMojeM61r3RMm3Lhooeb8o7yeUVgXFazOSlQjrmaT8w5mLaFqbliaMXMl6nGC8duAqh02Vyyyuwt8y/FX8KndFwEB5EcN+pQqVb2OTAQPiK7H4C4Pdp9QAr65msKMDOy8xeAhDw8IEYeNTHmXraPDdJRAthRV2aM12sMB5rdStEOByVtskS/CgZ199/f/e+JgQOD0uX1mn5F0mwbDt2gocgOLvtA4+dgIyWIIXXu2GJZsg66QSOacHneFhI4hM+urHOK1Q4GdV1ssbxrkxxdIdQmhPIIkbNUPUsjZGnJWw++OIDqH0Vsl2glXW/m9NUTbY/yyx+ABrcn1Puk5asH1p4r27sHbawbkVD3KGwXmz2qoBtj/vIcu/dYi2w8sTj6YImjArAOShSPeXDIhySta0WcvCmRH/DvoFUN3LtKi68OEFmYB6ErBzjsEGdBODHmGxy1UF5DM3DaZuZ1YSMdg3+KoR1BAnyr4gwL2dIPfLm7hD89ewi/sfD36okD+IOZmdA52kGD5TIaukHCJgF16eCMxuFOi2UuZAAbAK4JOZMy6FL2n07HmQXvx/tkVac562SG9z0BfN0qQzDusryToc86X9NrBrDuoWQnZZNRDlA1gDUQTV4CW6+ZunOLSp3ukJzXpWAHIHlJC7xMDuySfEWDF5BIOSX3EFciWpqTkeIN+nCGZOch1CxP1M6LtoZoC/bUU+ayHajlE5S3NFLJvWr2GHz/4BFOxE43JaxuoWcnqcLeA8gEBipEHkzR6ORzGXzmHG6VbD45eCNRP71AEFSvJENtWaTR8kcANYoTC8Qb7j1eobk7QFXR0ZkcN+oGKg+4/gMNHgGWentcIViNYjWaPGQrZnRX0AtBVhkffnMGsJcZvdzDLHtW+QTKPaUFdQJdLJgkrCV0H7qPP6ZhLZ0ynklHDoBbVk/g7AfSHY95CiAxApfmgespcVcu4dLVsIcsGedWh28kgmh5Q/EBzDWa5BjvIoCuPnVc6CIfYg8oYdU/H284r/HrJacXevGxjtRJZhguHyasKxeMWyeM16ssDJJvos78YUjYc/smabs7100Oiwu7yxnE599f9OIu4dOoM7KJHeUhZMTRw9oKFWVv80vJj+IG/94uQ1zVOn0tw+JkeKmZUytZheLtGs2ehllwlT95q4DOSpGVDe3pyskK3k5P41HE6DsWDXDVUeaYnNeq9GDqryBxQqxr6ZIXuyhi6CXFbhW3boBb874IG3CHbOVl2kJuaVCspYKSEalSccTikx2V05xoCgxctuoFBckJn49HHExQPLaavrHlo+AA7eyJZluuaKV/REh8SwwrzUoL1FY38zMEZgey0gz2r8PTyIXLX4KXLT0H2gL03Y7ZDbGcgBJq9bMuLcJYuYBECfMGLqBtq6I3bKiPNPDpXFSMF/HQA0bKa0KsG/ZhDU7WoYBYt7JzbkdVTpDwV92u2c+/i9d44GKIarptmMXUJZBdeZE3mCcxpicufAubPpCj3NQYPO+THXTxNKf8dvLSAnxToxglUzZLbrJhMlcyIFO9GBrp0cNMcalERKeewVQL6jLZss6ip0BulqPdT5DWpP1ACbpyRZt04+DxBSC76Wd6gsgHXl51Ds899ONOv/XalFqzcrkflsgLGeeQ5CBRvLgHwRoMEzLxGP0pRHhp4O4RZdvQnrPtI+9Fbx6OqPWTPg+MifCZo8gOhaDO/kMlOziuU1wfQpcPBZ1u4TEOWAZ+avoDvvP1Z/C/P/lG0UwuVsW9VVU8ojSD7IT1lLkQQAnbWEkV3OWF4y9hg9qzB6K5DsWjghYBue8i2R7uTodnRHBIPJCavM4Ze5BbSA3AB6XGDdmqRPSo5rygsuj3i/oIWWN5MMLjforqZIpkxCesiO0E2/ZZr4VP6ptWqRuI82mmKxS0L3GJo8eQNh+yIqD6vJcy65c/DEijjxhmt+xnzQbtxgj4r4oxBoBtpHH6mhEu5UvzO88/jF3Y+DHtUUfqcccsg4vfGuRFXzELxYLj3xwpMX/Eo7tcROLxkpeU9DwUp0U0szIIg4GAkhJZce3oPc7zm8H7Cz1o70qgjOFnXfB/66bubMbwnho9BK7hhskWlucKiujakI26codlLsXphApcoJCuP4nF8oJqLKTMfQlgDEftDu+iQ3VtFHTx7LYBDuvKSJaDDKKK4RwmqqwXKG0PeYgJbByJ8YLx6YSGrHup8TVpRZqAXNdpdSl7pqpT0M7S8xc8+PMHquo24cIF6h1BQua5hTjZMlVrUlEovn6DJmisDhERBn66R3SGtSpUtslPar9upZcW0Z6l7kAxIcRllvHbWRgUlzWbZww1cYRhY0jEtC+DmJHtUwseAV5p4BP7B3sfwiTc+BbumiUhVPf9enUO7X8AlkvzFjHZ5CAajyLZHdncVh7seB1+sUE+JmZd1B1n3KK+zZTFrxvgB/L16wUzL6saQn4k46e9GSfw50avSjXiXDe+1sLOasQMS6IaWK2klqBNxzMFQK6oWLxK5l09ZbK4ITF5vcfBb5xi9MkfQMtqnJdppiub6FM2lAatFw+Fts2tx9tEdrK4ncf7UY/8LDdohMH8uI3BHdvjW5cv4+SsfR0g4yPa5hR9Y1NdG2NyaoB1brK5bLJ/JtuK20ZsB5+8XeON7SNlqLg24RTostth7s2jQjRK0U0t9TKFx/PERypujqMqNuaLOoxkpLJ9m1ZycEWl3oRT+Wl/viYrBZRIP/+UBdl/ukN1ZISQKKuGHAS6g3NdQXUA1NXCpgB5KZOcOsmXWgl5FetEgiVJgxwcuhKivj4SjiGNPz3qIlqIaOg898nsUvsgIOnWDJLYRNOm4QGR6vzeELDv4nMq/9M6Me/Teo5/mqPctdOmRHJcY3o18QiPRDgRGt1tUBwn0qQaipPkiN6Kf5hE7lkYCUwCcA4x+UsWsOjS7yRN2haMwB1HiqyoG+Iq6Q0iZUYCIUS8vWeiJRTMh8Vh4wBlgfLuNqVMxgblz+OrkJhajDN/08FW8Uj+9dT8CYDz7WcMDLh4wwklkcdPho6JQWir7Bg97tIcD6HkD2fZwRsAVCZKTMqLQB2hGCunIIr+zxPrZMYQjir94e7klZcvaRW4k/RrB8CH2idzi3QAgSINkbmCWLUTdUfOy6eAzDVV22PvSGtl5TvHPJVYgpx9IUDzyqHcVdEWHollTsNQN6Ow0pUe9I1A8CljdkPBao3jUYfK6x8l31cAvZvjE27+LL0yewclgynStE1Y7fpjCLFu4vRTVAecRPj55svWYvL5B8cjg5MMJ1lfZQpmNRjOWOFi2EEaRSF6TJE5gsYZdE2zcj7NoqJKo9hI4K3D1n8bcExeAaLF/N6/3xMEAAPtfbEiskYi7cO7Wm0tD5Kc9dOnQFRreCqiKcuN2zJViMIqutYGC6uhFN3E12GfElemSYBS1KGF8QL83ZIViqStwgwR6xuzFYHU8YUlfkjVRYfWVIUTvYaSIaz8JZByuBaOwupEinTmoymH9zBCq8kyyHiYY3hdY3eC2JX/ENkZ2jkrMOWXTQUvYs5LBN1oCKR+Ki3Wb8AHZfd7+9T6Hq4unNfJjD3tOua7wlpvBSDRm5mSLZMYPfLmfYPCQ2LKuoFDqQpIdpEB9dYB2qPAz9g/h+z79y/ih93/v1jSkNl2kdifIHm5oo657LJ/L4RKB6StRgq5pY4YQMa1aMuPhtEXxkIrJEBQAh/SogV0obC4lGLQexV2uVPtcox9nkJ2DXNXAKIM3RLRdeGjsvIs2Y+ZsuEQ9EbgZifJ9u5xptFSGutygzzW6XECPDI6+wUKXwPgtB7Pqt87QdsLPn6w6pCeAS0nOmrzZIz2qMHoLcDkFRy4RmPxKBjd2+OSD38CPP/UJfq4UsLkxQPa4Rjc0aMZUyTrLdTMAqM5vAULWBRx+NuD0gynyI4/iYYOBEts5AwQPYrmsCA3uPYpHpIeLnqG43UDj6JuBw0+HLbuSKs5+q//5Wl/viYNB1R7J4w1E00K0URsQcyBEVMhRL+6xfCbDMGYTyp77ZG8kZKKgH1PQpMfFFuEuPNANopRUSfT7I6iqi846BVPSlQmQFCx6jwBAlT26oUV7pdjissyKwhJXRO9ErWKwieGN1IYtJUm2Bn3BzIvqYIjNJYVuAFz+dIVmmiCr+cGrDlOoqieXYTchmWpWMZVKkkQUBOW4hMeSKVjuKXjN9aezgolGZ+W2CrmQ56qqQz9MYJYtIAX6jM7Q/N6K+LpEsUwdJ1g8ZdHnAuXVgH+UfQTf+9lfwTes38DncYOmsylFYH2utgag+jDH6G0au7aCs4LwXXtWwp52WLx/guw4QFQNgig4GKw65nFUnAGNXlvROZoZMg6UxPn7UugKmH6FD3tQEnpRcbi7l8Jb8hmzR0QAXsxv+kwhDHhpILDHFh0PBhGId28mGvtf4IVDOzsdn3zv2AZ0OznnFgIY3F6jm6RwhaFdu1ewmxq5IYTmT3zmN3E33cMXLz1Lq/2yR3682m6ZRG/QDxSSRRSxlXEVWRgoKaAXNUzTYXRXY35LQ7UWg7dXES7EVaXoA0IRB7aaLtfBWysgukfXVxLc+AXi41xknHbFE9Xpu3m9Jw4G4UMc1BhOW+Ori/2siCEf9UFCbUHvEaxCPVFQbUB6wofMT6JJqmxRXRlRzNRwOGlPKsh1BdF2CIMcaFqojaYdd0hFoSss1Jq9nF630GUHe8q4t26Hjr1k00LPKqilQkgUqssF+kJCbzxUy7I9CIH83oo2WyGQnneRuNyiPsxQTxSky2FPKrhEYnM1g105wIG5m4gBuVcH0a8gkZ7QRSnrHqpsMXkT29i72fMpFi+OMXpzvZ0j9GNWG90khQgBzW4KXTtM32gZwGPIuaxGBZqbBZZPKfQZsPtVh+nr/B7+6ge+Hd/35X+E7//gvw9vebh2A40+i7eY90iOK8i6hS8SiJbruotwYp8ZqFmJ9LxHvathzweE3qQCxeNIXl71VEpqyXJYC7hhAr2osPNVBvT63EDWHcv68YhfGxyGMiFbQ65bqDiQc2lOebblLSpcQL+bwpQ99HmDPi+wuiYxeqvavl8hDmadlcgeUwPQTswWZw8wB8NrXkRmzu2Qqj3GJyv8qZd/BT/8/n+HoiUPJMcVfJ5AzVYQBanZZuXQTPXWiu+TixmNQHNpANk45A8qJDONzeUEzV5GcJDzEF0PP0ypvwGwen4Au/QUawkehqb0SI9KNHsZBVctAbVEGf5BDLWNOK52aEjLiWTodshJOwJxaNkRWQ2yZ2k4dB7OsD/2OpqofLTo1h7eKqyvMnV5+IqDH2SQjebNlUSGpBBITxq0E4vz9+cwmwzpeY9uZGk8kox7M+cl5t+0i/lzFskiIDvucPRxPnyjOx7JzMOcNDHjMEV1ZUAtvKCpSjh+ALL7a+RvU1jlU02c3aqDnpVxrsG/a9AS6YM12oMC6eMyAkUi6TjQqMPAFI904bG6qmDXGbL7a5J9Yny7zzSR7O1FMKqIwazcwthFh/SoQ3ZqUe9YdLlAEBL54wa/tfs+/En1T/BtD7+AXzr4+rh3z6AauiqDUXE920HUPdqDggdIzSEmBGjRLnvIgsPf4l7FbIYIiHWpRZclSOcO6eMSdlEBXY/N+/aRntSw84acREtWZlBUito5D0q9aTmDmfA9O/tgjmRBabxqHNKjaouxC0YCEoynW0hKoFPDJPGyhVwuINcJfJFw5rLk15N1j+XzI5i1Q3baxLlTzI10AX/i8W/ii4On8OqVm9C1Rzvg5sAVZqv41Gt+poPA9lBoJxaLp0yUmXsMb5Pb0A6ZVTG428MXCeRszVZASrQHKbqhQpCAN2IrXbcrruP7cQJvJU4/oOENsP8lbi7w7gqG/++DQQhxHcBPAzgE2Tw/EUL4i0KIHQB/C8BTAG4D+GQIYSaEEAD+IoDvAFAC+J4Qwuf/uV/EeQ6IdghClbM1MM6hY6noDcvK4sjBLuMtoaOr0AU0exZu12BYEQHf7GWw8wZ6LSDbFN1AoboxRH5nSQ2AocJRbhr41AIJZxA7L3NtpjcdyisZ7EIigAi36kqG0485DG5rFI89ZB9w8++fott/4lzzCSPpL+jT9WGG7BFL0aD5Z6nqCQ2oGxkcfcxgdFthGPfXsuWB1O6mkANLErUEK6rIJegzhXJPw64p2S3ulpB9hvktA+EGsOdxr6/ZUpTXcnS5hNl41BOF6asMpm2nKUVHLqCZMCM0O+2pDDQSkAJ/+fnvwn/7uz+F3778Iu59aB/DO/UWLgOPLdoMQsAsm63s2KU8fOq9FEEJmtVSHuq9EsjuLeETQklUxe2JTw1cbqFXDUQfcP7+ArIDykMB1QDjt3vYObUf3dggPeohyhrNNW4yZBcweOiQnnDtJyLz02lubtqdNCZg0QRV35wgebiGgOPaOiTbRDRzzuF1fZjDHeYY3C3R5wbBkg+JSB+/ZE/wXY8/gz/9sR+ArkjkTq1GdZhxSCsEfKYiilDDrJlO7RKJZsLWIll4ZA82HBK2Dsl5gzyXWN3kJWVVVJDmmilrY4nJWzX6VCE9icPynCnuqz0Lu/a4+mslmqnF8obG4qkx9n/3999E1QP4j0MInxdCDAF8TgjxSwC+B8CvhBD+vBDihwH8MID/DMC3A3gu/u8bAfzP8Z//7JfkzZ0dN1wvTgrKW3sP0XrIzqHaG6LcU5g9p5GdBozuNFwlLluE/QRmww+6LuOkPEIzVM3yyg1sDDbVsd+0hMUiDmeUQDuJ2vfOMzA2UZg/n+HsWxtgJXD9HwfkD1bRHyGoUksUdOu3kM/2oIB03Bokp8R/6XmMvhuk7IXj95ec1bj66zRzrW4kMFVAtUu61AU6PAiBkDIfoov8QwSiyesdCekUVC1hFz2SmcLsOYPDzzbbm7AbWW4CrIBwEqO7zbYUT04r3vyJ2sbMcW7DzYXsAl668hR+bvYN+ME3fhZ/Vnw337+Ww0ioOPG3aruiFT31IqZ1tKEvFfpJsp2KdzskM1c3xsxvOKs5s0kVnAfMokY3TVEeaGyuCCAwmyP0QLWnEJTdzpbaSQITW638PvMkUHCCL3q2MqJnEll9I0PxqCHox2qyOYcKapqhLzSWNzQmb7RoJ5qtgwaq/RTrywr5iYdZ8euITYBZtJCdQ301xZ/7pz+Dv/Lh78Bbzx+gTwHZpdj74pIr3MMEZkXPSj8QW6Sgriibz486ZkBI5pi4XEOViOnv5ZZfGqRAsBqi8/AKGN9uIFoPJcQ2Ga2eKOjaY/CIl6NwHsWrp8jvp+jHCbrB73PgTAjhEYBH8f+vhBAvA7gK4I8D+MPxP/spAL8KHgx/HMBPhxACgE8LISZCiMvxz/l/f8UhjGwczPEGfpBiczVBlwkUxz3qqUJ2yli6k69PoVpmGTZ7FpgaNGOJdBZg1kR/mZ70oaBlnEZTxszotQzCG9jTzXZQV10rsLyuSe+pA+o9S8LSFYl6P6B4KcX+5xskjymt7Scp3ZGDMbxmxNtFMpDXApNXTJCdrwAAIABJREFU1tCLBu1OBtn2EJsKIU2i5oBxduXlEdKTGvqsAnYzCK/RjCR2vrTctg0+BsbUl7lWk61HnwgMHrRMxhpZdAMSmbwiSTkYhrw0N3Lkj5qtPTs7dcjvLtHt5PBaAlKhHZuYZwCYjYedtTBnG1Q3J2jGHG6mM4e//ty/ir/2a/8j/sjRl/Crex+kKlUyJTvEkJZ6wpLWW4HkrCOZyD3ZEFzYvs2iwdkHhhg+6GDnJHD3qYoPi8fs60aopwIuA5IZ4C2wfKFH+lAjPQcBtmcN2Y5Ti8VzBUZvV1FazUohGIX6Equk4n4N1TjYRawyLVWawoVtyJBed0jnCt2QM4TycgavgWpXYvcrFHR5q+ANH25Z95BNh3/7jU/hPB/gl0cfweR1Hv5kKDgkpw0Wz+bcoJUOq8tsl+qJRHGfbYVeNVuXJ+XW0c9iDPS8Qp8P4WPbdeHGTM9oPXcFDz3TcDCuS3oitqnkqYaSMaRn0aAdvTuC07s6RoQQTwH4MIDfBnD4jof9MdhqADw07r3jt92Pv/bPPBj6mO+ol7GnTzWaMUM/vRYY3mkYZdY7HMYyti80VM1ecnxGKWsztShvpSiOephFVEXGdGavJaRRMMsW3SRBt5PDPpijn46xuqqQn7JH6wqJwZ0KtjDoswTpaaQzR+AIJCuM+uYUdlYzI2E3eyKgWns0+ynsrIU93hBSujeCrHvoTY9ubFHeHD0JGZX0Kti1x+yyhhvYbd6EXjVo93JsDjVGNQdk7Ujg0Y0UB59voRqP4m5NdqKVaPdpKVeNQ/6Q9m21biEu58gebiDKBjoOZ4NRwJZMxcxFEeIWRAHVvkTxyCG7v4JPDX78mU/gR1/9G3hjeAV3F4eQvSf0VBLsmpzWmL8wQP/JM9x7MMHu51KkswJdTqFNetpt5yzFMYG17oC+i3oqYEqN8eslhvcaJAuN5LxDO+GHefwWYNbNtiqD52clKLnNrOwHlhqWkkxNO2uR3WngBxabwwSyCygPNLKYK9HnDLBRPduN/FEDVbZo9vPtoC4ogdXNFMIDqgvoUwHhNNZXLD76+A38m7/1m/j+b/yPtg5TAKSLaaog7cZHFFuD4Z0Al2tk52R36KhiVE1Hufl8A5EnaHdzmCjJNiuGIPncsuJM9JZjoWcV9S8DE2PsBLKHlM3DcxNT3pqSkn5OCfq7eX3NB4MQYgDg7wL4wRDCUrxjLxpCCEKIdzX2FEJ8H4DvAwCbT+AyBdN2CEUK0XtMX23QjjWSsydx5UiYilztGxx/VOLSZxg5Lnv227JlBFgQgj2uIxNAli0lnkJwTZloqDUDYmTnkJ96DN5mvoBq7NZkM36riVkKlMc2V9i/y2UFs7Xw0sikmgBdccijK/ekdB4bmFkVfQoeyUmJ2deNcO/bFPa+IDB5bUNbcecw1jmWT6UY3QVUxKubRQN52bDEvbfB3pd6nH0gj7ttbibsrMHmWh5ZkAGqJO58u35zAc1ehsRzZYuuhxAC+RszhNRwJeao/xBDglkmr7dEz0cQyGuDq/jJgz+CP/vq38R/+LH/AG0ZYBQHmap0WD1dIFk62J+cIlPA+rJAl0msrguYjYDsNPLoLtSlQ58rLJ426HNg5+UeyTnLc9l7vteR7iRbF7MkNYSXkI2HPuti9gbXcP6C2u1DnMgTb18f8GeTnbRwiUI9ldTB1AHJrEeQfP+6QcyL7BTMokWwEu3IoE8EdB0wuFtBtgw47nOJpx+e4Ed/42/gx174JGZuwANVCuZGYgxzUsJbieyoIdI/bjwuKOV9oWBOqWGBFAzbNWxxVeO2bZpLVKR0xRi9uoc6WSBoReFbTi1LdWAwem2FYDXMskV5NYdqPdKHJcQhw4nTd7eU+NoOBiGEAQ+F/z2E8H/FXz66aBGEEJcBHMdffwDg+jt++7X4a7/nFUL4CQA/AQDD0bXgDZ1kzUQjPWWJZ5c98xBiH7y5OUAzklhfFdh5iRHgdtFjdZ2l/+C8gU8M1lcVZKvQjgXMKsHoXof0/hJBSrT7BQAwQLWmfsDZ6NtPOFH3qUF5YKHagOzYw56xnGx3UtT7GWxMji4v2aj1r7YxcMEoej82NdxOQVXeQQFzXqHeI9glnTkU9zXO/6WAejrA7ksNUBAGaxcKXa6RzWuIpkdQCnbF1uiipN3//Jr06FGKfmihVy3Sc8aVqUUFn1JWq1ct5xueK8tuJ4+UIeY7CE/MnGwd5NkG9ft3IULA/JbG4e9U3AYUVOrZ4w3+8fRDeLo5xn/51b+F/+QPfS/SBxVxZ+MUxYOaOLYlcfx2XsBlCqO7HWbPkwZ9kfmpwdXf4CF/frInVp0MS/oPdEmpNX0g9JXI2iFYydzJRQUFoN3L42HIg9RrwYNlwlyKZOXYRvqA0R2P9RWLxAf0mUZ21KDZs6imCtk5h7BBcltSTxRGdxuYsxJBKfRjmuQG6wY/9pmfwk8/96/gcwfPoRsqBtCuu22Kej9JqWWY12wVioTMDhdgVh3q/QTtYcG1LhDXyxnUpiHJKwT43KIbGZgV16N6zY1Ff2kSMzT4/crOY3D3SVAvjER2VPO9dmSPDm7XZI6+i9fXspUQAP4agJdDCP/DO/7VzwL4UwD+fPzn33/Hr/+AEOL/AIeOi3/ufAHYinEWT+tIhbawq8BILyPhBwbNxEC2ceiIBIMH1BkAwPhNZiEKH5DfL5Ge6K0QSURxB0/diEObaCxvKsg+wfC+g2oCqqsF7KKDKlssnx1GySorj4tS0Z7XjMoDoKoOptTQVUCzS0KPbHqmMCmBYM3W56/XxKM3EwU7ZxbD5SOgPsjQDSTWVy28BTZXLdqRh64E9r8w4gO54gwgOe/QD/l1RNUxzWrBuHh+UDwNZ8M0rmvdNoBGLyqUT40xv2UweOQQJhrJXFF6u+qgT9cQvcPgbYqMVlcHKA8sivs1OYyKyU/9KMNP6H8NP/r2z+CHvvT38D/t/jGILuZJRtyciSpSO6uBBeXg6cxDVx7ljSGSswb6bIM0hCdRd6lC+ewAg3sVZNVB1Z5l/8mFCY5DyGCfhLFccBBl66HWLQ1FISA5b7C4RcPQ+I0Sm+sZmt0Edt7BnpbIEoluoJAdUzDW5RLtWGD6GqsKs2ohHQfAsnEEyjZkYpi6w4+88jfxan4V/3D0MaaTxfzSZj+FnTMbQwYASyIDRHRRmvMIY+0dEiVpbCtbdDs5NteYnDZ+havXIMQWksvwpEAHqxS490eTSKsWMCsgPQ8YPGzRjQzSoxJ6xq9TPjXB+grbwiAtiqPff4HTtwD4kwC+LIT4Yvy1/xw8EP62EOJ7AdwB8Mn4734eXFW+Aa4r/92v5RsJikEzfSbRDjnk6QsVvQYMVZEt13O7X1wQ/hmtum4nh501tMhGs4yPQy0lBGwMY4Gm2Sh/WMMuqMcXjhpzVVI4FKxGetZFtxwTqs2iQzfK4NIM1S6DWJJzkocuJr5qw9/Lk96i2jcwa88KxGYwsxrjNzaMurd6a9ZKTzuYdcc8zlNuZoTzsUTvIdoe1ijIRYl+bwifKLQHBfUdQkAuSsBQqOUyS57hPGZrFhab6/nWoj2+3cPOu+1cQwRstwluWnDF5wLGtztUOwxIESGgOqBgSPiAPrX4M9/yPfgLv/G/4vs3v4i/evNfpwrvHU7IkBnUlwhQlS1bgz6VWF9VODhr4CNpiT94egOCipRrIaArB+EUTNkzN2RButbmkmZa9GOyL4KisjMYidBxsi87j9Fdot8BwGwczJLr124nQ5/JrQeizwSasYgZJgH2nC1fEKw6hJLRDalhNg3+i7f+Dnoo/KWb30lZ+o5GdkqPij0n1HXz9AgQiG0QFYm0ilNq740igs4DcllCJwaJFOgLFU1TAd1IkSCekXC+1YYIgZs/X6IdW5SHGuurcZt3KpE9Ymam6klsyu6tIMKQF1YXSU7v4iXCu1RE/f/xGo6uhRc/8UOQfYBqA87fp+ANYNaA7IEuB0a3PUzJ2LbFUwYuAw5/u4R5vED5wt423ATANtKseNzzRjxekqa7U5B5MEjgUlYYovMxIr6lOCm3cLnG4hmLekdgeM9j/CppvJvrObcC96Jfv+pQXivQDiUZjG/OKVKKHoVmJ4HLWJZmZ8TH6XkDWbdbi6xeNcwe3DVIj6MzM5AcHZRCe1jAnpY0BIWAYA1CQt2AKwzXVrG0bPcLtBPNm3vtthp7gGEoKrpAiVyLwT2BZTh6H6lADnABi/cNo9FKIJ07ZPc36CcJNpe4J5/OVvjvv/STeGV4HX/pxe/C449nGDzwyE4vNhFEsgUp0I41Noe0V6vOR4QflZ0iGsF06bC8yfZteKfmXGHIdKigBE4+REXh3pcZugLw0C7eXFIxmTGLQvSejMWeIFS96bcBPiIE9JMsUpYDNldT2KWLsBrJtHVJjYlaN9uQ4f7Q4Md+9X+D8B7/za1PoslTNFOmkYsQ2L4VCeSihNsdoIl8Ur3hALzeowzdLFjBmWMmr0MQKX8xnVtfTzF6c4NmN0WfSSxvKBz+Trm1kUPxexO9p63cE+um191W7frO4B3art02qOeXPvNffy6E8LGv5Zl8TygfAUA3AZtDidG9HjsvO6TnXbyhWDWoisGfFzearliiCx/gEon0rN3qx8s9ifyEk3ZvJeqnd2gEshJ6XkKtAoQjH+8i+w+ewpNuyEFUduoxfbmJEBRKfVXlYdbchDS7CVTOpGbZAWbVo5/mvGWjPsLOGsgjB9wcQHY0+whv4y0itl/3Ii4vGIl6bJE92sCnFuVNzigQqPmH5goTUqAd2+2WQ0ZJbzdgb57f22D91AD5wxrd2GJzSUM1CuPXOEwMVqLNGQ6rGspmg2VGp2po1Bq/zuCd7JxVRkgU9LxBLgSl1NLgP/3Q9+LPvfnT+OHX/k/8yLXvhvMMkWkHEtkpB4zJWSQsaYPyEsEwaR8gAaSPN+hHKaQLNGg1zFXgAwA0QwW3p1AdCCTnAeksqmAzicFba+ovJim6uIozqx7eEjdX72oi3aN9XrQ9XMwCYegOk6mcJatRteRRJrOGOH8hUF0fYme2wH/1mz+NVZrhv7v+b8D1VDu2IwWzltsDXJ2t4IcZ2kmC7OEaQTIZLMgQKzNWX83EAGGwvVQuKOXdUGN5U0LXGdKjBtVehp1XOFcIMgY0e/Bg6BxEWSMklhuMENCPUojWo9uxfAYOJGHGVzTsIp6kn3kXz+Pv14P9L/ISPiA57+C1QZ9IZCcd9JKZCrLqUV7NEQoOeZLzKDsuCBUN0wL5wwonH2asenoeMLrXY/a8wfAeUO5r5Cc9qUgbKtzavXwr2+0GNNa0Y4t6R2F4t0GfK7RDiaASJOc9uilhHcmM8WnnX5ejeEQX5eBezx7Y05bd7eRoL6XcX8egUtkHnH7QYP+LLcxpCXj/ZGWIeJs3nIWkyxKbmwOCXyWToIJSQCYi2SpFelIju8/w3W5sSB6OVUoQ1GYM31jC5WRByF7h5KNAMs+ZYxhdqWYdo+ziKqxPBcp9ifSE2ojszG3R7bLxPJQEACngjcKySPCD3/Kn8Wd+52/jr//dv4wfef67cTzagV1Q+CScRz+iTTw969BMNJzhZkjO1whFBpcp/D/UvVnMbVt+3TVmu7rdft3pz7l93apbnV1lRy4TbEdCkQUiimQCCkQKvCHRKTjiBQhIIPHAC0goAqQ8QAhYRAIhYyUBO25kXHbZVa72dnWbc0/79btb/Zpz8jDmXidPUCUl0a39dB/uved8+1trNuM/xm/0hULqAyZPaCoTQ4BPiaw/+4zE9OOA7JI6hUvYgwlJ81d7aLG9y6Jal7AcuFtaLjBArHUT7BY1ktOO1YB6oZFdOnhDAnSzZO9mEm3wonf4zMcf4z/56Nfw27e+gL/14J+DrFxESpHQzfSigZ+nsFfsv2S/SAd3NGGqNJFILht0czt2Wu5PbX0uYaOjVQ4BB+8O0JVHt7BkKZzV3ES0jI1XIm4SgFIKIiL36nszBAVkj3fITsHpW2dhVxz52lWPbm7w7o/xTn4qFoagBMpbdLSZMu5gMS1HC6qA8IKUnuhoG3INe9mMFe92G3DwdjuWmGbnCrvbCst3O7hM4uILAnd+j+aXsdR03cBbHTspHbwVY7263dFDMeQK5asWy/e4sl+9aZCdB/QTCbsF1LpBd1xE00lCA1YTkK7kOGJKzxocBiB5vkN3XBAZVnUQdcdxYU43o13XrLF/TGqw2bl4/Hfojgrs7vAYL3qH9saEZq51jz5mSkQ8OgbFB2ko+LNNH7bQtcXlW/TuJ1cB9bFAcywx+yDFwdst76EeqG7yhfJWQu9IJFYNpwnShZhszGA2HeyqRVlk+Hf+6r+Gf/Pv/xb+6z/57/Gfvf6X8P3ZA3QHKUlRXZw4pBpZ69AeWbQnOdJuwDAnJDXp4og5kRxlxqLa5KrHvd/kbttP2VQuOzEW13glkT+pkD+leWm/aFXHGsk2ch2jgxaBxh9V9eiWCcpbEtNHAdkZzWLNcYr0rKY2NVH42uod/Pvv/2/4b+//efwfX/45xrKnbCNT24b9DTHBK3tPFmTvWBegJLo5Yb7rVwzMDfaGHn6fV9DVGzmK5z3szkOvW8iygegHgo4nKU89Nf//JFE5CCG4mMxMXDgVzBWnEcl5jOpLifYwQfHeFeALdEsLe92hvpkgO+9+rHfyU7EwCBcwfdSODyAECzVEYPy5eByg6h7dMgWy6E+Idy7ZOrhcw279eD93mcHsowaqJZPg+g2N/BmQnLHhyiVq7IgEwDtlM0CXFPzgAnTFcVO/SDF5HNAccOGaPXRQXRhXY9F5JE83CInB+s0C84+H+JIPUM2A+lYOMdAA5IqE912rx2MhPGDPS7Qnxeg5gI+inRG4/twMydZhSCXKOwLFHw+xUzJGz2MLVXNMarW5qoAQUN+boTnQmDxtOa153iK9khhyIuGW7wO7O6xRv/pcArMLKG8LJNdAeTeDLj2QKSRXLXyi2M3ROwxTG69oiiKnEph9BPzPr/4SPp7exH/8O7+Gf3DwZfxPx38W29tzZjGMpD9Bsmg1RChqUIIeD6tJW8othsJg88CiOHNoDwwtyWeOLs6cBTAq+lDsFb0nfppDKPaEBiEw/1Bgdy9Bcu0RrMSQ0POwv+vL3sNGZmV9mGL2sCf1OSmwvNzi33r71/GlzUf4D37mX8eHOEF60aE5tmP3ZkgY2vORlq2agdMEo6DWngL2eQ3RDDjeWFx9tkB+yqtV/tEak5jozU6ZxwipYclSTfK1bAfoFQuM9/kS0Q1Qjn8WwDIdEUGyLjN0OxbMu0DFRVLQjJc/5dTvx/l8KtBuAA093rCwRHS8K8qKgpuq2QRs1x2kC/EOZTnD33WwVw1fxLKDLFs0BwZnP50zcbbtMWTA4gPu0GrXjn0OqupQ30pZVlsY5iyiu052Du1RNuLjXULBKn/eQnaeR7QNrb8hMYD3mDxqYDYOZutgn6xi3XyPZz+vcfFTE+7g0ZjjJxYhYbiHfn6F9jhHfW8GRHCs6tgN0M4U6kOJ5Io/u9ySRxmUhGiZVdg/BORQMHKbn/ZxlMekpfAB128YPPzlFNWJxeaBxOpVifJ2QDcVEA7Izj3Mjso2f85ktNMGtX8RaM8dpgmKxzWWb++QP+/xjemb+JW//Ku4oVb4b9797/Cld95m1+SOLr9uRgFx80BH/D+vRy5RhLXOafG2u4DdLZbMzh4OyM+6MZGpWmYxXGbgZzn8PIcrDPqJgcsN6rsFytsJdGR+yppdG6qhpd6lArvbFnJgLgQATn/Woroh8XPP38bf+vp/hSpP8Cv/yl/H92/cpz3ayLHIB1oCgx9JWuaygmh79IuUY+1Jyp8pM3Az8h5nDztkFz2p5gc5+qmmHTuAG9UkoasxECVX3c1HurZP1agrdIcpnvzCFGdfnSC5agHPkbds+b4Q+ybRH+SQNVkT3SJhWXDzE0hwCioWx3jShiDj8cw5DLMMXhPhtr2rMXkSA0xWoDqx0HN+yfvTwrDMkV72uH5DoTrWWJ5XuPGNHldvWty8zuhUNMzRI6e7zqwaXH9uhuX3NhDeo7qVYPrhDkqxFxDAiIBzicLl5y2yc97Rh2nCl68doEQLtQNXfku2hClbHH43wdVbApOnCmGnyInoHacLUqK9GfFlHe//VnH81NzIITter5yRmDyPydJpOrYrD7MU5nwH2STcOSKQpC80aUaSD3I/TyOZKODW71MfOfkW25qCBOzGoT7SSC/5AAUpyaloYg1dxNwNGSvYZLePb3PBUL3H5MMdtq9P8e/+yl/FX/z9b+JvfPvv4g/bN/G3b/4CnhYzBC1QH/Jl91oQHuM9uiWj3Loc0E8SNEuBzesB8/cEcft1D5UoNCc5uoWGtizmEZH5rlcNVBxftnOJ7T2Jwx8MMJcVXJGgPUrQTSXqIwlngeSayLn0okE/s7gTrvGrv/EbeOPiCf7LB38B387uQ6w1drcVZA/YNWCuKvIbY9eGcMTcmasAN03grITXLEby0aGrBgYA91mayScVvJYMC2oGoC7fSlDfDJh+DBx+R3IhiM/bcJChPrbY/EwKZwCfBOgKmD7mKRkugopiiE2XDu1cor6RIL2kx0NIQSNc8Y85RPVP4+N1tIzuKCw2d2ZojgzSjOaizQMyFWYPB+Q/vMJwPEV1kqE5kDClQHlDsYhEsKDWa4GDdx2e/byA1zNk1zQxffLLUxz/6TAmCIdMonhM+pBuAy6+OsPxH15j+uEOonXQbQ3VGFS3M6TXdM8NucL0E7YtA0BzbGEyBdknGHIF4RjKUWV04iUG2UWP4z/V2DzQMDvNbH5mODpNNVQ1wGx8FDgjn7DsIIeAzUsKySqgn1DgbA4VdrdnsFv2RUACeqNf3D89pya6ovmGO61Ec0ToyME7PDG1h2QDppc9dRnBq1Z7QijqkAqkl9E2rOMDG6L2FhcIl/D7293PIYeAvOQJ7+g7PX7n8Iv4+p//DP7yD38bf/O7fxO/ce+r+B/f/CWUYobksiHlKdfY3U6QndPLUd9Icf7TEl4BL/16BwTg4osTQADLd2patCuJ8maC9Dqgn1nsbmnIIUd2MWB7T0MOYNCpC6gezHD+JY1u6XHyDeD4m9XIotDXNY7cDn/l49/Fn/m9d/G33/hF/Bev/kvopIHettA7h8UHnGR5w5cLSmB3J4GpPJ59TWH2AaDaCVTreEWJxb0iAPWNHMJpZGctTDkguXKob2aw1x3Wr2WYPupgNh0mTzX1BAE8/Bdy2LXA/EOH9jiluDoVaJcBeidw+F2P5HpAcl7Fer0Eqonp0QNOlGQPDGmMBOzJTVKQGv1jfD4VPobJwb3w0z/3b7MyfdON1eR2TWqP7H2cSdPp6GKxSXmL6i1rxQVttMBoiCpvaFS3BA7ecUiueqxeT6BaIrXtOu6McTTmUu4o2SWjrfnzmDS8N8PujsHkSY9uxjFX8SQW0GqB8qalryGOC8UQcPWmRXbpYcqA4nEFEZOG5z93RGT5+/UYXhKOc/fksmWOwTNso2qiv5ojC11z9g8l0M0Mx3JaYPWaxfL9Du1SI3tOiM3+59nd0Zg+HqB3LEHtpmb0edjrFs2NDN1UQg40WUlHE4zLeKetTixM6XltyGT8fQwRsy7QLmkQm3xEiMjmtQmys37kBcw+6UaL8EG/xb/67Hfxi+ffxj+89UX8n4uv4mN7gqAldveYZLSlxzZCdbJLj9kPyX7s5+Ql7suDdveAYRJQPJY4+ZMGu7uWQNRMILv0mH5Uo76Vwq4GdAtOWiaP2tHD0R6m+OLVx/gLT/8QP3vxLn798Cv4O6//OWyzHOmTDdyU4l9zwuAVr4PdiOk/+0oGsw1ItgH1oUB5B7jxDYf0okN5J2Ww7eGOzIVMUYCt2UmyeiPH4r0KQ6FZoLNt4XOLYUKHbjAylvEkKG8qqAZwCfh7rDh6VXVPYMuS+pmuBzgjUZ9QX1Ad0E34DJgqELwTS43+6O/86o/sY/hULAyz6Z3w2X/xrwHgqqsbztKh5RhLHWITsaqHkU4clMQwjfeqiUL+lOWku3sZ0eQhQHUe5U2L9NpB7+iSo+otaCiKZJ9haqGqgWani4qjOQDtcQpd0STSHljo0kE62nCDUegn1CaGXMMnEtnjHfolK/Se/IJC8ZT1duqapbfV3QmjyVf9iGvvlhb5o91IsuoLzTGlFKhuGjz/cwNm37c4/lbDTEAAhonB6tUEpmSvYnLV82V1QHLdM2051zClY63aREHXvDq0Uxaz2m3kMqwG6MahzzWSaxKT+jlPGPuHT+260VR18VYG3QTk5w7JJcXJ5tBQsJTA7rZGduFRPCppBT9IaDG+2+Iv/cnX8Rff+wOc5gv8vaOfxj/4ypfRlLxKuJTjPeED0r2KHpOCQ86phEsVXCpR3mBMvllINMcCQw6c/PGA5LobuRrZk5IvW9PjeNjiz3Qf4J9/+g1o7/C/v/Q1/Obs86hkGt2vCuXtBEMqkV0x/WlKB684DevmFnbNv9MQx8PdnFH5i694LL8ncfjd+NJvOqht88KgdlmzGHeeUKhMFHx0VerRlUt3JGKhc3kvi1BZgfwZy4MY6LNjQHBzP8Hy3RL9hDxJux7Qzdnzsb2roOuAxQctHaitw2/+P//RT9bCMM9vh5f+jb8OSODouy8ac1Q1oD1I6F1oe8I5BRhssZqtxJb8vWHChKBsHbYv5bBrthC5iUV9TFhJdkn8uKqH8YjlE0WkXEnbrGodo8pRhHS5HYGq/VSPZqT8STX+Pfd2U1cYmPMdQkKRcffyhEWzjQNiLr5fpqiPDOY/WGGYpbHkVSC55Iv37GsZpo88pg9JF9blgNVrZFCYOiA7ZcjGpZroNP/iWpRedONdcv9QwQfo2uH6MxmyS4dkxR2sPUxR3dDwmjv0Hm/nEoH8KacN7ZGFcEB6WkN2Dv0yxeoVCnvCA8XzLhbZj/y5AAAgAElEQVS66nhic2iO7DiRkT01GQiB7YME+dmAdqExfbTDz129i1+6+h6+evU+HmbH+Pr8M/jm5GV842uvQdYKxZMWLmNHZHrJwNdo3450qM0D3r1VTxx7N6OA6g1w8wcVPnv6CF9dv4+fP30bR90Gf7R4Hf/35C186+h1DFPqOkNOzkJ9xJh5ctmylKgcsHklgyk9iiccI8t1BbdkCG/3Em3pPiYn+1xg+ogLR1BkbqAfEPIE8JEZmiuOPYfYs7pu43icGwJr7pkyXb8xQXrFPpL1SxrH32mgN+0Y0hO9R3fMjEX6vAI0fRRA1D5iYndPUAeA/+ub/+lP3sLw+V/+axAhIH9IGEowfAF9okd8mM8NU2pKQPQe/Wxf5qJi4zRQ3tDxoe1htj0zBzVX6f1/YzYUC5uTnAEuJVDe0Fh82BA5H621ECL+Mqkg74toZDugujeFahzsqh0tzG6e8QfygRmOGGjaq8Z7F96+V7Bd2rHLsjuk+t0sFR17LsCuu5G87FKN8g5TenIIkAOQrHroVQufG3Qzg/Scc/h989U+kVkda2SXVOWD4KhTOIJWu5nG+iWN2//wigm/HW2+15+fwVmB+YftqAHJzkNvW6w+O4N0iPmVgPSiGUE7Q6Fjl2PA5GE1Wq/bg6jibwgZUTVp0nbo8aWLD/FnH38HX2ge4Wa3wsezE7yf38ZDe4znR4e4MhOsuwzbIUE7SRAg4XMJHRxOLq9x0G+RHXa4fXGNB+0pPnv1CPfWl/gkP8Yf3X4df3D4Wbxn7kDUjGivXsvQzQTshpj3/Nyhm0hMHrfwVuL6dQsIXkknTx3ypw30OuZPYm9GMArVrQzVMfWB6WMi8VTZo76VI3vOzs9gFGTdozvKaZHuHcVJy5Npe7PgBhVPJi7VUHWPfpZAOvo7tvcYnNK1R59LzB7Sd1LfSMZ2s/SiQX0zRXJJnUd4WqddbhjX3rb4+9/7z3/CFobsVvipX/j3GHBxgCkHtAuDyYebkRrdn0xgLtikDAA+NfCWnRHtgYEzwMWXBbIz5hucEciuBqjGM0UYFwMA6A5zPPtaAuGA6qUet39Twewc0tOKXQkd27DbmwWaQ4Nk7ZCcVixtDWDYyii0R1wI9v9v4QJNS1lsBRpe2Jn7Q5ac9BOyFexqQHJW8gWdpS8w7xc7BKXQ3iygGofNyxkOv3kVcxKayHcjoas+mnrESCQa27NCGDMY/cywcEcJ1v4B42koGBb6tDfpChSebrtgJFux30ghe2D5DknZw9RCdh67uymS1YB+ojD9YMvjba7RLqgRlDcksguPdOWip4NakTcS7VzC7vj3Sa5oONofodW2QVqVeCVc4e58jdeePcPS7XBcrnDY7zDrK+jgIEOAExKDUri2BS6yGS7yGS7tDI/UEb790ss42y3QZAnqEwPVBuRPqvHaKYeAzX0D1QHJxkG28UVyPF3JjpuNah28lmMVgVcinio97GUFn2jqQvuK+0ALv11TVBae1OugJbqpRJ/LyG7g6Wb+0QCXkA8hYiTbXNdw0wSbl/OxgtFbOfZSmG1kdB4YXL3JE8LBOy8a1pMr2qjNZTnmcYLmRvpbv/cf/mRlJYKilVXvKCQK55EEItTgKfKpklqDXJcYjmc8NikBe9nA7HhUKp4btAsNs3NoDjTKG3rc6Yvncqxfb+cC6WWAKYGj7woUH13DTRP0CzYGDdME2rew1w36Kcm+0GxODlqiO8yhdx17JroXTdJBAUIK8iOsQnOnYJoRbFLaJ+XkQIPWMEuhV3TDid4RlOKL2IVAwKep/WidDvsGaSPRHKUwJTse2plCdt7D7jrGc+Npqz2yCFIge1qifDDB5s3FSKWWVQ9ZtWgeLNBNFbKLDu3CYJizJ1QEXjGcEdjdy5A/76I7UaF42sKcbqBvzdAvU74wSiA7Y2lN8cxT7GxZNjMUsSBYCKiGAm5zoGGVgE9YO5ecNxRbJ1N8X83wOz81Q37hYDZuFEaDkegLPYrFumbitj4xcEZg8e4Osh1Q2wlU7tHNNPpMYPoxVfz62CA/Zb7G7jS6gt2R5YnA7CEnI7LuyajYMMeCScaf0UpsHlDMFAGYfcIJVDfh772dSfRToF0GpBcGQwHkz2jltlsHU3nYrY89KAKqFdjeUShOI+Up5n6CpntReOoCAKB7unAh2GMKIbC7a3H0nQF9wfxQctWhmxt2rPQ+QonYLDYs8nEM+qN+PhULg4/EHJ8IyC68SIVFe6/aDZzbSgFR6fGk4BMJtWF4qryTYv72Crq04+rbLUi48YnA9evEdOcXHoffayA7ugV17cb5tGooWJorwjkAIDttKCwaCVUymWnWzYjZ8lZhmFvGeqc8eajGY3vfYvoolrW6gO6A9lSpBGTHX/rIiVAC7Y0Jkkv2Q8q6h2w1fKJhVi1cbl6Yi8oOpnWoj6ewa+4S9ZEEYMhQVJKLqZTQO4f02Y6nhYsOzZGF7D2aIwuvEwATbO8pJNcBds1E5v5EJncNhrSA7ANUH8YxaLs08EZg2uQUaWOq0V5WqO/w/m23ftRs7IqshL2BZ989mWz40Asf/SATC6UlzPM1/DTDwdtR15hZdFMzhrGEJ+V5d1Ph+Nst6hNqBcnWwWca7XHKdnFFzSMfArpFgr6QaGcCuqZRKjvvMXuX4Fk5MK8wFAa26gDnESz7LFisM0DVwME7w9hMPeQcDbdzi9kHNbtDI7x1mBokpyVcbnH5hRyqC/weGwezZvPUME9QPAfWLyUwZSw6jqc92QfM315BbmsEoxEyi7Tq0R2m8Jb9lnLgVSe95kl1yBTSZxXKlyfInjXjaRDxqmyfbn6sd/JTsTCwEJZlH2LwTE5uO8htAz9Nx3o0AIDR0TPPh8YVVKuL5y18SkCmSzVLa6WAKQfIjSetFxQ05eBR3svRZwIpKB6aZxtUrx7AboBQGI4HwWSb8EC3sDCGleVyU0NkdnS4MYTFnoe+kLDrHpOnPex5yQVGCchcxWMdQzWiI2uhfrCAah3qYwPdKhQfbrDvJnSZ5og24EVbtmJUN1k7XL6Voj0QyE7JI6zu5ig+3LDaremQPqzhZxmGaULfgRXISuYXzr6SYciA/HkYTzBeCehyiCQlheIZFzaAJxohBZJVT4W9MBAJ3XaqduiOM1y+pXH4AzIX3cTAWQmZqhHkYq4qTCI8xk0sqhMLCIP0soe5aiDLBiEhQl5tG/SHFOz2OHgXC4xlbzEJiGCVAemFR3PMBUQ1DutXLGQPTJ72SC5a1DdT9DlH0elFB+E81JYLjT0roSuL5ijF1ZsJkpsGix9sGafe7v8+Bj5RqI8MypsKhz9g03k/Jd1qKFgiwysd0E8UhMshW4eDdxvSvWLaElLQpxLv/QsfOPGREl4KCCmRPlzx3ysyTisEE6eqp8Vbdh7F456EaM08UdBA0Dkm7625cM0J34USjHnbf4Iw2H9SH28EzGbgPckH2EsKcnAO3ih+sfu+goIUo36ZsrJLS6AZIGuOc8oHEwgPZM9rCG9Q3bCYPKzpJc80hin5jX3GVbqfRHS6Egha4PozGWYfd9BxCmKua7jcoluk2N1OMfukhyot49gb/j2HWYr5O5sx3CR6B3s1ICSGcdxJivQ5a9TM1QBXJPCTDH2h0U8khoShH7IH6IaUg4e8atjylFqIXI8+Bdl7imRfchD5gOknrHQvbyggzFB8vCU0VCtCaAG0BxPkzzuc/swELgPsKnAHjNMZ2TggUWPEXNRMuLpJfOEyejS85MllL6QFIzGk5DfOHsZm7TzyEFSAsxL1cYHsjNkU4ZkuVJsO02rA7kGO9UsWk0QiueDvWHYD3XopY9veKAjFe7jsHJLnO9hLhfpOwaBa6zGkAhpA0AqLDzp0M/IOuqVlJsFHd2nVQ3gPdD1gDUKsE8gfbaHrHP1EYf3mFMmaIFyXmZFpITz1gX6iYH2AqZiKbQ80ytsWy+/zGSge+XFB9Vpi+9osPpPkPahdSwJVzPoQ0zYAUd8KRjNUlXOi4xMNtW6gAOZ4HKcz44lqzrh9clFDtB1/7/uRvlEIMh1RAD/q51OxMMieR0yzo1kjCAG5q2L7DhNmzZ0cdt1Dr2rUd6eobjDbr0sHVXEV7pY0pUAA1Z0M7VQR2X2SjNHW9LzB7n6O9JpE6LOfkUguJcpbGctgwBGWOMixfiXB/EOgPuH1ZH98Ez0r1kNqARciRUhB7GoKThlDPggB7mAyZvUBwOcUJoec6U9TBaRrx5LWNScCohsgSmoPIbOcxXexALXj9SpIgdl7Gps3A6obEoff72FKgfMva0BMkT+u+OfOC/iEtvHt/QS6pjtu+njgNcMoiPgi7uveghLQMcw2pArtQqJdJFi8W0K2PPYDTC6K3iOpB8z+EVHYPFuNUF9XkPuwvZ9g8kRgyBTyTzYQQgAtw1G6NNje00BI0c0U8rMOektDkl7X8YSRQJWR7ZAZLr6rHru7LKwpnnFU6I2kOWyu0S7o3ehnlsYsBbiZhdcSu9sLZFcDfQsXHfSqQfLJNWxmUd+dop0r6IoxdbVroQCY8wrJdQGzJdeyPSmoxZx2CLcS1LcKZM8rnP7MFOnKUy+LbVVm5zBMKQRjkuD6Mznyc4fseQU3TeNYF0iebWmWO55gmPB62B5YqExFElcHLzRUxUBXum1gdhnb2KyCuzGD3rZj85TP2Ir1j72J6p/Wp88ldMkZtSsMglkw3rptEDKD5KpFu0yoFnceduexekVh+kiQ8NuxHUpWBLoklz30ziB9ssHujSWJOpVDN7eoDwR0LWAqj5M/Fph8UvKLNURodXONbq6x+KBBNzXY3ZGw64DDb28wzBKIlteaICVEP2BYMsiyLxxlzVwCc17xinQ4hSsMZD3AxZ0XHjh4u6FY5DyqG9zRuoMM9rIiUrxqEayOu1wY8yQ+ZvyX7wKTJwrbe4BLBZq5wvJdj3aqoA5TZHUf06a0XRfP6HAMks44uABYgdVbC6TXNHFVt1Pkz1+MYNNuwFDMR5LSkFu4NIJlpEB7QEFOtQF269HNDGQ3iQATAbWuYZVEN41W5Aqo705hymHs3kyuW9b5aQld8wXwCR9NnxhCTeuB/MV6gCy544qeop7wgBgCugX1DwAwO4fNZy3mH8c3IlAoHNKUHY8rN3Y+wAV0hznklAak7MkOQzZDN9foC4n5+w7wHkIQk8YNyJACFvs289OWvoqkQHWHk4Tle33s/WAh8ovvLEG64vMqugHSBWzvp3TknscJTTMQtJvHxQRAc6BhNj3LieMkCz29Ks5KJE8r+NSOUx7RO6hNi5ARM//jfD4VC0OIRCMIRmLNZYnhoED52pKOQMUYttnxeHT9RkqA5w8HpKctj7+ZHkc7Zt2yOh05go0I+gAgBKxfSmC3PDm4TOPyLQOzTZCekwQdBKAS9kYOywxDJmC2AaYK8Ckbk2yWkDzUDeiP85GFMCxSNv4I0oT6Y3IPveWLUTyiRbm6nSFZxeSjkdi8WkA6YPtSjtm7bDh2qYZKNUQIcMuML3iu0c1SRpAThepEI712mDwGLj6vYTeAWNHD4Q2TfKpmFmKI3gFVEmG3ffMAELzDJ2u6QvWuQ7ucYvsgxfx9hyBlTFnGmDuA8rZBeu3GOf+QCHQTgeWzfrSsI8RgUcq7dLekCAwPqG6A2XpUdzLINiA/K8ccwt68ZNbdeDrYN0p1hxmLZLVEf1iQHg7g7Kc1Dr9Pd6Bd9bh8K4XNBPLzAbNPHHWVZzVUYWA3sdmq9yO8d+/70LuOQF1HSnjxpEY3t0gvmOw0F1VM+hL2ogGkZ3Xkc3JSkp3TQXr/7wW0hzwF7e4Dsw+A3b0MdseTYXJFN+L6tRxiKJBc1KOtfl/KDCE4FQk8BQkZMHlMcTpIAR2dlSIEhAmdvPuGeACR99HCTzPsHuSYvv8TKD7KziNZOaiyh+wUfGohmx5iMKjuTZBcddAlARtXb1q0C+DW17uRY+gKSzVeAPayRr9IoaSAuq7Q3pnDbOMxU5MInJ0HtMsE9ZGG3gFPfkHj5JsTTD6muSq5ajEsM2zvMxVnqoDiWeyYKFhWI3uH9jiHveJO5zWFyexJGUdE6SiYuonF9Hk8tvcOQ1qgv5MgV9x5+4K7XHrtUb48iVj8iKqbxdLSVYfk6Q56G5mSASie0cTlUk36VSrgEtDtWNJD0c/ZkzhkEqkPUJsASInpu9foDwtyGYXgzN7SVtseRHiMB67fZKVcfiEQhEV+NiA5LXH55QXyiwGTJ/xuXRpr6CPd6fzLGY6+x1IY1XjYAFx9LkV2SV9JO5NYfNiOVxcgkrwu6rGSDSFAbiqEWbQtR+y9jx4D0XsUTwOSq4GmsnZAdsnvS1VD7OTUL2jhgjpSdYtMRrMltGf7UobsXCJ5zoIgF3GCe5y8qoZRHxkmlhyHGxrHfypRfLjmlGGWIrkmJ9JrToRmtYdqDUzp0U0lXKLhDDAF4Sqm9ihv23HcLmLzdUiYzB0WGZpjmpuEAxemqx3cwYQMi+iZoV3aoDvI0BxqqD4gPW0RDguYqwp241hEs0c5/wifT8XCMJKgtw1JugnJQ/tZdbu0GHKJrhBYvtdD73p0S4vtnQzFmUF1rGGqALtxEHPCUCAE/CSBvayIxRJAdTtFsmJnoMtYwTZ/2GP1ec6zg1GoTxJWszcO+WkfqUUsPaluZ5xjDxTQ0qcs+cDgIzXYIDttYS6pvFf3C+gysiqHZCxEbecC9YnA6o0EdgUs3++plUSHYz/V6CeG/IkL6gp73wa/MO7e3nDmHRSweK9EfZPVcdIFmIsKuzfmzEkUXICqE4tJbLRSJVkS3QG9G/v5d9ByzJwMOR+P7JJajtkSMlrfmYxw2719XMe0X3nLoJvQVdjNNIZUQrqAy88pHLzjMXlYYZgY9HlC8bXQaBdkRMrej7v5iKsbPKEkLkB2XDxWr1kcf7PjtKcDdncs5h+80D6kwzhezS66F/dtSy8KQmCf56GBu2WQXnGs662Gua4hFhnkZYNg5HiKcEXCcFvjUJw6ZJeE3Q6zFLJ30BdbhCKlAc1KJkGjJrB6o0CyZhCQ1m6OqVUb0CwR29ppnipvxRSrA4qzgYammBcJRqK7vYA53QBGo7szR3Vikawdypsay3crqJ5jdp8oVDct1v9MhpNv9RjyHw+98qlYGIQLsJsXHX6q5CkAIPjTa3ClfURQSzCsJkvPecVo3zC4+KrH8jsax99k1iIYhfYwheypZKvWYfWqwuEPBlar1xr1YQbZehx826JZCszfIzF4n6GQA8Eowmu0c4nsfMBkEzHzUsLnFpuXc0weNWiXZPhNShp5zEUFl06hqwGruznauUKfC8we9bDbgKM/3WGYWgw548uq9mMPRXraU1UOIf68zNuzR2FAv0ghWyLsXaqhY8NTelqjn3EMWPiA9JKMyX6ZjYInYtfkvqZdl8MIIwWA7PEWwyxFeSdFs5QozgieufhiguM/pT9BtjRr9QXn//b5lnflwmD6cYNhYgjIKWhPr44Ujr7nkJ536JYJx8unA4Zcol5K9DOB/HnPxGkTwSQDlbugJdOkRkL2Dv0sweF3KzaV5xazT1o0hwarNxj9Ti8ddnc07EqPJ0W5qVG+foDyBunj3gpsXneYv83Wa1079Ac5KxL7geavtkdwFD1lz9g5BVGP4iGvY4j1dvvP7pUpkmv+HEOewWz5XakuIFkNMQRII1s3J+ti/kEHe1XDZYYTlAuyLYOKhrbYBC+3DYbDgk7RnBg3ve0w2/WsTTBLBCWRPyrRLVMMmUJyPcAcW1x8njjCH+fzqVgYZE8ctpsk0KsabpJg+3JBYckFyIHkYV07yKqHm1l0y4R+gMHjxtdLLN+zADxkGavHc0mTVExj9ssM0088zG5Aeb9ActUjPx8AKXD8zR2uPztBvyAbrz62WL+i0E8C7v1mA9k66MqgnxL2uVfy4SSSNace2WmL6Sr2EkQeYPpsh2GRItl4XH5WYfGBR3nTYHdXIL1KiLbfdi+mGJ5BLCkExBXtyyFNgIFlMqFIUN3OqF53HrLtx3ARqdM0ybRzAdVbFA93o11a1S1Uww5PbyRQGOhVy/LXqcLqNYn5Bx7ypIC9buASHvuTSxa+TB47iIE8Cr3t+PJvejo3fcBwUAAuQA4eZt2hnxMBN2TE+GdPtmhPCl5z1i15FQcp+kxg8owntD1RyVsVuZ8SbZFBV455Fy3HnZNxZRt/NwpmR1Asy3G5KIi6R8gMoEjDUp2C6oDskx5H33XwakBzaNAuDdJzLvZCSbiZBXYg5CamHffXQjH42Dzt4BY5RWdN1T97zpPW5n6CIQOySwHdaGRnsVt1oRHmbBZLLtvR+OVTjfpmiuKTHVxuiZG75KRkmKUEskwS8krqDv2NGTe7HRfHYJny1JWE7CMBe6pgtg7zjwZcvqXHK9+P+vlULAwAxkjpcHsaa9iB8kRh/jGtokcPNxRbnIM520Es8tHIZM9LWIAPo9WQ2xoyItRkLJHpJxrTTxoSiFbkGQQhYK/oRSie8jgdMo3r1xWaz9VY/vYLUhJBohGPFVmNXkukpwS9ABxFiraH6Af4LIPcNbTwApg8oaPNrh3aOV8qAOgOUgy5RDYE7rAuwCUKwyuHJDQbxQJXqwHPFKRLYxmMCxBuoKejZ8DJbHucfH0L0fRwi3z0ROx5kkJRGS9vWbgHCeoTgewsIDsLHBPGjgJTxRPHVQU3TZBeCVQ3LbKLHs1xxkSfBF88sMgHTWxrnlh0M4WuEMiuI9r+IB+zIe2NCcyWf1aS8MrYTVO0cwE5kCNQPGZpjDcC5UKzP3Lw8GAHZD9LmAFwNGhVxxrtUmJZc2LlUg0kMYA2SaCqAbOPhth+zkp5YSTsjjxN4QMrBp3iDl33aG9No2DbYphnYxbFGwm3zF70dkiJ5kaK7MmOz0qbI9kGbB4ozD8axsa0ZCVePEMCzMZEbuaQCbRHGXRDUXX9corF+4E9qioWC4VAvqULdMNGzcpPEiSbPbyYV7Dkqh8zG/MPxXgi/FE/n4qFIQhwBBRLQqSLpSOWlWHwnoUx8wT1sWEVeNWjXSYQQ0BzexrbhSQSLTEcTSF6LgoIDDblj3cQdQcdAvqTaWzLZmTYlC3susP25QJnPy0wzAcc/RbBoZAgq6HsIcMeqikAAxqDdm20rRpg8KjvTplilAJiYlCdaORnAw4e8g7bLSySNb0PTL45Nk07D72N8I6J5fF+zkTisOBUQl8yzKR2LVyRjOk9veFkBiDCXu7YNQApGBVxAaIlWZnsP7IXVRdg10B+zu4IfcFTiptnKD7aQe5qIuoGpiL7iUJ1YrG7I5EfTOml+KSBjtzJEINDzZFFNxFYvEdfRz81PNUkZtQtEKhhpOcNqlsZhA9j5bwqO/iU4mOz4P8zWAkMHNmqhsj+IJl+FYHUos1rHs5aTJ54BM1qALOTWL+UYPkOk57wftQcSNnysBGIAwHINi44QwZd08vRH+S0HMfF0GU6BtPA32HVI/9oNZqW8ucd2qXB8bcawnt6B9E6iFSjn1t4I5BctlBVP/o8krXD9r7B8R/sMFm36N+aoTmySFY9BqsgUm4azUlClkdMssoId9Glg0tY2ps92gISsb+0x+zdNXz6Eziu9DGz308kDUoBEFZBOj9Sn/u5iRQfiWZpkZ9HoCZASEjtkV7047hnv7pX92cwJfsThsMMybPtCMZUdQ+fGvRHE1x8McPqSz30lcYr/6uD2fK+DmAsRXWZQdACetVCOAd93fPlTDXkjvbZ9Dwi7lON6k6K+QcN6UGtg+odbGRHirKBCgEuzWE2BLvKpofPzdh1oaoBsmf7cX2coIgdn2rTsjru7hR2xeJanxnIZoDYO95SC7VpMCwyiN6hPyAVKygKenbDkSok6KZb1dyRZtlYmhMSi/44J3PAg2CbwSM/MxhyBdV4yDqi5Zse9a2C+PdUonhG67nXFOLE4AlINRQjg5YYClKsikecBiG2kw+LLKLvOWXJL0iw8kYy+Zgy2KbLgZj7ssfh9ztAFmiXTC52EzY8hRsKh9/ZxUU4oDnOOYkJ4kU6dt0he1bD7b0s1UBPgtU0KgFIrgcI7+GNHp+37HkNbxWNTU93EWTDTovJhxt0RzTlNSc50rOKi3oLBMHeDm85bnSGz/3k6QA3SyAGj+njFu3CxNEkxeyLLxY4/H4NlyokFzsAOcp7GczWoZsrFI8bjl3bDqFISUXPuLDL7ifQ+SiGwOhyyvTh5r5GNxOYPPWwG0Mqz5Q/uDjWaG4I7O5J5M9TJCsP3fA4aa7r8Zjv4ohLNewpUDXvsT5hCez+XjgURJLrOuDebwisXhWxlMWiPTCYflSOPYj7BUVG4SkYDWF0tBUzuSlLwjTUtsXko3iHtBoSZEuEGG8ORQp4PwqHHLcyHqui5tLPLVavGDTHwOSTgFzxGBsOM3gV055Gcs6/TKF6sgz9lK7DvWXZKfoIkqsWw8QguagxTGwcswpeL4QAUoN+liA53fFuK0nMcosE5ioGcwaaydJd5EkmGrKjbbg6UZA9W8adFQzFteQ1yLp/AXD1rG3bL1Q+4YsuXICb0KWoywFBAAfXHZrjOBHYdejnKZojw5r7I5YIyVg7MHtoMZzxWrefBnVThe3LBepDiW4OHP6AWoWuOwRpIIf9aUTAXNWo704ge4HZhwxxCR8gGmL1gpRYv1GQpv2YdCiXKNKvltR+hsgp7Q8y6C0J2fqaDd30SjjIGdvHRc0oO3mnjKAP8wTNSQK9IyNC+Hjt8XTeXnwxw/zDHv1hwRq/TKA6MVj8kAi/+laB/JMXiV9V9wT7LtMf6538VCwMcuDOU91KUd5SaI6Aw+8S4LpPHOrGY/sgRVDA9BGLUpMNc+giMGOxn3v7WQ4ZXzhtJLrEor7JIpgQm3maYwuzcXCWZas+lpkufshdVNcOfa/RT2MNmMRohpFlC7fMoa4rvoQ9AcRxsPEAACAASURBVCj7tOQQHXRy24w9GUFK6OuKhSJaxii1gj5dwS8maG4WUC2nA8lVB32xg15pHJUZmiOL3W2F6zcyLN/jA2vivXeYGgSRYCgUxBa0NkefvqpfdB52c43NSxZHf3wNSHZm7kU0AOiP8li6I3H2tQP0BXkBQyphSrIb+5mF9sTpo2WVvGocfKrRzyzSlUd5InH8rYpGsYYTD9H2QNez6iDCR2TvoTqe9oonvHK0MUoelIBc9zHqHki3UoTh1seGZisBNAsZwa8pi1t6P050VeP4Xa4GbO+z69Ts6LAlal8hPa3oUL2oMMxS+MzA7DhJCIIchc1LxAQGKcijvGB7lZtZDJkewbZDoTCkEnZNIA7AcJ4oawb/uh5icNGDIOGUpM4STwN0p/ZMCx9ZrF/lhEK19DYI71E8G9BPFYZcIXu8Rb/MMP+gxuUXMprNoHH9hoHqJuxirXv4CU8dsvkJPDF4K3H+szMs3u+QXrE9eJ+L725OASAi4ul/L54y92+vuPN1C4aIIAT6W0sIx/aj+t4UyXULsxvQTQ36CUEwwnk0C/4i2X5FTQMSFAv3c28NXH02wY0/6iB3DWRDBdrnlpn5RQJ71QCaSrbadeRU+hBxZ7FU5fkawhoKk4mB9D4WywaIaYFhkfII21FAOvtKjsPvKySP19DrGtngUTyK4mymoDSR4XUElgYB5I9LCmEuYPvaBNIB4ZDXr+ys4yRjzfu1mxgi8y5b6E0NaAVd9uhnPAarBkhWDsID+VmHfqLRz9PxhQSAfpZg9apBfWKQrID0IqA47VEABNbueFqSTY+gFPzhBN0igV1RD0kGWouzi4518Ic5VONR3kropIwgWVV2QKxx65cp7M7BXvP3P+3Yx1HdsEgSCXvdoj7KIQJzJ5P31xgWKWYPgcvPWRy826GNKdjqVgKzJSfCZ6zeC1JCX5IWJqN+s/zGGUKRYv2ZGcqbEpNnFH0391PkZzw1DQWR+slAr0I/tTCbFiFRcCeLeMqK4aiB48cwtbRZ9w6iA4bc0OwlBCYf75CdWfQTjeT5joL6ukJ+uYNbFuyQOClYvtM4LN/rUN0go/PkT6rRNSkcoS4yFjn/OJ9PxcIgXMD0EzICzcUO7a0ZpFFoD3kvFENgWYkLyM4ovMhmgFyXEJmBXfcYcoXq3nSEvIZI3pF1TxHSBfQzg76Q8EZh9nHLK4AScEZCX9fYfmbOCPDFDnAeemkxfTyMxShBSibzhEB5ojF5SgGxPYh/t573331Nnk8U+kJjKA7JrZRy5C/oXQdRNvCTDKrsYYFx5KU6i3ahocsc7ZIgVVW2EMGw5n7DeXr2PFB0lMxmyMZB1w1UhLjSwx9jxg3j7MMihewc7Jq8CpdrmFWD+maG8kRh+V7DP68auMC2A5wtePTtPYZco11qPP2lgINvB9z+fZpnyhsK/YTmnPS8Zr/oJIHLLfkWvYM/StEcpUguqZHoXT82JOlVC1cYFE88xE2+FLpxED4KlwFkYFbxBGZIQ+omcrQNs3iHpxHROoSM/+3TfzaHasDk7sYRtCsMupnC9p7B9FEPta/JOykQtIC9rBn7n2SQ3YDZBzsUT9kSjgjRATjhkS1NWGy/Bk+YAKABWbYQ1xv440XkRpbwsxx6Q0yA3jbxSmliS9bADWTwkD31gaACvQs6RuB9gNoR+e8zEsXtJuLiXYC+2sFPUzR3ZnSSWp5GfpzPp2Zh2FeK+4Irm940MJcl+uMimn0M7Irjl6HQ8EuLVEsEK6F2HVyWcex33kFvW3RHBMfCBZ4cLhvoWiI9q9HPE1x8McHihwO8IRzGzRK2TLXD2CyVPStR3S1Yea4k1LbBsMw4RrPRwx6A9Lxjq/ZxCruhO1AOYSxW1VUsCMk1hpQ7VhJXf+ED5KZGe5Qhe7TBMCeVOj1rKKLOLa8JA01N2fNh7EUknt0BPWCuatp5C4vsaY1+kUDkcnQwBknUffGsw2AVdNUjuRzGwE163sBeR6jMkUXiA/TOo74zIbo8CoaXn0/QT4DldwPmH3TwiUQzV0iveOzVlYNoBoi2gzRq1FigBNKzGsM0qv9lh+64gLlqRo1Gb1u4SYLkesBQKISWHgJvFcpbBsnaI0iF4cBg+sE2sg2zEcbrrWIp7FSiPcnG4JJwwNF3WhrbDPkQphSw64AhTXHxBQu7CVi+18bqQjaiYSZHGDECk55clBREGcjPXNeoXprHZ5OLvsjUeJ1wkwTSHpAofmggGwqruhywu5sijf8sO4d+atEcaraObQLamcDiQwuzauF1xApuWzR3JoAQSC7psQlKIrlqYyhtgJ+mkGWLpHfwGcXs/aLyo34+FQsDwMmEqrhSJs/oWfC5HSEXyXWHbmnRFwrJauAvIlHoc4362CJ/0owvIsBgVva0hAgUv4IilqwvcnQzifzUY/WahtkGHPwgEp9D4MlikcKe0gsge0ZvgwDcNI19j8DBOw30NR+U7igGqYaAqzdTTJ46JGclhnkyxnZF02M4LMgMEAJ+nnPEpyVEQUEQAOvENgHDYcZOzusW5b0cZk1YisuY6rOnNYbCoLszpervY+dl06M7KlAfaSQrJgd9zgcHoPYhYiCqn1qYNV/M9iijUFvI2IFJo9nl5wx0ZZhxkAACMP/AY/7eFv2cpSjeAMnajU1aYsgQVA6zaqDPNoA16A9y+geGwNi4Uhy5zROYVYBPNdS2hWx6KAHWBYYo9AqBZENrd31EhJrd5kie76D37sY65lLuz9AXAt4YqCUp2Ps6OpdS/G0OUujGw153yC4G6Fbh6S96VLdS3PxDNZqR0oueO65RkLGfo3xpivScyHzhA3ZvLKBqD3O6gYpQnL3wy86QdBSx92PXfsZTn9046G3PinvH5Obs/S2Sa05LkjWLhfeLt8sUVNkyKbxl0EpWHf0zUcviM9CS3CQlqtsZ2qmEqX8CnY+IZp3q7r7hOWLeK6q4MIhmFnYgqGoYY6R21SG55uotO08cnOULBSHQHRfopxqbexreAtNHDvlzshqnH4XxSw+aePfmRg7dOAwHBWTn0E0VuolGuvZssb5y40ssemLhZOfhMgW76jCVQLNQ0AcpPQqaIyxpVJzR95FzmIyzeITALkeRI/9kw+q6yHnwVsNGv7y6LiFryyOz91AVIavr14gPy87Yoyl7T69HOYyZk6EnFAZIkT2nWUZ2TBLKpmdOoXOjo24vTB6+3XMs2XmsXk+Rn3vMPqpGeIlLonOx5hy9m0oEaVF8vGNF+6uHGAqF8gZbyw/eiW7NlsCU8qUp+smEJ8bcQq4rvuTxnuymKYZcYXNfI7v0OPxBg/rI4OILFsXRAvP3OCb0Ke/h2ZMthmKO6lhC9oApAyZPPOoTi3YmoFr6N5qlgqo1fCKQrAa88ncDtvcUtvc0pp/0Ywu2rHt4ITAs6GsxOzpdk+sezkh0E4m88hiOpy+uRbvuRXXhQDu0j43qpEDziibiwudyS75C7yDKBmnbj4J1SDW8UQACXCp5/Vi1L3IcdQekBj6lyLjvOwGA7WsTpJcDhsTg8vMC+LUf/ZX8dCwMsWA2f+pG/8GeuOwOyBFUuw5DqrC5Z7B8z409BiLyBoZUMW+hJbpCw2UK2zv8gtJVGKlFuvIwG/YLqm3LrsqX5jSsLFLy+J0fHWR265BeB6xeNUivAtJrdjK0S43JJ5GPEHFb3YGFajwmT8h02DywbFnaBeiaTji7Cdi8DCzeJw1o8rQnGUkIpBfV6GZzh9Qe5OC5y0oBn6eApNovqw7t7RlECEjWzDPs69iHQ46mvFXopwq7OwrZhYCuCSN1/wi6TjZsNlJNXBASA0gJlxmY0w1sPMr3U435hy0V/Q1PcXbw8Can90SSlp0mEunTKsaXWZxT3uQifvB2N7rxhkUGtWuRP6mIyC9blC/PkEVdCELAW6Zmk8sGxzFyL5yHrjWW7w2jwMmSWwtlNfSmQfG4hl1xFKl3bDZrDjWSTUB23kE2bsTNQZBzIALQTwSK0ziBiFOqYJjd6Ba8AiVXpEOpakD1Ug7ZxzFrRi7okBPdn1wR628uKhYYC0Fupwv0sVQtVJOxHmHb8pR6XkJ0PULgOFvUcbK2rhASizRemdS6ZAJzVyNMcwxTMkfTZywt6pYFpPMwpYe9KFHeXuDBr+/w/o/xSv7/LgxCiBTA7wJI4r//d0MIf0MI8TKA/wXAIYA/AfBXQgidECIB8D8A+AqASwD/cgjh4/+vPyMoie4w4w4XV11Z9/DznJOAmNUXLqA+EcgvDe+Scw0x4Y/QzgkehQAuv5DAK2DyxCNZO9SHvDIs34222kTzeO+440NgrMBrD1NUxxqTp10EbBB/Vpwq1EuJITOY/7B+ERWOduk9dsxbHpHrwwTF6QCzZpjIXrfInzH0dfhtnkzMhs1Y3kiYNQVS0Tt0JwX0tkd7wu8k/iLQnVAENJcVyleX2NxnG9OeXsRUooW9akawS3ugkVyziXv9SgY5BLQLAzkhmTkYhW5ukVw2cEUSRUYyJuWCPAm9bmGuHO/LnYOLtCe1a2E2PRmDhcFwkKKbKqiDdHTmBSnQLlgfl55WRPOF8AK88v9S9x6v1m55ft9npSfucPIbb6gbqqpDdXW3giVbMigZzTyxwXjigUB/hweeeKSJjUEgjPDEGGMjIzB2I7UxCOF2dVeru8K9VTe8OZy4zw5PXmt58Ftnv42RpSpozK0NF+6bzjl772ev5xe+3883XezTsiS/HhmWGc5ohqWjfLYhFnZvFItp9Vk9GYilWMN1k9aavRfpuFKY6x1Rz/YenPy8JbgaX6jEq3yXGmbXHaYtWH+rJF8FmhNNYRXKazh2bB/WPPq9K4rzVtS5/cTsq57poCDbSBCvO9+I8a7IMAeSYdqdFfhMU91J1ydPf1aiIuRvd5C5PR5vmufJG2KgKkCn6AFn0bsWfzSjfVCLWrIdCYtKDppliS8s24cZ2TYwnEhEgbSvA7qdxGL/pNuHzvyij19kItEDfzPG+H3gt4G/q5T6K8B/CfyDGOMnwA3w99Lf/3vATfr9f5D+3r/5EaW/2pOFgPbRTFYuTY/qPdNchC9uCzef2lT6iitTTUIP6s5ybn6txO4ixVVk/rSlOzL0h9KGNA8E8eZzI1uG3DEtcplNxBQ9ZmD5VUv+fEX26jb5FDR6EGWaGeQDF5za24PHmUPveglZfZyx/qjk8LNmn+Dk1hJiE3KZHPsqoz223H4sSULKyx3J18l3kJyU+XUvMM/NkOhJZh8koqfI/NXE/KmkJLnLRvratDJTCeihp8hUSsuy/LKhOh/JV6MQq/sJvR32qUU6bVW6e5WoE434LMbDgvG4koMvt/s8izteZH8oAqjsWqCttx9mtPdFW7F9aFk+nZg/6UT+m8ZAvpbgFr3aMdWW7kTe3/LZLfZyS7YaiIUkOou/QV6bmDv0ThSHPhfvjBo95rbDz3OiM3QfHjLOHf1xQcwNehBxW1QwHMih4G5HSQI7qxkOMuZPO1SA2RvRz9xZtw8/HxkPRbKd3fR0Z6WwO1/dkl+JqlWeUEB3gti3O0m0qp9sGQ5yhmUm269C0x1aufaSWMxXbh9REI0izAr6+zN2Hy0JhWW6t8TPMnyh9uyR3Qcz2kc1179Wc/Ubhfhd3naSHq4UphV3aMgt609l3a/CL8d2+7dWDFESabbply79F4G/Cfyn6ff/MfCfA/8N8B+m/wf4H4H/Siml4r8h2Sbkhu0jQWJPuWKcKRbPJhlSZQ41jLibDgfk9xy7Su2TpYeFY5iLy7F401BcOoalozsyNA8Lto8k5n33EA4/02zflxDV/NYQrMLniuxWSn/bBlk9HWaYjUPfbImZw96KPDW/HijOJ4bDguJcmP1YTbbuCJWkYpleU53LG9QfF+kuKeAPs56wNxKvV7/WNPccIdMCjGkDU52TJ3yb3YrwxTSiANS9p9yN4oxUogw0vaxEfW72VudoBTAacyt3wY2nvBLlHJF9WK5pRCfSP1zQnjoWn4/oXS/DUZ2SuzON24zsHjqmUlG/sQJ7LR033yk5+LliXFjszstcBJg/aZhHmRdFLYPJ4mIQojIQDSIimoJQvX1k9yCjvJ5SZFuiRrWCWLfbYU+CikrUo9oaoUjPZvsqx56v92llegyy7tx5hoMcZzQqQHeoMT2w0MzbsI80dEE8CK4NAmwNcX8QgThWu9MyHc4a22So2snGxCryO3FbOsQl3sCicsM405Rv5TWvv1zLavmwJConB4HTbB9aDneSbtWdFrjNRHYzMByX+FzLVisTwZW93FLfWoazmqMft3sDn0nDV42sULefHuAz8WCYPtG4fonHLzRjUEoZpF34BPivgS+BVYwx1bm8AB6l/38EPAeIMU5KqVuk3bj8f33Nvw/8fYAiW1Jeevql3N3LS7FH3wEqhodL0SQMgfJiojlzXH7P8fD/3BGNpnwjEXDmZick3bBknJVUr3uKKy1CkeshoeAj28cixx0rxTBXzJ5K5mNwmuHQUr0ZmA5LjBNis+pHZl/cypDwtJYU41YGd75Ibrx1i5tEkTkViUt5K759VcgU+i4IhJQk5DMlIa4+Ulwn735KP7rbyUcjd/9xmWG3owwvS8k0GEu7tyoTo0BD+8BYW0wfWHzdvgPJdkmS3PSERclwVGI6iZWrX4gfYzwqkhJPkV904jVQcPij9d6+PS3FuFZdiLIwOJXi0gqBuawHFJKuZPqJ9fsFN98uydey1bCtuEd1OxFzhS8di69b+uOMMUFj7vIuVcrovFNdNmeO5c+3Aik5ldmT8jI0FeGP3Q9PdZftV3RTAqkuvxq4/SgT70WfQo/XPe17c6ZcyeulFCaln+l+2q/7VJCAZBUjb/9iwVRJ+1m/iBKWtOnxlWx9fG7+TKCwuGZvvlswezmRX4pr1O4mAhoczJ+nOZNL2ZZejGduM8p2pZlwjfgr/GElVKx22idel693ImlPSlGMJltPMne77tCr3X5Y/Od6MMQYPfDbSqkD4H8GvvtLfZd//df8h8A/BEm7FrEL1K961h9KD+vrd+juaBRv/3LJ4ecTR59N3H5k2XxQMn/aSmkLjPeXrD6tWDztqV7LXncqDPn1sO+xQuWSpl1K63GRSamZvUsbNklOLTMIgz8sRTZ7ICnW+WWPvdoSC8fu4RLTS6mopiDJ1zOHmiKbDyvKc5HL3kWI2dzQn2QMtdqrCIsbL7bumwa/LAmFYSrMPnR28WxknGlsK/kCu/dqsrVIb++CUKNRqI20OXbr95FydjcyzhzGipAru9HodsRpjWpH/DwXSfqul7tMUVCcd/uINXMrilCUbELsqksirYzmxHLwRcewcLTHhlknakUQg5PPNSd/2nP9Hcm1OPvBhlBaiYUvhaPo5znBGoqLXkhNQfD+epKhrs9FwGRbz1TKBifkbr+mHBcZ+UVDyER8FKxGTxqz64W+XCZRkAdfauYvJrpDQ3goeonVtyt8BvltpD/OMW2gP87FaGWEkCUCM7Fsu1Xg/jqjvZexOzPcfgeufjfn+IcSO+CueozTZCRiFOA2I/NnIiWXWZa0bqG2ZKue7rSgO8nwmSLbBMlDVeKmLN40qN5TRkHbjXNhimY3koS2e1Qwfnsh13ta1+shYLdSXXZnJXaWiYnqZ7/45/OX2krEGFdKqd8H/ipwoJSyqWp4DLxMf+0l8B7wQillgSUyhPz/fNy5v/QkF6NNse1T4dBTRvW6I2rF4c8minNxwZUXAiRR75XCZdwFiutRchG12u/r7/QLkhQl5eXi801iDQpSbjwoRIM/RorLUS7eMbD+dC7kHQV6nqd8ykww4J1M/t02la03Le0HcwiSomXakerNnZsxEpwiuxHAye7M0NwXDsLunkYFKXXVQsQsUcuhsfyi3curZ092MpCtMvQUufytHNNGipuI3Sq5Y9UZbiV2dZmmI2X4GLBXLeGspj8pya81JNWnHj3DUYEpLOVrGbAFp6Uq2onbz+wGVAgMp5KnORw4mhNDdSneipApDr7saM4yQibpVTFVrm4zcfyTd0Kc9fsFyy8a1PCOETEcWPKrSH4juYs66jS8lDtof+SwlyOzV5r1p3MWX+7E4NQO6G7Ez3K603cRAfklTLVsjlwTqL6+RTUd/nRJd1Kgvbh0JYFK2hvbBaF9+ZQo5Q3OR7JbwQCaJIdXAexNy/y2pbwoOfyZ5up7OT6T5zwe10KCimC6pFLc9OjOiqbhuKBfGsrLEdN6+qNc5luFprwcGefSTkgIk6J9WGNan753lBbjMDFONcyeNvQnhcBdktCueSARd+2hZv5ClMIx+3NuJZRSp8CYDoUS+DvIQPH3gf8I2Uz8Z8A/Sf/kf0m//pfpz//5v2m+cPfQ3YjpxWrrtoH1B7JCWjyZ9tj0/FKArMoH8sJQXAtRaJgp/IFm9WlBthLGQLAajfSQ/XHOxfctUx354H+TSbA2it37NVOucE7mDNFKruA4Fw9C/bLbB5wGqyGX1dX1dzKqQ8vyx6t3CsQ/4/PXCax6F9gajcOuJRPD7EaOby22rci2ATMEpkLz+t+1nP4wkF1HsmTqkVVlYP2tkuu/nXHvBzLhLt92HI05w8Kk5GuxcevMphZB7Mhu3e+x9WiwzZiUo46pFI6B24z7GDO0oPh3jwp8rlh8ldaGicFpEv5e94HjP9nu8zX1JC7D4kq+r+n8vkWyKaTVrrv9EE93E36R0S0qObBLzfg4l+QrKxZv4StKsE5+nXwcTtEvxCeijEInTsf6W+We37H+IIOY054YihvxVYTcoawchtntgNso3Nu1iMzcjF4r+mWaWc3lQLXpOZgx7PF309yRnzdCkVKa7jhjKsRsZjrB8OkEAo6pFdLrgeGsxrTT3s26e6iZioz6rWzhbOtxu0lSsTYZ2w9rgpEw4OJtcsJGubkoH6h+dkk4nDHOM/RdXsrzhvVHNbYP+EyAN4unA9mVJHyFZfXnezAAD4B/nOYMGvgfYoz/VCn1E+C/V0r9F8APgX+U/v4/Av47pdQXwDXwn/xbv4O6W1FO9KcFw8xQXgXcVibsq48FeKpHmL2eKJ+v06BNMywMZoSxhuVX8kFT4Q7C4RlPK1YfW8wA9//vEXvTygqsdOghUl+PNPcybAyYXnbMd3fB5n5O9aqjP84SrNVj+sDZH+7Yvl9y8/0DUc5tB8bTGtPf9a4iXAmZxV7t6I+OCM4xzl0qE2HxpGOqpPdtzjRHP4kiCopxT5hW3SRy7tvA7LkE1OQ3gbGqcG2gftmx+qSkyA3xbLE/QIUaLBsEfKQ/LTBdlohPUqLbzjPW0r+HzBEyUnUlVZSeEro9M8Rc7PDZxS7NBiT7Q+A4svbUzUgsrGRQNiNu9c61qabAeFTRHyXoaSVcBtt5Rq3IVx5f6H0cYP56TSgypoMcuxkYD3LyV1tibjB9SXuWU72UfFG/yFj+fCcEq+3AcRr+jXXB7r4hu5V5xerTBe2JIl9Fll8NhGXFcFRg20B+7cmuOpT3rH7zgGEm1ZwZw56ejYLNYwdBVr7uuqF60eyzMgW+IvxF5oVoYeY5zfs17bGBmOMLyDYR20Sqy+QNWk/71mo8LDG9Z/H5rawwuxHVeyzQnZVSUTmDP5nLexlkLpHd9EQl6tP8ohEV6xDojhwqFJikyflzPRhijH8C/M6/5ve/Av7yv+b3O+A//mV+iKiUxNonPr9rZPhoNwL4OGwy2ns53aEkDg/zA5Y/WeHrDDNaZk8TH9FqurNc7myzTHrUQlOdJ9xXJlLc4AzjwtKcGVytOfjjS6aTGZAGfXNLc2qYCkVxbRhmmuKiTx94Ue7VL3tUEHNXe78i24z4Qr5fcSHY9JAbpqOa/EaGmyD0H7OTQWDWT1z+tkTqzZ626c/dPgE7VO+GXtWFmKKKy3Fv8V1/qyDfJBvzFNBRLOzTPGecW6qna0KV4W5HWfndoc7KgnFuGEtNcEKWdlvP6uOMYhW5/UhTvxRVqJ6ETRGNSiE4A2MCmtjNyDAz6DEn78Y9UcndtHthkJpC2py8C829/ahk8XUrWL61bFI27xXiX7juaD48wG3GvXw6PxeRkPKR/Lxh/GhO+6CkuBww6wHdDe88DMPEcFIwe9Ziu7SeLgzV24n5syDvUa6JR8U+GV3ckTAtSvKVp7gS1S1KMS6S1iJC/XYStHyM+GLOONMUl8nUN8hMIswKbn59xsHPW9x1g90YiguJy4tK+Bm7+yKEu6sI1ehRToPRaeaVkqZaiUnsTnMxi5HhdpMY63ZeTGY+0J0UogC+bGUu8VJuMP3BAd2xpbhmP5P5RR/fDOUjMd25RKd/t3ILmUFpKR2nQnHzGxG3UTKsuprhbjumQkv0uxLHYvlK+vL2JJdNhEkDndQrjocC+nj1H0wsfiS9cUgRYW4tK8j8ssdnBdEoNo9zyquUIOUj6w8rDj/b7bMB3UYyFYLRQlBuJ7qzQgJFPnLMXnm8U8yet3JnSFN23Y6MpzXzl5MQkYHhtJT1pNV09yRH0fQB1Ur1FJwi5GIV37wn8etHn08MB5aiFx0CIGq+Q4Npa9x6EIDN5AkJ2JpdtURdEVXk+rsGt4Xlk8j8+Z268F3SFIiF+S4NOs6ztE4d5YO9SZDYw1JyMOYGc1JJelKUCsVddzgjeRO5j7i1SvZkk3DweULUTwnDL8/bF5JJcZcAPi0KKCzl2572nnzoo9PEKKu/8UBe92EhCd6mCwwHFj1EcVRq8UzcaWbuVIhELXoWJ8HBq08yjhoBwdylnbv1wO5eiZ7kzjwutdzA0kzHlxIRB1C9nRKNK9unQSkvUv3+tEo8CC/Yt9xgjRYlZnIEB6dRmQWtGZeOfqm5+q1IcWk5+8OA23rG2uBLLZmVV50wIK3GXW6TRiLKQPc4SxulP2cdw/8fDxVBbzqy3jMdl6IETCaekFu0D8xeDlRvVaIwmf0+/u5OqxSyGkQcbeUbMRnp8vYZxQAAIABJREFUUSoFYqQ7snSHiu5Icf+fWeZP5QPuZxm+1OjB4tpRgmCbwDg3VOcjtvPJi+GxbeTqN2vqt+I4bE4t9ZuR4cBw+y3D/HmgXyiKm8DJn7aoITAuxC5tLzaoKP1n1OIK3bwn/IHjn6bSe+HAKKZScjTyoDDXnv7Y0RwbyptAcTWwfKLxTnH5PcvsWSS7NVKNtGI+ym89vjDYXbrY5hXDQYbpbXoeE1FZDr6UHtVnCpfi7vObyLBQ7B4Xckec5M5Pgq/YW0HG3dGKuhOH2wl3sDofaO5l1K97VMoRVTHic8mbVFFjejkI3doLS2EVsE3AF4btw4x87fGlJr/qGZYZ4zLHdB57K7ml+XXPVIi/RXV3F5FcG2r0zBLPw1pNd2TRBvIb+SB2R5IQXV1MAojxEX+aAnRvel79tRn9UWT5taF+0aAGmQP4ylFeydyhfrJhOK44/ws57eGSw88amgeSCxqNJHf5WSZovq04M2Mhz794vSVbucRlGPYfaLtOTyTGffvS3islIu/rjuqtpbmnuPytDLuTtW916cWjUjncTYu+3hAXtWhB0sCruOjxpcWnzI1f9PGNOBhCpukfH8idaNNDyIha73us/n4toSJfdfuglDv6cyzSYKwRA5GIYAxTZWnuO5QH28kab8oVy69GDr5EVmJjkLh5p9mdWezSUOUGd9uTrQa0d5K8PcndD6WYPQOURI6hIF/LG1C97pmKAtNHjj7vGSvJXTD2HYFn9btnBAvzZ32yGGccfLaVnnA3SgwaMJzV1C9bslvHNDPcfFcIyic/kui5i++XjDVka6hfRqaS/Ro15GaPi+tOHP1xThElHam5Zzn+4QrVjcJ2HALZrUzOm4cl7bEM7Oq3QqPuzoSbGKzCDhGSQ3H3+JBhJoffVNyt4BJCbwgU1xPX3yk4/nGL2Q2i+swMKoXa3A07hfkYmQrhfU5RC5VrSJF/tUvJTkpK7VrSw4qLjtkz0VnoO+VhjHu2QTioGU4qNo/Fq1LcxsQ8tMxe9JKvAfscSdOLrJ0QWTz1DNcau5tYfbtm8XW7DwJCITCdxHmYPw+c/yXI14UcTIP4VcZaKtjupMDW4pdAKcbTGnvV0p2WhExRvdgxzRznv5tRXBaUybpu3oyM8wI9RepXPe5qhykdIatZfjkyzi3bBxafi+Oy/OIyHT4ZjIKhY/K4m1Y8KZ0wOX+ZxzfiYLgL1oha4WcZu/s5s+dicjFKntDJD64ZD0vGowKTAKSqHbBKTnNfSz6AWws0dEj8frf17B44TKclHfsOcZUbxlQWqwDzlyPP/o6jepNz9odRnIu1IapSerZxIpai849aU78RNWRzYsitlKjdoSbqSHA51es+JTx7TPDYdU+pFdffyfGfFqggIabzJyIKEihInnT1UoJ3xyLRPvypeDym2qEmWH4lE2tiZPNBASjW71tOr/pEIpJ5RH49vcPeIT/jeFQCJVNl0lpRUbzZCdzmnqzOZl9vYAqUicEQnMxLbr+VY/qI7aNcxK3wEQR/bijOG0JuGZYZ85cTzf2cfCVGLjUJczJkZg/IiVq+1+6DGcNM45rIWGnGU8VYK+q3SRPRSlsxFRm2ixAC7roXdkc6sFEKrCGUBdPM4QtNthMi1jDTsqYcA8OBw+eK8k0vLcJOhED9cU62EsBOdS6VR/1mZKosOlWo2WqSG5ARzcvseUd5YfZ2fz0GghPPjt302J2Qrv1ShpFmKx6P/EraD91NZBctD/6FhNCMtcbuIrffnmO7KOE1lUF52eYU53L3D5nEJlYvRa4/3l8CMBxkFK9la4LRaT6RoYfIVObwg1/8M/mNOBhUiKw/KCgvJ1Awe97uPRMg3nzV9uhahBrjQvL6fC05jsPCsfrUCaNwZhgr4RS6rTAC7rYNMYl8zBjIzxv6swqzmcTzH+Bb/9TTnGU09zNmTz3luUSQD2c17qaTIVdmUAQIwu7XYwLR3vYsnhuaU8Pyi5buLKe4kXI+avB5RbbqOfvBwPbDmtXHmnt/mKAuQ8CsraDoc5lBtPdLsrUnZIpxnjYAc1lPmjbFuOWG2auB5izj8PN2n2odnUH7uAeYgEhmy0s5PIMBFUBbudhIkXsqQHdkiHZGcdFhdj3DSc1wYKmfNxz+VOYYqpvExxAjKspcRE8hGd40+Y1ULm4tdvlsJUM7IrjLhv7hDD0EwdFNgeK8ZypKIS+/lQpg96jADPIzmdZz8Ts5iyeebO0l06OU6jBmljHlTdqdULV176GQamR3z9Dcj7SnDreJdMeKbAPeFVRvxbYuOLtAd5qx/kBz8GWy40dwG6l4zLpDtyaRoM2+utODxAZgNVPt6I4sWYoAZJLQHHvTMC1LYjo0i4tWBszjxPBgRsg00Yrb1gxJIdp4adG2gd3jci9guv04o37tWX62EZzgOsGEnWSc9Gcl0ap0aItydfPYUF38Ks4YfOTwp1u6U6EXdaf5fj0YtWI4zFDTHLOTdU137PZGGNOOZCFy8AWMtXj+q3PhA+jRJyKwqM7yy14So+eOqJSYTmDff0WtmD1tCKXFXu/Ebrs4kkn7RtN+cCB9bHrDo1bkl3L6h9xSvO2Z8pLoNPnlIL78WcZUC1twnLn9yrN6m4CofcSuOqlEUvS7HnyC4EqV4HPNOJcZxlRD995A8bwiu4H6rTgnzW1H1KVMuvsR7QzX31tw+ym893vytexuYljkuK0X56IzYPXeaFRcDxSX0J5lTJVjvFeQX49yp6repWWpUYRPMbUGKoK+cz9GCEn2HZ1m+zDDNZF+qem/67j3B0iy9qpN9novgrFJckHsVoaC9ateNh+3YiR7/Hst3b1KADTXWnp/I6g8uxvJLnaCbs9lol89benvz6kuJNA3X8m8Y1xEfAHlJfLr2uy3Mn2hKS8i2Uq+9t1zQyGH4DAl/obfW6lVjCjkUNC9J7+ZaE8sZigkdb1JbAmV0HSdrJF1jKgQKF5t8LOc3XuVHFS1yMx39x3V+SQ4AGVksDzC4mtFc8+hfCUreyfDd3wETMrZiBB1Grx7iqtx72L9RR/fkINBOAJ6kHbCbfwe1R6Nxmea/qSgCJHutNwDQcdFht30mLGnGD3quNiz+9qzDNsKpcftpuRiDImXKOalYB3Fqw3GB6aTGW7VpIs1EGY5ukvRavdnTLUju+4kbNVquiNH9brDbDrCyYzmfia8yF1IDrtBNiApgyBkhtWnGYefC7zj8PNW7hRa4atMhpPbYZ9ZaXZiohIjkia/mahzRX+oqV86+gOZnUQt4rDpsKS5n7H4meRbTLXYw6sLR3M/kwOoDVSve/pjh18W2IsNOCswVMCuOkltGiLdsaU6F15kdJpgNEYp9DAyHdXsHhWUlyPuqtkToWII+PyuPRMuYX5rKc5byrfSjgBMlcWX870IKlpFcTViNz0hs/QnuegCboSapAaxD5shyKB3mZGneEFGGQJPB2WKv2slFmBZinJy67GtZvdY4TZw9gOfXLoBn2uqt/0+ixPA59AfOapXHaabGA5yxoVF97XoUG4H7E0D40Q4nKV/Y9g9yPaBSdXFRH8ooTTGJ3KUkW1Sd+Rkk5Mb1DwX7Ugh729wCl8o2hMFGopbhe2EAXI347DNhO2suIYPDMNCoVJ619314DaB7sjSnGrmLzz5GOS9/iUe34iDQdxsGW49CHQi06CkxHPbSRRwuWLz0UwEKeluqodAf1pRvNrssyqHuTgBVZRyLFrN1a8VBAeHP5Owk+yiJZRWBpLLUnbGKd8y3MmnZxqfSd6EbWTXPdWGzSObIuilcvApumz2VGzPwQiWyy8y1BiYPdklibLoKbQPjNbQnWbYRjTtUy1fM2TvAn3N2DMcFjT3HeWFGKzKS8X8hWcqLbMXKbgmxCQtDuLqBJiEVZFfDZguML/q9wTo7Xu5uO6ulFCHlNjRq/MBs0vvRaYormUaf/2bFQdfDtLa3YFLgPJyRA9BMiTTkPDOLu73EfKebCNpT2pMxKmDgnFhqV40ZG9H+vu1mM3SqtU0A+VrIWL7wqCCY/fxLKVmTfu2JeQ2CbCssEJTdeFTxqPZ9agEzqnfeII1rL8/YLqMw5+L9FquD7XXlhDF3hxMTOQrm4AtosR0W9mETUc1uhkTe0NuYAc/uaW7X5Nf97T3S9YfGIrLJObKRSBlmonZWmTxkmgtQ1gJ6TFMlRweB18KiGgsNaYzspHZSqraNJdDc/UdxekPA/UbeW9WH8uBPvtqm16PGhWQbdF2JJa/gluJmKCuqg10x478esStOsYDGdoUFwJwzYIkSsld1iYohWc6KPcEnfbYsPxKQCXdaSY4uHXg8rdBRcfi6UQ8SwlEm3FvhiKKo22cG9xOetlg5IAZFsJfaE5l1ZbdJtVZKRsNJahI9CiSW3lSsgnRrVxAeIlkt6tOkGBL8WOEXN54dy3VSlQK9/Ka6CzaVxLc4rTAZJWiuZcz//lmb6a6Q6j1D2cSLnu/ZpwZyrc9IMCVYDOy24H2XkH1Zkz+AKmqQPwephEgjekmimuJvVM+Mn9uJJnp45KDzwfaB7VM1F9J5uc0y9BTwDtN1DZFw4k+YfdJhh4g2oLtY2FpRA35KmKbgkwr8vMdw0lN1I7+UMro+ZNW1m8zMV9lW4/uhUbUfLCQD7RRjLXZ26T3FaaWw8vc7Ki+DgIT9uIpWf4Tzfp92N13zJ+LQC2iCEbRP66wfeDoJ+LenWpDtgr0h5apUOlQGmSD1AfCUuze/bzErQdCGir6wtIeGU5/KJXINHf4TJNtZLA55U4IUF2iMfUicsp3I+UrcXM2DwUNUJ7LqtjnGtMoQu64/J4kuJdvFVe/bnjwLwWci4bL72tmT4ApUj7dkC1y0d+0Unn9Mo9vxMGAkVI1Vo7iSpSFvkoZCmmLEJz0is5pokoafyVS0bHWdIea5VcDB1+0mG0vUNcPClSAbBt4/PuR89/R3HzbMnsRqM4l+ScsK5GxIpyAkCn0KFZa3Qlz8fJ7Nc2DwOPfn8ivxAUYtfTR06Fo7IOV0leNslfWg0f3E9NSnKK7xwWLLyTNOLvq0FMuTAQfWH8yZ5aIS9nFDn+yIBSO/sBx8KW4F0VVqBlLcViGTByJsi8fyG56VD9KdmYTuPluKTbjDx2L5xOq9xSXcmhNpWEqDT6TMNXyfEiDPMN0VGIbWROrcaJ8FRlOKvGjFJbqqxvwnljkxMJKIvNxyTi3FJcD3UHG1a8bzv5o3A+83NajJsnLdK3c+VUaLk8LMaPlFw2mL/Z4djWJVdxolSC1lvG4Er/MmEJtTYKbFHIH1kbvuQTDo0PUFPavXb4WncXpn4xcfq+UVvBNj+7E5Vi+7lImpae8lniAqBOro7a4rXxd27wLbpHNTmCaOexmJGaG9p7cudcfZFSXRlLWtmLF3t1zFDdeQm8AtxETmknVlq8z7MWGWVrFg9w0da9oH5aoBDmoLgL5zURzX25keojkt5HuWLP+ZM7iZxv0OGJvO7rTJW4t1PNf5vGNOBjUJBNUXxqKVw3DaYlrB7JbaO/lVC8a8ssWM8/oUoiK3U24mxZ7uWU6nlFeGrJXa6ajmlA6gjO0xxrbRYa5obwMPP7n4spr7wthOBqFGoUKFAqLu9yix1Lgqr2heiMJz4snnvt/MGBv+/3Qqz+SWUP1fIfqxZPhc41O/frd3R+kDM1uPWqYsO0oeZKJfuRzSZDWvXzd8VCGl8NSLNdmO2Ctxq069LJgKoRMpFIpun4/Y/m1uCuH03qvHK0uFab3nP3RFt2OdPdrmagXgsvPbsXJFzX74F4ivPkrOUefWeY/bgiLku60IL/sOP1jwdfFwhHy8l3rM0h5H+7l3H5cYNvI4klgqjTX3zG4HZz86cTySS8cgm2CwQ5CRsaK2Ss6gdlkV/IaSwiMVEuCuu+Y5tl+g2RagZy298Q+HQ2Ms4xsJdfU7mGO24kZb/Nh4P3/3QsX8dWGB7/fsPreIe09GcRmFy0qCGgFI4Gztx868kvRctTnPkm7rUS+2YRe0zCVFl8owInEeuPJV4H21O3dtFErVh85zAD9gcbtItVLyZUMaHQ/ifmt90xnC+yqxedWksuqDKUU9dcbhpOKg68knS3ksiadSo3zAdsGDj+PtEc6MTOS6GmShLY7oMsv+vhGHAyEkPpliAlicae714OU7CbhxE0fya8H+iNhINjbXmytowWbIuSaATMF6jeSUGW7FLiS0pzrVjQAqvdMJ7MUHZcRTmbYdcfRD28Yjyo27wsqfvn5muFY2o/u8WKfRaFilLtVLlh05SCktdzdYE0FiW1XVtM+nrO7b1k8lb5QT0KXlljzbA8o7Y4d5dsB0wwSoZaGnr7QLH+6wc+yJKueWEQYlpb2VAJLolbUL1rKV3e9vScWViCspSVqI1j9diA+LsjXopuY5obVx2JDXn1sgGP0INmfevB7tD538XqjFyXnMOKP58y/3vH2L825+tsdH/63EjRbXhg2j3PRY6Q19J0NWWAzYnyKStF8UJNfDnuMvU4egvztllCJQMpuhL68+jgnODADlJfSXvbHUkFs35MKxOcK7RXVW093ZOiOrKhkU1Dy7LkAU0xynvbHlWDqlobZ85bZK6lSigtJpSYEcIbuVAxKvpCtmNuM5BcyO3Ebj2smxspSvR1481crbCsDzaOfykzm4ndystuInkQ2bjuxo5ve7xO8hlNJMPMP5mJzXziKN41I2Y0CrXn510vKi0h56fdtSXbVYIYZKEQGj1Syvnao4VewYhBK8YS9GZkOCjYfivgnGCEsjTNN9UYlbkNIKUySdgRiNmoeVxTnAstUPhIK0RTM3nhMK73z7tvHuN2UvBQZ3aGmuAm4WRr+OYXdCEKrP3aYUcq95r0ZUUN3NKe4mnApTETmCJqpMtgmkat3QQ4tYCpTgMtcduL1m5FsG0VrkAZ0egjcfDunvJaNgR59kmNbiVzPNGqRQUhlcyUGJq1hLAq5QDeeopuITrP6uGD6pOLwx2thTsxkS6CbEbcdcBpZuYWQMikjuhvJNor81lCdCyPStIGQKTmw+5HpoELFKCvXPuAuN/jDmvHgAHfdAYH5q4nVzvLib1iOf+RYfL5h9kolk5HwJO8GhiEzxNph1hI0VD3fMS3y1NNnzJ/37L5VETVku0A/NwQLKKjP5fXPL3vGhRO0WyuI/e4gZyqhuInszgzbD8SG35xp6tea/tFS1silSbGGCGj1ZiA4TXXuMZueegrc/Nqc+QsRgQ0HGbsHktSlhoAeZLZkVy3TUuC32ZWwKE0aeAOYNlK9DVRfr/DLkuw2Y/ba47YT19/NiTpj8XQiux331LKpMvvAovFEtmvdw0qoWj7gK8vsRaQ6nySxHBgOHG4jTtfhSL73tCzkcF8P6F3HL/P4RhwM4oCzuNsGFXKWXzR0JwXFdqQ6T/RjpzFRJZZiTvVEGH/RinS6ft5w+f0ZB1/2uKuGYDUnP26ZCpmiX/xOjfKRg69EkpvfTNTPhz2AlSi27mmZo8aAdzJw8qV4EvQE2dozHNh93JseRFVoWgkA0b2hO81xG49tRvpDcebNnslFF7UiuxGmBBs5wf1RTr4WHmN7TzgQtvGpzxZnpXd672fYPi7INh57PaLxjPOC7cOM2SuNW48sv+rZPcy4/N0FJ3+0Zipygtbyc4YgGYYxMh5XFJcd48zhSwcBipWnWxrcLia2YapojmqmWqo2nSbpr/7uQ8Y5HHzhcdfyEtqt573/1TAVkfUHmuqNGJOyt1v8ohD6U+mEjJXlsiacZcI1bD1TJWrV8nIUe7aV2YDpAnUT9lP89tiSr70EFQ/yfupe1pYo8IXi5tcUYx2ZP1HMXnuy24lgBHay/rjGNYHytSR2Vc8l1Urn6VpImZLz5738HKUoUMvLO/ryyHSYmJal2298Nh8WzJ/2jHODGSNHfzRI9dOIoermOzXLJyPF19eEg5rFEyMD8LWsmEHAOnqMuNuO3fszto8MRz/pMZPY6adFgW4njn60SeYtWYuWr5t9oI7oG8QWkF91+FmG7n8FJdEqTZVjKX1usJrq2VoUbpVjPMiJCrpFRn4zYtd9UqaJuUfMVjIE3D3IOLjpxIjiNBZQQ+D0j30KWJWgjpgbuWspoT2hFO29nOJC+sLFz9YA0ptHgYV0pxljqdjdsxz8PNAmPFi0Gl872hO5QPKVKBp9ISvUkJm9+m08yMmuWrCCRS/eNuTXAoLZfKvEJWirbRJQpn8XE1+97pIGwDAuMtmWGMX8xYRtJ6FOW8h2UXwM85ypMJSvd4RC9Ap3zk5fVkK39jGpFAfcWrN5KKYw5SPNPcewUJz+cKB4fksoMq5/a8HquxBV5OG/8ASruPyLcgipIMao6mVLVLWE6BhRJ+o2Yd5DoHl/QcgU2UrhS70PFy6fbpgOCunzbzoBvhRyZ/eFJtumpLLzhvZRLXOFShPvldJmDoH584H81jJeKtwuJoWoCMSmXO/hwIc/DzSPKoprGfTpZkBtO8KskMyGpsdmknZuG5/YGWKLR6m9c7Q/KRP3UkKPLn+rZPbac/STVnw7TuOPCoZlQrJdtcnkJK5Vs+1RTf8upV2Bu+zw80JWzc/jXpzU36tZv++YvZ4EwGvUPrpgzzTphNYkojv5PnvX7S/x+EYcDPs9cSO5EMNhhrtpCYWlPxVwq9t48mvx/IfcYvwoGQU+yYMz8UJsHxlmz3NpKUJEJ8pyJMV81Y6xFgNK9boju9wJrXgMZCvRA9ht2Ccx5VddOjRKyjcdbuYorqXdkKGXYnffUp1LX7u7r7n43YLDn8DhT7cS7rLtxU25EQUhOmVJJG5BNCpp73umWtykwWpsN6GGUeLLmp7oUh5GP4H3uKPZHvkVckP9dmKcadYfGE7+VDYQIZeUJnO5gVxanFA63G2/h+PezVtcjMxfGfpDGZbOX/Rs3stlC3NS0B0aipXn/v8lB0B21RBKR3FtJHmpFwejryxurzfxtA+lWhsWwrbIN4Gx0mS3oPtArA39oSN76/fpW6GwgtufIlNpcDtple4EYHaXWsRW/CC3H1egNNX5RHnew1lOcS1KzXEm/oKoobiKlFdSyvdHju4ow8ws2cqgm5HNhxX1iw4Twn6SH43CrSX8Z5w5TDvu1+O+UFz+huXgi4D2keaB2Mmvv1uhAtSvIsWNZ/WJYfmll/d+XuxFbKqXm1LMnMT2NZIOPs0ybj9yHP20Z0jW6+rtyPKrgf7Qsn1omUpFvsrQY2T2opdr97Yl1HIjLc478Y3kBg5y+PEv/pn8RhwMILkH0WrMbqAcPONRhd30ZKtRWAk3HRglXH8t6b1RQX9aUH+5IgPyq0C/mHPz3YLjP/UQJMAlZobmUSEX5VryKKKG69+oOPypTPTxEbfuGQ5y7E6ArroTFaSKCIglJU2PC8mFsL3kTQwLxcW/o3j4+ynk5kbhC3jxt+ZEC4/+jygJ2kr6bZ8b9CQXXrRCIXbpboiWTUQonKyvxlRuL+5svF0iARs5cJwhas20zBhnmvpZQ/VSS+89BfLLQfT5bZGk3GYPBwmFxNtn14JfQyH7+lbu4FErimuZnUSjmL0cRDsyTJg3N/j7h0yVQ/uQ5g+iYxgWjvxm3K8Ox1rTL0SuvvkoEApwt7B9lJPdQrEK1C+6PQNSSFI2VY+K8vmGMMsYlhn2ysvspTD4PEUL7iZmrwbG2tIdWpZvd0zvFwwLJ7xEI1Vc9Wray+59YVh/YPA5ZLea49uR6SDHJGivnxdJBDUKgj4dpG6byvS0Si/fjJyNOVOhYYL3f69n+yinO9DMX06MlaY5NdgdlJeyFh6OyxTwkzE+kPlVftmlYbGE0ganaO5Hjn8cKV/vKF+KdH+qDPXLljKtQrvTjObEcPE7JZsPA8d/UnHweSMzkfuWqRJi9z6f9Rd8fCMOBhWjnPztIC9KbtNUX0rfqc5QQVKQiosO1cup2t7L9842c7mh+fSE+cuJ6+86Xv97M45/PFK83sqw8mJg9lSkpePMMv9qx8wZbr5T45pcqolMJt0hE+DI7FkrASvujjQsd9bsqiWqknEmF+fBz0dO/9W0p0vfrYaiM7RnOb406KSQNN3E6jsz8nWgTIak/HwiGglPsZ2g03aPCtxWwKtRiQI0Khjuz6X1auTOCZLaVbxtyM8V00GegLo+7cD9ntuoEYOVTONHfJXt/Rx3uZW7xyW3H2my28jiiZCoJwxmK3MTX1qmuSNLr8e4MGQrGZRtU/7E0ee9mLUSeKR6M1BcCwvy7I9C4jcKI7M/NNguScAzEXGZ3bsBst1OcmhpRXY7MJ5W6M4L73KUStHuSBXfwDCXxO/Zq57mniSn6yST1+uWPAl9xIkbyQLU5xPtfXGOTrkGLewNQsDPsj3CHyf0L3uxofRiYiOFCeerac/EXP50w9IomkcV9Zthv6a1aRtzB7G5ywcZDgTyYoIAYNUwsXvgOP6RzEx2788oroVWZW9TqFAtcuribU9+I/Or0x9G2nsZ179ZoQeoLrzwIF9vUb+StutE9+Ggwmw6hkPJFyARhMrXjdxNg5T420+W9HPN8su0kskdGqi+uiHmlkMz5/ZDx8X3HfPDpUBBrztuP6nJV55xbkBVe/PWNM/YPXBk20B+NXL7UcHySSe4Lq+FaBSF8+Brh+m9aOY7iaMLuWRL3M0vtJfYsZBpisuB9ixDTS6ZdUbqNyOmnRiXcmco3jZgNaobCLNCFJNpCBkyjd0OmGbEVwmb7iPDafIGtEkPkC54uxIA7B78oUX0059VBFOIZXfrxfjUTymmXjPNJHF79mSH8hWb9w1v/5Lj5EcaPUr6M0Bz5shvpSSeSlnNTrXh1V+z2K3i4EtRC9qdJIT3S4NayJygSKHDErYr9GwVSTQoiZtr35/vSVhRWxkwtsLy1F3EXTSypm7y9FwmxrnDF4riYmD+pN2j41efaPIbRXmpyNaw+/RI5halYawUszcTu3tQu/NUAAAgAElEQVSWbDUiOUqCFfRFyg9d5Nx8W4jLr//KAfUrOPlXDWFZ7RO1opMwY1/Z/eZlWuZ75kN/6Jh/drMPqG0eShQfMe5fg2w1ShJ4iEAOPtLcV5z90SgBtkr+HhpUH/ay9KhUojY1tO8tIBfX7OKpEKhVkDZsn3z1Szy+EQcDQYY0uofpoKI9S1HvqxT1HSJ+me/VY8NScfrDBrOVDMGYG4ZlngCohvyq52Q9Mc4sm/dkx5/dWrSP9IdCMzZDoD9wjDOJYxP8m9z15y807mLHeFTtPQC+ligxPQh4ZVg68mtpPaKB5iyjet3jdoN4LjLxDEDaJefCgxznFreZRM/fjBKbntgS0VmJLZtnKbbd0J4Y1LGlfm1wq04gtnjy84ZpntOdZOjBEXLZotjNIKyD3O3zNe+m5mOtqd5IVdPcz/fE4u4ocvInAT0KDyK/mfCZYvE00i80w1xx+idCo8pv9T7kZqotysPNtx3lubyP24ea4krgK/lKka0948xQvZBSdjwopNrxYDadfABrRwyikchuBvqTnN2nBYtnI/lVmtprTfewIp7kbB+Keci2oBN1Snkk5k4rVMyJSnH0U093IGRmFQWnlq16/OjQg0m6D+iPMtxG/Cjrj0rszouXxmmyTcQMQoUe54pnf7fi5F8F5l+sGQ9yglGEXNa7vrASmOwM2ipMJ0PTmFkZLlL8mYxTu88q9bNsH0bUPLpDvyES93RdA3RnFSFXlK8kgWqaOwiR/pMlY6WZP2nJrqX1HQ5l5mN30j7tg4l+wcc342AwggczcznVFl/saB+W3H5ScvB5g69Eu759YKkuPYeftejbdKE9msHM4tbvdsAqgUnMEDj7g1vW316w+liz/CoyT2anzcfzfSx6cePJbwZxSlaZfLhGGXYNB5bq+QbTKHQh66Vx7vZR8tlKBn9EUcUxeeymZzJyEUyVSSs0LWRjqxnnjmlZonzg6jcL6rcZ5WvhH8QkutFe8ir6hWb3XgSVkdcG0wX6MpefdztQpDnKcCiQleBMsuCC7qTd8CcF178mUnCd3IjFlWLzXo7bRubPRDl310ejFdlGtBnZLQnEYsnabi+m6Y/kELn8XUv9OjJ7NWKTTP0u3Lc/yoUNMEhYivJSRdzd0UMl1uWxtjiQjEclNKiTPxbq0e5xxWzdoZue4o20Tev3T/Z4s6jFOl2/7hlrS3ti8E5wgd2RYvvJhJoUi59l3PuDrWwVkI2A8pG5Vtx+y7J4FtFWUawEK+ejJGHXr6Ras23B7p6luBKRnShbSc837qnNetfjT2YSIdgMTAcFobAwFfiFzCLu8kUZRNAWNZidh+Qs3j1w1K8D40JgtfllQ8wNzioGm/JNR89Yy7o2vx7J1kp4GLmhO85pTiyHP+3la65HNh8Wv9RH8htxMEQlK8thpqlfS8nsnXAV7qSfUSlZ0zReABiZ2+cl9kuD3XnU1ifVoQxm9BDwpWP2rCFb52weW/qjnOxmwPSBgy8n+gMnoid/t+OH8SiHo0LEVCkBSAXxT8hAT6y9fpGxfZSTr7wITbRmPJ3RH0uqUL/QZLtIeS4knvXHNcsvdgI6zTXaK4ob0Sf4yu4t32adDoj1QPEKxs9k3dWcpoFcBtFmVC99gqVAdtMzHuRywPbpa+aK6s2IbT33fjDRnjixLF9K2G79Vga4UYuQCRAGoVYS7FNJ5WZb0foLn1CyN9ytsACOPvfUz4WNqNoB1Q/EImf368cihNpNtKcZu4fi4MxuOlnXpU0KQWYV7WnGlCtp5y47th/UdEcat00fwkWJbgbe/vVjsnVk9mqgT5qS4rwnZpr8smN3b0a+iQy14ujziaPPABVxm46pcgLcGSaa9xe47cRUaRZPJ4rXDd0DyV4QvclAfyxbnP5YIg0WT4b9aj0UDjME7FrMaqF4F7obnEYZxe69pdi+lUK3o2zbduIB8XUujs4kXNOT0J9UiCy+aulPhCglIUceJiW+lEI2Z6FwlG87Ypp/DQvLsLRkq4mp0MxepjS1NBtxu1/BikGPAbfxlG99MqZAdT4wlXZfPksWoAhZQmGhlEFV8bqhOV1gtwO7D8WWbbeC5FKT3CHvNg31W7G4qqQtf/E3ct77Z53491MIix4Dw8JQv+z2TAQ1enHstaPccYyYh8x2wPTZXo15NwysXrWCHzuTNsVtBtw6Msxn7B5X5Dej5BiMnsUmZWp6ScG2q0R0nmXCM9TiFXCbgflnHePZjO44w208wzJLIbdgOnFIOq24/dCyeDZhW+E+zr/coLuJm28f4ZpA815Ne2SYPxvI1oMwL0rLcCBzkX2rUBoxljlhILZnMth0W8/Nd0tMD4tnHXrdghW6UTiYMR0UFBe9XOxWlJmrjzOmMse2mfAIvIi3TD+BsqL6TDOPaDXF9cjm/QI9wut/f0lwkh0ynHju/QsBmZSX056kHTIJAD78vGE4zLCNklbUSEWixyAzEQ3dgxkhV6h1FN1KbRkPxRMC7KMKbSsJaS5Gplpky1HBOHOMCyvOzhRefPeajXNHeyrXqncyuZAkKEv19a1skZzAVGJmUwCQIb+WA0nYk4HqaQr4ncTaToDm/VpAuulgveN19MeyBYI7N63kc4TMMByW2MZTvv1VVD6mPbEvrbDyx3dW1P6sEoBFprCd9MvZdQo4KR1Yzez1yPpjWftkt/JvbeuFZJPKatk0aLJ1ZPdehYpw/KeB7aM8AWMD2VrujLYJbB8XzJ+GlAEp/VrIrQBKLkRbEHNNvprwhYYGQZ7NM6Y0jdejZFlGoxhnGbaXKfNUGaayovryWkQ/VqPXLar3cijUQpL28ySr3SVewTjhLhvsTUt/XyAhthWR0VQZXJSqpj7X3H7osF3E7SLbb8mBOZWKq193HP9k5PDzVmTBd2QfRUqmkoNAD57q6S3RaqaF4PW7QxnCbh8aZq881bMdw2mJOq7lzjZp+nu1sDJG6bmDFQp1eR04/wuKj/4nGRjHTAtOPxONAiAxAPoOs5ZTXEXmz3qGlRVYz1JR/VCw8KYTmI+eUrDwnwmpLRIjQcjWCee3G1CjVJh6Ern9VFuym3f2dLSS9yD9LMHIGt3nhuq10J7Rms17GYc/a/eBPHdfo31Qkq0niivRv1x9b8bbv+w4+okhX03ko8eXjnEhgbXTIkf7QP1UXLd6lIPHz3NBx2kJ7LljSbqNl7Y0N/u5Q3Cpmt0MBGdYfyC0atNN6H4ij0go0e2v4vAxShCLHlNcu1JCvGl6pkqTrSaUh+bMMswVJ9sR3Y3o24ZYSfpysGKvbu47svX/Q92bxNqW5eld3+p2f5rb39dHl31mZVW5ClzYZZsSEgIsmICwQIiBJaZIDEDMGMCAkUFCQrLkATCxBAOMkCdIVVaVXY3szMpMV2ZGZsSLiPfiNffd9rS7Wx2Db50TVRIuRwiVFLlHN9678e495+y91n/9/9/3+zhGlC4iv7VMFNpayCMKmcpLloS7mbvPiN4KSU66eVTAVgKuMnuf/zjLAMl8CLUhbsxNGIJSvCGmzE/Ib0RIgSUx4u47c/SHEu29iOMfRSZplwxaCZOUURgjQlPSQr3hbmKnhtbvka5MWIfYlEBgqtPOpSgsTTh6y3CY/rTA1XcV8jtA30XkS3IvNw8z1K8Dcz43bp8ZEQrN5l5iHMreQUmk0NUcvtJwpUZ/oLB+IjD7MGLy1CZ3Ksd10UiIlpDcKAVNYBcczSI97Nna4+AnmtJqGyBGftZE0aX3wDBHxFcaq8cahz9j4NDYSLSnHKEiYp8cPhwyfFZvk+AoU0DGh2ZH9o5G0cVaGajVgP7hJB2NBLqM5reoGXQDMEEMIx9ys2b6+C4WkWxJifrC0c6tGJs3+fkCblp8VinecTefvLCYfkoi+eJdg6muuQgKwmGufynHOAHGwxz5jcThTz2apxsELdA9njBTY0zcUCX294Pc9HtbthwdVMfquTsvKCm/5PvjJjm6E4PmtYXe/AKOKyFooxU+7FdtEQjYFA5oz1h+AkD9xmP7oEBRJcelELAThXwV2Fl2Ct2RZkPxloISV2jIwWPy8RZioG4dABAFqk83GI8SK3FkOlB5adF0Dt29AsUVb7D8mjudnReQuYGdZIkFSW2Er7irZUuL/jTHMK0QNNWQAEjbeUG2o96Me9xXf07pq20UuiOFg58SqrqjGrUPaxRXCY+vBGJBnF00HKkhAHJgarWd8EZtnnOH3gXD2InB7MMWrjFwpcT2Xo7JJy3sVCP2AiHT3FFdgJsV7K6Hfk9mMssReitRXpGApRcD7FGV5OTUSXQPai6QklTnqCWGCc/hMjn7mlcW/ZGB2bJ66Y6pHJx95JAtGdmmlvRTHP9zvlf9SY71Y4nD97mb3nxLIwqN8z8aaPCynCCI1NUPRnJs7EmM2vlTEALcQYlxqpAtBqgxwuWCztRjiaPFQMT6MAJ5hvrjFdws0biSn0Z4yp7L6465kWnXdrMC4yxDtrJozyuUlyP0qkd+y5+LABSXgK8Y/iJHBuEc/Xjc555ky5H0rCYjsEYLNGvSqnYpbMWdQvNsuz9a7OhQZjWgPynhCjZ6baPR3ssxTAUOPqBwavOo/EKP5JdiYRCWYhwAcBOTcOrcJbN1DulIJJ59SEWXWTEFCanU2+UQ7GLH1RBRvubUoj8tIQIwHFDZt7nXwHQRzfMe4zxDpmT6oAzy2xFisBgfVhgfZMjXDHoprhgMggT/9LkiwXdNkq8IJPHOPnZ7tkR56/f4rl25DwBq2SE0BfqTHDffVBjnEZARwgrMniYE+IVjLJwW7IAbiZtfnmGYCUgLnrenQH4HFLcBxQ3BJ2rw0K1AKan0A0AmZkeNBUIk1KN3sI1B8apFf16lsBaHmKVjS6oCAPI4x8MssSeTsWyaQfY+4cos2kcN06NtgXGiYGuB5mVkzJyPGA9J0jLLkUngWwvXZLAVDV0+l5RS5wLhUYFhKpjQlTIhp5+wwWhuW0g/x/JtjdVbGabPLYSjhsTXBj5F6oVMIrvmiFNtGSorew+1GTH9WU9TlOTxFABmH417vgXAUn6X8dkfV8hSJAHHonGvxGVobYvxwQGyFRuFZqPRnWWofNjDi+UwYjxtsHybdvGgBbozYPqRpLcjNbPlYKHWPaZLBd+k9O6ewTiurJAtHdwkowBMssINhtAes3EoLlvcfWuKu68pqB44fJ9wWbOy+/Txz3t9KRYGCAJRsnWgMWbKaK8wLegjLzj2i2n0AlDNFpJ1OWQC2colvz5v4v60TNOGmGAVgC8ZY44IQHG328Xh7fImfZ1TZzCwCUcyj0RQXJm9JvegvErWXQ+UFz3K14m2k2zTKlUfasUI+ZBr+NrAHdYQPiC/s3j4O6QG9Yca+ZLlvXAB9qDgbthHDAcG4yRD82LE4Y8ppFk9KXDwc+6w3Qkbs0EBuqc12WyZ8s0JC3eKKARco1C9ZLm7eo9e/+Kawq/qjUT+ZoPhrGFvZNlB9sxOHCcKxbVF8WbcxwGKNEkCeKNPPmEWZb70yDYgRt1I5LcDVM9dUUR6V+Cp0ShvPKICszA0DVH1G4vuiI7L6+8oZCtgnAFjU+Lox0BxOaA7VKgumcfhapOajR56nUjVIvk/LOXQrlAoNpaTnjcbyLXAxAW8+Ven0EOkmM4F2OMKqmU12Z+QvCUtG956Pe6nAb6gBkJtR4SKUYaqo0ir/HSFbFoQezct0J1m8HmDi99yOLt/Bfd/nyLbMLm6WHj0RxpyJPQnu0ro/zX7F8P5hGh/6zH9uE+jXptyMgX8IZWdvtSQLmD9ToPLv2Zx/PsG+YrTHbVoEeoCpvsFZD4iRFSvh332n/RhDzjVr++gmxJ+VsIXmgErgjNsCCZAZUuH7sQgV4L9hM7vS/+gS5jlgO68Imjzwx7mZotQGviDguadhUB221FstPP2r7hzukkGvbGQipZv4biTBMWRXnePnIIdfMQ1GcaZQnXBnZHnb4/2Ab8vW3KurrcWYmAsvbIR3ZFOuz5pyPkVS0CdK2SWZiG5HRC0RHnlku3bY/KJQ/ugQLFkw8tOc4wzNqR2hGkE5mqoTuyhq+UVf7foAibPedO5KZWYEAz/9U2GzYMM2wcSN9/OIEKGg/cj1YWrAaEycJMc5SUnCnaaYXumMX3GAODVY40Xf0ui/uMc86e70bPEMNewNXsas49SEzQC+R19MQCg24DJM6L/8ztBx+kdTVvzpz19GVIQYpNXe6DMMM/RnmhUWhCh1/LIsWuoxpIPUzAK9RuPyYekJ+/EYIgRsnPIr/nZ0xvC45LsXaI4UaAGycZx0FzQlU2jSy0xnBdYPdLwJTB76vH4/5QQ8QAm98jvLJqX9J+YdYLoRsDNS05mphXdkZmEPa5IYuq58Axn1T7CoHjzmWjs7qsFituAg+9Rls7IvQzjQY78duAE5QtcX46FIe0+avDQiw4h03uNgn18jPacmC6zZMk3+aTnTXBU7G8QgGi4HXbLzXKYizXMSmE4KtCeKEyfjdB3HaLcobkEhgkx8mbZ8xiQeIoyOT4ZqcZRoK8zqHUP1DmG8wLZXY9sZdGdFTC1gVn00FuL5tN09s3oiZeVIdn3PYWTH7CrHpWBPyrgyhQ770n0lUPA+lGGYEoIjxS8ysZcPKhw97US5Y2HumHlxIAXB7NgxaM3I8xdj1DqzwRDXcD6SY7q0nEHCoGv15MzqTra2IfjEvl1h+G4xJjwcXqgiMusgOFAEOra5tAVbx01ULQke4f8TQuzJq0pWwacfq/H5EWJcRrgcslA200PV9WoXrfYPqDL0KSA3HFCgtH0mYMaPGYfUiqsXiZLecq/VJuRjFAlESoDs7JQy55fLwbMkizcT4mC27lARe/QPZ6heL1hdXNHpNpuEfWFhEpgVzF4AnJjxOq9hsSnotrrTJBKc5d8HNEo+EpjmDMHJL+1KK8lXClSOLJEdR1Qv+iwfK9Claztd1/LMH0uYVZubzpzTZZEc1w0xuMKertLE98xT9kMbc8y3PySQPkmsTtVjvUjgf44QllWCXdfy1C9CcAffP5H8suxMCR/ulr3wDBCApwIbHq4Iw01Rtx+w2D2MReAcWqQrZAgoQq2VtAdQR75mxbCe4wnNYYHM6jeEYbRc16spjm1ApGd6Pk6fRiTHNklk4LtYUnY6osVZ811Rilv59A9mpDU1Hq4KaW3aqCYqn1UQ7dstAVlUqBMal7eWkiXY/mOwewjuzfSRAW4QqC8cjCtg7ABhz+12DwqkW/cPlHKF8Su1a/5eqKS0AvuGKGYcMyWU2jjmgyqdwzlfc2sxu09ienHFMvsxqCQgGwtRAiwByU290ln2vEVbaNR3FiUV8y+3I0ehwON4TAJfDqfSuoMYrCwkyoJyySy24hsMSJbElu/fLfE4Y8dpyKGPM6oJCDiXhciewfbzNAfGjTPtrAzg3w9wNYVhtMS+WW3F5wNhwZmwwooGob+REW3rK018tsB9rDi6xyIuBunClE0MBuH7f0syeOpNcluE7cgVVVRCcAD1QXjBXaWf2gJsU00pdOKC8jooEJAtbW4++YEV/9GhslH7F/YqcbkRUD1YgPRDihuqauBFKgvAt2euYS0cr9YD3ON5jmBQ/2RQQFgmNNqPTYadqLQH5BwZtbA7GOH228SUVC/Cph8Coy1wDhntbU79n3e68uxMAS66xDw2SKxHbkqezIez/6IZVo8K/YGIOGZJZCVOpFv6IbTa6LBhdvtBEkXr/DZmK7KIJctpE4mkxQECqP2gqWd+USte0RRYPluhfLWoXrZMQAkRsScAI+bbxUo7pg36I2EDJG0oyQ2EQGYf+Bx+asS8w8iQk5fQFQkFTGmO6K9XyC/c8hWHrr7LPdAugC15o7fPazJI1grpkj1HuNZnSTRqSFrJeoXHcYDyo6lxd7BuGM47pOoooC569AUbKpO7jpyIEsJaRVsI1FejVA9X095wXj19UON1SON+VOTWIk9G8eDg7kD3Dy5G3uPgx/eceKR3IXrxwXyBceAcqRXBFW+NyVtHxYYjst9Uvn8aVI6jvmeIq23Ht2xga0E6kwi5HztdkIKEoRgZkjv9pVkfmsxzjVEUJyOVDvmpoZKzmQx2L35zE0Swv7NgKgUPQitQDgirn/5lsHxDwaIboQ/Ih9j9kGL5oXGi9/KcPddjfPfE1z8hYBQcv/zzHKAzwomjF+1zEfNNeJBDt2y6lSjQ/M8QvYOm/szNK9GrB4zrPfwxx18oTDO2bgtrwO25+zzmJWFmRjMPvGwtWbW6Re4vhwLg+T5PZZ6rwoT3Yjx3pSCoJwCFhEiykvq+d0kwzjVKC6HvSZBth6yHeEnfLNVx271bkSW37KB1D2aIkqB6m6DaLK9BbZ995BjoxghN1yYolBYf32OsRGYP+0BH/cdarUdMWYl/63rgPp5y76I50PHpKyRR5MQYLYe8w8k1o8oPkKkanL9yKC6IIgUIklkbaRcWTCybSfU8k2G/GbA9mGJ7IYlrHQBSI3UkB6s3ZQnux1x+es1ipuIzdsTRImETWfehU5p0X5aIFsMGGYV+nsNyudL5LlMDlEL2XHyYYsMoRAQHjj86YDlOxmJyqtAynHN6c1O5i67JDbadlBK7Hd2VgtiLxKSWkGuWkStIDNWgFHRJDUeE/Sih4D2lKNrV6YksImGdKxMIAUT0l2APSwhWws/TfGDSkIKLrbdiUFzywi87qxgEzsAMQXBmNFxMW1HGB9x9d05TNtAbUaOIMGU7e7RBP0Rf6Y/rLm4g9qCmEnc+32H7kjj6pcBCGDyjII8s3FYvV2gEgzu6Y4zlMlrwQXPJfdlUt1KgcU3pxAhIrtuYY4NqksG50JRdSkHui+b19j/HtmS7JCosNfjfN7rcy8MQggF5uW+jDH+TSHE2wD+PoAjAN8D8J/EGEchRA7gfwXwlwDcAPgPY4yf/Ln/eNyFiHJMNk4zSFdg8yCDsoSHtKcZsg2hIXLgjWCEwOZxifrVgPzNFsNZDaUluvMcxbVlOVxr1K+GFJnGpCIAyG9YCmJ0e0tqthgRCo6/AMDXOaTjA709N2QwLnvYY2rqpZYwyx7mDhhPShqZBG/2bDHA5xLtab3vHwwzhfLa7clJIlBtePQTi+Kyx/ZhBVsLIBAaMxxxOjHONFWZ6d+GAIpri4vfPMDsqWVI6vUGscygF/R22FlG4ExKtS6vXbIoa4xzA73llMDNSqjO4vq7Ncw2on5tsbmfIcoZsqVF3KVIrXu4gyqxLZnapXqH4x8MaB9U2NxXuPl2g/LW751+iPQZFJd84Pcft6TcOGgKj8xdh/GsgV6PULcbCBuQLyyhNgUrHBEi2nMD00b0Bwr9IQHBxRU/W329hjuZAOAkRo5hf4TYCeZcw+pg8km3T/COEuiONd2a24jqyiOqKnluKvhCpmqLPQE7MUyFCsDt1w3KK24CrjYImswIN8mhtxbmukXxRkP3DTb3FV791QrHPyJZWg3srfhCw2cC7f0CQQHVpWWMYkLhRU1MW3HrUX66Ijls6dkEL8nqyO8sXKkxVhSY1c+IKdi+NaHd/Wr4wrkSX2S6+Z8D+Omf+u//HsDfiTG+B+AOwN9Of/63AdylP/876fv+3MulRlYwCtvHFc+vvcP0k54NFSlQXu/GlBHFVccO/00L6SLGmYEYGSmuthbNxxuW04OHrSU2D3N0Z3nqurPrH41CLDIq95RKOn2Ggvra0KswOgQtUVy0uPe7C1KmcgW9GTHONTXynYUcLLKbDtndwO64j2gfcgpiupAmAoHR5tecf2/PNbJbNgCzRYo7czHlbhr0JyWZkRu+/s0DhuP6SqO9x+g61UVUz5b0Kniay0THnTMqahh07zH/YET5cp0WrJG/y9ZCL+lncE2GyXMHWwn4TGL+wRbbM34mejmQjZBpyM5BthbDWY3FezmVir1D/WyD2ccOwQDLdzTqi3FvCYYkaMQfTygwOirRn+RwZdJJpGrNZxKv/voU6186hQgE4PLBFVCthdyMmL+/QXE1Jh8AbdbMytCw5zMqZwcmiA0HGT0hZwXslA1CO+VY0JcaV79a4/rbBfoDJqPPPrIIhiBZ1XMD6o84/j39/gZy3e9l7sJ63P7qAXQbMX86IBRmr59o73E83N4v91zI5tMOzeuA+VNPHUdnmegeIvRyQP16RLZ0yDZsfttJRhp4oREKw0VmlbJMMx6ZL3+thKv4d94QgpMvPeqLYe88zlYkSNlp9hfDYxBCPATw7wD47wD8F0IIAeC3APxH6Vv+FwD/DYD/GcC/l74GgP8DwP8khBAxxn9h9yMY4OI3pjj4wAIRKG4shqNd4rWDXg+QveM4p7eQa+LN3PEE1eseV79SI7+pKOQRu5BYCREUihu7n/MLH6ikfFDAZwITAPp6A9mPcBVZ/v1cweQSzS2nFztmYX4z7AUuUQDVyy5ZnSP8pMDdNxrMPulpYskk9MYju+lhDEGxDD1FCtZ1mPYBbpLBLOg29LlCedGhvKChS28tR2yrDtmKCDTVOeLXlIB642BuGa4KoxGqEsNxifLTFYT1KF9uIVctRJ0h2/SISiEUdJ2qgYsIgFRqCuR3A/KbHu2DCu29EvOPeh7ZGsq+d6pUKAG9tpg+p79AlSb9vg7NKwrAxqlG/TF/D7EfPbPno+D30ne1tSnCTyO/7lDcGLz+ywpPloyBgwTyFwsIxyAWtabCr7jzyFceY6NQtSN0atjtrmwxJC8LJdsi0sFbvGHTdv2kxuZhhO4Fyp+TPyFtQHkjka19am5bUrCStiQanYJ7KqiclZ/ZSlYSabHQNx26R5P9UdA3OQOHK4P6JaP06OJN0YCp2a16B2k5TnU7ajnYR9n1I4SlFsZOM+jWQXii9lVHTUNMrzEoifarx9g80Jh+PGL2sxXEYLF97+DzPOr76/NWDP8DgP8SbA8CPD4sYoy7g8sLAA/S1w8AfAoA6e+X6fv/zCWE+Cnur40AACAASURBVM+EEP9MCPHPcLvC7BOHYc4zthyYZg0AYvAkDAfKZceDAuP9GcK8ZkOutZA2YvHViuCSexWW7xZYP9BYvpMTbXVr0R9KvPrNGqFQqJ+3e/BqLAyG+1MA1OAf/HDBBmKVMZuy0CQm3+dZ1NcZG37tSFjKYQ1hA45+sIC5WDPx2FNCLTyNVwyXIX4+FASomNuevQF8BsPlpxu5EK46jm6nlGvnLxbQq34fZ683I5ulWsHNSx47eo/2rSn60yrRfVIUXZOR79gkwvTEwM1z+Jo9jvyCFZavDYrbcd/ANLctzF2H7cOCWQWpsy0ihV8iAP1xATl6qHaE7jzyqx71sw0XUMNKTC86uATFFakq2t7L4SYZ1l+dw81zyHbE8R9d4/R7Ac//zRzDoWFfJb0O4SPcrNh3183GMcDGMfdCbYnoF5Yy+fZxTZHRJMPVr9BwhsApzMGfrHD/n3gcvB8w/XBLZkaka7Q/0InsLTHM6bh1DXfcmGnorcfyHQqqoiRzNKTemJsX9N/MNFwlqe48rNgfs+QthEylKQZdk1EpqGUHte7R3i8xzjS29zJsnlT0yESi43bHoV0TtXnl0Z7IxOncie343qwfaXjDXNCdbqV6tvqcjzqvf2nFIIT4mwAuY4zfE0L8jS/0r/85V4zx7wL4uwAwq+7HbGExzHJ0xwqIObI1z+RVwpbtACJqCIhawDUG5qZFVAqTFw6rx3pvP21e0H0XcsX5rwDKGwMRJLb3MtSviCMzK4fxuGK3e1DI1hYo6KoTSdDkc4nFuwZqjFC9hj9kZLtaD4ALHGPlCnI5AlrBLAdCwgK1+65SKN60cKVCe6oxSYrEzbsNy+Q5pdXZbY/uvNqnQ/+ZD+muQ6zypLsPkEOELw0U30iM8wwh4++LwP5JKDSAYp+I7SacBviEFBeBAiNzy/dw+4DiptnPN5g8ZSJUSAExZhtQXGwB0HQlO6LtIUoAGq7S0BHojg1MySlNcc0jUMg45qRKlQ+2qxV9ElmO8oaO1vFswuPhyuPeP454/VcVTr5foI6Aeb1IZ+TUDH3TsYJJyPTxfAJbUzSVT9lMzm/GZC6zOPleDzfJ4QtOnPLXKzQ/voQ/YGyf8JF0bhsp/BLE2mdL7sbDodlXTcIFFHdUnOo+wqzIeVw/KdGeS+S3EbYWqC+ZUB21JAIgV1g/zqD7iOZ5R19HQb4FJLB+d4KgKDwbZgoXf8MjW0+Q3/Q0uSUAjyoU7JyOYF/yOVCDR347oL1fQA0R8w9G+EIyAHjLNK9dRujnvT7PUeKvAPh3hRD/NoACwBTA/whgLoTQqSp4COBl+v6XAB4BeCGE0ABmYBPyX3gFLeFzCZcLzD+0LHUBmI2AL9U+7QkgcdjlAtPnA9onU6iO1cU0sokkRyoiKWceqfx6s8XkwzXMeY3tmab8ekX2H4NLHRccJSAkS8/le/RYuAJoXiUYSUKtjwcF3LyEvt1CbD1CU8DPSsjNCLkdMJ5NEGWOcc48iOIiIltZbM9ZEqreQc50Ui8GjtimObURpYafCxTXAv1JhuaD5R6nDiCBY1LZvA1skI4BZk1dhK80+tOS4bun5d7OHnRaVCWnAfklyVg7BJz0ABCZtXCZ1IK5hk8qRX1QwGfMZyiuec5VmwFqw89BOj5UN99iqKscDUyKFdRbB/Tps1Qpb3ETUd64fVapiNRr5An3//C3c9x8M0O2MkCcQXYO45wl+PqdGtLGvR1/bAR0F3H9rzkc/ZFG89qlB4ZhN7AOOgDDYQMdP8tg2NmyzcZh/ThH9YacjGgkfFHg9us5ps8dyjcDx+cAEAJKJbB6XOwjBm++kSFfRhTXEaYNaF4n+3TN5uDqSYb5RwOKhcfyLY2gS8w+ZINwLHPESU6NysUIc0un7tnvKrz8awJP/qGCTmI5X1K/sXpkcPh+B+mYLdJ83MFXGcZGQhm6fc1dAJRgr8tXsNUXG0D+S48SMcb/Osb4MMb4FoC/BeC3Y4z/MYDfAfDvp2/7TwH8g/T1/5X+G+nvf/vP6y8AxFR1Jwb5mk4+mc52UQkMc7L32hNG0ZdXFrqPGOZEg2fLETFLMuI1+YKuIJINoFW7u9/wrOwC6gsLW7ISyF9tUD69QXaTAB2KpCjpAurXFuNEYP0W0B1L3H2zQXdeMWewZ24j/x9FDft6gLAO4/kE/TFTiAkj4VnT5wr1BefprsnYdR8TCGTNm27zIEN3zFGdL8iFCAU9FnrJXXLHBwha0v2XKilX61TSJ8qV5K4XMyordUdvQcjEvuS00wzL92oEo8gszPjQIjVu1ZYZm/WLfk95ap5uGDnXWr6uScHpw4FByCROv9+iugroDxWGOePjdpGAWepjTD7gkcssLYYzVmy3Xy8wHLFnE3KN/NUGJz/omesBOgmli6ieraC7gLuvKqwfS/QHAnYK2IkAvICrOPbd3Od9s/z2IdbfPoEcHfJbS69NjAhVopHXGbYPcgwzRs6JELB+u8bNN3nWd5VEe55jTKI3kQRnkxcDgqYn5N7vrzH7sIMaI7I13+fiTUspvQ2YPx2gVwOan93h9HsdsjUt40gw1+40Q3ll94tC8XqD+sLi4H1g+6CAm+Rs/KbGarEIkK1F/XQB4cGqJ0TMnvaY/2QJtWghQoBc94z+K/UXGzPg/5+O4b8C8PeFEP8tgD8G8PfSn/89AP+bEOJDALfgYvLnXlFJZOtAAGqlMcw18gUNUFHSlXd4S+/AeFSgeUFQyy6wlW+YhBxiYjKqfWR4/ZpYtd0u2x1r5CvaflffmO2nHYx5Y+DNMOMuqruI+pWAz4F8mY4npYZeDgjTEqt3G2Qbhpeo7Yj+yZzKNSXQzyTac4H+zOPe7+WYfLyFSbQfvbHQi55YdABidFi91dAVeuORv9nSb+8ChPfcUTKSjaKR+yojGInhgOIWnwmYleSCsnWEkCxpWNKtxzgzcIXC+pFGdRlgmwnGRrLJmHwCxa3fN9yikQhFCTl6bJ6UqF9y7u+TaUm4jBkYCZoiHaW6ajOgjBGmovdjnGl0B6wigpEY5xk29zTydcT2QYHumPCcg58PfJASx+Lm1w6YnP10TD8vchNQCsXlgAfXI7rTHK//ioDZSBz83GP+YYQcB2SLgbLipMFozwy6hxOsnhhMn3Nx3qVWv/jXK0QFHP2Jhy8k3LxAtvI4+ZGD6jyk9ZC9gy8N+rMS5WuOvYEc1SX1Jf0J/TvZmgtzyFUihieYzLLda2VUZ2E2MmVnpHQrw/cpf03hmZuS03HwkzXsNIfwAcNZlejaEqu3FERskN9a1M83xAwWimlblUJ2l2zouU7QIge1Gr/Qw/2FFoYY4z8C8I/S1x8B+Ff+P76nB/AffKHfIkaYrSNazYV9FJuIILWnUNALB7npYHYsfwnE0mD9VkWV4NZ95rZUAuX1QAPU1mL5ToagaUWdvCRaW68H2Dm9FuNEYvWWRNA5ioWH7mjEaj7sEAqD7l4JW/Ohkz5i8Y0pbE1FY3ETSNuJzHoQPqJ+FdC4gNknGle/nOP2G0CUDZmHt/Q0xJyNVkQgSonj7y3oxVgNTN42il1/mxKhFbMOXKZgJ1QcTl46FDd2nwkRMmLa5eiQWZ+owyXaY8Wg2pHnz53ZqrjhOHKXhqVSua56ein68wrDLMPk4w7SBeg7Cz+l+5Qj23xf1RU3lm5VSQ+D7phK1Z4oNC8ojhoOc7hSoLrxyBYOQQtMnw572/2OYOWrGrYRaF7wZjZLi+E4Q1uVKG5HahMsHayH/1xjnAHbU4mTH3RYv1VRpt07+DxDKCWKW4f8ukN+oGEbiSg07ETj7msG3UOHkz9kiIsvOZItlwOG45I9q+sI1Y2QWiK/HkjpSgQlW2qKvQIDjPM7C72hdd8dMD0b1qN75xB5MjyJxHbcnmkc/ZDH0/wmYpzn1IksOqowd7EAwB6P76oM1YsW86dib/nX6YjtSomrX5YorzTqC51oZkzflp3bH0U/7/WlUD6KEKFXA7KXPWKVE5ntImwhUF94tKcZmt5DriODZb56TONMZzH7yWLvaixerRFzA/cgg50Z6NZj8ZUa40SgvCYifpwo5C7CHhTJKSkw/+kKxV0NX4iUmqQwfU4ISsgIo7WlgBoEzAYY5mQTnPywg74ho9EfVHxAh886ydIF3PsnNFnpLZF1sresBgIDTHcx7FFryrxjhFr1ELlB1PmfCYxBApGq3iG/YZea4TMsj/sHFYQHpM/2D7wcIqQDZp84ZAu+Z8FQ+lxesjnmK713JwYjsHwrx/S5wvqRwuwjy+PAyN9NuID+XgGTcGrr+xnKa1re1YYO06gFbEkOwPQZLfI7PUbUEu39Yl+ljIcFzIJqQqF45tfrAQfvs/btT0ro3iO/HvcTCXbngexuhNkkLFziVtavB8iW1uSiY4yhapkeJS0rUJWasKqPyC+pHxkOc5itQyg1zXWHBsU1q4pYpAmJAe5+eY7ixrMybRTUEEl/OiygWsuGrWJTUI4B2gXYWiLeqzDMFHzGhSRfUfHpGh6JTToSb9+eQfUeV79SorjJU9bJiPzGYfnVBnffaDB9xmDkHJ+5QqMSmDynK7W8HLF+lOPuqwb1hUK2Yj/ri1xfioXBVRq3355i/oFOMNbUP1hbiDHAzphRicwAPjBHcOToD4GgF70eEDON619qkG2ZQB2FwOxpi+rSQNqI/MUC7mQCOzEwyxHjYQbdcs5uliPMWiDLJI1RLROQ1NbCbFiu21rClRl0CwQdsT3PMVv0gGUDVUTA78xNgXP0ULGfEKXA5nEBb0pkW8JvhY/sAUiD9eMCpqWWX991GI8oUY6SVmmZzt5yOfD3Wg2IhSYuPpWf1cuWlUapMRyX+/Qms6HmgTF0AjGTe+VhMGqvJ/CTHPmtxeqJxqvfVKgu2OdxtYEG5dl61aO81nCFgs8kph/3TGFuMkqd1wNtyVvahPcIut7BnVTkS9QSuk1sDLBJp7YWoh0IlU0tKV8m30oCn6o0YQqlpoz4muE7MUnUXa1QvtxSRRsCROcgk3JQDg7lJUeaqnNQHTB3EdPntNKPM01RlwCqS4/FuxJNkcFnwOFP2G9RncXkmcTiKwXMjL0gNTAXY3umEQwzKVxFN2915WFuW0yertGfVVi+IzH5NCJfe+iNR39aImQCQQma5XyErSWkDTj9p1sCY9OIM2qJbBVw9V0N6TPMfr5FfrFB92i6F4vVFx5qCNg8yNAfMZquuHMISrCq/QLXl2JhIE6dlYPoLPJbtR8NjfMc+XVHAYsQiGW2D+2IERDeQ/QWcVZhnGWobj4LOw25wnDEaHmzHhArUnHGiYQcyTGcfsz5MUCjk9k4ZLcdohAIKcDUrCzGKWW4qgMO3+/2dGY3ySFzmpxIbyLEdfNWDZcL1K/HFHRjeMS59dCtx+pxhmIZsG0kggLqNw7FJZtPSFwJ2XEHikrsm6dQglyDvOIo0AgU6Sy7a2b5UsIsuXj6yiB7s+ZCJQWGozyZy+hO1aueFc+s3It5zv9gDZ8r4sFmCiIoTNYjpGdQirABsdLcrWmOhC8krr+b4+SPBctp92cxfX6S482vc2R28oOReH9P74MRgLnr+dlaltD5VYv+vIYvmRhOW7ngmX/0CPdytKeE8kgfUb4ZUVy0+4eIeYMCcptgr5MiVQmEBPtCI7vqEHMFMXjk18D2SQOXC0QNzD4KKK8sR33zklVpYoDOf96R/rW2EC6iO+URdGwkrr+jkd9FTJ85uJJcC0hgc9/g4Oce9Sv6VPpzQl6jluiOyeQI6Wnc3DeYJ52Eat0+c7T+2TWqT3Nc/uU5rn61wcn3NzDLEWqgcE14js9dWaO448aTX7ZoHzV7jMHnvb4UC4PwAUd/0kJuRuY33m4h+hH+eMoG23FJSagQkKsWiOVnASZKIcwNd/0NMxQ4r6aRRTham0OmIATNJNMP2JzqjnPkywzZ0uH26zmKuwiz+cwPrzqH4bRi42sdKMXVgulPLjKXoNYwqZx3TUZ9xXJE/aLbn/t9oVFcjciWTKfaJXMXVyMmP2t5/ks+CNky7Ma4AF9nabqg9/4NN2EyUVQSOgXtrt8hIfvmOwJBAQ9+j79XPvAh2PMhgdRYFChfd1DbkdXHXctmboywxxXWj0qYjcfkww22b/Nh8ZXhkcVwYVIDF0JfaWzfrVFcW5z/wQbBKL7mKcnaPk2HXKFw/MMxNeDYZNs8KmC6QA0GAEiJmLNp53Oz16zYSmM4MEkOT+y+2SRu5IlE9YYLnOjt3movBx4DIOW+ydueGVRvAA9FsxxIatrh9+rnW4jRIeaGDM9cMfptlxGaUq/UNiWkWc9QHQUATNM++2cjspsOsrOwJzXcLIdtNMo7AlrwpwRafkd+jkB7yti8+VOH4rpHMArj1KAYPNSKQUgQAnKxwekfAle/PmcSlhZoTzWqyzSNEvSPuIoBzNEwOMhXv4gEJ8EuePdkArNhQEn1irkO/aFC84rw1OEwR35XpFhzierTDWyar2fLEbKz2Lw7RXGVVJMuprk7QR7Ce8TcYDgu4WqF+VMHOVI9efJ9i82TihXFMRmFPmNZ150aRqMPEsOBSfxCPqj9oUZ3olFecURJeS3DakUI8GUNOXroBX++OyCdBxIJCkM9vGyTLdYHCOfhZxXUsoM7rClMqhlk4kreTCJE3H6jwjgVcDUQsoiggPM/CnuWY3u/pEvxqIJtqMAcJxL53a5RyTl7qHJOO3bBp5Eagc07DeqX1PS3Dyosfq3A6fd5VHATA9mn1xqoZhTWwx6Q3CxiRH+cMSczMLF5J/qKmYYYLJoXYi8gGg9LmNUAO81hEkYtSoH+gAxJVwhMP/Vo75dYvq3RvAoori2ylUd7anD9q3Mc/nhD4lLaYXcuUQQ+0KaN2N7j9Emko1O2sFzc7/q0eQiMBzmyqw7tew1MG2CWySHqaX+ORmGcGyAaDHOJfBn2ysLb7x6wF1Qa9nmSv0Kte/iaEwaZgCwiTQ18UWD68UisfSbhKpPARWEvkVZ3RLSJwiCUBs1Lh2Gm0B1JlLecPJlrWrfdYY1sQfVsmFUELbsvZqL6UiwMMSkbu0ONMSVIu4ZvTv2aSjSzHqE6OgJDJhl02w6QFZs8sncpTTpg9XaB+pVEfrHFpN+Fzbq9JFVvHePMU+m8U9GZbWATrZUIhUJ3bEhOksDlr9NRefr9DnrRwx6UaM8yhuQ2EjffylBfhH3YqUhuNtWO+8AaEbgI6WUPvWHDlFi4nkj4rQWQIZZZWiw1S+d1j+7tA3RHbF4t39bIVhHFgs1Ts01quwvi4YfTktkOXjC+7ZMO5rbDcFYDkOgPOV2RiVgFyWNczDTUasSkdUAgeKa9V6J62aJ63cFsM7iatnizGqktGLi42kYTdrOk4rA/MtDbRL5Kcm8xOPiDKikSB3pKthaTn64R6hz9WckFNzEyhwPas6UDDt/vIcaAcU4Mfn7LsXRUPK4tvpJhOClQvtjspxyq97AnNbyRyG56VK872PcqTr/mScq9HRB1xXvQKIxNRiVsy1iBoDkdspWg0nFt0J4manSIyJeE/7pZCdWOmH7SQ1oPtewA6yAyw5zKHWfkbgsYDdk79Kc8TpTP1oyvawzyiw1TrjYDopQITZbMewTEBMOFo7hoUUhg8lFqxiqJ8bRmlZarpF/hlE9tBvg6/0LP5JdiYQAAc9Nilm4w3dPIYhLuLerEKjQymYACVu82mH4Y+QC0I7vPg0X1yRLZokR/mkMdlOnBDHCHNfSCJfPuze5PcvIcPA1NukthNxGQaw9xZLB8R8JsAdsAZ/+UkWI7NmRMx7by2uLuayqBUuS++x5zwyzDJt9XBGKwTLWe8by9oy35QiXzlcXqnRLTjzpIMErePpxRz9FFFAuP2SdM7FJdQHkVYWuN9SMFVwhsHwpUrwzqSw/haVn3Nd1/0gboLhJ221O/f/etGtNniiIvJWAPCwqYHNOj775awmc1ihuep7PEb1C3W7RfOUT5YoAEYJLsWm8tghDQWx4Rbr9dob7wkNMCGnTQ6lUPjHbPoxzPJ/waHM3ZiUF7qqGHSHGVZjiNnVLpV17bJHmXyK4GSBuQL8lS2Ok9fEMCldkQxR8KzUV4iIga2CVI+ZLJYNEojDM+8EED3VmO5uXIY5uR+2Og3jrMnhJFtz3PkF/T4CesT7DbMWlQPGJd0CTVjrCHhM6YVxbRpLSti5Y+i9LATjPkVy38pCAYSEv4CYG0rtb0maSfoZPLVwye3M1SMYCnc9RcFAq20ijaHgiBfBL/C1gxiBS0KgcHmSdN+C7uO0aIkd6AKAXgApVlL9cYzpqkcKyg+oD6cokwbxAyhfKi3yv8kLDiO6SZGDxkCKh2MfA5g0fk4NA+rlG+7lj+9UxRrl/TLwAAkEBQ3DWb5z0DWSqFkx845HeMO4uKZ1sxWIynDXflSUa6UTvu2QSqtamHYBAVjz5qO2L+Ps/gux3FF+y2Q9NCSxBtzwxPwynKwc98IvlQy7C5p3Dw8xH5xRpuVjLlazHA3DDUdzybIGQaRz/esi9QGRq4EluQluAtDn7Ol92d5TwWdBHDUQ5fzNljmfKm49iUlYbsA4wAopHIb9JCkmLaIIFQGqy/McPiXYnyWpOxYSOaVx4+6QLKWzIHouE0wlfE9EfJ8WfUAnpLMdbNdxpIR/js7TcmOPypRXuqMf1kYO6pEomUxUWFlnyHfOCxQG2Gfdxbf6igUhzBONeQoyLpejUi73lm93WO/jBlVSoBue050rQBYt0CdQlk7HuJkZb1/tCgftkhzJu9FFtue/hmijHFKYac6lU/KSB7u5dhj3MD3+TsG2wsncaTHMr69Jk5yNGhP6uAmKG4aCHmOWE5QqC9l0N3v4ALA5DO20Yhf72CPaqxPTOAYEDr7KeLPU7bFwrKBgB5mo0DqycZyjvAH03Y7R0CFADXGKwSBNWsHbqzDIgkGCHN5KPaIbwUXJYhWzlyFmxAe6pgNoCtBABCV/VdB9FbwCSGRNZQeq+52+kUkBuV2I/jAPYiXKUgXIHy9RbChX3aUZRMeN51n3c3EyEhARe/odA8m2LyaeJCukjbtESChKRw3ymR9/UbqjEJhTU04bR05dnjCq5Q0L1n6hIAGIX+JKNV/K7n7jRaxMzsH5r6mcV4VMJXFIQt/pLGg9/todsUjJucf5CSSj8hsD2p4UqB+tWI6AJcZZgkfUivysPf6SAHh/Gg2L9X5esBvjRYP8mhRsC0DuMBGYkxV6jeWCzfLTDMBY5/NMBsRhz+CacvPueODiEw6elJMZ1Ff68hIj5GqARHARKAeNFx8mMoOKsvLKcXnYfZUF3rSwN7lCNbsBdE9aJBmGtWDl87Qn47Qi17YFLRCh8jpPMcm1qP6oLQ4t1I1lcF9GA53m1pqBKBbE214ehdrFuEaQlbSWQLifXjDAc/JV9SDorNakFqWUxHFV9IchyMhFQSat3CbL5Y2AzwJVoYICkTDXUOc7mGeKvA7bcEDv8klYeKVKP2YQV1E5KCjN3lg595DMcZtk8aFFcjLbOHOXTnMf+A6O3hpEJQAtWbMR1NIhOMUhipCFRMSscONQRgGyLKpGVWgxoDICVCXXyWThQi1o8zHH9/xQ/X+n04626u76Y5TMtsBQlgPCx5Li0kNQ6RHAO96JllmdKRmw+WiIXG/d+TuPmmwfaextGPOLqNuaK1WrDDbRuNyadjcnN2EIEirvVDjtLqj5YYT+t9ee1KDXNNerK53kAOBYbjgo3Q3iGUGcSmg9h6xEmFmDPha/NAYvu2x8P/hwtUf5KQ80ikrfslinScyhcWxXWEnWjGrKUFMFtYei0SBk71bFBuH5YcWyqB8pqeg+6sgCsFcikwzBUufx0wG+DJP9ywiecjZODYrz8ioFZ1jo7IGKHuWpSfrvbULeECVa+HJVyhUD3nDhwTW9RODFxBrPuu2UhStyf1qSKARm/dvp+yS6oen0zgSonJB6s0Njbp8y9o2BOAtDVv987ReNeOcPMK7VmG4s6hPdWYfcjRsqhyyO0APVQQLmD+QY+YSfhpQSJVyZ4QRguRGZSvtvTWJFSAHPkzdpvVF7m+HAuDEFxZQ4Sd5pCFRvNiRHdUwOXAzXcmRL+3Fqqji/DmlyaYPCfNpz0zMG1AcUM8vJ/mGA4KFJef6R9053hjLgeIENjYiRqqs9i8M0HQAuXVmMpige40R38coVsB3aeus2TZDol9nmFUEvkyQ3evJpNvERGtRDQK6ycF8qXfB67oLqA/SLF2uSLx6K0CykaUlxYqxcJDCCA9bL42iBI4+MAhvx33Y1rZkaQUUtc7vxlSI9XA1wbmtoNeDCgrhX6ukB1XCbVP4IteDQhZSrg+LYEI5LcDg2gTKDc25R7oIqxHeWXh84zHpostYmmY6ZisziLy6CWTmlOsWR4rIynfbcOegCSHpKi0FAhtHhYUXSXUmzYK4zwnH0JJ3H4zx/qtgPJS4vwPe8iWZGrZjnwIOofi1sLc9WgfNdieJ+fspSIpOoD+CKOYJHZoUL4Z0D+YQK8tG7ECyN+00F22P7bujkqytZBITtTknfDJp5M9v4M7m2HxXg41AONxRTxboGLU3Gwh5iXGeYbVOzVMG+BKNjTLa1an+YKu0ulHHdRdi/HelJzNwERuvWix+eoBbr+uUV1EmC7CVgJqyJEvKrhaono97K3uckyRfclwl13/AuZKBKMwHtfIbjuoludJ+Ij5R7TtShtgVkN6KGJ60GnKsROWl6pzCIVC/6DB5r6B9MBwXPJsqyT6o4xRczWThEwylfg6S8w8RZ7hmm+gOM5w8oOAbEm5r+jIW0ASrCDwDB1K+gQW72aYfTQmPJxGftWiuKE+waxGmBXBnPUFVZpBF9CdhBoCsuWfCqhNsFSZmAx60UMvRYo0z8mAPMnQHdaQFugPBbJVxNGP+qSDsBjO6z3Kq/p4iSI3CBUj+NR23Hfg1It1+QAAIABJREFUxZDK5cFzpyk1HX5GoX3vkE3KzqI/LSklX3oc/nBF5F0qx2XnoI2kdDtElEmL4quCJbFR6E7ZHygv2v0xaQerxWgZHfeUBGwkAKo9KKFbRvW9+usa/mGH7IMSk2dEqLkZmZOhyqBuNpAhQA56v8EEJRA0sPr6nP6MCwvVAXAB41lJjJ6RCSdPjYJuLeE6mupIKAG1HuBnBUS/gRgtwqxCf85dPypAC8Cez9HdK5Ct2ZB+9m8ZSJfh3j+mYjJKmfQFPYRPzNHOo35BctQuB1Om45aclsTdG4mY65RRGlFcDjhJAcDtmcH2voDZECG/eQLgV0rMPmB1a1qBkBVYPTYw24io6i/0TH4pFgYRqTeImpkEUQn0hxrV6wH9SZ6Q36T6FDcWdqIx+3CL4ahA0ICdsKNvVlTUNa8As0o7kqfKLb+1+3JODeQc6s2IKFK3uU1I9ZK0o+J6RHeWQ6+ZWynHgkSeGc+y2dJ95nLUApNkFPIZbwLEiOLlBrE0nI9bfvDcTSmfNhuP/lBDeM2y1CgCWAYP1xgMc4PygqW1SJLZ9jxDeWlhS4n+UKK8Dph+0nMklqdKJoIl9pgenNsNISm7ZiwUQibQPamhOiYa6UXLxaIbIYRAte5hzydYvdckY9hAzUKSX7MBxuyMKAXGeb538bHZqRC1SEcKv6dCjaecsZN87RFmFTeGgwzFm5YCr4SUtxOD6+8a+Dzgwf9uoAZOdnZ+F3OTPBaj5f8zOPgmh1laHP3U4/brOUQADn420IFrFOwxQ3jyG1KWZdo4VGfhS4PtV2fsQ/VMD8sXFsOBQdWznB8P8v3xTS+5iN59cwrTBpr5eo/mH0Qs3y1gG4n1V6YMBLplII5uqVINWkKOnCLk2wFwHmFKfc3qrQZHf7yiQnNSkMJVGZjrlpGGxyalWktUVx7lmx6Tl0zgmj3tyTg95FRHBKD5tEd/8os4roxA88Fiv1tCCuRKYDzIUD/fkO3fKJgNHy6z6Fk1bJhKbRt2dcdZxqbb2u7LRmE9RKYwHBm8/g2F2c+B5sKlkWKeykh24yEl2vslzNohe71CIcD8xikDZ7grgqXdilHkPleIlUoKS4H8uoOdFYhKQQQ2n1ydw+fEqImcaC+zZFqS9BrFdUqWdmFf0kbJvsPd1yvoIaK6IBB0558wU4VtLrG9JxFlifKW0JNQMK8gFGnurSVwNEF/WvAYs6X0trh1MCvGvPvSQMUIse0BpRAmzH9QW4vmWUijWcnds86SrZid/rE2MEuLWCZkWQhQ7Yj2vEF5TV3IcMAcjP6MicwiApkLewKy2o7w58W+gRnqDK7S2J4bFNcRBz+LqF51eyT9OKn5cOWGY7sqg1xsIQYPvRkYZ6glDt/ngz/OM2SWehWzTjyGXKX0acmekFHQ6wG19eiPCwyHVLf2Rxn0lu8RAOiUmoUYqU0QAvOfbQjglbxni8seR9+/o6ApbU6hILSnP85QvXQJuKMRMmpVdhi77ZmCLwTWX5mgfpFiFjMJvR0RC43bb+RwNVC+ichXEeUbKkGzWyqDN48IfWnPBSafRhx/b4GYaZj1XxA+/i/8EgJI+CxX5YSyXHSJAqzYMV8yxLR9VKcMSEIzhGNptX4iUb2m/LS45E0ExzPX5a9oFNdAc2FhNg537xWoLwEgjUEDG4v59cBuvZJQvYM7KGlwidyB85sAdbdFaMhZzK9aSBfQ3iuhRsaG6a3lCKvKKd9dDHD3StiG8BUdgfXbPGvmC+4etkmNyiqnOKgNDMy99ZCWzS+1HXnmjRH5jYX7lsbJjxz01kN6Ql1CzlGqLzUweI5Pk+iqunRQrUN3RuqTq5lo1B4rTF5m0BvuKq5h4ngwFMrARXotTLIbTzOoSKNZMBnHw68oJ26fzGBah3zp4TMJpekFoYpPQXoCaYpSYZxQGl52Ds0HS9jjiv+2DdCtw+wTRsgHIyE6i/7RhIDYO5eQbB4RirTquuA9NMbkUgW6sxL5wPAVhIjujEYz0TuIyjDhKzWRo5ZwMwJ18tuBgqEZJwW+lMjuUuT9hFkhkAnqk7gOUUp0j2sMMwXdGugY/0xF5QuJ8tM16s6me53Bw2LkhMvNSyBETJ9btCcaYy2QNwbtiYZpee8tvj5BeRPQ/KCH7C02bzV7IRXmNbK1heo5mWleKHQnBpt3pqg/3e4l4J/3+lIsDDs7rRhGREMg5uJdjfJIp6CRiPJNGtMYCdVJbM8zIsR8RPmqQ3/El9IfC9z8qkBxWUP1gG4Bs42QIzB9xg9pODCYfTKyQQMSpHYjMzl+tjsIF7B+mGP+/npPOnZTAxFJlN7hwSHCvvG2Y0q4h3NSom56VkGCllhfSmARGcobSAiSlgIVX2VYvpPj/23vTWM1zdbzrGsN7/xNe6qqXUN3dZ/Tw5nsk8Mxx05CYoIIxLHgTxQFITEoUiQQEogf2BYSEvwK/EAECZFYAgESJk4gli0Lxzh2DDKRzzk+7jP13NVdXVW79jx84zuvxY9n7a/bbg/d8nF3tdhLKtWur2rXXnt/77vetZ7nvq978ZRC14YbX5d4ObvqQ0CMxaykANnlho03RekYzX0g/HSoXrohLlLM72QhmbsTuK4XJWamxO8x/P4x/daAPsl5+C9ZJm9YNl6rSI5X1NsZ7dBIQTb4LC7zP2wp82knKc3IUDxqOP/iaN296RODbh31JAJiQbAlmuxAnJiDLsT2FYn4Da5J5dzOBcUOYkkvdyIGD0uiVYNqOyFSaUgqR7UdYwYSQ6fLhn6UyI6LZO1P6FNFeT0lPWnoc0O5aeiTAaPXLlAeqt2c9FhqSvVmhC0d8XkdUqUbzKKhH8RU2xIOGy26ddxbHxtIDL6W4p7qPdl+SXaoAmBIhfdWsdqRjtHlz/HsyxuM75XYRY2PI6EtrVowCtVZ0gvp3FQ7McNHclyqruckM0d2UKJKSe5eL5ABgFttxujWh6OaIzkPrs2qk27XRxhPxMIAhLg3ITPH044bv12ve/3VxGAmUUgM8ujWk5732DJAKDLL6K0lus2J547k3DLYb6VS38oNt/Faj6p72o2U5W60Tnqyyy4QfOMQKuLWWzxTtgwf1OiFBHa4iXQe2mGMXbVSF1CK8kZOl0oB7vJGF8Wapk9z4lmHrj2zu5b0XKzWphLZbnooOxQ9r2ivSfdl4zX5vnykMbXh4rmMLksY3ReDja5a2kFOciEOPjut12d/5TzNRFpuygn7cnHbMtCgelkYdNszuDeVXnvVMXxzTjzNqDYt58+njO/LghbNwiI3iILIKA4U7452nNLlhsGDFWZeM3lZfo4+MVTXclQnQSiX0FTdeglxySIxeJ1W2LMlbpSRHoT08VwcpGbVYKae1Y0Jq92U/HFFeyulzRXRyktQTazwxhCfA4nBTiu6SUYbPCVtYegjqDc0ppIazuhdmN+Jmb04IQt+Gr2sxco/jDF1v9ZguDwR527vcBZW1yKK3mNaJ6a+qSwcXinqG+maHuYSI1i8St5zW/W0If+B3qGA9LynvJ6QB3L07Jmc4kDmY1ctuhEaVv5oRTeUDsllvqVXoEIrFCRqkTxGz0qyA2FdNJOEdG8mTstRSj9KOPtcLpy1DzmeiIXBK9nKeRNkxVZhVpKAlJw25I9EXOMVaOcxdYeaSyuIoJgEMI3sPCZv1WE7X0PbrTMpfKrWHvcu05S3LMrFDPakvVbekJ58PVRsvrISLkPV4QYJelELphzQJki0tWbxmQHNQIRFfSYoMRQsdy1toRjfa2hGluS8ZXQ/aA5Gli7VErEWUGZYkQpLbcKF9OSI6GzF5A0vydXA9LmCyctTBu+KYjE+d+IkjaRboiuB4+rCUuyJEa3dyELITYLqJAgH59EBRKPrTgjJpx2je0ErUr2nx+hSeV/WWgvkAo5m9doaDsJlNIua7PGCeicXB6aH4mFgAXiPWvW0YynItrfHxCcrkbMvaurbQykMeo+Z16SnQmkWp6MmOwk7F6WIZz3NSNDu8dFyDThxsQ7+kZ6k9cRL4YF2A7mR4oXwIutRQrzwmBtDEZJ1HiqPTyNU3WEuFoHKDQWyg2kmFlc6ouD/cIkUvdOjGpcYyutyBF7tJNhSagDeKIGyRAa/NcAsa+yq5/TzCdEioS0MUemkfZxKRofEIkgdzJQSl9eOIqmPIPeKndfitJ1XQopCFv3RKxJp0F4boFrH9NmUxW1FfvgpDLWVwFmDC2itqJcLqh/Fa4eaXQSJaO+lfRQ4DBiNt9LSiebiq5g+kzB6oIgb6QAIIUlx/tmMweOO7FR+6IPHPSdfsrjIMrnX4iJPtHCkp++FqzQbwnBIkCRpkakaqhu5pD+3coQwtTAOzl+IyY8kdarYlzaqqPEgCjmN9dgwe1qT7wvvUdUtPkvWRhsfW2bPFozeXqLqDhswbWZRk+3LouSyCHsyx00KWVStZnUtJjtR2JkkTLkQ+6ebnmonWS+cq+sxLoqZvL6k2UzlyHQnpjiU40hy3kroykXw+LdOwm0QpaWuOhEXeb9OufZJtD6vt6MY5WU7XjyQ9p+9kAvWlqJF8ZHm5EsJ29+VRabbyKg2DPlxJ5Lr3YzzFwyrmz2DdyNWNzzxhcKWsvPJjxz5UcvqRsTy5oR6pBm/I9GFfSbKP2cU2UH1vvi4VtLC6oyjr1jOn68oXspCHB3kBxGbLzs0odMBYZsuu6P80UpqD5NYwDBjS3YQ9AFejoouUdhKksCagSI96SVQVhMCi61Y7zM4/VzM9vckyKgbJeiqx86lO9UO5Wvopseer1C9yKSr3YF4P2IjyWTpmHR/Ide41vhCuia67jl/oeDkRxzDtwyTe/VHuiefiIVBrL9ReAqHmkPv6SONDS2+fhDLDqHt0KlFL2t8KpFjl4ASUwqDYfjQc/58jHkqZvulqSwsFxU73yxxeUwzjsVPcNOSH3omb5QCOnHJOgym2cmIglrMRYr5swPigGhf7UoidTqtWN2R/vDsGUN26ImWCAXocbDxBkuyi+XpUm6LY/DGN2pBjiWRbAe1FNjq20OU84zemKOXl6IU4T1eYspckQTupZCKmi2x1trSi3AnxPblD+di4Gp6kjO50NuBlQVCCZmp3DLUY8mEjGaCQrus+Vxui21gWV4GvnRB4al6JwtbJ9oKU8nWeHE7ZnyvohvE4lHJLbpL0auWZqfARQrlFNvfq3GRSOHrjUjO1seldGtSA96Q74k9fnJP4gmrTUN20tMnQvPOTkQtmB/3gmxLLe3AiNCq83R5CPgJdOhuEJGcN9z6fzralyLSwznlzYzZU5Y+gep6hm5ToqlcC6YKWaO9D9F/AT3vITlrAz1b4DF2IWK88T1R38ZnoX6xIx4dZ4Xc3ceaa9+qKbdFnXmZ9WHKTjwhnaPaspJR2Xu6ifAjy60U08juQ3XSYTEzOeaqukU7RzfJsYuGi8+NaMaKZ//3li5zHP9QCr/x4e/JJ2JhUE560Je0HdGtK1HXJYZ2O5f2TpGguki2T0ajlhV+YyBb1KrDDWW7nRyvGEWa6bMRj/7yhHxfXInRXFqb3spFtvF6uS7qdYNYxD6h/2+XndCjTiUOr7r+nt682CvxRgAyziqasWL7Ow3xuWzDm0LeaN2IMKXdlB6/XXbYgZF257kkValVhS8y2s0cNxR8/ORVQdO7YSqZiUm09nb0WbTmQro8oc9jCa5tBIU33UrRfcTymsGWOV1uRNhUiX6/zww+sA+9Vgwf1AyMRMcD2Kk4+9piIBd7qHq7cU47FIQ7HqLgcUgfTuk3cuITES9Nv7Qlu6hQK1CrGheNaYcx3kohLjvt1xDZ7Khh/89ljN5xZDPByWcPppgsYvKWpdzWdKmWZKVZz/BdqT1FINZio4QEnglqrsslZi4+k4W5HcWir6gCMft8hSsSdCXOXLRi8OYU/Jgu1etIej2vIBIPhT0vsVPZ1WrniRaS0oUPwbJGXL99EZGf9EG0JDvg6GRFdyenHmtMI4G8pvbouqfY62lHEfF5s26vx/sz3DBldjdn6/vCjBQ2hWhPlBPzmD2aSXu3EH6mqlvoeuzxjHZ3QrRyTP7vKe2GWPDb0Ue7J5+IhaEdSUhK/lZJc2vM6lrM/I5mddNhakV2pBjd78kahy8iVBbRjiKSo/K9irkVy7KLNC6LSM5rhnsSltolIkJSvSc5rWkmMdWWEcVh2+MHoai2EMbApacAj0A7zirSowrVdFQ3Clws1XEURAvH1sstuhLLdrTogzNUs7gp7b/ioFkLbJwVhLh46w1us8BelMyeychOOvKjDlX3a+Wiz5P1UeFy++4jIQup3sviad9LocpOezlr35Yta3zRhqOE5D+YxjF9xpJceHRnUL1hecMwfqcRlWhk6IuYdiCFPZdEkMtuLd1bgJWYvvJGTjPSuGRDEpfPFHZVY1cOMkV5IyU9VuhEirhm5Vk8M0A5iM8qAc9YRTOJ0I10M3TTs7oeYSpZlJLzDltqzp8XOI6tNWefT9l8Rbob1YYQjGzZ463UmAYPVlTbKeefH7Lx6gK7aKm3YnRucbEiPbayOAxS6o2Y+KJBR8JvzA5Fao1jzcToC8HNmWmJ0j0setQ4x+XSpm3GEdGyw+eK8lqMLR3R4Qx7LpH3s89NyB9XxPNI0s6PW2FtBj2LgIKaoEQNbtsiIjmX+sQlgasdRnSZZn7LsvWqQ20OhKM5TKRTlacB/tvSjCOhOE1Sjr+c0qew8dqnEAZrV06MOEoRnZWM5g2mLbjxzYZyJyY7qINqsMVXWmSrqaHZybDzFnshb3Q7ioUuVERMn5EQ2WK/JfFgSqk/tMOYttASp74TE6WG+FQWGBdbypsZZy9Y6i1PdqCIFp6tZSfhpMME5VmH7V7KXbuJLADzzw6IFo56ZLDLnsGjmuXNhMd/NiU79ozfbsj36wBhEZFQnxrUMKGeKAZ7gm13eUQ3jFncjBk9qOhSaZVaJd58W0qRbXbHMrHSQVAhrSg5kzATU3u6QhNfyFY+PSqlAGYUg33RRtilGJXsKhYdRKTphzH1hiWai/tSL0p8FtMXCXZWUW9JGzM5aUCJW7V481S+pyQmOa1JQxu3GcecfDln+zsldl6TnrS4WNNOBPu2uibtvD6B2V1LfqhIz2RXlx00+EhDBZN7otWoNyymEhEPXn5myVSOPfFFR3QhP4f0wKH7jHYorIvLz03PpIbiBqnEFh6WtMNY8ki1HGn6zZxmLIlm2f4Se1EGCbmVDJPpCl22dKNUgED7AizGqKA98bTXR7L4e6lZlTdSigdL4nPxX1Q3ciGjB8t0u5FhFw3tpuyMcTB82EokQmgz6tZR7HeMXymFMD5KMJe7sks/Sy+1qPzRgr6IqTci4pmnr6DNP4XtStX0DF47kyh3SX5kcE9QWamSM1wzjomcKPB0q4jOK7pxIhmSEM6DPdW1hOSkYXKvZn47YfpsxPZ3VsI1SAwqlpwBs+poNuO1lsErJUeaxnP9d4LU1gkEBe+pd3KSE1GiVTsJza2YYt9SXouoRwpvFcOHon23tYBi26Fl8KgiP9Lrqj6wRoubZYMxwliY3GuDSCla74KSWc/ZCynRyjN5fcnpFwdUW1Jhzk47dl5a0mzE9Lnl4tmBxKhriWzTDVQTTXaggpCmQwei8uDdlbRfYyvp4YlcBs1GLAXVXmL+UAo3ziXUVSvMUhKPTj9n2XoVwa+fVnQ7Q7wVEvHllrjZSLCLlhu/Va6NWPHjKd32gGYjZnUtodrx8OKC/u0Bq6d7lrcMt36zJ9tfUl0XxkY0q4mPOvFfJBOyk4ZqM+bRT/ZQa8avWrITTXxeSw0q1KviM+EmoghajlY6TGmEPVsKRGe24vSLu8z/yoL6LGbrWynR0jN4WBOdLqF3NLsjymsxxSPx8RBHqLLGb+YkUydenlDkNlUvsJWB0KjSo4r00Zx+mFBdE9juyZcspobBY0efalFVpoH4o6CeRKy2DNvfmQdxnxRSlfPY8zLsZqKQR5rgrXpP1l11uPD96qolPQZnErKTRtKoPsJ4IhYGobSKYaS+Luqx8ffP8EmEXQjcJA78gXaSYJcK0wWuo/e02wPZ+iNyZV13OGcYv11y9JWcxZ2M9LTFruSc344iopmTIJOtGF13mKbDW7tOeLoswPWpFA67TNM9VYi8NVIMH9bipa96hh55ki+7tYOxjzXRrMWeLOg2C5pNkcrWm5KZ4bWi2RQjEEikfDRnHdGmG0e235AeC7bLWc3Wt2eSh+E9fazXhavpMxmrm56t70qEXzyX9lszlBba8N48GHHAJ4Y+RK+bpXgWmklE/nBBn8kFKoKqPliH5cKMZo1Yzo1idP8yKk+IVDokZq2eGgkyrhWYjoBnRYmJ98Is7MQJGp8p8gOL+s2YLhf9h3KSRqZqqQdVOzF9psnfvqDdKrClsDNT4O4/tNhli3LvCYcu8Wo4T7UjZ2vlQvaCRzD480aIRh7cMGP0bgO/MsB/BuoNRbWpsFXMeViQ45kjPRU8IJcy7o0CvCd7vGR1u8CUImDrMxMYjob5LYtuE/obYrFvhhpTe4YPHaN7JTq87y6TYCWJF2xxUc7Guew28J7yWszipiE7dcQDS/ZoKS3NYLJTXcji1PJeENuwMzSYsmX0mux47PlHuyWfiIXBW023keMVQUlX4dKYfhSLZbQLysJFQ1q20pZJxYte7UrEeTyTesGl1dXOBWu19YpIQ9thoOZmli7TNOPAL+wRFmQmkFi76lndiIiWjmpiaEaKeqQp9jviWbuesz2aQRzRDROcVlKsHEfSkdirIMS19Rs5uuqIz2B5O2f2tDzF4gvP8GEjltujFWozo8sNzVhMY/GFHDmaYcTxl2M23uwZvD2XwN+wk1k8lQdLdsNg31CPNF0hSkm7bHFRwuyOxa4Ew54d1jSjiOS0Qi9rXB7TBe9+uVtQbRrS8562sKSXYq9RvPYHtIMonHuhSxXJ1NGNM+rNiGpiWNxW3PqtUiL8YhFHibnKrO3AzVii5E3thEa0alCbOc0oJj/shCCVRZhFgxkJAzTeLMRDEhbryxh53cgZu7yZyBHNKNTMYeY1NpW4tuS4YnU7l+DismNxVzB1ziq8TokvGooDjXKWeNmTnElr2dmI5XWJTvRG8fhfyBi9kzB4KEVNu2gCmbwX+TnBx3GtQNc96bnj9PMxfQLZkWew30ka94VjdVNUtm2h0C0M35XjieAJ+3UXbvZUKki/hWd1XXPxWU1xY8TwgSRe9alldVMEYGbWSECxYh2/J4FJ9veCfj/keCIWhsubqBsmVBPN8C3ZjkaPp7TXR+KBL1tU2+F7BXmCOZ3js4RopqmuZcTn4jBUXpDy/WayTlgavVlR7hZrBLpdWbEvjy35cYWZltQ3R7Jy9470tJPqO5Afe6H3BmCt6uSCdONcYtV6v5ZHu0iRnjRrBiBG0Q4irFacv5DTZYpq23PtW47sqKZPjfgtTquQ8C0S5HhvSrs7oo801aZlsOdIjwR5D+BTkVBLOI+E/XoF43cqyYO4FhGtDItdw/idFtM45k9Z7FKebGglcA+tMV6OF21h+cmf+k3+ycGL9D97HV13eC07BRNi2Ou7w+Aslegzs2jos4h42hHNe7Z/e4oPZCulFC6zuETTRNIt0L0Xj4uTqnyfWsy8Jj6co+ucdhxjZtWagBSfWexKMOpoyO/PxJQWIu39OObkixEbbwWKc+NCsVDqJfGFXEddqsgOLi38npMviqZj4/WG6HCKPbPE04L50xk6tKiLhyWjN1rUssKNc65/w7P34zG2Shi8PRM83d08hNh29IkwHNEavWoYXVTobkw8FQ6IqR3RLDhAs4jZsxmm8STTni6PiEtZfMvtiGhlyfaWFPua2dMx82cgO4I+90w/A7a0JKdgli3xVDw2XosqksAbVa3EBWIFDeDNp7HG0Mv2ud6KhbprNXpx6aAU0Kvq/ZoB6SNDvz2iTwzR4QwzScJ2Srb9pmwxl3mIvajXAAm3jTXxRYNLDcO3ZvjYUj41loLbQpKFkqOS8lZBNO+Jz0rJd/DSpnOJkRvL+TXr0M4b2kki8WO9dCTQAjdJH8/pJhnJzGEaxfCxwy76QCh+T8zirRL3ZedwQ0Hkn382osth69WOgx/LyY49o/uSnOwjIxfU3OGNVORPP5+GoBMl0NRT2fIr59l8pWL6bMpgX7bFPk0kKSu+7F40/NzP/yWaDcd2AtWNgvi8pt5MSIPAKn8sxbr5nZjJW6EY28txRrceN0gE276dynGkd0QzQcwvbhdsvFER7c9od0foSlgP7aYE50RnFeWzGfFFKlSjUUp1LWHw9hydRZQ3UrpxiksM8zuJPJ0HSojRp21YWMP15OU4o3opBo7fXHLwY0O2Xq5JLlomrefsc5bDH0mIX9gVNub+nFEwWunWk5/MpE07kNpAfFHz1K86ZndTLr4g1uzsVI6m089kdBm0hSgeN1+VGlV6JiDiejNhuRuzuiEaiPzAEy/CRRnSwNvNTGpgXmzl/s5AIC0XjuFvOcotg1dyHOljibdPD2uSM3mgXu5iLrsqaFGi2vMVelEx+/zmR7onn4iFAZCFYWTYeG0hwaFG0qjwnq6Qc258vASgvpFJqEenII6IT0u6USKcu9bhdvLQHhTctk4kn9DUPYubMf56xOh+JeyBZUWsID1cCbFnktJNpA5gyo6+iNeSaxebtS8BECmw80F8Yqk2NOmZ8BrqifSrbSlb0eSiYzCtmX1mgFdKqMxekrfiuqW+MZCd07LFZZazFyL6VDBmbaa58duloOTLFlW1uDzBTRKiWcPiqYz0rMMru5bg5o+rEAgT0SeG8+dilrc9zkaM3vV0WSFk4arDNIbqWsLOdzqiRcfidhxs3/KkQ+u1X2K5G1FtK/av5dz4hhRjvVGcPh8TLWJ0D10Gw4ceexIMX0WEXXnqSUT0WIRrKo+CqlJYly4T81C1neLiTHYWveBYAlyYAAAdyElEQVTphL6thKlZ9YzfWlHtJPSRITsVYvZlmrQ3Cjt365pCNJUj2ehBRzO2FO8usLOaTVUQLTpmTyU8+vGY9HSb699cydEglaerG2Xvhc3MSlTVMbSKcicmWoa6SG/ITrq18On0CxKYG19IsZNOzEz5g4r8aICLNIubhtUNw/htSSVrB5Zy25KddXIkcp7F0xn1WJGdyMNi8kbF6B1NvZXQFlLr6YaR6CdS4YlcLoTtZi71r0CbRutPLwxWdY5iv6HeSjG1WGLtQswipuwljDWPJYDDSTtMtcK7I4/XiDNASEyzErYG64pxM4owNYzvibRXVx3tteE6v6LasMQzebPPXpQi3OSeka3ilDU+TBR/PW4gaja0wllNtSHQDK8keVh30iLqUkV6JoKecjcnPe+kgt734g2J5SKsJxbd+jW5Z/v7Dc3IkJ4KrqwvwveeR2ulXfZwJvmcr7WUNwu8CQCRlaRX9alE2MUXHZuv1ug2pjjqqTcjorm0KlUrNGbdSuK4qTqqzRRTe6K5oRnZwIhQlLsZp19SXPtWTx8rym1RkCYXLde/WQvsNdGkRysBqE6SUMyVDFG9aGhuTdj/swmDhx7Teja+N5VWa5GsdxfeyPsluZ1SzLOr4IydRHSpxkXgpIElEuEQwaY6sb4LoEfTDnPwwqN0kabZSEmOlqTHFWZes3VWsvmyodlMRcDVOnTrqa8P6FNNtBRhlCpS0crMGwZlt279NmNLPOuIj5a4PGb33BCdS8QhRtGFFCxvAm36dE7+SChQkhQlFLLsrJMjSWpY7kacfVFx/etO8kgDvQsn6WfeWJpCk5x7onlDdB7AwEZT7Q5IjoN8PYnWR9Xswfwj3Y9PxMLgYo1LDM1Y7MK2kkDOyyKKizWmkh6wrnucte89yR2cvzggmfVy1j0TPHo/yVG9ox/ENCMh50THK7pJiu4ci2eHXDxryI496bQnOwncPxMxetcxf0pz/rzGW0XxyLL5SrlGmrlIXIB60QpDYGi5+GrD6B+JECk/kMTlbpyI6KWSgt7RP2fJDjybrzm01euWoL0oGdyXjku9dXkhiXgqPpjjjZyzZ3ctXa6wK4+pJXxVdxL+0iea9Exu4EufRHwRCohWQ6TZeKOWqLfOU+7IOVVAu5L0FC1gtZsx2JOf5cXzAlZZ3kjXX3fnJcl6uDxOXRYj+9Riqo74pEbVsoCubk44f05jK9jwKexI2Ovovmfj5RkusQGWoqiuJZQbmvE7DS5SVFuGwV4DRpHuzVjdndCngsIbHq64eL7A1DC/bemei9j5bolZttRbogSM5pLurVoJj7VzMast7g7osxGm7GkDd8IsatJ5hU8s5Z2h4OW1F2ZFZte490uJtOoc5e2Mwbur0CpUdCP5ujq0Zss7Q4EHe4lFbDdSollNdXeL8lrE7GlN8diSH7Xkj+XJblYNutaUX0oYvSn5Hy60knVI6O4iTTTrqSYmGMYMpu1RpdRlmo2EbpJC74nOViRBN5EefQp3DNJyIcSyK7pM2oNmmKx5BH1uJdnYapqJMBVRivLOkGTWk1y0a5Dq5UqZnlQSj54o4nMJ57gMPVXOYxroctDHQnASMhGM31gyec1LZb0Ruo5QjGS7eHlBKQ122dIVhqd+Qf7PS9tzZBXReRmAp4502XLn1+QGX92IKfakV+6D30FqBiL/jQPkRGsf8h808axl8qYUTLOjRiTMHpbXLeWXIq59qybfFwRerwIzIXj8bQDHJo8XKC/S7vmtjIsXB4zfkqdLvl+HFqYcZfpIYysvT2UvGbHjt4WB6Y0UuJxVQQUqqtK47ukHCUaJWG30+hTdjqhHmnqiGT6Us3dbyE5wtZuge0HcTZ+RJ347FHFYetoLf1JruknO8oZlfL8OLEdpxw72avpIM3025viHM0YPBIXXTBJJjxpZ8selZHIg0vvkoqPLDcvdGNN6Tn44YbBXUOzJ9x/NOkHSKVEd6qUAgnUjAT3NjtCjulShypZovsQnMd221AR00HFk+0tJHA80ri43eJtK/UDDxptStIxPK3xi0IsGbzX1dkp66slOutD6laMW3mNWmj6P6HLD+J2KZhhx9mLG5ise4z3NVi4YAS/WeHHtapa7lmj1acyuJPzwRtJeagtLualJz6TgV21HDN5drV1ytnyvMl1vGLKjVrBr7xvpcRmOIR2j716s49VV6+jGCcl5y6T2TJ+NOH8+Ij21FIetkIpjQ3S2QpeKbpKhm54uMfSpoZlYTO0xlVmbiOLzhvMXcpK5I1o4Tr8QkR5baYctPFFQxKWHK3Rm0J0wBl0mqHa1qrCAHkUY5VncskRLz9nnIzZe0/SxIgfaQsJkukJajKZxjO+1xMuEs88lbL0iHoX507GEyXxf6jPxRU18Htp5IeZtuNeLfDkIry4XwUshTdR7khNDuVsIOSuIstqhRWUi2PJaUY8lu9ElisVTGclFRzuMaMaW1bamOOoZ7LdEF+IirO8knP3VkuXXC7a/V1PuRHRbluKxpEvLhS2JTqpzVHcKTOPY+vZsvV1uNqVASO9RFkYPpNNhyp7lLbkZTaUY3JvRDRNmzxds/q408nXjyE9LlBPzWx9r8oMmZIwootMlLhGRWbeViQgutFbdOCE6L0PRFaZfnDB5KdC+FjXVzaEcZ51DzyuUz9a05mxvia5b4iQSQ6Dz4Ujc04wyrFaBTVoTX4hGxxvpeuF9kD5LDkW5M2B6N6OZQDyDh/9KgVcF+b5n6+UKcyEp3jj5XN3Cwdcy+M0Pfz8+EQuD6oUNGJ25QKZp6JOEPtIUrx9z9Bd3iTfE696Gp6pd9cKBXDriaSPRb20PXU97fYSd16jESnJ21+PiCJ9a6u2MZmREvz5tyI9NSK7u0Y1kDkiwykji08aW9Kxdh4w2A401YgG+ZFTWWwmTt6Tqb2rP9ndb7EJ6zfW1XKr+54I5N0F0M31+QDLtBSaTx7SjmPMXIzZeaxndlwg53SX0iWQsxGcVyZFbO1F1LXCX2Ze2qDakTnHxbMLgoCNeSBts/lRCMnVr/Fh5U87N+d6K5VM5tuwCGt0Jjcho+twQHzW4AAJJTyrKG3KBu1iTHldy7BtG5I8WZAfB2l22gicD+swyuL+k2JOLs5nEa0Bt8bil+mcF8884iv0I04g02y477Kyi3cpRrcOELlQ8bZh+NifNDdO7EeN3xOiWTHvZ3SQGu2jxkcaelwwWDUdfG7F4Gnb/2RC76hnfK/GpFQNauFniCzFe3fwtCb2ptyUOLrYaQmvaGSFP7f+o5fq3DH2kyLSiLeQI0CdaQoerbu0K7hNDVyTEITdSdU4i+dqObmuAC/oKr4TwFC2FKanLTty4IXTIx5rFrYT0zAZNi6gZfWQo9iqyE/l/AIaP5L6IZ068JyFhC6XQq4bJ6wvKneFHuic/1MKglLoPzIEe6Lz3X1VKbQI/D9wF7gN/3Xt/rpRSwN8BfgJYAf+O9/53/7ivoVctPlT5l3cShm8t1oq27W+d0+wUJBc1Wd0x/dyY6TMJw0etMPUUVLfkTHdJRlJNhz2sIInXCjwIxCbnOX8xIz/u38s66CTKXtVi/XWpFd6hgnI7IjtpsauW0f2aajvClO162xjFBhdp8qMuKPjkCSw26Q5nJFbdx6IXcEYEQvmhA+fpc8veX4wZvykUoPMXM8ZvNwzvyy4JxVruq5eVRLxrTbszYHBvgblVoMLFfvgjuYTbporho1p6+llEM0nWi1u9lZLv1/SJgZBTYRdCw44uRLOgFzUYwbQnJ/V67vVmIhX/TNFOUjl+TEtcGlNvJYIWC85GaUNLka7eSiV8uHWMHnREC0M9gc1XwvFiKDdtM5Lu1MgoouMluvfkB0JlGu51TJ+NsEuhH7s7EX0i3g9bOmwWgXMM93p0bzh7wbL1iiea1nRDybJMzoJitneC/puLlDrKLIdfzbj+9QZ7IWf+bpSQ7VfcaBPKTYNpPXt/IeX678iDIglZDXpV4zMRJ6kQRgNgz4UirRYrfCpmJ90J+MZlivywpsvsmoFZbRlMHVFuaa59c4ZpRLLf5XINuACvXdxO5ft+1MjrIXi5TxTRoqfZTLFlx/J6QTOQo3b+p1hj+Be99yfv+/NPA7/uvf/bSqmfDn/+KeCvAM+FX18D/vvw+x85XB7hEissv9bTbqaC3A7V/+RgITd8J7JZW4mMODlYoMqGrOlF06/kzabtwIS0pkEqHMJOgCMR0Cdj4lkrtthJJmDUSYIO/v34eEmvEtE2VFJgqrbFD58dNkHDLoGlIisWKlOXKJJz4ROiID5ZyRNDS2GyyyzF45poLMciXXdMnyvYeclR3F+gvKc4FDOYqluMkfPuZdipeAFi+tTS55Z2HEnsfEg13nwtoi00XaJpbidkp71AV2dinNKrnvJ6TDNOiac9dtHgMru2dV9G1bs8kYyHS9Sd1WSP5nQj0RL4StEVhi4zJIjXJDmp18U3YL0oZHtL+lFMlxqacYxpHMM9WdTL6zGLXUNx6HBxgqkcfsOw3E0YzRp0063bptFCvCxdJnGB9aaVNpyDaNrgrMbHluS0Bp9gajl6NRM5dpqyDy5FQ3K8wg8S+kGCt7JbGDy6lBk79LyUXdBGLvi82uMMFI9Fau4iRXEuC4gbJOI7qUWs5DX4Tgrqi5sJxUh8I/VmQjRrSY9WdMOE4x/K2Hy9ISplwY4XCrvoKR5L7Fw0l6Da6lpCm2vSc009Nhz81Ybrv3JpGLQSAdB6iWasQg5s25M6iGZy3UXq4yM4/evAj4eP/2fkBPNT4fX/xXvvgd9WSk2UUrve+/0/7D+SEFgRBwkfUVSDPjGo8tLkxJrYdClbNVWPChoDVbfYTpKMdNXRXRvJ9vJCpNHL2wVtrljeHLD9Pfmc6d2UjbqnCx6BPvj7AblgTIC5xgZzLuj0ZkPOh/HjOc3NEeiEeksYkoPjimYs5+vssHofolyq1brqyB6Kai573DB7foRdSvZBetLIuTB4CVTvqHYHpIeCPusyg1lKPF69lbK4KUG46bmjLQxxQMHrxmGNxN+lpx3KgS3F5KWXUlzMewGaRHO5mcwyyMyt7BCkCi+dBt27QO/2dBsZbWGJZi1GSTepKzS6j9fhsZfW7mZoAhhWgRcCUjuQwqo85RQ42QKPHnSUm4bhWY9pHdmpZnnd0I0T4qN23Vbts4ho1pKc9LhEckd0EwrTShyITgfSVd0BBX0qiPv8uKMdSl5IO5AgIK+kXgPS5s0PGzn29B4bAKt4L4XZsuX4K0P6VDF+u2FxM8ZuZ5hWuj7NyDJ4Z05U9zRbKWbVoqsWuxVz8LWU7CihOJTrVsjhFZO3DabuKbctSUic0pXsWn0SiX0/1qTHNakn6GUM+cspw3eXYtcOhWB72qCajr5IJHIvtG8vBXbO/unkSnjg/1JKeeDvee9/Frj+vpv9ALgePr4FPHzf5z4Kr/2ehUEp9beAvwWQxmNU3YtatxERTzdOKa+n2KX8gEzZolcVHht6xpE8QbXCjQr0olrTdi9JQ04rmm2hG+WHTYCExkyfsbQD6AYeKBjfr1CdJ5rJIjT9TE600gL7NHKGnn92RL5fsbhhGT7y9OMsHBk0uvbr86VuxDV39oWc0TsNGnFT2lIstD4SqIfqxZzT5+/Zgfs8Qtc9y9uSlJQ/FmeiWdSYuccbw/kXR5x/AYbvwObLgtfvcsPFczHJtsGWnvygJq07qStcT0Obza9xYNFMeI2XLTi1ks6Ltpomt2gjnaH0aEWzlYllXSuaodiRT7+UEc89ydSxvG4oNzXVlmL40DG8X4lBKVJE0wbGMc1Ycg2iZUczujS7iZ9i+EBaqJO3q7VOIbkQL4Pq3Frqq5sOA9A5lBPAShdQcmbR0I1kIfdGYZTCnC3IQ4J0EhvaUUS5rcn3OiKQ4nWihdN53MiOourXuxs3TDHnS3QqYODqeoapYet7S1m0txLipUVNO9qhEf7BOMHMGkzr5AYPEvDd35Lj0mo3oc1TdCe7YFM52sIy/YwmWlp059G1kQBfo9Y4vfpage7l+hrfWzG+J/dQn8frRK++iNZQF5dL2lo7MESHYs76aMvCh18Y/rz3fk8pdQ34NaXUa+//S++9D4vGhx5hcflZgHG66/V8RXd9jFk2kqqkFKYSzXtXGNITD+NCtpZ1g3FOeIO90J6rO2OSw6U86ZVEzOtguAJY3s6oJgpTezZfr3BWs/9jCfO7oLtEJKpKrMReK6qtmLyWG+ISULt4KqMr1BrnrtqQtdh5VrvJuo2Y7VekR7KSd4UVXmUt4TOUUO/kIfhEAkyWt7Ow5V4wf27E2ec0u/+vXEzdlsSVqc5x+LUR6U8eMvjFa5Ku1ElupF31bLzR0BaG088bqknG1stLzOmCJLRm26GQn3QHLth8fawxM5Gcm5mwNbuBIX93SXwkCLn4rFr7/VFi9Fregv5Ejk3xzNPlssWOVl52eo4gxBHRmUrEZHb8Zwqipac4kO9d9aJVUb1fZ45GCyVhuRuaeGYCY7KlHyTiOq27dR6pV5I54VW0tuFfxu+5US4hLlqwftHZiniaY+YVZqFod4SV2Waa8vmM4ijcjL2j3IkZXlS4PKUdi/4gPapQnfz/7ShhfF8grS6SDk15I5HMkIuK6GS1DuSJQ3CwXjUMGhFvTT+bk573YoNXUOx55ncs06/W6NMI3cakx4rx29I980bRW/Gb2EUgpZcdyup1SplZNZS3BlQbhnqsSS8cXaJQz2+RP1pI2/0jjA+1MHjv98LvR0qpXwD+eeDw8oiglNoFjsI/3wPuvO/Tb4fX/vChENnm0Qw3yFBtz+zukOxUQmZQSnTkbU8fxZgQSQas6UbxcQm9xyxF5uyTeF2J1m1PdtzQZgnLW4qTKGPwuOfaSy3HPxzJGbaSs3VyUqJbKdSpuseFrEvTeuqhpk9gcTvBP5WQnXRrFqAE4oqO/VJ1OL9t2Xijxs4qWcR8iGw7kblWOzHx6Yr8UOOCag0PN74uJKp2FFNuW/pYsdxVrJ7u2P2fdhjNRd6brVris4p2lFCP5WYZPpSLrR3FqDpb33hm1a7hMPVmApkRYE1uJcQlgHDyPbm5UUq2poMEpUVuq+ueuHHc/o2eelOUmslZy+xuKlqSM7mIdd/TRxbtpE1rS0ezIclO0+cgvRAsvq5FG2C8fE2zqFntpkQLuenriSWaKvCXLUqHruXJ67Vi8LCk2YhpBjHxIsJUTjDtwbKsqhrTtCJ282LUQ2u6USqxcw+XRDNLdS0J4JoOlxjyvWpdsI3PqvUi1KeaLpc6SL5XcvFCgTcau5Qj8OJmjG5y6ZI1gm5HI5qQ8IC5TJ2O5y12GjpgMaSnjuwfi6NzsC95pjqkm9UbUrAuDgQTkB7XUv8J1HKv5GEDMHxUM3wgFnA7F2K5D2FOH2X8sQuDUqoAtPd+Hj7+y8B/AfwS8G8Dfzv8/ovhU34J+A+UUn8fKTpO/6j6QvgiYE3AikVUOwOGD2oBU2hYPjMif1xKAnMWr994vWpwqcBdbWKITkX1SGTpR1I913VHX4imPDvtGT7sxW7tPOlhyc5L4GJZ+U3oOevGhRuqJzprsVbjoiE6U/SJ4uTLClsqlrdi7ArwMNjvOXvB0I48o3uCpB/udXSFwVQyx2gmSkRVdZRPD+kSTX29ELZC7wVhvyUuRNUBrcBOLz4TUV13bH/dEK2C2nHZrduLupezfPG4JT5ZykI6SJg/N8TUDrvs1zLZPrUBSdcJuBaoNmOp8XSObigY+0uz2mXQ7iUIpBvEwcIt51s0DB/W6FbAM5LKpLCrlj6z6Ep+3rOnLFvfr4iW0na2y5Y2MDr7XCrzGy/PiOfSutx8VT6/z0Rm3Qw1XhuKWrI5yw1FPI8xlaPbsThrKA5cSPyWYxdFup4//eUO07G6lRIFE1M7iqmHhuygQtU95e2C9LBEr1qS7j3wKlr0M7px2KncmF4pnCEsWD3DR9JlaIcxdsE6dPkSfnMp5LuMvkt7Ua3GC6kXDd8uyQ8MZtVipqXAjqPgpK1adNXhbg/RjdRYfC4Ric5KhoippN6x3kXMa7qNTHZSATH/YceH2TFcB35BupBY4Oe89/9YKfVN4B8opf4m8C7w18O//z+RVuVbSLvy3/3jvoBX0G7mEsNW90RLSYS+jCDL9wQ0ipM33gfgh1pV6K4nvpAKvWp7VNXgRjlmVqPqBoINuNzN5AY5mJN4L3gvq7FVjz2oaTdS6SQElZlqOtqtnLaw0gZtHMW+w5uYtoB6InOP5rI1Vr1nsKcpG8XwobTEsvtTXBpLHkMkrsx6krL4oQHFYY9pxaMxeFBiljXdOBPoS6aJVz3N2Aojce5JTjUnX+vY+LZh61XBifW5mMuS04rhQwKIRbateL8O8u0GBlOJDb0ZGdKTVpgGbU83TCgeCdi0G6eCmnOJsCRSuw7hWQttCrPupvRFRHS8WpOlVduvU6DSo2qtorTLHlvK+5Cd9vSpohtEuEjRFQldqigO5MJPjlY0mxnx6UoEV52jz3KUg/kdzeitluKRI76IMK0TalSVCVync5KJUTragUH3HlOKWnT0hvhKfCQ1i7bQRFOZU1sE12xiREbtAyatVRBoVNFMYL94L+1iZxjdr2iHltnT0qrNjjzltiD66hdiikNHPdS4GPKDkDaFMEDrDWlhY4TJEAWxWXSyCmnqTq7nZYUaZOuHYfZwJru5ztFupDgjWPw+vQTiQDMWrEA/lKOP6hxEH812rbz/aFuMP42hlJoDr3/S8/iQYxs4+WP/1Sc/Pi3zhE/PXD8t84Q/eK5Pe+93PswnPxHKR+B17/1XP+lJfJihlPqdT8NcPy3zhE/PXD8t84Q/+Vw/2v7ialyNq/H/i3G1MFyNq3E1PjCelIXhZz/pCXyE8WmZ66dlnvDpmeunZZ7wJ5zrE1F8vBpX42o8WeNJ2TFcjatxNZ6g8YkvDEqpf1Up9bpS6q3g0vwk5/I/KqWOlFLff99rm0qpX1NKvRl+3wivK6XUfxvm/V2l1Fc+5rneUUr9U6XUK0qpl5VS/+GTOF+lVKqU+oZS6jthnv95eP0ZpdTXw3x+XikVh9eT8Oe3wt/f/Tjm+b75GqXUS0qpX37C53lfKfU9pdS3lVK/E177wb333vtP7BdggHvAs0AMfAf4/Cc4n78AfAX4/vte+6+Anw4f/zTwX4aPfwL4FUTQ/aPA1z/mue4CXwkfD4E3gM8/afMNX28QPo6Ar4ev/w+AvxFe/7vAvxc+/veBvxs+/hvAz3/MP9f/GPg54JfDn5/Ued4Htn/faz+w9/5j+0b+kG/ux4Bffd+ffwb4mU94Tnd/38LwOrAbPt5FNBcAfw/4N/6gf/cJzfsXgX/5SZ4vkAO/i0jlTwD7+68D4FeBHwsf2/Dv1Mc0v9vArwN/CfjlcCM9cfMMX/MPWhh+YO/9J32U+MMs2k/S+Kj28o99hG3sn0Gexk/cfMP2/NuI0e7XkF3ihfe++wPmsp5n+PspsPVxzBP4b4D/hHVEEVtP6DzhPRTCtwLCAH6A7/2Tonz8VAzvP7q9/E97KKUGwP8B/Efe+1nwtABPzny99z3wZaXUBPgF4MVPeEofGEqpnwSOvPffUkr9+Cc9nw8xfuAohPePT3rH8NEt2h//OAy2cv7E9vIf8FBKRcii8L967/9RePmJna/3/gL4p8iWfKKUunwwvX8u63mGvx8Dpx/D9P4c8K8p4Zv+feQ48XeewHkCvxeFgCy2axRCmNOf6L3/pBeGbwLPhcpvjBRxfukTntPvH5f2cvigvfzfChXfH+XD2Mt/gEPJ1uB/AF713v/XT+p8lVI7YaeAUipD6iCvIgvEX/tD5nk5/78G/IYPB+M/zeG9/xnv/W3v/V3kOvwN7/2/+aTNEwSFoJQaXn6MoBC+zw/yvf+4iiV/RBHlJ5CK+j3gP/2E5/K/IQi6FjmH/U3k3PjrwJvAPwE2w79VwH8X5v094Ksf81z/PHLO/C7w7fDrJ560+QI/BLwU5vl94D8Lrz8LfAOx5/9DIAmvp+HPb4W/f/YTuA5+nPe6Ek/cPMOcvhN+vXx53/wg3/sr5ePVuBpX4wPjkz5KXI2rcTWewHG1MFyNq3E1PjCuFoarcTWuxgfG1cJwNa7G1fjAuFoYrsbVuBofGFcLw9W4GlfjA+NqYbgaV+NqfGBcLQxX42pcjQ+M/w96KyfToqRPGwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ims = [np.max(relax[:, :, 60:], axis=2), np.max(alive[:, :, 60:], axis=2)]\n", "fig = plt.figure()\n", "ax = plt.gca()\n", "ani = animation.FuncAnimation(fig, update_plot, 2, interval=200, blit=True, repeat_delay=0, fargs=(ims, ax))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# unfiltered 3d deformation field\n", "fig11, ax = quiver_3D(-u, v, w, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1}, filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# filtered 3d deformation field\n", "fig12, ax = quiver_3D(-uf, vf, wf, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1},\n", " filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig11.savefig(os.path.join(out_put_folder, \"real_data_unfiltered.png\"))\n", " fig12.savefig(os.path.join(out_put_folder, \"real_data_filtered.png\"))\n", "\n", " # This needs a working ImageMagick installation, and probably works only on linux\n", " try:\n", " import imageio\n", " plt.ioff()\n", " f1 = plt.figure()\n", " plt.imshow(ims[0])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f1.savefig(os.path.join(out_put_folder,\"tem1.png\"))\n", "\n", " f2 = plt.figure()\n", " plt.imshow(ims[1])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f2.savefig(os.path.join(out_put_folder,\"tem2.png\"))\n", "\n", " i1 = plt.imread(os.path.join(out_put_folder,\"tem1.png\"))\n", " i2 = plt.imread(os.path.join(out_put_folder, \"tem2.png\"))\n", " imageio.mimsave(os.path.join(out_put_folder, \"reaL_data_max_proj.gif\"),[i1,i2], fps=1)\n", " os.remove(os.path.join(out_put_folder,\"tem1.png\"))\n", " os.remove(os.path.join(out_put_folder,\"tem2.png\"))\n", " plt.ion()\n", " except Exception as e:\n", " print (\"failed to write gif of collagen embedded cell:\")\n", " print(e)" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "notebook_metadata_filter": "-all" }, "kernelspec": { "display_name": "Python [conda env:test] *", "language": "python", "name": "conda-env-test-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }