{ "cells": [ { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-03-08T14:59:51.073492", "start_time": "2017-03-08T14:59:51.063951" } }, "source": [ "# Image pyramid tutorial\n", "\n", "### Content\n", "- Laplacian pyramids\n", " - functions for constructing / manipulating Laplacian pyramids\n", " - aliasing in the Gaussian and Laplacian pyramids\n", " - Projection and Basis functions\n", "- QMF/wavelet pyramids\n", " - functions for constructing / manipulating QMF/Wavelet pyramids\n", " - perfect reconstruction: Haar and Daubechies wavelets\n", " - aliasing in wavelet transforms\n", "\n", "A brief introduction to multi-scale pyramid decompositions for image \n", "processing. You should go through this, reading the comments, and\n", "executing the corresponding code. This file assumes a basic\n", "familiarity with matrix algebra, with linear systems and Fourier\n", "theory, and with Python. If you don't understand a particular\n", "function call, execute `help(functionName)` to see documentation.\n", "\n", "for basic tools see `TUTORIALS/01_tools.ipynb` \n", "for multi-scale steerable pyramids see `TUTORIALS/03_steerable.ipynb`\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import pyrtools as pt\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:50:50.709958", "start_time": "2017-06-05T14:50:50.088948" }, "init_cell": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "im = plt.imread('../DATA/Einstein.pgm')\n", "# im = pt.blurDn(im, 1, 'qmf9')\n", "pt.imshow(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Laplacian Pyramids:\n", "Images may be decomposed into information at different scales." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Blurring eliminates the fine scales (detail):\n", "binom5 = pt.binomial_filter(5)\n", "lo_filt = binom5*binom5.T\n", "blurred = pt.rconv2(im, lo_filt) # NOTE this convolution is a slow, see corrDn instead \n", "# rconv2: Convolution of two matrices, with boundaries handled via reflection about the edge pixels.\n", "\n", "pt.imshow([im, blurred], title=['im', 'blurred']);\n", "# help(pt.rconv2)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# subtracting the blurred image from the original leaves ONLY the fine scale detail:\n", "fine0 = im - blurred\n", "pt.imshow([fine0, blurred], title=['fine0', 'blurred']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The blurred and fine images contain all the information found in\n", "the original image. Trivially, adding the blurred image to the\n", "fine scale detail will reconstruct the original. We can compare\n", "the original image to the sum of blurred and fine using the\n", "\"image_stats\" function, which reports on the statistics of the\n", "difference between it's arguments:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:00.756399", "start_time": "2017-04-05T16:11:00.750765" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] } ], "source": [ "# pt.imshow([im, blurred, fine0], title=None);\n", "pt.image_compare(im, blurred+fine0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the filter is a lowpass filter, we might want to **subsample**\n", "the blurred image. This may cause some aliasing (depends on the\n", "filter), but the decomposition structure given above will still be\n", "possible. The corrDn function correlates (same as convolution, but\n", "flipped filter) and downsamples in a single operation (for\n", "efficiency). The string 'reflect1' tells the function to handle\n", "boundaries by reflecting the image about the edge pixels. Notice\n", "that the blurred1 image is half the size (in each dimension) of the\n", "original image." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lo_filt = 2*binom5*binom5.T # construct a separable 2D filter\n", "blurred1 = pt.corrDn(image = im, filt = lo_filt, step = (2,2)) \n", "#corrDn: Compute correlation of matrices image with `filt, followed by downsampling.\n", "\n", "pt.imshow([fine0, blurred1], title=['fine0', 'blurred1']);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:01.560521", "start_time": "2017-04-05T16:11:01.545581" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fine1 = im - pt.upConv(image = blurred1, filt = lo_filt, step = (2, 2)) \n", "# upConv: Upsample matrix image, followed by convolution with matrix filt.\n", "pt.imshow([fine1, blurred1], title=['fine1', 'blurred1']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have a technique that takes an image, computes two new\n", "images (blurred1 and fine1) containing the coarse scale information\n", "and the fine scale information. We can also (trivially)\n", "reconstruct the original from these two (even if the subsampling of\n", "the blurred1 image caused aliasing):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:01.832148", "start_time": "2017-04-05T16:11:01.821682" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] } ], "source": [ "recon = fine1 + pt.upConv(image=blurred1, filt=lo_filt, step=(2, 2),start=(0, 0), stop=(256, 256))\n", "pt.image_compare(im, recon);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, we have described an INVERTIBLE linear transform that maps an\n", "input image to the two images blurred1 and fine1. The inverse\n", "transformation maps blurred1 and fine1 to the result. This is\n", "depicted graphically with a system diagram:\n", "
\n",
    " (IM) --> blur/down2: (BLURRED1) -------> up2/blur -----> add --> (RECON)\n",
    "  |                     |                                  ^\n",
    "  |                     |                                  |\n",
    "  |                     V                                  |\n",
    "  |                  up2/blur                              |\n",
    "  |                     |                                  |\n",
    "  |                     |                                  |\n",
    "  |                     V                                  |\n",
    "   ---------------> subtract: (FINE1) ---------------------\n",
    "
\n", "Note that the number of samples in the representation (i.e., total\n", "samples in BLURRED1 and FINE1) is 1.5 times the number of samples\n", "in the original IM. Thus, this representation is OVERCOMPLETE." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:02.129248", "start_time": "2017-04-05T16:11:02.118646" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blurred2 = pt.corrDn(image = blurred1, filt = lo_filt, step = (2, 2))\n", "pt.imshow(blurred2, 'auto', 4);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:02.274288", "start_time": "2017-04-05T16:11:02.263292" } }, "outputs": [ { "data": { "image/png": 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iwufz7a21e2Uc25cz6i42QhtrljwvIwv6y4wZzvdqrf1Na+3hGx7rzhlzoC6a2vYbHbdU0dpO+JWMOUDfMwzD55KktXZWxnTwa9fY/w5JfmoYhv+12PfajMlf35/kGCx4a+2hSZ7fWjto8d3JSc4fhuHXtxzLa/evZRTc7bn4p7X2pIyJbi8altmrGYbhb1trP5Ax4e03F19/Jsm/HIZh04rw+zvG52VMzltpRzEMw5+0MWnw5Rlf8sno4/nuYRh2U9LwoIxq6cdnzN163DAM/3bxInloVKZhAi/NWHvkJbsYxzcUvumYSRYOOF4kSTIMwz9lS6r8BD7Hi2QBrOTbty4FFt8fnOQei7/PTvIdbezz8sQ2ppSvYBiGVwxjRbd3+LebE621YzIypr/Lvg7YR2YsFv3mjFXHnpzRKf3a1trj9nCMp6aozLaILL0sY7uNJ2Z0fn4gyZsXL/WNMAzDjcMw/MZiibL1+/cOG6RHtNb+r4wO658bvg5LBsyNb0Zmco/sW3Eti+/uu8b+n9r6xzDWpEiWVbMAUmYqwL1i8f8/mdHL/+XW2puTvHAYhivWGfjNgdbaURkjP5cn+aGtrGSBlyb5wDAMP7blu7e21v4+Y/7T8bmZ0XaozNbGyf/DjCn7P7/l+7/N+EL/jYzL0V1hcW9O3cWYfyrJf0zyK8Mw/Mluz/+NhG9GZnJdRgprbPfdbBhG/NdhGB6R0cH54xlLU7765jzvTmhjJvUZGZ2XTxqGYbtQ8rHZntafneTBN+PwkqxVme1uGcPMZ2/9chjrkbx/L8ZotNb+TcYl14uHYfitvT7/gcI348vkH5J8X2vt9nzRxlYQj9qrAQzD8MlhGF6dsT/KxjR8DiwiTVRG++5hGG4oNv1I9q1tmowvwpu1bGBbrzLbJzPWGHmE9j0kYxRmT0sbLqJzf5rkvw3D8At7ee4DjW/GZc5vZqxO9rettf+cMax4WrZf+syGNlZ8+0zGl9nHkhydsY3C327ZZrtqapue55gs66/eNskRbVmN7B3DMFzfxhINb80YkfmJJIcvWAr4xy0s5aUZCyz/eZaNtp6VsbjQSu3ctmZvoYUj88gsjdkxW8b45mEYPt/WrMw2DMONrbU/SvJzrbVPZCx+fduMLSyOzBhZ2xO01k7J6Ht6f5LT22o1tBuHYTh3r8ZyQHCghS4H4r+MTrpzM1q0D2esEnZ6tojWMj6IrnZ2erYROy22+0199+xsqSyXcVlzZsYXyY0ZfRS/m+SO2+xz6sT42e7IbX47LXVFrlN1bTtut+WYP5axJcgnF/+9J8mPaJvbL/b9T2vM/+k7nPvIxTanTozxyC3HOzjjy+O8jC/s6xdz/T07nH/2KmQTc3/F3Of7evuvlyD4BkRb1ki9f5Irh32dpnuO1tr3ZKzCf79h31YbXxdYOGsPSBWybwZ8M/pMbkm4NDM0dZoJj824xPm6fJEs8MtZNsfqmBmdmXwDoo2NmG4KYw87SLw7lmhjJzxk7V8ahuH8AzmeWxr6y6Sjo2MW9GVOR0fHLOgvk46Ojlmwts7kR37kR4Yk+fZv//YkIRSWr371qyvbVcumr31t+6zzL3959B9+4QujHumQQw5Jktz5zmMy7Sc+MWbK33DDDSvbH3HEESvnv+SSS5Ikt771rZMk3/ZtY12bG2+8cWX/O9zhDkkSNAuc19fx+c9/fmU8t7vd7ba9jq985Ssr133QQQclSb7lW8b39Be/+MWV7Rkf+1XzJ01FCW/PeRk318H5+P5bv/VbV/ZnXr/0pS+tbMfxfL3MA5/MI+O4zW1us/I7xwUc1/N58MEH77g95+dvzscn4/7nf/7nleMfdthYDeJWt7rVynH8CTiOx+Pz88l9//jHxy6wzC/PIWCefd8ZF/D88txwnddff/3Kfne84x1Xtq/uUzXvfm647nPPHaUxn/3sZycfyM5MOjo6ZsHazOROd7pTkuSe91ytS8Ob1pbUFtNvSO/Pm583+X3uc58kS0Zx9dVXr2z/iEc8YuVvmAP7H374KCHAAlx33XUr4+fNC3Mx04IRcVyun/GzHRaZcXBcMwPe/BzHjIDj2WJxPjMeM0D+xlLBDD71qU8lWTKk299+zCLAcmLBPvnJT66Mh+tmu9ve9rbbnpfxch5+5z7YQhr8znPC+H1fzEzYjvnmk+8/+tFR0MxzBZPld5gL4/7c5z63ch4sPfPAOHw/+GT8V111VZIlgz/00EO3nSfOx36cx8fjb+YfXHbZZSvfw7zYj+vm0/fN42f+OB7zYGa1Ezoz6ejomAVrM5PKslSW0mszPr3G9ZuY43gty/5YFt6gvPFtwXx+GILHxxuZvzme94dpABgJsOXyddqnwXmr/Xw9tiTA88vvrLHNkDgvDMRrbPY3U8OSY0E5ru+X583X6/vl54DtgI/neeCT56Ly9fj4/M14/HyZ+QCPm+04Dt+bKfnfSXU9fn49Hv879O+geo69H+P08+LndR10ZtLR0TEL1mYmWB7WYPaR+M3Hm9Y+hsqy8rstJufje3vjsZgwBXwDXpMCfvf5GBfHZc3O75/97GdXzs/xsfj2HTF+zletjb22ZT8sGJ8cp2Jy9rUwfq+ZP/OZzySpmYUtp6NSHJfr4LycBwvHfJlxeZyGLbivz4zAviIYK9fpaCHj57nhPtpHw331eYEZCPtxPMbjefJzaiZiJmqmxfX4+eS4jMO/Tz1PjBNfG+czA98JnZl0dHTMgl3XM7EFA7aYXpuaoVTMhTdk5VsAWEAsoy2y18jszxvbvgRgC1q94b19dV224LY0ZhD2hdgSm1Gwv30HHB/4/PYlWHfj8/i6PF5bcltg+2TMPMy87Dszc2F7rpPrNsPjd/sAKoZtplnpf3hOGR/7edyO2pmxVT5Jtvdx+DRjNOO1fqaKrnIcrhOGOcUkt6Izk46OjlmwMTOpFJHAltnw2tlKUK8dDXuhvdavLMiUEtDfm3lU56miKT6vt+c6phiJ9zdDMPMwE/KnFZ2ONlhxyafHgyV0lIHjoE+p5gFMRQH5m3GYufi4vt6KSfr4wM+Nn8spVFE84OhNNT6ff0qx6xWAn9dqnMDPl4+3Djoz6ejomAUbM5NKH1ApXitdQeUdB1g+1nJ+Y7K9ozGOUtjrbuZQMQnOx36VfsTX6ZwRYJ9BFZ3w2rg6jpmQlbdVjgbHxdID309H03we53Jwv3w8j9OWuPI9VfqcqeiOx2fm5vszFcXy9tb/mLHZt+Prqv5dVMzU5610LlYIewUwpV+yLsa6l3XQmUlHR8csWJuZVD6ISj9S7bfPAJRb4Th5tdb2+auojVFl91a+kyrub72NrwP4PJ6nyptfRbFsOXz9zs1gP/uY+J5cHUdDbOl8PWxnH4V1OmYStozVfTW4Hq/hp5SuldLU46osurf3OCtFt31JVbawmVeVm1P5ONbV5VSMufr36fu1Djoz6ejomAVrMxO/oSoFpi1ztT2o6oNUdSvA1JvT58NS2gKtG/0BtoRV1KXyUUxZEl+39zPzYH//bf0FxyHKwnzw6eNXOUEcH32PFct8ogS1RXbukC25fQvATKBifJXehb85j3VDxhSTqpTHVlZPRRkrZlD5Xirfo5XiVZRqKkoJnIu2Djoz6ejomAVrM5MqG7eK6kxVdgKVYtZr3mrtXlkWr/2rN3rFNPx9ZZkqBWiVq1TpP4CjJxUzMOOoojp8omxle89vxRDZ3xbMTI/5IeeF+bVOBWZAJT3G5Widc6XYz/etqrhm5S3ncfTDDMfRIEetqvmqmLuPC8zUzPDMqCrfixnxVLQRVL47z2fXmXR0dOw5Ns4arqIroPJxgIqhAEcLfP6KIfEGtQ/A9Rk8zgrVmt2Ww1ENo4ryuEKbt2ceuJ4qZ8aMzpbOPgqfx9msjhZ53sjGJTvXTK4at3OG8KngewGMp7pvzhKulJvOUXHOVsU0bdntG6me3yoKWD1nrlcyxZBApRSvokrVc2u4Lsom+pKbrmnjPTo6Ojq2wdrMxG/OykJW8e0pZZ+Ph2WyL8D6i8qbDqYsw1TUpsqKBs4tqsZnZuXKWNbVuEq4q9yznbOefX5gpaotHH9T18Lf+zhmINQKpXYqDAYGgi8FJuLzu9KX579iFMC1Uj3/HJ8sX+tgDN9nM0gzAFD5CqeUrqBiJma2Znoe11SlP8Zh35l9OZV+bDt0ZtLR0TEL1mYmVdy9enM5WjHlawHWTThu7rV/VXfEWbFVlXRb4KrehMdX9SUBnBdGwe/2Efh6rLNxXQrmG+WqFacer+u62DdQ6Sgqn5TrzFiv4mgD21dRLDM151zBcOz7qXwcvi/oapzFDCofQhVVrOqpVD6zdZ+nyvdT+XbMiKt5MNOYikqa0ZmR7YTOTDo6OmbBxj4TUMXVjSmvuRWQ1glUOTOgymnxmrOyCM5Zmapv4fNUa0t3zjMDsS/AuTRmAI4euR6Ka3dWlh+YsRF1qeqcOEvV1wk4Hr4LGAudFK0Mdc3eKofIlcXoP1T1teF8VXX36nmsojBTWeGVb63K7q10TGBKz7SuT6P6d1spcqf+fe2Ezkw6OjpmwX7n5kyh8ipXdR2qGppTilv7ErBYoFL2ec1Z5XxU35sxWL/hTn/s5+iM+wBVa1V+Z3uOS6c4622q3sHupeycFddTqXwf7IcvyDlA7h5gHRHHrSqn8Tvj5Trp6Xv3u989SXKXu9xl5fieP1dvNxOtagQblZ7EsE+qqqC3LnOo6vBU9YGqaKWjpdbzTDG0ndCZSUdHxyzY7+r0Fabqm1RZu7wJsUj2HXhN7TV4ldMwtaatvPJVDo8tjre3XgTLWNVJMQNzPRErOa2f4HcYi5kU58eXwHk+/elPb3sczwP3wQwRxsDxOT/MASZB713GA5NhftCp+LiMB6bDdvRG5pN5orcvcF+ZqlJcVfXd1z+VNTzlc6uy4aso6bpZ6tXvlX5kqm5L9XzvhM5MOjo6ZsF+14A1przcfgNXa0tv7/2mclrsg3G9j2ptaF1HVa/D/XocHar6v1TbuQMhltD6ChSmPj+MwNENKyg5vhmKGVqlKHU9GI6Pr4rjwaDwZfAJE4KxOLvX98dMjXmA6cBY3LGP+bNOqdJh2MeAL8hZ1tXzMFVrtsou93krJlL5ekClJAe+/2Cq5u4m6Myko6NjFuyamWy6pqp8LD4eqKI+VU6P4WhQVfO1qjRW6VLccdAVxdxZjfO4Y1rljbePyMyA7215Pd7q+J5PR6EcXamqz1sXAzMBMAa+x7dhH5cVqlPZup7fqhq9oxZVNm/FIKr7aV8W8HNVKa6da+XjVF0UKr2Vt5tS3BpTitxN0JlJR0fHLNh1NGfdSmVTNVSnfBgVY/Ab1TVE0TdgaSsFZBXHtyK3suQ+r+fBuTGAaEUVvbHFqrKOWdNbyQqs67DPx5bUa2vXJTGzAoyD47KdfTicB8t8r3vdK8nSh/P+978/yZLR3POe90yyb2U2j985NMy7ozJVrk3FUMzArfituiFMZatXn1OK1ip7uYoqVbqVqez9rjPp6Og4YFibmVTKvao+wrprryr6U9VQdW6I37iODrAWn6ohauUkFhSL6/39ZrcitVIgYtk4riuowQTMZLhOGI0tLtcJE8PS29JZb2HmYZ8QMFPy75VC0/oY9+e5z33ukyT56Ec/mmQZ5eGTeeJ67Euywtj3z8+f76OjOr6v7g5gJlRVJquiaFWt46pOUNXtAfjfiRXKVR+eKlvc17+u0j3pzKSjo2MmbFydvqpCD6o33FRUZkpJOlURy0yoqo9RMSGvFSudCJbW53e1dlcOYzt30HNPZVsE+wg+8pGPrPyOL8GWxj6ZqWiPc4qmqprbB2UmUm3POO9617uu/I3+BB8L4+J4l156aZLlvJI1bD0O++Mz87w4KmULbp1JpVSeYgyVMtU6pqoi27q1W81onJ1u+P5WitupaOm2Y1l7y46Ojo4dsN99cyrfxj4nkhe9UrZWqKJHVVVvGIBzbqq1YBXlqSxQVQ8FS4lC053vYAzsz3aVJUPHAoh+YIGx8DAYfA1W8LK9Fa74WhgXFrlSvpp5sB2ofFKuuYqS14pS7hu/c15yfbgOxsH2KGztk7J+x4yP+XJOmLO3q6zzKZ+J56XKgalQdTeooqIVqhVDtX+lyN0JnZl0dHTMgl1Hc8woqgpUVd2QqVwA95VxbobXdJVy0AxiKn4+pei1pYU5WIH5iU98Ism+OhNnqTrqYJ8PlpLtyJolO9bRmBtuuGHlOGYO+Gbcr8UWlv28tnefIK6D/a0rsUXGl3H99dev/M75uD58QTA7fodB8cn1My58KRWDtu+CefM4rb+pKp25Y2HVb6hSzBrrRk8c1axWCj5uxbj977NiRDuhM5OOjo5ZsLHPxFGWqmq3mUtVLbuKGlS5DeznHrVeK1vxWSltK3gNaUZi3wGwDsK9g62YdTTHUQmOh2+D68HCsx8WHB8A++NLcNSD/e0rMPOz78UMxLV6XeHOTJHtYRb4QjivOwW6Pwx/ozvheFz3NddcszJefFLMA+ep+ju5zxHgd66vqkjn7acqrVnxbF2K/31UDMTPlZ/PKlo05evp9Uw6Ojr2HLvOGjb8ppuqpFb9fdPApKR1jgm+Aa9pnbviPi7+nNK5eHtn19qCMz4smC27czu85seiWEfC+D72sY8lWfpq7LvBYpPTwt+OahiMs9Kn8Dvzyvkqy+V6KMD9hKzkreqqVD43K0m5PuaR67n22muTLH1NZjhWUBuOclW+hSmFtn12Zl5m1D4OMLOf0n35/lmH5f171nBHR8cBw+xZw/7dDGDKW+03tj95Izs7tVLmVj6cKqu5uj6f3z4ggEUkmgNcscuKxUqZCAPg09Xp7ZNAn0FUxEpVmIx9E8xP1b/H2b6HHXbYynnxYbnWrBmdfSq+v9Z/cBxAhz8rN23ZXXnOimNHg8x0uC/WwXD+qn8R2FTx7aiJ68nYt2KfjPfz820GBzw+P5e913BHR8eeY2NmMpUjsM8JpBCt6kRMVW4zo6g6rFVr/6q7u3NG7KX3eFw5zZbcFsPZy3wPszJTcNSB43I9MAUrWvEF+Dqw7MwL53XNWWDfiiuVeX+YEFETWzJHRTi+593z7B7KjtbZF+Wq/WYkXA/jNTPxc8n9de3dKjrnbgpT9VGq36sarmAqZ8fPbZXFX/kI7fPpuTkdHR17jo0VsFV83ttV0RAzg6oym6MwPl/Va9VxdusgzGD8vdeU1hF43K7T4Y521Xioier96VBnPYj1D1UdCzMeWxZ+ZxzOmQKVMhamUzE5z2NV/2WKsXpc1p14XmEuZkjuV4TPw7lUvu+cx+NwtMXRNzO6qud1FcWsmPpUdKX6d1hFwaq6KbvJFr5pDBvv0dHR0bENdu0zqd6oxrrZjFPV6wFvfEdvgL3W9rLbUnj8m2Z1VpbYFpF6Hc5yrrJPvebFpwLzgdnYglV6mkox6fO6LktV58Xz4nFUzM89lQ3rNcxgXIkOpmT9DtvjO3FnRfbnb3wiZpRWHHMfXTfGTK9iJMZUnR5HD6uoJJjy1fi8FSOvaiPvhM5MOjo6ZsHazKSqfzCVrejtK6+135SVl7tSrnp/e9mxLNX1mBFMjcMWlOP7je41qn0L1OOw7gNgkfjdOgmfx4pKKyArpaYtX2VJPR/ASlXrIipFss9nZXG1naM5VRV6trfuhfnBR8V2MD58S1VtVjNBR4eIrnF/q1ydqWx6P/egim6C6jhmmL5fZni9nklHR8eeY2OfSVUnolpb+Y1YWb6qP44tQqXjqOo1OJei8pZX1dWrHq3ezspJd7hzNMHefutPWMtzPBSt7A8Yf6WI9fmr6AhgXK5MZsbkebevwNEWW2LrTFz3xYyL310t3tEu5oftnCPlnByOe/nllydZMhzXorXS1ozXtX5RQHNfKh+QmZ4Zh7sI+N+PGW8VHQWV8tbH831cB52ZdHR0zIJd5+ZUNSinarRWa7+pnB1biCqnwFGIqralLXhVIW7KItvSmiE4jg9smZxd6/oZrjBmJuQKbsD1SSrflH0JHicW3Pe5qu1bzbOPw+9YXvYjusJ47JOA+cHYYAiucwPsS7ruuuuSLBkEjMZM1vPG+PGJoGvB10J9FsYDAzLTm6rBOsXcjSqqM1Xd3tfnf6+boDOTjo6OWbA2M6ksG5ham1XHqaI8VSU3MxyvGbFMWDIzFo/fb+6qspUth8/v+hC2uIzHXnPX08DyYZnJ1fngBz+4Mg53EKwUwj6uo0lea1e5OtalgKrWq+fR57eitIrS+Lnwce5973uvzJNzb+xjcxY2v3McM0J8KehLGAe+lRNPPHFlPuhMWNWO9fVMVRwEu2X0xlTt5inf5k7ozKSjo2MW7FpnMuXlraIH1ZodVLkBU317sBRmKlZOWkFZxd1dTwKLXNUx8Roby0h0hjUzCksYVKX34HuOw9re1d+t5zBjsQW078BK26o6O+D41nVUNXOnlLT87vk3g7JSl3m9+uqrkyx7FsNQ3G/Ildd8Pzxe9rdPiv3prEjFPzNg5mlK8Vt10qv+fVSKVeD6NdWKovJpVfVX1kFnJh0dHbNg1x397P0FVd8ar4H9hpzyHtticjzXl8AyoWzEgnqN7PFVtTOrClmV3gW4Riu1XGEkRAP4ZK1thkDNV8D5OQ4WEwsLc/F2ZgSVEtUW1tGhKlvZPXwrX0ylI6lyR6zcZT9Xp4ep3OMe90iyZBBUbLPPxR0DGS9RHnDkkUcmWXZSdFSN+8z43PcHZuMoXOUjrP6dMe6pWsZTitmqf1QVhes+k46Ojj3HxtEcUK3xpipI+Y05VUeCNyRrXH53vxl67t7vfvdLsrRQriNiiweq6NFUjoprl9pyY6lYWzMeLB56BBiIa8VicQ3nurgmrpWa1XVWPivfT98/Z28Dvke3UXVktM6mYkDW4cC8OD4Wn3nkd+tFXHmP6Ix1L4yL58nZ1ByP++ras6BSvk71dZqK6lhxXeXIVb6WyvdpZl39e90JnZl0dHTMgl1XWgO28MZUzUm/AStfhBmMO+thCWxZ8SVYQYlvZdM6Ex4/n67oRvV2LC4KSSynfSqMEzjXxbkmUx3ZrNuwwtS9j62LsH6lysFx1My+MEePvF+VYwXsE3B1dj5hhkR38IkwX+6IiG+E/ehRfLe73S3Jsu8QjBEmw3VYoevoG/eb7fwcwxirSn6VL6nyOVVRnqlaso72VYxzHXRm0tHRMQs2ZiZmIpWStaoDUUV7XFOTHAdHa6q1nOt9ME68/l5bk1NRrS2Nyjtui2mLwd+cz/vDOPB5eA1d+XaqzoV8mkFYCWtdjvUO1dobS24dhyuPgUo3VFWWM9PifnJe1z0hRwefFNs7esV2fMI8YC7cBz9/gOigOyjyPFk3w3Yc5/DDD18Zf1UHqFIUgylfiH1PUxXW/O9yKkt+J3Rm0tHRMQvWZiau0FWtuRyndg9d4GiIs0+xcO7R67i717DAdS2sJ+DTHeasj5jy9dg3w/mqeixYxkqRy3VzfY42AK/VnUXsLGT7KAwzK/tQgKNqMABXSKsYJ9fncXueXV3f+hf2J6pipbAr2bmKvGsE2zIzj66kB9NgPj1+5oH9YTAwT1deq2oRg8rnaFTRNzMQ+5yqqGs1np3QmUlHR8cs2HWlNeAoTPWmreomVFnD1Rrbb2pbSFsW6wvsU6lqtVbVxasasQBLhyVifPhM3IsYy4pvh78B2zFu6wyIQpip2IdhLz3fT9Xy5Tj4WGA8jNMW3NnSzrWxj8SWEthn4PvBPHJeonNcJ8pXGCqMAd+Ln1tHSdw7mev3fec6GYejR2R7c/0PfOADsxOcnT1VcdC+O1D5Rqrcn0qZuwk6M+no6JgFu1bATnl7p+qfGJWlrxiILalzLrAMVkJ6f7/p/b0tVtWPxl3jOR7j4ft/+qd/SrJkIlgyro/j2FfknrnOduV3mIwZmXsYM19mXlhiYJ+S9SuczzoT5g0fAcd1tMU+OCuJq6xqj4d54TrNQM0gzJiIBrkmL7+TawND4bodbXHuDtvd9773XRlvpQup9FyO0lQMr4qKVdE6H8//znpuTkdHx55j1zVgq7XWVC5LpfQDVVavt7PvwB3zyMbFUmEhUSZ6DV7VfK1qpTo6xHmx5FhKPlnDExXwedgPxlIpi81cPvShDyVJrrnmmpXjHnHEESvXx/jJWWI+sETOXXKUxlE6spyvuOKKbeeF/fDpOPsXS884zEx8/fbdVFEjfFN8et4rfZEr4rkToBmNo1IwYHw0V111VZLk6KOPTrKst8I4rA+q9ES+TjOZypcylatjePvd6E06M+no6JgFG1dac1Sj8iJ7vyr7dEpxWfXLsfec+D9rX0cXePPjayAasW7V7kqfYcto7zmWiLUzfzt71L4ERwu8JuZ4MAO2Q9mJ5ffa3/U3prK2rS8yg2P+YQzuUOj74GiMGQ+MxtEr64w4n5kE88bfzDfHtb6E89jn5eM7h4f5NdPgdxjxMccck2TfGrLWM1WK5SmdiSvqVX1zKp/kVO/oTdCZSUdHxyzY79wco2Iw1ZvVb9IqWlLVrsTiuCap+9fgQyGbl98d9ah621aVrarrx1KxhsYCuiq9ozW+Tltk60a+4zu+I8myEhjgvFhEZw1zftc+Bb5vlZ6H+ed7xmWlJ/fBNXDdEc9KaebFtW1tedH12GfDfq77AmAkzgLGt4ZvCEbHdeCT4nczNXwkjAcfSpU7U+V0VToSZ19XqHRhoNKhTP273fZca2/Z0dHRsQM2ZiaVgq7Kql3XqzzVQQ+4dqlrgjongnoUbIdlcpXyqX4hZhy29M4CdjVzV6O3EtVrf0dbXDUdy0dFMH6/9tprV66D4zBf+FocFbFClu2tAHU3AI6PD8GWztEgfsenAAMg6mLfQaWcdq9gMyt8F9wPfEvcf5iceztzXpiso4BsD+MDzAf7cz1VFrN7K1f6Kv/tHDbreyodSZXV7+fdiuTOTDo6OvYcG1enN6YqOW2KSufhXAXD9S2I7lxwwQUr27FmZztb5MrrvW41b8+TfR4+PhbOTMk9hmEk+ELshWdNzvmxvJyH+WA89H2BuT3gAQ9IsmQ6MEB8GoyT763gte4CVL4StsdXwfXZMjpXhPE7KuLoke8r8+psbDNIxmGdEPNiX5u7BzhKBGPjODAbPy+VArtSkruzYZV9Xf17qmr9Vr6ZddCZSUdHxyzYWGdSVUqr4tVVNGaqnoI71bnfS9WJrqqshcXBC+8191SW5FT2ZeUFd/V61uKcD8vP31guskv53joFzodl5PqwtOedd16SfZWs7M+8sLa/8sorkyyr5gN8Bb4fru+Bz+DBD35wkuSiiy5KslToAhgQ80/NVfcIrmrrWu/iuh3A0T1HidAjmQkyf+zPJ+Pl/rmbAPuhMEbHxH3zdVS5Ocwvx53K9q18LtYlVdnGjo6BSoe0Ezoz6ejomAVrv3bsU6gqrVXbeS1c6QWcvVjpDqocHv/OmhXLx9qXcRLdMKOo4v/+rGre+pM1NJbNFd+chYtvxH1ZWLMzLzAKfCYnn3xykuSMM85IsmQ69BN6+MMfnmRfn4VrwmIZzQi4b1hqxsnfnJ/rePvb355kabGPOuqoJPvW+eB3zu9uA65u7/tghXOli4Fpcb1EfZylzbzYxwKDYT/XvLUPzTVsq96+ZuqVb85RIR8H+DigqjtkVDWId0JnJh0dHbNgbWYy1cO0UtBVilLAdlaAYuncI9hvyoo52EfgXrP2tVRrUl9/dZ1mKq7Lce9733vlvFWHQf6m7glMxnVZmC9HaY499tgkyyjWOeeck2Tpg3noQx+aZMk8WNOjT6mqlttnRs6JOxLSt+ZhD3vYyjhhhPhkYEyuTOc6KDwHoMpVMQPkk/2vv/76JPvqPzgePg6Pl3lnfOzP8wWDsV4G5mJlsMcLKmbiv6t/b1WW9ZSSvGLiYJMcnc5MOjo6ZsHGldYcdamiN5UFqfZ35S8rU13PAlTxdVfwchSoihr59+oN7rW45wdLhiV40IMelCT58Ic/vHJ8Pq3PuPjii5Mk97///ZMsLR3nY7yu1wIjetKTnpRkGV2BmTBuoipEW/geplL5pDh+VZmMceNboF8MvoVzzz135bhEc/C9cH+5PmcD87tzUhztY3wwJTr4nXDCCUmWTAJlLNcL43KXBI4Ho4MxOvvZzJf7wnHMSKo+OVPRQV9vpTivmAyo9lu3DsrKsdbesqOjo2MHbKwzMVOYyskxqtwAYCZhBmAGUSn8ANvbglQK16qeiuuiVL6gStHo7FR3jHMV+0suuSTJ0hfhvjwwHxgLf7/rXe9KslyjMw50H2RNMw58JdZruJKcs2JhMPgkzBSmugFYsUrUzX2H7CPiePaNuaMjvrbzzz8/yZLhnXjiiSvXDWAOnB8fC+fBN8R9cB8grsu5VO4zVPVKNhOpGHylvPbfvp/O6QGVbsVdAdZBZyYdHR2zYOPcnErbX6HKvq30JWYOrpBlJWG1Fqx8OlVfH5+3qubtnJCqQpX3w5Jbp0BlNKIA/O1cEUDUwfVN3LnQCmHXKsXywnxcHd/z5+vnvIwHxuOohhmS/4ZJuNMhOhXXbK2q2wN8L/h2mO/jjz8+yXLeeY54vrieKmrj8bpynSuuMY/cT2ebA/eGrnwe6+qaHI3xc+1+Q5WvxCuEddCZSUdHxyzYuDp9tbabykas4uCG13BYMq+d/ca2l9uo+t9U0RtbgKm+Ptax2FdjHY2VvVhQLJoZiKurW7nqLFiO47437vtS9ZPx9QErOzkOugw+GYd9Ja6T4uiFa79WWbAVM+a4RLmOO+64JMl3fud3JtnXV0T2NPNH5TT7Ypz97XFaWV1V2LPOw9dlhWvFvCtm7u/dS9mfFcPZRPkKOjPp6OiYBRszk8pCr7vfVG1JMxq/Se3NN+OovP+uqeqcCFB5u6tsS+/n/ibuoOfohi0754OBEC1B5+BcGK4HBuL6HYzXlcTwEVgXUVW8M9jeNVXxScCszESsJ3J2LNfN/XOVeEcpqk/G52xrPmEgRNXw+djn5Ipt1ttwnUR5uC/4jtzreCqK6Zy1qWhhlWtTVSz0Z6V4nerKsB06M+no6JgF++0zMaroTPWGrba3T8EWo+rfY32EK4BN9cmpOqRN5e4A6zSwXFg2snzxgcA4XJkLplFZaGfxutaqdTn21fDJfjACYF2J9TZcD+Phepy962ic639YgVxZbucugSoHBWbAOFAeo4RFGct2MEMUu9wPol34WvjdjIuoDsyEccB87n73u6+M1893lU1fZcn7300VDap0I1N6larOyU7ozKSjo2MWbJybAxy9AY5+bJqFyBsfSzz1ZjQz8fiqqJK91VW2pt/0zk61hfB5sFwwDiwUjAQLRY4Ilo3cGfQgWH6v0dFncP1YSOtTnNvC+DkOvoGqfw3AB8A8mAFZB+SojZ8HtrfuAUZU9YT2/aqiZo95zGOSLH0nMAUYErlBZlDU0CWXiPor+FZgcjAz5pP5qXKNqh7VlbKc41Y5PZXuyUwP+Ll3D+gpX8xO6Myko6NjFqzNTOyzmOoUtm528VRujXvNOgdiSlfiOiDOrfF5q9ydqoYmqNa07nfjWqNYbiwhv9tSuyapFaFYJltoKzId1XI0iHmrOg06qgKjwWI7q9c+H/t6zFisz6miG/YVmRHBBKnsdumll67MF39zXBgan0TZGJdzkqhcx/mIDhHdgkma+ZhxV/+Oqno5zJ99gK7PAipFrOez0qNs0mWiM5OOjo5ZsHFuTpUVa1ReYh+vOr5zSoBzM7zG9JsbCzsVVbKPoIrW+LrWje+7HsXRRx+dZOnzcL0SfCfkdqDYrCy218yuLm4L62xX+2D4mxwV6ytcP8V9dACMzJXlKp/YVG6JP6085rjuNc28wzhgQI4qcTzmm+NRIY7t8HmxP74tR63wrVTRwOo5M0PgPK5ta4ZtvVX1vJshOgdnE1/JTftsvEdHR0fHNthYZ1L5FKr6IFPMBVSKuyqnozovmOqv4/omVVSq+rSC1tEe6x7cIxnLRZ0Nrou1NjkjWHp6C1sJa1+IfSKs1Z0bwvWjn4BZkNNiSw2TgUHxad2Mez7DcJxr4vkHZrJVNqzHZ58L1+0ar4wbvQjzzHxyHeyHL4j98I1cdtllSZZRN+uCXEOW41bZwGYiVf0e+/4cVfS/IzOZarupHLR10JlJR0fHLFibmUxFXartpzqSVVW2+R0L5zdrFZ8H9iGsy6SmesBWOT1VNrH/ti7A14PFptIauhRXN7cPwpaIeTMjYD+iDh7XVP0SZ9PakrrXM8zH/X48j177O7rA/q4B7KgOzIrq+O5ygC+E8+LTcDTITAOlLPeZaJEVwRyP362bqurnWLfjPlDATL1i2I7+VPVJ3IeoqnOyDjoz6ejomAW7rrTmN1eVs1PVb6jWZlW2sHUroKoDUb1Rq6xYj8c6EUeFpnQyZl7V9q5DwhqYtbw73lX6AoAFd5aqfyc3BQaBJXV1ffQY1FLFwjMeGMujH/3oJEtmgo8AXQbHN6oq61UHw4rhVtnl9B8666yzVj4ZL0yCaIyZHcfhbz4Zl7PT8RHZp1HVB6kq9fl7Z6lP/Xubior535OjQN5vHXRm0tHRMQs2juYYVZx7kzoIW+E3q73X9qlU1bmrjnxT9R8qpe9Ule4qN6iq5GaLZZ8Hvgb7cOxbqmq9OtcEC4plhVlcfvnlSZK3ve1tSZa+GqJLWHbGgT4G/QsMgo6F+AYYPwzFlcmmFNLWQcCIOI776bA9TOjVr371yvjI/rWvh3ngeFO+BeaV/ZknxmX9jJlU1RkTVEpx4PnyuP3cmmFV2cmVLqXXM+no6NhzbNw3p6poVb3BKkWo39R+s5qBgCpHxpbOuTuux1EdZ11mVelhvFatokKucWu9iH0kRCXsva8qvNlyMy4YAx3/jjjiiCTJeeedl2QZtcACn3TSSUmWPYo5P8cn2oRFRjELk7AldY6Vc0qsE/HzVjEvGAfziG6E8zBOoj2O1vA3+9l3wXZ+Lq0fMiqf4lSul5/nijm4K4Gr3fu5ro5nBg2q69oOnZl0dHTMgl37TDb1ifgNuG7WbVVrtcpBqCquVV7yag1Z6VOm4u+2KLbMzhVxZTnOh+LSeohqze3sYaITMAUssmugcvwnPOEJSZbZy4wDS33NNdckWeo03F/HNVf5ZDtQRccqnZD1N1U/Iz8HMA0Yi2vkMi/OdSJ3h/mvspxhRvhM7JMzEzCqaGbFGIyqVutUrpj3r+r+dAVsR0fHAcPGldam4uKVpQFVTk71BrVPxpWhqihKFf0Bla/Gls5MZco3ZAtVVX339diy2OeDBcSichx0Da4BCqNwz1yOwycWFhB9wXfCdvztaI3rlfC9s48BjMXMw/fJvgpHu5zjY0WoLSzX4Up4MCR0PVU/H+t7HBXy+bl+UPkCq2ho5RN09NLz4+2r3DOjykHr0ZyOjo49x67rmVSWuIqeVHqC6u+qr0rlM6l8KFYwWnfhN/eU97qqru9OaI52TVXUqrKQnZvC2h+fB9flrF/n1NjXYmbi3BGUsa5xChiPLbajHGQVMy6Yiiu4ueapGYejQK4/4zol+DwcbeJ8MAfuD4pgR4s4PwwPxgeTcQ6U+yNZf2JGZqZR9Y3yv4uK0VYVDytfSuVzrPRaO6Ezk46Ojlmw6745oFI0Vv1MjEpHUlVqm9JzeFyVgrTyoYBKxzFVbX/dN3qVw+PevF77oz/Bt4GeA0trnws+Fldjx9ICvnc9D/bDEnM8LDfKUhiTexnDcB7ykIck2TeLl3E7+9Y1bDkf88M4uW+MA6ZB7Vf+to/HFfYOPfTQlfnwOFyb13VhyD3ifFY4O4pnX4crqllpCxylslLXNYArxmFmWPmsNkFnJh0dHbNg43om1RrNzKHSc1Q5Nz5PFQ2pokZVJz4szFT1+cqb7XodZgpTuTuVr6SK75vhOSrF9WDRYQDu+Gc9BDk3bEdUBf0IFg8LjW+D7anwxvlcNd8V5AAWkBwftmP8KGsdhWLcbIfF5vrYDoZDpz70MjCh97znPSv7www8v/YBMW6YmKvYV90DgBXJHN+MqMp6d/a0mbKzwytG5KgX37u2srGJ8hV0ZtLR0TELNs7Nqb6fYiRVnL2qyGYG4c5m1fZGFSUBVa3NSg9SdVirGBKYqjBX1aXweV1NHobBdtQhocbpcccdlyR517velWQZtcD3wlofS884yAqGsTz84Q9Psm8WML4Kzsu4rJDFd4Je5UEPelCSZa1UmAsW3r4CmALHYbycn99PPfXUJMv7AaNyTdqKgbpjIcyA7ZxLVPl6/LuZgv89Ma98sh/zAbOwAhmGAYOrOj4C+1RcJ2a32f5JZyYdHR0zYdcK2OpzKhfAf09Vw/YatopygEqB6vHZy75u5TSPv8qKBvYl+ftKuWmm54peWCZXYcdSU1Ud3wHRGnoaY3GtUMUHYZ8TURj36XG2rmu12kdGFAmL6Z68VpzaNwEDYpwcj+xnOu1dcMEFK8flOK7rYZ8Dlt3V760w9qfvB+PkeqxbcS5W1bPZvhP3B0IvBAMDzDvXw/1Hf2OG5utlnqyQ3gmdmXR0dMyCjXUmVVX2dZV2U3DdCuA3p7u8V7UvK6+1x1VFeyq9SlXb1sevYN+Kc07s5fe84svAN+IoC2trtiPrmKxgohSu02HfC/oSZ3FzPOeoWFmMBfWanu0YNxYXS+jexyh+XS+F4zzucY9bOb6Vu84CBlV2uqOInIfr4G/n/JgR2xdXdYI0A2Ee/BwwL84S53ueH0ft8DUBdDc8DzxHzlZHubwOOjPp6OiYBRtHc/anRuR220/VGfEavcrFMYPw2tId7arKVlWWpdfIVV2RKkpQnaeKhlW/u2o7vgzXOOX6WUvjQ3FuDts7+mBlKpbQfVacc2LfgpkPFheGYH0MltD1VKzAxVdC7dlTTjll5Xxc91RO1LpRDOc6mQkwn67Fa18H88D8WklbPa/OlnePZOce+Tlg3M4CZz7xpeFbQW9k/cxO6Myko6NjFuy60tqmdRI29Z0AZx17TTpVmco+FlCNo8ri9PGAow5mTBWjc5SpYjiu9EXUAIuDPuOiiy5KsrQoD3zgA5PsGz3xeF11nb/5xDLBTLy/639UUbYqd8pRFcbJ/MMwWPNzPfh0nvKUpyRZ9mJG0fvud787yb7KVytg7fvyfXGFNWejAzMBK03NWK0b8nmYV+aD47saPsfnd1+XOzCyv304ruHL8Z3DtRM6M+no6JgFG/tMqkpOFaYUoYZ9El5T2sKvm6VbRW/sbZ+qt2KmVV1/VSHL82jG5etgbQ4jYa3r3rdsh2XGlwJTcZauLbbrxjAejsPxbWGr+wPMCJhvV3xz9IY1PsyEaM5VV12VZFk1/3u/93tXjn/22WcnSS677LIkyQknnJBkX8tdZZN7nGYgVRTGUSLv59/NmH3+Kru3ypavnmt+J8plRmnGy3PhXK110JlJR0fHLNjYZ1J1qgO23JXuZMrX4rW76zZU+1fK0Srr2fv5OiqGUW1nvQAW0WtiK1rd78drdyqWkbtBTg3RD9a8fLr6PNd/5JFHJtm3dizjgcHASGzBnVtlhbKVytV1wzxYo3M9zsHBJwQjIafo+c9/fpJlbg96FTr5AT8PrnJv34Wz4Ktaxp4P3y/uv5/DStHqjov2rXBfzCStv3JU04pbzgt4Xqxgtk9yHXRm0tHRMQs2zs2palWC6vsq56XSc4CqtiWYqp1aKQ6r49giTflQQLX2hDnwxsfSwDDsswGsaanTgZIR5SkKRhgG+gB8DMyvfSxYKBSPAItn/YTrhrj6OuNwBz7rIdiP60A3wvVzHJgKvh96IaOT+cVf/MUky5wj8Dd/8zdJknPPPTdJ8vjHP35lfuyzcHav9SF+7uwTMtNlfqzbcV8kRyNdp8VMxzV6nVNWZeubOZqRufKb/z06d2gddGbS0dExC/a7BiyYis5Uis6qnglwPYip81WYqifiKFHltfebnU9HPXizwwiILmBxsTT2Kdgbz/cwD695Kz0KgClxPpSOMA4UpORkcB2+D1he+xhgKM4ZsdIWHw4+EK6T83MdzBe5RXyPj+Tkk09e+R7mgq8E5nb00UcnWUYxqm4JlY/PjKSqR+IKfMwzjKLK1THTrnoGM68wLBitfVP2KTpaZ9+hq+pXlQynKrJtRWcmHR0ds2DjvjlT2bIVswBVJbOpjnhYvHWzdM0cHIWolKlmJrzhXUnL1eABUYgPf/jDSZaWxGtuGIB1BV7DO0eG8zs3w5a1Yj78js+C8VEPhAprRFe4biw8zAFmAxyd4ne2J3eIcVBpDcuLzwAGQ/TqWc96VpLkUY961Mp8oYA9/fTTkyx9RTAd1yUxYzLj8Dza52DG4t9dqY3zOapnhgCcpVxFaaqayFV0xzlTng/nEHFdjiqtg85MOjo6ZsHG0RxQRVmmmENVsczZj1Vdh6qPjbNUp7rLe81rZsIb29EKLCLjxRLBSOwFR0FYVVDjOq1LAK6lyvXxtyujEfXAsrPW5ryM08pVfA9YeHwP1qOwH/NAdMbj4Xf7EKiE5romRHHe+973Jkke8YhHJEme85znrJwXi/qqV70qSfLWt741ybJzH+N2FMX3peo+4CgHcOdBdxQE9lFUfZDMcCrmzHkq3YeZaqXQ9nX63xnweHs0p6OjY8+x6xqwVa6O34yVT8IW2p9EL/AZWCloxaiZh9/89rpXuhWOh08DZoLew7VFbbkd3agqpQH3RXHdD8+v+6/AADg/ilAsOFENojWXXnppkmWVenwVVnS60hrz5U5zvi+AecT3AkODObjaOjoRGMsLX/jCJMv5RQF7xhlnJEne/OY3r1wXx7dOxlGnqr9SVdmvYrqVoto1U83UfV/dP8e+vqpav30nrlVr34tzpKpOklM6q53QmUlHR8cs2G9m4t/Xhd+oXuPBDBw1maqLUkWFqpwcMxf3uIWJ8Mn2WET3oLXvA8vjOhr2lbiaeZWV7HnAR+HxEJXxWh8LzrzCVLyGhhHwSV0Ld+RznRTg+WDc+GyI7uAjwTf0a7/2a0mWjIbt0ZG8/vWvT5Icc8wx2Q4wM+snrBPx81d1KwCu1m9fVtWXydXeDUfpzKCdxQxcM5j7Z+bK/TfDMiNxH57d9NHpzKSjo2MWbKwzsaV33QRvD6Z8KBXzwTK6P0xVT8VrS8M5GP5E54DFtjfd0Z3qjW5L5/HZolhx6IperjfiLFPG5yiD+9JwHhgK1ckvvvjilfOhXMV3ZX0KnzAhGAGMwn1q8M24chvnf8YznpFkWTENpSyMyzVunfPDPLjWraN81iuZmXJfK92JfUOVDw9UfX94jsyggH1YjJv5NtPy9lZEO7pk2FfCvPIcrIPOTDo6OmbBfnf0q/q9eK1e9YExs7Al4U3u/iT2eju65OO6ghQWiON+4AMfSLK00GxvS2sdQhXf53szBl8/Pg/DvhuO4xwZLDe/u/ew+634vFh65gMGga/CCmJHe9CnXHjhhSvjcba0mSV4whOekGSpXEU57OzkY489NknyoQ99KMlSD+PasYDnjvMDxs98uM6ILbefX2CGaZ+Ko0rMp300jM/ZvRWjMiO2It3V5K1srbLo3UPZupt10JlJR0fHLNjvaM66Xt+pOH3VyQ5LicWtMFWT1VW8sWxEabActuTWkbgOBW/0qmKXfSjO0XAOkPvRAPdVMcNx/xrnNnl+rE9BQUp2M7oafCbk7pDLY18WOThUyef4+ESo8IZFPf7445MkD33oQ5Mso0XuPAeDwsdDRTWul5wdfDYoaZ0DVel3HP1z1MOKaCtGeT49v2xPljifzIMV1K434pq1jgZNdQisOg06d8fRR5/fzG4ndGbS0dExC9ZmJvZRWLFZ1YWoLHWlWPUb1lEAUOlJDFt+LBdrb45DFAALUdVItdd9Sj9QMRSuq1ICVx0HXRHNfVZ8n+zFt4+Lv121HubGPDzvec9LsoxywVBgGuwPM3nNa16zcl4qu93//vdPknzXd31Xkn0riAH7mji+c4ee+9znJln6Wt7//vevXIf1JI7KmBE4uuf74vtvnwXMyr2QuX4rcUHlA3SOGvej0se4MpsZlpmXfT320fSOfh0dHXuO2XJzqhqvxpRyFovEWpdPv3F9vCor2BYG/QJvYI7raEMV/wfOHuXNbsbmNbZzKLBU1p24jgbHteLW9UOsawBWVsKMvCa2TgIfBfPF9lheW3x6/j760Y9emR9+h0Gxn/sC2YfgToNHHXVUkqUuhVqw5Oq43gzHsSV3VrGjb9ZxAPsgXE2f4+Djse/D95H74CxyM87qOTRjdi/nqsay/z37OfX266Azk46OjlmwNjOxt7rq7AaqKt5V796qwpUtS8WMKmbiKAnHQQfheL51I1UfGPaz5cSS+PqrHAyvxR01chSHrFrg3J8qu9TzaYvGJ2ty5uf8889PsvSVuH5L1deIecGXwSfRM5gNUSR/Mg77en7mZ34myTKKg4+GLGhXsPPzYAvvPjFVVMc9nvG9AaJJ7u0Lc/T8TPWbMvO1ghlMRUOdc+WawPY5Mv4pX+R26Myko6NjFuy61/BUZ78KU3qUKiu4Wrt5O0eR3IfE1dsd1bBl8pve43CVb6/FPU4rEc0MPA4rZ6tsazMzK3F931wvwxaQvjOXXHJJkqUl5nqtcGU873vf+5IsFcXoK9Cd4CsA73znO5MsozSME50LUbYTTzwxSfKYxzxmZbznnHNOkiUDgNH4vtk3BLNy9AaY8eHb8HWQY2O4Hgrz42xjMwDnvplhG679CqouEFX9HOtQHH1cB52ZdHR0zIKN++aATRmJUfWnAVU8v+qwV/loqlqxVip6TVv1xzFTcBTGSlf3j6kqvvm6HH2w7sW1aL3WrSqFuZaoc25cM/UFL3hBkn2jVSiS8YHAEFyTlvPRI9i+B/twYBgnnXRSkmWlOJgE2cr8jc/EdUbsezOTtm+pYgKOIrqTorO7qz41VQ/sijn7ueF5MpOojut6Oc75AY7+VXqkddCZSUdHxyzYdT2TqS7xoFrLG34DWv/BG7bKnZiqNWtfhJmFc1q8ljaTqKIxlW/CFs8+E/tyzJyc9WvL6+xi5s09de1DsCXDspMNbIv10pe+NEly3nnnrRyX3B2Unq5d6vFxPvcFQqfyxCc+McmSAeGzYdwocGEo7vPjjnZYZhid5811Q5zDU9U2Zv78/FT/Lsxwq+r1Zryuf+JxcL1WvjIuGI5r1DIOrptooZXN66Azk46Ojlmw3/VMjKmapdX2la+DN6ajIxXTscVx/xb7LPxmxgJUdUi8NrZvwlmYtlj+3szEvgT7AJz16X4yVW9YMxRbSM8/0QtqtII3velNSZbRF5gI2cEAJsV1uSId50eRTJV66ppwfXzv+cB3wjjReVRMkfmxMnlK52Nfki1+1ZXBz5VrGTsnxr4dmIR9H1M+Ssbj3KDKh1h1eZjKwt8OnZl0dHTMgl0rYDfdbwpe+zmL0R3PpvQuVjzCULBg9lEAr4FB1SmN87CWrzq/eX8ra/msKl6ZMTi3yOO3xXF0gfllf3wSzplBN0LW8N/93d8lSV7+8pcnSV75ylcmWdYzYX6J3gDX9MUXgsKW2rvcZ3wirtrP+FDUur6Lc2zcq9fZ0cDZw+4uwLz5PjvXx7oe+0asi+L+2EfD/eC4Vl6bEVUrBXeitK/TTKyqf7IOOjPp6OiYBRsrYCvFqddi6+bmVIpNW1Qf3/vbcrGd9QDufes3M7knrDkdTXK2ri29dQDWB1TZqlXtzapDW1Xz1NEt6xHM7Lg++2rwHdmn8bSnPS3JUn9CZTbqw1ADluiKs5wB88t4qE9S1Vy15YTJ2OcAHIXy/JrROsoEKl2HLXbV6dA+I/u4gJmjc7HMpK3L4frdxcBMmE/nPlU+vcoHtx06M+no6JgFu2YmU9r9qfh8xVxsAVg7um+IYYtmbzzHZW2PJSH3w95s96Nhe7/pvSb22hVm4n4xWAYrFAHnq7z7XtMyX9Yb2HfiaBDgeoF9OfT4JUcGBvKzP/uzSZIXvehFSZb6FOqO4DvhvDAS7uMJJ5yQZOk7wZfijoTcB64Ln4p1O1VXgKq+DPdjqge2fRaVvsSWnOt0zWBnnTv6yP0hC5rrdd2dKgpV+RDdb8l9caaek53QmUlHR8cs2HVujlH18K1QKUT9e9W9HTi6YsUlltAV3FxL1G90+2Zc+Qs46sP4qkphZjBmelVdFY/HXvmqw5t9SFZEut6JGQnMjegJDIJarg972MOSJM985jOTJC972cuSLLOF73vf+yZZWmhHQejUxyc+K99/LCmV37iv1m/ABO1zsiX3c1RZ9Gr+HQ2xbsPPEdfF+KnE5qgkTNxMyz6tStldVTx05TZnRTuqtEknP9CZSUdHxyzYNTOplH9Tce8p2AJUOS+2IPztXsCuT8JanzcvDIXog5kHsKWpsp4ddUEXUnX+sxffWZzWT1TKWZ/flbZ8XzwvWHRX4sLywwTIyaEiGtdJZ763v/3tSZJzzz03ybJ3MP1imDeiRFddddXKOJxFaz0M2ztb2kzPPq2qjs1UdNHMyEzUSl9+Z/54zngO8Jk4Osj5YC74mpy97Otx1NPPhZ9XxmHdi3VRVe/kndCZSUdHxyzYOJpT/b1JrcitqBSlfOLFdjzdlarwfWBhGQ+W1ZaPSmFED7C8RFk4v+uGeK1a6Ufc38Tee9cGNfOyZa1q4lp/AawjqZiVmQo+Jft8mF98JvS9cU7TU5/61CTJi1/84iTLTn3uKsB+5OIwXo5jiwwz4Hmw8hg4OmgLbn2HLbijNK6MVlW2sz6J7XgOYHJsb10K1+WonX0eVfTINYud+8P5eN6dRWwmZma/Djoz6ejomAUb5+as6wuZ6ptT9eFxvLyK3jiL04o+3rwoCHnDYkHwnbAfFpQ1sKMCzsJ07VdHKYC98fYJOQrjNap1Mp6nSs9j/YWjWtZhOPfEDJB5ojYrWbvoQVjr00MYnQmV2B7wgAckWUYx8FHB/ND/ML/u9QxQvvK7LSuwpfVz63l0NA2YSZohu/MdTNjRK/dDsh6K38lt4jhVbVf7jADPvSv0uT9RpQS3IrtnDXd0dOw5ZtOZVNGcqT4fVX0Ud7yrqse7ApV9DV5jMx682l578r2ViWY+jNe5NzAf5zZwXICFsEIW+HqdVe1q8vaZ2KI5i7WqL2IFsC0c46FqPXVMYBjcD6rI//Vf/3WSpc8FxgJDufDCC5Ms9RVXXnnlyvkYDxXVYJCVRfXzV/WjqfroVF0CfDwzHvso/PxXzAkmAbODsXFe1+GxHobnyszDUUWPm+M6CsT92000tjOTjo6OWbBxpbUqCrBunxujynLFgrqili0Sb3LgHBO8115bYkmJ6uBDYXt+d64Hb/Sqjob1IFh8fDcc15a+ynqt6k0AMw1ntbq2qPez0tLRBs87TIpsYfcUxtI+8pGPTLLUm8A8yC4+5phjkiyjOTCcN77xjUmSJz3pSSvH5764JmqVU+NaqVVPXuD5MjOrsofdd2jKB2PlLL4s1641Y/f4gBmMdSfuBGjGRPTOOUOO6qyDzkw6OjpmwcbV6c0k/Kb09kbFWKwzwJJ7rcsbnTW314CuF8FxKt+M3+isPV2ZzWtR59AAZ2N6zevKbzAUzu+u9+5ZW/XJsf6F81ZRIjMs9nfVelsqfFgwDfdOZnt8JM7KZnt8BNwfdCtEdV7ykpckSR74wAeuXC/zzbz5e2dfm3mZyTg71rlJroPjeax8KK6cV9Xy5X4zr/a5VD2rq17Kzkni/NxX5s2+PVeWAz2a09HRsefY2GdSKVUrn8q6b7bKIrgmKm9Wr/V8HCtT7fWHgZCbw9/4TtgeC4yFdUc65+jYsgMrNolOcD3OOgVT81dV/7dittKjeJw+jqMFjB8fBteB7wOmgeVDMUuHPrYjymbF6Mknn5wkefe7350kef3rX59k6YPhvjsnplJqOgel0jG5Yp6fP2CdiJXC1XPr+bdPw9nrzI99gD6fnzfmwYzZWdiuNYvv0TV4q5XHdujMpKOjYxbsOjfH8feKoYDq+yr3gKxSvP8Ay+RxVBWusBCO3phJuD4G31Nng/Fx3Ko/i7311qsA/qa2KkpS1z1xFq2zUatq9GYmVf0KUPmCfF7mHyUsug8qsOHLOvvss5MsFbBkDdM72IpkLCEW31EcehlX9Wc8T1VtWytmp55LW3Tf9yq3zL4qR3m4bpgfuTvADKbKgnedH45n3wpwrg7/LsysuP+Olu6Ezkw6OjpmwcYK2MpXYh9JtUYHlRcaC4OOAUUkFgnLyHYwCI5v77nrTAD7ZtgOHwprfz6xwPxti2AvfaVIZTssEQwMi4IPBebh6JPn2XoIR1f43VnKzt3hd6+RmW8sKcdlnMzX3e52t5VxveY1r0myZHwc3xXvXNcDpsY8OeoA83E0CtiCWwfkqBLzbt+Lo4jWW0zVt/F94/6YMVo3ZX2Smaezyn3fqprKnNf3HebHcfFp4SOEma+Dzkw6OjpmwcbMxG88sGnnvup4XpuyZoOZ+M0MzAhcnd11TlxrlPOwdic7lTc0OSVYYmeJVrkPVkLaO28fhHv2OmpQKT3t2wBW5loRCcycGKezTDkvUS/mkeOfddZZSZa5OzAWPn1d3B//Ts1Z5vvBD35wkuV9dO5Jpb+wUpn7UNWYte5kqlc2zKKK3tlHxXYwAu63c4WqPj2u7WtFsK/H0aqq1q9r/sJ4iNatg85MOjo6ZsHG9UyMKT2J15JT/XOwsFggLFbV29XKUXurYRpVdq/Xrlhc93nhuFgSM5SqFqx1CtYBwIjwybA9vgH3iPXamuPZR2TdhZWgwGt/RyesHOW4zBPz/453vCNJ8trXvjZJcuyxx67sRxTN0SosH74Lrtvz75wn60RsYat+MsyvfRCVj8/nqRiIz+sKca7cx3YwW/f3MUMxcySq6HFaEeznparZDPN3/x4z3Z3QmUlHR8cs2O9ew5vUiEzq6uiubYql8hreOTjA9Sf8pndtVlfEsh6BqA3jwIK6JiqWkzc5x/Oat2IuzAcMjNwUfClVtqd9A+5YV9WQtaVzVMjKWEdD2I/rZ7tXvvKVSZZZ3s94xjNWfkdvYh8T80eujn1B6G/sY/G8OopSKT6tu3AuV5UFb92PlbCVTscMnOfIdXqsG3L2sn0+Vuq6Qp3ngePbB2MGyPPO8+cauzuhM5OOjo5ZsHE0x0q/ag0GbIHNFPgd3wH7X3311Su/uyesLbMrbbmSGm9ur8H55DxYSN7krOHRP1gvYcsE3KfFsJ4BS48vxx33HIUxU7AC1FGlCo4S+LOKLtjCu9Yu84iFI3pB3xv66aC3IXrGeIhu0TnQFtW6GTMx+5CslDXjtQ9qivFU0Uz/bh+Reyn7vvl59HHNtFz/h+cH8D05OPi6fH/x2RHN4b713JyOjo49x8bMxHVN1s1ytULVNUPx9le5JvxtL3a1hnYuRNX13RXKXJPVzMFV6r1mdXSk0tVUSlksgvv4AM8vlsw9ZB1NsFKyqm9ixlYxTcDxqfvCeFEu02sYJsL4YC7MN9tVnf3MLHz9jmrYoprJVIpXMwDrNPw3sG/JzNTRQ557j8cMrKokx/12j2LA/ec5Yn/+nTH/fO8+Pvw747lfB52ZdHR0zIL9rk4/lS0MnAvBG5A3NHDlMfQcrgpvVJajqplpxgOwELyZnZ1p3QXXg56FN7w741mHYK+8s5jt6/D+VW6R58O+DkfTnMNTRXOq7FTXF7HSk3lhrc73RDVc0Y4oB8edqqXq67SuxEpZYIsP7IPy777/VR0RMzp8Qlh6nnNHJz1u+3ZgJDAdX1/VE5nexZXPhXnH92Xd0TrozKSjo2MW7LqeyVR1euAcAt6YKElhJlZeYrEqrzhwz1+vuWEK9l4DRwOALT1eeDMWW24zMMfpvSY3E3AtWo/HDMLnxzfAWtkV0vjdUQ/7Vry/GReMw1nEzkplLc8a/fDDD0+yvP9EEbDcXtubkTHuSv9gHYh9L8DMxlEyzgcTqOrVTHVq5L6SfXvcccetbG+9Df8ezFw4jyvT2dcB+BsmxHXBCKs+V9abdGbS0dGx59i4BqzhN7zrY1jjj9KTNbR9HLyBq0pS9r7b9+G1qxmDK59VTMXZlVYWum6Gtwf2znN9Xns76sTxUcRax2FLWmVd2/JaAVtVb/d8AtbWzn5lf/doxiLjE7Hlh6mgK4HxWNHrqI6fG2ef+3k1o7EOx0rgKsfHOWIcl+fDWdwogvndimuOY9+JO+vBFNjP1ex9v3heOL6ZBuepnh/rbdZBZyYdHR2zYGNm4jeWLasVirxxUdbhVXbOgPt22KfgtX7VTd71Kjh+Vb3dx7eXnt9RwrKmxIL6eH7j2yfiviQGFof9XaXc2bHMr6NCZojOGXEtVOaJ63DdkKqnrX0KzvrmfPhAeD5QwqJ85nf7XIypHDF3+quyhx1V8+/u0Of7WVWfZ9zW0+Ajsu/OTBeY+Tj6Z0biuin2UZoROrvY43CFvHXQmUlHR8cs2Dia4zWUsyJ5k2LJ8CbjK6lqd5rpVG9SwPG9XRX9qaqTV3oMW2Z8PxXTcY6EozGVD8OWxToOXy8MyXVMfF8q34lzmRxt8/VUPi0zBDMbPsm9qaIkVFQzc53qkGcFsmuxOgpiC+wOiVW/nKq/Due3D4ZPfF3MIz6jyudnpsn99nNdMWB+dzTOvizgyoOcFx9YlXO2Ezoz6ejomAW7rmdSWVjnDGBp2I43oHug2hI7B4Y3Mmti6yKc82CvuqMlzmmpoiEc3z4Wg+1gPta38LvreXA861e4HpiILVUV5XIUw3oL64KqvkXOgQLWW3CdXJ9zgJhvd47Dh0B1fnxDXG9VAa6qjFbVaTEjYV75vbLQRpUNbOZiJltFLV0ZELgDo3+vfDRmIjxnZpT87qx6P49VDtJO6Myko6NjFuw6N8dvMt58vNlZK/Pmr/rAOOeGN6LftFUnNnvnXZUesD3jqbJDXf8EmHHwZkdHgWWlToU7pnmNbf0J4+U4bO+KcLbgjjo5G5nzOdplH4fro/i4toSeF+bDfYusSyG6AYOkXglrdXfiq7LCq9wa6zdc38UWt8q1mapd7PkwQ+B6qKpfZbOzvcdVRZGsR7HvyL4pM1b7bBx9Atw/mNU66Myko6NjFuw6muM3nHMU0A0AWzyO5/1sCazIc9zbWb7OCTFct8Nr+6ozoL9nXPgAOJ+r1Vd6Besk3HvWSl2iYjAdLLz1G8DMwtmiwLkslS/K98F1UaqokH1NfF5++eVJlpaP62B7LDbzVik0HbXz91UtVufqTNV+NTMxowM8B+TWVPvbx2IlcqXkdZaydUncN8+3q+RX1fld4W9KF7UVnZl0dHTMgo375lRV5d1ZzHU5vHbzG9I5GFb42fdgfYWVf35juxYmOgDGybit4HRUA5+FozdHHnnkynbAlsvRHa7LvXwZv+cLhoI+g+2whF4bWwnpKJcVy4522ffktT3z5M529i1YucnvRHO4f/icmHczDeComy24fSmVwtpRoIp5mVH7+eO41N+hcpyr3wPnGjGPrt9ihbP7P/nfkXOafF1V/RczE3Q/jibthM5MOjo6ZsHazMRMhDcebzLrKHijVh3p7EX2GtFxfKImZg6OvviN6zUjURD3UsUHgUUkGuUsUSywr6/yiXA8zsd8WW/jaBHjtfLWuS5kpVJjtVL4WgHsNbpzQNjODNPj5X6RpUp9EuaT782wmE/qo7Ad56tqwQL3VfLzUmVrOxpkZl3lBLlnNeC6YKxmkFM+pIoxORrI88DvbM/vVfavfTbWlbgGrGFf3E7ozKSjo2MWrM1M/Ab3WhxLaUvs6I9zShxVcfYuv3M+WyDrK/yGdhQJ5kQUhu2pps55rrjiipXtsTTutMfvrP35nrU/vhiYFfoDrg+L7LWrLYl9F+44eM011yRJ7ne/+yVZ3gfreFxhzfoEV4rzuKrfmQcsN/NH/yP7wvjE1+OKZByfqI71SmxHNIjcL2BfAaiUstadWBHsOiI+DpXiuC9mTFZUezy+z2Zm7Ff1ivZnxSiq+iSu38K/g4qxbHvstbfs6Ojo2AFrMxPWZrx5XavSFtBRA+dsuNKXvc1TsHfdb1DnClVKRyzNEUccsbIflh6fhLM3GScW1JbUzIU1rCtkVb1uDfs2+JtKZR/84AeTLOuEwIyqbFlnxVZV/Kvq9q7gxXl4LvBN4ZOCQcAwrIxlnh2V45NoF38TjWN7mEnVoc/6ETMdRz/MPFyfhU+iNzBOojjWewD3fzIDmvL9WfnraBf/Ts04HV1zjpLrEuHz6rk5HR0de461mQne6qOOOirJvozEa0vXvXB2rt94lT6D48OIePNimagTYd0ElsxMiXFwPVwHlhQLyfmOPvroJEsLyHHxoXCdRH/wFRDVwDfj6BPjwqIxLlc0q+bHuUYwlMsuuyzJkqkxP87ydWdD+6KAGYp9Co7q4VOCKcBA0C2wvX06/M39QA/Ecc0kmO+qZqmr2VthXeWimHlN5fag5OV54TiONnnezTCtw3LHRTN3V0azTstMxD4Y4Hnx8+nnZCd0ZtLR0TEL1mYmvCmxHK7XUWVd2gvtGqKuzu03Jb9j4Z1VzKc7wHlN6X4gVY/kykJhGZ1zxDhhKswLDIH9+HSdFpiJfRceHxbCNUsB50eJS3SB+caXYZ1IZbG8ZgdmSFWdDtdp4f6YeVnfQpV6+7ysh2A+YYqOeph5WClrn5HnZaqyGefFJ/SoRz1q5bq4Tldys+9rqpKZ66z435GVsq7/UnWV8PGrrPBeaa2jo2PPsTYzcU9SLCFvYPc+teV1j1lbGpiH3+xV/QxbQnu5sTi8sZ0da8tM9MY9kL12ZB7wdjvK4KgSOotKEelcFiy4mVmVzWrflPUW6GfQn2Ahnc1sRmF9iZWrwHoK53C5JqnrqfA98wRcCY8oiRkWvpWqEh7X6+cB2Ifn58lRNz5hnjB1/l04SuL58H3zOIFzcnguQMUone1rRbmjrv7dOpQezeno6NhzbJybU3WuszfdFtped+LzKBmxMI4COHsWOBrgGrL8jpcdS4YlcWUzZ2tee+21K8dzNjRMCv0E1+GKWMwT4/N5sAj2ypsJuKIXYH/7IphHro+oAz4VLB3jtHJ5045ulS4C5gZDdbTDzwW+HuaDGsLu01P12jVTss+j6mDoqvbWAwGiiCieTzjhhCT7+up4TrhuV0hjXFX0zMcxQ64YhXOggJlI1RvcyutN0JlJR0fHLFibmdgCsCZzZzNXbnIWLH9j0XnT4oOAEcAEsKSO/ngN6CiI4/ZmFl6zuj6G66i4xqlzj9wvCMt20kknJUnOO++8le3M3BifdRy2VK785nng/DCye9/73kmW9U+IlvA74/T12ALa9wCsGLVC1NEaGJDrnBxzzDFJllXrYU58ulaqnycsvzsSOsvW/W2suOV6HbVkfxgeCmPm17lj9smZSVV9jHx/q39XjnpaCWufm++bFa9mvBVz2QmdmXR0dMyCjXUmlQXH4lRx7apnMBYZpSZRD3JMiEaQO4MlxccCo3HtWd7MjvdbBwND4pNxMQ62t+VGKYtPwl7v448/PsnS4l500UVJ9o36VNm0VWW6qr9JpWTEQjOeCy+8MMlyfqkObwttZaYZQaVgNpNBWYwimHFi+a1TgTGZwVjR6U6FjuIxftf1cM9mg+fRPizuM76+U045ZeU6Kp9ElQPEuBwltGLV2cyu8GZmaqbuaJx9Sq7UBjzf66Azk46OjlmwNjO5+OKLk+zbdwZvNcCiuA6JmYy91c6ixFdxwQUXJEnOP//8JMuKYjAIGAJvWiyFLUKV68D2ZgQwHMbN+Fi748332tKW4pxzzkmytMwwKvQ2rkLveiGuP+JKdzA19xlyjVN8D8zHe97zniTJP/7jPyZZMjPrXtxb12tyMyhXpGN7MziYn5lFpavh+gz7yNyXyL2bbZl9Po+beUSHxH2DKV966aVJlvfV2fHAuhH7clwLFng+qw6LlW+myjr2v2P3iQJEr9ZBZyYdHR2zoE1p9zs6OjrWQWcmHR0ds6C/TDo6OmZBf5l0dHTMgv4y6ejomAX9ZdLR0TEL+suko6NjFvSXSUdHxyzoL5OOjo5Z0F8mHR0ds+D/B+WjjhDjeuxhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fine2 = blurred1 - pt.upConv(image = blurred2, filt = lo_filt, step = (2, 2))\n", "pt.imshow(fine2, 'auto', 2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since blurred2 and fine2 can be used to reconstruct blurred1, and\n", "blurred1 and fine1 can be used to reconstruct the original image,\n", "the set of THREE images (also known as \"subbands\") {blurred2,\n", "fine2, fine1} constitute a complete representation of the original\n", "image. Note that the three subbands are displayed at the same size,\n", "but they are actually three different sizes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:02.592987", "start_time": "2017-04-05T16:11:02.572051" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow([fine1, fine2, blurred2], title=['fine1', 'fine2', 'blurred2'], col_wrap=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is useful to consider exactly what information is stored in each\n", "of the pyramid subbands. The reconstruction process involves\n", "recursively interpolating these images and then adding them to the\n", "image at the next finer scale. To see the contribution of ONE of\n", "the representation images (say blurred2) to the reconstruction, we\n", "imagine filling all the other subbands with zeros and then\n", "following our reconstruction procedure. For the blurred2 subband,\n", "this is equivalent to simply calling upConv twice:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:02.916202", "start_time": "2017-04-05T16:11:02.900191" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blurred2_tmp = pt.upConv(image = blurred2, filt = lo_filt, step = (2, 2))\n", "blurred2_full = pt.upConv(image = blurred2_tmp, filt = lo_filt, step = (2, 2))\n", "pt.imshow([fine1, fine2, blurred2_full], title=['fine1', 'fine2', 'blurred2_full'], col_wrap=3);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:03.090436", "start_time": "2017-04-05T16:11:03.075376" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For the fine2 subband, this is equivalent to calling upConv once:\n", "fine2_full = pt.upConv(image = fine2, filt = lo_filt, step = (2, 2))\n", "pt.imshow([fine1, fine2_full, blurred2_full], title=['fine1', 'fine2_full', 'blurred2_full'], col_wrap=3);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:03.249876", "start_time": "2017-04-05T16:11:03.241671" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] } ], "source": [ "# If we did everything correctly, we should be able to add together\n", "# these three full-size images to reconstruct the original image:\n", "recon = blurred2_full + fine2_full + fine1\n", "pt.image_compare(im, recon);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:03.427317", "start_time": "2017-04-05T16:11:03.409090" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow([recon, im]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

FUNCTIONS for CONSTRUCTING/MANIPULATING LAPLACIAN PYRAMIDS

\n", "We can continue this process, recursively splitting off finer and\n", "finer details from the blurred image (like peeling off the outer\n", "layers of an onion). The resulting data structure is known as a\n", "\"Laplacian Pyramid\". To make things easier, we have written a\n", "function called Lpyr to construct this object. The\n", "function returns a long vector containing the subbands\n", "of the pyramid. The display routine showLpyr shows all the subbands of the\n", "pyramid, at their correct relative sizes. It should now be\n", "clearer why these data structures are called \"pyramids\"." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:03.803275", "start_time": "2017-04-05T16:11:03.778529" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyr = pt.pyramids.LaplacianPyramid(im) \n", "pt.pyrshow(pyr.pyr_coeffs);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:03.976226", "start_time": "2017-04-05T16:11:03.963114" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To access the coefficients of a single band, use: pyr.pyr_coeffs[(level, band)]\n", "pt.imshow(pyr.pyr_coeffs[(1, 0)]);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:04.167295", "start_time": "2017-04-05T16:11:04.141253" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The reconLpyr function allows you to reconstruct from a laplacian pyramid.\n", "# The third (optional) arg allows you to select any subset of pyramid bands\n", "# (default is to use ALL of them).\n", "pt.imshow(pyr.recon_pyr(levels=[0, 2])); # reconstruct with just the first and third band" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:04.341321", "start_time": "2017-04-05T16:11:04.323475" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fullres = pyr.recon_pyr()\n", "pt.imshow(fullres);\n", "pt.image_compare(im,fullres);" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.35355339]\n", " [0.70710678]\n", " [0.35355339]]\n", "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# buildLpyr uses 5-tap filters by default for building Laplacian\n", "# pyramids. You can specify other filters:\n", "print (pt.named_filter('binom3'))\n", "\n", "pyr3 = pt.pyramids.LaplacianPyramid(im, height=7, downsample_filter_name='binom3')\n", "pt.pyrshow(pyr3.pyr_coeffs);\n", "\n", "fullres3 = pyr3.recon_pyr(levels='all', upsample_filter_name='binom3')\n", "pt.image_compare(im,fullres3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we build a \"Laplacian\" pyramid using **random filters**. filt1 is\n", "used with the downsampling operations and filt2 is used with the\n", "upsampling operations. We normalize the filters for display\n", "purposes. Of course, these filters are (almost certainly) not very\n", "\"Gaussian\", and the subbands of such a pyramid will be garbage!\n", "Nevertheless, it is a simple property of the Laplacian pyramid that\n", "we can use ANY filters and we will still be able to reconstruct\n", "perfectly. *Indeed fine bands are produced by subtracting the parent from blurred, so adding them back gives the parent back.*" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "filt1 = np.random.rand(5,)\n", "filt1 = np.sqrt(2)*filt1/sum(filt1)\n", "plt.subplot(2,1,1)\n", "plt.stem(filt1)\n", "plt.subplot(2,1,2)\n", "filt2 = np.random.rand(3,)\n", "filt2 = np.sqrt(2)*filt2/sum(filt2)\n", "plt.stem(filt2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000000, Stdev (rmse): 0.000000, SNR (dB): 320.773103\n" ] }, { "data": { "image/png": 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jHcfOrL+tjvmBPeehIpKiG0SkPTCupgPjff+qpT1xNB+aup24F7g09PfrQNz6rGjh+hOO5kJTtxOxuBFb/jdqU8AQzk44mgtN2k54kyoXABd5fXQARCQVe97OTjg7ERdOeVozfwCuBV4UkT9gZ160x95oFxtjJkQ7yBhTJCJPAr/wGvRbWEfm+kJdlxkOOnvif0VkEXDEGPNmtIjGmM9E5MfA30RkK7Dcy//zwDe9m0f5ETBfRB7ELnNxBnAncL8xZodGEpFbgf9gHT2viqO8X/TO/Q1gDPZF5y5jzD5v/2Jgolev87FLa3yTuqnJwMrhfwDMFJEfYWfQfAXoFOfxd2Fnu08Tkb8C6cBvgGeNMW8F4v0Ga5TnisivgM7AfdiPPbPqWHZH46bJ2wkRScP6JwO7fMdREZnihd8wxmzy4g0HnsM6p384jvJeISK/AZZi/Zz+FOsjUZfZWYxdeudhEfkP1tfpj4k+G71GjDHLROQl4EER6YFdzudaAr4JaiDe+/+fwDeAOSJyJ7Zz+QtgC9aPk6P50aTthIj0wn44bYW9j/NFJJjUO55/E9efqML1JxxhmrqdGAL8FjvDuRz7wj4MO+N9kTEmqMK8C2tLMowxFTWU9UPgvsBz/XpgFHCrMUYnXy0Gvu/d06975ZsSLbE4+QPwNWCpV9ZPsMsBxztpJK73L+K3J47mQ5O2E8aYIqAoeKw3ARHgNWNMaWD7rbj+BLj+hONYmrSd8MYmHsP6GSzF9icmAbcCDxpj/MlYzk74ODvhCNOk7YTHT7H9/gUi8jvskrk/xd6vf9FIzk74ODsRDWNMs/zDNhwDtAhtfxioCG3rijUqG4FPsY30ReDbgTi3eumlB7a1A/6OnflwAO8LvhdvQijPyihlXAWsCoQTgb96+R+1l6/G8/wy1hHzJ9jBhK/FiDcZOwP6E+ws7Z8AiaE4X/fKnhdn3Q7CfkT5CNiB/XCQEIiXANwNbMM6cH4eO3BQATwcpW6zouUT2paJXUP8ELAb6zD+y+FrU03Zh2FndHyMXTv8j0C7KPEGYweJD2LXD38Y6H6y27X7a9g/Zyci4mjZo/3dGoinZR9bQ56a3jBgjnfu73tlbxuK+02vXj/Cdk5GRTnv4V56o2LkE6zzntiByg+xnZdHgQlevOFx1Fdc9z9WHTsD2O/lNZs47JD7a1x/zk74+/UejPUXPB/Xn6iK5/oTzeDP2Ql/f2/gSaqe6Xuwz/WvA61DcX/j3T9dasjzYaASuMBL62NgE/A/oXhtvfrZjX0mzwcyvPq5q47X6kzv2nyMndT1Y6xfoxrryju+xvcvL15c9sT9Ne4/ZyeqPUbPJfz8dv2JqniuP9EM/pyd8Pd3w75bb/LujUPYZb2/EbynvbjOTlTFc3aiGfw5O3FMvHO9e/oQsM+zHa4/4exE3H/iVYzjBCEid2C/2qcbu2RTo8GbWdLFGHPFyS6Lw9GUaeR24h5gPDDYuAeMw3HcaOR2wvUnHI4TQCO3E/8F3jXGfO1kl8XhaMo0cjvh+hMOxwnA2QmHw1ETzk44mipu2d7jiIhchZ2N8C525sTFwB3AtMZmSDyGEcd62g6HI36aoJ24BLjHfTh1OBqOJmgnXH/C4WhgmpKdEJF2wGnY5XcdDkcD0ZTshIfrTzgcDYyzEw6HoyacnXA0J5zy9DgiIpcAv8auF94eu5zTM8BPjTEfn8yyORyOUwNnJxwOR004O+FwOGrC2QmHw1ETzk44HI6acHbC4XDUhLMTjuaE+3jqcDgcDofD4XA4HA6Hw+FwOBwOh8PhcDgcWAe2DofD4XA4HA6Hw+FwOBwOh8PhcDgcDofD0exxH08bGBExgb9ba4jbSUR+IiL/FZE9IrLX+39iLfO8RUTeEJFDXhovicjg+pxHLfNPEJEfikiFiHwsIqtF5OpQnL4i8isRedMr424RWSEiw+qR7yAReVBE3hKRT0WkVjJqEckQkWe98hwUkedE5Oy6lqeuiMhF3nX/SER2iMjvRaRtKM4XRWShiGz1yrpORL4nIq1C8e4MtL/KE3smjtpQG1vhxb9XRNZ47fUjESny7Ee7WuYV/vtBg5xQHIhIGxH5jYhs987hlbANEJEcEbnfO9cDXty5InJaPfL9jmcj93g2qlREfici3eM8fqCILPXKs0dE/iMi3epanrrQ0HbWqwNtA3efuDNxxEttbYR3TFsRuUtESkTkExHZKSLzw8+KKMfV63nakHjPuyKv/BtE5Cuh/Q3SdwqlOTyGfdwbx7F3VWNfT+iSRa4/0fyoQ19inIg8KSLFInJURFbVIq9kEfmz9+w+5OWZXo/i1xkRmSgi73jPw01ee00MxanXsz9Gvhd6/YFdIvKhiLwtIp+P89geIvJv79n8kYi8JiJj6lqWuhJPn0ZEpojIDK9uP/Js8a9EpGMo3k2hNtjixJ6NIx5OpJ3wjr9U7HjERyLyvog8JiK961r+ulJTf8KLU+f3qxh51rs/JSJ5IjJdRN4L3H/fqkt56kqc/YmbRORlz6Z9IvYd5SERSQ3F+1eg/b10Is/DUTvqYCvqMz4Rq/88uyHOJV4kvvGJjiIyzetHHPTO93URuamOedbrXca712K9ezxQlzLVBYljfMKL9x8RKRSR/WL7HqtF5JtybL/tcOA8bj9R5+GoG7HshYjcGqNtvhtnugNFZKaIbPPut/Uicoec4D5mQz4Ha5nv6SKy2LtX9osdC82K89jvisg8z54ZEbmrruWoDyKSIvZbyz7vHGZG6Ruc5Z3nVs9+7BA7RnF+KN4p8a7hPp4eHx4CzgcW1BAvFfga8DxwE3AtUAzMEpGvx5ORiNwDPODldSVwI7ACqFOHv478ArgL+AtwOfAqMF1ErgjEOQt7fnOAqcCtwMfAKrGOpuvCWcAVwGbgzdocKHbg5CWsg+svA9d5u54Tkbw6lqfWiMgQYBmwC7gKuBO4DXg4FPUnwA7gW168Z7D1/kQo3n+wbW/hcSu0oyGJ11YAdMJe3xuwbeAJ4EfAU3Ece36Uv8e9fXNrV+R68RDwRWx7vgrYDiwRkdMDcS4DLgUeAcZhbWRP4FUROauO+XYDZmLtzljgr8DngWUiUu1zUET6AauAtsAU4OvAKGB+Tcc2MA1tZ6dg24Hj1CZuGyEiLYFF2GfI74DR2PunEkis5lCox/O0IRGRLwIPAjOw9+p04G8i8tVAtHr3narhf4i0k6PiOOZfHGtfRwGHOYH21fUnmjW16UtMBE7HPkNq+1E8C7gG+AB4sZbHNhhiPzjOAN7APg/vx7b3e0JR6/zsj5HvEGA50BLbl5nsleGhkI2KdmxrYKVXjv/zjt2C7UsMr21Z6kot+jR3AEew/cyxwN+Br3Js3S3Gtr2HjnvhHfXlhNgJEbkYWArsBa7GPmuGASu8++CEEGd/Aur3fhWNevWnxE7kfg1oDdzupfU7au7HNRi16E90x4473Y59f7vH+31ZIida3INte+8c14I7GooTNT6hXERkH/r/alPYBiCe8YlW2H79r4Dx2PMtBB4Tke/UIc/6vstM4th3j994+07k2E484xNg+xx/xo5PTMb2pe4Hfh+Kd6G339F4qM5eTCWyjd5cU2KBfmom8G3seOBs4D7glw1Q3rg4Ds/BePPNxr5jdcZ+27kNSAdeEJFecSTxRaAXts5OCmInz6zE+sL9HPa6Z2O/tbQPRO0ClAL/C4wBvulte15Ezg3EOzXeNYwxJ+0PaH0y8z9O52SAu+KM2x5oF2X7CmBzHMefDxwFJh7n87m1mv29gE+An0U5hzWBcBegRShOC2AD8EIdy5YQ+P9u25zjPvZObAeof+h67ASmNVDdPQysqiHOLKAEaBnYdotX72cGtvWMcuxPvHiZMfKuPF7t4kT/NXdbUU0av/LS6VGHY0uBNxroXNK9cgyvJs5pXpzbAtvUBswNbOuB5487sK0zdrD20Qas/y975Tmrhnh/wA4AdQlsG+YdO7kB28Kt1ew/bnbWy/vuhqrXk/XnbIQB+AGwH0ipQ151fp7WIo+K6s7Ha6u7gEdC2/8NvKfPSerZd4qR93Cvvkc10Lne7KV3ZQOl9zCuP9EQ9ejsROS9/lJN7aqaY2/38k5v4PNZBTxcQ5x3gOdD234CfAr0qeHYuJ79MY69x8ujQ2j7K8ArNRx7E6F+EiDAGuD1Bqq7u4CKGuLE1aeJYSfUnoyIkbch1AdpjH/OTtTbTizHvmO0CGw72yvD1xrofCqqOx/i7E9Uc3x93q/qMz6RABQAs45jW3i4putJnP2JGMeO8eJdHWXfKuCl43VuJ/rP2YqYacR1/xzv5wYNOD5RzfGvAGvrULbj8S6zAvvhN7EB28Kt1eyPa3yimuOfAj6s5rrdfjzaxcn6a072Ajtp0QBZdUjzS96xOaHtTwPbG6jcJ+05GEfZ/sWx/fRkrCDivjiOT/B+WzSEPY91bWuI8y3sBMyswLYM7PeX79ZwbEfPrvw5yr7j+syo6e+EqWYC0u1hYpch2YudVYeInONJeiulammSe6JIoleJXQJmlNhlkg6JXW5sUpT8rhe7bMTHIrJWRMZ7x68KxespIg94UuFPvGO+dByrwscYc9AYcyjKrjeBfnEk8VVgozFmdk0RReQ0T+79gVfHL3szQ+vLGOxMrMdD2x8HBotIBoAxZq8x5nAwghd+F0iqS8bGmKN1Oc5jKFBijCkLpHcQO8vjqqAUXETaicivRWSj2OV3NorI/6uv6sxTCY3Ffqz9LLBrGnZwZkKgbLujJPGG91un+jtVcbaiVuzxfg9XGyuEiFwE9MeqO8P7LhG71OuHYpfJWCIigxqgrOOBz7AqJ8C3AU8DY3Q2ujHmPeM9HQPx9mFnYzZkW4+37sYDC4wxewPleQE7o3xCMGJTtLOnIs5GxORrwHRjzJbaHlib56nYJe+fkKrlad6NVm914Hysyjzczh/Dzuq8yCtrfftOJ4LPYSdjLQludP2JE4ezE9GpT9+5lnbiuJyniKRgFXHR7ERLrPKhOurUb/Johe3HfBTavo+aV3MaCnxkjFmlG7y+zlLgHBHx7z0RaSF2GTxdbnSb2OWG29ShzGHi6tM4O+HsRD0OHwosC/ZHjTFvYu+9iDo52f2Jaqiznahn3Q0H8jhWjXUMp0J/Igb1sbGnLM5W1IoGbwNykscnqmEPdbMTDfouI3Y5zEuBJ4wxR0L7Tur4RDXUqe4aA85e1At1I7M/tH0vob52E30ODsVOyNyrG4wxlcA6Qn2oaNTyXe1LYpfQ/lism4CHpGFck40HXjXGlAbKtRF4mZrr7iD24+kpZxtOxrK9TwAbsUsFqa+9VOzg7lewjfR+7LJK/4lyfH+qJP6TsbNrpktgDWgRGe3lU+TF+S3wRyAnmJCIdMLOprwC+xX7SmAe8HcR+WYorhGRh+tywnVgGLbsNXERsFpE/s8zgIc9gzo1GElEzgT+i12+6ovYJXT2AMul7stgKgOxjbs0tH2995sf60Cx/rXOxy55caI5gjV8YT7BLivRH+wABnbw83Zsu7scOxvkx1QtjVFX+gNtsIbQxxjzMVBGNXXncQlWeVxcz3KcqjhbEQWxg2odRGQU8F3g38GHa5x8Dtv+I5bUEZErsbMFD2BVEjdgZ/+8KHbAsj4MxE72CL8orMd2kmKu4+89xAdRT1vh1V07ERkK/AxYYYxZXU38tthZUuui7F5P4B51dvak4GxEVZqpQApQLiL/FOtb4mNvoOH0BswnBfvydxrwHWzn+G1ghoiMr2fyA73f8P1WYzv3iLfvVB1PiMgRsf6HnpQ6+Cvx6kgHMA4Htrv+xMnB2YkTTG3Osw5EtRPeS/khorT12j77q+Fh7/dPItJPRLqIXRp0JFbRWR1HsAO0YT7xfoODwI9jV8h5Elt3vwK+wLFLa9eK2vRpYnCJ9+v6E8fi7EQV1b1j++38VOtPNND7VX3Rj7ptRORVEflMrH/lPwUH1k+1/oSIJIpIa7HLHP4eq55dEo7XRHC2Igr1vH+2eH3vTd6HkPBHpFNmfEIsLUSku/fRaQw1P/9rQ13fZW7GrmYRMTH+VBqfCNRdF7F+UT9HHBNFGjnN3V685N3b28V+tI3nw9x07AoRfxE7waqT2A/GN2OXsNcyNtXnYHV9qP7SMBMpEZF7se5MlmP7X9/DtsdFEvJFXAcGUot3DbG+k1t64y5/8Tb/s55laHhOlMSVKun2H2qIJ1iJ8U3YgZzugX2rsC+e2YFtvfB8sgS2/Rd7sSSw7Swv/1WBbT/Gyp+zQ2X4J/aGDS43cxh4KI7zrJc0miqZ+o1xxP0YOyNjI7YTMRprbAwwIRBvBfZFt1VgW6K3bXaUug/+GawxD24LLkfzD2BHlLJlecfeXE357/Gu8cUN0L5quyzOfdhBlmD7SsBK8w1wvrdNl94bFjr+/2GNWq/AtnDdPYL1YxCxPRD/Ai/tsVHK9xJ2cCdW+YdgZ77/M8b+h2mky+zhbEV1xwzyjtO/R6jl0izYjsBeYGaUfaXhdof1ZfIe8MfAtoRQu+7vlWcksW3FUuwMpHCeo7xjY9oBbIfwEHVY+iOQRodQ3S0GOtZwTD8v7lei7HscKAuEG6WdpREu24uzEdHiDvXi7/fa4hXY2YlrsPd7ai3qN+bzFOtrYnewLr3ty4B3a2jnFcDPQ9sSA8f8yDuHNqG09R75cTVljrvvFOP4M7Avm+OwHwi+jV3ybyuB53ycaf3QK8uQ0HbXnziBfzg7EU8d1Wo5ztCxMZftreV5htv68157j2UnbvDyHRAl38pwnVGHZ38N532Ol4+m9ynwhTiO+5oXPy+0faW3/XovfLEXviUU70Zv++mBbYmhevo51s7GshNx92mi7E/C2sRlMfbfRSNcthdnJ+Kpo1rZCeB14LXQtjSv3j4JbDtl+hM0wPtVjLqo7fjEA17+73vnNxzrf/gQgaV8OcX6E1671Lp7A+gb4/xW0UiX7cXZiuqOqdP949XR97H+AUdjP3h8Sug5wyk0PgF8g8jnf4MsRe6lXed3Gewyw29H2X7KjE9g/UZq3R0F7olxLuk08mV7aeb2Ajup4GfY8YhLsRMCPwTWEnoux0g3C/uhLdhefhKK0yifg3Gc+zTse0ZwueCO2PEcE2+6gXs42vVJ99pRuE4v9I6ZGNgWftf4vBcnXKfB9vcpcG+UfO8GDkfZ/myg7nYCF8U4p7s074a8X+P9OxnK01nhDd5sgl+LSBn2i/pn2GVVBOtYNkiJMaZEA8aYXdiXuVQvrUSsX40ZxqthL95b2I+MQcZiZzxu9GbBtAjMYOhO4Ku4MaaFMeYLdTnhwCwb/Yv6JV9EhgN/wvr1i2d2cQL2RrraGPOkMWYZ1tn4euxLg84yvgT7UfVo4BwFO8tgWCC9z2HrPvgH9uUmuO3f8Z57LETkBuzsm18YY16sb3p14AFs/T0qIv1FpC+27nV5CZW7jwU2Af8NtZGl2OXBhgbSDNfdLdj6jVandcYr6xzsrJfv1je9UxhnK461FaXYgbvh2Ht8EvBoLbOZiPUh+nAo72zsS8YToXM8hPXnEbQVPyGyTeuMw+Wh7T+pZdmOQUR+iB0s/YYJLP1QBw5h6+5i4H+wy/7Nk8AS3fUoo7OzJwdnI6pshPbnDgHjjDELjTGzsLNK2wJfr0t+URgLLAT2RTnP07xZrWDvh3A7T8O+uAW3rahvgerQdzoGY8w7xpg7jDHzjDHPG2P+iD3X3lh7URtuAd4xxqwJbXf9iZODsxP1n0FcW+I6TxFJ59g2PQzb3oPbysIZ1IIGe/Z7/aQZ2PescdjB1QeAB0TkxhoOfxI7sPKIiAwWkR4i8iOq+gfB945PgWej2AmI7E+UEVlPP8ba2Yg69eq5zohIB6ydOAzcVp+0TmGcnWg4O3E/cK6I3C0ivURkALbejlLVzuHU6k80xPtVQ6B9uceNMT8xxqwyxvwWOwg9UUTyvP2nWn9iJHaw+QtAF2CZiHSpZ5qnKs5WNND4hDHmcWPMr40xS40xy4wx38Oqn0aJVbCeiuMTz3jnqiq3P4vIl+uRHlC/dxmxq2rkcOzYzqk2PvEitu5GAfcCd4jIL+uRXmOg2dkL7/glxpifeuMRzxlj7sZ+IB7k/cZERHoCM7HLt07Bfny9G7hTRL4fOp+m+Bz8E3bC4gMikiQiaVhVcgdvf31cAyijsf2NsF19DfuRO2gbVhBZRw9528N1d0k9yvN/wLlYZfw6YL6InF2P9I4L9R40rgPbo2z7D9aI/gQrYT+Irby/YlVSQd6PcvwngXg9sDfLrijxdobCvbCzGmLdKN1jbK8tnyNShr8J+7XfR0TOAeZiZyDfHme6e7CziN7WDcaYoyKyArsMANglGhKxLxg/jpaIiCQYuzb2POwDLcgb2A77/MC29wL/fwB0EREJGmwvX4hyvURkHPbh/pAx5qfVnuFxwhhT7g10/JWqjtXb2GU37qCqnfaiaiAiGsE2Eq67n2JnecfqUH3g/XaNsq8bVUte+IhId+yMXAHGGGM+jJF2U8DZipCtMHapiDe94PMish34j4j82Rjzapx53IKd6b0otL2X9/sQVQ/FIJsD//+DSJvQF2u/vgK8Fdi+LfD/B9h7KUx1tuIrWOXkncaYen1M9Gyc1t1LIrIWeA7bKXs6xmF7sbObYt2j7wf+d3b2xONsRJWNUN8aL5vA0lPGmC0iUoRVVjYEvbA25JYY+7tj1a9vcWw7n4tt4/8IbAs+w4LPxOC1ra6d16XvFBfGmLdFpJhjzyMmInIuMACrXA3j+hMnB2cnorx3HGfiPc9tHNvWH/S2/yyw7ZPA/9W19a6Erlcdn/2xuAd7TleZKh9IK7x76X4RecrE8DVkjNkrIpOxs911YkUZdhb1L4h872iFbZPRCLaRcUDQH9uXsMqO8JKn2hfbS3x9Gh9v8HUekAlcYqzfpaaIsxMNZCeMMU94H0zvwCpADPaDw0Iil6c+ZfoTDfR+1RBoX25ZaPtS7MeGM7CKsVOqP2GqlkF/RayPvVLsO+G9MfJozDhbcXzGJ5SnsEuOnoP9wHdKjU8Y6w98txdcLCLtgN+KyL9NpG/EuGmAdxmdcPZkaPspNT5hjNlHVTtZISKfAj8Wkb8ZY7ZWc36NmeZoL2IxF3uu52AnHsTi/7D2Jc0Yo8+jVd6H4l+IyEPGmPdoos9BY8xLIvJ1rMuOz3ubl2PfH24iepuoLWpXYwlTgnX3ZaxgT7kKW3/hOt0Q+P8DYtfdB+GNxphyoBx4Q0TmYz+g3o39QH7KcDI+ngYNK2LXbJ6AlRPfH9g+uI7pv4e9gXpF2debyAfsHqyh+VaMtDbE2F5bwg+j4CCAnusSrPG8uhYP3vXEHhDVet6LnZ3wV2LMANMXfWPMHqo67Vo2gApjzJtRDtUytMbOCAvefDpzpSCU3kjs7KdZxDZWJwRjzAwRmY2dqfWpMaZMRP4ObDHGaDvZg521c02MZCoC6UXUkYjswS4NFqvudLbRwNBxbbCDFNND2ztRNTPo4ibcyVCcrQjZiiho28oCanw5EZE+2KVx/hLFzui9/0PsAzqMv/a+MWYbgRcPqVI1bKjBVkwSkXYm0q9Ivpd2xMNbRG4G/gb8zhhzPGYlBusuKsaYQyJSQege9cjHLvcBzs6eLJyNqLIR5dilV2PRELMUwZ7ni8CvY+zfBuB9iAs/Ez8FttXQzsHeb8GXzVjtvK59p9piao7iozO3wwMY4PoTJwtnJ2ruSzQ0cZ2nMeZTjrUTHwJ74rQTrwSOSwfaEbITUajx2V8Ng4HVUWzN69gVMnoBO2IdbIx5UUT6e3knYn0Mfw9ru3Vgdw92WbWLYyTj972MMWuDO0TkKuz7TNS6q0WfRtNriV1K62xgdDi/JoazEw1oJ4wxPxbrTysT2GWM2Skihdjl7pRTpj8RhVq9XzUgxwzIhtC+3CnTnwjjTVB/n7rZ2MaAsxUNPD4RA63nU2p8IgpvYvv+vbFLbdaK+r7LiEhr4DpgofdBKcheTqHxiSi8iVW/ZWDdpDRFmqO9qIma3qsHA6WBD6fK69gPxVnY826yz0FjzN9E5CHv+P3eZPhFWJcIDTHeoff6ZUT5mBnYjzEmol2IyCBve6y6A2sbYr1rVGsXjDGfisga7EpBpxQn4+NpmNbYF8hwI7i1LokZY46IyJvA1SJyl86CEesQO4NIA7IY+Caw2ZPAHxeiPYwUsUtRLMMOfF5ljKlu8DPMLGCkiJytjVdEErAy7De8vA+KyIvAadh18BtqAFVZjL12NxI5S/wmYJ0xxl8uQETOxy77tAK46TiUpdYYY45gZ3AiIv2wyx7/JhBlMVY+fsAYUxfn7dXl/amILAau8drqYW/XFOx9MVfjerPaFmDb8HBTv+VLGyvN2lbEQJdHiHdJu5uwdfhIlH0bsJ2MgcaY4zFTeB7WRkzV/L3lIa4Flhpj/BcxsU7h/wP8yxhzx3EoC8Rfd3OBz4lIZ2/GJCJyEXam21xwdvYUotnaCGPMZyKyABgmIu2NMQe9sqZilZBzw8fUkcXA+cD6WvZX4uEV7MvQjUQOkOgsy5d1Qz37TnEhdrmYXOzHg3jit8IOYCzyZqaHcf2JU4NmaydOIMftPI0xm0VkNdZOBGeu34S9puFVNcLUtt8UZAdwuoi08j78KudhP3jWOBvcax8l4C+H+0XgMbXZ2Lr7PtDZGFPvZc2jUGOfxtuWgPU3PwJrY0/kB6RTAWcn6p/+Qax/M0RkLLYvElwG8JToT8SgPnaiPizCDtiOwb43Kaq+0MHKU6I/EQ0RGYidmHWi6+5k4WzFsdTn/rnR+33d+z1lxidicAlwgOjKv2ppoHeZcViF1zFjO6fS+EQMLsF+SCtv4HKdyjR5e1ENE4H2VN3bsdgBXCAiXUMfUM/zfvVDe5N+Dnq2Z72X3mCsWjnWSh21ZRl2YkWqsa4fG5q5WEV+prGqUp3MciHWpVhMvHGKszlxH/Pj5qR/PDXG7BORV4H/FbvEw3tYeXJSPZL9KXZ5k1ki8g+snP0u7I0YfGj8AftgfFFE/oC9QO2xnfuLjTETNKKIHAYeMfVY+zuMiPTCNtxWXpnzvRk+yjv6wBaRn2Cl/f2NMZu8/Q9h/ZjNEJE7sXX3Jexg32WBdL4LvAAs8WYwbMfWyZlYZ+7VNuDqMMbsEpHfAz/0Zou/ja3TEQSWjRK7fM8Cr4y/Ac4KnmvwpVxE7vLqI8MYUxErb+/GusILDvC2TfHC/iwpseuElwE/N8b83NvWErgPO8t6P3ZmxA+xBup3gWyewPr3WSEivwNWY69Xf+/8JoZmqdWWu7Az8qaJyF+xSxT8BnjW2LXqlRlYY/MtoL1Y3wZKWYyB2iZFM7cVQ4DfYmc5lWMf2sOw7WGRMSaovngI+JwxJpp9vwVYa4x5J7zDGGPELhExx/sIMA1bx72x6/dvNsb8vq7nYIx5R0SeAf7o3X8bga9iO3b6ooSIDMMu2bMaeDjU1j8Jll1EHvbONcJwBhGRztjO1RPYAUuDXRrlu14eMwNxo9nZ32BfAuaKyK+w/mLvw/oEmBXIqlHZ2aZIc7YRgbK+DizwnldtvG17gb8E8j+mncf7PPWOex14QUT+gh3Q6Ipdii/TGKPLy9Qa7wPwj4G/ichW7IDnCOw1/KZ+rKhl3+lW7ESMS40xq2LlLSJPYG3S29j6OgPbJ9iK9T2i8Y7pTwS4CrscTbTJKeD6E6cEzd1OeG1YFSTdsX6w9F5/I2ATbsH6thppjHk+cLzGPcv7vVxEdgO7A/HiPs868iOsP5wHsf2FM4A7gfuNMTu8ctbm2X8rcdgJrB2djvWZ+jesYnQ8cD3wh+AH1WjXz+tDvIVtc1lY1elnWFsDgDFmlYg8hfV5+nusvT2KvZ+vAL5vjCmOv6qOId4+zV+xg8m/BA6G7ESlabrL9wLOTtTHTojIGVh/gOpW6CJsW7/PGPPfQDanQn+iNu9Xd3GcxyeMMXu8+/LHIrIfu4zn2di6eiQw2emU6E+IyEtYu1GEnUAyBPhfrALvn/XIv9HQnG1FfccnROQdrCJyA/YZPRr7cWexMWYlnFLjE1/G+lBcjm3f3bGKtynAD0LP/1VAujEmPVa+DTAOrNyC/bC9IEZWp8L4xJVYezUP+zGvI/YZ8SXgQWMVw82C5mIvRGQZ1kXGOmxf+ULsUv6rsc8vjXcJdsL/540xqo5+AHvvLRWR32Db93Dv+FnGmC1evEb1HBTr1/g54DZjzMOxMhWRZKwN+i92MtXZ2PeEmcaYp0Jxo71rnO2VVX2o5wf6IAuNMYeMXXHz18BfRCQX+03kYyAFa4f/ZYx5Lo46isU/gW9g7fadWPv+C2AL1j2LlvVB7IS2N7H3Qpp3XF/g5nrkf3wwxpyQP+xsCgNkRdmXjp1p9yF21s5fgCu9+MMD8VYBL0U5vgJ4OLTtBqxB0C/2k4B3sDdcMF5XrCHZiF2aYRd2CZlvh+KZcB4xztNgZfjx1MlwL36sv/RA3LvC27ztfYHHsY3uY+xMy8ui5JWH9e2zy6uTSuyMgCviOJ9ba4iTiB202OSlvQaYEuP6R/0Lxf2Ndy5dasg3vZo0H44S767AthbY9ft3emUuw66r3S5KPm28+i/y4r6PVfbeBbSopnwPA6viaAfDvOv2sVeeP4bLUUM7Oeb6eHlXnoh7u6H/cLYiWtze2GUgN2I7IHu8Nvh1oHWUa2+ipHGGl+f/1pDX+d698YHXJiuwtuP8ao7Re2x4DWm3BX6P7cx9jB2sGx6Kc1c1bb0iFHc6sKOGPFtjB3aKsX4W9mE7V/8Pu1xHtLzTQ9sHY19wDnr18jDQPUpejcbOhvK+uyHu3RP1h7MR1R1zLrZjfshr67PD9RStnRPn89SLm4xVfG31znO7d3/cVEPZKuI5H+xS08VefZcAXwvtH15dOw+d19e9bXk15PlD757ah/2YsQXrO6lvlPYV9bpgFd97sL7oY+Xj+hMn6A9nJ2qql2qvfyDe8Cj5RftbVZfzjFK+VXGe92Tss/wT7GDcT7ADgbq/Ns/+uOyEF/dyr4y7vfbzLvC1YN6xrp9XnkqvPiqBPwPdouSRgB18Xo29l7Xs92EVqbHKdhehflKMeDX2abw2HutaH9PeqHquxLRjp+Ifzk7UVC+1thPYCckvYScifYQdUL8tRj4nuz9Rm/er4z4+4W0X7AePUq9ONgE/B1qG4p0K/YnfYdXF+7HquwKvnnrFSHMVUe6VxvCHsxXR4tZrfAL7zlyGfWf52Gs/Pw4f68U92eMTF2D9Nm/3rolOyrgySnpvAK/WkOdw4n+XuSu8zdveE/vO8uca8jrZ4xMDsBPWtnhxdmKfETcCCdVct9sb+j4+UX80c3uBfV4Ueuf4KfY+/y2hPmzgPrg1tH1o4H476J3TnUDbULxG8xwMXOOxNeTZG2tb3vPOqQD7MfaY84l2nbxzq9GueHFvxn4gPuiVvdBrj8k1te046i4VO2F7v9cOZkfJ//PYj8TqsqQM+0wZHCPNuziJ7xriFaLJ433BLwV+aYz5xXHMx2C/qv8cOGKaSwU3ICLyX+BdY8zXTnZZGhtip6wlYlXJI40xySe5SI0OZysaDyKyDfijMea+k12WxoaIJGIHaD7DtvU7T3KRGg3ORjQeRORJ7EDnFTVGdkTg+hP1w9mJxoOzE3UnYCd+gh30bmmqljdz1ICzE40HNz5Rd8QuA56AVRglGmMuOslFanQ4W9E4EJH22IkjNxpjpp3k4jQ6vPGJdGxb/6Ix5l/VH+GIhrMXpx4icg9WETvY1VPtOFXeNZrkx1MR0dlD+sU+E/g/7Ff8gcaY7ccx72CFVivJdhyLt9TNbiDfHLsshaMGPFm8PiC3usHO6nG2ovEi1k/Iq0CaMebAyS5PY0NESrHLmoD7eBoTZyMaNyJSCVxjIpcKdMSB60/Ej7MTjRtnJ+qOiNwEPBbY5D6exsDZicaLG5+oHyLyL6r83b7sPp5Wj7MVjRcRGY119zHQNLyP0SaPtwxpohd0H0/jwNmLxoGIvAz81Rjz5MkuS2PjVHnXOOk+T48TR4A+WMlxd6wM+UVg6vE0Hh7nBP7feJzzanIYuy55+5NdjkbMQ1gfT2CXSHBUj7MVjRRjTAn2mjnqxkTsUicAzcbXSB1wNqIR4z741QvXn4gfZycaMc5O1IuFBNqg+3BaLc5ONFLc+ES9+QXWjx3Y5fsc1eNsRSPFGLMMu0yuo26ch10ZC+zytI6acfaiEWCMufBkl6ERc0q8azRJ5anD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XDUloSTXQCHw+FwOBwOh8PhcDgcDofD4XA4HA6Hw+E4FXAfTx0Oh8PhcDgcDofD4XA4HA6Hw+FwOBwOhwP38TQCEXlYRCoC4XQRMSJy68krVXRE5FavbCboqFlE+orIr0TkTRHZKyK7RWSFiAyLksbDwTQCf3+MEjdRRL4tIutE5GMR2SMiy0Wkbx3KPlJEHheRMhH5yPv9u4j0ihI3WvmMiJweJW6SiPxbRHaIyCcislFEfhWKcziQxu1xlvdhERkeZ9xBIvKgiLwlIp+GnGg7GjlNwUZ4+z4nIjNEZJO3/+EoxyeKyB0islJEdorIhyLytoh8QUSOeXaIyFUi8pKIfOD9vSwiE+pR/u+KyDwR2e6V8a4ocTqJyE9E5L+eTdrr/T8xRpqf8+7N/Z5tXCYiF4fi3Bmot8o4y5ouIqvijJsjIveLyBoROeCd31wROS2e4x1Ni6ZiU7z9XUXkjyKy2XsGV0azLYH4mSJyyEsvq55lu0JEXvDuqf1i+0Ajqon/gJfv46HtF4X6GnGVK3gNa1nuBqsDR9OlqdgJEfmPiBR69+gBEVktIt8UkcRAnLjfY2pRppu8PsluzzZViMhDIpIaivdFEVkoIltF5KDYd57viUirULzj2k/w4nf3+grlYt+VNorIX0SkZ7xpOJomTcge1PguEojbkOMQHUXktyKyyrNFRqp5z5dGOL4gIkNFZLFnQw+KyFoRuS6evBzNjyZkU9qJyM9EpNh7bm4RkUdFJL0e+V0oIktFZJdUjYV8PhTnuL87iMi9YscO9nrnViR2DKRdIE6txkUcjtrQVOxEKN4FInLUi9eiAfJt6T1vj+kLnIh3B++YGvssofgNWgdNGffxtHq2A+cDC052QaphMraMylnAtcAcYCpwK/AxsEpEropy/G7v+ODfH6LEewz4MfAfYAxwG7AaaFOHMn8F68z6bmAs8CtgPPCqiHSIEv/hKGUsDkbwOkWvAznA/wCXAXcBYWfCF2LrrFpEZLyIjAxtayMi3xeR7tUcehZwBbAZeLOmfByNnsZoIwBuAvoDy4D9MY5rC9wJrAO+BEwEngP+Cfw6GFFExgJzgR3ADd7fTmCWiFxZx3J/EegFzK4mTirwNeB57Dldi7UNs0Tk66EyfglrS14HrgZuB1oBy0TkjEDU/2Dra2F1hRORVl4nqHNo+1k1dCIvAy4FHgHGeeXvibV/Z1WXp6NZ0Chtioh0BV4CRmHtxmjgDuDDatL5G7CvvoURkS9j+zxvAZOwfZ/pQLsY8S/E2ototm819tzujiPfb4YHSMR++PlhLYrfIHXgaHY0SjuB7Vf8GXuPTgaWA/cDvw/Eqe17TDx0B1Zgn/uXAfd4vy+LSMdAvJ9g+zHfAq4CngF+ATwRSu+49hNERLB9qhuA3wCXe7/XAfO8/Q6H0ljtQTzvIkpDjkN0Bz6PHSNYVl3Exji+4L13vUDVO9kE7LtbXerK0TxprDblX8D3sO39Cuz7yDBgRYwxxmoRkSHYfkpL7LjEZOAN4CER+Wog6ol4d+iEtX83YPsnTwA/Ap4KxIl7XMThaAAaq50A7IdO4EHsmGVDcQfQI8a+4z3GWJs+i8Y/HnXQdDHGuD/vDzuwXnGyyxFnWW8FDJAe2t4FaBHa1gLYALwQ5Xwr48jrOuwNd1YDlb1nlG3DvPP5fGi7Ae6OI83FWEPRMo646V66t1cTJw87+PossBQ7aPEm8AOgbTXHJQT+v9veYie/vbi/hvlrCjbC2xdsp5XAw1HiJALdomz/N3Ygs21g25PAFiAxdHwl8FQdy5/g/bbwzuOuKHHaA+2ibF8BbA5t+y/w39C2jsCnwK9iXOuY9hH7IvVV4G3gp8A72Je1xcDZ1RzXA5DQts7AB8CjJ7vduL8T+9eEbMoDwCagU5xp6QSLb3tpZtWxTOnAR8C344zfEjsh5IdABfB4Decas1zYAdyXgXuBbcD/YQdVrjmRdeD+mv5fU7ETMeI/BXwYCHchzveYepZzjFfOqwPbor2f/MSLlxnjuhyPfkKOl+eXQtu/4m3PPdnX2f2dvL+mYg+I413E29fQ4xAS+H+UV77hMeI2qvEF7HvNLuCPJ/vau7/G89cUbAp2wuRh4J7Q9rFe/DF1yOse7DhBh9D2V4BXqinbcXt3CKX1Ky+/Hl447nER9+f+avvXFOxEKM6PsGMCv/TitqhnnpnAQez7fcy+AMfp3cE7Nu4+y/Gog6b+12yVp2KXjn1b7NIvZZ5yIRznGCm6J1evFJGzvWUQPhKRDaquErvUZIXYZWDmSGh5JRH5ltglqz4Su7TlmyIyqaHOyxiz1xhzOLTtMPAukFTHZL8GPG+MeauexdPy7I6y+Q3vt9ZlFJH+2I7In40xn9WnbIoxptAYMxU7k2YUdubWZGPMvcaYj6o57mhD5O84+TRVGwHxtVNjzBFjzPtRdr0BtCZyVlUr4KAx5kjweOAAdVzhIM4yHjTGHIqy602gX2hbK46d2X4I+KwuZTTGfGaM+TswAjur+3RgmzFmrDEm5qxwY8x7xuutBLbtw84MrauNdjQCmqpNEZH2wC3Av4wxNalHVKX6e+zszL31zP7zwFHsx9t4+B52Ysdv65kvxpglwEVYhXxfbF/hImPMtJqObeA6cDQhmqqdqIY9BGZEH6f3mFj5Esq7Qd9P6tpPwPZX4Ng+y17vt9m+vzc3mrI9qMU7c0OPQ5iaYzXa8YWp2NVsflfvwjqaJE3YpiR6fw353GyFHScI35v76phevd4dohDRj6nluIjDEZMmbCc0n/5YZfrXsPd4Q/B34GmsYKPO1PXdobZ9luNUB02aZvnyJSJ5WLn0R9jZjD/CzvwfWc1hQToBj2KXhpiEneE3Q0R+h12O8eteepcCfw3keyO2M/sUdimJG7EzD7sF4uj63MPreHrHINZXz/lAYZTdvUTkPbG+OorFLhsT9D3UEjgPWC8i93lxPxOR16Qaf2J14BLvN1oZvyp2ve5DYv0vXhzaf6H3+5FYH4afeMb2Ual+CZyYiPVL+DR2WYwV2KW7Znr107YuaToaD83NRtSSS7AvItsD2/4BZInI/xORnt7fT7CzsP9y4ovIMKAotO1vwCixPlu7iEgStmyfAQ/VNgMRaSF2KeAV2OUF3wWSRGSRiJxdy7S6AYOIbv8cTYAmblPOwi7HuVNEnvVeeA6IyGwRyYgS/z6gyBjzWB3zC3IR9l6/znu5OywipRJleSqxy2TdCXytIQZCRWQUdmm83Vh7uAJ4SUSmxnF4Q9aBo4nQxO2EpiPe87OLiFwNfI7IZXujHVPde0xt8k4UkdZil+L7PVAALKnhsEuwEzSKa4gXLb+69hPWY23Lj70BqA4ici5WBbvIGOP6Cs2A5mAPauIEjkNEozGOL1wEvA8MFut37bBYv48/DY7vOJonTdmmGGM+xC7v/T8icqn33ByIVXevxt5vteVh7/dPItLP67d8EVtff6hLOev57qD9ig5eOt8F/m2M2VvDYdHGRRyOqDRlOxHgAWC6MeaFeqYD+GU/G/h+A6RV13eH2vZZGrQOmgPN1SHsnVg/XJcZYw4CiMh/gTLs8gk10RH4ijY0EdmGfShfBeSr+kpEBgHfFJFEb9v5wBpjzM8DaYXXvD4KHMHKphuKu4BkrAEK8i7WR9h6rB+MSdjlH7KxfoHA+gVphZW+l2PX+/8Eq95YLCIX1DB7ukbE+hv6I3ZQZHZo9+PAfOx1SfPyXSkio40xq7w4OpPq39hO06+ALO83X0TOrYMiNA+rolkuIg9jZ4j+GOsHqR3HzkBzNC2am42ICxEZA1wD/DioDDHGLBWR8Vj/G+rv40PsbOoXT3AZvwQMxfr68DHG/Fusm7C/YTtzYP0BjTbG1HpQFDu7tTd2VlhX4FJjzO1ep2YQtfN5/GdAsHbQ0TRpyjZFn8G/BRZhfZj3xD6DV4nIIG9QA7GTn24BzoiWUB3z7ocdHPkRtj6nAn8RkRbGmPsDcf8OzDTGPNdAeedjXQ2UiMi1xphfi8ij2P5STI5DHTiaDk3ZTihXAvO8/w1wrzHmFzUccxfR32Nqy07sew3YZ/QoY8zHsSJ7H1m/hR2crIs/oDr1E4wxRkSuwL7TvBHYtQBr3xzNg+ZgD2riuI9DVENjHF/o56XzJNZf81tYZduPsUuif6ee6TsaN03dptwG/AlYGdj2GvZd/9PaJmaMWed9pJmFVWeBnXT9FWPM03UsY53eHcCv17WBTY8CX6rhmKjjIg5HNTRpOyEiN2Enftf3nULT09Wkvm+MeU/q4F85RF3HGOPuszR0HTQXmqXyFM9RrxoDAGPMFuz68/FwMPSFXmfyLA8uW+ltb4FdkgHsC/DpIvJnERklIu3CCRtjHjXGtDDGPB/vyVSHiNyA9aPxi/BHDGPMH40xfzbGrDTGLDTGfBG4H/iCiGR70bSNtASuMMbMMsYsBMZh1Wffq2f5WmBnlyQB10VZqutmY8wzxpgXjTGPY2dUbiPSIbuWcZUx5uve+fwD28k5CytfrxXGmDnGmOWhbR8bY35tjNkT6zhHk6HZ2Ih4EZF87L36HPDr0L6h2IkOC7G+RcZiBwSmi8ilJ7CMw7EvTY8aY54I7ZuAnd32IHYgYRx2jf+FXuetVhhjPjHG/MLYJXeD2980xjxcizL/EOsb4RvGmNLalsPRaGjKNkWfweXY5/gyY8yT2IkWqXgv7GLVYw8CfzDGFNQxr2h5dwS+bIz5p/f8/yrW58cPxZsx4b0knAP8bwPlizHmT8aYktC27caYX8U65jjVgaPp0JTthPIi9l4chfX5dYeI/DJW5OreY+rASOAC4AvYDwnLRKRLjHz7Ymd8l2HVHbWmnv2Ef2IHPL+CVb9+BTur/VkRaa7v782N5mAPauK4jkPEmXdjGl9IwE6I/7kx5nfGmFXGmDux9uTrItK5AfJwNF6auk25G/vOcQf2uXkzdgLGIrEuRmqFNx46Ays0GYfttzwAPOApzWpNXd4dApRi+0/DsRNGJ2E/oMYq/3BijIs4HNXQZO2E2NXefg/8yBizqy5pROE32HeFWq9kF416vDvE1Wc5TnXQLGiuL199sbOPw8Q7q3hvMGCqZjJ9EIqn29t4v49inf+eh10m6n0RmSki6XHmWytEZBx2uYmHjDE/jfOwp7xflYR/gJ3ZUWCM8WeaGGMOYJ2l11k54b38P4LtiEw0xqyp6Rhj1SsLsB0HRV82loWiL/V+66XuMMbcaqpUro7mQbOwEfEiIpnY+2sjMCk8yQGrnFxnjLnRGLPE+7se6+C82uX4GrCM5wBzsbNNbw/tE+zSws8aY75ljFlhjJmPVcB8iJ2dXWeMMRXGmOF1KPNXgHuAO40x/65PGRynPE3ZpugzeIUxVb7EjDGvYX0P6TP429gZlH8Su/RVF6xCAqCjtwpFXfOO9vzvDfT1ZoD+Hjvp45NA3glASy/csg55+xhj0uOM+m0avg4cTYembCe0TPu8AYAVxpgfYZ+BPxC7lH4EdXyPqS7v1caYV7zn7RisAuQrUfLtjrUpAozx3j3qm3fc/QSxvqGuB242xjxojHnBGPMgdiD4CuwgrqPp0+TtQRwct3GIOGiM4wvVlbklMLCB83M0LpqsTRG7RO8PgO96EwdeMFZ4cQX2w8Ht1SYQnXuwStOrjDHzvX7L/wDTgPvrO5GpFu8OGv9jr//0vPex9X+AG7xJ7BFUNy7icNRAk7UT2AkW24Fpgfdwzb9zbSdZiMh5WMX7D73ju2CXLQZo6+UhdS1sLccY4+2zNGgdNCea68fT7dhBtTDRtjUYxvKgMeZcoAfWz8+5WH8XDYqIjASmY5eZOMbBcxwYAGPMR1g1SSxqu1xNkAeAa7FKldr6IQhK9dfXELc+ZXQ0T5q8jYgXEUnGrrm/HzuIuD9KtMFEX0LiDewSVccVERmM7WS9C1xtjvVn2BvoReTyd9qZW30iyhhGRG7GLiH8O2NMTNWNo8nQlG1KvM/gfKAPsBX7AvUBVb5O3sYq0o5H3j2wywjfE8j3AyAFq479ADuR4kRwPOrA0XRoynYiFm9i30cj/CM3wHtMtRhjyrG+AbNC+XbC9ie6Y5f13drQecfBYO/3jdD2173fE95ncZwUmqM9CJfleI5D1ERjHF9ojGV2nDiask2J+tz0VJ57qdtzczCwOsq4wuvYPkKvOqTZkOjYS7gfU9O4iMNRHU3ZTuQDQ7AfGvU9XP2Uvod1QVYb8rDvMKsC6a329v3JC5+oFR9qMx7TkHXQbGiuH09fAa4IflUXkRSqnOwed4wxHxhjnsHOXKr1kpHVISLnY5eaWgHcZGrnj+NG7IfJYMdjFjAwOCvcU0dcwLEv9vGW8XfYWVC3GWNm1+K4Ttj10l8PbH4V67swvHzOWO+3TmV0NGuatI2IFxHpCejyUqONMe/FiLqDSDW4ci72I8Fxw1tSZxl2cOUqb6AlzAdYH0nnho5tBZx+vMsYRkQmAf/B+j2640Tm7ThpNFmbYoypxL7Ajw7OrvT6Ip2oegbfC1wa+tMlwG+ibjOjZ3m/0Z7/lcaYHVj7FM73UuwM2uXe/y/VIe+6cDzqwNF0aLJ2ohouwb53+B9I6vkeExeeSqU7dqkt3dYOu7pNBtbX08laSn+H93tuaPt53u/J+KDrOPE0R3sQjQYfh4iTxji+MNv7jVbmj7HuShzNl6ZsU6I+N0UkB7tMf12emzuwy4i2Cm0/D3s/vV+HNBuSS7zfYD8mnnERh6M6mrKd+DbHvoc/4u0bhfX3WhsWR0nvem/fb73wgXqVOH7i7bN8m4atg2ZDi5NdgJPE3cBUYKmI/AZoBdxF/FL0OiEi/8AuEfkKsAvIwS7BtDQQ5xask9+Rpg5reYvIAOyL/3vY9bfPCirFjTGvevHSsI6En8aun98au27+rcCDxpiyQLK/9cq5SER+jpXY34Fdau7eQN7Dsf4QbzPVrMctIt/H+g/6N1ASWmpit+YtIncAuV6a24A0L98+BJwbG2MOi8gPgIdF5AFgJnYG1i+xs0CCTuOPK97AyxVecIC3bYoXrjDGxHLw7Di1aLI2wksjHzvrCKAtkBZop88bY3aLSFvsrMV04PNAsqdCVQoCKtQ/A78VkSexvk8BbsEObHwrlLcBHjHG3FpDGc/28tZJPvmBMi40xhwSkV7YF4RWwE+9OMFk3jHWb8AnIvJP4Bsi8j4w3zvvb3h5fLu6sjQkIjIMuzz6aqzNCtq/T4wx75yosjhOKE3apmCXylqC9cf3L6zS85dYfyZPAhhjiqjye6J5p3v/vhb8UCEit2InGFxaw7J2C7F9hAdFpAd2sGAqcBl2GR2MMR9j+wIRiMjHwM7jsGxeTGpTB45mSZO1E95StLcB84DNWF/FlwNfwr53bPPixfUe48W9C/vszzDGVFST90vYDzBF2AHPIVj/x5VYX4DKDOzg0LeA9qHnc5kxZndtz7uOzMTaz0dF5BfYcg/AnusWqiaNOJo2TdYeeGnU+C7i/d+g4xBe3MuB9lSp1S7x+hAHjTGLoHGOLxhj1onIw8DPvSVF38YOht6O9Rt9ogZxHacmTdmmvIh9t/6diHTFTupMxX4I2EfVx4HavGP8BbsCxjwR+RvwETAe+3HkD4HlSI8rIjIEawenY99zWgPDsH2VRcaYV7x4cY2LnIgyOxo1TdZOGGPejZLvcO/f503ANVk87xiBSdrB9NK9fzec4DGGuPostakDRyTN8uOpMaZQRK7AvpQ/g52J9Gusc+ThxzHrl7EDBzdj5dvbsB8agn58EoBErJ+dujAU60+rK/YFIoym+yF2ttT3sRL8o9iX8//BLiXpY4zZ6Q34/w7b0UjAGrVLjDFBebjOTokwIFG43Pv9vPcX5BHsB1yADdgPupOw9bUfW4dfMMYElacYYx4RkaPe+dzmndvjwA+NqfLBdgLohe3YBNFw8NwcpzBN3EaAXaoymOZwqs7rUuwDtjdVa+NHW75B42GM+Z2I7MDaD41bDNxgjFE/ygRmsNVkI8B+2PxcIDzV+wOrCqnADrqkedvmR0lD4wF8B2tTbsfW8cfY5S3GGGOWRjn2eDEC+9JzJvZ6B9mE/ZjraGI0dZtijFkh1j/hz7ED+wexH0C+V8dZz2orqn1RM8YYEZkI/Ar4GbbvUwTcaIx5sg75OhwnjSZuJ8q8NO7G9pX3AiXYiVZPBeLF+x4D1k58Qsi/UhRew/a/07wybPby/E1oRQ2dnf2nKGnchvW/etwxxuz3PtzeBfwf1v/UduyH57vcB5DmQRO3BxDfu8jxGIcA+DtV7w9g7zUI9cMb6fjCl7Ft5ZvYd7kKrB/I+49vER2nOk3Zphhjjohd7v9H2ElZP8dOwvov8BNjzOZA9HjfMZ716uv7wL+wfgHLgK8DD9alnHVkJ/ZcfoQVkRzCfkS9wyuXUptxEYcjKk3ZTtSSeN8xThlOoT5Lk0RcHTZOAjOmsoBNp8IMARG5Bzsba/CpenOKSCL2pagU+KIx5l/VH+FwNE5OURtxGXbwr7+31Ocph9gpmonAQ9hZbck1HOJwNAtOpE3xVOxdjDFX1Bi54fNugf2g8xCQ7dSgDkf8nGA78V/gXWPM145XHjHydf0EhyMOTrA9OGnjEG58weE4MTSETTke7xju3cHhOHVoIDvRoO8Y7t2h8dMsladNDH0wn4jZFzVxCXDPqfrh1OMTrNFyOJoLp5qNeORU/XDq8f+AX3j/O79iDsexnAibMgyrSjmhiMhF2KW/HA5H/TiudsJbxvI0qnwLnUhcP8HhqB0not9wMsch3PiCw3FiqY9NadB3DPfu4HCcstTJThyndwz37tDIccrTRoqIdMcuvQCA86UZHyJyFlXGsyK0XJfD0WRwNqJuiEhfIMkLfmqMWXMyy+NwnCo0B5siIh3w/Il5rHX+gRyO+GkmdsL1ExyOOGgO9gDc+ILDcaI4FW2Ke3dwOE4tTlE74d4dGjnu46nD4XA4HA6Hw+FwOBwOh8PhcDgcDofD4XBgHe46HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA5Hs8d9PHU4HA6Hw+FwOBwOh8PhcDgcDofD4XA4HA7cx1OHw+FwOBwOh8PhcDgcDofD4XA4HA6Hw+EAoEW8EX/zm9+Yjz76iDZt2nDo0CHatm3LRx99RNu2bTl06BDt2rWL+fvRRx/54eBx4eP37dtHu3bteP/99+nSpQt79+6la9eufPjhh364U6dO7N69my5durB792569erFBx98QI8ePXjvvffo2rUrO3fupHv37uzcuZPevXuzY8cOevXqxdatW+nbty+bN28mOTmZzZs3k5qaypYtW0hJSaGyspKUlBS2bdtGcnIyW7ZsISkpic2bN5OSkhIRPzU1la1bt5KcnMy2bdtISkpi27Zt9OvXj61bt5KUlOT/ajqbNm0iJSWFTZs2kZqayqZNm0hLS2Pz5s3H/AbLpb+6XX81nXBY062srCQtLc0vb2VlpV8eTTc1NTWi/ElJSVRWVtKvXz82b95MUlISFRUVpKWlUV5eTnp6Ohs3biQjI8P/raioIDMzk4qKCtLT04+Jp9sb6lfTLS8v938zMzP9302bNlVbns2bN5ORkcHWrVtJTU1l+/btJCUlsX37dvr27XtMOwnWa2pq6jHl2bRpE+np6VRWVkZcN73ewXpOSUlhx44d9O3blx07dtCnTx//d+vWrfTr18+/TtruNN9gOtru+vXr5+ej8bUdB697cnKy/xtsz+HfYPvZtWsXqamp7Nq1iwcffFDisRMPPPCAATh48CAAXbp0AWDfvn0AdO7cOWp479691e7fs2cPAF27dgXgwIEDAKSmpgKwadOmiP07d+4EID8/H4Dy8nIAunfvDsDWrVsBGDhwIAAbNmwAIDs7G4DS0lIATj/9dADWrLH+vAcNGgTAu+++C0BeXh4AhYWFAJxxxhkArF27NiJ9PV7jFxQURKSn+0877bSI/Zq/5jdkyJCIsMYPh8PprV69Our5aHnffPPNiPrS89Hj9Xxyc3MjwpqelvfMM89E0TLpNs1D03z77bcBOPfccyP2h+Ofc845ALzxxhsR4Xjjh9M/77zzIvZrnb711lsAXHDBBRHl1zrR/VoH69ati6gDrbPwNdPy6TXQ/F5//fWI/UVFRUBVm9HjtU1q+tpmYoXD+evx69evB+Css84Cqq6hHq/l07Du1/KGr7mmp9dz6dKlANx777012oq///3vEc7W9f5XevToERF+7733IsLdunWLCG/fvj0irHZB2bVrV0Q4PT09Irxx48aIsF5jRdu3cv7550eEtS0oWsfKq6++GhEeOnRoRPi1116LCGsdK6+88kpE+JJLLokI672kaJtXXnzxxYiwtvFY+V900UUR4f/+978R4bPPPrva8gXtAFTdO8qIESMIU1MdvfTSSxHhYcOGRYSff/75avevWrUqIjx8+PCIcLiOLr300mqPv/jiiyPCK1asiAiHr6HaH2XkyJERYbUHSriOw/UTbmMvvPBCRDjcBsJtNLw/fI1raqNqZ5Xw+YXbUPj6fP/736/RTjz++OOmuv3btm2r9vjk5ORq92/ZsqXa/eFrGEZtdixGjx5d7f5wnYW58MILq92/aNGiavdfeeWV1e4PX5Mwo0aNqnZ/uM2HCd8jYRYvXlzt/quuuqra/TWV//LLL692/8KFC+uVf03Hh21MmNmzZ1e7f8KECdXur6n+w8+pMMuWLat2/9ixY+uV/2WXXVav42+//fa43jtqshM1UdN9XBM11VNNbN68uV7HX3HFFfU6fsmSJfU6vqb7rCZmzJhRr+PHjRtXr+MBVq5cWa/jp06dWq/jp02bVq/jx4wZU6/jp0+fXq/j63sNanqW1cRtt91Wo62YNWtWvexEfanvfV5fvvzlL5/U/Gt63h9vauoPHW/mz59/UvOfNGnSSc2/vjauvlxzzTVx9Sdyc3NPqp042Xzta1872UU4qXzhC1842UU4qXTo0OFkF+FkU6OdiFt5qh86u3XrRqtWrejatSstWrSga9eutGzZkm7dutGyZUs/HPxt0aIFnTp1IjEx0Q9369bNPz4xMdH/SNKjRw86depETk4OnTp1IikpiYSEBHr27EliYiLdu3cnMTGRAQMG0Lt3b3+gt1evXiQmJpKamkr79u0ZMGAA3bt3Jz8/n3bt2pGZmUn79u05++yz6dGjB2effTbdunXjzDPPpFOnTpx11ll06dKFM888k44dOzJw4EDatWvHaaedRvfu3Tn77LPp2rUrZ555Jl26dOGss86iU6dOnHbaaXTp0oWBAwfSvn17hgwZ4m/v1KkTgwcPpl27dpx++ul06dKF8847j65du3LOOefQuXNnzj33XLp27cq5555L586d/XKcffbZfnnC2zt16uT/6nHnnHMOXbp04ZxzzqFr165ccMEFdOvWjdNPP502bdowZMgQ2rdvz+DBg+nYsSPnnHMOPXv2ZNCgQXTo0IEzzjiDTp06kZ+fT+fOnf3z0vM+77zz6NWrF0OHDqVr165ceOGFdO3alYsuuohu3bpxzjnn0KFDB84991x69uzJhRdeSPfu3bnwwgvp0qULQ4cOpXPnzgwdOpQuXbpw/vnn06NHD84//3w/3K1bNy688EK6devGueee62/v0qULF110UUQ6en5ajgsuuICuXbsybNgwevXqxXnnnUerVq04++yz6d69OxdffLFfnmD6ep0GDBhA+/btycvL86+7touuXbv69a31fO655/phLUfnzp3Jy8ujTZs2nHnmmf51Dtaj1n9+fr6fn14XbS8dOnTw8z/ttNP866XXoUuXLgwYMICWLVsyePBgunfvHtEuO3fuzBlnnEG3bt389qi/ep1PP/10OnXq5Lf/c889l/bt2/vt8ayzzqJPnz4MGzbsmEFdh8PhcDgcDofD4XA4HA6Hw+FwOByOpkrcytM2bdrQrVs32rZtS48ePfzf1q1b0717d9q2bUvPnj1p27atH+7Rowft2rWjV69etGvXDhGhTZs29OjRgzZt2tC9e3fatGlDz549ad++PX379qVTp060a9eOzp07k5mZSdeuXTl8+DDdunXjs88+o3379mRmZtKrVy9atGhB9+7dycrKomvXruTl5dGjRw8GDx5Mr169OP300+nduzdnnnkm3bt359xzzyUpKYlzzz2X1NRULrjgAjIyMvjss8/8cFpaGhdccEFEvMTERNLS0hg6dCiZmZl+/PPPP5/k5GTOOecckpOTOe+88+jbty/nnXceycnJDB06lKSkJD/ehRdeSGpqKpdeeimZmZmMHDmS9PR0hg8fTlpaGsOHDyc1NZWLLrqI1NRUP/6FF15ISkoKF110Ef369fPjXXLJJaSmpvrHX3TRRWRmZnLkyJGI9IYNG0ZqaioXX3wx6enpHD16lPT0dD766CMyMzMB+/H5zDPPJCkpidNOO43k5GQuuOAC0tPTGTFiBP3798cYQ2ZmJmPGjCE7O5vRo0fTv39/xowZQ3p6Opdeeqn/m5WVxejRo0lNTfXjjR49muzsbI4ePUpWVhZHjhzx08/IyGD06NFkZmYyYsQIsrKy/HIOHz6c9PR0LrvsMjIyMhg1ahRZWVmMGjWK7Oxsxo4dS05ODkeOHPHrVeNpefr3789ll11G//79GTFiBOnp6Zx//vmkpKRw9tlnk5yczOHDh+nXrx9Dhw6lX79+XHTRRaSkpDBs2DAyMjL847R8I0aMIDMzE2MMGRkZXHrppfTq1YuLLrqItLQ0LrnkEtLT0xk2bBhpaWkcPnyYpKQkzj77bPr168eZZ55Jnz59OOOMM+jbt6/fjoYOHepf7/T0dP8663U8//zz6d69O0OHDvXbVVJSEhdffHFEuxk6dCipqamcd955pKSkcP7559O3b1+/nWt7GD58OElJSf75XXLJJWRmZtKyZUt69uzpK8/iQRWnquxs2bIlAJWVlQAkJiYCVYqPWGGdoZmRkQFUKUezsrIAKCkpAapmyKiSMqwS7N27N1Cl6lGlpaqMVMGmqjkt75w5cwDo1KkTUDUrt3379kDVTOkbbrghYr8qbWfOnAlAu3btgCqFQdu2bQGYO3duRPk1PQ0//fTTEeEnn3wyIj0Na3meeeaZiPjhcDj+U089FXF+OiPwlltuiSi/TmrR8l9zzTUR4Y4dO0acv6YXzFO3Pf744wC0bt0agEceeSQiDw1rmo8++mjE8f/5z38iwhpfz/Hhhx+O2P/vf/87alivkaans3E1rKpHraPbbrsNgGeffRaAG2+8MaIOND2tQy3PE088EXE+4WsYvgbaBvQaaRuZMmUKAAsWLIhIT9uopqfl0/rUsF4zTV/bfLiN6v5wepqfnl+4zWh+2ubuvfdeHA6Hw+FwOBwOh8PhcDgcDoejMVMr5enOnTv58MMP2b59OwcOHGD79u189NFHbNu2jQ8//JCtW7dy4MABP962bdvYv38/lZWVEfu3bt3q7z948CBbt25l3759bNy4kb1797JmzRq2b9/O2rVr2blzJ4WFhezevZuSkhI++OAD1qxZw7Zt23jzzTfZvn07q1evZteuXbzzzjts27aNV155hU2bNvHCCy9QWVnJCy+8wLZt21ixYgVlZWUsXLiQwsJCZs+ezfr165k7dy5FRUXMnz+fkpISFi5c6McrKSlhzpw5lJSUMGvWLAoLC1mwYAElJSUsWrTI/y0vL2f58uVs3LiRJUuWUF5eztKlSyPSmT9/PkVFRUybNo3CwkKmT5/O+vXrmT59OoWFhTz77LMUFxczd+5cCgoKmDNnDhs2bGDu3LkUFxczb948SktL/XJo+WfOnElRUREzZ85k3bp1PPvss6xfv54ZM2ZQWFjI3LlzKSkpYfbs2VRUVLB48WLWr1/PsmXLqKysZMGCBRQVFbFixQo2bdrE0qVLKS0tZfHixaxevZo5c+ZQXFzM008/TWFhIU899RTvvPMO06dPZ+3atTz11FNs2LCBZ555hoKCAqZNm8batWt5/PHHWbduHU8//bS/XcNr1qzh8ccf9+tj/fr1PPnkk6xdu5ZnnnmGNWvWMG3aNAoKCpg+fTrr1q3jySefZN26dTzzzDOsXr2ap556itWrV/Poo4+ydu1annjiCb9869atY/r06X6+q1ev5umnn2bdunV+/et1Wb58OeXl5axcuZLy8nIWL17Mpk2b/Os8c+ZMvxxFRUU8++yzfjobNmzwz3fWrFl+O9LrVFRUxOzZsykuLmbhwoWUl5f77fD5559ny5YtPP/881RUVLBs2TLKysr8djV37lz/+m/YsIE5c+ZQVFTEkiVLKCkpYfHixZSVlTFnzhz/t6SkhHnz5lFcXMyCBQv861heXu63U92u6T377LOUlpYye/ZsCgoKePbZZ/189P5xOBwOh8PhcDgcDofD4XA4HA6Hw+FoDtRKedqlSxfat29P7969adeuHT179qRdu3b07t2b9u3b06dPH9q1a0ePHj3o0KEDffv2jdjeq1cv//iOHTsiIv7+Tp06kZqaSqdOncjOzqZHjx7k5ubSpUsX+vfvT5cuXXwl6umnn06fPn1o2bIl3bt3Z8CAAfTo0YO8vDxfaZqcnEyrVq18RV+LFi18RZ4qEMeOHUtWVhZjx44lNzfXVxCOHDnSV26mpaUxcuRI+vfvz/jx4+nfv7+vaFTF5KWXXuorBVURmpKSwsUXX0xaWhqXXnopaWlpvmLyqquuIicnh6uuuooBAwb4is7LL7+czMxMX6k5cuRIX+mpys3c3FwOHz5MdnY2V1xxRYTi8sorryQ3N5ejR4+Sl5fnpztq1ChfAaq/aWlpnHvuufTr149Ro0bRt29fRowYQVJSEqNHjyYpKclXkB49epQ+ffpw2WWXkZeXx7hx48jLy+PIkSP+eSQlJXHVVVeRkZHBVVddRW5uLuPHjycvL4+EhARycnIYN24cubm5TJw4kdzcXCZNmkRWVhbjx48nJyeHCRMmMHDgQA4fPkxeXh4i4vv/y8nJYeLEiQwaNIjDhw+Tn5/PpEmTyM/PZ+rUqQwYMIDJkyeTk5PDlClTyMjI4PLLLyc7O5uJEyeSl5fH4cOH/XRycnL47LPPfMVucnKyr/QcMWIEqampjBo1iszMTL+djBs3juzsbK688kqys7MZP368/5uTk8OoUaNISUnxjxs9ejRZWVlcccUV/vVMSUnxlaDnnXce/fr144ILLohQEo8ePZqMjIyI667hzMxMhg0bRu/evX1la1DZq+1FFbhBZXKwPaenp3P55ZeTlZXln88VV1wR8duqVSu/nPGiKjxVcKrKLSEhIWK/KkzDYVWxaVh9mKqvUPVZquo+9W145MiRiPxUvZeTkxNRPt2v6jptX1o+9XWo5VC/bhpffaCpelKVrloerSsNa/paHxpu06YNUOUvUverHzutF81fz0fzVwWr+hbUsB6v8TWs+9WPnqoH1e9dq1atgCp/l7pflbpavgEDBkTE1/z1fIN++DRP9Z2ndabnoMeoXy4ts9ah1nk4rOnFqnPdr+mpf0e9pupHTuMPHjw4Ir76OtT42vZEJCKs11DrUOtMr5kqNnW/pqfn36JFi4j4qnjVa6D3gPosDbeZcJvU9PUa6zXSe0DLo/Wl56vnHyt9vaZaX1pezU/bQG386XzwwQcRYfUxrOi5K8XFxRHh8H0d9ueo56KE/UVq3SuqPFfUHiiqqlW0LpV//vOfEeFw+f/6179WW76///3vEeGvfOUrEeG//e1vEeGgwhvgT3/6U0T4O9/5TkT4/vvvrzb/8H699rHy/5//+Z+IcLj83/jGN6o9Plz+aGUIX6Pf/e53EeHwOYQVz9r+lV/+8pcRYbVHyt13311t+r/+9a8jwmrflD/+8Y8R4XAdhc9PbXys48PXMNyGvvWtb0WEH3zwwYhwuPzhNhqun/A1DB9fU/5//vOfI8LhNhRuo9///vdxOBwOh8PhcDgcDofD4TiVqZXydPfu3b5ydP/+/ezYsYMDBw6wY8eOCIWpbtd4ul2VpqpM3bJlCwcPHvQVqhUVFbz//vsUFBSwa9euiN/333+fwsJCdu3axRtvvMHWrVt5/fXXfYXq7t27faXqq6++yubNm3nxxRepqKjg+eefZ9++fb4CT5V8s2fPpqysjNmzZ1NYWMicOXN8hV5ZWRnLli2juLjYV4zOmTOH0tJSXwmqStUlS5ZQUVHBkiVLKC4u9hV+K1asYOPGjX568+bN85V9QeXps88+y4YNG5g1a5avNFTFoCoJVXmoStOgEnHWrFkUFxcza9asCCXrzJkzfcVrUKGo5dDzmzdvnq+cDZ73okWLqKioYMGCBWzYsIEZM2awdu1aP9+nn37aVy5u2LDBVzCqIvWZZ57xy1NQUMATTzzBmjVrfCXqjBkzfAWnKlDXrFnDM888Q2FhIU8//bSvbFVF6erVq/10H3/8cdauXcsjjzzC6tWreeyxx3zFazBfTUeVsZq/1rNev6VLl1JeXs6SJUv8+lVFpp5fUIGqStpp06b57UHrt7CwkPnz51NYWOgrUBcsWOArXDdt2sTzzz/Ppk2bfCWqKkq1XaniV3/nzp1LWVkZCxYs8JWq5eXlzJ8/nw0bNjBv3jyKiop8pbFe12C6paWlLFq0yD8vVcYWFBT45zlz5kzWrl3LkiVL2Lhxo7/ErcPhcDgcDofD4XA4HA6Hw+FwOBwOR1MnbuWp+iFt27atryhNSEigQ4cOvnIUrBolISGBTp06ISK0a9eOfv360aFDB5KTk33FRseOHUlOTqZDhw7069ePzp07k56e7vtR7d27NyJCx44dycvLo2vXrgwaNIhOnTpxzjnnkJqaSqtWrejevTsDBw6kZ8+eviL1vPPOIykpiTZt2pCamsqRI0fo27cvbdq08ZWOWVlZTJgwgaysLCZPnkxWVhaTJk3yFXlpaWlcccUVZGVl0apVK1/BmJuby+TJk8nMzPT3AxHKwBYtWpCenu773lQfoRMmTCA/P58WLVowYMAArr32WnJzc0lISPCVogMGDEBEfAWpKlNzcnIYP368r7DMzs5m3LhxDBgwgKuvvpqcnBwmT55Mfn4+iYmJ5OTkMHXqVDIzMxk/fjz5+fkcPXqU7OxsLrvsMvLz8+nYsSOpqalceeWVpKen07JlSzIyMhAR+vfvT7t27cjOzubyyy9n8ODBHD16lIyMDP/8r732WrKzs7nmmmvIyMjg2muvZeDAgbRu3drfnpuby9SpU8nNzfX3q2L16quvJi8vj8TERLKzs5kyZQp5eXlMnTrVV5Tm5eX526+//noGDRpEQkICgwcP5vrrrycvL49bbrmFIUOG+NsTEhLo37+/n07r1q057bTTSExMJDc3l2uuucZvB+np6YwdO5aMjAxfkZyQkEB2djaJiYn079+fSZMm+eUaMGAALVq0IC8vj+uuu45BgwYhIuTl5TFx4kT69evnK4CNMf71zs7OJiEhgbS0NF/hLCKkpqb6ymZtP6rUVUXrxIkTyc/Pp2XLlv71SEpK8hWiqohWJawqSa+66qoIJam2e1U4qwJa2yVYZeGUKVPIzs6mU6dOvm/UeNm7dy9Q5fNUFVzqszTsw7R///4AlJWVRezXsKruCgsLgSrFWVFREVClHnrllVeAKhXdm2++CVSpe5YtWwZUqehWrlwJVKmH1H/jhAkTgCqlmZb/H//4BwBf+tKXgCqVz+c+9zkA/vWvfwFVain1r3nrrbdGhNWnqPrzVH+amv4Xv/hFAB566CGgSsGlqp2vfe1rQJUK6Ktf/SpQpRrS8AMPPBAR/y9/+UtEWFVImr7G//znPx9RXj1fDd98881AlX9RrR/d/4UvfAFF68QYE3EOqqoLK5X+8Ic/AFWKK1Wa/e///i8Av/3tbyPCv//97yPCv/nNbyLC9913HwA/+MEPgCrl2I9+9KOI/d/85jcj0lNFltaxKir1Guk1V5+res21TWgd6/l++9vfBqrUd3qNVImmCjX1karXQH2wXn/99RH7w/lrG9KwKmS1POqjVdNTFbFen3AbvP322yOO1/PX8Ne//nWgqo3q+eh+rW+Hw+FwOBwOh8PhcDgcDofD4WisxK08PXToELt37+bQoUPs2LHDV5IeOHAg4nffvn1UVlayd+9etm7dysGDB9mxYwcfffQRlZWV/v5ov+Xl5bz33nsUFBTw3nvvsXbtWt5//32Ki4vZv38/a9asYefOnbzzzjts3ryZN998k8rKStatW8d7773H6tWrfZ+nlZWVrFq1ioqKClauXMnmzZtZtmwZpaWlviJQFZSq0FSloSoE1Tek+hhV35czZsyguLjYV7Kqb1P1ebp06VIqKip8ReHSpUt9ZWhhYaHv4zOo3Fy/fn2E8jSoLNWwKhjVF6r6uFSlZtD3aUlJia9snTNnToSCdMGCBb5PzMLCQl9humLFCjZv3syKFSsoLy/3fawuX76cDRs2+L5QZ8+eTWlpKTNmzPB9gm7cuNGvnyeffNI/P1XYvvvuu76yUZWyQV+p6ju0sLDQ932qvkWffPJJVq9ezeOPP867777Lk08+ydtvv+0rUh999FFWr17NI488wrp163jqqad8X6eqNFXfqBrWetDrE/xVZaYqOGfMmOEft379el8Bq4pWvX4zZ870Fah6fVR5qkrXkpISVq5cycaNG30FqrZLVYguWrTIV5qqErSgoMC//kGfvJqPKlRVWRpURuv1VuWplk/TVyX0jBkzfCV0cXExS5cuZcuWLU556nA4HA6Hw+FwOBwOh8PhcDgcDoej2VBr5Wm7du18H6aqKO3Xrx8dO3b0FaRgfVq1bNnS96um8VVx2qlTJ1q0aEGHDh18BWtmZiY9evTw89B0srOz6dq1K3l5eXTr1s1Po23btrRp04bBgwfTq1cvBg8eTJ8+fRg6dCjJycm0bt2a1NRU35fnZZdd5vvozMzMZNKkSeTk5GCMoX///lx55ZXk5eX5CsuxY8cycOBAWrZsSV5eHi1atCA3NxcR8RVw6nNUFXLqY1QVdep7U5Wu+fn5vpJSlZlTpkzxfQnm5ub6vjWDvkBVGZifn+8rUxMTEyOUmapgVV+ikyZNIjU1lcmTJ/tKWlVS6nnn5eX5ikbA9/WZnp7OZZddRlJSku8zdcyYMf55ZGRkMGXKFL8e+/fvz4QJE/zzysrK8pWhgK9IVcVmbm4uN954IwMGDPCVqao0veGGGzjttNNo0aKF7yNy4MCB/vldd911DBkyhJYtWzJw4EBuvvlmhgwZEqFAzcrK4rrrrvPzHTx4MDfddJOvYA1e96NHj0YoP1VRrL5dJ0+e7Jdz4MCBiIiv8NVyqY9XVZaqQlkVx1q/GRkZHDlyxPdBmpGR4fsqHTt2rK98VuVqULmrCujDhw+TnJzsK4THjRvnX5cBAwb4CmNVmo4dO9ZXpKqiNSsry6/PKVOm+L5iVRGcm5tLhw4dfN+98RL2Warh9PR0oMqHaWZmJlDlg1QJ+4HTsPoi7dmzp29PAFJSUoAqv5mavipK09LSAPxzUL+So0ePBvCV41OmTAGqfJiqvzf1J6lqQA2rwlKVrqrWUx+hGl/9R6riVOPfdNNNEWFV/+nxqvZT/5WqZtSwqjfV36QqRFVZq8eH/VHqflWManqqeNXyKkOGDAGqFLR6P6qaUf1z6n6NH6wD3RYugyo+1SeoKjC1TKrY1P0aVp+d4bAqVtXn6R133AFU+Tz9v//7v4jw9773vYg6UvR4JXzN9ZzD+/UaaPnD56eKUM1PFZtaH2Gfo6ryVRuqClTNX9uU5q/3nIa1TemzJdyGdX+sNh5u03p+4foK10886H2ohP1b6n2uaN0p6vs4XAZFfSErYf+W+nyOlX7Yp6qqfZVwG1F/sIq2ASXsA1X97sbar3Uea/8ll1xSbf7h8oWP13tACddP2OaH/WMGfRvDsfUXPv/w9Y3mR1vvT+Wiiy6qtgzhMobzCNeRKq6VESNGRITDPjrD+8M+QIcNGxYRPnr0aEQ43CbDPlLVt3Ks/MN1GL5G4WsQ9pEabgNhP73h/WE/v/pMVcL1p3ZNCddP+PqE6ycedu/eXe3+t956q9r94XMKs2TJkmr3h88pjKr1YxHNt2+QsJ/eMDWp+H/6059Wuz98zcPceeed1e4P31O1Pf4Xv/hFtft/8pOfVLs/fM+E0VUkYlFT+XWViliE77kw3/3ud6vdr6thxEL7KLGo6frV1D5+9rOfVbu/pvqrqf3XlH9N9R+2+WG0D+JwOBwOh8PhcDgcJ5NaKU/37NnDoUOH2LlzJwcOHKCyspL9+/f7ilNVoKoP1C1btvDhhx+yfft2X4H64Ycf+sepL9QtW7awf/9+ysrK2LNnD+vWrWP37t2sWbOG999/n5KSEnbt2kVhYSE7duzgrbfeYuvWrbzxxhu+z9Ndu3axZs0atm3bxmuvvUZlZSXPP/88mzdv9pV+S5cu9RV3JSUlvq/TefPm+b4q1TdlSUkJCxcupKioyFfqqa9R9Wm5cOFCiouLWbJkia88LS8v95WEqtRUBeucOXNYt26d75NUFajqS3PmzJm+IlaVj0HlqYZVeapKVj2PGTNmsGbNGmbMmEFZWRnz589n48aNEb5cg+VQReLixYspKCjwlbPqo3XVqlWUlpaycuVKNmzYwMKFCykpKfF9bz7zzDOsXbvW9wE6e/Zs1q1b59fTjBkzfGVjUVGRr9hUZaoqZtU36YwZMygqKmL69OmsW7eOJ554grVr10YoWFWpumbNGh599NEI36dPPfWUr1QNKnuD29VnqZ5PWVkZzz33nO8bVBWdqtDUcun1Lyws9H2uquJ0+vTpvsJzw4YNLFq0yPepq4pmbU+a3+bNm1m1ahVbtmxhxYoVET5Xg8pgVb6qglW3l5aWRvg81euiSlRtL2VlZb7vXG2v6ps16MtXFcRBJerixYvZsmULL7300vG0QQ6Hw+FwOBwOh8PhcDgcDofD4XA4HKcMcStP27ZtS5cuXWjXrp3v8xSqZlar8jSoRAVo3749ffv2pWPHjr5v1KCv1Pbt25OUlETHjh3JzMyke/futGvXjt69ezNkyBA6duxIbm4uvXv35ujRo3Tr1o1u3bqRlpZG69atadOmDaeddho9e/ZkyJAh9OnTh3PPPZf09HRat25NSkoKI0aMoG/fvowcOdL3MapKSVXsBX2KHj16lMzMTMaNG+crPFWxqb4kc3JyfIWj+swcPXq0r2RTZYumoz42Bw4cSKtWrSJ8k4qI77s0NzeXli1b0r9/fyZOnEh2djYiQlZWFhMnTvSVhlrezMxM3xfrpEmTfN+Ymq/6tgwqQ1WxmJCQ4CstVYGZk5PDZ599Rm5uLu3btyczM5OWLVuSnp7u++I8cuQIqamp3HzzzfTv399XwKpv0BYtWjBo0CBatGhBTk4O1113XYSP15tuusk/r4EDB3LNNdf4Ct/8/HyuvfZaBgwYwI033hih9Lz++ut95dsZZ5yBiDB48GBuuOEG/zj91Xy1vtVnqyr9MjMzfSWmMYa0tDTGjh1LZmYmiYmJZGVl+dd5ypQpvkI4mA9YVZ36NB0/fjypqam+D1f1VQr4+zMyMkhMTCQlJYVLLrnEV/amp6czatQo30etthc9Ljc311c+jx07lqSkJMaOHev7OtV2FPTlq2H1earnq75QtR1NmDDBV84Gz7dt27akpqYeowCqjn379gFQWVlpDYw381x9nCrq01QVSyUlJRH3TWlpKVClDC0oKACqVHTFxcVAlVrnv//9r389oEqRospV9XF6zjnnALBixQqgSrGlPk5VgfrYY48BVYot9Qka9imqaj1VoKg6Sn2KqqIz7ANVfYZq/Wh8rQ9NT/NX/5nqozTsw1T9aarSRv116n71L6pqyHD66jM17HNVZ/6rP01VO2r9aPnD/jaD56Rl0jpTBaqGtc60jJrGH//4x4iw+kDVsPpAVQWpqjy+//3vA1U+TvUc77nnnojwr371K6BKwarHq9ol7GdWz0cVm1pHWn6tQz1fLb8SvgYa1jpUP7jhOleV7+OPPw5UKcDUh6nWh7YxPT/1QarXTNucqkm0DahiNOzjNNzm9fw0P62PcH41qZEcDofD4XA4HA6Hw+FwOBwOh+NUJ27l6UcffcTu3bs5ePAg27dvP8bnqYbVh2l4/759+9ixY8cxitX9+/ezefNmX3n6/vvvs27dOrZv386aNWvYtWsXGzZs8BWpu3bt4s0332TLli28/fbbVFZWsnbtWnbv3u0rUF977TU2b97MCy+84Cv8VNmnviFV0amKPQ0XFxf7CtR58+b5Ck9V5q1fv95X9KlCcNmyZb7CTxWnGzdu9BWoqmydO3eu7ztzzZo1PP300xHKRlVequ9S9WU5f/5832eqphf0dakKx9mzZ0coCdVH5ty5c1m3bh1Llixh/fr1zJ49m02bNvkKyblz51JeXs7zzz/Phg0bWLlypX8+RUVFLFq0iI0bN/oKTd2u9bFs2TIKCgqYN2+eX56ioiJfCfvUU0/5CsrS0lJfAaoKzmeeeYaCggKeeuopX2mqvkXXrFnDY4895sdft26d78P0iSeeYPXq1f529ZWqitjg8e+++64fVqWoXnc9v6DvU63n4uLiCAWtKodVwar56/VRhapej4KCAt/Xq7avJUuWUFFRwfPPP09FRQXLly/3fZ+q8lQVq8Hrq4rSxYsXR/hmVd+qwfYSVE4HFcOqnA4qqVVRq8pWVTSvXLmS8vJypzx1OBwOh8PhcDgcDofD4XA4HA6Hw9FsqJPyVH2eJicnR/g6TUhIoGPHjiQmJvp+SVVhGlSo6nEaPzU1lU6dOpGVlUW3bt1o27YtvXr1YuDAgXTu3JkjR47QtWtXBg4cSM+ePencuTOpqam0atXKVy/27t0bgL59+zJ06FD69evHsGHDfN+SSUlJXHnllRGKQmOMr7zLycmhRYsWvrJTfYTm5OT4itPx48eTn59Pq1atfB+pqjhVH6EZGRmMGTOG/v37c9lll5Genu770FQlYtA3aX5+PlOnTo3w/WmM8ZWHOTk5vgJ24sSJvuI0JyeHiRMnMmDAAF8Be/XVV/v+8fLy8jhy5AgZGRm+z83WrVuTlpbm+0K96qqryMjI8BWoI0eO9H20JicnM3z4cDIzMxk9ejQpKSm+wnbs2LEMGjSItm3b+krT5ORkv171vK666iry8vJ8he3UqVPJysrimmuu8X2XDhw4kKlTp5Kfn891113nKzsHDhzoK1pvvPFGTjvtNF+BesMNNzBw4EBuuOEGBg0axA033MDpp59Oq1atGDRokK8Uvu666xg8eDAtW7b0faGq4jfog3TMmDFkZ2f7imP1jauKT63XyZMn+0rYIUOGYIzxlacDBgxg/PjxpKSk+ErOSZMm+UrJ7Oxs38eqiET4PA0rT8eOHev7XM3JyfF9p06cOJGsrCwuv/xyUlJSaN26NTk5OX571PKqshjwFah6PtpuNV09P22HwXbVuXNnMjMza6U8VR+nqqZT5aeWR32Sqnot1n5VnKpPVG3XvXr1AqoUo3379gWqfOipL0Xdr75Whw8fDuDbCfVlpb5Ur7vuOqDK56mq/9TvXNg/parzVOmqPkjDPkXD/iRVOa0KVPVvqf4k1Y+cqh/1vL71rW9FlMcYA1T5n1R1pOb/9a9/PSK++hPV9PT8wz5TtTxh/5d6PmEfrRpfzyfo5y/sh1XLqMeoilbLqOeo6mD1Jxb2YarnEPZpqopTDf/whz+MCKt/L23PGlb/ktomNb4qKvUaa5vQOlDFptah1rleQ/VBqL4D9Z7Q/MI+UfWaa37qZ1NtSCw/uZq/ph++pnrvqEJWr0f4mod9mmqb1uuj56f1rwrY8D0RD3v27IkIq/JcCfsqLCwsjAjrfau8++67EeGwr7pXXnklIhz20Tlv3ryI8OWXXx4RVtWvoitvKKr8VrStK/fdd19EOOwr7ve//31EWOtaUdW1EvYFeP/990eEw774wvnrvRIr/bCP1PB+tSeKKuEVvbdj7Q+nD1VKbEVtnKJK81j7VVkei7vuuisiHG4DYf+Lv/zlLyPCYf+B4XA4f7VnSrj84WsYvkZhf4jhaxD2cRpWuof3qzI8VvnC/hnD/iDD5a9pf/geDtdPuI04HA6Hw+FwOBwOh8PhcJxq1Fp5eujQId93aVBxqr5MDxw4wJYtW9i7d+8xCtOwMlXja7yKigr27NnD+vXr2blzJ+vXr2f37t2UlJSwe/du1q1b5/s8raio4M0332THjh2sX7+e9957jzVr1vDee+/x+uuv+4rT8vJynnvuOSoqKli4cCEbN25k/vz5vlJPFX3qO1SVe6Wlpb7vy7lz5/q/BQUFEQo/VWhu3LiRFStW+L5FS0pKfN+hqhRUpd/06dNZv369rwxVH5MzZ870lbElJSW+4nTu3LkUFhZGhDWeKklVaao+XPV8Nm7cyOLFi6moqGDOnDm+EnLz5s3MmzePjRs3smTJEt9XZ3l5OStXrmTLli1+fakvVFUwLl++nLVr1/q/c+fOZfPmzX69qtJSFZiqpA37QFUlp/oOVR+w6vM06BtWlbpr1671fZqqglV9mqoPVFWyqiJV61uVp88++6zvo1R91Opv8DxVeTpr1ixfIVxQUMC0adMiFK7qs3bOnDm+z1Q974KCAv96qbJVfauuWLHCbzeqjNZ2t2HDhmN87c6ePZvS0lJfcbp48eIIZWrYR676Rl20aJHfblQxHVQwa3xVnur1WrZsGZs3b3bKU4fD4XA4HA6Hw+FwOBwOh8PhcDgczYZaKU+7d+9OmzZt6Nmzp68kbd++Pf369aNTp06kpKREKFETExPp0KGD7+MUqnykdujQwY+fnJzsq9x69Ojh55Gfn0+XLl04cuQI3bt3Jz8/n969e9O1a1dfeZeQkMBpp51G9+7dOf300+nTpw9nn302GRkZtG3bloyMDAD69OnD5Zdf7iv0srKyfEUk4PuUzMnJ8X2ABn2VqrIzOzubli1b+grRsKJQfYCqMkb3Z2dnc/XVVzNgwACmTJkS4cvz6quv9pWA6rNSFZv9+/f3FZ1aTvWdqkrZVq1akZ2dzZQpU8jKymLy5Mm+j1NVMqalpTFx4kRfqZeamur7eFXfmMYYMjIyaNGiBenp6Vx++eWkpaUxcuRIXwkY9NHaoUMHkpOTadOmja/UVV+ZKSkpTJ48mQEDBjBp0iRyc3OZMGGCryjV8mdkZPhK1KACUn2g5ubmMnXqVPLy8rj22mt9ZakqV1XJmpmZ6ftEvfbaa8nKyuKGG24gNzeX6667jkGDBvm/LVu2JDs7m8svvzxCWavK4bAv0WC58/Ly/PKoslWVxJMnT6Zfv35+vU6ZMsW//llZWb5CeezYsaSkpAD47VO3Z2Vl+T5UtZzaPlq2bElWVhZjxoyhX79+jBkzxm+3WVlZTJo0yb9O6utWFbaqnFYlc1DZrMplVZyqIrVNmzYkJyfXyefpli1bgCr1ifo4jeXTNBxWJZq2+6Kiooh8NKzqN/V5qsrHd955B6hSoKrPU1UBLl++HKjymfrUU08BMHXqVKDK/6SWX/09hn2eqvpQ/Ueq4k3DsXyeqj9LVQuGfZCG/YWqcksVaeHyhI9XlZEer+Fw+qo2jFVePV7rQ9WQqsRT9ZbuD6Jx9Bw1zZtvvhmo8sGpaWidHj16NOKcVWGmyir1URpWOqlyShVR9957L1ClstP9mp+GVYGlyi5tE+o3NlxHqspVn6faBrX8SlgNqMo6VVxp+qoI1frQ9NWnaSyfp+H60/jhNqXXTONrftomwm047PNU24CqK8M+T3W/Hu98njocDofD4XA4HA6Hw+FwOByOxk7cylNVnB44cICdO3dy4MCBCAXq/v372bJlC/v372fHjh3s27ePLVu2+EpTja/7wwrVffv2UVZWxp49eygsLGTHjh0UFBTw/vvvU1JSwt69eyksLGT37t289dZbbN26lddff51t27axdu1a9uzZwzvvvMO2bdt47bXXKCsrY+XKlVRUVPi+GxcsWOAr7YqKiiJ8hKqP0+LiYl85qj5No/meLCoq8n1TqjJTFYzq+3TJkiX+8eqjtLCw0Fda6q/6ylTl6Pz5833FoiogS0tLfSXiwoULWb9+va9IVJ+sYZ+pej4LFixg8+bNLF26lK1bt7JixQqKi4t9n5iLFi3yfW+qUlUVh6qULC8v989Hfaeqb1dVmi5dujTCd+zy5ctZt26dr3ycNWuWrwx96623eOyxxyKUt7NmzWLdunW+kvSRRx7xfYqq0vTNN9/k3//+tx+vuLiYZ555hg0bNvDoo4/y9ttv+4rU6dOnU1paylNPPcXq1at9n6pa73PnzvWVt6r8LCsrY/ny5RE+QufMmeP7WlVlrKa/bt06ZsyYcYwCNHg9tf2oslfr+fnnn2fTpk2+MnrZsmX+9Qrnr0pUbV96nUpLS/12qtc9eLymp/HU52nYR2tRUZGvhFYF9PLly6msrHTKU4fD4XA4HA6Hw+FwOBwOh8PhcDgczQYJ+42Kxa9//WvTuXNn2rdvz4EDB+jYsSN79+6lY8eOfPjhh/5vly5d+PDDD+nQoYP/e+DAATp06MDBgwcjjg8e17FjR95//326d+/OwYMH6dOnD7t27aJbt27+7/bt2+nRowefffYZaWlp7Ny5ExFh+/btJCUlsWvXLlJSUti6dSsZGRls376dtLQ0ysrK6NOnD5WVlQwZMoSSkhKysrIoLCwkLy+PDRs2kJubS3FxMdnZ2RQXF5Oenk5RURFDhgyhtLSUrKwsysvLycnJoaioiJycHDZs2EBmZqYfv6KigszMTDZu3EhOTg4lJSVkZmayYcMGBg4cSFlZGfn5+RQWFpKfn09BQQG5ubkUFRWRnZ1NSUkJ2dnZFBUVkZeXR1lZGRkZGZSUlPj55uXlUVhYyIABAygpKaF///6UlpaSk5NDQUEB+fn5bNy4kYyMDIqLi0lLS6O0tJRBgwb55S4pKSEtLY3y8nKys7P98ystLfXrLz09nfLyclJSUtiyZYt//snJyVRWVpKenk5ZWRmZmZl++bdu3UpaWhrFxcUMHDiQ0tJS+vbtS2VlJTk5Oaxdu5bBgwf751NQUMCQIUP8cut1KCgoYODAgaxfv55Bgwaxbt068vPzWb9+PXl5eZSUlJCXl8fatWvJy8ujvLycgQMHsmbNGoYMGUJhYSGZmZm8/fbbnHnmmWzYsIHBgwezfv16Bg8ezJo1a/zrlpmZSVlZGampqZSXl9O/f38qKirIysqirKzMr++8vDyKi4vJy8vzr5uWt7S0lPz8fNauXUtSUhKlpaUMGTIkor1kZmb67UHrcdOmTaSnp7N582aysrKoqKjw612vh/7m5uZSUVFB//79WbduHcnJyWzdutXPPzs7m8LCQnJzc/12pMeXlZWRlZXFhg0b/O1a/gEDBlBUVOS3fy3vgAED/PTvu+8+nnrqKanZSsBDDz1kAA4cOABA9+7dAXj//feBKh+mH3zwAVDl4zS8PxzevXs3AD179gRg//79QJVPU1W2qs/TvXv3AlU+RtesWQNYBTrA1q1bgSr/jgUFBRHxVdmq/ijfeustoMq/46uvvgpU+adUn4sXXnghUKV8VX+SGl/9VWp51P+lpq/+JNetWxeR/2uvvRYRX8Pqj1Lz07CmF05fy6/lDaenyl0tn5Y/HNb89Px1v55f8Bx0m+Y5aNAgoKrOtQyapoY1vvo8ffPNNyPqSOtU96tfy/B+vSa6/+KLLwbg5ZdfjqgT3T9ixAgAXn/99YjyvvDCCxHnvHr16oj8tA60PHp8uPxaxzopQdXQa9eujagvPV59lmr62ma1frW+9HhtM6rGVj++69evjyivlifcRjT9t99+Gzi2TWn6ul991M6ePRuAO++8s0Zb8Y9//COi46H2QFHfxore/4re58q2bdsiwmoXlB07dkSEVeGuFBcXR4TVz2ys/cOGDYsIa1tQtE6U8ASU8PHh/XpNlLDP1pEjR0aE9VrGyl/brqJ+fRW9VxS9ZxRtS4q2CUXtR6z8w/vDx8eTxhtvvBER1vtYCdfBJZdcEhEO14H6wY61/9JLL40I6+oFsdJfunRpRDh8DfV+Vi677LKIcPj89T5T1F4p4Tp87rnnIsJqVxS1H4ragVjp19QGwumH21C4flasWBER/va3v12jnXj66aerfUHR53gsdIWPWGzevLna/UEf3tEIr4gR5oorrqh2v9rUWITrOMyyZcuq3T9mzJhq94fbdJjwPRImfE3DhO1cmJrKH25DYcJtPkxN9R++58OMHz++2v01lb+m858zZ0698q+p/rXvEYuwzQoT9v0dRldwicXYsWPrdfwtt9wS13vHz3/+8/gGMmKgK8HUlbAP8Nryr3/9q17Hh/111xb1b19Xwj7ba8ttt91Wr+PDPufrQthPfW15+umn63V8fesg7NO8tuiKQHWlvm24vm3ws88+q9FWzJo1q152or7U1N843uiqQieLxYsXn9T8r7zyypOa//z5809q/pMmTTqp+U+bNu2k5n/NNdfE1Z/Izc09qXbiZFPfZ2FjR1dja67oio3NmBrtRK2Up++//76vQN27d2+Ez9ODBw9GKFBVURr0abpp0yZ/vypS9+3bx6ZNm9i3bx/l5eV88MEHvsK0oKCAnTt3+uH169eza9cu3nrrLbZs2cLbb7/N7t27fV+n6hP1zTffpKKighdeeIFNmzb5vkiXLVtGWVmZ7+tRFZOq6FSfkOrrVH1PqnLw2WefjQirwm/JkiVs2rSJlStX+r4sy8rKInxYqiJTfZsWFBT4vjTVB6gqAtVn6YwZM3wflars1PC6det8Ba36PtX0Zs2a5StGVUFbUFDAsmXL2LBhA8uXL/eViKqcVd+wW7Zs8X21Llu2jMrKSp577jn/vLZt28aKFSv8dDZu3Mh///tftm3bxgsvvEBlZSWrVq2ipKSExYsXs2PHDlasWMHatWtZtWqVr3hVH7TqC7W4uJjp06dTVFTk+zp99tlnfUVlcXEx06ZN8+MVFhb6ytOHH36Yd955x1ecqk/U2bNn+0rRNWvW+L96HefNm+crTdX36KZNm3xF57x583xfpuqrdd26dX45pk2b5l8nbU9a3+rzVPMJ+o597rnn2LRpE6tWrWLz5s0sX748whdqUCEd9k2q7amsrIz58+f7vnGLiop8X6vqs1fbk7bvoK9TVV6rYlbPQ5XSRUVFLF261Pk8dTgcDofD4XA4HA6Hw+FwOBwOh8PRrIjb52m7du3o0aMHrVu3pk+fPrRv3x6o8mGqvkvV52nHjh0RkYjtCQkJtG/fnqSkJLp06UJiYiIdO3YE8H2e9uzZk/bt29OrVy8SEhL89Lt06UJ+fj59+/alW7duJCcn+77bhgwZQq9evRgyZAi9e/fmnHPO8X2epqenM2LECPr27UurVq18X6D9+/dnypQp5OTkkJiYSFZWFiLi+zJNS0vzfUZOnDiR7OxsJk+eTHZ2tu9bUn2jglW6jBo1ioyMDD+9MWPGkJaWxpVXXklOTo7vm/Tqq68mNzeXiRMnkpOTw7XXXktubi5Hjx4lPT2dK6+80vdBmZGRwZVXXkl2djaJiYkMGDCAyy+/nAEDBtC6dWuys7Np164dGRkZtGrVyvcRqWql5ORkrrzyStLS0hg+fLjv6zUtLQ1jDLm5ubRs2ZLk5GR/v4iQlpbGqFGjyMrK4rPPPiM9PZ3hw4eTkZHBpZdeSkpKCq1atSI1NZULLriAvn37csEFF9CzZ0/Gjh1Lamoql112me/zMykpiYSEBDIyMnwfrlOnTiUrK4trr72WvLw8rrnmGnJzc7n++usZMmQICQkJfn2pj9EhQ4YgIgwePJibbrrJV8KddtpptGjRgkGDBnHttdeSkpLCuHHjyMvLo0WLFr4PWU1XzzMzM9O/3qNHjyYjIyPCN676FM3LyyMhIYGBAweSkJDgq9Hy8vJo2bIlAwYMYMKECaSkpPi+WtVH7rhx4+jfvz+XXXYZ6enpXHLJJaSmpjJ8+HBSU1MZOXIkqampjBgxgszMTK644gqysrL8co4bN47c3Fxat25N//79GTVqlN9OsrOzueqqq/zzycnJYfz48fTv358rr7wywjdvML76oNX4+fn5/vETJkzwfdqmpqbWy+ep+tgsLy8Hqvwl1uTzVMPqs1VViqoIU8WH+hhVZVZYCRn2eaoz8TWs+5955hkAJk+eDMBjjz0WUX6d2aw+RmP5i4zl81Rn5ersYp3prvUR9p+p8dX/p+avM0c1fUX9iYb9UWp+6g9T96v/Sy2/htU/5hNPPBER1vLecsstQJWPU52trD5jb7jhBr9MmsZ1110HwJNPPgnAtddeG7H/008/Bap8emqemofaea0DXS1BfYjqOalP1O9+97sA/OEPfwCqfIDq7HgNq8/Tb37zm0CVz1PNT/3Kap3rNdI60zrX+OojVNtMLJ+n6rdWw3rNtY7D1yTs81TLr9c07CNV84/l81SP1zasPl3DYT0fbfOxfJ6G03M+Tx0Oh8PhcDgcDofD4XA4HA5HY6dWytNt27Zx4MABtm/fzv79+yN8nx44cIBt27axb9++CEXqhx9+SGVl5TEK1Q8//ND3karHlZWV8d5777FmzRq2bdvGunXr2LVrl+/7tLCwkG3btvHWW2+xfft23n77bXbu3OkrUlevXs22bdt49dVX2bx5M6tWraKiosJXni5ZsoTS0lJmzZrlK0lVsanKz4KCAubPn+8r+0pLS5kzZw4lJSW+slCVhqpQXbx4MWVlZb5ic/ny5b7CUn1UVlRU+PlOmzbNV6KuX7+eefPmsXbtWhYsWOD74FQFqioRVdFYWFjIokWLKCoqOqZ86gtz+fLlFBUVsXz5ct+Xp/rU3Lhxo6+QXbVqla9o3bRpE8uXL6ewsJBly5ZRUlLCypUr2bhxIy+++KKvUN2wYQMrVqxg+/btrFy5kuLiYl577TVfkbpu3Tq/nAsWLGD9+vW8+OKLbN26lVWrVvkKy9LSUubOnev7DF23bp1/HdT36dNPPx2x/9lnn/UVpmvXrvX3P/300xQUFPi+TadPn+4rMMvLy5k+fTrvvPMOjz/+OGvXrvV9lS5evNhXJKvPWq3/8vJyX/GpSmEtx/Tp01m7di3Tpk2joKAg4nqqr9GSkhL/emtYr6+2y1WrVrFlyxZWrlzJpk2bfKWw+kadP3++f7wqWEtLS30FclhpqvHU16kev2jRoggFdLDdBBWoepwqXNUXrFOeOhwOh8PhcDgcDofD4XA4HA6Hw+FoLtRKedqlSxfatm1L3759feVphw4dfCVqv3796NSpEy1btqRdu3YkJCTQoUMHX4nap08fOnXq5CtR9bdv37507tyZrKwsevbsSZs2bejduzeJiYl06tSJ3NxcunXrRk5ODr169aJ79+7069ePhIQEjhw5Qn5+Pj169GDQoEH07duXc845h7S0NFq3bk1mZiajRo2id+/etG7dmpycHCZNmuQrSAcOHEirVq3Izc0lMTHRV7plZGRwxRVXkJOT4ysHx40bR3Z2tq9ITEhIIDMzk4SEBNLS0mjZsiVpaWkA9O/f31cwjh071le85uXlMXnyZFJTUxkzZgy5ubkA5ObmIiJ++klJSVx22WWkpaVx2WWXkZWVxYgRI0hKSuKKK64gMzOTMWPGkJ6ezpgxY0hKSvL3qzJRlaKXX365fz6qHM3IyKBFixZkZGQgIn5+mZmZtGzZ0lfQJiUl+YrMli1b0qNHD4YNG0ZKSgojR46kV69edOrUid69ezN06FCys7P963nxxRfTt29fzjrrLJKTkxk2bBiZmZl07NjRL0d6ejrjxo0jIyODkSNH0rdvX7/8en1U+QlW6XnLLbeQk5PD9ddfz6BBg7jxxhvJyMhg6tSp5Obmcs0115CZmcnRo0dJSUlhwoQJDB48mJYtW/pKYr1+/fv3Z8SIEWRkZPjKYa3vcePGkZOT4yuFExIS/PRVeZqbm8u1115LdnY2EyZMIDU1lRYtWkTkM3HiRF9RmpGRwYgRI0hOTiYxMZHMzExGjx5Neno6l19+ua8wzsrK8pWjqohu1aqVX7709HRat25NVlYWV111la+UVSV1sL2qQnrs2LH+eWRlZfnK08mTJ/v1O2DAAD//1q1bk56eXivlaefOnYEq9VuXLl0AyMzMBKp8nOp9pj5NVc2m8VWBqvHVb6P6OlT7k5ycDFT5BtP4mo7ej+q/rnfv3kCVLya9/1QxqcrWNm3aAFV+5dQHgPrHVP8s6p9Swxpfz1+V0apA1Xaj5xver+mrGlH95qn6UX2waXzdr+pDrSdVG2p+t956a0R5Naz79XgNa/lVyasKU/UJqwpU3Z+QYOfhaDuCKoWpbrv++uujpqH79RpoOHwOWgfqk1MVo1rn3/72t4EqX4mqQFW18R133BE1rHX6ne98JyI9TV/PUetc61AVoloeVZRq/loe9S2odarXTNPX+NrmNH09f62Pm266KaI8es3CbUbLc/vtt0fUn6qiw2043MbCYa2Pb3zjGxHno/lpeqpYjYc9e/ZEhEtKSiLCWldKYWFhRDjsk1T94yqqBlbC/hrD6c+bNy8ifOTIkYiwqqYVtT/KX/7yl4iwtgVFVc6KqnWVsM+w8PFhFXPbtm0jwn/6058iwtq2FFVVK4cPH44Iq2pb0XshVvphH2/h8w/nrypuJZrvpbDfsrAPrHAeqsqPtT/MvffeW+3+u+++u9r9P//5zyPCP/3pT6tN/1vf+lZEOHwNwn5FfvWrX0WEv/e971V7fPgaha9huI2Hr0G4fL/97W8jwmrTlV//+tfVlu++++6LCIfb+D333BMRVvvocDgcDofD4XA4HA6Hw3GqUivl6e7du/n444/ZsWOHrxjV34MHD0b4NlWfpocOHWLXrl2+8lR9oe7fvz9Ckbpv3z5KS0t9penevXspKipiz549lJSU8P7771NUVMTu3bt5++232bp1K++++y7vvfcexcXF7Nmzh/Xr17N161ZeffVVNm3axPPPP+/77lRlX2FhIXPmzPF/169f7ysLo/k8VQVlUEGoPifnzp0boSxVH5ErVqxg8+bNrFy50lfwqZJVFaXl5eUsXLjQVzqqklUVrtu3b+eVV16hvLycRYsWUVBQ4Cs3wwrXJUuWsG3bNhYvXkxBQQErVqzwfbKqElXLV1xc7PtkVWWh+uLUcq5cuZLKykqWL1/uKyNVoVpZWcnrr7/O5s2b/XwXLlzIpk2beOONN3jvvfdYtmwZO3bs4NVXX+WDDz7g5ZdfZs2aNbz88sts3bqVadOmsXbtWp577jkqKipYtGiR7yt1+/btfnnmzJlDQUEBM2fO9BWfBQUFPProo6xdu5YnnniCd955h3/961++orS4uJinn37ar8eysjJmzpxJSUmJr7RUpa7W94oVK3xfpBs3bmTRokW+grS4uJgZM2ZQUFDAM888w/r163nmmWdYs2YNTz/9dIRPVvWhG8xnw4YNzJo1y1c+b9q0iWXLlvntROt748aN/vVZtGiRr1zW9lJSUuIrkZctW+Zft6DvUy3vnDlzIrZrOqpgDipa9beoqMhXYqsv1+XLl7Np0yZefPHF42mDHA6Hw+FwOBwOh8PhcDgcDofD4XA4ThlqpTzt3r27rwoNKk0B39dp+/btSU5OpkOHDiQmJh6jTNV4HTp0ICUlxfeB2qlTJzIyMujevTvt27ene/fu5Ofn06FDB7Kzs+nWrRt5eXn07t2bHj16kJKSgohgjCExMZEePXowcOBAkpKSuPDCC0lLS6Nt27ZkZGQwevRoevfu7Ss91fepMYacnBzfp+n48eN9xV9m5v9n77+j477uM3/8QSc6G9pgegdASrKtwl5BAiRIsIuybMebnJyc3U3ZOMU9/ibxprgldmKfTbKOj2M7okQQbOgdIMAuNrQZTAdmAAwKKbAqkkji94d+zwXmyiRF6+TYWd/nnznvuZ9y23xA2fOal1k4T2UylQ7KnTt3QqfTxZCeWq0WW7ZsQWFhoSA/d+zYAbPZLMjCAwcOwG634+HDh7DZbIIM3bJli3Ck0o1JR6nVakVycrIgXE0mE4D3iT46M0m00vVKQrW8vBwmkwnvvfcebDabcI9u2rQpxrmZmJgIi8WChIQEaDQalJaWChcqHalarRZpaWkwGo1Yu3YtNBoNNm7cCKfTKUjWTZs2wWAwIC4uDhqNBps3b0ZeXh6Sk5ORl5eH0tJSMW8OhwMPHjyAwWAQLlkSlPv27RMuTovFgr1798LhcOCVV14RBKrT6cRv/MZv4JlnnkFGRgZKSkrw8OHDGNJz//79ggz92Mc+JlyqDx48EITq/PmcTxw7nU7xSrKVjla+JiQkiP1gMBiwc+dOFBcXIzExMYZc3rZtG4xGIzZu3CgctDqdDuvXr4fBYEBZWZm4P4lTOmztdjsSExMFqWqz2QRJvWvXLhiNRkFE87ydO3cKN6/NZkNiYqIgVbnfnU6ncKKSsE1ISIDdbkdmZuZTk6czMzMAgEgkAuDJzlMSqCTP6BBmLTtPSYqynbTe+fPnAcxRe319fQDmCLGOjg4AwIsvvggAaGtrAzDnbCZZRuep7JckFUUaij5IOkXpKCXxRh8kaUX6MmWfJ+ketrOmv5L0IK9P2lF2mLImIUp/plzLTlPZYUoilc5X0o6seb3XX389pr90nr788stgqqqqYt47fPgwgDkC9fjx4wDm9giP55i4JvIY6TzlnDAyWUWnKK9PB6rsSOWasj0tLQ3ABx2gXFMSn7LzlPeXr09C7FHOU55PJymvzzWj85Rrxj3J47kG7A/HK3tveT22cw+TAmT/5T3O68vOUzpVSRmy/rM/+zOoqKioqKioqKioqKioqKioqKioqPxXzlORp9FoFHfv3sXExIRwoMoE6r179xCJRHDnzh2Mjo7i1q1bGB8fx927dxGNRgVpeuvWLYyOjorjbt68iUAggOnpaeE67evrw9TUFDweD2ZmZuByuTA1NYULFy4gEokI92l/f784LxKJ4Ny5cwgGg+jq6oLP54txbc53ltIRSUKQrw0NDYIEJZlH5yWP6+vrw4kTJxAIBAQB2NraGkNskuQ8evSocKN6vV4cPXoUb775pnCo8vzm5maMjo6iqakJvb29gmjt7OyE2+0W7tLm5mYMDg6ioaFBOExJOHq9XrS0tMDj8cQc5/f70dHRAY/Hg5aWFrjdbuFI7ezsRCAQwKlTpzA0NCTI08bGRkQiEUHwnj59GmNjY2hpaUEgEMD58+cRiUTQ3t6OgYEBQVQ2NzfD5/Oho6MDgUAAZ86cweTkJE6dOiWctNFoFB0dHXC5XIIAraqqwqVLl1BdXS2IWrpEh4eHxfwdO3YMQ0NDeP311+FyuUR96NAh4a4NBAKCPOW6VldX4+rVq6iursbAwADq6urEupH89Pl8gvysq6sTTtChoSEcOXJEOGtdLhcOHz6MgYEBVFVVYWhoSJCe80lQ2UHq9/vR1dWFUCiErq4uMb8cH4lnEqfzyVP2l/PAfcp1l0nSEydOwOfzxZCmdKOy3ePxCNdsdXU13G63IHWbm5sRDoeV81RFRUVFRUVFRUVFRUVFRUVFRUVFRUVF5dcmT0WeZmdnIy0tTZCkOp0OmZmZiI+PFy5Tvp+eno78/HxkZGQIUpXO04SEBHFeZmamIE+tViuWLl2K9PR05ObmoqSkJIY8LS4uhkajwZIlS1BYWAjgfQopLS0NOTk5WL58OfLy8oTzlOTpunXrUFBQIAjSPXv2CEckCbz5RCmJxO3bt6OoqAhJSUlwOBzYu3evICyNRiMqKioEyanVagXJSXfo9u3bodVqsWPHDuj1emzfvl04RJcvX44FCxbA6XQKd2pycjK0Wi3Ky8uFI3Lx4sVYu3Yt9Ho91qxZI853OBxIS0sT5KjFYkFcXBy0Wq1wd87Ozgonq9VqFYQlycukpCTRrtFoALxP9nENSUomJiYiNzcXL730Emw2G+Li4mAwGIS788GDBzCZTEhJSYFerxfzvXHjRuEwTU9Px4YNG2A2m4VLdePGjYKUpBPW4XBgwYIFgsTkvGm1Wmzbtk2QlnTWzicvef7OnTuh1Wqxa9cuQYCWlJTg5ZdfhsPhwIEDB4TT1Wg0orS0VBCdJHVtNhsqKirgdDpx8OBB4TqdT5wePHgQy5YtQ0pKCoqLi/Ef//EfMBqNSEpKEuOZ/0oSGAB0Oh02bNgAvV4vSFTum/mOXLvdLsjQpKQkGI1G0c+UlBQxfyR2HQ4Hdu3aBZPJJIjXHTt2CNcpXax2ux3x8fFwOp3Yv38/ioqKhFuVTuCkpCQUFhZi7dq1H/qBQtco6TjWJErpJKXT9EntdKLS+5iTkwNgjijNz88HMOdhpBOV19Hr9QCA9evXA/ig85RkL2lIuhTph5Sdp/RJktajf5LjlZ2nbCf9R/8kCVD6NkmU0jfJ67Em/UiylnQinamyH5T3Yzuvx3a5JlHK6z+q5vGkIdnO+ZvvPCWhSA8rPZKs2QfSxLwHa/l8UrGcExKSspOUY6ajk2siO1BJhPL4z3/+8wCAVatWAZgjQjlm2VvLNaPzU3aCyvfjeHk/2dnK+z3Keco5l9eYe5LXZ3/YX84Pr8/7yc5T2dvLPU8nK8dHepv34x5+GufpkiVLYmrZryi3z99XP6+dfWD494yR6Xn+0gCzY8eOmJp7kOHeYzhHjOxv5Jwxsh+Se4z54z/+45haHg/3EsM1YGR/JffAh+2f7M+U27n2j7q+3M49yXAvMfL4ft4x8jVkzyr3LSN7VuV2eQ7lMXzpS1+KqVevXh1Ty45T+e/iF7/4xcfeX/bwynvyq1/9akwtr7H8GXnSHpTPlz25fE4x8h6Vxy+Pj55xRnasyuP78pe/jKdNNBp9bPvFixef+przU19f/9h22dsqR/71Azl0wD8qskdWjjzncuQ987T5yle+8th22fP7tOd//etff2y7/JmTI3/m5Dxpft59993Htj/pVxJk97WcL3zhC49tf5JnWX7uyuEvqzwq/DfLo/Lnf/7nj22n9/1Rodf8UZH/bsmRnwly5GeyHP4yioqKioqKioqKioqKyi8zT0WeTk9PC4L0zp07CIfDmJmZEa90mYbD4Q8QqfOJ0/nH3759W5Cnfr8fN27cwMDAAMbHx+FyuXDjxg14vV5Blk5MTODixYsYHR3FpUuXMDExgcHBQYyPj6O3txfj4+M4c+YMhoeHBfnY2dkJn8+HlpYW4Tqlo9Lv9wvCj4TefALQ7XaL948dOwaXy4WjR48KFykdlPMJzebmZgQCATQ3N2N4eFi8tra2xrg2a2trMTg4KBysJCY7OzsRCoXQ3d2NyclJ4ars7u5GMBhEXV0dBgcHUVtbK65PpyZJUJKfoVAohgzl+SMjI2hsbBQk6vDwsJgnkpft7e2CZCXh6vV60dPTI8YTCATQ3t4uiNmhoSF0dHRgdHRUEKzzCcYrV66grq4Ovb29gizt6enB1NQUurq6hIM0FArh5MmT6OvrQ21trXC30kHrdrtRVVWFq1evCqfo0aNHceXKFRw+fBiBQAC1tbXC5Tk0NISqqiq4XC5UVVUJItPn8wkn7Hz3qN/vF65bEqZvvPGGcJ/29fXFOFBdLpcgVEkU874nT54U1yWpHAqFYtaH6zjfuTrfnTo4OCgIVJK/7N/x48cFoUoymsTtfPKU4z1+/LggdgcGBoTr9MiRI4IAHhgYQFtbG4aHhxV5qqKioqKioqKioqKioqKioqKioqKioqLya5OnIk8XL16M1NTUGIdpVlaWIE8TExORnp4uXKfA+2RZfHw8MjIyxCvw/jeyeR7JU4vFgpycHKSmpgrCLDMzEw6HA4sXL0ZJSQlyc3PFOQ8ePEBcXBySk5ORk5ODZcuWQavVYtWqVYI8JVG4ZMkSpKamxhB4e/fuFVQTCVK73S6cozt27EBxcTGSkpKEQ9LhcGD37t2wWCyoqKiA1WrFgwcPYDQaheuztLQUdrsdcXFx0Ov1qKiogMPhQGJiIvR6PbKzs2E0GsV5dKdu2rRJEJEWiwVbt26F1WoV5GJqaqpwVzqdTsTFxYl+kkTU6XTCWcn2srIy2O12cV32n45OEqqzs7MoKChARUUFNBqNcMImJCSgoKAAZWVlsFqtSExMhE6nw9q1a2PGvXbtWuFonU/CknzNyMiAXq8XztqlS5diyZIleO6555CRkYE1a9aI61ksFpSXl2PZsmXIzMwUblKSls8++ywyMzPhdDqRkpKCZcuW4ZVXXkFxcTEWLFgAs9mMBw8ewOl04tVXX0VxcTEOHDiAkpIS4Q4l4bl169YYgresrCyGTCbhyvNfeeUVQQyT3CQBSwK3qKgIe/bsEUSnzWbDw4cPxf7gehsMBqxfvz7GTVtRUSHWjyRpSUmJII25L1JTU2G327F3717h6CWhRcKURDX39XxClf3jfiGB+vLLL8NutyM7OxsGg+EXcp6Gw2EAc9889/v9AOYIUzpPSZg+qp30odvtjrkPa34z/syZMwDmiKaBgQEAc7RNZ2cngDkKsLW1FcAcoUpnJ52ndHzy+vQ/kq6jH5L0IQkUEqus6Syln1J2nvL68v14PP2e9H3ym/iyw5Tns51+TPaHNelO2WHKmutF5yuvx/l55ZVXAMw5T3m+3A580Hl69OhRAHM0z7Fjx2Lajxw5AmBuDVizTxwD94Q8Bs75e++9B2DOWUp6RKaEvve97wEA/sf/+B8A5pye3DNcc64xnaKkELkmpEN+8IMfxFyfzlPSFf/wD/8AYI6w4/Gy85T34/hI9coe3kd5b0mocfy8Hq/P82XnKWvOB/tHqvD73/9+zP14PIlA1sp5qqKioqKioqKioqKioqKioqKiovJfPU9Fnk5MTODu3buCICWBGolEMDMzg5GREdy+fRvhcDiGNB0fHxfHkUS9c+eOeJ/XCQaDmJqainGevvXWWxgaGhJE6uTkJC5fvozx8XFcuXIFk5OTcLvduHnzJgYGBhCNRnHu3DlBggaDQeEObW5uhtfrRU1NDVwuF44cOYLBwUEcOXJEEKkk/ua7Tkn0nTx5El6vF8ePH0cgEBAEaUtLiyBbw+EwWlpahDOSZKrf70dDQwNCoRAOHTqEvr4+0V5TU4Ph4WF0dXUJd6bb7RbXbWpqEoTiyMiIIBdJaJKcbWpqwvDwsCBHSQ7KBG5dXR2GhoYEMXvq1ClxXbpOR0ZGBMl6+vRpQbSSOA0Ggzh9+jQmJiZw+fJleL1eXLhwQbg8fT6fcKSeO3cO4XA45j7Dw8Pi+m+++aYgYa9du4aGhgZcu3YNbW1tggQeGBhAQ0MD+vv7UVtbi76+PlRVVeHKlSs4cuQIent7BQFaXV0tCEuPx4PXXnsNV69exeHDhwWxSmcoHaLsF9eL6+33+4VTtbq6Gn19fTh06FCM6/To0aOC+CQBSpJ4/v5pampCOByOIU+Hh4dx6tQpBINBNDU1wefzifWsq6sT+5IuV6/XK/YziWTe/+TJk3C5XMJ9WlNTA7/fL9yrvC7HQ9fpkSNHxLyQQPX5fGhubsbIyIgiT1VUVFRUVFRUVFRUVFRUVFRUVFRUVFRUfm3yVOTpwoULkZaWhsLCQqSnpwuSVKPRxJCkGo0GmZmZ0Gq1yMzMRFxcHDIyMqDVagV5mpaWhry8PEGyZmZmwmQyYeHChXA6nVi6dCmKioqQlZUFm82GhQsXoqioCLm5uVi4cCG0Wi3eeecdxMfHIzk5GYsWLUJJSQkKCwuxfv16GI1GpKamQq/Xo6ysDEuWLEFZWZlwnFosFuzfvx9OpzPGZep0OgVBODs7K4hROk9JrNJ5SsLSarUiJSUFWq0WW7duhclkwoYNG6DRaIQLddu2bTCZTNi3bx80Go1wk9LlyfulpKTAaDQiLi4OeXl52LJlC/Lz87F27Vrk5eVh69atcDqdwoUJvO/QXL9+PXQ6HbZs2QKj0Yj169dDr9djw4YNMBgM2LhxoyAr6SKdf3x5eTny8/PFeRUVFdDpdFizZg3MZjMSExOh1Wqxbt064WAtKCjA+vXrsXjxYnz84x9HQUEBtmzZAr1eL9ym7733HhYvXoxnnnkGCxcuxKpVq7B06VJxnXXr1sFsNmPTpk0oLi5GRkaGmE/Of2FhIeLj41FYWIh169YhMzMT69atg91uxyc/+UnY7Xa88sorsFqtqKioEM7PoqIivPrqqzFu2b1798JqtWL79u0wmUzCMUviFYC4P4lSEqucd3oJS0pKEBcXB7vdjt27d8NgMAi3LslVAB9wxdJ1ynXm/BuNRmzfvh1WqxXbtm0Tzla73Y7k5GQYDAZs27YNZrNZOHfpgN29e7dwvtrtdlRWVsa8AvgAcVpUVIT4+HgUFRWJfU5SODU1Vaz/h83TOk8/bE2ilk5T0np0npIoJbFOJ6LsPKULcefOnQDmfJqvvvoqgA86T+nFow+SHj7Sg4/ySXL8bKejVPZVsp00I/fVo2oez7CdhKjsKKVfU74/6UHZYcrrP8pxyvki3ciadGRJSQnkcO0OHDgAYM4nuX///pj2PXv2xLQfPHgw5pqyh1X2vJKwlB2lPJ/tXEMSk6SVSVhyzUlk8nqcQ95f9spyT9A1SOKUbkAStDz+d3/3dwHM+SW55+Q15Px8+tOfBvDBPcX+cg/K/ef4ZI8vCVO6GVnLzlOOh15N1qSk5ft9mFy/fj2m9nq9MbXsSnO5XDG17CS9evVqTC272kimM7LLUHYfkvhmSFYzsj+S1DLDtWW+853vPLZ/pKAZ2f9J0v1R58vt8lo8qX9yu+wwJXXMyH7Rf/zHf3zs+aSgGT5PH3eM7ND9v//3/8bUpPoZeQx8xjEkwRkS6sy3vvWtmFr2HcprKPsev/nNb8bUsqNVPj8tLS2mlv2Xso/w29/+dkwt+xLl8cmfIXmPyOfL45fnT/Y3yr5Hefyy4/Wv/uqvYmrZ0aqioqKioqKioqKioqKioqLyq5YPTZ6+/fbbmJqawttvv43x8XHcvHkTkUgEd+7cEU7T+WQp22/evIlwOBxzfDQaFQQrz5uZmUEgEMCNGzfgdrsxPT0Nr9eLt956S7z29fVhcnISly5dQjQaxZUrVzA9PQ232y1I1Wg0ip6eHgSDQXR2dsLv9wtCkyQnST6SpzI5SKKvpqZGOEJ9Ph+OHj0qSEA6J+mUJBFIpyVJ1LGxMUFqNjQ0xJCkJB7b2towNDSE9vb2GNdoe3s7xsfH0draipGREeHMrKmpQW9vryBg55O1dIwODg6iqakJfr8f9fX18Pl86OzsRDAYRG1tLcLhsGhvbm4WJOvY2Bja2towMjIiCMzGxkYMDw+Lfp09exbDw8M4ffq0uE4kEsGZM2cwOjqKjo4OQXDSlRoKhXD27FlMTU2hs7MT0WgUFy5cEK8kVEOhEFpbWwWp2dfXJxyenZ2dmJ6eRk9PD8bHx9HY2IiLFy8K4rS2thaRSAQ1NTW4du0ajh07Jtykly5dwuHDh4WT1O12o6mpSbhUA4GAIHTpvD1x4gT6+/tRXV0Nt9st3KdVVVXo7+/H4cOH0dfXh+rqauEe5fVJeNKZO5905XrSbTt/f3g8HrFeJJB5PRKlvA6dp9y3vM/JkyfFeSRWSZry1ePxiH1P8pTjI6Hb2NiI0dFRRZ6qqKioqKioqKioqKioqKioqKioqKioqPza5EOTp6mpqVi0aBHS0tKQn5+PtLQ0aDQaQZ5mZmbG1NnZ2UhISEBmZmaMAzU9PR35+fniuKysLBgMBqSnp8NsNmPx4sVIT09HXl6eOO/hw4fCjanRaLBw4ULk5ubiYx/7GOLi4pCQkICcnBw8++yzyM/PF87TBQsWQKfTYePGjcjNzUVqamqMQ5Suyt27dwsXpMViEUQi64qKCjidTuzZswcOhwPJyclwOp24f/++ON5qtWJ2dhYWiwXx8fHCKWo0GjE7OwutVov169dDq9Vi06ZNwlFpNBqxbds2GAwGxMXFwWQyYf369SgpKUFCQgLMZjPi4+OFC7SwsFAQinv27IFWq0VZWRl0Oh0qKipgNpuFQ5Vr8s4770Cr1WLz5s2w2WzYsWMHTCYT3n33XUGQms1mbN26FTk5Odi8eTO0Wi3Wrl0Ls9mMzZs3w2QyYePGjTCZTIiPjxfkJInY/Px8bNiwATqdDuvWrUNhYSFWrFgBjUaDF154ATabDVlZWcjPzxftq1atQmFhIVauXAmdTifGRUIzPj4eJpNJuEuTkpKEs1Wv1wt3bVxcHDQaDSoqKpCfn4+dO3cKNytdnx/72MeQkJCA4uJi4SClg5YE7ubNmwWB6nA48PDhQ9jtdrz88stwOp04cOCAcIKSDiOxWVRUFOM8pYuU/bBarcKBy3WYnZ2F0WjEli1bBBFMwpREKcnRoqIiJCUlCfLUYrEIFy/J04SEBFitVuHqTUhIEOtNMpX94nkWiwX79u2Dw+EQrwcOHIDdbhde41/EeRqJRADM0S+BQAAAYDabAXzQccpabif9QvKMxBmdpyTAzp8/D2COshscHAQwR790dHQAAFavXg1gzoGalZUFYM7huXv3bgAfdJCSipL9kKQZSUXxfvRrkg6kj5IEKf2VJDjp8yTxxpq0IWsSsrLvkw5VEqJ0osrOVNKScn9kHybPl9tlRyrv98Ybb8T0d/57dJqy3rdvH4A55ymJVLaTYqUz9f79+wCAw4cPx/SBc8Lj2UeOkX3kHHPNGK4pKTiSa9yz//Iv/wJgjmDlHHOM//qv/xozZ7we7/dhnackQuX+cw04x49ynvJ+dLI+yXnKdpJo3NOsZQcs70e6kEQdr08KkfXXvvY1qKioqKioqKioqKioqKioqKioqKj8V85TkacTExO4ffs2xsfHcffuXUGQRqNR3L59W9QTExO4c+cORkdHcevWLeFA5XGTk5Mx54+OjuLu3bsIBoOYmZnBwMAAJiYmMDAwgOnpaQwNDeH69evo6+vD2NgY3nzzTYyNjeHixYuifWpqClevXsXY2BhOnz6NYDCIjo4OjIyMfIAopAPyyJEjGBoaQkNDAwKBgHifLlMSe3V1dejv7xck4YkTJ9DX14eGhgZxHzpKg8EgWlpaBHHocrnQ1dWFSCSC1tZWjI+Po6OjI4YgrK2tRX9/vyAJT506JYhPkrBDQ0M4c+YMIpGIIGrnu1jptiQhy/5PTEzgwoULiEQiOHLkCLxeryBDu7u7hUuVROx8h2tXVxcCgQC6uroEEet2u3Hq1CmMj4+jvb0d4XAY3d3dGB0dRXd3N6LRKBobGwWhGg6H8eabb2JmZgZnz54VJOPw8LAYX0tLC4aHh3HixAlcvXoV9fX1gshk/+h09Xq9qK2tFSQqiVmPx4PXX39dELN0zI6MjKCurk64POe7bbnuHR0dCIfD6OjoEMQv3bPBYFCQnPMdudeuXcOhQ4cwODiIqqoqcV26RueTnSQ96+vrxX7xer3o7OzE8PAw2traxPy73e4PEKW8/3wimkTxfCK1qqpKkKbcp/P7c/z48RhH6okTJzA0NCTO4/5gO524ijxVUVFRUVFRUVFRUVFRUVFRUVFRUVFRUfl1SZzs9npUvvnNb87SeXr79m2kp6fjzp07yMjIwK1bt5CdnS3q27dvIysrC7du3UJ6ejru3r2LzMxM3Lx5E5mZmbh79y4yMjJw586dmPdv3LiBnJwcvP3228jLy8PU1BQyMzMRjUaxePFiTExMwGKx4M6dO9BqtfB6vViwYAFu3ryJ3NxcTE5OQqfTIRqNwmw2Y2xsDHq9HkNDQ1i6dCmi0Siee+45eDweFBUVYXBwEEVFRRgaGoLT6YTL5YLdbofb7YbJZMLAwACWLVuGUCgEm80Gn88Hm82GoaEh6PV6BAIB2Gw2uN1uWCwWjI6Owmg0wuPxwGq1IhKJwGAwYHh4GFqtFoFAADqdDn6/H1arFWNjYzAYDPB6vTAYDOL9cDgMi8WCYDAIg8GAQCAAi8Ui+uH1elFYWAifz4eSkhJ4vV7YbDYEAgE4HA54vV6YTCb09/fDZrMhEonA4XBgaGgIRqMRoVAIxcXFcLlc0Gg0CIfDsFqt8Hq9MBqNCAQCMJvNGB4ehtlsRiAQgMFgQCQSgVarRSgUEu+bTCb4fD4YDAZMTU0hPz8fHo8HOp0OU1NT0Gq1iEajKCkpQX9/P5YsWYLJyUnk5+cjEAhAo9Hg5s2b0Ov18Pv90Ol0CIVCMBqNiEQiYh7MZjNGR0fhdDrR19cHs9mMkZERmM1mMX8ejwfLly9HIBCA0WhEX18fiouLEQgE4HQ6Rb/dbjesViv8fj/0er2YL943FAqhqKgIHo8HxcXFYh+4XC44nU4MDAxg+fLlcLvdYt8UFxfjypUrol/Lly/HwMAAnE4n3G632CfcN7yf2WxGMBiE1WoV+8vn84l1tNvt8Hg8ov+FhYW4du2a2JcOh0PsN6/XC6fTiaGhIdhsNng8HthsNvj9ftjtdrhcLpSUlMDlcsHhcIj+u91ulJSUiHHyczE8PAybzYZvf/vbOHToUNyTnxLAD3/4w1kAuHv3LoA59+hbb70FYM5h+qiajtQbN27EnD81NQVgznl6+/ZtAIDJZAIw50zMzc3F/PuTZKUTUavVAgCi0SiAOd9jf38/gDnnKa9Hl+qlS5cAzPkdz549C2DOT3nt2jUAc2Tr5cuXAcz5Mi9cuBBTk4yl/1K+/8DAAIA5kravry+mncfL59OHyf6wZn/oq+zt7Y25PsfH+eB88fo8Xx4va5LB852nPIZeVI6Bx5AeZrvH44m5JvtIOplzJtPFcp+4Ro8aI52nHCMdn2x/6aWXYsYsryH7z/vRWco14J65ePFizPVYc07p4eSeYX95v3PnzgGYc55y/jg+3o/3Z384nu7u7pjxc0/xePaH8/Hmm2/GtLOW+y/PD+935MgRAMDXvva1Jz4r/vmf/znmHx4k1hl+jhl+/hk+F5jx8fGY2mg0xtT8vDN0UTNDQ0MxNR3RjM/ni6llGp9rw/Bzxpw+fTqm5po/ql12G3MtGM45w73LcI8wXKtH9U++Pj29DNee4R5h+Dx81P352WG45x53DJ9FDPf3o9rlMch9vHLlSky9atWqx95fbufnkZH3QHt7e0wtj1Hu39atW2Nq/noC86Q9JM8xf12BkfvP5wXDzzEjf0lKHp/cvnbt2phanp9169bF1E1NTTH15z73uSc+Jw4dOvTY/0AZHR197Pn8e/+ohMPhx7bz2fmo8G/Yo7J9+/bHtst7Ug7/ljwqDQ0Nj22XnzNy+Ascj8rmzZsf2y7vyac9v6Wl5bHtT+r/k87fsGHDY9u7uroe275jx47Htj9p/E+6/5PWb9euXY9tb2tre2y7/BmXI38m5Txp/K2trY9t37Zt22Pbm5ubH9v+G7/xGx/qvzt+9rOffbj/IeMRkf/+P23Kyso+0vljY2Mf6fzS0tKPdP7Ro0c/0vnl5eUf6fwn7cMn5aPOPwCcPHnyI53PX9D5RfNR56CysvIjnc9fAvpFs3Pnzo90/kcd/yc/+cknPis+//nPf6TnxEcNf53nlxX++tAvK/xVo19Wvv/97/9S789fDvtlhb9e9csKfzXsl5V33nnnQ/17wuFw/FKfE7/s8NfRfl3DX2v7dQ1/KfbXOE98Tnxo8vTevXuYnp7GnTt3MD4+jlu3bn3AcTo6OircpjMzM4hEIrh7965wpMpuVDpRR0dHcfv2bYRCIbz11luCOB0YGBAO1Bs3bginKcnTK1euYGpqCoODg7hx4wb6+/sRjUaFO5OEIwk/EowkPY8dO4aBgQEcO3YMg4ODOHbsmCAb6TAl4en3+3H8+HG4XC7U1NTEEI4dHR3Cnel2u3H69GlEo1F0dnbGuFB7enowPT2Nc+fOYWJiAj09PRgdHRUu0AsXLiAcDgv3JV2YnZ2dwrFKUpXOVJKH892ux44dQyAQEDXJxaamJgQCAVRXVwvC1Ov1xrg/OU/Dw8NoaWlBKBTC6dOnhcuVRKjb7ca5c+eE03R4eFgQrWfPnkU0GsWpU6cQDofR0tKCvr4+1NfX4+bNm7h48SImJydx+fJl3Lp1S4yvs7MT4+PjOHfuHMbGxtDR0SFI4EAggBMnTuDKlSs4evQofD6fIIHpZG1sbBREpc/nE2Qm3Z+vvfaaIETdbrcgQru6usS46cYlidzf34+TJ0/C5XLhyJEjwnk6ODiIQ4cOiX00nzylK5Ukc21tLTweD5qbmzEyMoKuri5BoAaDQbS1tSEQCAiydj75TIcpaxLUwWAQjY2NgjAlITufKCWROr/u7+//AIF69OhRDAwMiFcStuzvk/4HIhUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVlf9X8qGdp2lpacjKykJaWhoKCgqQnp6O+Ph44UWkOzArKyvmfR6fmZkZ056VlSWcqPHx8cjMzITZbMaiRYtQUlKC3NxclJSUICsrCw6HA0uXLsXy5ctRUFCAjIwMFBQU4Nlnn0VqaiqSkpKQlZWFkpIS5OXl4aWXXoJOp0NKSgoKCgqwfv165OXlISMjA06nEwkJCYIsofvR4XBg9+7dMU7Qbdu2wW63C5ck2xMTE2Gz2fDw4UPhBDUajUhKSoJer8eCBQuQnZ2NlStXCgeqVqvFiy++iCVLlmD16tXQaDQoLS1Fbm4uXnrpJaSnp2PlypXi+hqNBgsWLIDFYsH9+/dRVFSE2dlZ2Gw27NmzByaTCXFxcSguLkZ8fDwKCwuxadMmGI1G7N27V7hP6eQkvWU2m7Fr1y6YzWaUlpbCaDQiLS0NJpNJuD5nZ2eFW5LOVb1eD+B9CiwuLk6sw9KlS1FaWgqLxYLU1FRotVokJibC4XAgPj5e9G/p0qUoKyuD2WzG9evXkZOTg9WrVws3qsFgwPbt26HX65GUlCTcqiQHdTodtm3bJvq/bNkyxMfHx7hNt23bBpvNhu3bt8NsNmPPnj1Yvnw50tPTxfjpAjWZTEhISIDBYBAu0fXr1wsnaWFhIXbs2AGHwyH2y8GDB8W8FBUV4eDBgygqKkJKSopw4nIfOBwOxMXFifm02+2Ij4+HwWDA7OyscPGaTCZs2bJFuG/njycuLk44T9kPzoPJZML27dvF/rRYLGIf79y5EzabDTt37ozpR2Vlpdj/NpsNe/fuhcPhEO7fl19+WRzvdDqRlpaGwsLCJ377f35u3rwJYM55Sr8inackRek0tVqtAObIrqd1ni5YsADAHPlEGolUIv2VJCxIy7BOS0sDMOfT3LNnD4A5nybPl32Q/AYp/ZT0X9JfSf8knaGyk5R+T46PzlXZ/8nI/lD2lz5KtrPm9Vi/9tprAOYcsXS0/vZv/zaAOb8n/Z90tsq+TI6X32BkLTtZ59/z4MGDMX3kMaxfeeUVAHPffuec8HyuCb8ZzTFwjPLxXAOOkc5S1r/zO78DYM45Kq8p9yzXlGOU11D2xHIOef73vvc9AMD/+l//C8CcM5T3Y01PLq9HTy7vx/ninNPDKztM2V+G4+F4ZUeq7Dyl45TfOmTN+ZWdpxzv7/3e78XUynmqoqKioqKioqKioqKioqKioqKi8l89T+U8nZ6exr1792LI0/mu07GxMUGi3r17F5OTk7h3754gU+e337p1C6Ojo5iZmcHIyAhu3rwJv9+Pt956C4ODg5icnITL5cLU1JRwmvb29mJ8fByXL1/G+Pg4rl27hqmpKQwMDGBmZgaDg4OCTA2FQujs7BROzpGREeGUrKmpEaQpCUQSfD6fTxCeTU1NwpHK40kY+v1+tLa2itfh4WE0NTVhaGgITU1NGB8fR09PD1wuF1pbWxGJRHDmzBnh6hwYGEB9fT18Ph/OnTuHmZkZdHd3w+fzob29XfTX4/Ggu7sbbrcbbW1twnUZCATQ3t4uHKajo6Oora2F2+1GdXU1BgYGcPz4cfT19QmX5fHjxzE8PBzjyvT7/THkJsnGwcFBNDU1IRQKCXdoW1ubcHSOjo4Kh2xbWxvC4TC6urrgcrnQ1taGwcFBdHR0wOVyCTdqV1cXfD4fTp06hYmJCdGP8+fP4/r16+ju7sbw8DCam5vh9/vR3t6OSCSC06dPIxwOC9fp8ePHBVFJ0pZu2sHBQdTU1AgylWQoCVafzydcpiRu29vbhft0dHRU1HV1dfD5fDh8+LBwqpI87e/v/4DzlCQnidHjx49jcHBQkK+8Hl28dNdyXZuamgRZzPFxX9LN6/P5Yly5JGtJlg4ODgr3LQlqEtOcBx4/nzx1uVx44403BHlKF200GlXkqYqKioqKioqKioqKioqKioqKioqKiorKr00+NHmampoKOk9JlAIQxKlMoGZmZiIuLg7p6enIz8+PeR94/zeV8/PzkZ2dLa5jNpuxZMkSpKamCucZydOcnBw888wz4loajQbPPPMM0tLSkJycjLy8PMTHx0Oj0eATn/gECgoKsHr1ahiNRmzYsAFLlizBli1bYLVasX37dthsNuzevRtFRUVISkoSpJ/VasWOHTtgNptRXl4uaovFgsrKShQXFyMxMRFmsxlbtmyBwWAQrxs2bIDJZBIEJgAYDAYAEESjVqtFWloacnNzkZiYCK1WixUrVqCwsBClpaXQarVYu3YtCgoKsGHDBhiNRpSWlqKwsBAbN26ETqdDaWkp9Ho9SktLYTabUVZWBqfTiXfffVcQhWazGbOzs1i2bBkSExPFOK1WK3bu3ClIR7vdLkjTrVu3wmKxoKKiAgaDASkpKWJ8Go0GZWVlKCwsxPr162EymTA7OwutVovU1FQYDAZBkiYlJSE/Px9btmwRJGl+fj7S0tKQn5+PnTt3Ijc3F5/4xCfwzDPPIDc3FwaDATdu3EBaWhpWrVoFnU6HlStXQqfToby8HE6nE6mpqbBYLIJs3blzJ6xWK/bs2QOn04mHDx9i2bJlSE5OhsPhwHvvvQeLxYLy8nJB2mq1WkHKbtmyRcyTwWDApk2bYDAYsHnzZjFPFosF+/btQ3FxMV555RVBrjqdTsTHx6OkpASJiYmiH2azGSkpKYJk5nFWqzWG4NXpdFi/fr1w89lsNsTHx8NisWDHjh2COOU+dTgcSExMREFBAcrLy2G325GcnAybzYZdu3Z9gIy2Wq3YtWsXLBaLeH/v3r3CmWm327F3717Y7Xbs2bMHRUVFiI+PF68WiwUpKSnQaDRPRZ7yc859T4cpiVI6TkmzsSYZLLcvXrwYwJz3kc5T0ocajQbAnKOPzw0ex/mme0qn0wEAtmzZAmCOhCXxSZ8liVZ65Ujj0TVIepC+TdKAPJ40Iq/32c9+NmYcJFpZ8/5cH9KaJG337t0bU8vHk97k9Ugrsn+kJ+lSJHHK8XB89ASSTqSfk25sOuC4PrITjv7S+X2gw5Nzwj7wGpwjtvMa+/fvjxkT/3bwevfu3QMw568k5UtXIK/HPnJMdBFyTKxJ3ZJeJnXL/nIN2T/WnCOez/v/0R/9EYA575g8/t///d8HMDfnJFC5ZvKe+fSnPx1zP66hvOc4HrazJpHL49lfeY+zP7/7u78bMx4Sp/L8cr5IsH6YXL9+PaaWnaJcK4bkOcPPAUN/LcO5ZGQnJz+vTH19fUx9//79mJpkNcO5ZGSXEWlc5jvf+U5MLY+PVC9DWvpR15fnmlQ1w7VnSJIzDx8+jKlJYT+qf3L7H/7hH8bUpKwZ7m3mH/7hH2JqeX6AOdKZ4f5jSDYz8hzI5DWfL4zsO5L3iDxGuf3v/u7vHnt9eY3lOZDPl70i3/rWt2JqPj+Yb3/72zH15z73uZj6u9/9bkwt73F5fknEM9/85jdjanl8f/u3f/vY9m984xuPbf+rv/qrmFruv4qKioqKioqKioqKioqKisqvWp6KPJ2cnIxxnkajUdy6dQsTExO4c+cOotEo7ty5E+NA5XF37tzBxMQE7t27h2g0Kl5v376NsbEx3LlzB8PDw7h+/ToGBwcxPT2NwcFBXL9+HUNDQ7hx4wZ6e3sRjUZx4cIFjI2Nobe3F1NTU3C5XJicnER/fz/GxsZw7tw5jIyM4OzZswiFQjh16hRGR0cF0VhbWysIU5J4Ho9HuE1ra2uFg5IE3/DwsCD5SGw2NzdjeHgYXV1d4j7j4+Po6upCOBzGuXPn4PV68eabbyIcDgsH6+nTp3Hjxg1cunQJkUgE58+fF87RQCCA7u5ujI+PC7K1ubkZwWAQzc3NGBoaQmtrqyBUh4eHUVNTg2vXrsU4UOlu7e3tFeQjCVSOr7m5GT6fD42Njbh27ZpwjDY0NMS4VxsaGgSROp/k7erqwtjYGDo7OwWZGg6H0dbWhsnJSbS2torjQqEQ2tvbEY1Ghcv1zJkzmJiYQGdnJ1wuFzo7OzE5OYmuri7h2vT5fILoPXbsGHw+H44ePYpr167h+PHjH3DWkvCkC5WkpsfjEcRuc3MzBgcHUV9fL0hgjoPrwHV2u904efIkLl++jEOHDmFgYEC4U0me0sE6nzz1+Xxi3kk0k+Tt6OgQ+yYSiYia61xXVyeIUrpeuW5cL7pReT+/34+jR48Kkpr7mq7U+S7Uo0ePwuPxiNfq6mpBptLt6na70dzcLMhfFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRWVX4c8FXmalZWF1NRU5OTkCGcpvz2fmZkpyFOdThfzPvD+t+zz8vLEcSRVMzMzodVqkZmZCb1ej4ULFwrHaVFREbKzs+F0OrFw4UIsX74chYWFgjxdvny5IE+XLl2KZ555BkuWLMHzzz+PwsJCpKenw2g0YtOmTViyZIkgSemC3LFjhyD7nE4n4uLiBHGq1WpRVlYm3JHzSb7KykpBMhoMBmzcuBFmsxmJiYkoLCzEunXrBCFJAk6j0WDlypXIzc3FihUrkJeXh5UrV0Kv1yMxMRF5eXlYt24djEYj4uPjkZOTg23btkGn06GsrAwFBQXCVRofHy8cpfn5+aKfe/bsgVarxfbt2/H8888jISEBxcXFyMjIEASlzWZDZWUl9Hq9mIf79+8LAtVisQiHa0VFBSwWCxISEsRxTqcTb7/9tiAl8/PzsXnzZuEsXbp0KTZu3Chcn0ajEbOzs8jOzsbmzZuh1+uxYsUKaDQa7N69W6xPbm4uysvLodFocOfOHWRkZGDDhg3Q6XRYtWoVioqKhAN0165dePbZZ4W7MzExEcXFxbh//z60Wi3WrVsHs9mM7du3w2q1oqKiQrg86Uo1GAxITk4WhGRhYSHWrl0LvV4fQ+CWlJQgIyMDZrMZSUlJKCkpwcsvv4zi4mJ86lOfEtdzOp3YvXu3IDbZTzpGLRYLHjx4AKPRKAjkjRs3CrLYaDSirKxMzCP3JclS9p/kqc1mEy7T+W5Up9OJBw8exOxzAMKNWlRUhD179sS4TvlK4pV1VlYW9Ho91qxZ86EfKHSejo6OApgjLIPBYMxxdJqSOGUtO0/pRH2U85QEGMkyUnZ0npKg6urqAjDnPG1paQEwRxdVVVUBAB48eADgg85Tkl8kTv/pn/4JwJyfkuSX7K8kPSg7QeksJZ3D+5O2PH78eMx8VVdX/9ya5x85ciTm/H/7t38DAHzyk58EAPz0pz8FMEe0sZ30IKkt1hwvj2dNoo3H06fJmuMF5hybJDjlOaXDU54T9pnH/8Zv/AYAoKamBsAcMSqPkU5UjoG0nex1ldeQBCbJNBJvPJ9zwDUlAcrxkfDi8dwDpPFIWJG+IzFH2pB7WHaecnx0rHI+eH3en5HXRKYVeT2OlyQa54M1qUCSeNxjnB8SdbLzlPf7sz/7M6ioqKioqKioqKioqKioqKioqKio/FfOhyZP7927h+npaUGg0llKcvTmzZuIRCIx709MTODu3buCUB0bG8PMzAwikYg4/ubNmwiHw7h58yZGRkZw48YNDA0NYXJyEgMDA5icnITb7caNGzfQ19eHyclJXLx4EdFoFFeuXMH09DRcLheuX7+Oq1evYmJiApcvX8bY2Bh6enoQDofR3t6OYDAoiL35zlOv1ytIO9aNjY0IhUKC7KurqxPuSL/fj7q6OgQCAUEo8vp0e7a3t2NgYAB1dXWiH3SLTk9Po7OzEz6fD52dneJ8EqihUAjd3d2YmJhAd3c3RkdHBdF69uxZeDwenDlzBsFgEPX19cLhOp8YPXnyJHp7e1FTUyNIQpKRLpdLkKcnTpzAwMBADGnr8XhQV1eHUCiEo0ePYmBgQJCbzc3NcLlcaGpqEuRjKBRCbW0twuEwampqBFFJMtbtdqO1tRUzMzM4efKkcKZy/CMjI8KxSkfttWvXMDMzg7a2NkGo9vb2oqGhAQMDAzhx4oQgYoPBIKqrqwXhGY1G0dbWBo/HgyNHjmBoaAjV1dW4evUqjh49iosXL6K6ujpmvHS69vT0CPKUhCddoHTJXrt2TThlDx06hP7+fkF80jU635FLd+nQ0BCam5sRCATQ1tYmSFzum/kuUxLRJ0+eFI5dl8sl9l1jYyP8fj8aGhrgcrliCNehoSFBqJ48eVIQrG63WxDWJHW570mg8nj2m6SsIk9VVFRUVFRUVFRUVFRUVFRUVFRUVFRUVH5d8qHJ07S0NGRnZwtvZXp6OuLj4wVJmp2djfj4eOEyTU9PR15ennCeZmRkCNKUhCqPB953JRoMBixZskQ4QZcvX47MzExBoj733HNYsmQJXnjhBRQWFuKZZ55BVlYWkpOTsWTJEjz77LNYtGgRPvGJTyA/P1+QhOvWrcOSJUtQVlYmCD06Kh0OB/bs2YPi4mLhptyxYwdMJpMgABMTE2Gz2VBeXi7IRKPRiPLycuh0OkFgbtiwAYWFhVixYgVsNhsSEhJgNBoFYZidnQ29Xo/4+HjY7XakpqYiLy8PycnJ4jokT00mkyANV65cCY1Gg+LiYuHTzMvLE47OrVu3wmw2IyEhAVarFXv37kVBQQEqKioEeWkymQTJmJKSIo43GAzYuXOnIGyNRiN2794Nq9WK8vJyOBwOPHz4EEajETt27IDVasW+fftgMpkEGZuSkgKbzYbt27djyZIlWLt2LYxGI9avXy/cnHa7He+++y6sVisqKyuxaNEi5Ofnw2g0YuXKlSgsLBQE7saNGwXBarVakZiYCIPBgJUrV0Kr1aKyshI6nU4QmXSRJiUlobi4GJ/85Cdj7puamiqcr06nU6wnXafbt2+HVqvFmjVroNVqsWXLFrF+VqsV+/fvh9lsxv79+wVpSm8h72uz2cR8kzjdu3cvioqK8ODBA9jtdjx8+FC4cUnk0oVrMpkEUZqYmCgIZ16vqKgIiYmJyM/PR3l5OUwmEyorK4Wrl+7S4uJixMXFCQ8k97fNZkNSUpKoScRy39vtduzbt0+4Wu12O9LT06HT6Z7KeUrHKek/1nSLsiZx+qSaDlS6PZ/kPM3Ly4s5jmTx+vXrAcw5T7du3SrmBwBefvllsZ7AHA1IJyjpO9kXST+l7Jvk8Wwnrchx8H70fbKm35LXkx2nrPft2xdzPJ2oXHcSqLyf7Ock3ch9LNekFzke0pL0W8r+UIbnzz+Gc0ZCk8fQK0mHKYlUzgmJU64Bf8WAdDKJTB5PIpPtnHM6T2WHJ72NHAP7JztIOWcM70eilnMiO0N5/RUrVsTMx5Ocp7z+Zz7zGQBze5LjkdeM/ef8cb65Zpw/fmZ4PxKjPF/2+so1+8v54/04fu6ZD5MlS5bE1LzWo9q5zxm6kBnZvVtQUBBTy/Q89whTUVERU/P5w3AvMpwThnPLcI6ZP/mTP4mpuScY2bE6/3P088I5Z2RHqjwfsgNV3tN8nj3q+qSTGXl8sr9SHh+fZwz30PzIjk75HvIe4T5/1PnyGOUxyHMkO0DlPfOk/n3hC1947PXl81etWhVTf+lLX4qp5TmSPbTys1fuv9w/2aFKFzPz+c9/PqaWxy/3T26X+yf/u+HLX/4ynjbRaPSx7RcvXnzqa85PU1PTY9tl760c2cMrhw74R0X24MqRnxty/r//7/97bPuT5vzP//zPH9sue2uf9nzZoyvnq1/96mPbZU+unL/4i794bLv8mZPzta997bHt8nNdzte//vXHtv/lX/7lY9uftD7p6ekf6fyvfOUrj22Xn1lyFixY8Nh2+ZkiR34myJHd2XLkv7sqKioqKioqKioqKiq/jDwVeTo1NYW7d+9iYmICt2/fFuTo2NiYqOk+JZHK4+X36UYlkXrr1i0Eg0HMzMwIh+ng4CCi0aggS69duyYIzUgkgt7eXkGeTk1N4dq1a5icnMSlS5cwOTmJM2fOYGRkBB0dHQiFQsLxScJuPtnX398vHJF1dXXw+Xyor6+Hz+cTTkk6MkkQNjU1IRKJCHdlc3MzQqEQzp07h4mJCZw+fRqRSEQ4Quvr6xEMBtHV1YXe3l50dnYiGo2io6MDLpcL9fX16O/vR1tbG9xuN9ra2gTh2t/fjwsXLmB8fBznzp2Dx+NBd3c3rl+/jtOnT2N4eFgQix0dHRgbG0N1dTUGBwdj3J2BQACHDx8W4x8ZGREkKV2p1dXVCIVCqKmpEQRiMBhEbW0tPB6PIB/p5qyrq8Pg4KBwZDY1NcHv9wvnaXt7u3C5Xr58GadPn0Y0GkVDQ4MgMoeHh8U8tba24vr16zhz5oxw1fb19aGtrQ1+vx/d3d3w+XyCyHz99ddx9epV/PSnP8WlS5fwox/9CFevXsWRI0cQDAZjyM2RkRGxDxoaGjA6OoqWlhZEo1GcOXNG9ItkLclROkX7+vrw2muvobe3F4cOHUJfXx8OHz4sCOD5pCf3FeeV+4bEKclbzk9jYyOCwWDMdehOJVHq9/vR1NSEQCCA2tpaQahyX/O+XO/5RGp1dTX6+vpE+5EjR9Df348jR47A4/GgqqpKHOd2uwXJrMhTFRUVFRUVFRUVFRUVFRUVFRUVFRUVFZVflzyV83Tx4sVITU0VJCkw5zolWTr/FXj/m7MFBQXIzMxEfHy8cJ3ydT55ajKZkJ2djaKiIuTm5iIuLg6ZmZl48OABFi1ahGXLlsFoNGLhwoUoLCzEc889h4ULFyI5OVkQZ3l5efjEJz4Bk8kknKcbN27EokWLkJ6eDrPZjMrKSlgsFkHYJSYmwm63A3if7Hrw4AEMBoNwQNKNyRpADElIl+fmzZths9mQnJwMk8mEzZs3Iz8/HytWrIDRaMTWrVsFOWuxWARpWl5eDqPRiKVLl8JisWDJkiUoKCgQZOrGjRuh0+mwcOFCmEwmLF68GHl5eVi8eLFwj5LsIymo1+uxd+9eQZaSGNXpdNi5cydMJpNwoJKA3LlzZwyBSxIxLi4Oy5cvx+zsrCBW6SC12WzIzMyExWLBO++8I1ybJpMJFRUVMBqNWLt2LTQaDUpLS5GXl4dFixbBYDBgwYIFKCoqwuzsLJYuXYqEhATk5+cjKSlJXK+goACbNm1CQUEBFixYINyyer0eZWVlMJvNePXVV1FUVIQFCxbA4XAgISFBODwtFgu2b98uyMz5rtu4uDixLgUFBYIQJonK8zgfBw8eFNcvKirCpz71KUEDz3eeJicnw+l0ChdqXFycIHkNBgPi4+Oh0+mwYcMG6PV6bNq0CSaTCWVlZTCZTNixYwfMZrMga/fs2YOioiLEx8cjLy8P27ZtE8fTYct5n+/o5f6m+5QEKknVAwcOiP1PB6rD4cC+fftgt9uRlpYGg8HwVOTprVu3AACRSOT9B8z/nzgKBAIAPug0lWsSXzye5MPQ0BCAOd8la9l5ShqJzlOeLztPW1tbxfMLmHOG7t69G8CcX5L9l/2Q9GWSPvzRj34Uczzr3/zN3wQw5/ekn5P34/Gys5ROU9mByvrEiRMA5sgY+kJJpPJ6fL4ePXoUwBxJQD8nv9lPZysJNNkPylpuJ83J80k7zr8HiTHZ6ck5Ys05J1HKOWOf33jjDQBzlC3niO2HDh0CMLdHfvKTnwCY89jSEfoHf/AHMf0jMSl7a+kI5Rqy///tv/03AHMeWdmxyj1HpynDWnaesv/sH+/H68vzwfuxP7wf55NrxPFw/tnOyHv6//yf/xNzPdl5ylp2nsp74Ek0j4qKioqKioqKioqKioqKioqKiorKr3o+NHn69ttvC4J0YmICN2/exMTEBO7duxdDkN69ezemnk+ajo+P4969e4JAJanK44eHh/HWW29hcHAQU1NTwnk6NDSEmZkZ9Pb2Ynx8HG+++SbGxsaE49TtdmN6ehp9fX2YmJjA+fPnEQwG0dPTg0AggI6ODkFYBgIBQUxWV1fD5XLh2LFjMe7Q2tpahEIhQSDW1NTA6/UKUpIuTJKk3d3dCAQCOH36NMLhMLq6ugRpOTY2hjNnzsDlcqG5uVk4UOnyDIfDOHXqFILBIDo6OuB2u9HR0YFoNIpTp05hcnISZ8+exdTUlCBoT58+jZmZGXR2dgqXq9/vR3t7u3CKulwutLS0IBQK4dixY/D5fIJMraurg9/vx/Hjx9Hf34+6ujoEg0EcPXpUkIckGklcDg4OoqamBqFQCEeOHMHly5cFwcj5pOO0sbFREKR+vx8dHR2CUKUbNRAIoKamBn19fWhubsbIyAhqamowOjoqSN7Ozk5MTk6iqakJ4XAY3d3dwvUZCASE8/ONN97A5cuXUVVVhcHBQeG2JbFJJ+nx48cxODiIpqYmDA8Po7GxUeyHSCSC9vZ2QbqSPKZT1OVyCWcs68OHD6Ovrw9HjhwR80Oi1+v1xjhmfT6fWI/29naMjIwI8rS1tRWBQAAtLS3w+XyCMD1x4gS8Xq+YZ77f0NAgnLwkcEmY8v5cX+5nj8cjSFVelw7UqqoqDAwMCPcp3b8kiXt6ev4zn0EqKioqKioqKioqKioqKioqKioqKioqKiq/Mnkq8nThwoVITU1Fbm6ucJ6SIF24cKFwmNJpmpiYiNTUVMTHxyMtLQ0FBQXIyMhAYWEhMjIykJiYiIyMDGi1WmRlZQnqcsGCBVi6dCkcDgeys7PhdDqxcOFCPPfcc+LYvLw8LFu2DIsWLUJSUhIWLlyIkpIS5Ofn48UXX4TRaERmZiYKCwuxYcMGFBQUID09XRB6dFharVbhfgQg3JUWiwVlZWVwOByC7Ny5cyeKioqQkJAgCD6NRoPnn38eJpMJCQkJWLJkCV588UXk5uaK/q5Zs0Y4JE0mkyAPgffdbC+99BIKCgoEMbpixQpBaur1eiQmJiInJwerVq2CRqPBqlWrYDabsWbNGhQWFmLLli0wGAyCUN2yZQsKCwuxYMECFBYWYufOnXA6nViwYAHy8vKwdetW4f5kf+iUowuWRKjJZMLBgwdhMpmwd+9e4VC0WCxISkoS7lOHw4HZ2VnY7XYkJSXBYDBg06ZNsFgsSExMFMSq2WzG7OwsNBoNKioqoNVqUVFRgYKCArzzzjuw2+1ISUkRDlCNRoPy8nKUlJQIirmsrAyFhYUoLS2FVqvFunXrYLPZBElJUvRTn/qUICzpArVarQAArVYriOGysjJYrVbMzs4K56nFYsGCBQtgsViwd+9eQWhaLBaUl5ejqKgIBw4cwPLlywXpSqKZDtgDBw7AZrPhwYMHsFgs2LJlC4xGo3DVkjgtLS0Vjl26TPlqs9mwe/duMe/5+fnYtm2bIKLnE6Z0l1ZUVMDhcGDXrl2CPLXb7WJ9uL7A+wT1/v37Y86nGzctLQ16vf6pyNPs7GwAc7QbaxKmdJhyHeg4ZdjO4+k2lJ2nJE5JnNPfVlhYCADIzc0V6wzMOU/pQC0vLwfwQaco54U0oOx/lH2S9OqRBmQ7aT0+V0ic0u9JFxTvT5qS9ydBynHLNQlUXv/gwYMxNV1ddBdyvkjO83jejwQtPXqkMXk+aUZ69Li+nHfW8z18soOTcyQ7MukGpJ+Mzk8So5wjuc/0uNIPyetzDng9emdJuLKmB5JryDXlGOiRZH94P7nm/Xk9jo9EJvcQnYS8HwlYug3l8cvOUxKoj3Ke8nzZU8v5J1HL/pA4fZTjVHbEck/Le0C+34fJjRs3Ymqv1xtTy35Lt9sdU3MfM1evXo2pZdcdyfRHtTc0NMTUdCIzr7/+ekxNYp0htctw7hjZbSi74kj1MvJckkpmZIcoKWlGdhXK1LE8v6SQmYcPH8bUf//3fx9Ty/7L73znOzG17NL71re+9dh2APje974XU8se1e9///sxNQloRl4D2XH6r//6rzE1n4mMPAdy5DWSfX0yaS6voTxHsk9Q3iN/+qd/GlN/+9vfjqn5/GC++93vxtSyr1Men+xIlddI3iN/+7d/G1N/8YtffGy77Dv8m7/5m5j6Sb5EFRUVFRUVFRUVFRUVFRUVlV92noo8nZqawr1794TzlMRoNBqNIU0jkQhu3bqFkZER3L17F5FIJMaRGg6HcfPmTUQiEczMzGBkZAQzMzPw+XyYnJyE2+1GNBrF4OAgbty4IcjS3t5eRCIRnDt3DuPj4+jv78dbb70Ft9stjotGo3jzzTeF6zQQCAgStKmpSbgkSSTSaUlCcGhoCA0NDcLtSSI1FAqhrq4O165dQ0NDg3CgDg8P48yZM/D7/Whra0M0GkVPT49wRXq9Xpw9exZerxdtbW3w+Xzo6OhAMBiMIVXpZCXBSeL1ypUreOONN4SDcmRkRBCKjY2N8Hg8aG1thdfrxalTp2JIQxKNtbW1GBwcFEQpx3Xs2DEEg0FUVVUJMtPtdqO1tVWQjIODgzhx4gQCgYBoP3nyJCYnJ1FXV4dAICCIz9raWuEWpbuTRCYJVK/Xi66uLgSDQeE6ra2tFaQuHaskaAcHB9HZ2YlQKISWlhaEw2G0trbGkKnXrl0TTtnBwUEcO3ZMOFnprKXjs6+vD9XV1RgeHhbr2NjYiL6+PjQ2NsLn86GpqQlDQ0OCeD1+/HgMmXn06FGxLlevXhWuXM4vSWaSzSRReb/5ztNAIIDm5mYEg0HU19cL9+x8h+mxY8di1pX9JBHM+5GwrauriyFR6+rqYgjqkydPxoyH61dVVRXz+SARrMhTFRUVFRUVFRUVFRUVFRUVFRUVFRUVFZVfl/zCztP57tP8/HxkZWUhLi5OkKfp6enQ6XTIzMyEVqv9gOs0MzMTCQkJSE9PFzSp2WzG0qVLkZaWhtzcXMzOzmLhwoVwOp1YtGgRnnvuOXHN3NxcFBUVYfHixXA6ncjJyUFJSQk0Gg1WrFgBrVaLtLQ0aLVa4dQsKyuLIetI4tFlumvXLkEgms1m4bxMSUmB1WoVhCXHvHXrVpjNZiQnJ0Or1QqilIThw4cPodVqkZCQAKvVipSUFOh0OsTFxSE/Px9r1qyBXq/HqlWrUFhYiHXr1sHhcCA9PR0GgwHJyckwGo1ITU2FzWbDggULYLfbkZCQAIPBgPLycuFY1Wq1SExMFPNmtVqRlpYmiMmioiKkpqbCaDQiPj4eZrMZW7ZsgdVqFcTmyy+/jKKiIjx8+BBOpxMHDx6ETqdDcnIyHA6HIG9nZ2dhs9mwZ88eOJ1O4QClq5T9TElJgdFoRHZ2tnCv0m2q1+uxbds2QQYbDAZUVlZi0aJFKC0tRWFhIdavXw+j0SjWsbS0FAaDAVu2bEFxcTESEhIEyanRaLB+/Xrk5eVh06ZNyM7Oxpo1a1BQUIDy8nKYzWa88sorMJvNSElJgdlsRkVFBWw2GxISEmAymZCWliaIRxK5hYWF2Lp1KywWi3CQfuYznxGu2ZKSEuFaraysFOOmo9TpdOLhw4eCtDQYDFi/fj30ej3WrVsHnU6HTZs2QafTYevWrbBardi+fbsgTkkC22w2bN++XYzHaDRi165dsNlsMQS13W4XLtrKykrhXGVts9nEft+/fz+cTqdwnL788stwOp3Yv38/LBaL+AyvWbPmQz9Qbt68CQAIh8MA5ugT2Wn6KMcp3b1sJ0FF8ozEGWsSZGfOnAEArFixAgDgcrli6o6ODgDAhg0bYmoSZFVVVQAe7Tyl45Q00T//8z8DmKP/SIaR1iHlRKco/ZWkCekkJZHK+3O+6CglYSr7Pnn8q6++GlO/8sorMf2n/5N+TNKb9FWS/iS5RhqLFJc8XtJOsh+TVNh82otzRqJRdmzSEUrCk32gU5SOT4ZzwDklDcg5Z01Ckx5YttOByj7z/rwf7y/PGQlTriHvL9N+dH5yDWXSi+Qax885IyUs94f9/fSnPx1Tc89zz8nOU64p10xulx2npIrl9WF/OR729/d+7/dixsua9/vqV78KFRUVFRUVFRUVFRUVFRUVFRUVFZX/ynlq5+ndu3cRjUaFu5TO0pmZGYTDYUGk3r59G+FwGDMzMxgfHxfn0Yl69+5dhMNh3LlzB6Ojo7h16xZCoRCuX78Ol8slCNTp6Wm4XC5cv34d165dw9jYGC5cuIBIJIK+vj7hSB0fH8fly5cRjUZx/vx5jI2N4dSpU8Ix6ff70dzcDL/fL8g7kqbzST+v14va2lrxSnKxv79fOEGPHDkCn8+HtrY2BINBtLS0IBAICGdmV1cXJiYmcPbsWYyPj6Orqws+n084Sbu7uzExMYGuri6Mjo7iwoULmJqawqVLl+D3+wX52NLSgrGxMZw/f144T+ky9Xq9wtlJN2VrayuCwSCampowNjYmSMdjx46ht7dXEJ4kFJuamuDz+VBdXS3IU6/Xi/r6evT19eHw4cPCCXvt2jUcPXoUAwMDOHLkCN58802cOHFCzN/g4CDq6+uFS7a/vx/Hjh0Trk2Px4OGhgaMjo7i1KlTGB4eFutBErahoQETExPC7cpxtLW1wePxCDL37Nmz8Pv9aGlpEYTlwMCAeD169CgCgQBaW1vFvM93uDY3NwuCtr+/X8wbyc+mpiZByHq9XkEC19fXw+/3xxCsbrcbVVVVglye7zw9duyYeJ/XHR4exqlTpzAyMoKuri6Ew2F0dHSI+aCDlU5S7j86a+ev+3wyleOhI5X9ILFKVyudpyRoOS8ksV0uF44cOSLuo8hTFRUVFRUVFRUVFRUVFRUVFRUVFRUVFZVfpzy18zQtLQ15eXlIT09Hfn4+srOzER8fj8zMTPFKOpRk6Xw3akZGhnCj6vV64UDNysqCXq/HokWLkJKSIlyG6enpsNvtWLJkCT7+8Y9Dr9cjLS0NCxcuRHFxMZYsWYLi4mLk5eUhLi4OeXl5WLFiBQwGA1JSUmAwGLBu3Trk5eUhIyMDZrNZOE8BCFen1WrFjh07Ypyn27dvh9lsxtatW2G327F37144HA7hPE1OTobBYEBcXByMRiMACPeoRqPBxo0bodVqsXr1ahgMBiQlJcFqteLhw4fiuJycHKxbtw75+flYtWoVDAYD7t+/L4hIo9GItWvXwmw2o6ysTNzHarWirKwMer0emzdvRk5ODtauXYvCwkLs2rVLkJkOhwMvv/yyIGRLSkrw6quvCgcpCUYSivn5+di+fbsgIEncFhcXIykpCQ6HA3v27IHFYkFpaSl0Oh127twJq9WK+/fvi37OJyjj4uKE+7SgoACbNm1Cbm4u1q1bJ/phs9kAvO+opCt1586dMBqNwgk6n+AtLCxEeXm5oJp1Oh0yMjLgcDiQn58PnU4n5vvtt9+GVqvF9u3bodVqUV5ejuLiYqSmpoo9qNfrUVlZCY1Gg82bN6O4uFgQqnSLpqSkoKSkBA8ePBDE7rJlyxAXF4eioiLs2rVLEL50izqdTkEyz87Owmg0YuPGjdDr9cJ5SpKX5C734e7du4XvkS5TOl/nu13pNN25c2fM+SRTuZ9JDnNeOO/znan0Sc7f309DntJxSlqNTlPZeUriVHac8ni2y87TJUuWAJgjJDUaDQBg5cqV4vMHADk5OTGvHAPby8rKxLwCc85T3ocOUNlxKtf0T5IGlJ2ndJySZqTPkkQr/ZskRtnO63H9X3755Zia4fmcD96PYU3Clcez/6tWrQIwt270W7J/sk+T4yMtyvGTdqTPc/4xsuOUx8ieVe4ZOlBJYNL5SYKUc8Q5YzspXI6ZBCqP5/XYZ3kMvD4/A6SEeT2ezzn8zd/8zZ97PY6HTkZ6Yekg5Pi4J+gY5f05HhKurEnA8nzeT3aasv1JzlPZ40vilDWJUu4JjofO00c5bD9M+Llm5H3NzznDNXnU+RwzU1BQEFPLzzD+HWXoQGb4SwEM6V9mvtsX+KA/knPMyH5HEvEM9wLDPcbI/kj5/vL58z+HwBxdzHBNGdlvKfefdDRDgp+RHbJ8HjN//Md/HFPL4wc+6Djls4mRPa5yH+XIc8T9zHDfMvIcyc9SeX/zc8/Inlv5+vIe4HOBkR2iTxq/vMayg1WeY3kN5T0gO1Zl17ncP/kz9eUvf/mp2j9M8vPzH9vOZ9GjQuf5oyJ/7uXIzx05T3rmyZ8DOV/72tce2/6k8f35n//5Y9vlNX7a8zdu3PjYdtmrK2fLli2PbZefa097vvzckbN27drHtsufKTnyZ0DOn/3Zn32k+8ueYDnyc/Zpz/95z9n5kT3KckpLSx/bLnua5fDf2Y+K7NL+RcNfrvlFc+jQoY90vvzvlacNf+XkF82DBw8+0vny366njewrf9rIf3ueNvwlnY8S2SH+tHnSs+xJ+ahrIDvdnzZP8+/3nxf+cs4vGtlR/7Thf+OqqKioqKioqPxn5anI0+vXr3/AeUp3KZ2md+7cEcQpydL5LlQef+vWLeE8nU+e3rhxA16vF1NTU3C5XLh58ybcbjempqbQ19eH0dFRXLlyBaOjo+jv78etW7fgdrsxMTGBvr4+TExM4MKFC4LwDIVCgvQjuVhTUyMIPLfbLcg8kpkNDQ3CKerz+T5AJJJIJQHY1taGQCCAjo4OjIyMoK2tDW63O8YZGYlEBAFL52lbWxsmJiYEidne3g6Px4PTp08jFAqho6MDPp8Pzc3NuHr1qiA72Q++kjBtbW3F2NiY6DfJyNdffx0ejwdHjhzB5cuXceLECYyMjAi3a1NTkyBMg8EgTpw4gf7+fuHibGpqQiAQEERqXV2dICW9Xq8gceV5onu0trYW165dQ3Nzs3DKhsNh4TKlA7Srqwt+vx+nTp0Sbs5wOIzm5mb4fD60traKcZIgDQaDaG1tRTgcRnd3N0ZGRlBXVyfqQCCAzs5ODAwM4PXXXxeE5pUrV4SLtbW1FaFQSJCWdNWSGD1+/DgGBwfFK4nlo0ePor+/X7hOSb4eOXJEEJwkYul45Xjnj5suXK4H70uylPuU5CkJVjpMSageO3bsA8Q0nb4+n0+QwlyXI0eOCJLa5XIJgra6uloQtyMjI+ju7v7PfAapqKioqKioqKioqKioqKioqKioqKioqKj8yuSpydMFCxYgJycHmZmZ0Gg0yMrK+gBZSgoQANLS0oQbVaPRIDs7G4mJicjIyBCvwPvkk8lkwuLFi7FgwQLk5uYiLi4OaWlpwm368Y9/HBqNBqmpqUhKSkJxcbEgUHNzcwEAeXl5eOGFF6DT6ZCSkgK9Xo8NGzYgJycHpaWlwgFqt9sF8UcXJF2gJE7phkxMTITVahWEIfA+Gbdt2zaYTCY8ePBAuBrpMDWbzYLOXb16dQx5uH79elitViQnJyMvL0+Qqg8ePIBWq8X69ethNptx79494fgkaUkCkgStXq8Xzs7ExEQsW7ZMuC/37dsHh8OBAwcO4JlnnkFKSgosFgvi4+NjyETOZVxcnHB3OhwOJCcni+M0Gg02bNgAp9OJ5ORkQWUUFRUJQrG8vBwGgwEVFRWiH06nEw8ePBD0sNFoRHJycoxLlgRsaWkptFotkpOTUVBQIOrNmzcLYpekrslkwsOHD8W4c3Jy8PzzzwuXqk6nE87atLQ0WCwWpKamwmQyoaysDDqdDmvXrkVeXh7WrFmDwsJC4aDdunUrHA6HcNRWVFTAarWitLQURqMR27Ztw7JlywSpeeDAATgcDuHSTUtLE/NJstFsNqO8vBwmkwkbNmwQ+0Cv12PLli2w2+1ITk4WrlWLxSKI0KSkJDidTrz33nvQaDTYsWMHjEaj2J88bu/evcLda7fbUVlZCavVKtyndJvu2bMHVqtVnMf3SVbv2bNHELQf1XlKoikYDAKY+6Y/vykuO09JoLJ+lPN0aGgIALBgwQIAwPnz52Pu19/fD2COPuL/AUxSoaurSzyfgDkHaWVlJYA5vybpOtkPSZ/nb//2bwOY+9Yvj+c3yUkr8pvtpCN5fYbOUp5/7NgxAMCePXsAzDlQWfN4Eqe8PmlM+jhJR9KByprHk+Bj/0mSyP5Ljp/5x3/8RwAf9JmyBuYcmaTyeA1eUz5HdnZyDCQuX3vtNQBza0wHqex95TeQOWbOCeece4pzwJqOVdY8nwQqHaMkWnk8CVG2c49xj/Ab6bI3l/PDOecacI1k5ynHy+M5X7LTlB7eRzlPmUetsVyz/1xz2XlKIpX1k2gcFRUVFRUVFRUVFRUVFRUVFRUVFZVf9Tw1efof//EfmJ6eFs5TEqT37t3D2NiYcJjevn0bExMTglTl8Tdv3sTo6Chu3ryJkZERQZ7evHkToVAIb731liBNXS5XTH316lWMj4/jzTffxOjoKAYHB3Hjxg243W5MTk5iYGAA4+PjuHDhAsLhMM6cOYNQKITu7m5BGNIdOd8Refz4cUGkys5TEpQkDQcGBtDQ0CBco8FgEKdOnUIkEsHp06cRDocFUVhTU4NAICDI0vPnzyMcDuP8+fPw+Xzo6OjA1NQU2tvbEQgEcO7cOUQiETQ1NSEcDuPChQui3yQw3W43Wltb4fF40NjYiHA4jNraWkG2hkIh1NfXC2JxZGREOEhfe+01+P1+nDhxAlevXhUk5dGjR4UDk+7SYDAY4+wMh8NoaGiA1+vF4cOHMTAwIFywJ06cwPj4uHC11tXVCVJzYGBAkKrHjx+H2+1GZ2enIEb9fr/od3d3N0ZHRwWheebMGQwPD+PMmTPweDzo6upCNBoV7tgLFy6Ieabztq+vD1VVVYL4vHz5MqqqquDz+fDmm28iGo2is7MT4+PjOH36tCBVSQ7Pd6jW1dXB5/OhtrYWY2Nj6O7uFiQviU232y0IUzpeuU9IpNJZyvkjedzR0YFwOIyWlhbhKCUpOn9fnjhxAi6XK2Z/kkRl+3x3Kfcrx1VTUxPjPD1+/LioPR6PIFd5/okTJzA4OIiWlhaEw2GcPn36P/MZpKKioqKioqKioqKioqKioqKioqKioqKi8iuTpyJPFy9ejNTUVOTl5QmiNCsrCwCQmZkJrVYrCNOMjAzk5eUhKysLcXFxyMjIQH5+PjIzMwEghkTl+UajEYsWLcKCBQuQn5//AfI0IyNDkInJycl45plnsHjxYtjtdixevBjPPvss8vPz8cILL6CgoACrV69GYWEhVqxYIZyndInOJ+9IatIBSbKPpCeJwr1798JqtSI+Ph4GgwHr168XxGRBQQHWrl0LrVaLsrIyFBQUYMOGDYIstFgsiIuLg06nw8qVK2EymRAXF4fFixcL92daWpogZrVarSAgExISUFhYiA0bNmD58uWCpExMTITFYsG+fftgMplEPysrK2MIxFdffRVFRUXC1UnyMDExEU6nE4mJiTCZTDhw4ADMZrMgJvfu3YuioiLEx8ejpKQEDx8+FNfV6/XYvn07HA4HkpKSYLPZcODAAeh0OixYsEC4OG02G7Zt2ybmwWazCefrpk2boNfrhQN01apVMJlM2Lx5syBB588rAJhMJkGWPnz4EGazGfv370dBQQHu3r2LJUuWYOvWrbDZbEhJSYFGo8GWLVuQm5uL1atXC5cdid6CggJBEJeXl8NoNCI+Ph5arRYbN26E1WrF/v37YTKZhEt0dnYWJpMJr776KpxOp5ifffv2CVcoCWWn04mHDx/CYrGI6/P+AMT+oRvWbrcLopSO0vj4eDidTuFkTU5OFo5ah8MhCGLON0nqHTt2CIKVhKfD4UB8fLwgOOlTJHHKuqioCOnp6dDr9U9FnvJ5wHE+yXkqO06f1nlKJ5rsPOV1eD7dU3q9HgCwadOmmH7u2rUrZj5I/9H/SDqSJKvsPCUtyeNJ69G3SRqS+4KOVdYHDx6MOZ60IIl2ErE8njSi7N1jO2lI9pdEK/tHOpLt9O3Qkfbee+8BmPP2kbjl8bIPU3aizo/syKSrkGPkOSRKeU9SvaTcOaccMwlQeQ5Zc87p09y7dy+AOZ8lPbKyY5QuQfaXa8L7ya5B9of9lfcMx885op+TRC7bZacr+8OaBOyjnLHs76McrCRWeT8Spmxnf7k+nG/Wj1pz2cH6YXLjxo2Y2uv1xtSyg9PlcsXUfH4x165di6llFx7JdIbPD6axsTGm5vOBkUlx+XzZuTWfwAY+6Ib7kz/5k5j6Bz/4QUzNvcTI1LA816R+Ge4NhhQ3I88vKWRG9n+ROmZk1+HXv/71mPrzn//8Y9t/nuvxb/7mb2Lqr3zlKzH1d77znZha9qTJcyg7xGR6ns9whmQ4I3tk5TmWfYkkvRnZoSo7wfirKwxJ9Edd/x/+4R9iarn/8hrxVxkedX3Z0/utb30rppb3yDe+8Q08LnK77ICT/Yyy41ZFRUVFRUVFRUVFRUVFRUXlVy1PRZ7SdTo+Pi6cp7du3UI0GsXMzIxwmvJ9Hk+yNBqN4vbt24hGo4JUJYl6+/Zt4TwdGhpCNBpFX18frl+/jv7+fkGejoyM4MqVKxgbGxPkqc/nw/T0NHp7ewV5GolEcPbsWQwPD+PcuXMYGRlBZ2cnvF4vampq4Ha7Y0g8knvz3Z2NjY3w+/3CkUoStaGhAUNDQ2hvbxdO0kgkglOnTiEUCuHs2bOYnJzE2bNnBbk3PDyMnp4eBAIBnDlzBl6vV5Cw3d3dgogdGRlBe3s7wuEwqqurcfHiRUGetrS0iH7SJTo0NIT6+nqEQiFBgh45cgR9fX2CHCVRSlLx9ddfRyAQQF1dHVwuF06cOCGIzfkEIklKujePHj2KQCAg7ltVVQW/34+jR4+ir68Phw8fhtfrFeQkyVvZhUpXLF2qTU1Nwnnq8/nQ2dmJiYkJ9PT0CNfp6Ogourq6BOlLgpPkaG9vL3p6evAf//EfuHbtGkZHR9HY2CgIV/bb5XKhsbFRuF7Hx8cFOdzS0iII1HA4LAhfjufYsWPCBRsKhYQr9OjRo4IUnb+vSIDSrTp/nOFwWDhe6cxtaWmJ2V8kYEmkzt9/JFDZPxLFJEllItXn832APOX+qK6uRl9fnyBpjx8/jv7+fjQ1NSEUCqGnp+c/8xmkoqKioqKioqKioqKioqKioqKioqKioqLyK5MPTZ6mpaUhOzsbqampgiCNj4+PcZbOr0mgpaWlCepz/nkkVUmiLly4UJCnycnJWLJkCYqKipCdnY2SkhIsXbpU0Krp6emIi4tDcXExli5dKgjO5cuXC/cl3aj5+fl48cUXxXk2m004TXfu3BnjgNyxYwesVisqKiqEw5PHWa1WzM7OChLUYDAgOTkZhYWF2Lp1K/Ly8rBq1SpoNBqsWrUKOp0OpaWlyM/Px8OHDwVBqdFo8M4770Cj0WDjxo0oLCwUjs9NmzZBo9EIEpLkYFJSEgoKCrBlyxZoNBpUVFQI0tRoNCIuLg4Wi0Ucv2PHDuEitVqt2L59OywWC3bu3AmLxYL9+/fHkKMkHmdnZwVpW1RUJNyXAGCz2XDw4EFYrVbs27cPxcXFSEpKiiEyOU+7d+9GSUmJuC6J2Li4ODG/nE+n04mUlBRBDMruWM63VqvF2rVrBbFrNBrx9ttvY9GiRVi9ejXy8/ORnp6OpUuX4rnnnoNWqxWEKknN+Ph46HQ6bNy4UThPLRYLSktL4XA48O6770Kn02HTpk2CPLbb7Xj33XeFA5cEJAlYOkOtVqsgk+ko3bNnDxwOh5iXrVu3wmg0Yu3atYIktlgsmJ2dhdlsxtatW2E2m7Ft2zY4HA7s2LFDkKIOhwPl5eXQarVITEyE0WgU87hr1y44nU7s3bsXZrNZzPfOnTvF+tpsthjnqc1mAwBBIhcVFQmSle1paWkwGo2/kPM0EokAmKNP6Dxl/H4/gDnClDXXX3ae0nHKftOBSgLq7NmzMfcbGBgAMEfFnTlzBsAHnac8n85TOkVZk76RfZUkzeg0lZ2h9F+SEKUfk/7N6urqmPEdP348pmb7tm3bAMz5PJmTJ0/G9I9+TtKX9IOyPyTPSFORNCMxy/GQ1vre974HYI6eItVF+pCUE+klUk30X84/h31kzWPYB96T5BbnmHNKhycdoCQwOWYSppwjzjHXkMQpPbLcA/TIco5ef/11AHN7iGtGpyodqTye90tPT49pJ5XIPcDxkzwjVcjxys5TEqey85T9kY9n6NmVnae8v+xIJYnH+Wb9KI+tvAc4Hq6fcp6qqKioqKioqKioqKioqKioqKio/L+SD02e3rt3D1NTUzHu0kgkglu3bmFychK3b98WdTQaxZ07dzAxMYG7jmTCRAABAABJREFUd+/GOE/v3r2L8fFx8UqC9fbt2xgeHsbNmzfh8/kEgTo9PY2BgQFMTU3h8uXLiEajwl3Z39+PyclJuN1uXL9+HX19fZicnMS1a9cEgToyMoKenh6Ew2F0dHTA6/XGuCBJUA4NDQlSsa6uDn6/H/X19TFOSNb19fXw+/1obm5GIBAQZGR3d7e4HwlLl8uFs2fPYmRkBN3d3QgEArh8+TImJiYEIXvu3DkMDw8LopH9owuzo6MD0WgUPT09iEQiaGtrE/0jsUqCtL+/XxCqJA+rqqrgcrkEQUoykQQrycTGxkZBUNLhSafn4OCgIFOrq6sxMDCA48ePw+/349ixY+I6gUBAkI0kfOcTlH6/XxC9bW1tYj59Pp+o29raEAqF0NXVhZGREZw/fx6BQCBmfsfGxtDb24upqSlcu3YN9+/fx7lz53D9+nW8+eabGB4eRmNjI4aHh1FfX4+rV68KUrWjowOjo6Po6elBX1+fcIi2tLQgFAoJB2tbW5tw2Xq9XkGm0lHb1NQkzh8cHERtba1wpNKp6/F4UFdXJ87nuEZHR4X7tLOzUxC6XFcSxSSM3W63mLf5+5TrTJKU7l6eN3/dSaYePXo05vhjx44J4pgkLd204XBYkacqKioqKioqKioqKioqKioqKioqKioqKr82eSrydOHChcJHmp6eDq1Wi6ysrA+QpImJiUhPT0d8fLxwo6anp4vXvLw88ZqRkYGCggKkpaXBYDAgKysLdrsdixYtgtPpRFpaGoqLi7FkyRJ8/OMfh1arRVpaGuLj4/HOO+9g6dKlSEhIiCFPP/axjwk3am5uLlasWAGj0SjI04qKCuGKdDgcghjcvn27cEWSXJRdqHa7HQ8fPhQOT71ejwcPHggiUqvVIi4uDiaTCWlpacIDm5eXhxdffFFcT6PR4IUXXkBeXh5Wr14tzrdarUhISEB+fj42b94s3J35+flYv349li1bhqSkJOTk5GDTpk0wGAyoqKiAXq8XpCxJwx07dsBsNuPAgQNifHSZ8j52ux2VlZWCFDWbzaJ9//79cDgc2L9/P4qLi4Ujde/evTFk6YEDB+BwOFBZWSkITLo+5/eDjlk6Qzdv3gyr1SrmiwRmcnIyjEYjysrKRLter8fs7Cw0Gg3WrFmDvLw8rF27FgaDAYmJiVi4cCFeeukl5OTkYOXKlcI9a7FYsGvXLhQXFyMzMxM6nQ5xcXF45plnxPXoXq2srMSyZcuQlZUFi8Ui3LIkgePi4gQhbDQasXfvXkHMch3oHJ1PcPJ9jpsuXF5n06ZNMJvN2L59e8w60V3L65WVlaGwsBDbtm2D1WpFZWWlIGrn3/fhw4fCOUvieD7BSkfq7t27UVxcLByofH/fvn0wm81ITU0V7tkPGzqMSbvRPUqiVHaesn5SO72VsvO0oKAAALBixQoAc05Tnsf7r1q1CgCg0+kAzDkNeR86T+mXJBFPfyXpPLmmj5O+SfojSS+S3KZDlDVDdyPvz/7s3LkTwJyTlUQsz09LS4u5P32c7D/vT1KXNCbJadKJsq+T16MPk35MXo816UPWpEm5DgDwh3/4hzHvcU/wHFKwnFN6HGXnKfvI41mToJTXgHO0b9++mDHLjlPWbOccytfnnNKDyzXmHuT9SYzy+iRkZQ8t7yc7SeU9IztPSaDSeSo7VkmkLl++HMAH9yz7S4cp15jzzVp2tvJ42YtLgpfnk2L+MKGLmOHnm+HnnOGcPep82UPL5wKzevXqmJqfK6a8vDym5nOdId3MkGhnZH8k54z5oz/6o5j6pZdeiqk59wzXnCHhznCPMdwbjOxClh2ocrvsz+SaMvy8M/wMM1/4whdi6nXr1sXUsj9TdsoCH/Soyn93ZIemPIfzqXfg5/uX50deQ9kjK8+RvL/5uX3U/eXryw5Wec/KayC3yx5a+fp83jLy/MieXnmPyg5Z/s1k5DV+Urv8mfviF7+Ip83ExMRj2y9duvTU15yf+vr6x7bLe06O7NGVI3tt5cgeWzmyG1mO7BKWI6+JnP/9v//3Y9v5N/VR+dKXvvTY9ifN3x//8R8/tl329Mp50vj++q//+rHtsldZzl/8xV98pPa//Mu//EjnP3z48LHtf/VXf/XY9if9CsSXv/zlx7Y/af3lv2tPG/mZJUf+u6eioqKioqKioqKiovLLyFORp5OTk7h3754gSsfHx2Ncp/LryMiIIFHpOuXrnTt3EI1GcevWLUGgBoNBzMzMwOPx4Pr16xgaGsLNmzcFgXrlyhWMjo4KctPtdmN6ehpDQ0O4fv26IFSvXLmCSCSCixcvYnR0FOfPnxckoc/nQ0NDgyAw3W43ampqhBOSxGQgEEBDQ4Nwg5LIJIEaiUTQ2NiIUCiEM2fOIBQK4dy5c5iYmMC5c+diSMquri5BmHq9Xly5cgWhUAidnZ0YHh5Ga2srQqEQ3nzzTfj9fkGatrW1IRgMorm5GX6/H2fOnMHQ0BDq6uoQiUTQ3t4uSMShoSFBrs4f33wClOOtra1FMBiMcXIODg4KMvGNN96A1+vFz372MwwMDKCqqgqDg4M4fPgw+vv7UVVVhf7+fhw7dky8T3cmicaBgQFB9tLJSVdqc3MzfD4fmpqaxHyGQiFB5tIF297eDpfLhdraWuGs9fv9aG1tRSQSial5figUwvnz5xGJRMT6NTU14dKlSzhx4gTcbjeam5tx5coV1NTUIBQK4fTp05iZmUFXVxdcLhfq6+tx+fJl4ZAlyVtTU4OBgQGxH44ePSqI5d7eXvE+yeUTJ05gcHBQkL0tLS2CNKXblk7XQCAg1rGhoUE4S0m00hkbDAZFO9eN+3e+G5Xt84lprv/JkyeFk3ZwcFC4W2tqahAMBlFdXQ2v14vOzk5B6KqoqKioqKioqKioqKioqKioqKioqKioqPw65KnJ09TUVOTl5QmXKd2mfJ3vQiWRCkA4T0mqzq95vslkwuLFi5GamoqcnBwA7/vkHA4HcnJykJaWhoKCAiQlJSExMRF2u10QKgsXLoTT6cSSJUvw7LPPCkJ16dKlWLlyJQoLC1FaWiqcoDabDXv27BEkpNPpRGJioiD26AQ1Go2orKyEyWTCnj17YDKZBKE6OzsLo9GIhw8fIi8vDytWrEB+fj5WrFgBnU6HpKQk5OfnY+XKlYJ4zMvLQ3FxsSBfCgsLkZ2dDb1ej/v37wsHqMPhwP3792E0GrFy5UrY7XZkZWUhPz8fGzZsgNFoRGlpqSAiDQYDUlNTBcHocDiQlpYGk8mE+Ph4WCwWVFZWCoLUZrPh5ZdfFu/T6elwOLBv3z7YbDZ88pOfxMc//nHExcWhqKgI+/btE7QDaav5ryReSUKS8AUgyEc6RklY0i1K8pT9NZvNSEhIgMViwcOHD2EwGLBt2zYsWrQImzZtgk6nw6pVq1BYWCgIYLpQASAvLw8bNmxATk4ONmzYAJvNhoyMDGi1WnH9yspKPPvss1i6dCkKCwuFi/SFF14QRKjBYMCaNWtgs9mQnp6O3Nxc4RzdtWuXIFbz8vLw9ttvIz8/XxCvdKQmJCTAbDZj8+bNMBgMWL9+PfR6PdavXy/GaTabUVZWFkOIJiQkwGq1AnifSCwrK4NOp0NKSgrsdrs4LjExUawjHai8P52nJHAdDgd2794tSC7WdNOSPOZ86fX6j+Q8JXFEh6nsNCVpydpsNsfUT+s85f1cLheAOXpHdp52d3cDAFJTUwEANTU1AOZICdl5Kvs4WZPgpO9xwYIFAOZ8l6QH6SClk5TXJxFKHycJU9Y7duwAMOc45fXp6yQ9SV8n/ZysSV/SD0oakv3j/HI8pKvouyRNRccpazpROV9///d/DyCWXvrOd74DYI4u4TGkFUjdkKgixUMKj30kNUcH6Gc/+1kAc45REqMcM+fk8OHDAID9+/cD+KADlV7ZAwcOxLQzvB6pPnppued4f57P41lzzUnM0jvLNWLNPfnTn/405n6sOT7WvL/sMOV8kdbgmpIeYTv7I3t85fmXHah0nvJ+j3KefvWrX4WKioqKioqKioqKioqKioqKioqKyn/lPDV5evfuXUGOjo2NiVe+T/cpydKbN2/+3OP5/q1btzA2NoZbt24hFAphZmYGQ0NDmJqaEmSpy+XC+Pg4rl69itHRUVy9ehXT09Pwer24fv06/H6/OO/69eviuLNnzyIajeLChQsIh8OCdKSjkuQknZIkS+mupFuyuroaPp8vhuSb78js7OwUrlK/34/Tp09jbGwMZ8+exY0bN4Tb9Pz585icnMSVK1cQjUbFODo6OuD3+9HT0yNcohcuXEBrayuGhobQ09ODyclJdHZ2IhgMCofrqVOnhCt1ZGQEbW1tgqyc72ytq6sT4yFpODAwIEjRw4cPIxAICBKVLsw33ngDV65cweHDh+HxeHDkyBH09fXh8OHDMS5UEpkkGE+cOIFAICBcm/X19YIgne9Wra+vRyAQEP2lU7S1tRVerxcdHR2CKPX7/WhoaMD09DTOnj0rXJx0h9LRGQgEcOHCBUxNTeHChQsYHR1Fe3s7hoaGcPz4cfT29qKxsRFjY2Po6emBx+NBY2Mj+vr60NnZCZ/PJ4jlc+fOYWRkBGfOnIHb7UZTU5PYf2NjY2hubhb9vHfvHq5evSrIU5fLhebmZjH/HB/HMzw8jO7ubgSDQbS3twvCeGhoSBC6dMrSCdvQ0CDmwev1iuOOHTsmyGiS1OwHSVPOv9frxbFjx9Df3y+OJ6F85MgRDA0NidempiaMjIzg9OnT/5nPIBUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVlV+ZfGjyNDU1FYsWLUJqairy8/NjyFJ6PQsLCz9AnKanpwN4nzzVaDTile0kT7Ozs2E0GpGVlQWbzYa8vDw8fPgQGRkZgijNzs6GTqdDamqqoByXLl0K4H0HWnFxMXJycvCJT3xCHFdQUIA1a9YgNzcXaWlpsNlsSEpKgl6vx+7du2G1WgXFSudoRUUFjEYjtm/fDovFgn379gnSz2azCcIxMTEROp0OW7ZsQW5uriD1kpOTYbVahVOTRGNiYiLy8/Px4osvIjc3F88//zx0Oh3Wrl0LjUaD9evXw2AwoLy8HBqNBomJiTCbzUhJSYHZbMY777yD3NxcbNy4EVqtVrg/N2/eLFynJpNJEItbt24VRKnVahWk4rvvvhtDOH7yk5+Ew+HAzp07UVRUhL1796K4uBif+tSn4HA4cPDgQeE+LSoqwssvvwyn04mDBw/C6XTiwYMHcDqdePXVV2NcqiRY6dQksUkXJ12yiYmJggwmeavRaJCQkACj0Yi1a9cKR6hWq8W6deug1+uxceNGFBQUiNeUlBQsXboUzz//vJhPjUaDLVu2wGw2IykpCWazGVlZWbBarViwYAE0Go24XkJCAnQ6HTZu3AidTof33nsPOp0OmzdvRkFBAR4+fIilS5fiE5/4BPLz80V/3nrrLSQlJWHXrl1IT09HcnKyIEmLioowOzsLi8WC8vJyGI1GzM7OQq/XC2frli1bYDKZhOOVxC4JUc4TydOtW7fGOHh37NghyFLOM12xdKNaLBYkJSXFHJeQkICioiJx/aSkJEFkO51O8ZmW3WWPC52npN1k5yldhaTXZMcpjyeByvrDOk/pNH2U81Sr1QIANm7cCACC7CWNSN8kXWV0/z3KeUovHsfLdtmXSZqQ4+Dxsq+TRDDpQPaPBKzsNOX1ZKcp6cdH+Tzpy5R9l/Tg8X705sk1+8u9wfVYuXIlGM4B3+M15FqeM9nlxz6T4uWckeCU3YQcs+wQZTin9Mpy73EP8Hx6Ljnn9I8VFhYCALZv3w5gzo9Jby3paM45HaQkQumr5HhZ06nK+z3KoSo7T7lmJFJ5vLxnSbiy/u///b8DmHM3cg/Itew8Zc09wD0kOyMflxs3bsTUXq83ppZdeSTNGbqCmWvXrsXUsqvtwoULMbXs16yrq4up+XxgSBUzdA4zpHAZ2W9JCpuR/ZKyO5Fry5AaZrhXGFLMjOy3JLXNkN5mvvvd78bUsr/z7/7u72Lqz3/+8zG17O6T66997WsxtexA/XnnyL7Ab3zjGzG17IOUxyB7aEliM/J+JTnNyJ5YuZ2fX0ZeI9nXR9Kb4a8WMCTJmQcPHsTU//Iv/xJTy55c/joAw887I/sjZYfqN7/5zZhaHt/f/u3fxtTyHpDPl9dYPv9zn/scVFRUVFRUVFRUVFRUVFRUVH6V86HJ07fffls4TycnJ3Hr1i1EIpEY5+no6Chu3rwpyNKxsTHcvn0bExMTuHfvniBRefx88vTmzZsYHh7GrVu3BHnq9/vx1ltvibqvrw9jY2O4cuUKJiYm4PP5MDMzA7/fj+npaQwMDGBychKXLl1CJBLBmTNnMDIyglOnTiEYDKKjowM+nw8nTpyA1+sVjs/jx49jaGhIuCBPnjwpHJ10V9Ll6XK5hMOyra0NoVAoxsE5PDyM06dPC7el1+tFW1sbJiYmcPHiRYTDYZw5cwYTExM4deoUfD6fcEueOXMGY2NjaGtrQzgcFmQjnZ7Nzc0YGxvDmTNnMDw8jI6ODoyOjqKrqwt+vx/Nzc2C3Ozt7cXx48cRCATEOEgaNjY2IhAICEKxuroa/f39Yl6OHj0Kn8+H119/HV6vV7hO6TatqqrC0NAQXnvtNbhcLjF/P/vZz2IIXhKsDQ0NwtUaDAZRX1+PoaEhtLW1CcKR7lcSkiRSA4EAenp6MDIygtbWVjGv812xjY2NmJqaEqTxqVOnMDg4KNalq6tLrBdJ3cHBQXH/9vZ29Pb2CoLz9OnTcLlcuHjxoiBIw+EwLl26hMnJSbF+HR0d4v1QKISqqipMTEygp6cHg4ODqKqqwsDAAFpaWgRxGwgExHnd3d3CnUsSl6/cl/39/YJ4bmhoEIRqMBgU5On8fUpX6nzimOs830FLstXtdot1qqqqEqQqSdtwOKzIUxUVFRUVFRUVFRUVFRUVFRUVFRUVFRWVX5s8FXm6cOFCpKWlITc3F+np6dDpdEhPT0dCQoJwndJpmpWVFfM+HaeZmZmIi4tDdna2aAfeJ9YMBgMWLlyIoqIiLF68GBaLBenp6YIwzc7ORmFhIZKTk/Hw4UM4HA4sWrQIFosFS5cuhdPpRH5+Pp577jloNBokJSVBp9NhzZo14t5msxkVFRXCDWm1WoX7NCEhAU6nEzt37hRuUzpQnU6nIDXnE6gGgwHr1q2DVqvF6tWrodPpsG7dOkE0Go1GMVcvvPCCcKPm5uZi3bp1MBgMgohMTExEbm4u1q5dK8gag8GAjIwM5OTkCIJ17dq1yMvLw5o1a6DT6QSRuGnTJhiNRmzcuBEOhwMLFiyA0+kU5CPJ0eTkZOF4XbZsGVJSUmCz2ZCWlobi4mIkJSXhueeeQ3JyMoqKipCUlASn04kFCxagqKgI8fHxWL58OT7zmc/EOFR3794tSF2HwyHISJKm852ndJsaDAZs3rxZOECNRiO2bNnygfk2GAx49913YTabkZycDK1Wi7KyMmg0GgDvE4bLli3DokWLsHr1aphMJqSkpCAvLw8vvPACDAYDNm3aJEhdo9GI+/fvCzfqkiVLsHv3buTl5SE5ORkGgwHx8fEoLCzEokWLxLosWbIE69atg9lsxoYNGwTpabPZkJycDI1Gg9LSUmg0GuzevVsQzCSK2Q+dTifcpyRO6XilKzU+Ph5Wq1Wsz/bt2wXZzP3pdDoFYUqSurKyEg6HAw8fPhRuWRKq3Ofz9/HOnTtht9uxd+9esV+cTifS0tKg0+meijyl83R0dBTAB52nzNM6Tz0eD4BHO0/PnTsHYI44o/OUVCKdp+zPqVOnAMwRWvRf7t69GwBQVVUVc7zsgyRFRALsX//1X2P6w5r00c9+9jMAczQinaU8njXpR/o32R/2j+Ojz5N0JB2pjOz7fOONNwDM0UgyJSVTTbKPlOQZaaFvf/vbAOboI1JFX/ziF8U1/vqv/xoA8JWvfAUA8K1vfSvmGJJiJMRIhpEI4xySAKPzk8QpnaKcY9Z0ntJJyuPlOeac8HjOIdecc/7uu+/GHF9ZWQkAqK+vBzBHSdbW1gKYI1TpSGW7XHM8pIy55hwPPbWkimXnqeyt/fGPfwxgjljlfHLNSUeSSH2U85REKtt5fXpwSVUq56mKioqKioqKioqKioqKioqKiorK/6t5KvJ0amoK9+7dw8TEBO7evStcpZFIBLdv3xY1X8PhMGZmZjA+Po67d+/GOFNJqs7MzAhCdXh4GG+99RZcLhfeeusteL1e3Lp1Cx6PB9PT07h27RpGR0cFeTo0NIQbN24gEAhgenoag4ODmJiYwLVr1zA+Po7z588LZ2M4HEZraysCgQDq6uoEoef1eoXjsaamBm63W7STCDxx4oQgKoeGhtDY2Ai/3y9IyI6ODkQiEXR0dGB4eBinTp3C+Pg4zp07h4mJCbS1tSEQCKC9vV0QqHR1ejwedHV1YXh4GE1NTZiamhKuza6uLty4cQPnz59HIBDAmTNnEIlEcOrUKYyNjeHcuXOCeA2FQmhra0MwGERTUxOCwSDq6urg9XrR0NCAQCCA48eP4+rVq3jttddw7do1vPbaazh//jx+/OMf4/Lly/i3f/s3XLp0CT/60Y/Q0dGB7373uzh9+jR+8IMfoKenBz/4wQ9w9uxZ/NM//RMuXLiAH/7wh7h8+TJ++tOfwuPx4OjRo/B4PPjJT36CK1eu4OjRo8KJOjQ0hJaWFng8HtG/lpYWjIyMoL29HaFQCO3t7YKc9fl8wlXa2toKj8eDM2fOCPJyeHgY7e3tmJycxMWLFxGNRgV5evr0aUQiEfT09GB4eFjML19JBPf09AgXKQnSaDSKc+fOYXJyEkNDQ8JlOjw8jDfffBPT09OiH5cuXUIwGBT7SiaOSZqSKCUx2t7eLvoTCoUEmdrU1BTjKiUJS3KUjlg6T3kcXaYkSvlaX18Pv98vCNT5+57Xn0+gcv1OnjwJj8eDjo4O5TxVUVFRUVFRUVFRUVFRUVFRUVFRUVFRUfm1Shyplyflm9/85uzChQuRmpqKO3fuID09Hbdu3UJmZiZu376N7Oxs3L59GxkZGbhz5w4yMjJE+927d0XNdp6XlZWFW7duISsrCzdu3MDChQvx7rvvQqPRYHx8HOnp6RgdHUVeXh7effddmEwmXL9+HQ8ePEA0GkVBQQGmp6exePFi3LhxAzk5OZiamoJWq8XMzAwKCwsxNDSEvLw8XL9+HcuWLUMwGITFYkF/fz/sdjs8Hg+Ki4vh8Xhgt9vhdruh1+vh8XiwfPlyeDweFBUVwev1wmazwePxwGKxwOPxwGAwIBQKwWg0YmRkBGazGcPDwzAYDBgaGoLRaEQ0GkVeXh7C4TDy8vIwPj4Oq9UKv9+PZ599Fn19fTAajQiFQuL6Op0Ok5OTKCkpQV9fH3Jzc8V9QqEQ7HY7wuEwNBoNRkZGYDQaEYlEYDKZEAwG4XA44HK54HQ64XK5YDab4fF44HQ64fP54HA40NfXh2XLlsHj8cBqtWJgYAAlJSXo7+/Hxz72MQwODqKkpARerxclJSViHngcz+/r60NJSQmGhoZQVFQkzhsYGIDNZkN/fz/MZjP8fj/0er3o78jIiJh/vV6PUCgEk8mEQCAAs9ks5pPzMTw8DJPJBJfLBZvNhomJCVitVkxOTkKn08HtdsNgMMDtdov943A4EAwGYTAY4PV6YTKZxLwNDQ3BarVibGxM9G/p0qWYnJwU85KSkoLp6Wnk5+cjGo0iOzsb09PT0Gq1SEhIQGFhIfx+PywWC7xeL3JycjA2NoaCggIMDw/D6XQiHA7DYrHA7XaL8RkMBgSDQZhMJrGewWAQRqMRfr8fDocDXq9X9N9qteLSpUswmUwYHR1FUVGRmG+32w2HwyH2Jc/zer2wWq0xrw6HA0NDQ3A6nfB6vXA6nejr60NxcbHYF263GzabDaOjo7Db7fjWt76FQ4cOxT35KQH88Ic/nAWAu3fvAphzlNJxSBfpzMxMTC23s6YjdXp6OuZ6t27dAjDnOPX7/QDmfJZsp/O0v78fAGA0GgEAY2NjAObI1MHBQQBzvslgMAhgzvF58eJFAHO+x/PnzwOY82/29vYCmHOrXrlyBcCcb/PNN9+MOZ7kLO/H/tG3yeuxfWhoKKa/PJ5+SvZfr9fHnE/fJu9HX2ZfX1/MeNjfF154IWZ8dMmS7OX4zp49CwBYs2YNAKC7uxsAsH79ejA9PT0AgLVr1wKA+D/heQ5reU45Rs4Z+yzPCeeAzk15Dq9evRpzPXo1WbOdazQwMABgzhnKOeKvAHAOeTz3HH2+PJ4OVN6Pc8o9x/5xTtkfXo/OV3o6eTzHx/mS15A1+8/rcw05f9wznF86ULnH2X7p0iUAwIsvvvhz68uXL8fcn2TtV7/61Sc+K/75n/855h8efB4wubm5MTU//wyfC8z4+HhMzecCMzU1FVPLzlTODUMinuHzgNmwYUNMzb3DcI4Yku8MP0ePaudzguHcM7IXWO4/99yjzpc9wLITlp9Zhp8VZt26dTE1P+vM5s2bY+rOzs6YesuWLZDT0dERU89/lgBAa2trTM19y/AZxMhrIM+BfP6T2vmMZPhcetT5/Bwy/HwxfDYz/HUFZr4/GvjgGvNzyshfcpL3mOwF5ueW4TOdkfeAPL/y9eXzn7R+n/vc5574nDh06NBj/wOFz9RHhX7qR2VkZOSx7fIayfH5fI9tpxf7UZE/V3LkPSynoaHhse3yHpIjr6mcJ/3qyJO+WEf3+qPS1dX12HZ6yR+VkydPPradf/seFf5axKMiP+flyM89Ofy3zqMifyae9nz5mSJHdnfL4S+wPCpbt259bPuT+l9WVvbY9qampse2/+Zv/uaH+u+On/3sZx/uf8h4RGSn+tOmvLz8I50/OTn5kc6X/x4/bfirJ79oKioqPtL5/LfoL5o9e/Z8pPOBuV+u+UXzUdfgSc+yJ+VJn7Un5Umf5SflSc/6J6W5ufkjnf/KK6888VlRXV39kZ4THzVP+vfGf3b4q0a/rDzp781/dp7074n/7HzUZ8xHDX8165eVlpaWX+r99+3b96H+PWEwGH6pz4lfdvgLe7+uOXjw4C+7C7/U8Nf3fl2j1+uf+Jz40OQpXad3797F+Pg4bt26hWg0KghUukzv3LkTQ6Devn0bkUhEHH/nzh1Eo1FBqt69exejo6O4c+cORkZGcPv2bXi9XoyPj8Pn8+HGjRvwer2YnJzEtWvXMDk5iatXr2JsbAwejwdvvfUWAoEAZmZm4Ha7cf36dVy6dAnj4+M4ffq0cJ7SIUrnqcfjQW1trXBLer1e4Y6sra2Fz+cTxCCdncePH485r6mpSTg5SUzSpRkIBHDhwgWMjIwId2dnZyeuX7+Orq4uDA0Nobm5GS6XC52dnQiHw6ivr8fAwABqa2sRCoXQ09MjnJx+v18QlhcvXowhTru6ujA6OorGxkZ4PB4cO3YMvb29gjCsqalBOBxGTU0NAoEAjh07hlAoJFyaVVVVoh4ZGUFNTQ2CwSCqq6vh9Xrxk5/8BH19ffjhD3+IgYEB/PjHP8a1a9fw4x//GL29vfjJT34iXueTrdXV1RgcHERDQwNGRkYEaUpXbEtLC3p7ewVJ2tnZGUP00vna3d2NkZERdHZ2Ynx8XMxrXV0dAoEADh8+LNywkUgE3d3duHnzJk6dOhUzzyRz55Os0WgUly5dEq7a6elpuFyuGNL3/PnzGB0dhdfrxbvvvove3l6EQiEcP35cOG/dbrdY98bGRuGujUQiYt+1tLQIAjkcDov1I3FbV1cnSFESoHTx+nw+tLa2IhwOo6GhAX6/Hw0NDcJROn8f19TUxDhQ2U5SVSapuZ+PHTsGt9uNqqoquFwuNDY2IhKJKPJURUVFRUVFRUVFRUVFRUVFRUVFRUVFReXXJr+Q87SgoADp6ekAgPT0dGg0GmRnZwMAMjIyoNFokJGRAQDIysoCAOE2nf/K4woLC5GRkQGj0Yjs7GyYzWYsXboU8fHxSEtLg91uR05ODpYuXYqCggIkJibinXfeQXx8PBYuXAiz2YyFCxfCbrdj8eLF+NjHPgadToeUlBThIM3JycHWrVthMpmEg7OiogJOpxN79uyBw+FAXFyceN9kMsU4Iun6pHvSarUiLi4OWq0WiYmJ0Ov1mJ2dhcPhQFpaGrRaLe7fvy+cngaDAWlpaTAYDCgtLYVOp0NycjIKCgqwceNGmM1m7NmzBzqdTtxn8eLF0Ov1WLFiBfLz85GQkID8/HysWbMGubm5WLNmjXCHajQabNq0CTabDZWVlSgqKkJ6ejosFgsSEhJgs9mwf/9+OBwOHDhwAMXFxThw4ACeeeYZJCUloaSkBHFxcXjuueeQmJiIoqIivPrqq1i2bBleffVVPPPMM/jsZz+LZ599Fp/5zGdQVFSET33qU/jEJz6BxMRELF++HImJiYLGKCoqEvO5bds2MW4SPXR8arVa4aalC3TTpk0wmUwoLy+HVqtFfHy8IOromDUajVi5ciVycnJQWlqKgoICrF+/HlqtFhs2bIDBYMCWLVtgtVrFvGdkZKCgoABxcXHQ6/VYsmQJjEYj3nvvPej1epSWlsJgMCAlJQVZWVl4/vnnYTQasXjxYixevBiJiYlYvHgxVqxYgby8PHHd7du3Y+nSpVi3bh10Oh3i4uJQWFiIHTt2iH1iNBpRVlYGo9Eo9s3GjRuF49VsNmP79u3CyUtXLF2zFosFZWVlwnVqsViwc+dO4e612+3YvXs3HA6HWO/KykrhNKWj12azCccvAFHTlVpUVCTcp9nZ2SgoKHgq5ymJz3A4DGDO7/gopyn3A6k7trOWnackS+k0pQOUlB19kCQxSY6QcKCPkt+y5fGyL5N+S16fPkj6HWXnKf2TCxYsADDng6R/kv7KT3/60wDmfJp0kr7++usA5vyWbKevkg5T9ofHp6amxtTbtm0DMOfv5PH0f8p+TLb/4z/+IwDg937v9wAAf//3fw8A+NM//VMAwHe+852Y/nzzm9+Mqb/xjW/EzCcw50HlMbIXlR7VP/qjPwIw59T8nd/5HQDAj370IwAfdJ5yDjmn3GNcQ3pgOWaGc8Try95YHs+a3luuSV1dHYA5Ty5JS9JFpIBIa7Cd4ydlwT1GDy6/Dcz7cY04XvaHx8veWo6ftew8lT28HP+HdZ7y+lwf9o+OU+U8VVFRUVFRUVFRUVFRUVFRUVFRUfl/LU9Fnl6/fj3GdTqfIOXrnTt3BIH680jT27dvC2J1/vt37txBKBTCrVu34PV6MTMzA7/fj+vXr2NwcBBTU1O4fPkyIpEIrly5gqmpKXi9Xty8eRN+vx+Tk5Po7e3F+Pg4zp49i0gkIghGOi1PnjyJQCAgSDuSeXREnjx5MobcI3laU1ODwcFBnDhxQrgjSUaGw2FBHHZ2diIYDKKnp0e4POmy9Pv9OHXqFIaHhwVhOp9Q9Pl8OHLkiCAseT2v14tTp05henoaFy9exNTUFLq7uzE+Pi7cmy0tLcKxGQ6H0dLSAr/fjyNHjgin6+DgIA4fPgyPx4M33ngDg4ODwkn62muvYWBgAIcOHRKEKZ2oLpcLhw4dgsvlwk9/+lP09fXh3//93+HxeHDo0CFcuXIFP/3pT9Hb24t///d/jyFnSYaS3OU8sL9NTU2CwBwZGUFraytCoZBwx7a0tCAUCqG5uVnMSzAYxOnTpzE2NiYI3JaWFrHeIyMjOHbsGAYHB4XztaWlBcFgUJCg58+fx+TkJFpaWjA4OIienh5BrA4NDaGjowOTk5Po7+/HyMgIzp8/j5s3b+Lq1auCxBwbGxPO0vr6euHU9fl8aGtrQzQaRW1tLVwulyCa6+vrRT/oPOX+oauW8xUIBISDt6amRhDPXGe/3y9csiRLuY9ramrgcrnEfqbzlO5UEqecp2PHjsHj8aCqqkq4UN1uN1paWjA2NvaBn5RUUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVH5fzUfmjxNS0vDokWLkJaWBo1Gg9TUVOTn5yM7Oxvx8fHIyMiAVqtFVlYWNBoNMjMzBVGan58vSNOsrCzEx8fHkKcajQbp6enQ6/XIzMyE3W7HokWLYDKZkJGRAYfDgby8PCxatEg4jB4+fIj4+HhBqi5atAglJSXQ6XRYsGABrFYrUlNTYTAYcP/+fej1eqSnp8NqtaKiogIOhwN79+4VxJ7VahWk386dO2EwGFBWViaIPJ5HMtBsNmPLli0oKCjApk2bYLVakZiYCJ1Oh/Xr1yM3Nxfr1q1DYWEh1q9fj2XLliE9PR1Lly7F1q1bYTQakZ+fD5PJhOTkZBiNRsTHx8NgMGDHjh3Q6/VIS0tDTk4O1q5di/z8fKxatQo5OTmCfHzhhRdQWFiIrVu3wmazITs7G06nE/fv34fT6cTu3buh1+uxY8cOFBcXIzk5GU6nEwcPHoTT6URlZSWcTif279+PkpISHDx4EMXFxfit3/ot4VxzOBx45ZVX4HQ68dnPfhZFRUX45Cc/ieeeew6f+cxnsGzZMhw4cABGoxGVlZWCgM3JycH69ethMBhQUVEBm82G5ORkQcKSmDUYDNi4cSOsViuSkpJQWFiITZs2wWAwYNOmTTAajdi8eTPMZjM2btyIwsJCrF69GmazWRCqGzZsgFarRVlZGYqLi/GpT30KeXl5eO+991BQUIDnnnsOeXl5eOmll7B06VI8//zz0Gg02LBhA/R6PRISEqDX65GYmIjs7GyUlJQgLy8PH/vYx/Dcc88JEpVkbHp6OsxmMxISErBo0SKUlpaK9ea+s9ls2L17NywWCxITEwXRzHHRk6jX67Fp0yZYLBZBRm/btg0WiwWVlZUxJCmJ06SkJHE9q9UqCOn5+5T7meQp97HD4UBiYiKsViv27NmDZcuWISkpCVarFfv374fNZsOBAwdgtVqRnZ0t5vvDhgQ6fzOdDlMSpqxJs9FdSJqN57Nmu8PhADDnPCVNV1BQAGDObUWnKV2nJN/pZyPZunv3bgBzbkDShPRpsh/0wtEBQA8e6TySrTxf9uTRe/fgwYOY63N8JID37dsHYM5FyN/c5/VImPL4T33qUzHH02VB3+auXbsAvE8Wz78e/Zq//du/HTP+3//93wcwN48kTjlvX/jCFwDMefC+8pWvPLae/x69XV/60pdirknfNsdIIpIOU/aRNDvnjHPIOZBrjpF7UPY78vjPfvazAD7otZNdhTyee5b0Mx1D3NtcQ64RKWTen7+6wGfrb/3WbwGY22P8tQbe7zOf+QyAOecpiVvOB4lczh+JVB7P+aQbkfMh72G2s2Z//uf//J8A5rx7HD/3DGt5vT5M6DRm6IdlZOcCSXOGzwOGvleGc8HQp8vMJ6SBD7rvduzYEVOTBGf4HGK++93vxtR/8Ad/EFOTsmbk8X3/+9+PqeW5JAXMyE4SUskM9x5DKpghzcz84Ac/eOz58vhIrDNf+9rXHttO2vxR7cAHieWvf/3rj635THpUH//wD/8wpiZZzchrJM+x3E4SnuHnj/mXf/mXx7bLJLy8B+V2Pi+Yn/zkJzE1P3+MPD55juU9Jo+PvybAyHuUvy7AyPP/rW9967H3/5u/+ZuY+nOf+xxUVFRUVFRUVFRUVFRUVFRUfpXz1M7Te/fuIRqN4t69e5iYmBCOU/n19u3bCIfDuHnzJsbGxsTxdKHSkcr67bffxsjICG7evAmPx4PJyUlBng4NDWFqagr9/f3/P/beOzyu6z7QfqegV6KXQZmCGTQ2USKpwt5JsBdJNq04Tpzd59l8m7rJljhlU3Y3ZXdTnt0ktmVZhRIrSKIXAiBAggUkAKL33lnETpsige8PPb8DzFUoiva36+Tzef/Bc3Bn7tx7zpkhJeLFy8TEBK2trdy4cUOZp+3t7Vy/fp3GxkZu3rxJTU0NIyMjFBcXq9bmyMgIRUVFqm0qzceOjg5OnDihjL2uri4KCwtVU3JuO1LMv8LCQvr6+igrK2N0dJQzZ87Q29urTEIxXs+fP8/o6CjNzc0MDQ1RVFREV1cXpaWl3LhxQ7VMxcwUU1HMQjnfhQsXGB8fp76+noGBAS5fvqyMQPk6NDREfn4+V69e5cSJEzQ3N3Ps2DF6enrIz8+ns7OTQ4cO0dbWxocffkhLSwtHjhyhsbGR999/n4aGBt577z2uXr3K//7f/5vLly/zgx/8gCtXrvDDH/6QhoYG/v7v/57Lly/z3e9+lwsXLvC9732PhoYGPvnkE/r7+8nPz1cGaF9fn2p2Hj9+nKamJmVEipEqxmVFRYVqyPb39yvzVEzMM2fOKIN0aGiIyspKuru7qaysZGhoiLNnz9LX10dJSQmdnZ0UFhYyOTmpWrfnz59nZGREmb9VVVUMDg6q+a+pqVHr2t7eTkNDgzJYz507R11dHY8ePaKyslKZq93d3aqpW1lZyfj4ONXV1YyNjVFYWOjVzBUztKSkRDVqZR90dXWp+ysqKqK/v5/CwkK1Hzo7O9W+kX1ZUlKi1rWrq0vtW/kqjVRp90oLVczUU6dOeY1zc3O9rvPEiRPKcNXNU41Go9FoNBqNRqPRaDQajUaj0Wg0P0/8ROZpbGwsQUFBxMbGKrNUDK+5BmpqairBwcFYLJYvPD4sLAyLxUJISAgWi4Xg4GAcDgcRERH4+fmpxmdAQAAej4eYmBiio6OVefrZZ59hNpsJDQ3F6XQqs9DtdivD0mQy4fF42LlzJykpKVgsFtxutzLvxDjds2cPmZmZyhAU81OMvp07d5Kenq6apmazWTUsnU4nT58+JS4uTjUvX3/9dWWkSmszJiaGJUuWkJyczJYtW9R1REZG8tprr5GYmMiKFStIT0/H19eXpKQkfHx8mDdvHsuWLVMmZExMDEuXLlXtzJSUFB4/fkx4eDgrVqwgLS2NvXv3kpWVxfT0NIsWLVIm5MGDB1WrNDs7m69//essWLCAgIAAsrOzCQgIUA3URYsWERQUxIIFCwgNDWX+/Pn4+vry0ksvERQUxPz58wkMDGTRokWYzWbcbjcHDx4kMzOTp0+fkpmZiY+PDx6Ph6CgIBITE/Hz82PBggVYLBavJqnJZCIpKYk1a9Zgt9vZsGEDKSkpqnm6fv160tLSsFqtZGVlERAQgM1mY3p6GrvdzqpVq7Db7aopunnzZmXCZmRkEBAQQGpqKr6+vmo9UlNTVavWx8dHHRcLOiUlhb179yqjODQ0lOXLlzNv3jxeffVVkpOTMZlM2O12rFar13Vv2bKFzMxMZdhu375dXZ/T6eTx48c4nU58fX1JTk5WpvSWLVuw2+3KjDaZTKSnp+Pn54fT6WTz5s24XC78/f29jFKz2YzH4yEnJwePx8PMzAxut5ucnBzVRk1LS2Pnzp3K2Jq7/3fs2KEeP7eR6u/vj81meyHz9M6dOwCMjIwAs/ZKf38/MGsPSvNUkMapGLnPap7K9UvTVIzPuro6ANVivnbtGjBr4UnjVAzOM2fOABATEwPMNk7F0BSLSOwesXrkeqT/KHaRNETFJpLmqfQspc8p5z9x4gQw27+UsRiqx44dAz7/3IVZ60jsRul1yvXI48WYO3XqFDA7/9IDNfYx5flibYkNJBbS7/zO7wCz1pA8/k/+5E+AWVvsj/7ojwBvA00eI8f+9E//FID/+B//IzDbUf21X/s1YNaMEgtW5lAsPJljMUbFthNDU+ZY5lzu+Wtf+xow2xAVK1FMLzFAZY7FYJWxrJk83rhm8vjTp08Ds9av2IzGRqqMZc2M3VpprMrY2EgVo8u4hjKW+ZA9LBahjI3NU2PjVIxTY+NU7ERpnMr6yPXI+Dvf+Q4ajUaj0Wg0Go1Go9FoNBqNRvMvma9snj569IipqSmvVunk5CT37t1jamqKe/fuMT4+7vV1eHiY27dvMzo6qtqnYq7euXOH0dFR7t69y/DwMPfv32doaIibN2/S29urmqa3b9+mvb2dmzdvcvXqVcbHx2loaGBiYoLOzk5u3bpFR0cHt27d4sqVKwwMDJCXl0dra6sy6nJzc5VBKk3HuU3I06dP09bWxsmTJ1U7sre3V5l/J0+epL29XbUhxeQTw1QapzU1NQwODnLu3DnVXh0cHKS8vJy2tjYqKysZHR2lsrJSma8tLS1e5+np6fFqdI6NjXHp0iWuX7/O5cuXmZyc5MqVK4yNjVFTU0NraysVFRVMTU1RU1PDwMAA+fn5tLS0cOrUKVpbWzl69Cjt7e0cOnSIa9eucfjwYTo6Ovjkk09oaWnh0KFDNDY28u6773L16lXVLv3e977H1atX+d73vselS5d49913uXbtGu+99x5NTU384Ac/oL6+no8++kidv7m5WTVVjxw5ogxXMSFbWlooKytT7dnOzk5llJaXlzM4OKjM2+LiYgYHB6msrFTGZVtbG/n5+fT19VFeXk5HRwcVFRUMDg6Sn59PY2MjJ0+eVE3Xq1evcuTIEbV+YpjKujc0NFBUVMS1a9coLi7m2rVr1NTU8OjRI+rq6ujr66Ourk41Tru6uqioqKC/v5/a2lpGR0eVwVpRUaEM0tbWVmWaSot2rqEs6ycG81zTuaCggI6ODk6dOqX2aU9PD8XFxfT19VFYWKj2aUdHB8ePH1ft087OToqLi1WbV75Ku1fMU9nXYl7LcTGzOzs7KS8vZ3R0VJunGo1Go9FoNBqNRqPRaDQajUaj0Wh+bngh8zQsLIzAwEDi4+OV4RUUFER0dPQXjNS5X+Pi4r7wVXpOYqoGBgaSmJhIeHg4/v7+REdHYzabCQgIIDMzk9jYWCIjI0lMTOSzzz7jyZMnWK1WwsPDSU9PJzExUZl869evV4ZiZmYmn332GXFxccrc27Ztm+rapaWlMTMzQ3p6ujJSpS0phuiuXbvweDzs2rVLtSUdDgdWqxWbzcbatWuJjY1lenqa+Ph4Vq9e7WWcvvzyyyQmJrJ161ZlOLpcLtauXYvD4SAyMhK73a7aliaTCafTSVBQEBEREbz22mskJSUxMzODzWbDz8+PyMhI3njjDZxOp7J8165dq8xY6ea53W6vNmZmZiZvvvkm2dnZvP3228yfPx+TyYTL5eJrX/saGRkZqnH6jW98g4ULF3Lw4EEWLlyI2WxWTVQxSBctWqRM04CAALKystT1HzhwgIyMDGZmZsjMzMTPzw+Hw8GTJ0/U/Mr9irnpcDjYuHGjaoVKw1HWSQzMtLQ0njx5gtvtxsfHB4fDwfr163E6ncrU3LFjB1lZWQQHB5OSkqKua9OmTURFRbF06VKSkpKUuWm1WsnIyMBms+F0OvnRj35EQkICS5YswWaz8cYbb5CWlkZoaKhaf3k9h8Oh9vzMzAxJSUls2bJF7Tdpu9rtdtauXavOJ+1Xh8PB1q1bSUtLUyYvoMxTh8Oh7tvPz0/tRzFPpbHqdrvVeMeOHWre3G4327dvx+PxKCNX7nv37t24XC527txJWloau3fvJi0tjeDg4Bdunsr7Ojk5GZhth0qLVMZimEqb1DiWNqmMZT6kNSjdSDFHly1bBsw2P+XzSay+1atXq/mE2Zaq9B3F0JTXFRtReo7G5qmMpT8pdp+xeSrXKXai9DJ3794NzPYt9+/f7/X6YjvK55Q8X8xbsSfluDRc5fxyP3JcGofSA/32t78NzPYsxTh99dVXAfjt3/5tALX2YotK01SM01WrVgHwh3/4hwCsXLlS3btcg3xPGqjSPJ2engZmG5qCrKU8X+ZYkHsQjHMsDdN33nnH67gYqzInxjkWY3XRokVe55e9JwamXI/sdWNj1bjGcn5jk1ReXx4ve0D2hDRO5fFyP3J9YuQam6fyev/qX/0rr+NimMpY7se4p2UshqmxgSrrJcbpT9I8lfefIHP8rOMyB4KxOWrs1sbGxnqNZV8L8jkhGBuncs9CUlKS11g6sYL0ewXZw8Jv/uZveo2lLSw8fvzYayx7QDD2M4171NgoNR6XvS0YO8CytoJxvsSAF9asWeM1FqtcWL9+vdfY2Ms0HocvNjbls0WQzwvBOMeynwXjGhobofLZ96znG+dQjG3B+LllxLhH5M8kwdhWFiP9Wcfl/S8YPwd/9Vd/1WtsnB9jY9V4/8aGqfHPfWO31njcuH7Pe/5XYXJy8kuPX7169YXPOZfi4uIvPW6cMyPy2w6ehfFzyIixA2vkt37rt36q5z/vtwDIb394Fsb3hBH5rRLP4nn3/7w9YfxcMyJt9mdh7CQb+YM/+IMvPf68+TV2go0Y39NGjJ3mF+V59yd/L3sW//k//+cvPW58Txt53v58HvJbR57FL/7iL/5U59doNBqNRqPRaDSa/y/4yv94+ujRIx4/fkxkZCQTExNER0er/7ExOTmJyWRibGwMQH2dmJhQ44SEBDWe+32A0dFRkpKSGB0dxWw2Mzg4iMlkoq+vD5vNRltbG1arleHhYSwWC42NjcTHx9Pb24vVaqW5uZmAgAAuXLgAfP4rK4ODgzl58iQHDhygoKCAdevWUVBQgI+PD2VlZfj4+HDq1Cm2b9/OyZMnsVgsFBQUsGvXLoqLi9m0aROlpaUEBQWRn5/P9u3bycvLw2QyUVBQQE5ODqWlpaxdu5bq6mreeOMNLl68iMViobq6mnXr1lFbW8vy5cu5du0a/v7+nDt3jsePH3P27FkCAgIoLS1l27ZtlJWVsW7dOkpKStTzfXx8uHjxIosWLaK2thb4/FeR+vj4cObMGVavXs25c+cwm82Ul5ezcuVKKioqMJlM5Ofn8/jxY06dOsX+/fs5cuQI3/jGNzh16hT+/v588MEHPH36VP3qzyNHjrB//34+/PBDfuEXfoEPP/wQs9nMoUOHMJvNfPTRR1gsFg4fPoyfnx/f//73eeedd/jggw84ePAg3/ve9/jmN7/JoUOH+PrXv84nn3zC/v37yc3N5a233qKwsBCLxUJxcTHbt2+noKCA7du3U15ejtVqpaioiE2bNlFVVYXJZKKsrAyr1UpJSQlr1qyhvLwci8VCYWEhMzMzFBQUsGPHDvLz88nJyaGiogKAc+fO4efnR2VlJRaLhdOnT/P48WNKSkrYs2cP1dXVmEwmSktL2bx5Mw0NDcTFxXHp0iVCQ0O5cOECYWFhlJWV8aMf/YiysjJWrVpFVVUVFouFixcv8vTpU65evUpgYCA1NTU8efKE8+fPs27dOoqLi1m7di21tbVYrVbKy8tZvXo1NTU1rF+/nsrKSkwmk7rPyspKZmZmqKysxGq1UlhYyObNmykqKmJmZob8/HysVivFxcVs2bKFoqIifH19KSkpwWQycerUKXJycsjPz2fHjh3k5eWRk5NDXl4eO3bsIDc3l507d5KXl6fOt3v3bk6fPo3ZbOb48ePs2bOH3Nxc9u7dy6lTp9T3d+/ezYULF/D391f7T6PRaDQajUaj0Wg0Go1Go9FoNBqN5v/vfOV/PA0ICCAkJESZpmLZiX0zt3malJSkfso+ODiYhISEf7KNmpCQQEhICImJiaqLGRYWplqpKSkphISEkJGRQUJCAtHR0SQlJfH48WOePn1Keno64eHhZGdnqzZmfHw8W7duJTMzk+DgYNxuN5999hkxMTGqiblt2zYcDgc7d+7E5XIp8y4nJ0d9TU1NVeapGHvSQIXPbaGZmRlSUlKYmZkhNjaWl156iYSEBFauXInNZuO1117DZrNhtVpJSEgAPjdeAgMDsdvt5OTkYLfbWbNmDSkpKWzcuBGHw4HFYsFms7F8+XLCw8NZvny5anQmJCTw2muvqa8pKSmsX79emZBiUGZlZeHj40NWVhZf+9rXyMzM5Bvf+Abz58/n6dOnZGdnK+P2zTffZMGCBZhMJhYuXMg3v/lN1T7NzMzEZDKRkZHB/v37cblcvPnmm6pxmpWVxbe//W2ys7Px9fUlNTWVAwcOkJ2djdVqJTU1VbVNt23bht1uZ9euXTidTmVIbtmyRTVcpVmalJSk5gNQxqiYlXJ/iYmJPH78mMTERK95SUpKYuvWrWq9pLGamJioDNVt27Z5tT1NJhMJCQm8/vrrpKamsmrVKpKTk1UDNCQkhPj4eEJDQwkNDfVq1SYkJLB+/XpllKakpPD6668TFRXFypUrcTqdPHnyhNTUVLXeK1euVOapmLhOp5OtW7eSnp6uDFQxords2YLD4VD7UMzSucb03Obp3Map2+3GZDLhcDjYvXs3brebPXv2qP0/10Tdt28fmZmZ6j0ppuBXwdg8FdtHGqdimMrY6XQCs41TWe9nNU+F1tZWr/GlS5fU5wrAlStX1H3DbPM0KioKmG2CyueX9BrF4JS+o9h83/3ud72uRxqoYoRJb1JsvO9///vAF5unYhdKL1PMiqNHj3q9vozlfqTXKbai9DDFtpTzyfNzc3OBWXNAep1yP9K/lPH/+B//w+v+/ut//a/ArFH3Z3/2Z8CsySI9UxmLwTC3eSpWhJxD7DQxUP/yL/8SmLVH/vZv/9brmmWOxZiU5qnYCDInYmT98Ic/9LoHaYSKRSxrIE3Rd9991+vxclysXBnLHEujVPaMrJGsucz5vn37gNnmqZw/Ly8P+LzXDbMNVLEO5fli2EmHd8+ePV73K/Mje07eY3I/Mh+yZ2WP/cM//IPXfBrnV8bG5qmM5T0h9yN7XK5HXk83TzUajUaj0Wg0Go1Go9FoNBrNv3S+cvP04cOHfPrppzx48IDr16/z4MEDrwbqgwcPGBsb4/79+wwPD3P37l2vxum9e/eYmJjg/v37TE5O8ujRI/X9sbExHjx4wOTkJHfv3mVgYIAbN27Q19fHnTt36OzsZGJigoaGBsbGxmhpaeHWrVu0t7dz69YtmpubmZqa4uzZswwMDFBQUEBDQwOffPKJV/u0tLSU3t5e8vLy6OrqUm3H06dP09/fr8anTp1Sx6WV2d7eTn5+Pl1dXaohKU3Os2fPMjExQV1dHZOTk1y6dEk1LUdHRykpKWFkZISKigpaWlqoqamht7eX8vJy2tvbVRuzoKCAtrY2CgoKGB4e5vz584yNjXHlyhVGRkaora1lYGCAS5cuMT4+rs5fXl5OT08PRUVF9PX1cfz4cVpaWjh+/Ditra0cOnSItrY23nvvPRobG1UD9dixY7S1tfH+++/T2Niovsrjvve979HU1MTHH3+s2qXt7e0cPnyYnp4e3nvvPZqbm3n//fdpb2/no48+Ynh4mGPHjtHX10dubi6Dg4MUFhbS29vL4cOH6e7u5tixY3R1dakGZ0FBgWq8DgwMqCZqZWUl/f39lJeX09XVxdmzZ+nr61ON2tLSUoaGhjh79iyjo6PU1NSo8fDwMJWVlQwMDFBaWqratyMjI5SVldHd3a2arydPnqS1tVWtr7RHq6qquHXrFufOnaO7u/sL562trWV8fJy6ujrVQh0ZGeHSpUsMDAxw8eJFJiYmuHTpEsPDw6ppW1VVxdDQEFVVVaqJ2t/fT2lpKT09PeTl5akmrsyTXFdfXx8FBQVezdPc3Fy1jzs6OsjPz6ejo4OCggI1v3Le7u5ur5aqtICl+dva2qpavBUVFQwPD2vzVKPRaDQajUaj0Wg0Go1Go9FoNBrNzw0vZJ5GRETg5+enWqbweccpISGBoKAgbDYbwcHBmM1mQkJCsFgshISEYDKZCAoKUuPp6WlltYWEhGA2m1XbMDw8HLPZrAzVuU3TmJgY4uPjSU9Px2QyYbFYiIiIYMmSJaSkpODr60tCQoIyDsPCwkhLS2Pfvn2Eh4er71utVtLS0ti5cycOh0OZfzk5OaSlpSkjVAw/aUDu3LmT9PR0pqenvdqcT58+JSUlBbPZTGpqKmazGZfLxdOnT0lMTGTNmjXYbDZWrlyJy+UiNTWVxMREnjx5QnJyMgEBAap56XQ68fHxITk5mZmZGcLCwnjllVeUyWq32zGZTKrtKq1TMTxTU1PZvXu36mVlZWXxjW98g6ysLA4ePEhGRgZvvvmmap8uXrwYi8VCRkYG77zzDgsWLOCdd95h/vz5HDx4kOzsbPbv38+CBQswm8289NJLWK1WFixYwC/8wi+wZMkS/Pz8WLBgATMzM2RlZfHOO++o83s8Ht58802cTidvvvkmdrtdmZViyppMJlJSUpSp+vTpUxwOh1rPtWvXKtM3NTVVNWctFosyNe12O9PT0yQmJrJq1SrVnrXb7ezYsUOZqGlpaWzfvh273c7evXtJTExk3bp1ykB1Op34+vri8Xjw8/NT85uYmKjW4+WXX1bGZHx8PIsXLyYuLo6VK1cSExPD0qVLSUlJUS1ck8lEbGwsGzZsUOOUlBTWrVunGq4pKSls2rQJh8PB9u3blXmakZGB1WpVzVO5X2nxinkq+zQjIwOTyaTaty6XS7V0d+zY4fV9k8nk1fSdnp5Wz09PTycwMJDk5OQXMk/lfSw23rx584BZo1TGYsvJWGw2aaLK/Er70NgqlSagtA+l0yitVWmViXW3efNmYLb1Jw0/6caJnSjPF6NUunfGXqT0IeX50raSzp7cj7HHKSawzI9cjxipxqap3Lc8X+5b5k/e52InpqWleY3l8dL7lOuX+ZG1leuR1qFcv3TrxC40Nk+N4zfeeANBLFRpF8prSANV7lHafHLc2Ao0dmSNDVTjHMuaGBumsqZiIxsbqGJsSj9Tjsv55PrkfLIG8voyR2JXy56TXubGjRsBsNlswGxnU65n+/btwOzeF8tY9sQ3vvENr/uX+5H5keuT+xGD9llN02ftaZl/GcuelgaqsXlqbLB+FW7duuU17u7u9hobW2sdHR1eY5kTwWiiG/uWly9f9hrL3hOM7UP5HBLEChaMjVKxqIVf//Vf9xr/9V//tdfYeH9i/QrGuRSrWpCWs3Do0CGvsbG1Zzwue0t4//33vcbGpqyxzWdsERrbecb5l2ayIHtnLsZ+n3Esdrxg7B2KKS3IfhX+7u/+7kuvQcxqQfb/s45LJ1oQM14wzpGxj3ngwAGvsfz2A+FrX/ua19i4B4x7RMxvwbjH/uZv/sZrbOwN/sVf/IXX2LiG8tsIBGMj1di1ld8wIBj7kcYOsEaj0Wg0Go1Go9FoNBrNPze+snn66NEjrl+/zo9+9CMmJyeVSXrv3j1GRkaUeXr37l1GRka4c+cOo6OjPHz48Avfl/Ho6Cj3799nZGSE27dvq+MjIyPcu3ePoaEhbt68SUdHB2NjY9TX1zM2NkZTUxM3btygq6tLmadDQ0NUVFTQ3d2tjDsxHHNzc+nt7VXH8/Pz6enpUabhiRMn6OzsJC8vj97eXmX2ieknJqqYgGImlpaW0tHRQVVVFYODg5w/f56+vj6qqqpobW2lsrKSiYkJqqur6enpoaSkhHv37vHxxx/T2NiojMGSkhLa2trIy8ujp6eHM2fOMDIyQnV1NePj41y+fJnR0VHOnz+vDMa+vj6Ki4uVgTk6OkpxcTG9vb3KtD127Bjt7e0cOnRIGaitra189NFH9PT0cOjQIVpaWvjoo49obGzkgw8+oKWlhQ8//JCmpiYOHTpEc3MzH3/8Ma2trXz44YdcvnyZH/zgBzQ1NfHDH/6QhoYG3n33Xa5evarO895776nXaW1t5ejRo2qee3p6lAF8+vRp2tvbKSgoUPMppmlfX59aj6qqKnp6eigvL6etrY3i4mLa29s5deqUWs+Ojg5l8FZUVKh1lNcbHBykqKiIlpYWcnNzlZE6OTmp1rmkpEQZrsPDw5w5c4bBwUFKSkro6OigpqaG4eFhrly5wtDQkNqPzc3NjI2NcfnyZQYGBqivr6e7u5vW1lZ1Pf39/VRWVjI6OkplZSWDg4NUVVXR29tLWVmZ2h/d3d2cPn1a7bfm5mZljJaUlNDT00NhYaHa12Kotre3K3NUzNK5+1Ye19bWpvbHiRMn6OjoUF9lHk+cOEF7eztlZWXaPNVoNBqNRqPRaDQajUaj0Wg0Go1G83PFC5mn8+bNIzAwkLi4OIKCgjCbzco8nds0NZvNBAcHY7FY8Pf3JzY2VjVOxSiVr0FBQcTHxxMcHEx8fLyXyZqcnExERAQZGRnYbDYiIyNJTEwkOztbnTsiIoKFCxeSkJDAmjVriI2NVaZkWFiYMlFtNptqic5tS0r7MTMzU5mQ27dvV0aqGHti6M19nslkUs3KpKQksrOzSU5O9mpZRkVFsWHDBkJDQ3nzzTcJCgpi9erVuFwuNm7cqNqSYjq6XC58fX1JSkpi9erVygBJTEzk1VdfJTExkeXLl6uGZ3p6OiEhIaSmprJr1y6ysrKwWq3Mnz9fNSzffvttXnrpJWZmZli8eDFms5nMzEzeeustsrOz+frXv052djY+Pj5kZ2dz8OBBZZ4uXLiQJ0+ekJaWxltvvcWiRYvw9/dXbdQlS5ZgNptZsGABvr6+LFy4kJmZGXX++fPn4+vrq4xdl8ulWpvSnhXj1mw243A42LZtG8nJyZhMJlwuF1arFafTiZ+fHw6Hg7CwMGw2Gz4+Puo8Mm+pqalYLBaSkpLYvn078fHxvPrqq6oBGhcXx+bNm9V+SUlJYfv27coUTk1NZfXq1cTHx7Nq1SpiY2NZuXIlcXFxPH78GKfTSWBgIElJSczMzBAdHa3MaIvFQmpqKv7+/jgcDqKiojCZTCxevJiYmBhWrFihmqfJycmsWrVKjaVV63K51Lrt3bsXl8tFYGCgMlNdLhc+Pj6kp6erpqnsW4vFQnp6umqeShN1165duFyuL5ine/fuVc9zu93KUN21axdut5uAgABSUlJeyDy9e/cuMNs8Ffulv78fmDUapWlqbJ6KtWdsnvb09ACft4YB2tragNk+5NWrV4FZY0oaqPL4iooKAKKjo4EvNk+l37hjxw5gtgkqhqpYRf/qX/0rYLYfKfafPF+MTrGIxH6U/qbYRNKzFLtHzDYxUI09zSNHjgBw8OBBYLZxKgadjHfv3u11f3L9MpaGqjRQ5bhYSTLff/7nfw7A7/zO7wCzjVMxTP/oj/4IgD/4gz8AZnumc/mrv/orYNaSE3NLXlPmUOZM5lDmROZQxtL4FEtYbDmZEzG75HxGm87YTJU5kD0qayRzLg1RMVClOSrIGopBJk3UnTt3ArM244YNGwAoKSkBYNOmTQBUVlYCX2ycyriwsBCYXVNj81TuR65X5kvmQ+ZX5v/v//7vgVnj1Ng0FftRjDvjcRnLeojpJsdlPLd7q9FoNBqNRqPRaDQajUaj0Wg0/xJ5oebp1NSUMk7v3r2rWqXSOpWmqZilc9unc78/9/l37txhfHzc6/jIyIj6Km3TyclJrl27xuTkJE1NTcpIvX79OvX19V5Gn5h6hw8fpr+/X5moc9ujnZ2dqnF68uRJ1Yxsa2sjPz+f7u5u1eQU41QeJ2ZqaWkpfX19qg159epVRkdHlVFYXl7O0NAQ1dXVPH78mLNnz9LV1cXFixcZGRmhoaGB0dFRCgsLaW5uVoZjSUkJY2NjVFVVMTIywvnz5xkaGuLixYvKBJTzihk5ODiojMuysjI6Ozv5+OOP6ezs5OjRo1y7do1Dhw7R2NiojNGPPvqIa9eu8cEHHyjztLGxUZmlH374Ie3t7co8lfbpxx9/TFNTkzIbZd7EnC0vL2dwcFCZpdLmLCwsZGhoSJm+Ms8FBQX09fV5GaDSAh0YGKC8vFyZl62trRw/fpze3l5lYObl5TE8PExNTY1qwY6NjVFUVMTExIQydUtKSrzOf+bMGVpaWjh9+jTd3d1UVlaq462trcoIrqioYGJigpaWFiYmJmhubqavr48LFy4wMTFBR0eH+v7g4CBtbW2qldrb28uFCxeYmpqitrZWmckDAwPq9aSFKi1dmRcxpsVElXZsYWGhMkV7e3s5fvw4bW1tnDhxQu3fuW1fWSdZH/kq+/nEiRN0dXVx7Ngxte/F1BajWqPRaDQajUaj0Wg0Go1Go9FoNBqN5ucB08zMzFd64H/7b/9tJjw8nKCgIO7du0dgYCD37t0jJCSEe/fuER4ezt27dwkODubu3buEhoZy//59goODefDgwRcebzweEhKinnf37l1CQkK4c+cOYWFhjI6OkpaWxmeffYbNZqO1tRWr1cr9+/eJjIzk5s2buN1uJiYmSEpKoru7m8WLFzM8PIzH46GhoYHw8HD6+vpIT09neHgYh8PB4OAgbrebzs5O0tPT6e3txel00trait1up7+/n/nz59PZ2UlGRgYdHR24XC66urpwOp10dnbidDrp7u7G4XAwMjJCcnIybW1tpKWl0d/fj8fjobu7m0WLFlFXV4fdbmdycpKEhATGxsZwOp0MDg5it9vp6OggMzOTgYEBHA4HbW1t6n5SUlIYGRkhLS2Nvr4+7HY7Y2NjJCcnMzQ0hNPpZHh4GLvdTk9Pj3p+WloaPT09LFy4kK6uLtLT02loaGD+/Pk0NzezZMkSGhsbyczMpLW1lezsbBoaGli0aBEtLS0sXryY5uZm3G43TU1NzJ8/n66uLl566SUaGxtJT0+no6OD9PR0Ojs7cTgctLe34/F4GBgYwO1209LSQkZGhpqn7u5uNX8ZGRl0dXXhcrnUfPb29mK32+nq6iIzM5Oenh7sdrtan/7+fhwOB729vWo+HA4HAwMD6nnJyclq3NfXh8fjYXR0FLfbTX19PR6Ph+HhYVJSUujt7SUpKYnh4WFcLhf9/f1q3mWdHA4HY2NjxMTEMDQ0RGxsLJOTk8ybN49Hjx4RGhpKV1cXHo+He/fuERcXR29vL2azmampKVauXKnuo6enh8TERIaGhnC5XAwPD5OUlER/fz9ut5vu7m711ePx0N/fT2JiIk1NTWRlZTEyMqL2ocfjUfPd3d1NWlqaWufOzk7S0tLU+drb28nMzKSzsxOPx0NLSwtZWVl0dHSQnZ1NW1ub2udut5vh4WHcbjd/9Vd/xaFDh0xf5XPi+9///gzA/fv3gVkT9NNPPwVmG6e3b98GZhup0kCU4zJ+1vOvX78OQFRUFACTk5PAbH9xfHwcmLUQpakovcaJiQlgtul57do14POGLcCFCxeA2YanmK7Sf7x48SIw28NsaWkBZvudV65cAWZ7mMaxPF7GYtZK/7K+vh6Y7VuKibt48WIA2tvbvR5vNG37+vq8rq+zsxOYbag2NTV5zVdjYyMAq1evBmYbkTI/NTU1wGzjVExe6ZmeO3cOwMtSlmtavny51zmkqSlzInPa0NDgdU1yXJqcskZyT2IbyxzKcZkjuUcZNzc3e51Pzi/dWZkDuR55vPH88njpbMpYupwyx7JGsqfEvha7enBwEJhtoMoayesPDAx4nU+uR+ZPxkuXLvW6fnl8XV0dMLtmMl9y/3LcOB/y+jKW94yMZY/Lesn1iD39ne9857mfFf/4j//o9RcP+TwQxBAXbty44TU2Njnl/S/ExMR4jaemprzGxmaqsakqe0aQzwtB9qAgnxeCvG8EeS8IRpvf+AMq0t0VZK6fdVw+TwRpFwvG5qt8bgiyNwTZU4LsNUHsacF4f/I5IsjnhSDd47mUlZV96TXIZ4xgnEPZz4KxlWycY+P5jXMgn1uCfOZ/1ecb28zG48Y1MK6RfK4Ixj1qvL7n7QH5M0UwXr9xD8vnhiCf34Jxjxufb1xj4/r+xm/8xnM/Jz7++OMv/Q8U+XP+Wchn77OQz9hnYVxDI/IbNp6F8X1ixLgnjBjXyEhpaemXHpfP8mdhfE8Zed5vHTGuuRFj1/dFny9/v3gWx48f/9Lj/9TnzFzOnDnzpcfXrVv3pcefl7Qwvode9PWNn/NGzp49+6XH5bdePAv5M/1ZPG//lpeX/1TPl9/G8Sy++c1vfqX/7vjjP/7jr/Y/Mp6B8beUvCjy2zd+Uow97Bflt3/7t3+q57/99ts/1fPlt8z8pMhvsvlJkd8S89Mgv0XoJ8XYhX9R5DfC/KQYm+MvirHh/qIYm+wvyr/9t//2p3r+p59++tzPiuPHj/9UnxM/LUNDQz/Ll1e/CetnRXV19c/09bdv3/4zff1Dhw79TF9ffrPazwrjfwP832bv3r1f6e8TKSkpP9PPiZ818tvHfl558803f9aX8DNFfrvdzyvJycnP/Zx4IfP05s2bPHz4ULVO5evo6KgyRY0Gqny9d++e19e5hunw8LBqp8r4zp076qsYpg0NDcrwu3nzJj09Pdy8eZP29nbGxsa4cOECw8PDFBYWKpO0s7OTM2fOMDAwwNmzZxkZGaG4uFg1NaV1Ks3I3t5eioqKlLEn5mlbWxvHjx9XTcru7m7KysqUQdjf36/GtbW1TE5OKgPy8uXLdHd3c/78eWWUjo2NUVZWRm9vr7q+4uJienp6KCsro7u7mzNnzjA6OsrVq1fp7+/n4sWLDA0NUVVVpUxLeb2BgQEKCwupra3l0KFDXLx4kSNHjtDW1saxY8dobGzk/fffp62tjY8++oj29nbee+89ZaK2tbXxwx/+kJaWFj744AOam5v5wQ9+QH19vVczVeZBTNaamhref/99zp8/z0cffURdXR1Hjhyhvr5eNU7z8/NpaGjgxIkTNDQ0kJubS3t7O0VFRbS3t1NYWKhanp2dnZSWlqp5FdOyt7eXyspKhoaGlPFbUlJCb28v+fn5tLS0cOrUKWW8dnZ2UlxczNDQEMXFxaq52tDQQEVFBV1dXRQUFCiDs62tjaKiIhoaGigvL6e/v59z584xOTmp2qaXLl2ira2NixcvcuvWLRobG5mamuLixYuMjo7S2dnJ8PAwFy5coK+vj+rqaiYnJ7/Q5D179iwDAwOqhSump9y/mM6yz6TRK/MkjViZR2m/njx5kp6eHmX6SlP39OnTXk1T2ffy/dzcXNVCFYO1s7OTsrIyhoaGnvs/2DQajUaj0Wg0Go1Go9FoNBqNRqPRaP7/wldungYGBhIWFoa/vz9xcXGEhIRgtVoJCgoCPm8Hzm2aSgM1MDCQ2NhY1UINCQnBYrH8k1/l+YmJiYSGhpKUlER4eDgZGRnExMQQHh5OXFwcWVlZ+Pn54e/vT1RUFE+fPiUiIoJly5YRFxfHpk2bcDgc7Nq1i8zMTKanpwkPD8fHx4e4uDg2bNhAWloau3fvJjU1le3bt+PxePD19cXhcLBlyxbsdjs+Pj6kpaWxZ88e3G63anJu374du93Oxo0bSUlJYc2aNaqRmpqayoYNG0hOTmb16tXqeEJCAitXriQ6Opply5aRmJjIqlWrSEhIUC3TnTt3YrfbsVqtxMXFsW7dOuLj41m2bBmxsbH4+fmRmJjIunXrcLlcmEwmwsLCWLp0KT4+PmRkZJCcnMzWrVvJysoiICBAtT/T0tL4+te/Tnp6Ou+88w7Z2dn80i/9Ei+//DJWq5WsrCx+4Rd+gfnz5/Otb32LBQsW8Mu//MtkZ2cTGBhIamoqv/ALv8CiRYsIDAwkMTGRXbt2kZycTGBgIB6PB39/f5KTk9mzZw8JCQlMT08TGRnJhg0bVHtW2qWZmZlqfk0mE263m5ycHOx2OzMzMyQnJ7N+/XpSUlLYvHmzmt/4+HhWrlxJamoqW7ZswePxYDKZSEpKIjAwUDVsk5OTVXt006ZNqhErbVmxveR+YmJisFgsxMXF4evrS2xsLK+//jo2m40f/ehHRERE8MYbbxAZGUlAQACBgYFkZWURGRnJ0qVLiYiIICAggNDQUKanp5mensZms7FgwQJcLhdxcXGsWLGCmJgY1q5dS2JiIn5+fqSkpKgWrMzPzp07SU9Px2QykZ6ejo+PDzabjW3btpGRkUFAQAAul4vdu3eTlpbGzp07VZNXWqZ2u51du3apxqnb7WZmZkZZaW63m927d5ORkaEaq7LP9+zZQ3p6OkFBQSQlJX3BMPky7ty5A3yxeSompMPhAL7YPDUel7H0FY3NU7FwjKamGGtGE1OsGWl+yk+8+/v7A7P9S/lJeelJShNVepvSBJX+47e//W1g9iefpUEq/UfpZcpP5cpYjAk/Pz9gtkm6detWYLZhKuTl5QGzPUx5/N69e70eb+xtym8WkF7mli1bgNmmqvy0tVy/rNff/d3fAbPz/xd/8Rde4//yX/4LMNvblOPSSIXZn8T+N//m3wDw13/918Bss1TmWK5BrlHmyNiZlZ/Ol5+eFVvg61//utdYrlGeL3Mm41/5lV/xevw3vvENYHaNZQ7kp0TluFyf/FSaNE7FrpE1kjWRNRD7RX7qcvPmzV6PFztEjos1KZ3bffv2ed2/sQEr1yt7Tq7X2DyVpqn8hLs0aI1NUxnLcVk/2RPyHpDX+9Vf/VVgthP8ne98B41Go9FoNBqNRqPRaDQajUaj+ZfMC5mnN27c4NGjR4yPj3P79m2Ghoa4c+cOk5OTXzBKxUB99OgRU1NTXo1TaaHK16GhIW7fvq0MVmmiDg4O8umnn9LW1sbExAT19fVMTEzQ1NTErVu36OvrU19HR0dpaGhgeHiYqqoqOjo6OH78OM3NzZw8eZK+vj7y8/MZHBxU5qKYemIqnjp1it7eXgoKCpTB19XVxfHjx5XhJ+3IgYEBZT5WVFTQ09NDaWkpw8PDnDlzhv7+ftU4lXaktFmvXr1KT08PNTU1qpHa3t5OXl4era2t6jpra2sZHh7m3LlzjI6OquZpY2OjMl2lmdnd3c2VK1cYHR2lrq5OtVHHx8cpKiqiqamJI0eO0NHRweHDh7l27Ro//OEPaW5u5t133+XatWu8//77NDY28u677yrztLW1lffff5+mpibee+89mpqaOHz4sDIT+/v7uXDhAj09PVRVVamm58TEhDIwa2trGRsb48yZM/T09CgTVO5T2rNyvoqKCjW/fX196j6lpSrzW1BQQGNjozqPGJVlZWXq9cTgHR4eVutQXFzM4OAg5eXl1NXVUVBQwMTEBHV1dTx8+JCmpiYmJye5fPkyAwMD1NXVcfv2bc6dO6f24dDQEJcuXeLOnTtqvi9dusSNGzdobm7mzp07dHd38/jxY3U/VVVVTE1Ned3H0NCQap8WFRUpE7Wjo4OTJ096maJzzdSenh5llubn53s1eee2aMUsFfNUGqdzW7Ry/NixY+pre3s7paWljIyMaPNUo9FoNBqNRqPRaDQajUaj0Wg0Gs3PDS9knopdFx8frwyusLAw4HNDKykpiaCgIGw2m5d5GhMTowyuuY+32WzKNJXvi7kXEhJCcnIy4eHhZGVlkZCQQEREBAkJCWRlZREcHExQUBBhYWFkZmYSGhpKWloaYWFhvPrqq9hsNjZv3kxCQgIbN24kNjaWjRs34nQ6sVqteDwerFYrDoeDHTt2kJ6ejtVqxeVysWPHDlJSUtixY4cy9DweDxaLBafTiclkwul0ehmNqampmEwm7HY769evJzU11cscjYmJYdGiRcTGxjJ//nySkpJYt24dCQkJrFu3juTkZCwWC263G39/f9LS0jCbzcpUjY2NZdmyZdhsNvz8/Jg3bx6vvPKKMu3CwsJ45ZVXlNGYmJjImjVrcLlc7Nq1C7vdTmBgIC6Xi/379zN//nwOHjxIZmamMk7FLDWbzSxevBiTyUR2djZvvvkm2dnZWK1W3G43O3bsUPMQFxeHj48PERERrFmzRpmzqamprFmzBrfbrezjH//4xzgcDlavXk1CQgKbN29W8+10OrFYLLhcLh4/fozT6WTLli24XC5l/JpMJjUvDoeDnJwcUlNTvYxhj8ejjNvVq1eTlJTEhg0blIGYlpamrNANGzbgcDh48uQJ8+bNY8mSJYSFhbFgwQLCw8NZunQpdrsdX19fAgMDycjIICIigtWrV+Pv74+Pjw9hYWEsWbKEiIgIgoKCiIuLw2q1Ehoais1mIzk5mRUrVpCUlMT69etJTk7GZDKRkpLCypUrlWHrdDrZunWrMnFdLhd79uxR5mhiYqI67uPjowxTebzH41EGqpimgFqv9PR09f19+/ap56Wnp3sZp1lZWep9EBwcTEpKiup+fhXkfSw2nDRNxSiVZqkYp88aCzKW9ZOx9OAiIiKA2e5iYmIiMNt7E7NT2lmxsbHAbMsqJSUFmLUHk5OTgVnbUXqP0k6V1xF7T/qc8jpy/Jd/+ZcByMrKAmZtQOlniqGamZkJzNqRcv1iiMp9i80o67p7926v42KcpqWlAbNGqNzftm3bgNnW4zvvvON1/XK90nL8f/6f/8fr/n/3d38XmG3A/v7v/z4wa1XK/cxttImhKHMgxqfYz7/4i7/oNSdinMo1iJEqY7kn6dDJ42UvyFjuScbPOr8YsNIVk9eT88vryRqJ4WpcQ9m7smZJSUnArGEqayDGqKyhrJm8vvT5ZI3EODW+vtyfWM/SdpTzy/xKt0LWUNZD9qgYpfJ8MU7l8XJc1lT2hIxlfuR8sr5fBWkaC2KWC3IvgvRgBWMv0tjklDkTjG1BsXGFoqIir7G8H4X8/HyvsewlQSxdwXj9/+N//A+vsazFs55v7F8Zm2zGJoeY5IJ8XgmffPKJ13jXrl1e4+f1qsRKFozXb7y/P/iDP/Aa/8mf/InX+N//+3//hdf4wz/8Q6+x7DdBzGfh3/27f+c1FtNakP0r/O3f/q3XWIxpwbgGxu7H9773Pa+x7H9BzGvB2FAzzvFbb73lNTau0cGDB73Ghw8f9hrL36mF513/3/zN33iNjY0x+e0BgnEPy28bEP7Df/gPXuP/+l//65c+/8/+7M+8xj9tY02j0Wg0Go1Go9FoNBqN5v80X9k8ffToEZOTkzx48IDJyUnu3LmjTFKjUSrt0rmPf/ToERMTE16PHxkZ4fbt24yNjfHgwQPVSJ2YmODhw4eMjo5y+/ZtOjo6mJiYUGapNE+7urq4c+cOfX193L59m+bmZvr7+7l06ZJXO7SoqEg1Mvv7+6mqqqK3t1eZffJVzDwx/6Q1OfdxYohK83R4eFg1MsvLy+ns7FRG6pkzZ5iYmKC9vZ3JyUkuXbrE6OgoTU1NTExMUFVVxd27d5WZefnyZfr7+6murlbm3+joKJcvX2Z8fJzLly8zOTlJfn6+MiXFSJ2ZmaGtrY2bN29SWlqqmqJtbW0UFxcro1YMRTFIGxsb+eCDD2hqalKN0w8++ICGhgZlpn788cc0NTVx7NgxNT89PT2UlJQow3NycpLa2lp6enqorq5mcHCQyspKZTb29/dz5coV1W4VU7SxsZHy8nJ6e3uVkVpVVaVM3rlGamVlJT09PaqVWlRURH9/v2rFlpeX097ezkcffcTVq1cpKytjfHyckpIS1VBtaWlRRqs0SK9cucL169e5cuUKExMT1NTUcOfOHc6cOUNbW5tq1J4/f56pqSlqa2t59OgRXV1dqkF78+ZNampqlCH68OFDqqur6e7uVo3dyspKBgYGVONWjGUxa0tKSlRTV4zorq4u1XyV/SumqRijYpDKV3lefn6+aqbKuKuri2PHjqnzd3d3K+NUjNQjR47Q1dWlDN3z58//n/wM0mg0Go1Go9FoNBqNRqPRaDQajUaj+WfDCzdPxSIMCgryapgGBwerdil8bqDJ8enpaQIDA0lISCAkJER932w2ExwcjNlsJigoiISEBGXvzX28x+MhPj6eefPmkZiYSFZWFiEhIfj5+REeHk5qairh4eFkZ2cTFRVFUFAQ2dnZREdHKysoLi6O7du3s2DBAkJDQ1XrVMzMuebp1q1bSU1NVabl7t27VTPS5XIxMzOD0+lkw4YN2Gw2ZVxKi9TX15fU1FTMZjORkZEsWLCA2NhYFi9eTGJiIoGBgappGhYWxhtvvEFcXBxLlizBZrPx2muvKTPVZrPx4x//mNTUVPz8/IiOjuaNN97A7XZz69YtMjIySEhIwG634+/vr0zJpKQkfHx8VFs1OTmZLVu2qHamy+VSRun+/fvJysrim9/8pjJSMzIyOHjwIAsWLGBmZoasrCzVxty5c6cyQlNSUpiZmSEuLo6XXnqJ5ORk1qxZQ2pqKtu2bVNN1OTkZGWIms1mnE6naqbKdcvzxNBct26dMntlflNTU9m4caMy7pKSktTYZDKRmppKTk4ODoeDwMBAUlJSlOm6ZcsWYmNjeeONN5Sh53A4lCkrLVQfHx9iYmJ4/fXXsdvt+Pn5KZssOjqaV155RbVq53aAV6xYQVRUlLKgTSaTuo/Y2FiWLFmiDNSUlBTWrVun7ksaumLiikEq5mlcXBwbN25U9ye2nRhY6enpTE9Pexmm27dvx+12KyM1JydHGabSTPV4POzevVvZgenp6cpo9ff3x2azvVDz9Pbt28Dzm6fPaqAax4KMZd3b29uBWdPS2Dytq6vzeryM5XoqKyuBWXNVzDIxNMXykaazWEdiE/393/+911h6mmIjiYUkdqWYY2KsSbNUruf06dMArF27FoCKigqv15ex2DyFhYVe11tQUPCl4+rqamC2pyl9TWlUG60nY+NVrCZpqIqlJMelbzrXJpLGphie0hD92te+BkBubi4wa8lJQ1SMTrHpZCzNUbF4xeQyNk9lTo2d2e9///te92hsqn744Yde9yQdXDm/NEjlemQNxSA9efIkADk5OcDsHO/ZsweA8vJyYHaPiO0oNrXcrzxfrkcsQ2meyv0Z95yYd89rnoohKjahGHrPap7KfIi5J2PZ42Lwyevp5qlGo9FoNBqNRqPRaDQajUaj+ZfOC5mn169f5/79+4yPjyvD9N69e4yOjnLv3j1lnk5OTiqD9M6dO6phOtdUlUbq/fv3GRkZUd8XA1XOd+fOHdrb25mYmODq1atMTEzQ0tLC7du3GRgY4O7du+prT08Pt2/f5tq1awwMDHD27Fl6enqorKxkdHRUNTjFMBUTLy8vj/b2dk6ePEl3dzeFhYX09/eTl5dHV1cXJ06cUObpXJOwrKyMoaEhKioq6O/vVy3OiooK9XrDw8OcP3+eyclJenp6uHPnDvX19UxNTVFdXc3Q0JBqmba0tDA2NsalS5e4fv06dXV1DA0N0draysjICJcuXWJ4eJirV6/S29vL5cuXmZiY4Pz586q92tfXx9mzZ9Xrjo2NUVNTQ3d3NyUlJV8wHaV92dLSwuHDh2lqauLjjz+mra2NI0eOeDVOT548SW9vL/n5+arF2dbWRkVFBZOTk1y4cIHx8XHOnDlDV1eXMl9Pnz6tzFExQbu7uzl16pSa787OTq95FFN0YGCA0tJSZZxKs3ZwcJCamhoGBwfV65w4cYLW1lZyc3MZHR2ltLRUrY9cz9DQEOfPn1cN1O7ubqqrq+nr61Mt3Orqau7evUtTU5Nqxw4ODnL27Fl6e3u5cOECg4ODXLx4kU8//ZSWlhZlwE5OTnL27Fm6u7upqqpShm1bWxsXL15kdHTUq+0614SW5qkYo9IuLSwsVE1UmX8xoGX9xAiWr9I87erq+kLbVAxTaZseP36c1tZWTp48SVtbG7m5ufT09FBRUcHIyIg2TzUajUaj0Wg0Go1Go9FoNBqNRqPR/Nzwlc3TgIAAQkNDCQgIIC4uThmjISEhJCQkEBwcrL5KE3Vu61QaqHPHYpomJCQQGhqqTFQ5T1JSEqGhoWRmZhIbG0toaChRUVFkZGQwb948fHx8CAkJUeZpeno6sbGxLFq0iOjoaF5++WXi4+PZuHGjMgcTEhJYu3YtdrudrVu3KkNPzNO0tDQ2b96Mw+FQhuXevXtxOp3s3btXGZdOp5Pp6WllDqakpKimqhifr7/+OvPmzcPX15fY2FicTidBQUFkZmYSGRnJ8uXLSU5OZmZmhtjYWLKzswkNDeXVV18lPj6ezMxMZTpGRUWxdOlSEhISePnll7Hb7ezZs4e4uDhlRoqx+ejRIxISEpTJCZCamorFYiE6Olrd/+bNm3E6nezbtw+Px8Obb75JZmYmX//618nMzFRt1CdPnpCUlMT27dtVS9bhcLB27VqcTif+/v6kpKSQk5NDUlIST548ISYmhiVLlhAfH88bb7xBUFAQWVlZxMbGsnv3bmV0yvWkpKSo65VWq9lsVgatmJwpKSls2rRJtU/T0tLw9fUlOTlZtU6lZbtt2zbS0tKwWq0kJCTw4x//WLVOxRxOSEjAarWSnJzM6tWrsdlsvPrqq0RFRalmquxxq9Xq1f1dunQp4eHhrFixQjVrpbUq15eQkMD69evJysoiOjqaxMREVq9e7WXoilm7ZcsW0tLSyMnJIS0tTbVK4fMe4rZt23C73fj5+ZGWlqZM6F27duF2u9m1axcej0e1YcVg3blzJ06nUxmou3fvJj09HZPJpNbZ4/Gwa9cuMjMzmZ6eVm3VFzVPxWSUzqM0UMUofVYD1Xj8eU1UmZdnNU/FjvP39wdmG6hyXdKnlMbp1q1bgVmTV+xIaSeKPSl9SGPzVOw+OS42ozxfGqPStxSjVPqWP/rRj4BZM3TDhg1e1ydGakJCgtf1G5uncn9yP9LvlHmV+xOD1NhkNfZDxewVW1Hu73d+53cAWL58OQC/9mu/5vV6MGvlyj2LhStzIp1YOS4dbbkGOS6NUVlTmTMxQuX5cs1yDcZmqnRdFy9eDHyx0yoGrOw1mSN5fWkUGpukModihNrtdq/zyRpJA1XmVAxTOS4dSjm/GKfy+nK/xvszNkdl/mSPGju9sobPap6+/PLLXmNpoBqbp3K/Mp8v0jw1to1lTgR5XwsyJ886LnMkiIEuzG3xwuz7SpD307OOy/tLkDkWjH1OeV8Iv/Vbv+U1ls8jwdhYlTkVZC8KNpvNayx76VnHpZksGOdT+rmCfK4Jxn6mcb6NfVHZc8Lv/d7vfen54YtzZHyMNHyfdQ3ymfus5xsbp8Y1MjZMly1b5jWWzyNB3veC/BnxrNc3Hjd2eY0Yn29snBqPGzu5xj1vbIwa708+0wXjn/vGTq3x+H/8j//Ra2xspRsbqV+FycnJLz1+5cqVLz1u3IdGzpw586XHjXvCyLvvvvulx43vGyPGjq8RY9fXyB//8R9/6XHjnjDyp3/6p1963Pi+NWLsFBsxfm696PONnV0j8mf6szB2fI08b/7kN2o8iz//8z//0uPPW7/n3d/zusDPuz75O9WzeN78P2///vqv//qXHje2sI0Yu8tGvvnNb37pcY1Go9FoNBqNRqP5v8ELmae3bt3ixz/+MVNTU14m6dzGqRipd+7cUc3TqakpHj58yNTUlDJO5XFimt69e5fh4WHVQH348KEyU1tbW5mamuLatWtMTU3R3t7OrVu3VOt0YGCAmzdvquZnS0sLfX19XLhwge7ubs6ePavMRmlCtrW1KcNPmqbSOpWGppiRR48eVa1IMSXFZOzt7aW8vJyBgQHKy8vp6uqivLyc4eFhampqlFna399PR0cHn376KR0dHdy4cYOOjg76+vpobm5meHiYK1eucPPmTS5cuMDAwACNjY1MTExw5coV1Uzt7e1VpmlxcbFqbk5OTnL8+HHOnDnD6dOnlUnb3NxMVVWVaqlOTk5SUlJCQ0MD+fn5tLS0KJP06NGjtLS08NFHHykz8dq1axw/flw1M3t6etT8VFdXc+PGDWXWnjx5ktbWVurq6vjxj3/M4OAgJpOJwcFBrFYrvb29tLa2cvjwYXUfN27c4MyZM8r87O3t5ezZs16N2rKyMnp7e5URXFlZSW9vL6dOnaKpqUmtkzRY5TqLiorUeo2MjHD58mVaWlrUvF2+fFmZoLJuIyMjnDt3juHhYUpLS1Uzd2RkhIsXL3Ljxg2qq6sZHh5W85mfn099fb0yTUtLS2lsbCQ3N5fe3l5qa2uVSSumqayb3Gdvb69qvIoRffr0aTo6OigqKlIGquzLtrY2dd9iBIs5Otc8leZpX18feXl5ylzt7u4mNzeX1tZWjh8/Tnt7uzJST548qd4vYjBrNBqNRqPRaDQajUaj0Wg0Go1Go9H8PPBC5mlYWBh+fn6q6wizppn8VPxcg1S+xsTEEBQURExMjDo+t31qs9kIDQ1V7VT4/CdmbTYbYWFhZGVlER8fT3h4OLGxsWRmZhIeHo6vry/h4eE4nU7VPI2Li+OVV15h3rx5PHnyBH9/f2U8rlq1ipSUFGVcimlqbJ4+ffoUu93O9u3b8Xg87Nu3T5luaWlpbN26VZlyKSkprF+/HqfTiclkwul0EhAQgN1u5/Hjx8ybN4+YmBimp6fJyspSBmlUVBQWiwV/f39lnC5dupTExEQsFgt2u53p6WmioqKUwblgwQJsNpsyTaUBCp9bWUuXLuWNN97A4/GQnJxMfHw8sbGx+Pr6KjM2JSUFX19fIiMjlfG6adMmMjIyePvtt/F4PMzMzJCRkcGbb76p7l9Mx+TkZDZu3KjMXbvdzooVKwgLC2PLli3q/uPi4li2bJm6D5vNxsaNG5U5Fx4erszOtWvXerVOZbx582bVnk1JSWHHjh2qgepwOMjJyVH3M7dhun//fmWout1uPvvsM2w2G9u3bycyMpLAwEASExNZsmSJWu/k5GRMJhNxcXG8/vrr2Gw21q9fj91ux2w2k5iYyPLly1VD1uVy8fjxY2JjY1mzZg3x8fHqvpcuXUpMTAxbtmwhIyNDGakrVqwgNTWVmZkZUlNTWb16tdpHbrdbGaPydefOnap5GhMTw9atW5VRKu1dl8ulDGl5vMViUY9zOp3k5OTgdDpVA3X79u2kpaWxe/duMjMzsVgsqpWakZGhWqjSjH0R8/Tu3bsAjI6OArM/ud7f3w+g9uuzGqhi7clYLMCenh6vcWtrq5o3gMbGRmDW3Lx48SLwxeap2IC1tbVe1y29ze3btwOzfUsxJ6SnKfbjs5qnYjN+97vfBWZtSOlvin0pjdX9+/cDUFxcDMzaOvIP1nK90iwVY03uT8wY6WnK86WJKp/LMt60aRMw21iV65VGqqyX9D6fPHkCzPYtxZCTJqoghsFcg03mQIxEaXaKwXnixAmv15A1kDmR4/J46bKKRSdrYmygShdWxmIvyDXLPcrzAwMDgdkmq5xfXl/mSJqmsgek2SrIcWmcypzL9UhHV84vz5fzy/EDBw54jQWZP3m88X5kjcRQlfmXx0vzVAw+aZqKYSrNU+NxY/fW+B4Q61Je7/d///fRaDQajUaj0Wg0Go1Go9FoNJp/ybxw81QM0rt37zIxMcH9+/eZmpryMkjlqxyfmJjg3r17/2T7dK65Ojw87GWm9vX1cePGDVpbW5mcnOTq1atcv36dtrY2Pv30U/r6+rh16xZdXV3cvHmTjo4OpqamaGpq4vr163R2dqoGZXNzs1fzs7+/X7U3T58+TWdnpzL1pDFZWFj4BSNPGqliJA4ODlJeXq4MVDEle3p6qK2t5caNG1y+fJnbt2/T1dXF2NgYly9fpr+/n4aGBu7cuUNbWxu3bt3i2rVrjI6OUltby+TkJA0NDYyOjlJXV8fU1BSNjY2Mj49TU1Pj1VTNzc3l+vXrTE5OMjg4yLlz57h9+zYNDQ3cv3+f/v5+JicnVWPzwoUL3Lt3j0uXLinTsaWl5QsG4pEjR2htbeXUqVNcu3ZN3W9xcbEyNFtbW8nPz2d0dJTKykpaWlrIy8ujoaGBjz76iMLCQg4dOsSFCxc4f/48fX19tLe3Mzo6qszM+vp69Xw5v8y/GKQ9PT3KqBQTU0zKwsJChoaGOHnyJA0NDZw4cUK1VVtbWykqKqK9vZ3CwkKuX79OfX09jY2N1NXV0d/fz6VLlxgdHVUNWTF1S0tLlbE7NTXF5cuXGR8f5+LFiwwMDHDp0iX1/MnJSWpra9Xj79+/T01NDb29vcoslf0h5xdT9ezZs1+4r7nN0rn3Lfu1vb1d7VcxRcVUFSNVDFxpoophLOs7d71bW1s5cuSIase2t7dTVlamDGqNRqPRaDQajUaj0Wg0Go1Go9FoNJqfB17YPJXeozT75rZMpQ8Js8ZTUFAQcXFx/6ShCrNNxKCgIHVeaaCmpKQQGhpKdnY2CQkJhIWFERUVhcvlIiIiAh8fHyIjIwGUyRkREaEaqa+88grR0dH4+voSFxdHREQEWVlZhISEkJaWRlBQkGqbiuHncrnYsmULDodDmX7SiNyzZw8ul0uZfGIQrlu3DrvdrgxUeb2VK1cSFxfHzMwMgYGBuFwuYmNjCQ8PJyQkBIvFQlhYGGlpaYSHh7NkyRJCQ0O9jM3g4GD8/f2Jj49n4cKFREZG8sYbb5CYmMiaNWsICwtj69ateDweIiIiCA4OJi0tjfv37xMcHMyDBw9wOp3KxAwNDSUrK4uYmBh27txJaGgoT548ITExke3bt5OdnY2vry8ZGRmYzWYcDgfT09O4XC7VFBVDdGZmhpiYGDZs2EBaWho3btwgNjaWX/mVX+HJkyfcu3ePTZs24ePjQ2BgIBEREcrAdTgcqjkq97Nu3TqcTqdah5mZGdUOFaPS7Xbj7++Pw+FgZmZGmYgpKSkcOHAAl8ulWp2rVq3C6XSybds2EhMTsVqtREdH88YbbzBv3jxldK5YsYKYmBjWrVtHXFwcmzZtIj4+Hvi8NfrKK68QFxfHihUrSElJYXp6WjVPxSyNiori9ddfJzs7m9jYWOx2O0+fPlXGb3JyMuvXr1fGsLQpxTSVxmtqaqoySX18fEhPT2d6epqEhARllIo5OjMzg9vtZu/evcoYdrvdqsm7Y8cO1X6VFqq0UaUXl5WVhclkIj09nQMHDuDxeDhw4ADp6emqJ2xsl30Z8n4WI1Jam2KUPqtpKjyriSoGqbQOpRcn73/pNkrzVHpv0jyVvpu0AFeuXAnMmrBinMp5xaCU80jTVBpq0teTNqHYi9KLFGNV2ohiR8q8y+PFaH/06JHX/YktKKa2dCdjY2MBWLFiBTA7j9I8jIqKAmDbtm1e8ygNVWk/S+NR5kuaqrJOYi/K9YlBK50/sQ1lXqV5OLcDKJatfE+MS5ljmVN5r0mDUNZ048aNwOyaidEpzU8xSqVpKkaksWlqbK4am6Fy/O233/aaA2mQypzJHIvlvnv3bmDWfpYuprGBKntM7t/YeJU9JY+X88n1yJ6R489qnsqelT0njzc2TGVsbJ4+q4lqbJwax3I+Y3Pyy7h165bXuLe312sstq7Q2dnpNTY2UltaWrzGxp6kmOmC/P1FqKys9BobP/PERBdkbwlinj8LY/vNeH/G9qGx7ymWtGBssIo1LYjNLZSUlHiNxe4WPvjgA6+x7D3hb/7mb7zGxpai8bixFfnXf/3XXuN/qnX3V3/1V15jYwPV2PczztE//MM/eI1/+7d/+0uPGxumYlILYv0Lxr6lGPGCmNeCsccoZrpw8OBBr/HRo0e/9PrEpBekoy0Y95BxjxrXwNgrNPYbjXvU2Gc0NlCNzzf2Ev/sz/7Ma/ybv/mbaDQajUaj0Wg0Go1Go9H8c+Yrm6cPHz7k+vXrPHr0iKmpKe7fv68ap2KQjo6OqmapmKYPHz5UBqrRTB0dHVUG6oMHDxgdHVUG6p07d+jv7+fTTz+lubmZ8fFxrl69ytjYmGqHSvO0t7eXTz/9lPb2dq5fv05jYyOTk5Ncu3aNW7du0dDQwNTUFOfOnWNwcJCSkhK6uro4fvw4HR0d6uvp06fp6elRx/Py8ujr61ONydzcXDo6OlQzUszEM2fO0N/frwzUoqIihoeHuXjxojIar1+/TktLCw8ePGBoaIipqSm6u7u5desWQ0ND3L59W5mlFy5cYGhoiLq6OsbHx5XZeOXKFaamprhy5QpDQ0OcP3+e7u5uGhoaaGlp4ZNPPqG/v5/e3l76+/tpbm7mwYMHHD9+nIsXL3LixAlGRka4cOEC7e3t5OfnKyO1s7NTNTOPHj1KQ0MDn3zyCR0dHZw8eZLu7m7VBi0qKqK1tZVjx46pVmltbS3l5eX4+/tTXV1NU1MTV69e5dKlS9TX1zM2NkZrayszMzOUlpZSX19PdXU1AwMDFBcXMz4+TnV1tTrfwMAAZ86coa2tjZMnT9Le3k5BQQF9fX0UFBTQ2dlJQUEB3d3dqsEqBm15eTmdnZ0UFxczODhIYWEhg4ODXL16lYGBAS5cuMDExATt7e1qPDY2xvnz5xkfH6eiooKRkRHOnDlDb28vNTU1DAwMUFpaysjICJcuXWJ4eJja2lp6e3tpbGzk3r17VFdXq+vs7OyktLSUnp4eCgsLGR4eprKykqGhISorK1Ujt729ndLSUtWUlZarNEnnnk8MVOPX3Nxc1UCV9ml3dzenTp1Srz/XrM7Ly6OlpYXTp0/T3NysjNVjx46p9e/o6FDrcO7cuf+Tn0EajUaj0Wg0Go1Go9FoNBqNRqPRaDT/bPjK5mlgYCDz5s0jICCA6OhoAgMDiY2N/Sdbp/C5gWaxWJR5OtcoNZlM6rgYmNI+DQ8Px8fHRxloISEhyjwNDg4mOjqa7OxsoqKi8PPzIywsDKfTSUREBOnp6URHR5OVlUVkZCTz589n3rx5LF68WDUn7XY7mzZtwm63s3PnTtxuNzt27FDNSafTqZqau3btUi3JjIwMZe5ZrVbVwpRmp8vl8jIIk5OT8fHxISEhgQcPHhASEkJmZiZRUVH4+/sryzAkJAS73U54eDgul4vo6GgWL15MSEgIy5cvJygoCIvFQmxsLMuXLyc+Pp7AwEDsdjtBQUH4+vpisViwWCysXbuWdevWERERwYMHD1i6dCmvvvoqQ0NDOBwOPB4P8LnhJYaimJGpqals2rSJtLQ01Tidnp5Wzcz09HR8fX2Jjo5m+/btJCcnYzabyc7O5vHjxzgcDlwuFx6PB6vVyv3793n06BEhISFqXSIjI1m8eDEPHjzAx8eHl156iZiYGNUMXb9+PTabjXXr1uFyuVi/fj0pKSleRqzT6VRm8M6dO7Hb7coA3rRpE+np6QQGBuJwOPDx8cHlcrFx40aSkpKwWq3MmzeP6elpIiIimD9/PjabDYvFQnR0NC+99BJRUVGsXLkSh8Ohnvf06VNSU1NZu3YtSUlJqlX64x//mMTERBYvXkx4eDjr168nOjr6C03Yp0+fkpiYqJqna9asITk5mTVr1uBwOLBarTgcDrZs2UJ6ejomk0mZth6Ph6dPnxITE6MM0rmt3rljMXX37NmDw+FQhurOnTuVqeV2u9m9e7daf2n9ejwe9u/frx7n8XgICAggOTn5hcxTaZ6OjIwAX2yeitUnY7EFBwYGgFlLT46L/WI00zo6OoBZy+7q1asAREdHA7NNULH4Ll++DMzaONI8lfOXlpYCszak9CjFEJWepNh90o8U2076k3J+ebyxeSpGllhIYi9Jg3TNmjUA1NfXe13fpUuXgFnLUI7L9Yo5JyaoNFTFvJWGqdiT0uNcvXo1MGtV/eqv/ioAp06dAuDNN9/0un55PemTyv3IfIjdOXdOxHj88MMPvc4h3detW7d6XaPMudyDzIE0T2VOxZb71re+5XUPYoyJDSiGqtyD7EnjPUjjdPPmzV7HxdI9c+YMAE+fPgWgqKjI6/pkzuR8eXl5wKzVLGssx2Ushpncj1iB0jgVC1iOy+sZ95yYdWI5iwkn8yFrJNagsXkq5p2xeSqvJ2OxjuV8Mp/y/N/7vd9Do9FoNBqNRqPRaDQajUaj0Wj+JfOV//H00aNHPHnyhIiICCYnJ4mOjmZychKAiYkJLBYLExMTxMfHMzU1hdVqZXJykpiYGK5fv47ZbGZqagpAHR8dHSUxMZHR0VFsNhujo6OYzWZGRkawWq309/eTlJREc3Mz0dHRdHZ2smDBAlpaWli0aBH9/f04nU56enqA2V/t19raitlspqmpicWLF3PhwgVmZma4cOEC/v7+5OXlsX37dk6dOsXOnTs5ffo0/v7+FBUVYTabKS0tZdOmTeTl5WEymdT/JD9x4gR79+6loKCATZs2UVhYyObNm6mqqsJisVBZWYnJZKKyspJ169Zx7tw5VqxYQUNDAxkZGXR1dZGQkEBbWxsRERFq3kZHR/nss88YHh7GZDLR399PYGAgvb292Gw2mpqaAKirq2PZsmVcvnwZX19fLl++zPz58ykvLyczM5PJyUkWLVpEZWUlcXFxdHR08PjxY6qrq7Fardy4cYNVq1ZRUVGBj48PNTU1REZGUlNTg8Vioby8nPDwcE6dOsWOHTs4ffo0O3bsoLi4GB8fH8rKynjttde4ePEiBw8e5OrVq0xPT1NfX09cXBzHjh3D39+fM2fO8Nprr1FXV4fFYuHs2bOsW7eOsbExXC4XV65c4bXXXuPcuXP4+vpy8eJFLBYLx48fZ/PmzVRWVuLv709+fj779u2jrKwMq9VKQUEBO3bsIC8vj23btlFcXMymTZuorKzEx8eHM2fOYDabOXPmDFu2bKGkpAQfHx8uX76MyWSioaEBt9tNU1MTCxcupL6+HovFQmdnJ1arlYqKCpYvX05LSwtms5nz58/z+uuvU1dXR0BAALW1tfj4+FBVVcX09DRNTU1YLBYaGhrw9/entLSUFStWUFdXx/r168nLy2Pjxo2UlJSwbt06qqur8fX15ezZs6xYsYKqqip8fX2pqKgAPv/HIrPZTH5+PmazmYKCAnx8fCgqKmLlypWUlpbi7+9PQUEBOTk55Obmqv27c+dOcnNzMZlM5Ofnk5OTQ15enlrH7du3U1BQgNlsVvOXm5vLvn37yM3NZc+ePRw7doy9e/dy8uRJrFYrNTU1+Pn5afNUo9FoNBqNRqPRaDQajUaj0Wg0Gs3PDT9R81RM0rmm6VzDVOzIqKgogoODmZ6eVseDg4Mxm80EBgaSmJhIcHAwCQkJ6nnBwcEkJSURFRWFx+MhKCiI7Oxs1UONjIwkPT2diIgIzGYzkZGR6quvry/z5s1jwYIFJCYmqlboq6++isPhwM/PT5mkYuClpaWxf/9+r5bpli1bsNvt7N69m/nz5+Pj46PakmlpaWzduhWn06maluvWrVNtQafTidVqJTExkVWrVhEVFcWSJUuUiRoTE6N6bFar1av5KiZqeno6UVFRTE9Pk5iYSEBAADExMSxbtkwZlTabjadPn6qOq3Q2Y2NjWblyJT/60Y+wWq0kJCTw0ksvkZ2dzczMjDISnU4nfn5+pKWlKfM0KCiIrKwsfHx8cDqdqr2Zk5OjTNTU1FTCwsJITExk8+bNJCcnYzKZiIyMZO3atURHR7NixQoWLFjA9PQ0MTExREREsHDhQj799FOio6PZunUroaGhrFmzRrUsk5KSeOutt9R1iBGcmprKli1blGGZkZGBj48PycnJwOcmo5ii0mIVA1RM1jVr1hASEkJsbCzR0dEsXLiQkJAQXnrpJSIjI8nOziYmJoaVK1cSERFBQEAALpcLi8VCcnKysq3FlF2xYgWJiYksX75c9RilBZuQkEBISAhOp5Ndu3ap1qrD4cDX15ekpCTeeOMN1Wy12+2sXbvWa1/t2LGD9PR01TjdunUrsbGxbNmyBZfLpYzSXbt2eT1Omry7du1STd60tDS2bdumDGJpporZmpmZqZqne/bsISMjg3379uF2uwkMDHxh81RMdFkfaRuLUWpsoMr+Nx43Nk+l7SlNUOlKShNUbD7pU4qBKZajjKXxKfckryN2oJxXPteknym2npifYufJWAxP6UWKoSrvdTEypc8pNqCxlynXL68vjVNpnsbExACznUlpnK5atcprHmU+xCQWu1N6m3Ie+SrIvMi+ntswnXu/0iU1zof0Oefeo/RZZS1kDmTtZY6mp6eB2TmMi4sDZnu3YljK88WwlLmQ15OxGJFyTWKsGhuicn7ZA9JgFeNU+sRi6crciMUrayhNVmOHVrqxBw4c8DouDVS5HrkfOZ8gaybHFy1aBMw2FWW+xIKW+ZT5kr0jyOONDVRZQ2PzVJ4vVrI0T8VIlffIizRPja1jWQNB3ueCcU6Mx42NU/lcEMRmFmRNhXXr1n3pcWMDVObgWdcjcyoY+4/S9xWMjVKZ02ch73Ph4cOHXmP5/BVkLwvG+fra177mNZb3mCB7QZBmtCCf28Lrr7/uNTb2N43z9089xvjnjvyWAkHav4KxYyufO4L8WSS89tprX7iGucz9LINZC18w7kljA1Xe54I0kgVjt9e4x4z3Z2yoGo+LES4Y95ixQ2s8/ru/+7teY+Ma/of/8B++9Ljx/Mbj/+k//SdeFOOfT0bks+pZGD8HjMhvGXgW8tn9LOb+poV/Cvl7x7Mwfg4aefXVV7/0+He+850vPW78XDXya7/2a196/HnvEWMH14jxc9WIsStsZNOmTV963NgxftHXl7/HPAtpwT8Lads/i+d9jsufwc/iefv7ee8p+U0mz+J5879+/fovPW5seRt53vvrb//2b7/0+FdF/nviJ8XYAH9RjH9evijyd86flA0bNvxUzzf2xF+UjRs3/lTPl/+O+Ukx/v3mJ+H73//+T/V849+JXpS//Mu//Kme/7zPqudhbL6/KDt27Pipni//zft/EvmNVD8r5Lch/ayQ/9/xs+Jn3bk3/jfE/22Mf4f/v438tqifFb/zO7/zM319+X8uGo1G89PwlZunjx494vr16zx48ICJiQnu3r3L+Pg4d+/eZXJy0qtpKu1SeZw0UOXxcx937949RkZGuHPnjmqddnd3c+PGDTo7O5mamqKlpYXJyUnq6+sZHx+no6OD27dvMzg4yJ07d+jp6eHWrVs0NjZ6NU8vX77MyMgIly9fVg3Nrq4uTp06RUtLC8ePH6ezs5OjR496NSHz8/Pp6elRbcjjx4/T3t7OiRMnVPO0p6fHq83Z19dHWVkZfX19VFZW0tfXp75fX1/P3bt3uXr1KteuXePatWs8fvxY3ffAwAB3795lcHCQ+/fv09bWxuTkJFevXmViYoKGhgbGxsa4dOkSY2NjXLhwgZ6eHq5evcqNGze4cuUKfn5+nD9/nqamJlpbWwkMDKSxsZHh4WH6+vowm828++671NXVceTIETo7O6msrKSlpYXCwkJ6e3spKCigubmZw4cP09rayunTp+nq6lJtUWl0fvTRR3R1dfHJJ5/Q29tLRUUFY2NjFBUV0dLSwqFDh7hy5QolJSU8fvyYxsZGpqamOH36NG1tbbz77ru0t7dTWVnJ2NgYNTU1tLe38/HHH6v2bGtrq3rdvLw81T6V1mp3dzclJSV0d3dTVVVFd3c3FRUVDA0NUVVVRXt7O1VVVV9ow965c4fW1lbu3bun2rKNjY309/fT0tKiGrldXV1UV1fT3d1NTU0N/f39XLp0STVo5XUmJydpaGigv79frX9ZWRm9vb1q/ubuC3lef38/paWldHZ2UlRURHd3N0VFRep5bW1t6vl5eXmq6Sr7sru7m9OnT9Pe3k5ubi5dXV2cPHmSnp4eta8LCgrU82Vfy/ml9dvW1sbhw4dpa2vjxIkTNDc3c/ToUbq6ulTjVZunGo1Go9FoNBqNRqPRaDQajUaj0Wh+XviJzNPo6GiCgoKIiYkhODiYmZkZAgMDlVkaFxenDDRpmYoVIMfl69wWalJSEuHh4bjdbubNm4fb7SYoKIiFCxcSHx9PQEAAoaGhuN1uwsPDMZvNzJs3D4fDQXh4OBkZGURFRbFw4ULi4uJYtmwZ8+bNY9myZSQkJLB27VplMDqdTmXs7d69W7UT3W63MvXgc/NKHieNSWmbbtmyhdTUVEwmE3a7nQ0bNiijMzIyUpmjYWFhpKenc//+fYKDg5WBOteWCw8PJygoiMDAQH784x8TGhrK/PnzVSc0KSmJ6elpEhISWL58uWrABgUFsXr1apxOJ5GRkURERPDKK6+QmZmJj48PSUlJpKWl4Xa7OXjwIFlZWYSHh+NwOEhKSiI2NpZ79+6RlpaGv78/aWlpqim6e/duUlNTlQG6ceNGkpOTldH45ptvYrPZ2LhxI4sWLWJmZoakpCRWrVpFYmIia9euJTw8nGXLlhEQEIDb7SYkJIScnBxcLheBgYHKnExMTMRkMhEXF8eaNWtUMzQjI4OZmRkWLFhAcHAwTqeTJ0+e4HA42Lx5MzabTRmwFosFu93O9PQ0oaGhhIeHExsby8KFCzGZTLzxxhu4XC5CQ0OJiori3r17xMfHY7FYCAsLIzMzE4/HQ0hICPHx8Tx58oTExETMZjPR0dEsW7aM8PBwVq5cSWxsrDKLX331VSIjI3n55Zex2WzMmzdP9WUdDodq465bt041d+Pj49m4cSNpaWn4+PiQlpaGyWTyapT6+vri8XjYunUriYmJ+Pr6qvas2+3ms88+w+PxKJN6165d6vlut5ucnBzcbjfbt29XBoWYxG63m507d5KdnY3FYsHtdjM9PU1mZiZmsxm3201AQAA2m+0nap6Ojo4Cs3aaNE0FYwO1r6/vnxzLT/bLr+QWk6KlpQWY/UnCK1euALMG1IULF4BZc0Sap/Kek+ap9CalTynXK71LMcaMjVPpP8pYfqJUzi9GhJgpxt7m4cOHgVmbSXqZYi+WlZUBs/aV/AO2mCgyFltT7lfsSbkfQcZi4EnzdNeuXcBsv1OMO+mPyk9KyvUL0uOU15f5+aVf+iX1GPmeGKd/93d/53VOmSMxGuWcYvHKT0JL0/T9998HZg21733ve17nl7HMsYzFOJXzy/EjR44As9avHJc5OXv2LDBrT0gXV2wN4x6Shqv8BHhJSYnX+aRzKxawjGVNZM6f1TyV+5c9ZmyeynzL/cpP0sv1/q//9b+AWcNUxmIVyvONzVN5j8lYkPX5t//23wKznd/n2VAajUaj0Wg0Go1Go9FoNBqNRvPPnZ/IPL1x4wYPHjxgcnKShw8fcv36dR4+fKgM1MnJSR48eMDU1JQyTu/du6eOT0xMqK/37t1TJurIyAi3b9+mt7eXW7du0dHRwY0bN2hsbGRsbIzGxkYmJiaUedrX18enn35KT08Pt2/fprOzk1u3bilz8/Lly0xNTXHhwgVGR0eprq5W5l5XVxe5ubl0d3eTm5tLe3u7Mh0LCgro7OwkPz+fjo4OZfTJ44uLi+np6aGoqMjLMC0tLVVfBwcHKSsrY3R0VJmHV69e5eHDh1y5coW+vj7q6uq4ceMG3d3d3Lt3z8ukHR0d9TJLe3p6qKur4/r165w7d45PP/2U0tJSbty4QWtrK42NjRw+fJjOzk5yc3O5dOkSZWVldHV18fHHH3Pu3Dl+8IMfUFtby/e//33a2trIzc2lublZGY8lJSW0tbWRl5dHZ2cnx48f9zJP8/LyGBkZoaioiLq6OmXkHjlyhPr6ek6cOMHk5CQ1NTV0dnbyD//wD1y9epVPPvmEgYEBLl++zOTkJKWlpYyNjXHmzBlaW1vJzc1VZubk5CRnzpxhZGRErZMYlkePHqWlpYXi4mIGBweV+VtSUsLIyAi1tbX09/dTW1vL9evX6erqoq2tTRmu3d3dXL9+naqqKgYHB2lsbOThw4c0NTVx69YtZfqKiVpbW6tMVDGYx8bGOHfuHH19fZw/f56Ojg7OnTvH7du36ejoYHx8nPz8fDo7OyksLKSnp4eSkhL6+/spLi5Whu/Q0BCVlZX09vZSVlZGd3c3hYWFdHZ2curUKWVCd3V1kZ+fr0xT2betra2cOnWKnp4eZZKKoSrzJs/Lz89X69jZ2alM1Ly8PLV+7e3tnDx5Uu2fzs5OtU41NTX/Jz+DNBqNRqPRaDQajUaj0Wg0Go1Go9Fo/tnwQuZpaGgogYGBxMbGKltmbss0NjaWsLAwLBaL+r48TnoGISEhqpVqNpu9xklJSYSFhWG325k3bx7p6ekEBgayZMkSbDYbwcHBBAcHe9mT4eHhuFwu1UKNjIxk/vz5xMXFsWTJEmJjY1m2bJlqkDocDrZu3apMPbfbrRqPZrOZtLQ0cnJycDgcyjjdu3cvHo+Hffv24XQ62bRpkzIf7XY7ZrNZfZW2ZUJCAjMzMyQnJ+Pn50dycjKvvvoqcXFxvPTSS8TGxmIymQgODsZmsxEYGEh0dDRRUVFkZWWp7qeYm6Ghobz22mukpKSo8SuvvEJaWhpms5mYmBj1denSpYSHh5OVlUVUVBSrV6/G4XCQk5ODx+Nh7969qmUYFRXFli1bcDqd+Pr6kpGRgcViUc1Tp9PJ9PS0GqelpbFv3z7Vo83MzOSzzz4jKyuLp0+f4nA4OHDggFojj8dDZGSkMltdLhfT09PKwBRDU4zK9PR0/P39VWNW1klaoPI1JSWFtWvXqtapGHPJycl89tlnyn5+8uQJaWlppKam4nK5SEpKYu3atcTFxXHv3j3sdjt3794lNjaWV199VZmqQUFBvPLKK0RHR/Pqq69isVh46aWXVPM1KioKk8lEbGyssrFff/11bDYbvr6+qlVqt9vZsmULaWlpWK1WkpOT2bBhg2pPOBwOZSxv3bpVNU2l7Srnsdlsqlm6Y8cOtS9dLhc7duzA7XZjMpnweDzs2LEDl8vFtm3bvI6LgSpm6c6dO/F4POzfvx+Px8Pu3bvJzMxkZmaGjIwMAgMDSUlJ+UI77suQrpzYfWKCSqNPGl9isxkbp8axtASlLyfPlx6ddDGl3yatP2nqifEu3UZpoMk9yXVt27YNQBnoYu89q3Eqtp40reRzTlqHxv6knE/aSGILihkrNqHclxidcr1Pnz4FZs1QsR2liSp2obyfxGCVsTQN5f4EYw/U2GQ1HpfepsyrzIc0XuX43DmQOZK+l7HjJecQS1ceLxardOPknmVtxTiVOZc5lefL+eQe3nnnHa/xZ599Bsx2cKUbJS1B2YOyp8SClt9KIGsuzxfjVLq10msTm1r2mLQO9+3bB8x2ZeX6ZK9L49S4BnJ9Mj/G5qg83tiAlT1rbJoaG6jGscy3vKdlLHvWuOe/Crdu3fIai2kuGBuhHR0dXmNjb7K5udlrLAa5IKa6YGy9VVRUeI2N/Sox0QXp9Qrvvvuu19g4F3/xF3/hNTa2X4ztOGO/8oMPPvAay14RxCQXjP0psawFY1/KeH5jy9F4f8ZG2X//7//dayyfX8Kf//mfe43/3b/7dxgxnuMP//APvcZ/8zd/4zX+7d/+7S89blwj43HjHjEeF+NdEJNdMK5RQUGB19i4h41rYGycGtfgm9/8ptdYTHRBPnMFMckFY0PWOL+/9Vu/5TU2rpFxfv70T//Ua2xsoP63//bfvMa///u/7zX+4z/+Y6/xb/zGb6DRaDQajUaj0Wg0Go1G88+ZFzJPb926xcOHD5mYmFBm6YMHDxgbG/MySsUkle9PTU15Ganj4+Nejx8ZGeHu3buqedrT08PNmzdpa2tjamqKpqYmxsbGqK+vZ2RkhLa2NmWe3rp1i76+Pqampmhra+P69evU19crc3N8fJyLFy96mYrS0BTD7sSJE8rgm2vs5eXl0dHRwdGjR2lublaPKygooLe3V5mEJSUlXuZpUVGRaqKOj49TVlZGZ2cnFRUVTExMUF9fz7179+ju7ubx48c0NDTw2WefKYNW5qO9vZ3x8XFqa2uZnJykoqKC7u5uZWZeuHCBrq4uzp49y9jYGGfPnuX69eucP3+eGzducOHCBW7dusWZM2eUQdvX18fp06fVfUvLVIzIvr4+ZSrK42U+5jY5Ozs7+fDDD2ltbSU/P5/29nY++eQTmpub+e53v0ttbS2HDx+mo6ODY8eOqYZqX1+fV4Ozs7OTI0eO0NHRoUzKY8eOqXkXo3KuQVlaWurVWj179ix9fX2cO3eO4eFhLl26xPXr1ykrK1PN07t373q1QycmJtT8NDQ0KIP31q1bnD9/XpnOIyMjXLlyhYmJCS5fvsz4+Djnz59namqKhoYGpqamqKurU98fHR2loqKCrq4uKisrVfNUTM6hoSEqKioYGBigtLRUGcz9/f0UFhaqRqmYoDLvfX19FBcXK/N07vqcOnVKtXzFXJX5EpNaDF5pnUorVVqn7e3tat5lfcvKyhgYGNDNU41Go9FoNBqNRqPRaDQajUaj0Wg0Pze8kHkaHh6u2qYBAQHExMSosdFAnWuUiokKnxtLsbGxXs3UhIQEwsLClHnqdru9DEx/f38SEhLw8/PDz8+P9PR0L/PU4XAQGRlJRkYGcXFxWK1W4uLi8PHxITo6muXLl2Oz2VTLU4xTi8WimpFi6KWnp/P06VNSU1PZuXMnWVlZqjEpZt+2bduw2+1s3rxZNS3FIBQTNCUlhZmZGdLT03ny5IkyHhMTE1m6dCmpqan4+flht9u5efMmkZGRvPTSS8pystls/OhHPyI+Pp7AwEASEhIIDAzE7Xar+QgICCA1NVW1Pn18fJQxK9eVmJjIpk2bVDM0KysLf39/UlNT2bx5M0lJSZhMJpKSkti+fbtqu4pxKiaknE+el56ezoEDB8jMzGTfvn0sWrQIq9WqzDaPx8PMzAzR0dGsW7dOtTallerxePD19cXlcvHWW28xf/581UXdtm2bl2m5c+dOZc7KPNrtdjWfYtZKS3bRokVER0fz2muvMT09zZYtW1i4cCFhYWF4PB41n6tWrVKPDwsL45VXXiE0NJQlS5YQEBDA8uXL1T6MiorCarUSFhbG/PnzsdlsPH36lKCgIBYsWEBgYCAvv/wyYWFhvPbaa8TGxrJ+/XpsNpsyk2WeN27ciN1uV1/FZN60aZOab4/HowzRLVu2kJSUxJYtW5SJK/Pscrm8WqdikDqdTrWec7+6XC527typDGNpnIpZPXf9/f39SUxMfKHm6b179wAYGRkBZu0baZ6KcWpsnj5rLPZLT08PMGv9NTU1eZ2/sbERmDVfpUcp5mddXR0wa+NII1TGz2ueSq/T2IOUsfQljc1TsQWlTynnO3ToEDDbs5TepRhlxiapXK8YYzIW41aaqdKalp6m9DPl9aSxKtcryPWJkScWlFyP3O+//tf/Gpi1qGS+5H7n2lDSxBRjVMyo3/zN3wRmTSgxoMS+k7GYYGIoyViO//Vf/zUwa1CKGSbWn9yT3IOsqexBuQdpmsoeEBu5uroamG2USodWnl9VVQXA6tWrASgvLwdg1apVXmN5/IkTJ7zOJ2PZM8ePHwfgwIEDAHz44YcAHDx4EJjt6sqciw0oz5f5FmNN5kP2uHENZT3EMJXjMpY9b2yeinEnay7NU3n93/u930Oj0Wg0Go1Go9FoNBqNRqPRaP4l85XN04cPH6qGqRij169f59GjR8pElYapsWU6PDzM3bt3vVqo0kyVx925c0eZp11dXVy/fp3W1lZu3rxJfX094+PjXLt2jevXr9PT08Pdu3fp6elRpuqdO3fo7OxkampKtSvr6uoYGxujrq6O0dFRZfqdOnWKtrY2jh8/rhqP7e3tqq156tQpOjo6VPNUzFN5nhiaYp6WlZWpr3NbqCUlJXR3d1NSUkJvby/nzp1jYGCA2tpaBgcHVUOzpaWF8fFxrly5wujoKJWVlYyPjyujsaamhoGBAfU6p0+fZnh4mLKyMjo6OigpKVHGrDQtm5ubyc3NZWRkhIqKClpbW5VxKG1LaYdWVFQwPDxMXl4era2t6uvcdqfch5ifXV1dHDp0SBm8LS0tanz48GG6u7s5evQoIyMjFBQU0NPTo9qahw4dorGxkffff5/m5mY+/vhj2traOHToEFeuXOHIkSM0NDR8wfQtKCigv7+fM2fOMDAwwNmzZ+nv76eqqkqNpUkqrVgxcOX1W1tblbF57tw5+vv7qa+v586dO9TX1zM0NERbWxs3btygublZmafXr1+noaFB7cP+/n5luF69epXh4WFlnpaVldHe3k5JSQmDg4OqkSvtW9kPZWVl6n76+vpU+1SapWKM5ufn09PT84UmqpjTso/l+ydPnlQG69zvi8Er+/vYsWOqeSr7vLOzk2PHjtHd3a1M2fPnz/+f/AzSaDQajUaj0Wg0Go1Go9FoNBqNRqP5Z8NXNk8DAwOZN28eAQEBzMzMqN6cmKdikAYHBxMXF0doaCgWi4WQkBAsFgsBAQFMT08rYzU4OJj4+HiCgoKIj48nNDSUpKQkZZJGR0eTmZlJcHAwixcvVuapj4+PaoGKeep2u1UjNSoqipdeeomEhASvBmhiYiLr16/H7Xardqa0THfv3q0ak2Kg2u12Zbnu3buXjIwMrFYr6enpzMzM4PF4ePr0KU6nk5mZGVwuFyaTidTUVLZs2UJKSgrr1q0jMTGRLVu2qFZmSEgIK1euJCUlBV9fX6Kjo1m2bBkxMTHKJH3ttdeIj49n7dq1pKSk8PTpU2w2G2vWrCE1NZW1a9fi8XiwWCwkJydjsVjU68p1pKenExoaqkxaaYmmpqayadMm3G63Or+Ym1u3biU7Oxur1UpaWhomk0k1Ox0OB35+fqSlpWGxWLxapPv37ycrK4uDBw+yYMECrFYrHo8Hk8lEdnY2T58+ZdGiRfj4+Kh5FHMyKyuLwMBAsrOzefz4MR6PBz8/P7XGYvyKmel0OpXZu3LlSpKSkli3bh02m43XXnuNuLg4Xn75ZZKSknj99ddJSkpi/vz5pKam4uPjQ2ZmJkFBQdjtdp48eaJsXJvNhslkIiIigvnz5xMSEsK8efPUPo6Pj2fJkiUkJSURGBhIfHw82dnZJCcnY7VaSUlJISoqipSUFKxWq3ovyLza7XZmZma8DOENGzao9RSTWdbP4/Go5um2bdtITk5WLdicnBxlkLrdbvbs2aOapmKgut1utS+l8SstVfi8fbl//34yMzM5cOCAMk/dbjcHDhzA6XSqeXoR81TMT2lzSsNUjFLjWBqmzzsunUhpoEr3UXqT0p8Uc1s6mWJiythmswGoexLLcPv27cBsL1Lu41k9SGMv0t/fH5jtP/7Kr/wK8OzmqdiD8+fPnzt9qn8pfU2XywXAxo0bgdmGqRiicj9yPmmovvXWW8Bsg1QahHJ+MWBlXmT+pGcp55e2pLFHKj1B6ZWK7Tm3eSqGozzmV3/1VwF4/fXXAfhP/+k/AbP2rFzTa6+95jUnzzsuayAGpuwNaYbKnpfGqNyTWL1yPCYmBoA1a9YAs3tJvr9+/XpgtkMr9yF7XdZI9pQYt7J3d+7cCczuCdkzMpY5lzWS65exsXn6y7/8y173L2sge0qMU+n9Gju9xj0t6yVjWS+Zf+P5ZD3kfLLnvwqRkZFeY2Mf0nhc9rUgnwOC8X0UHx/vNTY2PmVtBVlzQdZQkL0jyBoIxv6lfA4Ixsbnq6++6jUWe/dZz5e99KzXf/z4sddYPicEeX8LsoaC/GaQZ72+/H1PkD0hyF4R5HNFMDZejfcPX2xsGlvbf/AHf/Clx+X9JIgBLhjnUD6LBXk/CfJngSC/ZeBZ5zd2dI17ePfu3V5jY39a3u+CcY2N9yfvO+F5a2BsnMrnl/Dv//2//9LjxsapsQtsvH/jcfm8fxEmJye/9PjVq1e/9Lj8OfosjK1jI8bPJSPG3+BgxLgHjPzt3/7tlx43dn2N/Of//J9/qucbO7hGpKn+LIytZiPPu//n7Qnje9bI8+4/Ojr6S48bO71Gnrf+xk6wkefNv/z2jJ8UY6fZiLF7bOQ73/nOlx5/3v0b/9wy8rz7k7+TPAtj91mj0Wg0Go1Go9Fofha8kHkqpujk5CSPHj1SJunExIRX41TM1NHRUW7fvs3o6Khqn8rz7t+/z/j4uDrvgwcPGBkZ4fbt2wwMDHD9+nVaWlq4efMmzc3NjI6O0tjYyOjoKL29vepxn376Kd3d3dy6dYvOzk5u3rxJY2Mjk5OT1NfXMzU1xcWLF1WLsru7W5mXc9uP0gTt6elRxp58/8SJEzQ1NXHixAna2tooLCyko6OD8vJy+vr6OHPmjDJO57ZDz5w5o9qX/f39FBUVMTw8TFVVFb29vVRXV9Pa2kpDQwN3796lvr6egYEBLl26pMzGmzdvUl1dzcjICFVVVbS1tVFSUkJHRweFhYX09PSQm5vLwMAARUVFypjt6enhxIkTyjy8evUqx48fp6Ojg9LSUtra2igrK2NwcJDKykp6e3vJz89XJml7e7tqhIpBKyautDPz8vK4du0aH330EU1NTXz88cdcu3aN733ve7S2tvLxxx/T0tLCBx98QH19PR9++KEay7z39PSo8fHjxxkcHFTtU5nvvLw8ZWqKKTswMEB1dTUDAwOcP3+e4eFhLly4wPDwMNeuXWNycpLq6mplcMr5pUXb2dmpTOC+vj4mJia4du2aapneuXOHa9euqfaumMyTk5OqfSrmsBjOVVVVDA0NUVtby8TEBEVFRcrgFLNUWqfy/cHBQcrLy5VhKy3Tf6pdevr0aWWmikEqJrUcl/Zpe3u7ep4Yq6dPn/5C47S1tdXLyO3q6lKGsJinunmq0Wg0Go1Go9FoNBqNRqPRaDQajebnhRcyT6V5OjMzo9qmQUFBJCQkKMNU2qchISEkJiaq5mlgYCBms1k1T8VUndtKTUxMJDw8HKvVSkxMDNnZ2eo1k5KS8Pf3V7anmKcRERGkpaURFRVFRkYGERERLFq0iKioKBYvXqzMzsTERNatW+fVhNy/f79qlGZmZmK1WnG5XGzbtk2ZlhkZGcqgNJvNyhZwOBxMT08rc1Ce53Q6sVqtqmWZkZFBSEgIMTExvPLKK8oslK9xcXF89tlnREVFsWzZMpKSknjllVdUqzQhIYHVq1cTFxfHunXrSE5OZsuWLWRlZWEymUhJSeHAgQO4XC5lxvr7++N0OlUDc+/evdjtdoKCgpR5GR0dzYYNG0hOTmbVqlWqpTq3oTk9Pa2MSLvdrhqc0uQUI1dMyX379pGVlcW3vvUtFi1axGeffcaiRYv4pV/6JTIyMpieniYzM1M1Tn/84x+zePFipqencTqdqqG6f/9+3G63MiFnZmZITk5m48aNpKSksH79ehITE1mxYgU2mw2LxUJSUpIyTpcvX66O+/v7s3HjRmVvpaenExAQoJqmAQEBREdHq2ZpUFAQLpeLsLAwMjIyiI+Px2q1qn0kpp/NZmP58uU4HA4vM1jmKz4+Hl9fX+x2O+vXr8fpdLJ+/XpSU1PZsGGDMgodDgfr16/H4XCofbdr1y6ysrJUk3f79u3YbDbVhBXTdM+ePaqRKka1GFpzG6eyv8VIlvXav38/2dnZmEwm9Xput1uZ2KGhoSQkJHzBQPky7t69C8w2T8UmMjZN+/r61P3PPS7GlxyX3mJ3dzcwa2Iam6fNzc3ArCF18eJFYNbaE0NFfhJfmqhyfdIMlfPl5uZ6jaXnKHaf9CDF3pP+pJz/H//xH4HZn5w3Nk/ff/99YNbolMaoHJcG6p49e4DZXqc0S0tKSgDIyckBID8/H5i1f+Tx3/rWt4BZQ0auR65PbKb//b//N3P57ne/C8w2WaVvKSaI9DjFxpL5mWsfynNkTv7n//yfwOyaivUixtNf/uVfAvC7v/u7wKwVIsaTHBfDVKyLX//1X/e6hl/6pV8CZudU7kEao3v37gXg6NGjwOwcSydW7GcZr127FpjdI9u2bQNmm6iyZjLetGkTMNtIleMFBQXArAUoY1mzw4cPA7ONU+nUvv3228DsHpI9a+zUynwbm6dy3NjpleapseMrFqXsceN8/9qv/ZrX42Us8//7v//7aDQajUaj0Wg0Go1Go9FoNBrNv2S+8j+ePnz4kCdPnhAZGal+ldbk5CRms5mxsTHi4uIYGxsjISGBiYkJACYmJoiLi2NycpLY2FgmJiaIjY1lfHwcQD1+dHQUgOHhYUwmE0NDQ/j4+NDW1obdbqerqws/Pz86OjpISEigt7eXoKAgBgYGMJlMdHZ2Ap//A4vZbKapqYmZmRmamppYsGABFy9eZNmyZdTW1uLv709eXh5bt24lNzeXnTt3curUKUwmE3l5eeTk5FBQUMDGjRspLS3Fx8eH48ePMz09zenTpzGZTBQUFJCTk0N5eTkbNmygoqICi8VCcXExOTk5lJSUsHbtWgoKCvDz86O0tJQNGzaQm5vLN77xDcrLy7FarVRVVbF8+XIaGhoAGBwcxGQycfXqVZ48eUJXVxerVq3i4sWLPH36lCtXrrBq1SrOnDmD1Wrl+PHjvP322xQWFrJ161ZOnTrFkydPyM/PZ+fOnZw+fVpd944dOzh16hQ+Pj6UlJSwatUqKioqMJvNlJaWquuEz/8hJicnh9zcXHbv3q3OX1RUhNVqpaioCLPZTH5+PlarVc2L/GPExx9/jNVq5eOPPyYoKIj333+fb37zm3zwwQeYTCYOHz6M2Wzmk08+ITAwkCNHjnDgwAE++ugjfHx8+OSTT9i9eze5ubns3buXkpISNmzYQFFREVu3bqW6upoVK1ZQU1PD6tWrOX/+PKtWreLSpUuYzWYuXrxIeHg4JSUlJCUl0dPTw/79+zly5Ag+Pj5UVlaSnZ1Na2sriYmJ9Pb2snLlSjo6OvB4PDQ2NjI9PU1bWxuvvvoqbW1tZGVlUV9fT0BAANXV1axcuZLLly8TFBTE+fPnsVqtXLp0iadPn3L27FlWr15Nfn4+mzdv5ty5c5jNZioqKjCZTJSVlWEymaisrMRkMlFaWorVaqWwsJAtW7Zw8uRJLBYLBQUF+Pj4cPLkSbZu3UpxcbHap9u3b+fEiRPs3buXvLw8tQ4+Pj7k5+ezdetWtZ/n7os9e/Zw4sQJ9uzZw/Hjx5mZmVHzf/ToUfbu3cvx48fZu3cvtbW1BAQEUFNT8//FZ41Go9FoNBqNRqPRaDQajUaj0Wg0Gs0/e17YPPX391emnpinYpiKWQqfNwPnjqWFKobqXFMVZm2f8PBwLBYLYWFhuN1uQkNDWbRoETabzavDFxERgclkIjw8HI/HQ2RkJBaLhYiICLKzs4mJiWHhwoVERUXx8ssvk5qaqhqUO3bswOFwsHv3btLT05menlZGpTQinU4n/v7+ZGRksHfvXvU4MffEJJTmqcPhUM3KmZkZUlNTycnJIT09XbVUDx48SHBwMBs2bMBms7Fu3TqioqIwmUzEx8czb948EhMTWblyJZGRkSQkJBAfH8/69esJCgpi1apVOJ1O/Pz8cLlc7Nu3j9TUVDZv3ozT6WT79u2kp6djtVpZvHix6sPC58almKPyehs2bCApKYnNmzeTkZFBQEAALpcLi8VCVlYWPj4+qp2WlpbG06dPcbvdmM1m1eJ0Op3s2rWL9PR03n77bbKysjhw4ABpaWn84i/+IpmZmbz99tvMnz+fX/zFX2TBggUEBASQkZGhmrIHDhxg4cKFqoUqDVWz2azaqWK+ulwuZfxOT0+r5mhcXByvvfYaCQkJLF++nKSkJBYvXozL5eKll14iMTGRN998k6ysLG7fvk1SUhJWq5Xp6Wn8/f1V6zQxMRF/f3+Cg4OxWq3KbI6Li2P58uXY7XZWrVpFXFwcq1atIioqihUrVpCQkMDKlStxOByYzWacTicrV64kLi6OTZs2kZSUxKZNm5Q5bLPZVOtUmrjbtm1T5qfH48HX11ftS6fTia+vr1oPMaVlPeV5si6y3h6PB7PZrOYzPT2dffv2KfM0KyuLt956i/T0dC/jNzMzk5CQEFJSUn6i5qk0BaWNKUbp8xqoMhYjVdqGxuap9OqkySUGpTRQpd0pzVNp/EmvUrqZYhJv2bIFmO3QyXVL+0/sPOl3SqtJjovxKmMxVKVnaWyGis0nY7l+GUujVOZRepvScty8ebPX+ffv3w/M9jyleSrdPOlZGl9f5kUMWrl+acXJfpP7l1ahrJOxjzm30yeGpKyFGIrynN/4jd8AZtdCDFPZb7/3e78HzLb3xFiVa5Dzyz3InMkafu1rX/Mai2EqcyRjsZNlr4i9LVavdNOkaSp7VdbM6XR6zZk0UHfs2OH1ek+fPvU6/4EDB4BZm1rWUNZUrt/YPJU1FKPX2CyV/qf8eSnzI2skj5frNa6hcb2knSjrJWPj/BubkF/GrVu3vMa9vb1eY2P/sqOjw2tsbHqKef4s2travvT8xvahsdcoVrBgbKi+9957XmN5/wvGNp6xL2k8buxTikUsGBurYv0KYpwLP/zhD73GxgaqmOaCrL1gbCMaW5LGdqDRPjY+X/bSXP7wD//Qa2xsaP7xH/+x1/hP/uRPvMZ/9Ed/5DU29hD/4i/+wmts7O2JaS0Y11DMc8HY1RXTXRADXZDfBiAYO7Pyw2eCsfdo3APf/va3vcbGfqaxV/i8vqVxDeU3AAjG+Tb2Ev/Lf/kvXmNjo9a4HsY9rtFoNBqNRqPRaDQajUbzz40Xap7euHGDhw8fMjU1pdqm9+7dY3h4mDt37jAyMsK9e/dU+3R8fFw1Ue/fv6+aqePj49y7d0+1UMfGxrh9+7ZX81QaphMTE9TX1zM2NkZTUxMTExN0dXVx69Ytent7uXnzJp2dnVy/fp22tjZu3rxJS0sLk5OTqn1ZV1dHf38/5eXl9Pb2cvLkSTo6OlTbUVqR+fn5dHZ2erVE29vbOXHiBC0tLV6tz87OTkpLS+nv76e0tFQ1T6VdKW1VaUl2dHRQUVHB6Ogo+fn59PX1ce7cOcbHx6mtrWV4eJjq6mr6+vqoqanh7t27FBQU0NbWRl1dHSMjI1RWVqrnt7W1qTamvF5eXh79/f2cPHmS5uZmr2artFylWdrX10dxcTEDAwOUlZWp1mVHRwdHjx6lqalJzY+cX1qd+fn59Pf3U1JSotqlbW1tHDlyhMbGRg4dOkRTUxP/+I//yJUrVzh69Kj6fmtrK++99x4tLS3qq7RRDx06RENDAx9//LG6P2l4ynz39fVRXV3N0NAQ1dXV9Pf3U1tbS19fHxcvXmR8fJy6ujra29s5deoUZrNZtUR/+MMfUlVVRV5eHtPT05w5c4bPPvuM1tZWJiYmqKyspLu7m9bWVm7dusXQ0BDj4+OqIXv16lX6+/u5fPkyIyMjFBcXMzExodqrsh9qamoYHBxU7VrZF6WlpfT29qpWbllZmTre39/P6dOnaW1t5fTp0+r6Zb9Jk7arq0u1S6Vhe+LECdXsnbuPZZ8a9608T1qnhw8fprOzU62/NFGLi4vVvtRoNBqNRqPRaDQajUaj0Wg0Go1Go/l54CdqnsbFxREUFITZbFYGRlhYmBpbLBaCg4MxmUzKTBXTQY7PbaXabDZCQkKYmZkhNDSUpKQk5s2bh8fjISQkhNDQUOLi4vD19eXx48e43W7mzZtHamoqEREReDweIiIisFqtREZGkp2dTVxcHBaLhcjISJYuXYrdbic4OJi0tDR27tyJ0+lk3759qsUpzUiXy8WTJ0/U49LT09m7dy9Op1OZm9u2bVPtyuTkZDZt2qTakmlpaezatYvExERlElqtVrKystRXi8VCVFQUb7zxhlebNSsri7CwMNXGXLFiBampqZhMJubNm4e/v79qf4pZ+NJLL6nWqTQyc3JyVPNUTEKXy0VOTg5paWls3LhRtTbT0tIICAggMzMTHx8fFi5cqIxVOS98bkc9ffqU1NRUtm7dSkpKild7NSMjQ92fyWRi0aJFfOtb32L+/PmYzWays7N56623yMjI4J133mH+/Pl87WtfU9eXnp7OW2+9hcfjwc/Pj+zsbOBzw2h6ehqHw4HFYlFmblJSEmvWrCEpKQlfX1+SkpKAz03EpUuXEhMTw9e//nWys7OZnp4mISGB+/fv43Q6+fa3v010dDRLlixR6xoXF8fChQux2Wz4+/vjcDgIDQ3FZDKxevVqwsPDmT9/PjabjVWrVpGYmMjMzAwxMTHKCDabzV7HX3nlFTW/Yijb7XZlJss6zzWHxfid26CV9dy6datqzYrtlp6ezs6dO0lLS2Pv3r2qvSsGqsfjYceOHcpMdblc7N69W7VlMzIyePPNN3G73WoshmpwcDBJSUmsWLHiK3+g3LlzB5htnor9MjAw4PU4aZyKTSiNU2MT9VnN02vXrgGztmFrayswa4DW1dUBsxafNE/FuJTmqSDNULEJpXkqGHuRMhZjU5qicr/SEBXjVKwhsQVl/Mu//MvArLkmRpk0RXfv3g3MNlDFTqyqqvK6H+ljyuPFlJP7EbNMbCWxlMQg+3/Ze+vwuLL8QPutKrFkMVSJVWIydJuZmbHdPJTs5gluJpPNZL7k2Q1saJ/QBgYy0+022zLLMsq2wJZk2RZDiUqMlm2ZGmzp+2O+35Hr9qjdnn7yTbJz3n/qObp1b9177qlSz1hvvWJdyevLdjl/MdvEOJXr/83f/E0A/v7v/95lPmC8kSnPkbFYf2IqyTn82Z/9GTBurf35n/85AH/4h3/oMhZDVV5TDCbpuMo5y5yJwSnNU5kjmWN5vqwBMVBlTteuXQuMN0zFGJM1JOO8vDwAnj17Bow3UKWxKg1VuWeHDx8GYPPmzcD4PZPtcn7SuRV7UNaQNE/l+XJPpPkq91yeL/Mvxp2x2ytjuT8yv9KUlbFYg/J68vqy5o1Gmkaj0Wg0Go1Go9FoNBqNRqPR/GfjS5unT58+ZWhoiMePHyuDtKenh5GREfr6+njw4AG9vb08evSI7u5uHjx48DkDtb+/X20X41SMVXkcGRlRBmpjYyMDAwPKOK2oqGB4eJjm5mYXQ7WpqYl79+7R0NDA0NAQ9fX16vm9vb3cvn2bjo4OLl26pExGMfXEPG1sbOTkyZM4HA5yc3OVqVdfX8+RI0fU85ubmzlz5gxNTU1cvHgRp9PJ+fPnaWtr49y5c8psFUPQ4XCQk5NDbW0tOTk51NTUcOPGDTo6OqisrGRkZISysjIePnxIUVERbW1t5Ofn09TUxLlz5+ju7ubq1at0dXVRVFSkzEUxCsX4bGpqUq8jpuvRo0epra3l8OHDNDc3q+vMzc2lo6NDGbBijh44cICKigo++ugjampq+Oijj1yOd/78eerq6jh58iTV1dWcOnVKGa8NDQ0cOnRIGaRVVVXs2bOHiooK9uzZQ2VlJfv371fHlddxOBzKnBTj9MCBA1RWVqrXzc3NpaWlhcuXL9PT06MM3YKCAjo7OykqKqK1tZWbN28yNDTE9evXqa+v58qVK8qwdDgcXLx4kadPn1JeXk5lZSWVlZXcu3ePxsZGF4O5rKyMlpYWKisr+fjjj6mqquLu3bvk5+fT1tamjNGioiLu379Pfn6+Mok7Ojq4fv06jY2NXL58mc7OToqLi2lra+Py5cu0tLRw9epVnE6nehQjWkxjMZ6PHz+Ow+Hg9OnTaj3JemxsbFTzJs/Pycmhvr5eGaZyX8Qklf1eXI9injocDo4cOUJdXR1Hjx6lrq6OvLw8bZ5qNBqNRqPRaDQajUaj0Wg0Go1Go/ml4kubp97e3vj7++Pt7U1ERAQ+Pj5ERkaqxqE8ys+lgerj4+PSSJX2qTy+uH9MTAz+/v7ExcUREBBAUlISgYGB+Pv7Ex0djbu7O5988gnJyckEBQVht9sJCgoCICQkhJSUFGVwRkREYLFYCAsLY8aMGcTHx+Ph4aHMPDFNU1NTVftUmppr164lOTkZT09PMjIyMJlMnzM7pclot9tZtWoViYmJqnkqZqoYfm5ubi4m6PPnz5Vp6+npydSpU0lPT+fx48fExcURGxtLREQEmzZtIigoiBUrVuDt7c28efOwWq2sX7+emJgYNm3aRGxsLJs2bSIhIYFdu3a5tFy3bNlCeno6FouF9PR01Q5ds2YNycnJrFmzhtTUVNzd3ZUhKu1RMfakoZqYmMjo6CjR0dGqwQk/NQV37NhBVlYWXl5epKSksHv3brKysnjrrbdUAzErK4vdu3eTkZHBm2++ybRp01RD9s0332Ty5Ml88sknylxNSUlRLdWxsTFiYmJYtmwZNpuN+fPnk5CQoKxmabjOmTMHm83G9OnTsdlsJCcnqzZsYmIiH3/8MbGxsTx79ox79+4xY8YMTCYTSUlJhISEMGXKFOLj4/nss8+IjY3ls88+w2q18vrrrxMREcGqVauwWq2sXr2auLg4PvnkExITE1m1ahVxcXH4+voSHh7O1KlTiYiIYPXq1crgjI2NZfny5cTFxSkD1WQyKQPVbrezbt067HY7GzZsICMjQxmwsl7FyHVzcyM5OZmdO3cqE1UaqUlJSco0NZlMaj7T0tLYunWrMqnT09PZvn07mZmZjI2NkZyczI4dO0hNTWXr1q2kpqbi6+tLbGzs5/p/X4S8n6X7KO9PQcxFMUqNjVMZy/qS/SdqnlqtVmC8QSgGsnQZxSIUm06ap9LRFNNV7D8xnuU6pAcptp5xLL1HMV5lLP1JeR+JYSq9yl/5lV9xGUvfT5qjxubpxx9/7HJ+ct0yln6mXM9bb73lcnzp9xmbrXK+YpzKvMnrSz9TjFqxkOWbBKSPKcjzX5wDOQfpKMoxxFiUxqmsCbk3Ypgam6gyflnzVAxQuQdyfFlL0oWVhqqsQbHtP/nkE2B8rqUzK/vLHMiak26u2NHSzZXPQDFsZW1Lc1XOTxqHsrblHkrz1NjNlXsi91Ss6KlTpwLj1rHcU7nHE3V7ZbuxeTp79mzg8w1bmU95T7xK81Tex4KxQRoSEuIylnsy0fYX1x18vkdpbJRK61hYsmSJy1gazYK8vwSZQ0E+LwSZU8HYj5Q1LHz72992GcucC8ZGqXH/Tz/91GVsnA95rwmyxgRj39P4+sbzlzUlGHul8l4R5HN9oteH8SawYPy9Y2xmGu+Z8RyM35ggnw+CvK8E4/o13mPpaQvGOZb3s2BcQ2LACy/2oWH8/TrRdnm/CfK+E4wNV+M9/L3f+z2XsXzOCsZGqnGNSYNaWLx4scvY2Kg1bjc2UL8M8tk7EcY5MCK/7ydi2bJlX7hdPusnQiz/iTDOoRHj++JV938ZixYt+kr7S2t9IqQHPhErVqz4wu3Gz30jL7s/xs91I5s2bfrC7fKtDBNh/IwwYvxcNCL/bTIRL+v+yn8bTYTx986r7i/f9jER0nmfCGNn2ci6deu+cLvxM+fnxfjNNq9KTk7OV9rf+L9zXhX5lpOfF2M/+1Ux9qpfFfnfWT8v/+2//bevtP9XvX74fIf+Vfmq37jyszrwr8LLmuYv4+f5/fwioaGhX2l/+Yahnxf5RiGNRqPRaDSafy9eyTwdHBxUBumTJ09Uu7Svr08ZqE+fPqW3t5eRkREX81QaqS8+irkqz+vs7GRkZITW1lbu379PS0sLAwMDVFZW0tvbq1qUst3pdHL37l31vIaGBgYHB6mqqmJgYIA7d+7Q19dHaWkpXV1dXLp0STVJHQ6HMkRPnDihGpvS9GxsbFTmnxiV0oo8c+YMLS0tqsF57tw5ZYqKmdrc3Kyapzk5OTQ3N3Pw4EEaGxs5d+4cDx484PTp05SUlFBdXU1PTw+3b99mcHDQxXDs7e3l8uXLDA0NkZ+fT09PD5cuXVJNVWmZilnY1NTE8ePH1fmLgVpfX68MzAsXLijTtrm5maNHj6oGaUVFBT/4wQ+or6/n0KFDav+WlhbOnTunWp1Op5MzZ85QX1/P0aNHqa6u5uDBg9TW1qqG6b59+6ipqeHDDz+kurqaAwcOUF9fz4cffsjt27fV8cVIlfM4evQoDQ0N5OTk4HA4OHv2LK2treTn5yvTtL29natXr9Le3s6NGzfo7e2ltLSUvr4+iouL6ezs5Ny5c+q65b6JMdvb20tDQwOffvopt27doqenh8bGRvr7+1Vjt6SkhKqqKtra2hgZGeH8+fO0t7dz7NgxOjs7uXXrFk1NTVy+fBmn06mattKwLS8vV01TMV/FOG1vbyc/P5/29nbVSj179iwtLS2cPHmS+vp6tc7k52IOy32V5q0Yp2JOi/EshrX8/NixYy7N0yNHjqj7J+tHHh0Oh7rea9eu/Xt+Bmk0Go1Go9FoNBqNRqPRaDQajUaj0fyH4ZXM04CAALy9vbHZbOov/cQglb889PX1dTFMpWkqJuqkSZPUo7ROAZdxfHw8gYGBJCcnM2nSJEJCQrBarZhMJmVYBAQEkJCQoP5yW/7qLTg4mOzsbKxWK9OmTcNqtTJ79myio6NZuXKlMvOSkpKUabdp0yZlaL7YRPXy8iIhIYGdO3cqA/LFpuiLxmlycjIWi4XExERlpm7ZsoXs7GzVAt25cycZGRmYzWYyMzNVa3N4eJjY2Fhmz55NWloavr6+ynyNiYnhyZMn2O12njx5ogzMxMREPDw8lLWUkpLC2NgY6enpql0JuBiKmzdvZsqUKXh7exMdHc3GjRvJzs7Gy8uLjIwMvva1rzFlyhS+9a1vMXnyZN59911lrKanp/Ps2TOioqLw9fVVx5OGppiMkydPxmKxMHXqVMbGxsjOzuadd95Rpkl2djbvv/8+6enpbN26Vdkbqamp7Nq1i6ysLDw8PFRDNDk5mdWrV2O32xkbG8NutzM6OkpsbCxubm5ERUWpxumMGTOwWq3Mnz+fpKQkUlJSSEhIYPv27SQkJLBt2zbsdjsjIyNEREQQExNDeHg4M2fOVIZCaGgoCxYsICAggJSUFOLj4/H398dms7F48WJlIAcGBrJ27VqsVit3794lKCiIrKwsYmJiWLRoEcHBwXh6eqq2bHx8vGqdLl68mPj4eJYuXUpCQgIrVqzAbrezZs0al/n09PR0MaFlvjdv3qzWkRi6qampWCwWZZzKekhKSmLDhg3KLBXz9MUG744dO8jIyFDrHH5q7/n5+ZGQkPBK9sLIyAgA3d3dP/2A+f+MJ2mcihnZ0tICjFt4xu3SPJXtzc3NwLjVV1NT4/K69fX1wLihVVpaCoybmeXl5cD4X7rfuHHDZZybmwuM2zPSoxTbR/qOYlNKH/LXf/3XgfGGqRxPGqFf//rXXbbL8aUPKceT54sJ8f3vfx8Ytw1PnjwJjP+FuzRZ5fNTzl9MAelnipkgxxMDVvqVYhfK9RlfXxqpcn5imvzzP/8zMG5LSm9Ung/jTU55jrymvMbf/M3fuMzZn/7pnwLjhpOM5S+S//Iv/xIYN1Cl4Sl/sS2Nz/feew8Yb56+/fbbwHjzdOPGjcD4X/vLNV24cAEYb4zKGpA5leaprDHpzsr7Q+6BNE6PHDkCjL8H5HzEhvnoo49czlfOT+Zn3759wLixtmfPHpf5kvmV58uaEqtZ7olsF0tEGqcyNnZuxQaSv2QXK1LGYgnI843NVd081Wg0Go1Go9FoNBqNRqPRaDT/2Xkl83R4eFiZpdIovX//PoODg6qBKkbpo0eP6O/v5+nTpwwMDPD48WOX/aSJKuaqtFCfPHlCV1cXDx8+xOFwMDQ0pNqlFRUV9PX10dzczIMHD1zM06GhIZqamhgeHlbNU2mllpSU0N7ezrlz5z7XjhTDsba2Vhmbp0+fpqmpiWPHjtHc3KyakGL0nT59mpaWFs6fP09rayvnz5+nsbFRmYLSqJSW6LFjx6itreXgwYNUVVWxf/9+amtrycvLo7+/n7y8PFpaWtRjbm4u9fX1XLt2jb6+Pm7dukV3dzcFBQW0tbVx/vx5Zci+2MY8ceIENTU1ql2Zk5OD0+nk0KFDqu3a3NysTMTTp09TV1fH3r17lSFaU1PDT37yE+rr6/noo4/U8cXMlf3FiHzxeQcPHqSiokIdb+/evdy5c4d9+/ZRXV3NBx98QGVlJXv27KG2tpa9e/dSUVGhGpsHDx50MWjlPp0/f141T9vb27ly5Qo9PT0UFxcr07Ovr4+ioiK6u7uVOXzkyBHVYJVma2dnJyUlJTx79oyioiLq6+tpamqio6ODuro6nE4npaWldHR0UFtby7179ygsLGR4eJi6ujp6e3s5d+4ctbW16n6Xl5czMDCgmqeXLl2ivb2dixcvuoyvXLlCW1sb165do62tTY2llSuGqtxPuY7Tp08rk1m2v2iMioF69OhR1cJ98fmnTp1SBrGs97q6OmVUHz58WM17XV2del+IaSz/SKTRaDQajUaj0Wg0Go1Go9FoNBqNRvN/O69snnp5eREWFsakSZNU89Td3R1vb2/VOhWD1GKx4O3tTWhoqGql+vv7Y7FYXExUaaCKoRobG6uapwEBAQQFBWGz2RgdHeWTTz7B09OTwMBA4uPjmTRpEsnJyQQHB2M2mwkLC8NkMmG1WhkdHSUiIoLZs2eTkJCgDEvpXG7bto2UlBRl+rm5uZGUlKRM0q1bt5Kens6uXbtITU1l+/btpKSksGHDBuLj41m1apVqniYnJ6v9xUx90WhNS0tj9+7dpKenq9ddvXo1qampymjdsGEDCQkJyrQ0m83ExMQo4/Hx48dER0ezbNkyYmNjWbt2LXFxcWzZsoWkpCTVtJTm6Y4dO0hJSeGNN94gPT0db29vkpOTWbFihbq+rKwszGYzU6dOxc3NjenTp+Pm5sbkyZN57733yMjI4Pnz58o0jYuLw8fHh7S0NDZv3kxsbCxbtmwhNTWVt956i8TERHbt2sWUKVP4+te/rkzS9PR0vva1r/Haa69hMpnIzs7mW9/6FikpKcqAlCYqoIzg5ORkZZw+e/aMmJgYlixZgtVqZdasWURGRrJgwQIiIiJYtGgRUVFRzJ8/nylTphAVFeVitrq5uREXF8e8efOIiYlh8uTJaq2GhITg5uamDNfQ0FCWL19OUlISXl5eREVFYbFYCA0NZcaMGdjtdvz8/EhKSmLFihXExsaq9uqyZcuw2+2Eh4cTFxfH0qVLiY2NZenSpcTFxbF48WLVPI2Li2Pt2rXKME1JSVH3URqmYo5KA/bF+5ucnKzWpVznunXrSExMVM/bunUrKSkpykzdvn27MpQzMzOV8SvrUAzpn8c8FdNR7LiXNU1lLMapmJXyfBmLcSqtRDFKpW0orysGsfTq5PnSnpJunfTepCm6YcMGYLxjJy0taRdKT06OK8ap9B+leSpj6ffJeYrxKT1KMU4n6k0KMhZjVY4ntp/MkzQZpbMn2+X9JEaonL8Yp9L7FDtUxtIHlNf77d/+bZd5k28eMDZSxXgH+M3f/E1gfO6l+SnXJL0waRtK01A6XbKG5JzEAjY2T+WaZI7lmqV5mpqaCow3caRjJ0aqNERlbch7SZqoYqbK8aRxKk0/WcvGbq6sATmeGK0yfuedd4Dxbp8YrTKHxubpu+++63K+YpTK/rKmZD7knk7U7ZU1LPdH7pfcUzFMjfMtLUW5P3I/jc3FL2J4eNhlLCa6YGyhNTQ0uIzlngpGE91IXV3dFx7/ypUrLmPjZ55YxIKxVfjjH//YZWxsiP7VX/2Vy9jY1/qLv/gLl7GxT2lsyxn7nv/2b//mMpb3giCmvGDse4ppLsjaEcTyFox9rr/92791GRsbcH/3d3/nMhYj/0WM3TVjz9DY5zPeQ+OcGMfGc5T3iyAmuCCf6UJ+fr7L2NiRFVNdMPYWjV09YydOTHPBeH1ink+0XcxzwdggNV6/ETH9BeMaNTbRjL1KY5PWeDyjkf5VO3cajUaj0Wg0Go1Go9FoNP/evJJ5OjAwwJMnT9Rjf38/jx8/pqOjQxmkLxqmnZ2dLmZpf3+/MlPFPH3xsbOzk/v379Pc3Mzdu3dpbGzk7t271NTUMDAwQFVVFcPDw7S0tHD//n3VPm1tbWVoaEg1TysrK1VDVNqVTqeTvLw8ZfKJgdfU1KTakKdOnaKpqUk1UcXYe9HUk3amtE5fbJ6eOXPGxRg8ceIEDQ0NyjgVQ1OMyCNHjlBbW6uaq9LyzM/Pp6GhgdOnT9PR0UF+fj59fX2Ul5fT0tLCxYsXaW1t5dSpU6qFKU1LMV0bGhpU61PMy4MHD1JTU6MMRzFkT548SVVVFR9++CF37tzhww8/pLKyUjVM5XXOnj2rDN6Ojg7OnTtHW1sbx44do7KyUpmNP/rRjygrK+PHP/6xOp6YqGKm1tbW8sEHH1BTU6PmRwxUOX8xIMU8vXbtGk6nk6KiIjo7O7lx44YyT/v7+7l+/Tqtra1cuXKFu3fvcvToUW7fvs2JEyeU6dnV1UVxcTH9/f00NTXR29tLeXk5ra2t3Lx5k/b2dhoaGlQjt7q6mvz8fLUuenp6KCsro6WlRZnAYgxfvXpVtW87OzvJzc2lubmZCxcuuJizYp7m5+fT0dGh7ufZs2fVfZf1KOvjxfV07Ngx1XKtq6tTDVQxdU+cOKGMYTFSX5xP2U/atIcOHaKqqkoZyocPH1ZmrW6eajQajUaj0Wg0Go1Go9FoNBqNRqP5ZeKVzFN/f398fX2VKWqz2VxMU7PZrH7u6+urzFQY/yt7Pz8/IiIi1Njf318ZqDJOSEggKCiI9PR0AgMDCQ8Px2q1qu6mWLB2u10ZDmFhYZjNZsLDw5k6dSphYWFMmTKFyMhI5s6dS1xcHKtXryYxMVE1T81mszIqMzIyVLN0y5Yt2O12PD09SU1NVQbq9u3bSU1NVYagNCXXrFmjWqcpKSmsX7+euLg4Nm7cSHp6Om+88QaZmZmYTCbVPhXTLyUlhU2bNpGUlISbmxuxsbF88sknhIaGsmTJEoKCgli0aBGBgYHMnTtXzbk0MpOTk9m4caNqX2ZlZeHu7q6uR14vMzOTsbExZZLa7XZWr15NTEwM27ZtIy0tjbfffls9pqen8+abbyqLKyYmhpUrV5KWloafnx+JiYls3bqVyMhINm7cyNSpU/Hz8yM7O1uZqu+88w4zZszAbDYroy87O5t3332XjIwM9ejh4aGasenp6WzZsoXExETWrl1LdHS0Mn1NJhMxMTE8f/6cmJgYTCaTMu8iIyOZP38+NpuNNWvWMGXKFMxmM3FxcZjNZtWmDQgIICMjg4iICFJTU7HZbJjNZqKiovDx8SE0NJTs7GxlMCcmJuLu7k5UVBSLFy8mOjqaFStWkJaWRnBwMElJSaxcuZLY2FhWrFhBUlIS/v7+2O12Vq5cSWJiomqayvkvWbKE6OholixZQmxsLMuXL1f3IyUlBbPZTHp6Ou7u7sTGxrJ+/Xplokqr9EVjGVxNXTFNxeiVdW4ymZRBPWXKFCwWi7ovsk4nT56sXt/Pz4/4+PhXMk8fPHgAfL55Kg1TY9P0ZWOhqakJGDdQq6qqfuZ2sfGkcSqt3du3bwPjtk5xcbHL/qdOnXLZX5qhxuapGFticokxKr1NsXGkCfqNb3wDGG+eyvGlISqGmhxf5svYJJV+pfQsP/jgA2C8rynnv3XrVpfzF/tIni/nIyaZvJ5cj5y/nI/YkdLXDAgIAMYtKTFOxVwTu/LFc5bniH0mrykNTTFS//zP/xwYN5zERBMDShqpck/ExhODUs5ROrFHjx4Fxq3c06dPA+OW8eXLl4Fxc7SgoAD46R8KwXhXdtmyZcB441TmSEy0devWAePNUrk+uQdisEljVeZIzk9+R0oTdfv27S5jMWBlzmUNyz2VsZhnsqZkzQky/zJfssbEKpbtYoSJLSnz/b//9/8Gxq1IY/NUxrp5qtFoNBqNRqPRaDQajUaj0Wj+s/NK5unQ0BCPHz+mr69PtUuldWocP3z4kP7+fkZGRujv71c/f3Hc19fHyMiI2q+rq4uRkRFloNbX1zM0NMSdO3fo7e2ltraW4eFhWltbGRkZoa2tTZmog4ODNDQ00N/fT2VlJX19fdTU1NDX10dpaSnt7e1cvnxZtSDFKK2vr1cmnzROpRmZk5NDQ0ODMvlkv9zcXGUYOhwOcnNzaWtr4+zZszQ3N6vtp0+fprGxUZl90lY9dOgQlZWVygw8cuQIDoeDS5cuqSZmX1+fMiErKipwOByUlJTQ2dnJlStXVEvzRZP2xIkT1NbWcuDAAerq6ti/fz/V1dXKcBUT9cKFC7S1tVFaWkpNTQ25ubk0NDRw9uxZ1cCsrq7mzJkzVFVVqQbr7du36ejo4MKFCzQ2NqrrPHLkCM3NzWq/Q4cOUVtbyw9+8APKy8v58MMPVeu1qqqKPXv2UFNTo0zcffv2qSasmLkOh4P8/Hx6enqUEXz58mWcTieFhYX09vZSWlqK0+nk6tWrykSVBqnT6VSmqhiqJSUl3Lp1i8rKSjo7O2lvb+fhw4dUVlYqY/nhw4eUlZUxNDREWVkZXV1d5Ofn43Q6KSgooKOjg8uXL6t5cDgcXLx4URmm7e3tnD9/Xo1ffLxy5Ypqn4rR6XQ61XHOnTtHQ0ODMqHFXBWzWRq1Yo6KqSvrSBqnx44dU8ap3I/6+nr1eOTIESorK9X62Lt3r/q5GKh1dXVqXWvzVKPRaDQajUaj0Wg0Go1Go9FoNBrNLwuvZJ4GBgbi5eWFzWbDx8dHNUqldQq4jMVENZvNykQVwzQgIEBtl/2ioqIICAhQzdPk5GTCwsIIDQ3FZrORkZHB6Ogovr6+ylANCAggMTGR0NBQ3NzcCA8Px2KxEBERoRqUs2bNIj4+Hnd3d5KSkpRZum3bNlJTU9m2bRvp6emYTCbS0tLYsGGDMiul7Zmens7Y2BjJycmqabpq1SoSExNZs2aNMlClXZmYmKiMv127dpGWlgb8tMf3xhtvkJWVhaenp8t5eHp6EhkZycyZMwkLC2Pq1KkEBgYyb948AgICWL58OX5+fnh5eREfH8/atWuJjY1l5cqVypBNS0tTDcvdu3crw1Aal5MnT8bT0xMvLy+mT59OdHQ08+fPJyEhgU2bNpGYmMjOnTtJSkpS7djVq1cTGRnJxx9/zMcff0xcXByenp7MmzePoKAg1qxZw9SpUxkdHSUjI4P333+fyZMnKwNVxiaTiYyMDN566y2ysrJ45513VOs0LS0Nk8lEenq6y+uLiZmQkMDz58+JjY1l0aJFREREMGfOHKKjo1mwYAFRUVHMmzcPPz8/li5dqpq0VqsVHx8fAgICsNls+Pv789prrykj9dNPPyU1NRV3d3eys7OxWq3Mnj1btWajoqJYsmQJycnJeHl5kZycjNlsVg1Ru93OokWLiI+Px8PDg7i4OGWgWiwW4uLiWL58uTJn4+LiMJlMxMbGKjN25cqVyryV/aTRKm3blJQUPDw8VMNUTGi73a5aqJs2bVIN37S0NGUU79ixw+X+j42NuRjJb775puo0SgM1MzPz5zJPxUwUG03GYpRO1ECdaCxmuXQqpWEqRqk0TuXn0q2Ulqj8XDqQ8vwFCxYA441QsRFlHqTpaWyeSi9SjFPpRXp5ebmMxVA1Nk/lPIzNU7H/pCcpyPHE3pTrFnsxOjoagNWrV7vMk2yXXub7778PjPcypVkoDVMxYuX1P/30UwCsVisw3vOU1xMbUpqxGzduBCA0NFSdu/xMniPWrDRNZY6lmfmHf/iHwPi9kbGckxiPxjmSOZQ1J81QMTjFzpZrkLUo5yfXKG1PsXXlvOLi4gBYu3aty/WIUSqvt2PHDgCmTJkCjK8JuedicErzVJqrco+MTVQZy/F3794NjK8BWVNyT2XNyRo1rkljg1asZplPMU6lMfud73wHGF8jYrjKWOZbjidG65dB3peCsZ9o3C6/P4WQkBCXsbzPBHmfC8a+pKxjwfgZJ58/wotGNYzfU8HY55Q5EYzXJ3MoyFwLshYFuZcTbZe1JbzYHobx5rEga1T4tV/7NZexsb383e9+12Us7znh4cOHLmPpAguydic6v5/1GmJ8C/J5IUgrWRCDXZB1PBHyvhOkaSzItxwI8hksGNeUfL5MdHxpGgvGNWLcblzTRozHN3Z2jffI2Kk1rsHvfe97LmP5nBb+5E/+xGVsvD/GxurSpUtdxsYm6pehv7//C7ffuXPnlY/5IvLtAz8vxtawkRd/H/4s5NsXJsL4uWDE2KU1YmwNG5Fve5gIY9fXiHwbwUQY35NG5HfQRBi7uUaMrWgjxnazkZd9S8LLOt4vW9Mvuz75do6JMH7GGHnZ/ZXu+kS8bH6Nn0lGXjZ/xt+LRqR7PxHvvffeF27XaDQajUaj0Wg0mv8/+NL/ePr06VP1dbJ9fX2EhYXR399PREQEPT09REZG0tfXh9lspquri8jISPXznp4ebDab+j9Cenp61KNsB+jq6sJkMuF0OvH09KShoQGTyURXVxdeXl7U1NQQERFBf38/ZrOZtrY24uLi1Fd8NjU1MTY2RnV1NZMnT+bmzZsAFBUVAT/92kVPT0+OHz/O+vXrOX78ONu3bycnJ4dt27Zx5swZAE6ePMn69es5deoUJpOJnJwcdu7cyfHjx9m2bRunT59m/fr1nD9/ntWrV3PhwgXGxsa4ePEibm5u5Obmsnz5ck6ePImHhweHDx9m+/btHDx4kLfeeouDBw+ye/dujh07xvr16zlx4gQ7duzgwoULrF27ltLSUiwWCzdv3uTZs2c4HA4yMzOpr68nMzOT0tJSvLy8uHDhAgsWLOD8+fOYTCZyc3MByMnJwWw2s3fvXgAOHjzItm3byMvLw8PDg0uXLhEZGUlJSQnLly/H4XDg5eXFzZs3GR0d5dq1a4yOjnL9+nWmT59OYWEhdrudS5cuMXfuXKqrqwkODmb//v3MnDmTsrIyUlJS+Oijj3jjjTfYt28fb7/9NgcOHMBsNnP48GHee+899u7dy+7duzlw4AAmk4mDBw/y9ttvc/jwYTZv3syZM2dwc3PjyJEjbN++ndOnT2M2m7l06RLLli3j8uXLLFu2jMLCQubOnUt5eTlubm7cvHkTi8VCVVUVaWlpFBcXExISwu3bt0lPT+fOnTvYbDaamprIyMigsbGR4OBgnE4nkZGRNDc3A1BdXY23tzdlZWVMnTqVW7duMXv2bAoKCvDw8ODChQtYLBZOnjzJtm3bOH/+PB4eHly9epXFixdTUFCAxWLh/PnzjI6Okp+fz9KlS7l69SorVqygsLAQk8lEUVER8+fPp6CggAULFnD58mXMZjPnz5/n+fPn5OXlYbFYuHjxIkuWLCE3NxcvLy9Onz7Npk2bOHbsGNu3b+fo0aNs2bKF48eP4+bm9rn1nJOTw65du9R8Hj58GDc3Nw4fPozZbObAgQO4u7tz6NAhNd61axeHDx9m165dXL16FV9fX22eajQajUaj0Wg0Go1Go9FoNBqNRqP5peGVzVP5S1SxACZNmvS5tmlMTAy+vr5YLBb8/PywWCz4+vpiMplcni+tU3keoEzSwMBAMjMzCQ0NJSgoiIiICGUr+Pr6EhgYSFxcnPrLbjFRrFYrbm5uWK1WZsyYgc1mY/78+cTHxysjcPPmzS4G4datW1Uj1G63q4aom5sb2dnZuLu7k56ezujoKMnJyWzYsIHk5GRGR0dVSzM5ORl3d3cXM1Xaozt27CA7OxuLxaKMULvdzpYtW0hOTub58+fExcWxatUqkpKSWLJkCTExMTx79ozo6Gj8/f3VnAQFBakG59KlS7Hb7YyOjqpGppi0WVlZvPfee6qtmp2djaenpzLTvL29sVgsBAYGEh8fT0BAALNnzyYyMpLZs2cTFhbG9OnT8fHxwWq1EhISws6dO5k6dSrTpk0jMDCQrVu3MmvWLObNm0daWhrvvfceaWlpWCwWpk6dCqCam5MnT+bdd991aa++8cYbpKSksGPHDmVWpqamqnnZvHmzMnjFALXZbMyePZuoqCi8vb0JCwvj9ddfV61bX19fMjMzefToEWFhYXz66afExsYSGhqKl5cX/v7+ZGdnY7PZcHd3Jy4uDn9/f2VLi5EUGRmJh4eHMlDFEJUmbkJCAqtWrcJut7Ns2TKioqJYtmwZCQkJrFy5ErvdjpubGzExMSxdupSoqCgWLlxITEwM8+bNU43W2NhYli1bht1uZ9WqVSQkJLiYptHR0axZs4aUlBRlkkrzVMZiqm7fvl2tZzFNxeR90UB96623yM7OxmQykZWVxZtvvulioIohPGnSJGX6fllGRkaAn/4hBIzbasamaVtbGzBueMl2Gct2MbbkH7ilT1ldXQ2MG1fSPBXkDyfEsJIGqpgUN27ccDm+9DDFnpFepbEBKnaf9CLF5pO+pDxf+pNftnkqzVGZLzE6xEiV44kJIf3LLVu2AOO9TTHUjOf/0UcfuYzFmBF7Upqlcn7S5xSbSvqbsv+JEydcXv/IkSPAuJH64jnJZ7QcQ6zAv/7rvwbgd3/3d4Hxxqm8xl/+5V8C8O1vfxsYt3TEoJI5EeNxz549ALz55pvA55un0ihdvnw5ABcvXgTgyZMnAFy/fh0YtwplLDa0/BHO4sWLATh37hwwfs/kemUNyZzIWP6YRYxYOT/ZX54vcy7bjR1buUdyT2V/WVNi+IrVIpa0dG7FhpmoQSv3Q5qncj9kLLaT7C/3R47/R3/0R2g0Go1Go9FoNBqNRqPRaDQazX9mXql5OjAwwKNHj1SrVNqmPT09PHr06HPj7u5u9XPZT5qpL+7f2dnJgwcP1GNbWxv379+ntraWgYEBKisr6enpob6+nvv379Pa2srw8DAdHR2qgXr37l0aGxtV87Snp4eKigoGBwcpLi6mra2Ny5cv09raysmTJ2lsbCQnJ0c1Iqurqzl69ChNTU2cOnVKNSTr6uo4cuQI1dXVqo2am5tLS0sL586do6WlhbNnz+JwODhz5gzNzc2cPn1aNVSlTVldXc3BgwepqKhg//79NDY28tFHH9HQ0MCpU6dwOp2cO3eO6upqLl68SFNTEw0NDTx58oSKigpaW1s5e/YsnZ2dXLt2jY6ODgoKCmhububSpUs0NTWpVuaRI0eoq6tzaV1WVVVx4MABGhoalCH79OlTfH19qayspLa2luPHj1NSUsKZM2eorKzk2LFj3Llzh87OTiIjI7l58yZOp5P8/HyePHlCfX09d+/e5YMPPqCqqsqlbSqN2KamJvbt20dFRQUfffQR1dXVHD58mKqqKo4cOUJ9fb2anxMnTlBdXc2pU6dwOBycPXuWlpYW8vLyVMO0s7OT0tJS+vv7KSwspLOzkzt37jA0NERNTQ39/f309PTw5MkTBgcH+eyzz+jt7VVN3c8++4zOzk76+/u5desWra2tXL9+ne7ubq5fv05/fz9FRUX09vZSWFhIS0sLly5dorW1lQsXLtDS0sLp06dV87a5uZmLFy+qlqncj9bWVi5evEhbWxtXrlxRrdb29naKioro7OykuLiYjo4Orl27RlNTE+fPn1frqampSa0rGUszV5qn0oaVNu+hQ4fU/ZeWrtz/hoYGDh8+rBqzlZWV7Nu3j6qqKvbt20dNTQ379++nsrJSHf/cuXNq3jUajUaj0Wg0Go1Go9FoNBqNRqPRaH4ZeCXzNCAgAG9vb6xWqzJLJ02apNqlYu/ZbDZ8fX2xWq14e3sTERGhxtI2Ne7n7++vGqqxsbH4+/uTlpZGaGgo4eHh2Gw2ZYOKBWuxWAgKCsJutxMcHEx6ejphYWGqXTljxgzCw8OZO3cu8fHxeHp6kpSUxNatW7Hb7S7tyLS0NDw8PEhKSmLjxo3KMBSjLzU1FZPJpMxNMQ+TkpJYtWqV6mampqaqZqqYptIcNZlMysTMysrCzc1NmYPymJiYqNqt0pWVzuiKFSsIDQ1l3rx5JCQkMDo6SnR0tGqvSvMUUE3VtLQ03n33XVJTU/Hy8iIjI0MZjdOnTyc8PJwtW7bg6+vL2NgY4eHhTJkyheDgYObPn09aWhrPnj0jPT2du3fvEhcXx8OHDwkPD2fJkiUkJSXx5ptvMnXqVD799FPVMpU25+TJk/nGN76B3W7n7bffJjMzkzfeeIPMzEwsFgvJycls2bKFpKQkvLy8SExMVO1TNzc3NY6NjWV0dJSYmBjVEoWfWmxubm5ERUXh5uaGh4cHY2NjBAYG4u7ujp+fH3a7ncDAQEwmE2FhYXh4eBAUFMS0adOwWq3MmjULq9XK/PnziYmJYfr06URERLB48WJsNhtubm7Ex8ezcuVK4uPjWb16tbpPcXFxLF26lOjoaGWQWiwWZZzKdjm+zWZjzpw5xMTEqMdFixapxqvdbmfdunXKZLbZbKxbt06Zp0lJSWzfvp2MjAzVLJX5kvUl5qhsl4bp7t27lfE7ZcoUTCaTaqBmZ2erdQM/bdJ5e3t/5eapNEuNDVMxRifaLoapjKU/Jy1EOV+bzebyPLEapfso1qP03+T50nsz9i+lIyfGqLHnKMcVe0+2i8EprUAxVOV40qeU/WW7sXkqLUOZHzm+2H+y/9e+9jVgvI8p3wggpq08X+ZJ2lGyXRqHE12f2IzyeSdII1a+eSAjIwMYtzNfbCnK3MucyLcDSGNTDEeZA2mayvNlPGvWLJc5kufLHIopKtcsa0UapDJHYoDKGpGmn6wdmQuxz+XbEKTfKI0/WTNr1qxxmSMxSmVOxICV95R0H+X8pKMpn9nbtm0Dxte+GKeyfaKOrVj+YpzK/EjvTeZTmqYy/7LGjE1TaUXKdmnQynZZozLfcnwxXL8Mw8PDLuOWlhaXsbyW4HA4XMbGdVlTU/OFr9fQ0OAyNjZCr169+oX7ixUsyDdtCD/5yU9cxtI0FoxtPmPrTazribYb24LGlp9YwYLxXoiVLBj7tMbtxladWNOC8fqM1//ZZ5994fHl8/CLjhEeHu4yFhNdMPb8jP1GYy9S7HpBPuMFMbsFaRwLYuMLYt0LYrILxjUstr5gbLjKtwkI8vkl/PjHP3YZGzuyP/zhD13GxjUi324gGHuWxjVk3G5snhobp8b+obHza2zayue/RqPRaDQajUaj0Wg0Gs1/VL60efrkyROGh4d58uSJMke7u7uVQfqikdrV1cXjx4/p7+9XP3/48CF9fX3KSL1//z49PT0u+4up6nQ6efDggTIbb9++TX9/P42Njdy7d4/29nZGRkZobW11MVFramqUqTo0NMStW7fo7e2luLiY9vZ2Ll68SHNzM8eOHaOhoYGcnBxlPtbX13P8+HGam5s5deoUTU1NyjTNycmhsbGR48ePKxOwubmZ8+fP09zcrAzEM2fO0NDQwJkzZ9R+dXV1HDx4kJqaGg4dOqSMwZqaGg4ePKgMVTFdGxsbOXv2LP39/Zw7d45bt25x6dIlRkZGKCkpYWhoSJmORUVF6roaGxvVdZ09e5a6ujpyc3OV6VpTU8PZs2epqqoiNzeX6upqLly4QFdXF1euXGFoaIj29nZ8fHzo7e3Fx8eHoaEhTCYTx44d4/r169y8eZOOjg5l6P7gBz+gvLycQ4cOUVFRwd69e5X5WFhYyL/8y79w+fJljhw5QktLCx988AE1NTXK5BVjMjc3F6fTyYkTJ9T8ORwOTp8+TWNjI+fOnVOmppii7e3t6v6KaVxXV0dvby+dnZ3KNB0ZGaGjo4ORkRFaWlro7e3F4XAwPDzMnTt36O7upqSkhO7ubioqKmhoaKCiooKBgQFKS0txOp0UFBTQ1tbGhQsXaGtrU/f70qVLOJ1Orl69SldXFwUFBer5YmzKuLe3l7KyMvr6+rh58ybd3d3cvHmTrq4url275mJG5+Xl0djYSG5uLs3NzeTl5bmYxWKQHj16lNraWrW+Dh8+TENDgzKM5efyuG/fPmVAV1dXs3fvXvVYU1PD3r171fFqa2s5f/487e3t2jzVaDQajUaj0Wg0Go1Go9FoNBqNRvNLw5c2T318fAgMDFTmqZhOfn5+yig1tkxluxim8NO/thdDVZ4n26XvGR8fT2BgIGlpaVitVsLDw4mIiCA5ORkPDw+8vb1dOqB2u52QkBCysrIICwtj8uTJhISEMGXKFKxWK3PmzMFms6kW5ZYtW0hMTFQGnxio0o7ctGkTCQkJLi3UtLQ0ZUiuW7eOhIQEVq9ejd1uZ82aNSQmJrJ27VplasbFxbFlyxbV9JSW5OTJkzGZTKSlpfHGG2+o5yclJanjrFy5ktjYWNauXUtSUhLR0dGEh4ezcOFC4uLilOFoMpkIDQ1lzZo1ykxNS0vj+fPnJCQkMGfOHCIjI12uT/YPDAxk+vTpBAcHs3DhQjX3CQkJqkv77NkzAgICVLMzLS2NkJAQ1q5dS1hYGN/4xjfIyMhQzdX33nuPmJgYVq5cSUZGBt/85jdJTEzE19dXmb52u53du3crmyoxMVGZlps2bSIpKYmxsTHi4uJUS9bT05OAgABmzpxJcnIyvr6+REVF8emnnxIcHMyUKVOIiIjgs88+w9vbG5PJhK+vLzExMXh7e2O32wkICCA9PZ2goCA+++wzJk2aREZGBsHBwapBCj816GTeFi5cSEhICBaLhYSEBFasWEFCQoJq2np5eRETE8Py5csJCQlhzpw5xMbGqraptFrnzZuHzWZj5syZREREqLbsrFmziImJUfd16dKlJCYmsmbNGmUy22w2NQ8bN24kOTlZtU63bdtGeno6u3btUrZbamoqO3fuJCMjg927dyvTNysri7feekuZppmZmap9+t5776mxNFDT09MJDAwkISHhlczTBw8eANDd3Q2M2zfSMBWMjdOJmqhi4Rmbp1VVVT/zeGJOSuNUrLzbt2+7nE9JSQkwbsecOnUKGLdtpDcp28XakeboP/7jPwLjBpc0TeX40uP8+te/7rJdbB3ZLs1TOZ68vphmYgtKT1KMMrGQ5PhiTcnnsphycv5iNYlxd/DgQQDGxsaAcevrW9/6FgCHDx8Gxu3Hs2fPAuP9UJk/scMKCgqAcQMXxm01eQ15TTHGpBsrFqx0ZWUOpKkpXVnjPTB2ZsUME2NLOrayXRqmYlqWlZUB43aucY3IGpL9i4uLAdT7IS8vz+X6cnNzXc7f2NGVJuq6desAOHPmDDDeMJU1KMabjIWcnByX40tDVs5XGqeCjGX+pGkqa0qas3J9Yj9K01RMvj/8wz902S4GmRxPDD+5n3/8x3+MRqPRaDQajUaj0Wg0Go1Go9H8Z+ZL/+Pp06dP+eSTTwgNDaWvr4+IiAj6+/sxm83qsaenh9HRUXp6eoiOjqanpwer1UpPTw+RkZH09fUB0NfXh9VqdXmMjIyku7ubsbExOjo6sFgs1NXVqeNaLBbq6+uJi4ujr6+PxMREnE4nMTEx6iv/mpqaMJvN1NTUYDabqaiowGw2c/PmTUwmE8XFxXh4eHDy5EnWrVtHTk6OMivNZjOnTp1i48aNnDhxgnXr1pGbm4unpyeHDh1i+/btnDhxgo0bN3L69GnWr1/P+fPnWb16NefPn8disZCXl4fFYuHMmTOsXr2aU6dO4enpqf4h4sCBA4yOjnL48GF27drF4cOH2blzJ6dOncLNzY3c3FwsFgsXL15k3bp1XLp0CZPJxOXLl1myZAlXr15l7dq1XLt2jYCAAAoKCpgzZ47afuXKFTw8PCguLsZsNnPmzBl1nmNjYxQVFbFmzRpyc3NZtWoVV69eZd68eZSWlrJixQouX77M6tWr1fFOnTrFhg0bqK+v5+OPP6awsBB/f38qKytxc3Pjxo0bjI6OkpOTg8Vi4dSpU6xevZoTJ07g5+fHpUuXCAgI4NixY2zZsoUzZ86o89q+fTvHjx9n8+bNnDx5kufPn3PhwgXWrVtHXl4eZrPZ5frnz59PaWkp8NN/1Jg7dy63b99mxowZtLS04O3tTUNDA7GxsXR1deHm5kZ3dzeRkZG0traSkpJCfX096enpdHZ24ubmRl1dHTNmzKCiooInT55QWVlJeno6ZWVlrFixghs3bvD6669z+/ZtPDw8KCoqws3NjYsXL2IymSgsLGTp0qUUFBSo43h6elJUVMS8efMoKipi/vz5lJSUMHv2bG7evMn06dMpKSlh+vTplJeXYzKZKCgowGw2k5+fD/z0H6rMZjOXL19m0aJF5OXl4evry5kzZ9i0aRPHjx/Hzc2NnJwczGazWp9Hjx7Fzc2Nw4cP4+bmxv79+3nzzTfZv38/b731Fvv27WNsbIwDBw7g5ubGvn37MJlM7Nmzh/fff1/9A9vBgwfZuXMnRUVFeHh4vPQrLTUajUaj0Wg0Go1Go9FoNBqNRqPRaP5vwSTWzMv4q7/6q7GAgAB8fHx4+PAhPj4+PHr0CH9/fx4/foyvry8jIyNMmjSJhw8fEhAQwKNHj/Dz8+PBgwfq535+fi77yfH8/f3V/o8fPyY4OJienh6ioqIYHR0lKiqKqqoqfHx8ePz4MUFBQTx8+JBJkyZx//59QkJCGBoawmazMTw8TFhYGAMDA0RERNDe3k5UVBT37t0jMzOTxsZGkpKSaGxsJC0tjaamJlJTU9XPa2pqSEpKwul0MnnyZBoaGkhLS6OmpkY9LyEhgaamJpKSkmhpaSEpKYn29nZSU1PV/s3NzUyZMoW6ujrS09Opq6sjIyODmpoasrKyqK+vJzk5mcbGRlJSUtTrNDQ0kJSURFtbGykpKVRXV5OYmKiuR7b39PQQERGh/nG6p6dH/eNhWloaVVVV6h+x4+PjaW1tJSYmhrt372K1Wqmvryc1NZXBwUGsViutra2kpaXR2NhIdHQ0XV1dhIeHYzabMZvNdHV1ERwczIMHD9TrZWdnc+vWLaZMmUJ7ezspKSnU1dWRmJhIfX09M2fOpLm5Gbvdzq1bt8jIyODOnTtMmzYNh8NBSkqKmleHw6HuT2pqKi0tLcTFxdHe3k5kZCSNjY3Ex8er+9vW1kZYWBgPHz4kLCyM7u5uPDw8ePToEZMmTWJkZISAgADu3btHUFAQT58+JTg4mIGBAcLDw2lrayMtLY3h4WG8vb25e/cugYGB3Lt3j+TkZJqbmwkODubRo0dERkYyODhIfHw8HR0dxMfH093dTWxsLFVVVYSGhjI8PExcXBw9PT3ExMTQ0dGh/ijAZrOpPybo7u4mOjqa7u5uoqKi6O7uJjExkfb2dux2u7rvnZ2dREREUF1dzdSpU2lrayM1NZX6+noyMzOpr68nLS2Nuro6Nc7KyqK6ulo9Zmdnq/VWVVXF5MmTqa6uZsqUKS7Pmzx5MjU1NWp9ZmRk0N7eTlpaGn/6p3/KkSNHTC//lIAf/ehHYwCPHj0CxjuX9+/fB8bbmMbxvXv3fuZYGqfSSJQ+5eDgIABRUVHAeGMvIiICgNraWgDCwsIAGBgYAMb7lf39/cB4w7O+vh6AadOmAdDZ2QmMdzBv3boFjJutRUVFLtuluSh9TrEUpXd58+ZNl+1yPOlF3rlzBxjvcIrZKc8Xa1JeX44n51tRUQHA5MmTXfYXI7mxsdFlu5i80gOV/cXUlfmQPqc0J+V6xAyOjY0FoK6uzmX84s9kjuSPXOQa5DVlLOanPF+uUc5J/nhCrlmeL9vFRpZzls6l3OP29nZgfE3InFitVmB8TcgakT/2ETu6o6MDGF9zMgfp6enAuP0sVr28nsx5ZWUlMN5UlefLnBrPV+5BamoqMH7PpCsr5y/zJ/dcmqfV1dXA+BqT+ZNmqdHElbGswcLCQgAWLlwIjK9p2X7jxg1gvKEq5u8f//Efv/Sz4vvf/77Lf3jI54Eg90gYGhpyGcvngiD3SpC2sfD48WOXsdwDQT4vBDHgBblXgtHGN26XNSzI3ArSlRWMvUy5R4JY0MKqVatcxvJ5JMgaEOReCvKeEeReTnR+snYF6e4K8vkliM0tyHtVkPfIi8h6FoxzbJwDWbeCmOSCcQ6M+8tnnyDvH8G4huTzTJD3rSDvd0E+FwRjt1fet4K83wXjHBnvgXwuCPJ+F+R9OtF24/wZ58c4/8av71+yZInL+MqVK1+4/fjx4y7j3/3d333p58SBAwe+8H+g9Pb2fuH+xntopKen5wu3G9vKRoxrwsimTZu+cLvxc8eI8XPAyOXLl79w+4YNG75wu3x7wkQYP8de9fXld89EyLc1TMTy5cu/cLvxPWHkZfP/sj8MfNn9f9n8ye/GiTC+J43I796JMH7mGXnZ/TO+542sX7/+K73+y/Y/f/78F27fsGHDl/rfHXv37v1y/0fGBBib6K/Kq3w7z8/C2IB/VbZv3/6V9n/ZOn4ZL1tnL8P4LSuvirE//vNg/P31qhj/m+pVOXny5Ffaf+XKlV9pf/nv+5+Xr7oG5X/v/bysXbv2pZ8VR44c+UqfE1+Vl/33yr838k1VvyhEEPhFsXTp0l/o68u3T/2i+EVfv/F/p/7/zRtvvPGl/nvCx8fnF/o58Yvmvffe+0Wfwi8U+Xa4X1Y+/fTTX/Qp/ELZunXrSz8nXql5Ojg4qFqmT548ob+/n5GRETo7OxkZGaGvr4/Hjx/T09PDgwcP6O7uVq3Thw8fMjAwwKNHj1QLtaenx6WF2tXVxcOHD2lra2N4eJi6ujru3r1LRUUFvb291NbWqubp/fv3aWtr4+HDh7S2tnL37l0aGxtV+7Svr4+Kigr6+/spLS2lu7tbNU9PnDihWqMOh4PDhw/T2NjIqVOnaGlpUa1NaZwePXqUuro61eQ8ffo0LS0tnD9/nqamJs6ePUtTUxOnTp1Sx6mrq+P48eM0NDSwf/9+amtrOXDgAPX19Rw8eFC1T6W96nA4OHXqFA6Hg9zcXBoaGjhx4gTV1dXk5eXR3d3N5cuXKSws5MyZM7S3t3Pjxg16e3u5cuUKXV1d5Ofn09/fz+XLl6mvr+fChQsMDw9TVVVFT08Pt2/fZmhoSDVgW1tbefDgAcXFxXR2dnL16lXa2tqoqamhv7+fq1evMjw8TF5eHh0dHZSUlPDJJ59QWVlJX18fly9fpru7m4KCAmpqajh+/Lh63fb2ds6fP09NTQ0HDhygp6eH/Px8Ojo6uHLlCq2trer5cj15eXnU1dVx8uRJamtrOXfuHA6Hg3PnztHS0sLNmzfp6emhuLiYrq4u7ty5w+DgIHV1dQwNDVFfX6+au0NDQzidTj755BMaGxsZHBykrKyMgYEBamtrGRgYwOl08vHHH6vmaU1NDffv36e+vh6Hw8Ht27d5/PgxRUVFOBwO8vPzqa+v59q1a3R2dlJYWIjT6VTt0qKiIrq6urhx4wYdHR1q3ZWXl9PT00N5eTnd3d2q1VpWVkZPTw/Xr1+ntbVVrc/c3FwaGxs5c+aMaurKupSWrrRJZT3V1tayb98+1bitrq7mwIED1NbWqrE0T+V5H374IbW1tap9um/fPrVO6+rq1H35qv+jUqPRaDQajUaj0Wg0Go1Go9FoNBqN5j8Lr9Q8DQoKwtvbG5vNhpeXF2FhYS6tU4vFgq+vL9HR0app6u/vrxqUgEsLNSIiAn9/fzWW4yQkJBAaGkp6ejpWq5WQkBBsNhupqan4+fnh4eFBYGAgFouFgIAA7HY7oaGhZGZmEhISQkZGBhEREZhMJoKDg3n99deJiYlhxYoVpKamsn37duLj47FYLKpJmpaWhslkIikpifXr15OSkoKXl5fL9rGxMZKSktiwYQNJSUk8f/6cpKQk1aR0c3MjOTlZ7e/p6UlGRgZvvfUW6enp7N69W7UnxdxIT09ndHSU1NRUNm7cSGpqKiaTiZSUFNzc3EhKSsLLy4vU1FTc3NxISEggJCSEiIgI5s6dS3R0NEuWLCEuLg6z2UxiYiLbtm0jIiKC58+f4+vrS3Z2NqGhocyePZv4+HiePXuGzWbj4cOHeHp6snDhQjw8PFiwYAGxsbH4+/vj5eXF1KlTCQ0NZcGCBUyaNImnT5/i7e3NzJkzCQ4OZunSpYSHh7NhwwYiIyNxc3PDbrezdu1a0tPTefToETabjaVLl+Lu7q6arlu3blXN2cTERNzd3dW8JyYmsn79enXdVquVJUuWkJCQwNjYGNHR0Xh5eeHn58eUKVOIjo7G29sbPz8/EhIS8Pf3x8fHR63F2NhYLBYLwcHBeHt7ExMTg6enJxEREQQGBhIUFER2drZaTxEREbi7u6uOr9Vq5fXXX8dms+Hh4UFMTAyPHz/G29ubadOmYbVamTVrFoGBgbi7uxMeHs7MmTOJiopixowZ2Gw2pkyZQnh4OK+99pp6tFqtzJw5E5vNxrx584iPj1fN07Vr15Kamoqnpyc2m41169Zht9vVutq2bRupqamqfSoN2TfffJOMjAzMZjMZGRm8/fbbpKen8+abb6rW7uTJk8lIhUsAAQAASURBVLFYLGRlZWGxWMjOzubdd98lOzubsbEx1TzNzMzEz8+P+Ph4Fi9e/KU/UEZGRgDo6uoCPt88FaPL2DydaLs0OpuamoDPN0+Nxzc2Tl977TVg3HKUXqTRMpK/fPb09ATG+5LG5ul//a//FRjvO0pP8t/+7d9czvdf//VfgfG/9PzhD38IjPctpe8pz5fmqVzP3/zN3wDwu7/7uwD87d/+LQC/9Vu/5bK/9D8/+OADAL75zW8C431RaZTK+Gtf+xow3tuUv7CSxqucjxgB8tfM8hejMn/yl+piF4lB8uJfNsprSIdVniOvIaai/JWTdFyliWrsukrjVK5ROq3vv/8+MN55lWsWm0/sFTGnZE3IX0HKNchfPnt5eQHjtp50XGV/sfLEupHt586dA+DZs2cu408++QQYX2Nr1qwBxudY7rnM14oVK1zmS74dwtjllTUqa+rDDz90OZ7Mn4wnWmNyP6Rp+gd/8AcA/Omf/ikA/8//8/8An2+gSvP093//9wHdPNVoNBqNRqPRaDQajUaj0Wg0//fwSuapGKO9vb08evSIwcFBnj596mKSyuPIyAi9vb2MjIzQ3d3NyMgI/f39yjQVU3VkZEQ9X4zV5uZmhoaGqK2tpb+/n4qKCvr6+mhsbGRkZISOjg4eP36sDNTW1laGhoZoaGhQZmF/fz+VlZUMDQ0p8+/y5cs4HA6OHz9OY2MjOTk5NDY2cuzYMWprazlx4gQOh4PTp0/T0NDAsWPHqKur4+DBg1RXVysTVczACxcu0Nrayrlz52hubiYvL8/FQD169KgyBMUAFBOzpqaGQ4cOUV9fr0zY48eP09zczPHjx6mrqyM3N5eOjg5OnTpFQ0MDZ86coauri8rKShwOB5cuXaKlpYUrV64oQ7C+vp7z58/T2NhIQUEBbW1tVFVVMTQ0RFVVFY2Njdy6dYvGxkbq6uqUkXrv3j1u375NQ0MD+fn51NTU4HQ6GRgY4Pr169y9e5e2tjY6Ozu5desWg4ODVFZWUl9fT0lJCcPDw1y6dAmn08nFixeprq7m6tWrNDc3U1JSQmdnJ2fPnqWsrIyjR4/S1NTEyZMncTgcnDhxgqamJs6fP6/2b2pq4syZM7S2tnL16lVldHZ3d1NUVMTg4CANDQ309PTQ0NDA0NAQDoeDgYEBmpubefDgAVVVVXR1dVFaWsrw8DDV1dV0dnZSXl5OZ2enMncbGxt58OABdXV19Pf3c/PmTe7evUt5eTkDAwPU1dVx7949Kisr6e3tpaamhs7OTi5evEhdXR23b9/mwYMH3L59m76+PmWyynWXl5fT29tLeXk5fX19lJeX09HRwY0bN+jp6aGwsJD29nby8/NpbW3l7NmzOBwOtZ7y8vJobm7m5MmTLuvl8OHDNDQ0cPDgQRwOB/v376euro5Dhw5RV1fHnj17qKmpUebz3r17qaqqYs+ePVRWVvLhhx8qA7Wqqkpt/+ijj6iqqiIvLw+n06mbpxqNRqPRaDQajUaj0Wg0Go1Go9Fofml4JfM0MDAQb29vIiIilEnq5+eHzWZTJqmvry9WqxV/f3/MZrOy9/z8/BgbG1PbAwIC1HYAf39/oqOjlUkaEhJCVlYW4eHhBAUFER4eTkpKCkFBQXh4eDBp0iTi4uKYNGkSycnJqq0YHh6Om5sbYWFhmEwmQkNDmTVrFjabjWXLlpGQkMDGjRtJSkpSBt/mzZvJyMhgbGyMlJQUZZZ6enqSlZWFyWQiPT1dPY6OjqoWTkJCAqtXr1bGYHJyMlu2bCExMZEdO3aQmZnJjh07XIxTMVBHR0fJzMxUr7t582aSkpLYunUrdrsdk8mE3W5nw4YNpKWlMTo6SkREBEuXLsXLywtfX19l0MbGxrJ8+XLsdjuBgYHExcXx8OFDIiIi8PDwIDw8nLS0NHWvPvvsM6ZPn47dbsdmsxEQEICbmxuhoaEEBATg5+dHYGAgNpsNNzc3fHx8yM7Oxs/PD09PT2UXj42NMX36dCIjI1m+fLkyKKOjo5k3bx7h4eFkZmaSlpaGl5cXSUlJWCwWIiMj1TyvWrWKuLg41q1bR1JSEitWrMBut2M2m0lISFCvt3jxYtUnDAoKYsqUKQQGBuLj46OeO2nSJKxWK5MmTVI2Kvy0Uzg2NqbM0piYGDUvmZmZ6jrFVA4JCWHWrFmEhISQnZ1NSEgIU6ZMITQ0lIULFxIVFYXFYiEqKgovLy9sNhuzZ88mJiYGk8mE1Wplzpw5hIWF8dprrxEREcHkyZOVeWqz2ZgxYwbR0dEsWrSIqKgotT7FZPb29iYwMJAVK1aQmJiozGQ3NzdlSmdkZLB7924yMjJ48803ycrK4o033iAzM5O33npL9RZTU1N56623yM7OVuvw7bffJjs7m3feeYfMzEzefPNNsrOz1c8DAgKIjY19JfNUTHJpX0rDVO6DjMU4nWi7GKbSOJWOpbQOpakXGRkJQGhoqHr/w3hPTsZiG0oDTVpi0pfcuHEjMN4IleuQ44jhKWMxTqX1I/ahNL7EUBXDXGxJOQ85njRNPTw8gPEOndiA0swS+1A6fsax2IhyfrLd2G6U6xMbVPqea9euBcbnc9myZcB4Q1b6efL+E1tT5k/sTnn+i8+RnxmfI68pY+mTyTm/9dZbwHj771vf+hYw3jwVpD0ocyDPlzmU48vcyFqRdS37y+8iWXtyT2UsSC9TLGVZm6tXr3aZE+l9yf4ylt8dYozK9YqRKu8Neb4cX7pOcg/FkJUG6je+8Q1g3L7+9V//dWB8jYjFLGtOjFExab/73e8C4/dajNMFCxYA48apbBcrW44nVvSXwdj4kh6uIMcWjL1IY4tOmsMTYdzfiLHnKGtHEKtZkM8HQcxv4b/8l//iMv7Lv/xLl7HMvSBWr/Df//t/dxmLJSzI2hTEEp7o+GIFC7/zO7/jMharW5D3kiDmvGBsjIkFLshaFIzzs3v3boz8y7/8i8tYPmMFMaeF73znOy7jPXv2uIxlvQtiZgu7du36wnPcsWOHy9j49fXyOSIY+41ieAuHDh1yGctntCD2/0TnJ98eMNH5ickvyH+jC8Z7ZHyPGedfPp8E+fYDwbgG//qv/9plLL/ThL/4i79wGRvvj0aj0Wg0Go1Go9FoNBrNfzS+tHn69OlTBgYGePz4sWqY9vX18eDBAxdzVLa/aJRK03RgYECZqg8fPlRm6ov7i0k6ODhITU2NMhz7+vpoaGjg/v37qrHa1tbGvXv3VPO0oaGBwcFBqqurlXkqrUtpgra0tLiYoQ6Hg2PHjlFfX8/Zs2dpaWlRrcnjx49TU1NDTk4O1dXVnDhxgsbGRtU4lRalmIFnzpyhpaVFtU6PHTumDNPq6mr2799PVVUV+/btU8etra1V53Hq1ClloL5osEob9OzZs7S1tXHp0iWGhobIz89X5qLT6eTChQs0Nzdz6dIl7ty5w+3bt1UL1uFw0NrayrNnz5RpWldXp1qbTqeTtrY2uru7uXHjBvfv31cNWml1ynyK+Xrt2jV1PnV1dVy9epWqqiplyhYVFdHQ0EBDQwNOp5PCwkIaGxspLCyktrZWmbdXrlxR96W2tpYLFy7Q0dHB+fPnleHZ3t5OaWkp/f39VFdX09fXx507d3jw4AE1NTWq7drf309VVRUPHz6ksLCQlpYWbty4odq3YiJ3d3dz584dOjo6uHnzJgMDA9y5c4fh4WHVRC0sLKSzs9NlHQ4NDVFSUkJPTw/19fU8fPhQGaZ37txR7VOn00lZWRl9fX2q1VtfX8/9+/eViVpWVqbm5cX98vPzaW9v5+LFi3R0dHDt2jU1bm5u5uzZszQ3N6sG6pEjR5SJKmazrLPKyko++ugj1UStqalh7969yoSuq6tTzVMxo/fu3UtlZaUyn7V5qtFoNBqNRqPRaDQajUaj0Wg0Go3ml4UvbZ56e3vj7++vmqdi+4mtM2nSJCIjI9Xji2aqmIDw07+Gj4iIcDFWYdzkmDRpkmqYZmdnExUVpczT1NRUgoKCcHNzUz1GaaoGBASQlpZGaGioap5OnjyZiIgIZs+eTWxsLF5eXiQmJrJp0ybV3ExJSWH79u2kpaVhsVhISEhg06ZN2O12tm7dqhqS6enpqpG6bt06UlJSGBsbIzExUbU8N2zY4GIIenp6KkNO7KYXzVP4qSW1fft2ZcCmpqZiNpuVAZuamsqmTZuU+ZqcnIyHh4dqkUZGRjJ//nxiYmJYsGAB8fHx+Pr6EhwcrObp2bNnhIWFYTabXXqXZrMZb29vEhMTlS0ZGhpKXFwcbm5u+Pv7Mzo6it1uV2awt7c3CQkJeHl5MWXKFMxmM9OmTcPb25tZs2YRHBzMihUrCAkJYe7cuQQGBjJp0iTVAg0ODmbx4sWEhISwZcsWMjIy8Pb2Jj4+Xs2np6cnsbGxrF69mri4OFauXElsbCweHh5ERETw7NkzvLy8yMjIICgoiNjYWHx8fIiPjycxMZHQ0FACAwMZHh7GarUyY8YMQkNDmTFjBlarlSlTphAREcHrr79OaGgor732GsHBwUydOpXo6Gjc3d0JCwtj9uzZ+Pv7k5WVRUREhDJpR0dHsdlsZGdnExYWxqxZs4iIiFBG7fz581UDNjo6GpPJREREBDNmzCAqKooFCxYQFRWFt7e3ep4YxHa7HXd3d5KTk/Hy8iIwMJCVK1e6NE/lnm3fvp3k5GRlOO/cuZO0tDR27txJdnY2ZrNZ3SN5zMrK4u2331ZjMU+lhZqens7bb79NZmamMptfxTx98OABAN3d3T/9gPn/DCZpkoqVJ+OJmqcyFgNMzDSxdaR5Ksd3Op0AyrS9desWMG563rlzx+V4paWlwLh9c/bsWWDcJjx27JjL86Ux+mu/9msA/MM//APw+eapnI9YPGJgidklx5+oeSpjsXi+/e1vAxM3T8UulOOL8frRRx8BsH37dgAOHDgAjNtE0tsU4/bkyZPAuHEqlpXYosYGqvyDuuwvvc4X14ocU65JGp0bNmwA4Pjx4z/zHKV5KiaZzPnhw4ddjifb3333XZdzkHsgTVIxI6VBKqZlXV0dMG6mGjuwcs1iyMpYmqSXLl3iRWQNrVq1ymW7nM+FCxeAz685Ob6cnxio0myV/cVsE6Pr9OnTLq8v8zc6OgqMm27ynhHzTNaAjMUgk06vrFFZc/L8v/qrv3I5f2meimEn7wndPNVoNBqNRqPRaDQajUaj0Wg0/9l5JfN0aGhImaNPnjxxMUwfPnyo2qd9fX08fvxYPU+M04GBATUWQ/VFU7W7u5uHDx/idDpVo7K3t5eKigr6+/uVudfR0cH9+/dpb2/n4cOHtLa2cv/+fZqbm12ap1VVVZ8zT6Ud2dDQoAzRI0eOUFtby8mTJ5VxWl9f/7l2qTRPpUV58eJF2traVKszNzdXGZQ1NTUcPXqUmpoa1Uw9cOCAS0P14MGD1NXVkZOTQ0NDA6dPn8bhcKi2pbQvz5w5o7ZLG7S7u5uCggJaWlq4du0aXV1dFBcX09nZyaVLl1zaoDdv3qS7u5uqqiocDocyKWWe6urqGB4e5vr167S1tdHf38+DBw+UmXnr1i2ePn3K7du3GRkZUWZnbW0tg4OD3L59m8HBQdX6vHHjhmp/Pnv2jBs3bnD79m3Onj2rTNvu7m4uXbpEW1sbubm5yuR1Op2cP3+e1tZWZWBevXoVp9OpjM/a2lqGh4fp6upS7dOhoSGKi4v59NNPyc/Pp6Ojg6KiIjo7OyktLaW3t5fS0lJ6enqoqqqip6dHtVyrqqp48OCBmo+SkhIGBgYoKytjaGiI69evq0ZqR0cHZWVldHR0cOfOHZd5FnO0pKREXb/T6aS0tJTOzk4KCgpob29X96m4uJju7m4170VFRbS1tanm7JkzZ3A6nRQVFVFfX09ubi7l5eXk5OSotm1bWxsFBQU4nU4uXbpEa2urMqFlfR86dIiqqio+/PBDampqlIG6Z88e1Titrq5WBurevXupqakhLy9Pma8ajUaj0Wg0Go1Go9FoNBqNRqPRaDS/DLySeSrN09DQULy9vQkPD1dt0xfN0vDwcHx9fbHZbOrnPj4+hIeHq/1efBQzVczV2NhY/P39mTx5suqnBgUFkZKSolqp0kacNGkSCQkJBAUFkZiYSEREBCaTifDwcKZNm0ZoaCjTpk0jJiaG5cuXK/M0OTlZGaUmk4nMzEw8PT1JTk5m/fr1pKam4u3trcw+aY7a7XbWrl2L3W5Xjc9Vq1aRlJTE2rVrXY7v4+OjGpTZ2dmYTCays7MZGxsjKytLGabbtm0jPT0d+GnLbdOmTaSkpGCxWEhKSmL9+vUkJSUp49VisZCYmMjjx4+Jj4/Hy8uLqKgoZs+eTXR0NEuXLiU+Ph53d3dsNhvPnj3D19cXu92uWrBhYWH4+fkRFhaGxWIhLCxMmbqhoaEkJSUREBBAZGQkdrud+Ph4goKCiI+Px2q1qvsSExOjrE8fHx9CQkIIDQ1VXcDIyEgWLFiAzWbDw8OD2NhYzGYz8+fPJyoqivj4eD7++GNl8MbExLB48WLi4+NZuHAhcXFx6rmfffYZgYGB2O12AgIC8PLywsfHh4SEBPz9/Zk9ezYLFy7EarUqw1NMR2mSRkVFMXfuXEJDQ3F3d1dGqJjN/v7+ZGRkEBAQwNSpU4mKimLp0qWEhYXh7u5OaGgos2fPxmaz8fz5c6Kioli4cCE2m40lS5YQHh6OxWIhPDycRYsWERYWBqAM1BcbvLNnz8ZqtarH119/naCgIGbPnk1ERARz585Vjy++zoIFC5g0aRLTp0/H19eX1157jUmTJrFixQrS0tLYvXu3Wifp6emqhfree++RlZXFO++84/L43nvvkZGRwdtvv01GRgYWi0X1bX/e5qnYaAEBAcDnm6ZiD07UPH1ZA1WM7qioKGC8bSpNVOliyvxLB9LYPJU2q9iG8j587733gPFOphieMv6N3/gNYLx5Kg1R6UtK81Cap9Lr/KrN04karPJ86V++//77wLjZK43B1NRUYNwulOe/8847LvMntqPx+XI8+VyX+yD3XXqjMH5PUlJSgPGmqDxH7o0cQ15b7oGcg8yR3HvZ/8033wTGG6Ayh/Kel3ssa0jujRxfrl2u8f79+8D42hPrVsZilEqDVAxPWZtijBqbpvJ8WWMyFoNT9pd7KPuLkSpjsXzlHsh2WcNbt2512S5dSunaSiNR5keMXZm/3/7t3wbGzVxpnsr8y3ta1qSMpfNrbFR+EXIvBWPDVBrmgqwhQdaKIN/kIMj7XJA1MNH2hQsXuoxljoSdO3e6jI3dXfmcE+RzQTA2VGVtCn/wB3/gMpaurCCfL8KiRYtcxsZ+ptyziZB7KDx79sxlLAa/8Cu/8isuY1ljgvH6jPMjnx+CfG69iHw+CLIOJ9oun5WCcU3IZ61gnCPpOwvy/hSMcyjvI8E4B8bG6YufhfD5xqi87wRjI9S4/WX7v+z15TNeML7n5HeeIJ9TgvzOEYz3+Hvf+57L2Pie+rM/+zNelf7+/i/cfvv27S/cLr/3J+KrJgnkGycmQn4HToSxRWzk937v975wu3SoJ8LYZjYi3yYwES/r0ho7tq+6//e///0v3C6N9YkwtqCNGLu/Rl72LQnyTR4T8bL7L/+NMxE/+MEPvnC7sTtsxNiBNmJ8zxoxdoqNGD8zjfyv//W/vnD7xx9//IXb/+f//J9fuF2+pUSj0Wg0Go1Go9FofpH8XM3TwcFBHj16pEzT3t5eHj586NI4/VlNVGmfGh+lgdrd3a1apvfv36empoaBgQEqKiq4e/cuDoeDBw8e0NXVxcjIyOfap21tbQwNDVFXV6calr29vVy9epXOzk4uX75MS0sLJ06coK6ujqNHj1JXV8fx48eVAVpfX8+ZM2dUa1TM1MrKSnJycmhsbFSmpBiSeXl5NDY2cubMGRwOh2qjHjlyhJqaGvbv3091dTUfffQRVVVVqk156NAh9To1NTWcPHnSpXV68uRJGhsblZEqj2fPnqW1tZXi4mKcTifXr1+nu7ubkpISHA6HMjivXLlCV1cX9fX1PH36lLq6OtWS/eyzz5RB2traytjYGA6Hg4cPH3L58mXq6uq4dOkS7e3tynAsLCykvb2dK1euKFO1vb2dGzducPfuXfLz83nw4AHXrl2jtbWVq1evMjw8TGFhIffv36ewsJDu7m6uXLlCVVUVJ0+epLa2lry8PBwOB7m5uer1xKhtaWmhuLiY3t5eHA4HAwMDNDU18fDhQ9rb21XztL29nTt37tDS0sLRo0dVm9bpdFJQUEBHR4cyNKWpKmZqUVER3d3d3L59m+HhYSorK+nv76eiooKBgQFu3rzJ0NAQlZWVap77+vooLy+ns7OTmzdv0tvbS0FBAf39/dy8eZOOjg6Ki4vp7++ntraWnp4eSkpKGB4eVsZpSUkJXV1dav/y8nLVYO3s7KSwsJCenh7VaC0uLlZjeX57eztFRUVqnRQVFbF//37KysrU+rly5Qqtra2cPn2a5uZm1UiVxqkYqWKcfvTRR1RUVHDy5EmcTqc2TzUajUaj0Wg0Go1Go9FoNBqNRqPR/NLwczVPrVar+oteaZj6+voSGRmJn5+fS/NU/vLZ2D41jidNmkRUVJQyC4ODg8nKylI2akhICCkpKYSEhODh4aEMVD8/P+x2O0FBQWq/9PR0ZZxGRESwfPlyYmJiWLJkCUlJSWzcuFE1TTMzMzGbzao1mpiYqMxT6WqazWZl5KWkpGAymUhMTGRsbAy73a6MUA8PD5KTk9m4cSPp6em4u7uTkZHBm2++SXZ2Nm+99ZZL+9RkMpGWlqZap4BqnYqBmpycrAzUDRs2kJSUxPPnz4mNjWXNmjV4eXkxa9YsYmJimDdvnjIT4+PjWbZsGXFxcXh5eRETE0NwcDABAQH4+/tjtVqZNm0a4eHhzJo1i4SEBNXsFJvTz8+PhIQE3NzcSEtLw2w2ExYWpkzS2bNnq/MRk1fmKT4+Hjc3N+x2O6tWrSIjI4OxsTGSkpLw8fHBbrczNjamGrIJCQmqbbp8+XJ1vISEBNzd3YmMjGR0dJRJkyaRlJTk0shNTEzEx8eHHTt2qPsbFxfHmjVrSEpKwt3dXZm4ERERLFq0SB1PtlutViwWC1FRUXh4eGC1WnFzcyMsLIzs7GzCw8OZPXs2YWFheHp6YrVaWbBggWql2mw2Fi1ahNVqZc6cOVitVsbGxggPD2fy5MmqaSomblhYGDNmzCA+Pp7R0VGio6OZO3euMnStVivz588nOjpazfesWbOwWq3qfi9evBir1aqua8WKFcqSCw4OZubMmbi5uTFr1iyio6PZtWsXmZmZfO1rXyM5OVkZp++88w6ZmZm8+eabZGZm8vbbb5OSkoKXlxexsbGfs5y+iJGREWC8eSo2zETNUznf1tZWl7Gxidrc3AyMW3rSPBVbR5qn8v6SxqnYRxUVFS7nM1HzVI535MgRYNyokoapmAjyF/9ioEo/Uo4n/civfe1rwLhhIceXZqkgx5P9xQgRc0P6kmL3yf5iFojBIOe3d+9eYNw2kr6oXP+pU6dczkf6oKtXrwZQ/2Auxp5sF/vrxIkTAHh5ebnM14t20/79+11+Jg1OsXClYSrHPHjwIADf/OY3gfFGqtgb0jgVi1aOJ3aGdFql2yrnLIaUXLMcr6amBvh8I3TXrl3AeFN08+bNwPgaWb9+PTBxE1WM2by8PGB8DUmzVAxSOZ7MuYzFtpCxGK3SZJXXk7E0YuV85fzknotVKPMpNojM/5MnT4Dx+yVjWdNiXf/whz8ExtfMj3/8Y2DcKpTn6+apRqPRaDQajUaj0Wg0Go1Go/nPzs/VPJVG6YvNUmmcPnr0SDVQX3zei61TMVelgSrbe3p6uH//Pm1tbdy9e5eamhp6enqorq5mcHCQpqYmZZjK8+7fv4/T6eTu3bs0NTUxODioni8tTjEBL1++TGtrKydPnsThcHDs2DFlljY0NHDixAmampqUoffi9pqaGmWUnj17lra2Ns6dO0draytnz56lubnZpXkqJmtdXR0HDhxQrcna2loOHjyozNOamhr1OnL806dPK/O0oaGBM2fO0NzcrIxUaa3m5+czPDzMxYsX6erq4tatW3R2dnLu3DkaGho4f/68i6man5/P0NAQBQUF9Pb2KpP0woUL6nktLS1q/yNHjnDnzh2OHj1KYWEhH330ETU1NeTk5ChDVszb9vZ2ZZIeOnSIjo4O1Y6V68vNzVVtWKfTyalTp2hoaODcuXO0tLQok1Uao9euXVPN0r6+PhobG+nv76ezs5NHjx7R2trK3bt3KSkpYXBwkOvXr1NaWqoMYWmAShO2sLBQPf/u3buUlZWp1+vp6aGsrIy+vj6Ki4tpb2/n9u3bDA0NUVNTQ3d3N9euXaO3t1eZvjIuLy+nq6tLnX9xcTFdXV3cvn3bpZX6YutUjNb29nbV9C0vL1fGtFyPtGy7urrUz2/fvq3M497eXm7duqWM1ubmZm7dusXdu3eVoXrlyhVu3LjBT37yE65cucLhw4fV/DidTmU0y/06evSoWl9dXV3aPNVoNBqNRqPRaDQajUaj0Wg0Go1G80vDK5mnAQEB+Pj4KNMUxg1SPz8/IiIiXIxAMUPBtYUaFhamWqm+vr7KZI2MjMTf35/4+HhCQ0PJzs5Wxw4MDCQxMZGAgABMJhP+/v7ExcWpx+DgYNLS0pRxGh4erhqT0gJdsWIFdrudzZs3k5CQwJYtW0hPT2f79u3KME1MTFTm59atW9V2aRcmJyczNjZGQkICa9asISEhgdWrV5OYmKiapxs3biQlJUWZp7t37yYrK4u3336bzMxMdu/eTVpaGjt37iQtLQ03NzeSkpJcDFTpUaWmpirjdcOGDcp8jY2NZeHChWRlZfHkyRMiIiKYP38+sbGxmEwmrFYrK1asUM3OuLg4Fi1aREJCAk+fPiUhIQGz2YzdbsdkMhETE8OyZctITExURubo6CixsbGsXLmSxMRE1Wj19fVV55GVlYXFYiE5OZktW7aQkpLCrl27SE1NZcuWLcoElWaszFdycjLr1q0jLi6OFStWEB8fr65LTMwVK1aozlhgYCCxsbEEBwdjMpmYNGkS0dHRqo27atUqHj58SExMDH5+fsrMFHMzNjaW+fPnExYWxsyZM10M0VmzZhEXF8enn36K1WplxowZ6nUjIiLIysrCarUyb948EhISMJlMREZG8uzZMyIiIpg1axaxsbHKAJ0zZw5RUVGYTCbV5JRmaWRkpDJSZ8yYQWRkJJ999hlhYWGqeTp9+nSio6NVo1WObzabCQ8P57XXXlP3OSQkhNdff53Q0FDVRPXw8CAsLIy5c+cq4zUqKgovLy8iIyOZPXs2np6eTJ8+HZvNxhtvvKGM4dTUVNUAdnd3Jy4u7is1TydqmBqbp2KYGrdLG1H6a9K1k16ltHWlLSb7S+vsyzZPxdYTc1U+t6STKYbnRM1Seb70H6V5Kl06aQYa95f2oNh70vH7zne+43K83/md33E5H0Hagb/6q7/qcnyxH6VdKO0qMXcFuS+bNm0CxvujgrHfKduNjVWxH1/s7EknUsxPMUqlZSjnKH1IOabMqWw3voZ8RoqBKg1TOUfpZcpxZSzGp5jUsj00NNTlfOWeyRqW1xMrWK5RxsY2oMyZrCljr1PugRiksr9c/0SNVDl/2V/OT7bLfBnH8nwZy/m98cYbLs+XJqqxkSrvsbfffttlfozvCbGwvwz37t1zGbe0tLiMjX1Hh8PhMjb2Gqurq7/w9cRcF4w9zIKCgi98/aNHj7qMjS3BDz74wGUs73/B2Ab8/d//fZexsR333e9+12Us5rlgbKAaj29sJf6f//N/XMbGBum+fftcxsbWnVjLgvRyBbGuBWPr0Xh8Y5/0Zz3H2CQVM10w9hA//PBDl7HxHhr7iitXrvzC4xubomJyC9JAFg4cOOAyliazYJxDeT8KYoIL8v4UxO4XxJCfaLuxQ/vRRx+5jOXzU/jRj37kMhYDfaLtDx8+dBkb+4/f/va3XcbGNWzs6Go0Go1Go9FoNBqNRqPR/EfjlczTwcFBnjx5wuDgoItpKoapjAcGBpR5Kk3TJ0+e0N/fr0zVkZGRz7VQOzs7efjwIU6nk3v37lFdXa2ap4ODg7S0tHD//n3a29vVozRPh4eHaWxs5O7duy77iVHY1dXFpUuXaG5u5sSJE8o8lfZpfX29MlJPnz5NQ0ODMikPHz5MVVWVaqK+aGi2traq9unp06dVU9XhcKim6v79+6msrFRNyYMHDypDs76+niNHjihzVZqrDoeDM2fOKBO2qamJ3NxcmpubOXv2LJ2dnVy9epXm5mYcDgetra2UlZXR09PDrVu3aGlp4ezZs/T29nLhwgW1X1NTE5cuXcLhcKifnz9/nvb2dnX8vLw8ZR4ODQ1x4cIFurq61PXm5OTQ0NDAsWPHqK6u5uDBgzQ0NLB3717q6+uVcXvkyBEaGxs5dOiQy/Py8vJoaGhQ7VG5L/J4/fp1nE4nhYWFtLW1UVlZSVdXF01NTQwPD9PV1aVapz09PRQUFHDv3j3+7d/+jerqao4cOUJTUxOXL1+mo6ODGzdu0NraSklJCd3d3S6GaF9fnzJDxRQV07WkpESZnf39/Wq/0tJSZZz29/dTUlJCe3u7arqWl5czNDREaWmpapr29PRw+fJltR57e3tV2/T27dvKMB0aGlLnKccvKiqira2NmzdvMjAwQGVlJU6nk8bGRgYHB7lx4wY9PT3cvn1bNVcHBgZUK1XWhZzHrVu31LyXlZWxZ88eysrKyMvLU63alpYWSkpK1H4ajUaj0Wg0Go1Go9FoNBqNRqPRaDS/DLxy89TLy4uQkBB8fHyw2WxMmjRJdUlfNElfNE4jIiKUserj44PVasXf3x+LxeJisMbExBAQEIDdbicwMJDMzExlqwYEBJCUlERwcDBms5nAwEAsFguTJk3CbrcTGhqKxWIhPDwcs9lMSEgI2dnZ2Gw2Xn/9daKjo1m2bBkpKSls3rwZu92ujNKxsTFSU1PZuHEjiYmJrFu3jrS0NLy9vcnOzsbNzY309HRlpkqLc8WKFSQmJrJs2TLi4+OVcbp582bS0tLYtWuXMk7F0MzIyGB0dJTJkydjNptdjNbNmzeTlJSExWIhMTGRTZs2ubRO169fT1JSEmvXriUhIYFly5YRExPDunXrsFgsmM1moqOjWbJkCYGBgYyNjREZGcnatWtJTk7GZDKpBmlcXJwyRjds2EBcXBzr168nLi6OrVu3KhNQXj81NZX169erlqvYWFlZWTx//pyUlBTeeOMNdT1i8GVkZGAymUhJSWHnzp2kp6erhqucz5IlS4iMjGTJkiUkJCTg6elJVFQU8+bNw2q18uzZMwIDA0lOTiYgIECtl4SEBCIiInjjjTeYNm0ajx49Yvr06QQGBhIeHs6qVauw2+14eXkpAzQuLo6xsTFiYmJYsGABMTExyuyU9TN9+nTCw8OZO3cukZGRzJw5k5iYGD799FMmTZqkzmv+/PnEx8crk3T69OnK7AwODlbmqIeHhzJJg4KCmDFjBgkJCcoE9fb2JjIyUq3befPmERkZqQzWefPmERUVxfPnz4mMjFTGqLu7O1FRUcyZMwebzabO47XXXiMqKor58+djtVp5/fXX1fHCw8NZsGAB0dHRrFmzhsjISFasWEFYWBiTJ0/G3d2defPmKUNXGrFflldtnso6m6iB+rLmqTQ35fliC0nzVMxMaZ6K7VNWVuZy3tKPFHtRLCCxl4zNUzG55Pqk/2hspL7//vvAuPUk5yv7y/P/7u/+zuX1xCQTe+dv//ZvAfjt3/5tAP75n/8ZGLf/xAqS65PzF8NMepvLly8Hxnuasl3G8vrS/9y2bRsw3huV6xHLSOwhabC+aB/+wz/8g8triHkkcybXJFbt3//937tco1yTWLXScRXj6ty5c8B4g/PSpUvAuFUoDVAxXcUuFLtXTLClS5cC481PserENNuyZQsAJ0+eBMYbqNJQFWtXXk+apcbGqbFJKmtO9pd7IMjzjdulgWp8PdkuxqqMxXCVBqsg5yf3XM5H1qSsgc8++8xl/PTpUwCOHTsGwHvvvQeMrxHp9Go0Go1Go9FoNBqNRqPRaDQazX9WXsk8HR4e5uOPP1bN0t7eXh48eKBMQGmdilEqYzFOxUAV87Szs1OZpzK+f/8+ra2tyiQdGhqisrKS3t5empqa1PPEUB0ZGaG1tZWhoSEaGhro6+ujpqaGoaEhqqur6e3tpbS0lPb2dq5cuaJapo2NjeTk5Lg0R6XBmZubS0NDAzk5OVRXV3PgwAGqqqo4duwYDodDtU0vXryozNO2tjZyc3PVcWtrazly5Ah1dXV8+OGHVFRUsGfPHmpra9m/fz9VVVWqfXrkyBGXNqi0V6V1Ku1TaateuHCBtrY2bty4wdDQEHl5eVRUVFBWVkZnZye1tbUMDQ1RVFSkDE+jafqiYSqvc+zYMZxOJ4cPH6alpUUZskePHqWmpobDhw9TX1/P4cOHcTgc6rwPHjyoHsWwraysVK1XMVDFSD1x4oSaP6fTyZUrV+jo6KCoqIiuri5u3LhBd3c3N2/epKurSxmWHR0dPHz4kNbWVtUE7ejooLKykoKCAvbv309tbS2nT5+mqKiIsrIyWlpaKCgooKOjQzVeCwoK6OzsdDFcm5qayM/Pp6Ojg7KyMpxOJyUlJcpA7ezs5ObNm9y9e5f8/Hza29spKSmhubmZmzdvcu/ePcrKyuju7qa4uJju7m5KSkoYGBigtLRUmZxioko7taWlhWvXrtHR0aFarFevXlWtVDFhpaHa2tqqmqu3bt2iq6uL8vJydZ5Op5M7d+7Q19dHYWGh2q+np4crV67Q39/PjRs3VKO1r6+P0tJS2traKC8vp7OzkxMnTlBRUUF+fj5VVVXU1tb+e34GaTQajUaj0Wg0Go1Go9FoNBqNRqPR/IfhlczTwMBAvL29CQsLU2bpi+Yp4NIyjY2NxdfXV41tNpsyU180T6WNGhsbS2BgoGo5ZmRkYLPZ8Pb2xtfXl+TkZNU4nTRpEjExMQQGBmK32wkJCcFsNhMREaEMwqlTpxIaGsr06dOJi4vDx8eHhIQENm/erJqmmZmZmEwmZUTa7XbV6vT19SU7Oxuz2aw6d9Jak8ZpQkKCMjs9PT1JTk5m27ZtpKen4+fnR1ZWFu+++y5ZWVnKNJX2qdlsJj09nR07dqjWpDyKaSptUGmfJicnK3PTzc0NDw8PMjMz1bz7+PgwZcoUIiIiWLVqFYGBgcyfPx+73a4ao3L+L5qn0r2bMmUKFouFyZMn895775GVlYWnpydZWVn4+vqSlpaGr6+vmq/09HTefvttpk2bpsxaDw8PNW/ymJ6eztjYmDJRxbCNiopi2bJlREVF4e3trVqeYWFhzJgxQ5nF0kiT1qmfnx/p6emsWrWKBw8eqPs7a9Ysnj59yrNnz1i6dCmRkZH4+voSFRWF2WxWhqmYo9HR0SxcuJD4+Hg8PT2JjY3Fzc2NyMhIvLy8XAxV2c/NzY2YmBieP39OdHS0asPOnj0bm83GrFmziImJUSbw9OnTCQsLY/HixVitVtzd3QkLC2PatGnExMTg4eFBTEyMMoXnzp1LWFiYMkrnz5+vDFZpyUlrNSIiQo2XLFmiOnCRkZEsXryYsLAwLBYLNpuNRYsWERkZqa7bYrEoI9tmsykTeOvWrURFReHj46OM2i+LmMGv2jw1bhfj1Ng8lbG0PKWLJ+tDWoTS2ZT5kLE0T6U1Ks1Tsfmkn/m1r30NmLh5+pu/+ZvA55un0tGU5qGY2GJPyvFk/4map9JElO2CHF/OR8xamW85PzFoZV6l7yfzJB1b6VvK9YvZK70943zI9YrtKVanvJ60ZGG8y7hw4UKXc5w/fz4wbjzKNcqakM6rbJfmqTQ35TNYLF65h7KfrCE5N1krsgbENJWuo6wpaQCKvSznI5a9IGMxQmUshqk0TmV/OV95vownapxO1Eg1NlDFYDWO5fjG54uhamysyu82uYfGZqpcn6xROf7WrVuB8fmX8ZfB2Lw09imlUysY58S4v7HVa+xlypoQ5HNAkDUqiCEviIEtyJoS5P0syPtUMDZMje9r43aj7S+fq8KSJUtcxvLeEoyf2XJvBXlPCW+99ZbLWL6pQZDPB8H4nhAjX5DPCcE4//IZ8EXPkc9CQb6lRDB2a6WJLBj7zvL+EGTdCmK8T/T6xg6scX9jo1S+fUMwNkbld4NgbJQatxuPb2yyGo9v3C6G+ETb5XfURK9vXEPG95z8jhDkd/hE278MxnauEflMnwjj54AR+V0wEcaetZGvf/3rX7hdfgdNhPS2f9795ffwRLysV/9Hf/RHX7hdfv9PhPx3yETI7+SJMHZwjRg/d4wYP6eMGNe4EePntpGf9Tn1ImFhYV+4Xf77bCKMv/dedX9jN/lV9//Od77zhduNn7FGXvYtE8bPECPGz9yfF6fT+ZX2P3HixFfa3/i761WRb/X4eZH//+XnxdhIf1V+67d+6yvtb/zvh1dFvh3lq/Cyz8KX8Sd/8idfaf//8T/+x1fa/2W/C17G9773va+0v/G/X16VP//zP/9K+3d0dHyl/TUajUaj0Whexpc2T588ecLAwIBqmr7YMH2xaSpG6uPHjz9npPb19fH48WN1nN7eXpf2aVdXF/fv36elpYX+/n5qamro7e2lurqavr4+1bwU81Tap06nk7t379LQ0MDg4CA1NTX09fVRXV3N4OAgt2/fpqOjg8uXLyvTUkxPaXPW1tYqs1TMT/n5kSNHVOOzoaFBNUmlEZmXl0dTUxMnT56ksbGRY8eOUV9fz/79+5VxWlVVxb59+6iurlaGpJibOTk5OBwOTp06pR7FhHU4HMoUvXTpEk6nk+vXr6smaldXF83NzTx48ACn00l7ezu3b9+mr6+PqqoqOjs7uXbtmtrf4XBw7tw5mpqaOHfunDJdW1paOHnypGrA1tXVsW/fPtVmraqq4sMPP6ShoYEf//jH1NXV8eMf/1hdT01NDQcOHKChoYHDhw+r9mhjYyNHjx51mb8TJ07Q3NxMfn6+areKeSrGpzRrh4eHaWlpUa3Te/fucefOHWVgfvLJJ/z93/89FRUV7Nu3D6fTyQ9/+EM6OjpUU7SwsFAZrmKGOp1O1TwtLi6ms7OT4uJiurq6KCgoYGBggIKCAtra2pTBWVhYqExmh8OhDNLy8nKcTic3b95kcHBQHae4uJjm5maKi4u5f/++MjulsVpWVkZfXx/Xr1+ns7NTNUal0SsNVfm5nG9FRYW6rs7OTtVYfdE0bWlpobi4WO0nTdTu7m5ltkoLVa5LTNdr167R3d1NbW2tMrk1Go1Go9FoNBqNRqPRaDQajUaj0Wh+GfjS5qmPjw8BAQHKFPXy8iIiIgI/Pz9llL74KEbqi01T+Kk9EB4erqy2F41VMVjj4+MJDg4mOzsbq9WKj48P7u7upKSkEBwcjJubmzISAwIC1PNTUlIIDQ0lIyOD8PBwZaDOmjVLGY52u51NmzaRmJiIyWQiIyOD7du3k5aWhslkIjExURmfO3fuJDU1le3bt5Oens7WrVtJSUnBZDIRHx/PihUriI+PZ82aNSQnJ+Pu7q6MVjEws7KyeO+990hPT+fNN99Uf62flZXF6OgomZmZPHv2TLVSU1JS2LBhAykpKbi5uZGSkqIMUW9vbxITE3nw4AH+/v4sXbqU8PBwvLy8cHd3Jz09XRkqPj4+zJgxQ/1FbExMDEuXLiU+Ph6TyURkZCRr1qwhNTWVsbEx0tLS1Dxs376dlJQUdu3aRXZ2Ntu2bWPKlCm4ubmRkZHBe++9x7Rp0/jGN76hmrFpaWns3r2btLQ01Tbdtm0bCQkJ7Nixg4yMDN544w1lwMbHxzM6OkpISAgLFy5UrdPo6GjGxsYIDQ1l8uTJ+Pj4kJiYSEBAAKOjo/j6+pKQkIC3tzff/e53iYuL491332XWrFmEhoaSlJTEnDlzSE9Px2azYbPZlFFqNptdGqYeHh5ERkYyb948bDYbc+fOJSoqiuXLlyszVRqp0kB90UD18vJyaaPOnj2buLg4FixYgNVqZfr06djtdtzc3IiIiOC1114jIiJCNVPNZrMyS6VVarVamTNnDjExMcqAnTlzJuHh4cyYMQObzcaMGTOUiRoVFYWnp6cyRG02m7oeuc+LFi3CZrNhNpuV4RoWFsb06dOJiYlhzpw5REREsHjxYqKjo5k3bx4xMTGqxWo0TL4IaZ52dXUBn2+eTtQ0/bLNUxlXVlYCn2+eikVnbJzK8+V8jM1T6UPKX+9Kz1GeL43SX/u1XwPGe55iDkgDVEwGaZ6KbSPNU7Ex//Ef/xEY/2tdOZ6cr/Q/5fXleMbGqpyv9Dpl+4EDB4DxPuf58+eBcePtypUrwLhNdP36dWDcLpSep5yf9EaNzVZ5fRl7e3sjyDXIz6RxKtcoY7EXfvCDH7ic00cffQTA6OgoMN4olQapXINYetIAFRtJ/ppf7JTy8nJg3CaS1xe7RdaAXONEjVO557JdjFPjWM5HxrK/HM/YLJ2ocSrNUmmUikEnDVO5R8btxrHxfIydW2meyvnJ/nJ8Y+N1om7uH//xH6PRaDQajUaj0Wg0Go1Go9FoNP+ZeSXzdHBwkMePH9Pb26tM0pGREXp7e3n06JEyTI3GqRipxvHAwIDLcWS70+lkeHiYuro6BgYGqKqqYmBgQDVPpX3pdDqVcXn//n2am5tdDNSqqirV0BTzVNqedXV1HD9+nKqqKo4ePYrD4eD06dM0Nzdz6tQpmpqaOHToEPX19Rw9epTq6mqOHj1KY2MjZ8+epbW1lQsXLtDa2qr2O3nyJA6Hg5ycHLWfNE9ra2vZu3cv9fX1yuiUNmpOTg4NDQ3K0MzNzcXhcHD27Fna2tq4ePEiXV1dnD9/nuLiYgoKCrh79y5lZWUMDw9TXV3N8PAwTqdTzb+0Lx89ekRzczNNTU2UlJTQ1tbG5cuX6erqIi8vD6fTSV5enmqYNjQ0cODAARobG9m3b5+an4aGBvbs2UNjYyN79uyhsrKSDz74wMVM3bdvHzU1NepR5kOM0+PHj9PQ0MCVK1dwOp0UFRXR09Pj0gLt7OykpqaGwcFB6uvruXfvnrq/1dXVdHd3k5OTg9Vq5eDBg5SUlCiz9/Lly5w7d47Lly8zNDTEnTt3XFqqhYWFylh90RAtKSmht7dXtU2liVpYWIjD4aCkpITu7m6Kiopoamri6tWr9PX1cfXqVQYGBlQ7tKSkhNbWVmV63rlzR7VVu7u7KSwsZGBggBs3bjAwMKAapVevXlUN0/7+fsrLy5VBKoZsb2+vMl2lgSrzJfuXl5crs1aaph0dHRQUFNDV1UVRURGtra0ubVWn06mOJwawrBMxXevq6v49P4M0Go1Go9FoNBqNRqPRaDQajUaj0Wj+w/DK5qmPjw8RERHKoBJz1MfHh8jISJcWqrRMAZfGqYzlUZqo0dHRyigNCgpi6tSp2Gw2vLy8MJlMqnkaHR1NQEAAMTExyjwNCgoiKSmJkJAQMjMzCQ4OJisrSzVPY2Ji8PHxISkpSRmk0ux0c3MjNTWVrVu3Ehsby4YNG0hNTWXXrl1kZmZisVhUc1Taa3FxcaxevZrExER1PDFFt23bRmZmJp6enqpxKg3RjIwM3nrrLTIyMti5c6cyXNPT0zGZTOq8pAkqJqy/vz+TJ09WBqq0MSMjI9U8j42N4e/vj91uV/Pv6enJlClT8PX1ZdasWcqYjY6OZt26dSQmJrJx40bi4+PZvHkz8fHx7Nq1i6ysLN5++22mTp2KxWIhOztbtVulhfruu+8ybdo0nj9/TnZ2tprP3bt3k5GRgZubG/Hx8WzdupXExEQ2bdqkzMHo6Gjmzp2rjEqr1cqMGTOIiIjAZDIRFBREYmKiauH6+/sTGxuLj48P3/jGN1i9ejWenp5MmzYNLy8vZs6cSXBwMK2traxevZro6Gi8vb0JCgrC29sbq9XK3LlziY6Oxt3dnejoaBYsWIDNZmP69OnK+AwLC+O1114jLCyMuXPnEh8fj5eXlzJX4+PjlfG5YMECwsPDlek5e/ZsrFYrs2bNIi4uTrVN582bR1xcnGqNynnIfmKEitEqLdOZM2dis9lUG3bmzJlERUUpk1r2M5lMREVFqfmcM2cO8fHxuLm5KcM1NjaWmTNnkpiYiLu7O7GxsSxZsgSbzcacOXOIjo5m8eLFyniNi4vDzc2NwMDAl3ajXkTe19LWFfNZGoLGpumXHU/UPI2OjgbGG4ny+SJNP2mmTZ06Ffh881TOc/Xq1cB4y0/6cNKM+o3f+A1g4uapvK40vqThY2yeyvGkESTnIXamtBfF6JR2odh/8vpib8p1So9PzF2xDeXzSmxOMdOlESTzKdch8yj7S/NM2m4yj9I6k7aj2KMvthyNP5OOq7zW7/zO77hco8yZ3FvpMBqvScYyJ3LOchxZE3I8aXFKv0zuuRidstZ27NjhMmfGRqkYosbtxv6jsXkqYzE+v2oDdaLtsgaMjdSJmqwylu1ioMp2MXzl9WS7PF8MXeP8fBmGh4ddxi0tLS5jYwvO4XC4jOU1haqqqi98PeP+xpZbQUHBF77+kSNHXMbGxtiePXtcxmKoC8a2n7EVJya6YOx7/uu//qvLWP77a6LjG1/fuL+xP7lv3z6X8YoVK1zGL2uyXbhwwWVsPP+DBw+6jH9Wo01sekGMZkHsfcHYaf27v/s7l7G8n4V/+qd/chkbO22lpaUuY+llC/LtAIKxIWqcQ+Makm8HEIyNUvm2gIm2G+dw165dX7jd2Eg13sOXbX/Z6xt7i8brN3Z4f/SjH7mM5feBRqPRaDQajUaj0Wg0Gs1/VF7JPL179y5Pnz6lv7+fhw8fKlO0p6eHJ0+eqHbpi9tfbKQaG6cvmquPHz+mu7ubhw8f0tLSwt27d5VpWF1dTX9/Py0tLYyMjNDZ2anap/fv36e1tZW7d+/S1NTE0NAQtbW13Lt3T5mrN2/epKenR5mnJ0+eVMZnfX29anNKezQ3N1eZpzU1NRw+fFg1Uuvr6zlz5gytra2cO3dOmaq1tbWcPHmShoYG1TKVtumBAweorKxk3759qvnZ2NiojNUzZ87Q1NREbm4ura2tXLx4kba2Nq5du0ZPTw9nz56lpqaGW7du0dXVRVlZGf39/Vy/fh2n00llZaUyT19szvb29tLW1kZjYyMjIyPcuHGDrq4uSktLVQO0sbGRM2fO0NbWxunTp1XztLa2lqNHjyrDtKKiQrVMf/KTn3D79m0OHDhAeXk5Bw8epLKyUs2TGLc5OTm0t7dz7tw5Wlpa1OuJ6VheXk5rayu3bt1SLc+enh51vxsbG5WB3NnZSU5ODvfu3aOtrY0rV67w/e9/n1u3bnHgwAG6urr48MMPaW5uprKyUrU+W1pauHjxIu3t7dy4cYPW1lZ1HpcvX6apqYnS0lL6+vpU6/TmzZsMDQ0pE1WapIWFhbS0tKh5lHV19epV1QwdGhqisrKS1tZWl3Zqa2srpaWltLW1qbbrtWvXuHv3rrofYohK6/TKlSsuRqsYsXK+YuzK8a5fv05PTw+lpaW0t7dTWFhIf38/V69epbW1lfLyctra2rh+/Trt7e2UlJTQ0dGh2qlizBYWFtLR0UFFRYUygDUajUaj0Wg0Go1Go9FoNBqNRqPRaH4ZeCXz1N/fHy8vL0JDQ1XTVEwzX19fF/NUTFNpm3p7exMeHq5MUz8/Pxcz1c/PTx1PzNPs7Gyio6Px9fXl+fPnJCYm4u/vT0JCgtovMDAQu91OcHAwycnJhISEkJ6eTmhoKNnZ2QQFBTFjxgwiIyNZvny5Mi0TEhLYvn07GRkZqtm5ceNGkpKSWL9+PampqezcuVOZpykpKWzZsoXExETWrVtHQkICK1euJDExkTVr1pCZmamapDt27CA1NZU33niDrKws3nrrLSZPnoyXlxeZmZm4ubmRnp6Op6cnqampeHp6Eh8fz/bt20lMTMTT01O1Nn18fJgyZQrp6enKvhRzcHR0lOjoaPz8/PDz8+OTTz7Bz8+PqKgoJk2aRFxcHL6+vri5ueHt7a2s1Tlz5hAZGcmyZcuIjY1l/fr1xMfHs2nTJrKysvD09CQ5OZlt27Zht9t55513lFEbFxfH17/+dWXKTpkyRRmnFovFpZ26efNm7HY7K1asIDk5mWfPnhEbG4vFYiE0NJSUlBRsNptqe0qL8/nz54SGhvLZZ58RFBSkbNH333+fjRs3Ul5eTnZ2Nt/61reYOXMmkZGRBAYGkpCQQExMDP7+/soQDQkJUR1ds9ms1lN8fDzu7u4kJCTg4+NDQkICz58/JzY2lrGxMWJjY1XzFH5qoSxYsEAZotJKjYmJ4dmzZ4SEhLBgwQKio6P57LPPlKlqs9lYsGABYWFhzJgxQxmh0dHRLFy48HMGcUJCgjJNly5dSmRkJAsWLCAqKkr9/EXDNSYmhkWLFhEbG4uXlxfR0dFYLBbVcJXWrRxfGqqxsbF8/PHHqskaGxvL8+fPsdlsLF68WBm4NptN2YdfBmPzVOwbp9MJjNt1xqapjCdqnoo5JhacNEzFcJImqlhz0jwV41LGcj43b950GZ87dw4Yt52OHz8OfL55Kjaj9DyNzVOxmcSSEsNLrCr5vPzggw+AcYNMzDW5Hul/fvrppwD88Ic/BOD9998Hxi0fsYekSSqWpfQq5XqkaSqmqMyfnP+dO3eA8b6osQkrPUx5vryeHF+sLjFaYdzUEiNSrkmOIXMg9+jw4cMu5yAm1MqVK4Fxu83Y/JRrknP65je/CUBxcTEwbvNKQ3Xu3LkA/OQnPwHG71F+fr7L+UjjU4zKEydOAONrWBqiYmjK8ydqoBqPJ3MqBqpsNzZKZbuMZbvsb2yYinFqbLQaz0+uR85fxtI8NW43NmBl/uV6ZPy9730PjUaj0Wg0Go1Go9FoNBqNRqP5z8yX/sfTJ0+e8OzZMwCGhoYA6O/vx2w209/fj8Vioa+vD6vVqn7+4higr69P7RcREUFfXx+RkZHq5/IPLi0tLcTFxdHc3IyPjw/Nzc2EhYXR0tKCr68v7e3txMXF0dnZydjYGG1tbcBP/wHFYrHQ0NCAyWSitraW9PR0bt++jYeHB8XFxXh4eHD8+HE2btzI8ePHMZlM5OTkYDabOX36NGvXruXEiRN4eHio/7P5yJEjbNu2jRMnTrB9+3bOnj3LmjVruHDhAiaTiXPnzuHp6cmZM2fYuHEjp06dwsvLi7y8PHx9fbl06RLBwcHk5+fj6enJqVOn+Pjjj8nLy2Pp0qVcvHiR5cuXc/nyZZYuXUpBQQELFy7k6tWrzJ49mzt37jBp0iT18+vXrzN37lyuX7/O4sWLqampYcqUKTQ1NZGYmEhvby/R0dEu828ymejo6MBisdDa2sprr73G7du3ASgsLATg0qVLeHh4cPr0acbGxjh16hSbN2/m8OHDbN26lRMnTqjr27ZtGydPnsRsNpOTk6PmZ+PGjZw+fRqLxcKlS5fw9vamoKAAi8Wi/jGjtLSU1NRUKioqcHd3x+FwYDabqampYfLkybS0tPD8+XPq6uqIj4/nzJkz7N69m/r6eqxWK//0T//Er/7qr7Jnzx78/f0pLy/Hz8+PW7du4eXlRVNTE7GxsRQWFjJv3jxu3LgBwI0bN5g3bx7Xrl3j+fPnFBcXMzY2ps7r+vXrWCwWbt68icVioaioiNHRUTXfpaWljI2NcePGDebMmUNxcTFz586lvLwc+Ok/yM2dO5eSkhLMZjOlpaVYLBbKysqYMWMGN27cwGQyUVpaypw5cygpKWFsbIzS0lJmzpypzufWrVu8/vrr3Lp1i9mzZ1NaWsrs2bPV/iUlJcyZM4eioiIsFgvXr19nbGyMq1evsmDBAq5fv87ChQspKirCbDZTVFTE/PnzuXLlCsuWLaOgoACTycStW7fw8fGhoKAAs9nM9evXMZlM3Lhxg+nTp+NwOPD09NTNU41Go9FoNBqNRqPRaDQajUaj0Wg0vzS8cvPUy8uL8PBwfH19lTkqDdTw8HD8/Pyw2Wz4+vq6GKd+fn5YrdbPtU7l55MmTVItUzFJxUb19vbm008/JSkpiaCgIEwmk2r3BQYGYjKZCA0NVUZjRkYG4f8ve/8dH9lV3//jr5lR72V6V9tetLvqXatd25AANmBDPgkJJQFiOiG2CSl/8AgugGPAMTYEcKPFptrG9kqrMlWjvtJWSTOaXlRWfavK7w9+7zOa42jXi78JIZzXP/N4z7n33HPPOXMle/Wcp1LJ3i8vL4dOp0NraytKSkpw1113obS0FHfddRfKyspw9913Y8+ePYz8u/POO7Fr1y7IZDLs3bsXEokEu3btQlJSEoqLi3HHHXeguLgYt99+O8xmM972trehrKwMd955J3Oq7tmzB7m5udixYwckEgkj+WQyGQ4fPozMzEzU19dDpVKhqakpwUXa1NQEtVqNlpYWRlVudXUmJydDqVSiqakJBoMBUqmUuV5TUlLeMK8GgwGZmZkoLS1l1GVaWhrKy8thMBjQ0tICvV6PY8eOobi4GO9617tQVlaGzc1N7NmzB3fffTf0ej3uuusuFBcX40//9E9RUlKCd7zjHTCZTLjrrruwe/dubG5uoqioCLfffjubH6VSiebmZmg0GjQ0NDA3Lb2vVquRlpYGhUKBpKQkKBQKbG5uQi6X4+rVq5DJZDh27BjuvPNOKJVKHDhwAB/72MdQWVmJ9PR0VFVV4dKlS1hYWEBDQwPkcjny8/OZy1Oj0TAHKQAYjUbmGiXy8/r169Dr9WhoaGBkLzlFNRoNNjY2oNVqGfFJtGt9fT20Wi2ampqg1+shkUgYWUveRbVajcOHD0On06G+vp65VOVyOSorKxlBrNFo0NbWhsLCQuYw3dzchFarZYRpbW0tu77BYEB9fT3MZjPW1taYS7WoqAipqalQKBRobGxEaWkpG1d9fT10Oh3a2tqY01Sn06GpqQlGoxG1tbWM7CR6WalU3hJ5Sp9vo9HIPp9AnCjlnabk3LxZOxGlvPNUp9MlvE8kJ7k5FQoFgLgblDx25N2kcb7tbW8DEHd80n1s5zzlnaVEwvPOU+qPd54S3bhv3z4AcX8f7RsiSA0GA4C4v4/csUT/Uf2e97wHQNyxSj5K8lOSU5Xml2hN8oXSuORyeUJNbkKiP2l/fOQjHwEQn1e63/3794NC79E98k5T8qiSv5IIR1qjo0ePJtwj7zxtbGxMGDM5CO+55x4AQEtLC4A4abqwsAAgTrbSnNI90Fxs5yCl7Nq1C0CcSuYdolRv50jl+6ead6JS6Pp8//z5fP9E/G53Ph1P90N7jne40h6mPUbtdP90PfoMvZkUFBQk1LwfktaCwntf+fO37jsA0Gq1CTXtewrvsyQfLoX2HOW9731vQk3PFwo9fyj0HKDw/k76/FF4B+qhQ4cSanp+UOj5SCEincLP1wc+8IGEmvdY8/5QckVTVlZWEmr+fpubmxNqeu5SeD8nP/7/aoz0M5tC+5NC/moK7U8KPwe845R3ftJzicJ7Wem5QqHnBoU+jxR67lH+3//7fwk1Pau3Gw/fzs/hrZ7Pt/Pj4/cAPx+845RvJ0/3dv3Tc/dWMj09fcP2wcHBG7bTM3C70B8O/q7hPbZ86Of5dqFvrNguH/3oR2/Y/qUvfemG7ZcuXbph+1e/+tUbtpPbfbt87Wtfe0vXp29/2C70TSbb5Z//+Z9v2P5Wx//ggw/esP2hhx66YTv/XOfDe5j58M+sWz3/k5/85Fs6n3+m8eE90Hzo99zt8vDDD9+w/eMf//gN20VERERERERERERERP4nckvO05mZGVy5ciXBaUru0tXVVcRiMaysrCAYDLL68uXLmJmZwaVLlxCLxRJcp1vPI0fn0tIS3G43ZmdnMTo6ikgkgtHRUUSjUeY29fv9WFxcxNTUFC5evAiPx4PZ2VlcuHABMzMzOHPmDGKxGE6fPo1wOIyhoSH4/X50dnbC4/HgF7/4BXOcnj9/Hi+++CJzmo6Pj+Pll19m7k5ynp4/f545UV999VVMTEzgxIkT8Pv9OHHiBKamptDR0YFAIMAclC+++CLa29vx/e9/H1arFR0dHcw5OTc3h8HBQcRiMea07OrqgtvthtVqRTQaZa+dnZ3Muen3+9Hd3c2cpx6PB319fYhEIjhz5gyWlpbg9/uxsrLC5pfctFSHQiGEw2EMDw/D4/FgZGQEfr8fTqcTU1NTOHnyJNxuNzo7O3HmzBm8+uqrmJmZweuvv46JiQl0d3djcnISJ0+exNTUFDo7O3H+/Hl0dnZicnISFosFk5OTcDqdCAQCGB4ehs/ng81mw8TEBEZHR3H58mUMDQ2x9unpabZuZ86cQSQSwS9/+UuEw2F4vV64XC48+eSTGBoawne/+12Mjo6ivb0dExMTePbZZ3Hp0iVcuHABs7OzOH36NHOQhkIh2O12+P1+2O125vacnp6GzWZDOBzGwMAAc5j6/X50dHTg3LlzbH0dDgdzkcZiMbhcLoTDYTidTkQiEVgsFkSj0QQ3ajQaxeDgIMLhMHp7exGLxZgj1Waz4eLFi3C5XHC73RgcHMTc3Bwbn8ViYeMid2skEsHQ0BCmp6fR19cHv9+Pvr4+eDyehPvy+Xzo6Ohg9z85OYnOzk7mRKX+Jycn0d3dzRyqW/ctuWFPnz6Nixcv4vTp0/+dzyAREREREREREREREREREREREREREREREZH/Nbkl8jQvLw9paWmMNN1KkhKButV9utWBmpmZCZVKlUCgSqVSZGRksPM0Gg1ycnJQUlKC/Px85OXlQaPRICUlBSsrK4xIlUqlyM7ORlFREXOk5uXlMaIxKSmJvRYUFKCiooI5JIuLi/Hud78bJSUleM973oOdO3fiPe95D3bt2sVI1D/90z/Frl278L73vY8RqXv37sXm5iZ27tyJ9fV1Rk4UFxczUjUrKwtKpRK1tbWQyWQ4dOgQIzmNRiOys7Oh0WiQkZEBnU6HhoYG5pg0Go2QSCQwmUxITU2FVqtFc3MzTCYTJBIJc25uJRGJlExJSUF+fj727NnDiDOab1qnretBztiysjKkpaWhuLgYSqWS9X/77bejrKwMycnJ0Gq1+NM//VOUlZXhXe96FwwGAxtfW1sbI02NRiPa2tqg0Whw/Phx5uTMz8/Hrl27kJmZif3796OgoCDBHapUKiGVSqFSqSCRSFBQUID9+/cjJSUFZWVleOc734mlpSUUFRXhr//6r1FRUYHU1FRUV1ejsLAQCwsLqKurg0ajgUQiQVZWFhQKBdRqNSN7m5ubmRtUrVaz42keq6urodFocPDgQeYoNZlMSE9PZ45Sco4SKUzEKq2bUqnE0aNHoVKpUFtbi8LCQlRUVCS4R6VSKdRqNSNbaRwpKSnQarWoqKhgrlStVovKykrodDpG0B45coQ5S2n8RCobDAbcdtttbD8ROUX73mQyMecrECcuzWYz1tfXYTabcfToUdafTqdjn0GeYLlReOcp0Wn01drbOU23ay8pKQEQd57S8fSV00QHUTsdT+30l++845OIFRofOU/pePI9Em3zrW99CwBw7733JtR0PO8ApZpoo5/85CcJ7eTfJJqKHKZEuNHxf/ZnfwYg7mAlWvJnP/tZwvHko6TxUE399/T0AIgTdr29vQDiJO3o6CiAOFFHX0W9vr4OIO6Ipa9uJ2KHyB5yrNJ8AnEnJ71Hzk7qk+7p2LFjAOJOTiJGu7u7AcQp2pMnTwIAWltbAcQ9skThUjud/+Mf/xhA3Bv72GOPJcwBzQlRinQPb3/72wHE9wARmz//+c8BvNEBup3zlO6Xd6QS8Unn805Tqmn+iGDl23mHKjlPt7s+HU/zRfNP7XR/RPC9+OKLAOJ7jOaD9hTvfBXOUxEREREREREREREREREREREREZH/K3nT5Only5cxOzuLy5cvM8KUCFKqiUil94l43Eo+bj0vEokktIdCISwuLuL8+fOIxWIYGRnB9PQ0RkZGsLi4CI/Hg4WFBQSDQSwtLcHn82FhYQFerxdLS0uYnJzE7Owszpw5g5mZGZw+fRozMzMYGBhAIBBg5OmvfvUrRpJuff3lL3+JCxcu4Oc//znOnz+P//zP/8TZs2fx05/+FGfPnsVLL73EiMtAIMDIxu7uboyMjOCFF15Af38/enp6EAwGMTw8jGg0iv7+fgSDQTgcDkxPT6O3txehUAhWqxXBYJARmvT+VgLQ7/fDYrHA5/Ohp6cHU1NT6OnpYbXX68Xg4CAjb5eXlzE5OYmlpSV4PB4sLy+zefP7/VheXkYkEmHE78LCAiYnJ+HxeNDf389IxnPnzjHi0ul0YmJiAk6nk90HEYt+vx82mw2Tk5Os7u/vh8/nQ19fH6ampjA6OorZ2VmMjY1heXkZZ8+eZaRkKBTCqVOnMD09jVOnTmF5eRmvvvoq+vv7MTo6iuvXr+Mb3/gG+vv78eSTT2JkZAS/+MUvEA6H8fjjj2NkZITdJxHLp06dYsRpMBhER0cHxsfH8frrr8Pr9aKvrw8+nw9dXV2YmJhAb28vo1vD4TB6enrY+DweD2w2G4LBIOx2O6LRKOt3YGAAoVCI7QOaF6fTydZvenqarSP1S8Rwf38/I0SnpqbYvPX29rJ+thKtvb29CIfD6OvrQygUYtd3OBzw+XywWq3wer2MLLVarQgEAmy/EJFKhLTFYsGFCxfgcDgQDofR0dEBv9/PzhseHmYkr4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyB9D3jR5mp6ejtzcXKSnp0OhUDDia+vrxsYGq3mn6VYHJ5Gj1E7n63Q65OTkoKioCBqNBiqVihF/ly9fRnFxMXJycmA0GpGVlQWDwYC8vDyYzeYEYnX37t0oLCzEnj17UFBQgCNHjsBgMCAjI4M5O3fs2IH3vve92LdvH5KTk7Fnzx5IJBJGpu7cuRN333039u3bh6SkJOzevRsymQxlZWWQSCQwGAxYW1tDRkYG9u3bB4VCkeAg3bVrFzIyMmAwGCCRSKDVatHQ0MDIUXJoktdLp9OhsbERRqMRa2trMJlMSEtLY+3FxcXMhXnHHXcw16NarUZ5eTlUKhU2NzehUCiwvr7OHLL5+fnY3NxEVlYWNjY2mJN263yXlpYiJycHZWVlSE1Nxd69e5GdnY09e/ZAoVCgsrISeXl5qKiogFKpZERpZWUlsrOzcfDgQcjlclRUVCAnJwd79uxBZmYmdu3aBYVCAalUioKCApSXlzOik5yc+fn5kMlkKCoqQl5eHlZXV6HVarF//368973vxc6dO/GBD3wAR44cQXp6OvOEXr58Gfv27WN7QaFQYOfOncwHq9frUVlZCb1ej9bWVmi1WqSkpDCnqcFgYERpRkYGtFotkpKSYDQa0drayshMnU4HiUQCvV7PiNSNjY0EIrS2thYqlQp1dXXQ6/XY2NhASUkJUlJSoFAo2DpfuXIlYd03NjaYq5TIWb1ej9raWra+Wq2W9d/Y2AiVSoWqqqoEV2pjYyOUSiXq6uqgUqnQ0tICtVqNlJQUmEwmrK+vw2AwoK2tDVqtFq2trVAoFGhubkZxcTGjksmhur6+Do1Gg7S0NGi12je4y24UItFp327nPL1ZTYQp1eRVpJoISTqPvJdEit7MeUrOQXKK3nHHHQDiLkC6TkVFBYC4O4tchOSiIrchORip/S//8i8Txkf0Hl2P6D+6LyJUyS9JhCr5KMlZSu1EmNJ46Xje80f9E/1J+/rKlSsJ85aZmQkgTmHSPNJ90XzR+pLrlWqiQbe6DongJDchEabkS2xqakoYAxGjRA+T15ruie6BfIzkQCXSkhyp1A8dT+QqvU9zQD+raK9Rf3Q9WiOqibCkNaD+qSaqmY4nxx+tARGi5AwlgpR3plI7XZ+cpds5Trdrv5njlAhTvibSnPrjHa9U89f7kz/5E7zZXLx4MaEm0pzCO1DPnz+fUPP7nMhyylYCGgAmJycTat5ZarFYEmre70jULYV3rhIJvt31n3jiiYSanMGUxx9//Ibt3/nOd27YzrsD//qv/zqh5t2MH/rQhxJqoo4p9FmgOByOhJqeFxSimClXr15NqIlKpvB+UiBOilN4z+x//Md/JNS8I5WfQ953+PrrryfUvCeX90fS54XC3yP97krh55i+NYBC3y5A+Yu/+IuEmr9/3pH605/+9Ib98+2845S+zWC7dn58vO+Qvk2BQo7p7c7n748///7774eIiIiIiIiIiIiIiIiIiIjI/+bcEnk6MzPDCFRymBJRuri4+AbylBymPJkaDoexuLjICFJycfr9fszPz+PMmTNYWFhAX18fI/zm5ubg9XoTSNNAIMAcn0SekqNxenoa58+fx8zMDIaHhxlRODk5iV/96le4cOECXnzxRYyOjuKnP/0pxsbG8Mtf/hLnzp3DL3/5S5w/fx6/+MUvcPr0abz00kuYmJhgpN6vf/1rnDp1ClarFXNzc4yc7O/vx+TkJHOs9vb2wufzweFwwO/3w+VyIRaLsfsiwnArier1ehmRarVa4Xa7YbPZmLMzFArBYrEkkK8ulwvBYBBDQ0NYWVlh7tfR0VGsr68jGAzi+vXrzBnrdruxsLCASCSSQAIHAgEsLi5ifHwcPp8PZ8+exdmzZ9Hf34+pqSkMDAxgamoKIyMjWFhYwPnz5zE9PY2zZ89iamoKvb298Pv9OHv2LBYXFxkJSus5Pj6O2dlZ5mh1OBy4ePEiLly4gFAohOeffx4jIyN49dVXodPp8Pjjj8PhcODf//3fMTAwgBdeeAGBQADf+c53YLfbMTU1hfn5efZKxPHY2BgjLskNG4lE0NXVhWAwCJvNBrfbja6uLoRCIXR1dbH1IWcpEbehUIito91uZ85Xj8eDnp4eRpTSegUCAQwODjLyll7dbjcGBgYwPT0Nl8vF+vV4PAnXmZmZYS5Vau/t7cXs7CysVisikQgGBgbYazAYRGdnJ2ZmZti4HQ4HQqEQOjs7mWuWiNJwOMz2LZHL5NQlAnorQRyLxd7wDxMiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL/V3NL5GleXh7S09OhVCqZq5ToHaKEthKlUqmUEQpEKG09XiaTJRxvMBiQk5ODffv2wWQyQaFQMBJuY2MDGxsbyMvLQ1JSUsLxRUVFyM3NRVlZGeRyOfbt2weVSpVAPGq1WrS0tGDHjh248847UVZWhve+973YvXs3pFIpI0+LioqYwzQ9PR379+9nPtXV1VVkZmYy1yh5Revq6qDT6VBRUQG9Xo/U1FRoNBrU19czgtBsNjNnZk1NDSMWtVot6urqYDQaUVNTw0hJclYWFRUxcrW6uholJSXY3NxMcFrKZDLmdqX7TU1NRUpKCjQaDXOXpqSkIDMzE6mpqWxdiEDNzs5GcXExcnNzsXfvXsjlcqSkpCAvLw/79u1DXl4edu/ejYyMDJSUlCA1NRVmsxnp6ekoLS1FYWEhysvL2R7Jy8tDWVkZc5pqNBokJSVBrVYzFyiRjUlJSZBIJCgrK4NKpcKXv/xlVFdX48qVKzhy5Ag+85nPoLy8nK2z2WzGjh07kJ2djYKCAqSmpqKgoAAlJSXIy8tDUVERCgoK0NDQwNyyBoMBx44dYwQpEaImkwlNTU3MHSuXy9HS0gKdToeqqiro9XpUVVUlEMO33XYbo+XMZjNSUlIS1p2IVCJEZTIZiouLkZKSAp1Oh/r6ehiNRhw9ejSBeJVIJJDL5cyRWltbC71ez1ypRJ6SG3V9fZ2Rq7S/9Xo9I3klEglUKhWOHj0Ko9GI69evw2Aw4Pjx48y5WlpaytalsbERcrkcVVVV2LVrF1JTUyGXy3HgwIE3/UBZXFwEAIRCIQDbO0+pphB5xrcThUjkGVGC5OQkUpKcnUS8kvM0JSUFADA2NgYgTrSRw5PoGnKeEsFJpBmNn8ivj370owCAp59+GkCcPnrhhRcAACsrKwDiJNjN/JhEF5I/kog3vqbzabxEQdH4qOavR8eTP5NoRCLtiBgdGRkBEH+Onz17FkCcQqT5pfmjmuhKp9MJIE7iAvE5rqurAwDY7faEY4hmo3bqg55NnZ2dAOKO1CeffBIAcNtttwGIk1rkMH3mmWcAxB2njz76aMLxJ06cAADcfvvtCdenn03kPCVClHeSUs3POXlfac/Qmm7nQKXz6Xq0RtutGVGA/Hj49u0cq/z9UGi8tGdoD9MaE025nQOV7o/uh5yr//AP/wARERERERERERERERERERERERERkT/k3BJ5Oj09nUCQTk9P49KlS5ienmY1T55urWOxGFZXV9lx4XCYuVGXlpbg9XoxPz+PU6dOYWZmhrkcBwYGMDs7C4/Hg6WlJUxNTSU4PMnp6Xa7MTMzw4jI06dPY3Z2FiMjIwiHw+ju7sbExAReeuklnDt3Di+88AJ7JdJ0cnISr7zyCjweDzo7OxEOh/Haa6+hvb0dL7/8MsLhMIaGhhCJRJgLk4hFclgSYdrT0wOPx8NIQyICu7u7EYvFYLfbMTs7yxyaRDLa7Xb4fD50d3czAnJychL9/f2MEPT7/XA6nWycW4nOoaEhXL58GWNjY5iammLkIRGj5JglAjUUCiU4Z71eLy5evIhQKISZmRlcuHABi4uL8Pl8WF5eRiAQwPLyMqampth6zM/P4/z584w0JQfr3Nwczp49i7m5OYyMjDAXbCwWg8vlgtvtxssvv4xz587hueeeg0ajwW9+8xv09PTg61//OlwuF5599llMTk7iP/7jP/DjH/+YjWdiYgJzc3MIBAKYn5/H6OgoFhYWMDQ0xIjcrQ7Tnp4eRCIRRlySY5Qo1pMnTyIcDsNisbB5c7vdsFgsbLyzs7Ns3cml29PTA7fbzQjO3t5eTE9PM+KVnKZWq5Wtm9vtZqSq3W5PIJXJZUquXCKO7XY7I0OnpqbgcrmYE9Xv96O9vR0TExOwWq2YmppipG1nZycjnaemplhts9lw4cIFtLe3MzI1Go0yB+ypU6eE81RERERERERERERERERERERERERERERE5I8qt0Se5uTkICMjI8F5mpmZyZymSqWSuU63ko2bm5uM0iQ3alZWFlQqFTs/OzubkaR79+6FXq9HVlYWc0USfZSdnQ2z2czI1by8PJhMJkY6EiVaWFjIXKRHjhyBTqdDc3MzysrK8K53vQslJSW46667sGvXLtxzzz3YtWsX3v3ud6OkpATvfOc7sWvXLkbYGo1GaLVaRgoSIZqUlMR8fsXFxZBKpSgqKmJOzfr6ekbGkbvSaDSiqakJJpMJbW1t0Ol0aGpqYs5Jo9EIqVQKg8GAuro6mM1mXL16FcXFxYwgJTcq8FtSjMhVqVTKiFS5XI7q6mrodDokJSVBq9XiypUrkMvlkMlkzLGZkZHBHKgajQZZWVkwGo3Izs5mBGdSUhLS0tKYI5VoXIlEgqysLOaaJfJ3Y2MDcrkcSUlJUKlUjGw8fPgwFAoFDhw4gMLCQuzcuRN5eXkoKSlBRkYG/uVf/gV33HEHUlJSGHFaW1uL/Px8ZGZmoqCgAMXFxSgrK4NCocDVq1eRlZWF1NRUJCcno6ysDLt374ZSqURBQQGam5sZaUrrYTAY0NLSArlcjtbWVkbCEvGoVCpRVVXFHLRmsxnJycnMRarRaNh8kzO1pqaGkZp6vR7Ab92WTU1NzC0ql8tRW1vLnJcajQYbGxsJjtG6ujqo1WrIZDIolUpUVFSw45VKZYJb1Ww2IzU1NYFkJmI5OTmZkc60TwwGA5uPlpYWaDQatLW1Qa1W4/jx44x8JdKTyGCVSvUGN9yNQhQf0WhEMt7MacrXRM+RH5M8kNRO9CL5HslBSM+J1dVV9jkAwOhZcp7S+TQ/b3vb2wDE/ZU0bnJ9kmP08OHDAOK0Ifkfif6j/okOpHETvUf9ExHL+zx5fybv16Tj+f4oVPM+ShovjYf6p3Wh5znVFJo/fj2PHDkCIE7+kr90qwuyuroaAKBSqQAAjY2NAMA+IxkZGQDiHliieGkMNGaiiWmO29raAMS9q/Q+7RXag+RApWcieW1pr9G98HNCa8o7T3lHKRGb2zlF3/3udyf0T3NINRGp9JkjQpT2NN0XP57tnKYUOp93rPLH8w5XIkrpelTz7fwepfGQ4/bNhNaKHzOlsLAwoaYxUXjnKE/H056i0M/p7c6n/UuhPUehtaSQQ5lCHl4KEdsU3v/If84++MEPJtT8M/fjH/94Qs07W8nru107OZO36593vPLzTZ9VCn2mKPQ8o9Bzg0KfWQo9J7eGCHEKfWsH5Z577kmoyS9N+fznP3/D48l5TKHnEIWIdAr/bKWfPRR+z/FrzLvCeY8v3847Tm/2c5d81xTegcrvwfe9730JNX9//Pn89cnjTeE/A3z48/n5eTPhP1d86OfxduH3EJ/jx4/fsJ1+VmwX3rvLh/8c8vnbv/3bG7bza8jn7/7u727YfrM1+uxnP3vDdvoZvl14TzAf/rnOh9zr24V/zvC52fzxzxQ+/GeADznvtwt908h2od8ft8unPvWpt3T+Jz7xibd0/s3W/2bn0ze1bJfa2tobttPv1W81N9snN8vdd9/9ls6/2efsZuF/37nV3Mq3A/1X+eIXv/iWzr/Zc/hmeeSRR97S+ceOHXtL5wNv/J3lVkPf4vO75q1+FugbfH7X8L+f3Gr436FvNfTfR/+doW+s+n2FvpHq9xX+v4P+p/OFL3zh93r9hx9++Pd6/b//+7//vV7/wQcf/L1e/9Of/vTv9frvf//7f6/XFxER+b+RWyJPyXU6OzuL5eVlxGKxBHKUXrcSp0SkXrlyBbFYDIuLi+w4ao9Go7h06RJCoRCWlpZw9uxZeL1eRviNjIxgaWkJExMTWFxcZG5Or9eLubk5+P1+XLx4EZOTk4xInJmZwenTpxGLxTA4OIhgMIiTJ09ifHw8wWl6/vx5/PznP8f4+DhOnDiBqakp5rZ8/vnnMTY2hrNnzyIcDuP06dNYWFjA4OAgwuEwent7EQ6H0d/fD7fbDbvdDq/Xy4jTnp4ehMNhRp4SoWqxWOB2u9Hd3Q2fz4euri643W709/cjHA7DZrMhEAigr68P4+Pj6O7uZkSq3+9HV1cXfD4fenp6mGt1K7Fqt9sZAcu7VWOxGHPIzs/PY3V1FV6vl63T0tISfD4f5ubmMDU1xdbn+vXr8Hq9iEajGB0dRSQSQTAYxNraGubm5gAAwWAQy8vL8Pv9uHz5Mi5cuICLFy9ieHiYOTyDwSAsFgsbv8/nwy9/+Uvk5eXB5XKhu7sbX/3qV+FwOPDVr34VdrsdP/3pT9Hd3Y3Ozk5cvnwZZ8+eZYTx4uIi/H4/otEozp8/j4WFBTidToTDYXR0dMDj8cBut8Pj8cDhcDBSNxgMoqOjA5OTk7DZbBgfH0dvby8uXrzI5snpdMLn8zFylIhfInnJTWq325mbltZrfHwcVquV7YO5ubkE8jQajWJoaAhut5vtj56eHszMzDDX6PDwMGZnZzE2NoaZmRm2roODg/B6vejq6kIsFmPrS+5Wi8UCj8fD9klnZycmJibw2muvIRQK4eTJkwgGg+jq6kIkEkF7e3sCCUuvNpsN4XAYZ86c+W97AImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPxvyi07TzMyMqBUKhPIUiDuMM3MzIRUKmUu05ycHPa+RqNBRkYGo0q3HpeZmQm9Xo/c3Fzs378fRqMRSqUSxcXFWFtbw+bmJq5evYqcnBxsbm4y5ynRAHl5eSguLoZcLsfu3buZ85QIPiJHd+3axQi797znPdi9ezdkMhl2796NlJQUFBUVYXV1FampqWhtbYVOp0NycjKjMskJqdVqcfjwYeaOVKvVSE5Ohk6nQ2VlJSNETSYTJBIJ1Go1GhoaoNFomINSJpPBYDCgtbWVuS+JkCQiUavVorm5OYFYlUgkMJvN2NjYgFKpRHNzMyPAzGYz1tbWEghWGtfhw4eh1Wqxvr6O3Nxc7NmzBzKZDNeuXUNWVhbUajUyMzOh1WqRnZ0No9GIvLw8mM1m5OfnY8+ePUhLS4NUKkVqair7a1m5XI7U1FTs3bsXBQUFkMlkkMvl2L9/PwoKCnDw4EEoFAocPnyYuUW1Wi3S0tKg0WjwgQ98AO9+97uh1WpRXl6OT3/606itrcXf/d3foaamBkajEZcvX8bS0hKKioqQk5PDiNe8vDxkZmZic3OTkaFEGre2tjICyWw2M1K4sbEROp0uwVVqMBjYnmpoaIBer2eO09raWphMJuYslUgkCY7SmpoaqNVq1NTUwGAwIC0tDWq1mvWfmZkJpVKJ+vp6yOVy5mKtqalhLloiSxUKBWtPSkqCUqnEzp07kZuby/rf3NxkDtP8/PwEopYcr0Q2mUwmHDt2DEVFRUhLS2MEqtFoxPHjx6FQKNDa2soIC9qn5HKldXyzWVpaArC985T+Qpxqui7vRCUHKhGUvPO0r68PQJwcJQcnrffw8DB7bm1t552nVJMPkwgu8jcScfXTn/404X7Ir0k0IPkhie579dVXAcT/mpiveR8m+ShpPOTTpPsn3yTRgtROoesTHUg1798kQox8mH/yJ38CAHj99dcBxOlMq9UKIP7X1OSMJYqR5pfoUHKmbiVturu7AcTphd7eXgBxItTlciVcg9aA/or8+eefBxAnOr/3ve8BiNM4X/va1wDE14gcp0QJ/vCHPwQA/Pmf/3nCPdKc22y2hPNpDcjjSnNO/fGeWd4ZyjtLeQcqtVPNO0tpz9H5tGbUPx1Pa0Y17zQlApT2HN8fPz6imGnP8HuOqAxyotIeoz1E60P9C+epiIiIiIiIiIiIiIiIiIiIiIiIyB96bpk83eo83eo+JWfmysoKgsEgFhcXEYlEmFOTyFRqX1lZQSQSweLiIoLBIJaWlhhBOjw8DL/fj46ODkxMTGBgYAAzMzPMebr1OgsLC/B6vVhaWmLO0zNnziAajeLs2bOIxWLo6+tDOBxGV1cXzp8/j1/96lcYHx/HSy+9hMnJSZw8eRLRaBQ2mw12ux3t7e1YWFhg7keXy5XgriR3JDkpyWVqtVoTXJd0PrlLyb3Z3t7OCEyv14uTJ08y96XX62Wv3d3dzJVKpCa5OGncFy9eRHt7O0KhEHOjWiwWhEIh9Pb2YnJyEl1dXZicnMTQ0BBisRjGxsaYU3N+fh5utxtLS0sIBAJYXV1l6zIxMYHZ2VmcP38ec3NzcLvduHLlCiOHfT4fc82Gw2EMDw8jFArhwoULmJ6exujoKGKxGEZGRhCLxTA6Ooq5uTnYbDbMzMzghRdewODgIJxOJ/r6+vDwww/DZrPhK1/5Cux2OyNQn3rqKcRiMVitVubEDYVCmJiYwPz8PHPbTkxMMHcnEaKxWAwWiwWBQACdnZ2sfXp6ms27w+FAMBhEe3s7fD4fLBYL/H4/I4GdTidzhBIpPD4+zgjhrW5SWtdwOMyu09fXxwjgWCyG9vZ2eDweDA4OIhqNMoLU5XIxF+vU1BROnDgBj8eD/v5+zM3NMZK4r6+POU8XFhbQ39+P6elpdHd3J+xPIpWJ8H399dcxOTnJ9tVrr73GPhcTExPseKfTychn2i8iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ/DLkl8jQ3Nxfp6elQqVTsdStZupVcJPcpeeyIUM3OzoZer0d2djYkEkkCqWoymZCdnY3y8nJGler1ehw+fBhXr15lTlOZTJZwPJGRu3btQl5eHvbs2QOFQgGpVAqFQoHKykoYjUakp6djx44duPPOO1FcXIy7774b5eXlzOVqMBhgNBpx9OhRaDQaRjKmpqZCqVQiOTkZarUa6enpjAwsLi5mJCK1Hz16FAaDATKZjLUTcWc0Gpmbsrm5GQqFAnV1ddBqtQnEoNFoRHNzM3OdlpaWYmNjg7k05XI5GhsbUVRUhOPHj6OoqAgbGxvQaDTMyVpRUQG9Xo/09HRGOKpUKhw+fBhqtZoRl0tLSwlEr06nSyB7yU1aVFSEwsJCNv8ymQxZWVkwm83IyclJoBtzcnKwc+dOFBYW4tChQ9Bqtcy1WlVVxRygd911Fw4ePIgDBw7gk5/8JOrq6vDAAw+goaEBUqkUdXV1KCwsxN69e3HmzBkUFhZi//79SEpKQklJCTQaDZKSkpCXlweNRsPmhZygBoMBx48fR3FxMa5evQqj0YjU1FSYzWbU19fDZDLh+vXrzI2q0+lw9OhR6PV6Rgavra1BrVajuroaKpUKTU1NKCkpYUQvrbNMJoPJZIJUKmU+NZVKherqaubEpX1AblKTyYSmpiYYDAYcPXoUeXl5kEqlzNFL/Wu1Wuzfvx9FRUWMKCaiuaamhh2v0WgYiUrjIVdvS0sL9u/fj7S0NBiNRtx+++3QarU4duwYCgsLGRldU1MDhUKBmpoaKJXKN7jZbpQ36zwluo3q7Zyo5EYkBx+1k++S3IREwpPzlHx4CoUCQNwJRP5Ncp4SqUq+O7oOnUcuI+qXCG+i/WicRO8RmUnEK9VEfPL+Sboe0YW8L5Oved/kdn5KohupnZyG5LskxyuNn9xvVNP60PyQ+4ye59evXwcQdzXRfG91T129ehVA3DtHNe0JcvbRGpMfixygNKcNDQ0A4o5Cmivaa0Sq0s8YWruFhYWEMRHhSnNAx5Ozk3eYEnHJe2d5HyTvPKU1pjWgmvYMXY93pNKcE01NBCn1zztSiVil/ohIpTXkz9/O0Uo17SFaF7p/qqmd7ofGSzWN581kfn4+oSbSnML7l4g8p/CeVyKhKbyLze12J9S8I8xisSTUvAP0tddeS6h5PxZRvBR+Lp544omEmncl/vjHP06oeYfoj370o4Sa90M999xzCTWtDYUobgrvrySynkK0NoWoYgrtbQpR4xR6PlP4+/vwhz8MPj//+c8Tat5P853vfCeh5r21/BzV19cn1ESmU+jzSPnmN7+ZUD/wwAMJNZHdFN4Dy88xP4f8GvF7gB8/7yAlkp7Cz89//ud/JtS8Q5Xvnz+fXyP+M8hfnw9//7zjlG+///77b9ifiIiIiIiIiIiIiIiIiIiIyO87t0Sezs3N4dKlS5iensbq6ipisRhWVlYYURqNRtn75D5dWlpCLBZj76+urjLXKRGkkUgEKysrCAQCjCQMhUKw2+0JBNzU1BQjJJeXl5mT0+/3Y2FhAefPn8f8/DzGx8dx8eJF5sYcHByE3+9Hd3c33G43Tpw4gWAwiM7OTjgcDjz33HMYGBjA4OAgFhYWcPr0aQQCAQwODiISiaC/vx8zMzPMpelwOBgp6PP5GHm61UU6MTHByFKXy4WJiQk4nU7m0nS73XA4HMyZSoTpVlKQSEcaN7kotxKTHo8H3d3d8Hq9rL2vrw8ejwdWqxVzc3Ow2+2YnZ1lhOXw8DCi0ShcLhdisRgmJiZw/fp1BAKBBLKXnLG9vb2YmJhgxOTJkycZubrV0TowMIDp6ek3kL80T0Rs/upXv8KpU6fw2muvwe/345FHHoHdbmfk6UMPPQSr1YqHHnoIDocD3/72tzExMcHcr0NDQ5ibm8PIyAguXrwIm82G+fl5DAwMMILX7Xajs7MTU1NTsFgsmJiYgMvlQjgcZs5Ph8PBSE0idYlMdbvd6OrqYvNI8z09Pc0I0K1E8lZXKLluBwcHMTc3h7GxMXg8Hvz6179mRCutfyAQgNPphNfrRUdHB8LhMCOth4aG2DzT/IZCIUaO0ryS69ZmsyEUCrF919nZyfYHOU7Hx8fZOvb09DBCl5ypMzMzzOU7MjLCxi8iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvLHkFsiT7Ozs5GWlga5XM6on6ysLKhUKmRlZUGr1TLylIhS+uv8jIwMdpxSqWTHZ2VlMReqTqdDdnY29u/fD5PJhIKCAhgMBqyurmJ9fZ2RjgaDgTk5c3NzYTabkZubyxyYO3fuZCRqQUEBDh06BIPBgPT0dJSUlOCd73wnzGYz9u3bh9zcXBw/fhxqtRo5OTlQKBTYu3cvI/6USiWOHDnCyEOtVstcqLW1tTAYDKitrWXtZrOZkYPJycnQarXMkZqamgqNRoOmpiZGUen1eiQlJaGoqAgSiQQmk4kRhDU1NTCbzZBIJNDpdGhpaYFarUZdXR3MZjPS0tISiMna2lro9Xo0NTVBpVKhra0tgZisra1lrs+CggKUl5dDLpejtLQUarUaGxsbjA7NysqCyWSCRqPB7bffDqlUCqlUCrVajb179zIXJxGV+fn5WF1dRXp6OkwmEzs/NzcXBw4cYA5Wo9GItrY2VFVV4cCBA9i3bx8+8YlPoLa2Fvfffz/q6+shkUjYa21tLbKysnDgwAG8853vhEqlwtraGqOINRoNysrKUFpaypyxm5ubzFVK5K9KpUJdXR2KioqQnJwMlUrF1pFcofX19cyZqtfrUV9fj6KiImxubqK0tBSpqalQq9VsfSorK6HT6VBRUYHCwkLU19dDoVAwpyi5cg0GA1ZWVtDa2srIUaVSCZlMBoVCgerqahQWFiasDxG6SqUS1dXV7JWcpEqlkhGnTU1N0Gg0aG5uZq5cWn8iTvV6PXPt0n45cuQII2ALCgrY/mlpaYFCoWCftVshT/+7nKfnzp1LOJ6cpfQ5GhgYABCn9njn6enTpwHEaZrBwcGE/js7OwHECVbydV67dg1AnBoimo9IMyJCyafJO06JYCNqiXec0vXJp0lEF9VEC/L+SfJT0vWJ2iJak/yUdDz5KSk0fqIPX3nlFQBxGqu9vR0AcNtttwEAnE4ngLi/1G63A4gTp+Qv3Uoz0T2+733vSxgDEVlPP/10wj3QmO+9914AcdKMaN+HH34YQJw+puOIGPv6178OAPjbv/3bhPc/+MEPAoh7XKk/fg6JruMdp7RnaI75NaLjeW8tOUm3q2mPENVMa0x7jN9TND6iGqk/Gg85U4kqpjWl82l8tOY86cfTk7xHl46nPUnjoXa6n3/8x3+EiIiIiIiIiIiIiIiIiIiIiIiIiMgfcm6JPJ2fn8fVq1cxOzuLpaUlRKPRBLI0EokwopTIUyJVL126xIhUOo+I03A4jNXVVQQCASwsLGB0dBRer5eRl8PDw5iZmUEgEMDKygpCoRC7DjlPL168CI/Hg9nZWZw7dw5zc3MYHx/H7OwsRkZGmBM0EAjAZrPB4XCgr68PS0tL6O/vRywWY2Rhf38/IpEIhoeHEYvFGNHocrmYW9Ln88HpdMLv9zO36cjICMLhMCwWCyNSPR4PLBYLotEoIxO7u7sZmRoIBNDR0QGfz8dcnQ6HA16vF729vaydCEGv14uenh7MzMwwctDpdLLzI5EIc4oSaUrkqNPpZOOJxWIYGhpihGg0GkUoFML8/Dx8Ph+WlpYwMjICt9uN0dFRXLt2DRaLBUtLS+ju7sbq6iocDgcuX76M/v5+5Ofnw+fz4eLFi/jpT38Kj8fDHKJExr7wwgsYGxvDM888g+XlZTzyyCNwOBzs9aGHHoLNZsODDz4Iu92Ohx56CHa7HY8//jhGR0fR1dXF7p/GNTU1hfX1dczPz6OrqwvhcJiRpDSPPT09bP23jofWhcjezs5OhEIhDA4OMlcurTP1Ew6H2Ss5Ts+cOYPZ2VkMDw9jbm6OEaIOhwN2ux1WqxXp6emYmppi60/rQsfReVvdqtS/y+WC3+/H2NgYuy4RtrSvIpEILBYLJicnYbPZEI1G2f6gfUdEqt1uZ05eIlIjkQhzqdL+ICKa/uFRRERERERERERERERERERERERERERERETk/3pu2XmamZkJpVKJjIwMqNVq5sDLzMyESqVCdnY2pFJpgssUSCRU1Wp1wnHkSiVX5v79+xlVqlarsXPnTshkMqSkpLDzyc2ZnZ0Ng8GAgoICSKVSyOVyJCcnQy6XY3NzE2q1GgcPHoRWq0Vubi6Ki4sxNzcHjUaDtLS0BMKPyMGqqipGKGo0GkilUqhUKmxubkIul6Oqqgp6vR4NDQ2M6CTHJE8eqtVqtLS0MBKSyECdTscIyba2NkYQGo1GRpampKQwAtJgMKC5uRkFBQVoa2uD0WhkjlSpVAqNRsPclg0NDdDpdGyc9fX1kMvlzPUJgDlb1Wo1ysvLoVAokJmZiY2NDQC/9QHu27ePkbJEEx88eBBqtRqHDx+GQqHA4cOHUVhYiIqKCigUCuzcuRNqtRoSiQQbGxvYu3cvcnJyYDKZcPvtt6O8vBylpaUoLy/Hxz/+cdTU1OALX/gC6urqcN999zHnKZGodXV1SE9Px/79+/G+970PSUlJKC0thV6vh1wuR2trK9bX1xEMBhnRW1VVxUhMInOJfDUYDGw+29raoFQqUVtbi7KyMqSmpjI3q9FoxObmJjtPp9Ox9a6vr2fEqlKpZHNRVVXF9hv5TE0mE1QqFSOI6XpqtRqNjY0wGAxISkqCXq/H2toaI0H1ej1SUlKg1WqRlJSE/Px8pKamQqfTobW1lb2v1WpRU1MDlUrFXK8AoNFo0NjYyNytRqOREagNDQ0wmUzs+m1tbVAoFJBIJGyfEnlNjtk3G/JZEnFJNY3rZo5TOp5qauedp+THpH7Iccg7T8nJuXfvXgCAUqkEAFRUVACIk6vkzSwtLQUQJ1apnWg98ksSUcs7Tel8ogfp+O18l3Q+778kuo/aiSgl/ybvRKV2qu+55x4AcV8l0Yc0Pt53ubm5CSDu06Sa1o1qmo+6ujoAcb8ouWdp3MBv9yAQp1Xp3ulc6ovWmqjho0ePAoivLZGV5DiktfrWt74FIE5a0rch0ByQV5GcqbQnaA7Iwbqdo3Q7Ryi18x5a3gFKNe8spftta2tLmDtyllJ/tAd5xyq/hts5VXnPLr/HiBilmvY0v8fofN55SgQtjYfW4c2EPLf8PVF4nyU/B3w7uYkp5Nml8I5S/vqNjY0JNe1FCq0NhdaQQnNLoc8R5UMf+tANx0trTeGfubx/kne28g5Tvn/egcr3z7fz803PVQq/Xvz9q9XqhJqIfgrv2wTizwUK/40HtK8pvNOUnnUUouYpvKN0q58ZANbW1hLq8vLyhJp+9mw3Pt4xys8x7wDlzydCn0Kfw+3a+f55Ty/fzo+PfiZSeI8uv8dutod4h+vN2t9MYrHYDdvpGyR+19A3JmwX+n14u/CuYD70M2m7PPXUUzds/8hHPnLDdvq2he3Crykf3sXM53Of+9wN23kPMR/+ucfn2WefvWE7/5nmw3uE+fDPcT7f/va3b9j+T//0Tzdsv9n8859JPt/4xjdu2P6FL3zhhu30O9B2+fSnP33D9scff/yG7Z/61Kfe0vk323+8Z5rP3/zN39ywXURERERERERERERE5H8it0SezszMYGVlBdPT0+yViFJyni4vLzMCNRqNYnFxEeFwmBGqKysriMViuHTpEiNOiVwl8vTUqVMIBoOMkBseHsbFixfh8/lw+fJlhMNhLC8vIxgMYnl5mZ03OTmZ4Do9d+4cYrEYzpw5wxyUY2Nj6O7uxszMDCwWC3Ndzs7OYnBwED6fD0NDQ8yJGQ6H4XQ6EQwGmbO0r6+PEYNbiU9yU24l/MiR6vV6ExyXgUCAkX1WqxWTk5OwWq3wer04efIkIyP9fj8jEru7uxGNRhnRarfb4ff72X1Q/1arFaFQiLlTaXx9fX0IBoPstbe3F9FoFENDQwiHwzh9+jSuXLmCCxcuYGlpCYODgzh//jxzwn7zm99Ef38//u3f/g39/f34+te/DpfLhYcffhh2ux3/+q//iqGhIdhsNsjlcrS3tyMSieCFF15AIBDAyy+/jGvXruGZZ55Bf38/Hn/8cfT19eFrX/saI0/p1el04uGHH4bD4cA3v/lNDAwM4PXXX8f58+fx4osvIhgM4vTp01hfX8dTTz2F8fFxWK1W5nKldQuHw7BarYwgpdepqSl0d3fD4/Ggs7OTra/f72fzSucRuWmz2RCJRNg62e12hEIhDA0NYXFxETabDePj4/jNb34Dv98Pr9eL69evw2azsf3s9/vhcrkSyOCenh5MTU3BZrMx8pgcq+Q2jUajGB4eZmQxEapEKJMrlYjVaDTK9l9nZyfbT0Te0v2RE5VcrZOTk+ju7sbk5CROnTqFaDQqyFMRERERERERERERERERERERERERERERkT+a3BJ5mpeXh/T0dKhUKkYSZGRkQKlUMoKUiNKsrCxGnlIN/PYvscmFSjQjEankMj18+DCKi4uhUChgMBhw9epVXLlyBWlpacjMzIRer2fO06ysLBiNRuTn56O4uBi5ubnYtWsX5HI5du/eDYVCgQMHDkCn0yEnJwd5eXmMtGtsbGTuSqPRyEg7GlNNTQ00Gg3q6uoYSUFkJzk0ibwyGAyorKxEUVERUlNToVQqUVVVBbPZzAhGuueKigoYDAYkJyfDaDQiNTUVer0eaWlpUCqVaGpqQllZGSNTjx49CqVSiYqKCphMJkilUuZI1ev1aG5uRk5ODsrLy6HT6Rihevz4cUY6kiNVq9Wivr6euVxpPETiKpVKmM1mqFQqHD16FGlpaWhtbcWOHTvw0Y9+FEeOHMHHPvYxVFRU4GMf+xiOHDmCv/3bv0VFRQWuXbuGvXv3YnV1FRUVFfiXf/kXVFRUoKioCEeOHEFJSQkOHTqE1NRURjUcOXIEX/ziF1FTU4N/+Id/QF1dHb74xS+y1/r6eqSlpWH//v344Ac/iGAwiIaGBvzFX/wFZmZmYDKZcODAAUYjk+PVaDSy+6U6KSmJkcK03kR9yeVyHDlyBCaTCRKJhLlFTSYT1tfXYTAYUFdXx+aP+i8qKkJSUhI2NjZQXFwMo9GI9773vdBoNJDL5YxE1mq1qKurg8FgSFg/lUqF6upq6PV6HDt2DBqNBklJSWwctA8zMjJQU1PD9gERykSuqlQqHD58mDllab+aTCa0tLSguLgYGxsbMBqNbDzNzc0oKipi85CcnMw+QwqFAnl5eVCr1bfkPF1cXAQQd54SMeX1egG80XlKNAs5Tok25Nt55yk5TWn9ent72ecQAEZGRgAAaWlpAIAzZ84AiP8lPO88JR8m0XonTpwAEKeXeCfoa6+9BiBOdJLPk3yUN3OMUk10I9U0Ht7HSX5NGj/vOKWa928S+UDtNH7yVRINSeOl8ZE/84477gAQd8AeP34cQNxvSQQwOVK3EnnkKP3Sl74EAHjooYcAAI888kjCPRJdQWtA1BxRKUQNEuVBBBn1Rz9b/uVf/gUA8Pd///cAgB/+8IcA4gTZf/7nfwKIU4Q/+clPAMTXnJ9D3vHJzznvveU9tTSndD06n2raU3Q87Tnas7RGtOa0prSGtEZ8O+1Baqc15fcUjZ+IW/7++OOpf2qn+6Prk4NVOE9FRERERERERERERERERERERERE/tBzS+QpEadbXafkNCXSlMhTcpkuLi4iEokkuE6JHI1Go1hdXWXvkzPz1KlTjJTzeDwYGBjA/Pw8pqamsLCwwM73+XxYXV2F3+/HwsICPB4PFhYWcP78eczMzLBXcnoSkdfT04NYLMbclv39/czRSSQqEX9E7tFxRDJGo1FYLBaEw2G4XC7mpgwEAmhvb4fH40F/fz8jFMmZOTU1BZfLxcjQQCCAzs5ORgASwTo1NcUIVXKiOp1O5ricmpqC1WqF2+1Ge3s7IxNnZ2fR1dWFQCCAvr4+5mT1+/3MgUnXp/dPnz7Nzo/FYjh79ixCoRBGR0dx8eJFPPvss+jr68Ojjz4Ku92OBx98EDabjRGn5Ch95JFH4HQ6GaH6xBNPYGRkBD/+8Y9x+vRp/PKXv8RvfvMbdt4rr7yCqakpvPzyyzh//jx+9KMf4dSpU/j+97+P4eFhfPvb30ZfXx++8Y1voLe3F0899RROnz6NkZER+Hw+PPHEExgdHcULL7zA5oMIXJqniYkJWK1WBINB5pgl5ygRv0TgEtFrs9kQi8UYoWq329n8E2k6NzcHm82G3t5evPrqq1hZWYHb7cb8/HxC/1sJ1a6uLkYaEzlKxGgoFGKkMe0Xug8iTfv6+uD1ehlhSqSq1WpFLBZjpPFrr70Gv9/P9hURqi6Xi5GpU1NTbD/YbDZ4PB50dHRgYmICXV1dCAaDGBwcxOzsrCBPRURERERERERERERERERERERERERERET+aHLLztO0tDQoFApG+2RnZ0MikTDHKRGn5CQlQpXcp/RKLqCtxKrRaEROTg4j6Ih82717N2QyGZKSkth55DrNzc1lftTi4mLk5eVh586djAhVKBQ4ePAgI/gKCwtRV1eHkpISpKWlQafTYWVlhRF6ZrMZMpmMvSqVSjQ0NMBoNDKCUSqVMremyWTC5uYmNBoNqqurodFoUF9fj7KyMuaFbWhoYASq2WzG2toaI+bIQUlO061OS3Kabm5uMscmOTy3EpKtra0wmUxISUlh4ygpKUFmZibkcjlkMhmKi4uZG/Xw4cPMearT6ZCcnIzs7GykpKSgsLAQd9xxBzY2NqDVapGWlob3ve992L9/Pz73uc+hsrIS999/P+rr63Hfffehvr4eDzzwQIKzNDk5GVVVVcjJycGuXbtQVVUFmUzGyM2qqipcunQJZWVlWF9fxx133IFdu3bhvvvuQ3l5ObKzs7F3715IpVIcOXIEMpmMOSqLiorQ2tqK3bt34wMf+AB27dqFt7/97di1axdyc3NhMBjY/CQnJ0OhUDB3bF1dHXPLEnmp1+uRnp7O5pXumRymtE5FRUXIysqCVqtFeno60tPTYTKZUFpaCrVazc5Tq9WoqalhblWdTseI3qNHj7L1IWetTqdDTU0NGx8RqlvX99ChQ9BqtcjLy2OkqdFoZATt2toaI5SNRiOOHTvGXhUKBWpqahgxq9frkZSUBIVCwYjUzc1NmEwmth/a2tqQm5uLjIwMFBYW3hJ5Sp9PotG2c5wSYbldO1/zztOamhoAcdKRCNDr168DiNOGRC2Sf02lUgH4LfEMxN2Ira2tCf3xzlLeGUr3R+3kBKVxEnHL+zN5jx35MHmHKdXk/KLr8Y5Taic3G/XHO1OJMOUdrLzPk3eg0jrQevFuU/KWkt+U5hUAHnjgAQBAc3MzgDiRSA5S8ijSWv3VX/1VQp80B+St/bM/+zMAv6X/AeAzn/kMgDipStcjZyr53IgepjWkPUEOQZpDukd+DXjnJ+84pTnjnam0F2lP8Y5S8lxSf/ye2s6LS9cjqpiOJ6KVP387jy5f8+PfznG63XiJeH0zmZ+fT6iJPKfwjs/z588n1Lz/kkh0Cu8QnZycTKh5H6Pdbk+oaa9QTp48mVATHUwh6phCe4dC1PN2/f/oRz9KqP/8z/88oebdfrw/km+nzxKFdwvyjlSitCn0WaO8+OKLCTXv3ySKm8I7UIliptAzYWuIfKbQ74rbjZH36RHhTolEIgn11772tYSayHjKD37wg4Sa9+3xfkreZ/jMM88k1PwaPP/88wk1v8b8/fHtvF+T30M//vGPE2r+M8TvMd6Byq8hfz4/fj789XnHK3/9++6774b9iYiIiIiIiIiIiIiIiIiIiPy+86b/8fTy5cu4du0a5HI5ZmdnAQDRaJS9arVaRCIRaDQahMNhqNVqxGIxqFQqxGIxSKVSxGIxAPgvawDw+XzQ6/U4ffo08vPzMTo6isrKSgwODqKkpATRaBQZGRmIRqOQSqUIBoOQSqXw+/2QyWTweDyQyWQYHx+HRCLBhQsXIJFIMDo6CplMhrGxMZSXl2NoaAgZGRlwuVwoLy9HX18f8vPz4XA4AAA2mw1JSUlwOp2oqKiAy+VCcnIy7HY7pFIpbDYbamtr4XK5kJGRgaGhIUgkEvT39yM5ORk9PT3Izs5GZ2cnmpqa4HQ6kZSUBIfDgZSUFPT29iI9PR0OhwMSiQRWqxWNjY3o6OjA8ePHYbFYUFFRgeHhYchkMlgsFna9zc1N2Gw2tLW1obe3F9XV1bBardjc3ITL5QIADA0NQSaTweVyoaamBn19fZBIJOjr60NFRQVOnToFmUyG/v5+AMDo6Cj27NmDsbEx7NmzB5OTk3jHO96BL3/5y6ivr4fFYsGHP/xhPProo/j0pz+Nr371qwCAr371q3jggQfw+OOPIz09HT/4wQ+Qn5+Pl19+Gfn5+XjsscfQ1NSEkydP4tq1a+jo6EBdXR3Gx8exY8cOnDt3DjKZDD/5yU/g9/vx0ksv4Z577oHdbsfHPvYxvP766ygoKMBLL72EnJwc/OAHP8CHPvQhfPOb38SnPvUp/PznP8eVK1fw+uuvIzMzEw6Hg813SkoKm8f+/n40NDTAarWioaEBTqcTAOB0OtHQ0ICuri4cPXoUNpsNjY2NsNlsqKysZOva29vL1u3AgQP41a9+hePHjyMQCECj0aCnpweNjY2w2+2oqqqC0+mEVCqF1WpFU1MTOjo60NzcDIfDgbq6OgwMDCAlJQU2mw1NTU3o7u7GsWPHYLPZUFNTA5fLxfZFS0sLBgYGUFlZiZGREaSkpLD+XS4X0tLS4HA4kJaWht7eXly7dg19fX1sv9TU1MDpdCI5OZntMxqnw+HA5uYmenp62LzR/NTV1eH06dNoamoS5KmIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyB9Nbpk8TU9Ph1KpfIPLNDMzExqNBpmZmcxlKpVKGXlKHtGt5/G1yWRCdnY2Dhw4AJPJhIKCAmg0GqysrEAikSA1NZX1n5OTw0hVs9mM3NxclJaWIj8/H7t370ZBQQGkUikKCgqwf/9+6HQ65pCsra2FUqnEwYMHodfrcfz4cajVatTV1THHKRGCSqUSLS0tKCwsRGNjI4qKiiCVSqHVapGcnMwclDt27EBmZiaUSiVaW1sZ4WoymRjZWFNTA5PJhObmZiiVSkYatrS0wGg0orW1FSUlJZBIJAnOzpqaGuzcuRMZGRlQqVTM1VpeXg6DwYCmpiZGFJJrVafTQSqVwmg0Ijk5mbk2VSoVZDIZNBoN1tfXmbs1NTWVkZqXLl1CUVERvva1r6G/vx/Hjh1DZWUlPvvZz6KmpoYRp0lJScxJ2tDQALlcjuLiYrjdbiwtLeG2227Drl27UFhYCI1GA4lEgr1790Kn00Gr1aKpqQlqtRqf/OQnkZycjA996EPQ6/VYWVnBuXPnkJqaCq/Xi/Lycuj1enz6059GWVkZPvOZz6CyshKFhYVITU3F29/+dpSUlAD4LUnY2NjInKA0j0ajEbfddhsjN3Nzc1FdXc3coyUlJbh27Roj6xQKBXOPEoG8e/duaLVa3H333dixYwdyc3NhMplQW1vL3KjFxcWMDG1sbIROp0NdXR2KioqQnJzMCE8ilmn9iAyl8ZjNZkilUuh0Oua6TUtLY/tSp9MxcpXmsaqqirldiZDW6XSorq6GWq1GfX09c9+q1WpcuXIFJpMJbW1tMBgMkEgkMBgMWF9fZ+dnZmbeEnm6tLQEIO48JTqIHKa885TIxu2cp0TtnT17NqE+deoUgDgJSX/4QNQiOU+JQKN/ACZacGhoCECcriHfJtVEmtHx5HMkuo98lERwkg+SjicSjfdFUv+885Q/nigsOp7ILd5HSXnhhRcAAHfffXfC+Igg5Z2rvJOVHKZEqJIvk6jN119/HUCcyKXrv//97wcQJ9uIcgTipBf9DPjGN74BIL4niPz64Ac/CAD493//dwBxIopIpZWVFQDA448/DgAIBAIAwP6I4/Of/zwA4MEHH0x4/3vf+x4AIDU1FUDctUrUHNGARBHSnNMc0poQkUk1tfNOVN55yjtRaU7JscrvCTqf1ojWkN9T1D/tSX5NaQ15pyq/R6nm22k8dH3qn+6X/0zw1xfOUxEREREREREREREREREREREREZE/9NwSebq2tobCwkLEYjFsbGwwspRI0P+KOKVXIE6qhsNhaLXahPfVajV8Ph90Oh1GRkagVCoxPDyMhoYGDA8Pw2w2IxwOIyUlBYFAADqdDsFgEEajEV6vF2azGR6PBxsbG/B4PNixYwdOnz6NvXv34tSpU8jOzsbg4CAqKyvR39+PgwcPMgLQYrGgqqoKg4ODqKmpgd1uZwRpbW0tBgYG2Pubm5vo7OxEW1sbIxXpeIvFgurqavT39yMlJYURgd3d3aivr4fD4YBUKoXT6cTRo0dhtVpx9OhRnDx5Ek1NTbDb7UhJSUF3dzcjIWUyGaxWKzIzMxnhaLVaGVmakpICu92Ow4cPY3h4GPX19ejt7UVdXR16e3sBAL29vWz8dXV16OvrSxjnyMgIdu/ejf7+fjQ2NqKrqwtKpRKTk5PIzc3FV7/6VaSnp+Pf/u3f8LnPfQ5PPvkkMjIy8MMf/hCFhYV49dVXkZ6ejm9961tobW1Fd3c33vOe96Cvrw+ZmZmwWq04dOgQxsbGoNVq0d/fj/379+PUqVMoLy/HyZMn0dDQgHPnzuHatWtob29HXV0dXn75Zayvr+Pb3/42Tp06heeffx4f//jHMT4+DqlUil/84hcoLy9He3s7cnNz0dvby8jg1tZWdHV1oaWlBU6nE7W1tbDZbDh+/Dh6enpQVVUFl8sFmUwGh8OBtbU1OJ1OpKWlMWKY1qerqwtNTU0YGhpihGtSUhJ6enqQnJyM3t5eyGQy2O12RoxKJBI4HA40NDRgaGiI7YPGxkb09/djc3OTnWe1WpGWlpZAxEqlUjgcDrS2tsLhcCRc12KxoKmpiZHIFosFDQ0NGBgYYP3V1tYyArW3txdpaWmMaKX9NTAwgOzsbDgcDtTU1KCrqwu33XYbI68HBweRlpYmyFMRERERERERERERERERERERERERERERkT+a/E7kqUqleoPLdKu7lIg1qVSKjIwMdpxUKkV6ejq0Wi1yc3MTyNScnByYTCbk5eWhoqKC0asGgwEHDx6ETCZDSkoKcnJyoNPp2PnkPs3Pz4fZbEZhYSGkUinkcjn27NmDwsJClJeXIycnB0eOHIFarcbBgwdhMpmYk7SlpYWRpETyESm6e/duRo6SC7W5uZkRcuSIzM/PR2VlJQwGA1JSUmA0GtHc3MwISIPBwJylycnJ0Gg0aGlpgclkQlNTU4LrlOrGxkZGsqpUKrS2trL3iUDU6/Wora2FXq9HdnY21Go1KioqoFarEwhFlUqFlpYW6HQ6yGQyqFQqdtzBgwdhNBqxsbGB4uJitLa2IjU1FY2NjThy5AiKiopw5MgRfOELX0BtbS0yMjJQX18PlUqF4uJijI+PY35+Hrfffjv27NmD3NxcaDQaHD9+HPn5+SgvL2ce2szMTJSWlkIul6OiogJKpRI1NTXIycnBwYMHGTm7f/9+1NXVoba2FseOHUNJSQmOHDmCsrIyXLt2DVVVVZBKpdjc3MQ73vEOFBcXY21tDWazmc3/0aNHGalYXFyMtLQ0GAwGVFdXw2w2JxCgRUVFSEtLY+7TsrIy1s+xY8cYuUuEqMFgYI5RIozX19dRWlrK3LJHjhyBSqVCdXU1TCYTI5wBsP4MBgNzsTY0NCTsMyKDDx06hJKSEly/fh0KhQJNTU0oKipCUlISDAYDWltb2fG0f/R6PVJSUlBUVISNjQ1GXNM80fgNBgNz8ZLzlFyw5MC9FfI0Nzf3tw+W/78PjhylRJzyTtP8/Hy2PlvbiW6jdvJSUjsRpdQP0Yxra2sAgGvXrgGI+zLpHpRKJQDg0KFDAOL+zKamJgBxpymNn2ryOZJvkug+3nFKPkiqt3OgEkHK+zO3c5pS6HjyUdJ4qN67d2/C+InIpvHS9YmYJXckjY/ulwhbWhe+nWhF8pdSv0SqAvGfDXQP5AAkHzWNmdaAiFPqi5x5NMa//uu/Tmi///77AQBve9vbAMS9q8eOHQMQ33OHDx8GAHz4wx9OmBNyBtKc0R6imvfI8mtMRCnvAL3ZmvCOUVpzvqbr8U5Vauf3KK0ptdP98XuO+uP3HO885Wu6Xzqf9+ZS/WZSUFCQUPN+Rb6dxrBdO32eKeQyppDrmELPEQrtY4rRaEyob7/99oSa7plyzz33JNS05hTej8k7V2/WTmtFIc8vhZ8/vp13nB44cCChJkKdwj93+Ovz7maisSn8/fPzv5VQp5CrmELEOOWOO+5IqOk5QuE9rPwa/dM//VNCTc84Cn3eKfStBhTegUqu5u3Ct/NrxK8x386v0a3uEf7nNu845dt5RynfP+9gfav9v5nwa8yHnu3bhX8O8OH3HB/6GbJd+M89H/5zwOeTn/zkDdsrKytv2M67l/lUV1ffsJ3/jN3q9e+9994btvPPZT70++J2oZ/t24W86duF38N8bubdpW/a2C70bRe/6/X5zzSf2traG7bzn3k+N1v/m51fVVV1w3b+mcXnyJEjN2z/9Kc/fcP2NxveaX6r4b/J5VZD/5/jd83TTz/9ls7nf37far785S+/pfPfqr/6K1/5yls6n/47762EvrHmd83NnqU3y1tdg7f6jS+8A/5Wc7OfRTfLW90D/O9nIiIiIiIiIiL/X+fG/+WzJZcvX8bMzAwuXbqE6elpLC8vIxqNYnl5GbFYDKurq5iensbq6ioikQh7XVlZQSwWw/LyMsLhMFZXVxGNRrGysoJoNMrOW1lZgc/nw+zsLPr7+xEMBtHT0wO3242hoSHMzc3B4/FgaWkJoVAIy8vLCAaDWF5eRiAQwNzcHLxeL+bm5nDhwgXMzs7i7NmzmJ6extmzZzE/P49Tp04hEomgv78fsVgMVqsVkUgE3d3dCAaDsFqtmJ6eht1uRzAYRH9/P3w+HywWC4LBIOx2OyYnJ2G1WuH3+9Hd3Y1AIICTJ09ibm4ODocD0WgUFosFXq8XdrsdPp8PLpeLHR8Oh9HT0wOv14vOzk643W50dnZiZmYGJ0+eRDgcZtfr7OyE3+9Hb28votEoOjs74fP50N3dDa/Xi4GBAXg8HrhcLszMzKC3txeTk5NwuVwIh8NwOp3w+/2sP3ql94eHhxEOh9nxLpcLoVAIw8PDmJycxL/9279hZGQETz/9NEZGRvDCCy8gGAyir68Pp06dwte//nV873vfQ0dHBxYXFzE2Nga/34/BwUHMzc3BYrHA7/fD4/FgenoaHR0duHDhAs6dO4fFxUWMjIzA7XZjZGQES0tL+PWvf43+/n6cPXsWGo0GTz/9NOx2O5588klMTU3hxRdfxMrKCr75zW9ibGwMTz31FCYmJnDixAl4vV5YLJaE+enu7sbU1BS6u7vZ+z6fD3a7nc1POByG3W6H1+tl+81qtWJiYgI9PT2YmpqCxWKBx+OB1WpFIBBIWD96n159Ph+sVitisRgGBwcRi8XgdDrZOvv9fjb/1L/T6UQgEGDjczgcbH29Xi9GRkbg8/kwNDSEYDAIh8PB7mdiYgJOpxPBYBA2my2hv97eXgQCATYui8XC3h8fH4fD4WD7y+v1oqurC263G11dXQgGgxgZGcHMzAzGxsb+O59BIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi/2tyS+RpXl4eozWJ/MrJyQEA5vsktyk5ULOyspjTVCaTsZpIVTovKysLRqMRubm5qKmpQVFREfLz86HX63Hp0iVIpVKkpaUhJycHBoOBvebl5UEikSAvLw+bm5uMPC0oKGDk6f79+6FSqVBZWQm5XI6amhpotVrU1tZCo9Ggvr4eer0elZWV7P2tDsr19XUYDAa0tbVBLpcjOTk5gUBNS0tDYWEhmpubYTAY0NjYmEA2kmuV3JKtra0wGo3IyMhAQUEB2tramCOTSFSj0YiGhgYUFxcjMzOTEbFEgmk0GshkMkbeabVaVFZWQqfTISsrixGuKpUKEokEer0eTU1NUCqVzNGZmpoKnU7HnKjkYm1ra0Nubi5SUlJQXl6OT3ziE6iqqoJCocDm5iYyMzMRDodRXV2N/fv3Q6lUwmAwICMjAwaDATKZDOnp6Th8+DBKSkqQnp4OqVSKI0eOsDo/Px87d+5EWVkZ8vLyoFAoUF1djQ984APwer0oKSnBe9/7XpSXl+MDH/gADhw4gI9+9KM4fPgw7r33XlRUVODOO+9ktDMRs3q9nhG9RHBKpVKYTCZsbGyw9Tabzdjc3IROp0N9fT0jUDUaDZvn5ORkNr90PhHEZrMZMpkMWq0WdXV1KC4uxvr6OkwmExobG9l8034i12pRURFkMhlzc2o0GkZ6NjU1wWQyISUlhZHJ6+vraGpqgkajYfsWALu+Xq9HVlYWtFotbrvtNqhUKiQnJzP3qU6nQ21tLXOdKpVKts+SkpLYvi8sLER9fT0jdI1GI7Kzs6FSqW5KT2wNOU+DwSCA+F+me71eNu6tNf3lO99OzlNq552n5DSl9XmzzlPK8PAwgDgtaLPZAMRJgPb29oTrk8+Rd57yDlOqyQ/JO0qJ5uP9mlTfqvOU93HSXz9TTTQgjZ/ul/ybRNSSv5Lul9qJ/KCaSIwXX3wRQNxnSs7UK1eugEJkKFFvP/zhDwHECVLyqNIYqKYxdnR0JNQ0Rgo5SysqKgAATz75JID4HiDnKv1V/mOPPQYA+PjHPw4g7omlv5imeyIC7ac//SmANzpQaY5oDfh23hFK46fjb+a5pTXmPbX89fk1oT1Je5jWnO6fnKa0Z6h/6o9q2jPUP12f33PUTtcjx6pwnoqIiIiIiIiIiIiIiIiIiIiIiIj8oeeWyNPZ2VmsrKwgEokw4nRpaekN5CmRpkSgEmkaCoWwuLiIcDiMpaUlRo7GYjGsrKzA6/VidnYWLpeLEXx+vx+nTp3C7OwsPB4PI04XFhbY8W63G3Nzc5iamsL8/DwmJydx8eJFTExM4OLFizh16hQjK4PBYAKZGY1G4XQ6GekXCATQ2dmJQCAAi8WC8fFx9PX1IRAIoL29nZGJHo+HEXvt7e0IhULo6elBOBxGR0cHI/jcbjc6Ojrg8/nQ1dWFqakp9kokqsPhwNTUFCMO7XY7IwI9Hg/a29vh8/nQ09ODSCTCyEmHwwGPx4OhoSFGLEYikQRCMhwOo6+vDxcvXoTFYkEoFILT6WTzS8QkEbF03VAohBdeeAEWiwUvvfQS7HY7/vIv/xI//vGP0dHRgUgkAq/Xi1gshpGREXi9Xpw+fRrhcJiRlx6PBz6fDx0dHVhbW0MoFEIgEGDz7/F4EI1GMTY2hmAwiJ/97Ge4cOECHnvsMTgcDjz88MOw2+0Jr06nE0888QQjYreSpVarNYE43TrfW4lSmh+bzYZAIACHw8GITiKMt86PzWZj9VYCuLOzk53n9XrR19cHt9vNyNStxOr09DQjcbu7u9k8+/1+dh1qdzgcbB5nZmYwMDDAyNFQKASHw4FAIIATJ05gfHycEbC0L3p6ehiJSmTq5OQk63frPguFQujt7UUkEkFfXx+mpqbQ0dHB7jsWi2F0dPS/8xkkIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLyvya37DzlyVPy2mVlZTGSVKVSIScnBzKZDBkZGYxI3epEzc7OZu3Abwkms9mM3NxcVFRUMApVrVZj7969kEgkSE5OZpQdOctyc3Mhk8mQn5/PXKdJSUnMbUjuU7VazehJiUQCpVKJlpYW1r9arWYk6e233w6TyQSpVAqlUonKykro9XrU19dDp9MhLS0NZrMZGxsbzJGpVqvR2NgInU6H2267DUajETKZDEajEW1tbSguLkZqaioj60pKSnD16lXI5XJGrG5sbECn0+Ho0aOMwN2xYwfS0tIYsajValFVVcWIR3KYbnVskgOVxnPkyBHI5XJUV1czslKr1WJjY4ORuHq9HnV1dew+8/Pzcdddd6GwsBAf+chHkJaWhubmZjaX+fn5yM7ORnZ2Nnbv3o2CggKkpKQgMzMT1dXVKC0txdraGrKysvCud70L2dnZWFpaQl5eHhoaGmAwGJCdnQ2dTof5+XlIpVK84x3vwO7du/GRj3wE+/fvx9///d+jtrYW9913H+rq6nDfffehvr4eubm52LlzJ97znvdg586dSEtLY/NhMBggkUgSiFFyydbU1DAimNyg5Bw1Go2MNE5NTUVJSQk2NjaYu5bmhwhgcpSaTCa0tLSw65pMJnZ/169fZy5Uo9GIlpYWFBUV4dq1a2x8RqMRaWlpUKlUOHr0KCOKad0KCwuhVCqh0WggkUgYkazT6XD77bdDq9VCJpOhuLiYkaY0D+TgbW1tRWFhIXO+bl1ntVqNuro65kYtKipCcnIytFot++zy7rUbhUh08sWR04p3nt6spvmhmhx7VNfV1SUcR/Tc9evXAcR9c+TCIXqWngvkYiJKsb6+HsBvXbRA3N1J3jyiI8kvyfsniR7k/ZDkDiT6j9rJh0n3RTQi7zzl6+2OJ7qR2ml85PckmnA7hyt/f0Qzkm+UaiJ/yS9I/ZPPbiulTIQp0dI0JvJJ0jWpT75OSUkBEF9jon5pP9JxvJfs+PHjAOI/m2iMH/3oRwHEfZDkBN3OI0trSPfEe2y389Ly59Px/Jrxe4Z3jNLxfH90PSI+6bO2nYd3u5r2JL9H6Hq8o5XGQzWtD+2RW3GeXrx4MaH2eDwJNe9Su3DhQkJN16QQSU4hIpridrsTap6mJ/Kcwrvouru7E2reb0WU73b50Y9+lFDzfshnn302oeYdpW+1/fnnn7+l9j/7sz9LqIny3q6dP5/3jxJ1TqG9szW8k5Q+jxT+Hj/xiU8k1ESWU3gPGu+1432W//zP/5xQ8w6tp556KqHm9wDvrSPHMuWZZ55JqMkBTbnZGj333HMJ9Qc+8IGE+sc//jFuFH4NeAcpkfYUfo/y599sj/CfYb7/L3zhCzccr4iIiIiIiIiIiIiIiIiIiMjvO2/6H08vX76Ma9euQS6XIxaLQalUIhqNAgBisRikUinC4TDUajVisRgAIBqNQq1Wv+G4SCSCjY0NTE9PQ6PRIBqNQiqVwu12w2AwYHR0FAUFBRgaGkJtbS16e3uxY8cOTE9PIzk5GaFQCAAQDochk8ng9XqxsbHB/gfp5OQk1tbWcOHCBezcuRMjIyNIS0vDwMAAKisr4XQ6UVVVhbGxMezduxdjY2PIzc1Fd3c3Wlpa0NvbCwDo6elBXV0dent7kZmZia6uLtYukUjQ09OD22+/Hd3d3WhubobdbodUKoXD4UBtbS36+vqwsbGBzs5ONDc3o7e3l7VLJBI4nU60tbXh5MmTaG5uRk9PDxobG2G1WtHU1ASXywWZTAa73Y7NzU10dnaira0NDocDUqkUTqcT9fX1sNlsqKqqwtDQENLT02G327G2tob+/n7U1NRgaGgIycnJ6O/vh1QqhcvlQmVlJYaGhnD48GE4HA4kJyejr68PAHDmzBns2bOHfRVqNBpFY2MjOjo68P73vx8//OEPsbq6Cp/Ph8rKSkxOTkIqlcLv96OkpAQjIyNYXV3F5OQkFAoFLBYLdu3ahdHRUWRlZWF0dBRJSUkYGxvD0tISHA4HDhw4gPb2dtTV1eHxxx/HX/7lX+LBBx/EAw88gIceeggPPPAAvva1r0EqleLFF1/E2toafvaznyEtLQ12ux0ymQwOhwP19fXo6uqCVCpl/8Ob1qe3txcpKSls/np6enD06FHYbLaE4202G9bX19HT04Pk5GR0d3ejuroadrsdycnJ6O3thUwmg81mg0wmg8ViQVVVFfr7+wEALpeLXQcAent7kZaWhs7OTqyvr8PpdEImk6G7uxutra2w2+2oqamBy+VCQ0MDq3t6etDU1ISRkREcOXIEFosFNTU1cDgcaGlpgc1mY/sxOzsbPT09bD+sr6/j1KlTAIChoSFUVFSw6zocDtTV1aGvrw8pKSmwWq3Y3Nxk47Tb7ey6tbW1b/jKWxERERERERERERERERERERERERERERERkf+ruWXyND09HXK5PIEkBcCI0K1OU3rlCVMiU8mFSsRqcXEx8vLy0NTUhNLSUuTn50Oj0WBhYQHJyclvcJ4Cv6WLzGYzcnJyUFJSgry8PJSVlaGwsBASiQRyuRz79+9HTk4ODh06BI1Gg6NHj7J7kMvlSE1NhclkQnNzMzQaDWpraxmJSKQikank9DQajTh69CjUajWamppQVlbGyD9ybEqlUmi1WrS2trJapVIxMrC5uRlGoxGtra2MLDUYDFhbW4NOp2PEo1QqRUlJCXNcVldXJxCxRNCmpaVBp9OhpqYGBoMBycnJ0Gg0qKurQ0FBASMRiZhNSUmBTqfD2toac2rK5XLk5eUhMzMTx48fh1wuR1lZGY4dO4bvf//7OHjwIHJzcxGNRpm7tLS0FAqFAunp6cjMzMSePXuwc+dOqNVqpKamYs+ePcxPq1KpsL6+DoVCgZ07dyIzMxOHDh2CSqXCn/zJn6C8vBz33nsvDhw4gAceeAD19fXsVSaToa6uDkqlErm5uXjHO96B0tJSJCUlMedoUVER3v72t8NoNCI5OZnNY0lJCTY3NxkBSvOj1+vR2trK7p9IUyKGDQYDc44SuZmUlMTeN5vNuHr1KsxmM1JSUqDVatHY2Miuo9frmWu0tbWV7R8iWYkEpX1GRKvBYEA0GoVer0dqaipzlRKpSoSpVqtFQ0MDVCoVI2clEgl0Oh1SU1Oh1+uRlJTE1t9sNjMHbmVlJVQqFSOupVIpI1XpfJVKhf3797/pB8ri4iIAsD9w2M55Sk5TCtXbOVF55+nY2FhCbbVaAcRJUvqHY3ru0PnUH5FqVBN5RuPt7OwEECfQeL8k+SHJj0k+SqLziHLi/Zi8s5RCNdFW5N/kfZj33HMPgLivk44nnyXv1yQakHyh5K8kPybfzjtQiYYkpylRnXT/6+vrCeP50pe+xO7JbrcDANra2gDEySOaU/pjAyJKLRYLgPga0Jqura0BiJNb73//+xPumWjkT3/60wCARx99FADwla98BUDccfrEE08AAD7zmc8kjJnGQ+QUzSnNOVFydDy/hjTndD61057gvbXUP7Xz3lo6nneU0poRMUu049GjRwHE14wcrrRGvOOU9ij1T3uCnKUU2vO895fGR+10/9T+D//wDxARERERERERERERERERERERERER+UPOLTlP5+bmcOnSJczMzDBXKTlOl5aWmMs0Eong0qVLiEajWF5eRjgcZsdvdZxGo1EsLi6y4zweD3OebnUynj17FouLi/D7/VhYWGCu1HA4jPn5efj9fiwtLcHr9WJhYQETExNYXFzEuXPnMDMzg4mJCYRCIQwNDeHixYuw2WyYnp6G3W5nr1NTU+jv70c0GkVXVxcmJydhs9kwNTUFm80Gv9+Pjo4O5rgkJ2QwGITVak1wknZ1dTEnptfrZef39vZibm4OTqcTfr8fPT09CW5Nu92OYDCIrq4uTE9Po7OzM+E4i8UCt9sNp9OJ+fl5DA0NMWcnOTbJlUn3EwqF4HK5mNs1EAigr68vwZ06PDwMt9uN4eFh+Hw+9Pb2YmZmhp3/3e9+FyMjI/jWt74Fu92OJ554AtnZ2Th58iQCgQDOnDmDhYUFjI2NYW5uDrFYjI0/EomwdpvNBq/Xi3PnziESieDUqVPMqRmJRPDSSy9hZGQETzzxBOx2Ox555BE4HA489NBDcDgc+PrXvw6Xy4Vnn30WLpcLJ06cYM7Tqakp5hg9ceIE3G43LBYLpqam0NPTwxy2Pp8PJ0+ehNfrRUdHB7xeL1sv2m/kMiWHakdHB3PaBoNB9PT0MIcqzRc5dek4cueGQiHYbDa2L7xeL3Or9vX1MQcpOVhjsRj6+vpYv5FIBDabDRcvXkRvby98Ph+6u7sT3Ky0vxwOB9xuNwYGBuD1etk62u12RCIRDA4OwuPxMMduZ2cnYrEYbDYbQqEQuru7MTk5iZ6eHkxNTcHlciEWi7F/qBQREREREREREREREREREREREREREREREfm/nt+JPFWpVMwplpmZCY1Gk+AyJeJUqVQiKysLQNw/t/U4AAmkanFxMXJzc1FdXY3i4mJkZ2dDrVZjz549SE5ORkpKCqOMsrOzodfrkZOTA4lEgpycHJjNZkZC5uXlYffu3VCpVMjIyEB+fj5SU1Mhl8tRXl4OvV7PHKENDQ2MvCPyT6FQMDcoAEaalpaWQiqVMsJNp9OhpaWFvZJLVafT4Y477kggAIHf+v+OHDkCpVKJhoYG5mI1Go3s+rfddhtMJhNqampQWlqaQCpuJWBramqg1WoZYUtUZlNTE1QqFdLS0qDX6yGRSKDVapGUlASNRsPcp+RwpX4zMjLY+hYUFODYsWPIycnBtWvXYDAY8Dd/8zfMP3vw4EHcd9997KuTMzMzUVRUBKVSiaSkJCQlJeHw4cPQ6XTIyMhARkYGKioqGEmZl5eHPXv2IC0tDXv27IHZbMadd96JXbt24VOf+hT27dsHiUSChoYGRp4mJyejrq4OCoUCly5dwtvf/nZG/JaUlGBtbY2RpEajERsbGwku0KamJub0JGKXiF+dTofk5GS2zlvdoUR8NjY2MlcqzSuRw0QIE3mqVqvR0NDA5ttkMuH48ePMUatWq1FTU8OIV61Wi+rqauj1elRVVSEjI4MRydQvOVfpeuQ+ra+vh9FoRFVVFZsPrVaL5ORkdh0iful4jUaDt73tbaxWqVQ4fvw4209FRUVIT0+HVqu9JfKUiHCi0bZzmBLNRjVlu3byUubn5wOIu1SJPCU6kXeeFhQUAIh7Isl5evjwYfb5BYCmpiYAcfKVCEvqn3yS5IMkXyS5F4kQpXHS+LfzXfIO07vvvvuG7UT70X2QU5DaiUbkr0d+SqIrafy835Jq3l9J7XT/5CslepL6p/WurKwEhdacPLJEqdLakTOQnJ1EqNKcU58ajSZhjmjt6NrHjh0DAHzjG98AANx+++0Jc0LPcHKw7tu3L6F/mlPqn+aUCNft2nnPLO9ApfabrSnNMX8+7SFqJ4KU1uhtb3sbgPiaEEHKe3fp/Ju1E0VN60YUMo2fwnt2yZN7K85T+hxTqA8KfW4pNObt2unzTqE9R6HPPYV+/6CQQ3m782lvUsgTS6G5pfAeXN4PyXukeb8l/8zl/Zj8+Xw7eX0ptFbb9c/7L/nx016k0B6m8OPn2+mzSGloaACfBx98MKGm3x0pRFRTDh06lFB/7nOfS6hbWloS6pqamhu28w5O3qvLOzz56/NzxO9JPvwa8eHXiHec0nOMwjtK+TXg9yDfP+/5fav98+fz7W8mMzMzN2wfHBy85T63xuVy3bC9sbHxhu2855UP717mw3ts+fB7is/jjz/+33r+Jz/5yRu2855hPryXmM83v/nNG7bT7wrb5b777rthO+8t5sN7ePnwv5/y+fKXv3zD9s9+9rM3bP/6179+w/YHHnjghu03mz/6No7t8q1vfeuG7fQtHdvlySefvGH7zULfBrJdbrZ+IiIiIiIiIiIiIiIi/xO5JfJ0ZmYGly5dwvT0NJaXlzE9PY3V1VVEIhEsLy8jEolgcXERkUgEKysriMViuHTpEiNOiTDdehyRqlvJUyLouru7MTExwUhLn8+HhYUFhEIhLC0tIRgMYmFhgZGnHo8Hc3NzmJiYwNzcHEZHRxEOhzE6OoqFhQUMDQ3B6/Xi9OnT8Hg8jMjs7u5GIBBAb28vgsEgI/2I9BwcHEQgEEBPTw8jST0eDyMbibC0WCwIhUKwWCyIRqM4efIkpqam0NXVBb/fj87OTgQCAbhcLszMzDDiz+FwIBwOMzKSyEWn04mJiQmcPHmSEYdbyUan08nIxvn5eTidTszOzjKy1OVyJRxHhOTAwAAjT4lcDYVC7Hx6v7u7G9PT03j55Zdx4sQJPPfcc+jr68Ojjz6Knp4evPrqq7h+/To6OzsRDodx5swZhEIhjI2NYXl5GefPn8f09DT6+vowPz+PM2fOsHp6ehpDQ0O4du0avF4v5ufn8corr2BsbAxPPPEEHA4HHnzwQdhsNjz00EOw2+147LHHMDQ0hOeeew5nz55NIHsnJibYOm4lTt1uN1sHer+jo4MRq8FgkNVEXNpsNgQCgYT5ITKU1ovafT4fI5ItFkvCPqD5p+N7enoYSUzrQUSx1+tFf38/vF4vhoeH4ff7cfbsWUaWejwedh6RyEQqU799fX3w+/2wWq2IxWJsPw8ODrLx0L6IRCJwOp1sH9P+on79fj+Gh4cRi8WE81RERERERERERERERERERERERERERERE5I8mt0Se5uXlIS0tjdGcQNxhSq9bSVKqyXEK4L8kUel9k8kEuVyOwsJClJaWIjc3F3l5ecyzmZKSgtzcXEilUuTk5ECv1yMvL4/VxcXFKCgogFQqhVwux+HDh5Geno7du3cjNzcXVVVVyMvLY+5TIvmOHTuWQOQ1NTXBaDSiqakJBoOBUbFtbW2MOFGpVMjOzkZhYSHq6+shl8sZ8VlTU8PIwNLSUuYebWtrY+QoOS6NRiOSkpKg1+vZdYk0bWlpQXFxMXNmkrszLS2NEY1msxnr6+tQqVRobGxkzlYiDbVaLWpra6HValFZWclIO61Wi/r6eka0EnFI81lUVMTcnnfeeSdUKhX+6q/+itEKhw8fRmpqKsrLy3HlyhXk5uZiY2MD+fn52LdvH7RaLXObVldXo6CgAGtra8jPz8fevXshl8tRW1uLkpISbGxsMKJzz549+MQnPoG9e/cy4vSLX/wiamtrkZKSgurqakgkEqyvryM9PR16vR6NjY0wm83Y3NyEyWRiJGpqaiq0Wi2uXr0Kk8mElpYWRmYS7aZQKNDc3MxoNyJ9yQ2qUqkYySqRSBjxazAYUF1dDbVazRyqdXV1bB3VajXq6+sZqWwymbCxsZFADJN7l9yqqampMBgMuH79OpKTk9Hc3AydTofNzU22P6k/nU6HxsZGts+KioqwubnJ9o1er2dEaUVFBdRqNSoqKhhxbDQamVt3Y2MDJpOJEbj0OUhJSUF+fv4tkadLS0sA4s5TIp54pynVNO83c6LyztNz584lHE++TCLGyHlKtBL9AzARozyxQn5OCvkciWg9efIkgDiNR/5J8nVSTXQi+SWJViJ/Ju+/JNqQ91GSX5MIUzqfSBJqJwcq9Uc0Ifkzqeb9luTHJFqQfJVEmFJN13vttdcAxKlO3sf51FNPAUgkNWhO7r//fgDA66+/DgCor69PuAf6GUAUEFFqXV1dAOKE2IkTJwDE1/RHP/pRwjX/7u/+LmHM//zP/wwA+PCHPwwAePrppxOuR15ZIq5+8pOfAHjjnFJNlAqtCb+G/JrQmvEeXGrnnaQ0XzQeaqc14R2jtMbk4aU1ovP5NeKdq7TGtCeof6Kuab1oPag/ml9ypPK1cJ6KiIiIiIiIiIiIiIiIiIiIiIiI/KHnlsjT6elpXL58OcFdupUoJZdpOBxOcKFOT08zEpVcp1udqeFwGCsrK/B6vZiZmYHT6WTEXSwWw/j4OBYWFhAIBLC4uMiI02AwiMXFReY6JfJ0fHwcs7OzOH36NObm5hjpODg4iJmZGbS3tyMcDsPpdDKHaSAQQFdXFyNDyUHq9XrR2dnJyMTJyUmcPHkSsVgMPT09iEaj6O/vRyQSgdVqxfz8PGsnh6TFYoHf70d3dzf8fj9zX5JLk5ydL7/8MiMMA4EAc5e++uqr8Hq96O7uhsfjYY5Ucq729fUxMtLj8cDpdGJmZgZ9fX2IRqOMOB0ZGWHE5FYHJ53f29vLyN9gMIiBgQHm0jxz5gwee+wxjI6O4hvf+AZzkI6NjcHn8zGScX5+HufOnUMoFMK5c+ewurrK5n1gYACBQABDQ0NYXl7G+Pg4/H4/xsfHcf78efziF7/A6OgonnzySeY8tdlsePDBB+FwOPDv//7vGBsbw5NPPsmIXyJIaV1ofj0eD9rb29l6Ell5/vx5Nt82mw3hcJiRqQ6HA5OTk+js7GTn0/pvdaN2dnbC5/MxYrinpwfj4+Po7e1FLBZjJCm5aGn+h4aGEA6HMTg4yMYdDocZ6TkwMIBwOIyuri7Mzc1haGgIbrebEc8Wi4U5ScmpSoTw+Pg4c7aePHkSbreb7euhoSHMzMxgZGSE7SPqx+v1wuVyYWpqiu0LIrIHBgbY50hEREREREREREREREREREREREREREREROSPIbdMnqanp0OpVDLyNCsrC1qtlrlMiTzNysqCTqdDZmYmc2ISrUntMpks4XwiR/Py8mA2m5GRkYGCggLs3bsXGRkZbyBP6fpGoxF5eXkoKipCfn4+du7cCYVCwVygUqmUEZlqtZqdV1tbC4PBgJSUFJhMJkZwkvP08OHDMJvNkMlkUKlUaG5uxo4dO5jz9PDhw8xtqdfrE4jC3Nxc5jyVyWQwGAxobm5GUVERJBIJIyENBgOamppQUlKCzc3NBCLw6NGjzGdXXFzMyEcaT3JyMrRaLRoaGqBSqRjJSu1ElBJhK5FIoNFosL6+nkBMEnEolUqhUqlw8OBBNm6tVot3vOMdKCwsRG5uLo4cOYLPfvazzG24a9cuRsZev34d+fn5SEtLQ2FhIfbv3w+1Wo3q6mqoVCpsbGxAo9Ewapjme8eOHcjOzsbdd9+Nffv24d5778WuXbtw//33o76+Hg888AAaGhqQmZmJ8vJyvPOd74TBYEBGRgab15KSEkgkEpSVlTHS89ixY4wgLi4uhlQqZfdL7xuNRhw7dowRp0SYFhUVobW1FSaTiRGuwG99gHfccQcMBgM2NjbYOhUVFTEqu6GhAVqtFhkZGdDr9YwkrqiogEKhQG1tLUwmE/tMkOuU+tu7dy+Ki4uhUqnYOpPLlohScq2aTCbcdtttUKlUAH7rPySXa2pqKlQqFVJSUqBSqZiDNi0tjXkNqZ1csEVFRVhbW2P7X6lUvsFddqOQo4roN6qJEN3OgUo1HU81uRHJwUc1OQ/pOHKTkfOU/I2FhYUAgL1797L7BeJuTiKQiZ6jcd5xxx3/ZU1uRt4fyTtHiUCldqL9tnOS8s5UohPpvolY5fvbrp3uh2p+vFTT/RBRS/5Lqom0J7qRPIBEM9L1P/KRjyT0DwAf/OAHAcRJ03/8x38EEP/2AVorouGJMOV9kvTZIwKTrkGOwttuuw1A3HlK5OTKykpC/zRG2s+0ZkRWk+OUd5rSPW63JrSm1E57jV8DWjPeFUjtNKe0J8lpSu0pKSkA4mtAe5JqInJ5RyrvZKXx8nuG1pzmm/qn9aD+eOcptROF/WYyPz+fUHs8noSa90teuHAhoeZ9lMPDwwk1/X5AOX/+fELNrwFRzhTe0XmzdqKEtwtRzRT+/p5//vmEmvdD8m5E+mxt1867Dvn+eX8mUdzbXZ9v5/2XfDvR2RTejahQKMCHSG0Kfd4pzzzzTEJNzmTKt7/97YSaXMmUV199NaGmbxWg/Ou//mtCfe+99ybU3/ve9xJq+jxSvv/97yfURLxTfvCDHyTUH/rQhxJq/v54jyy/xn/+53+eUPP+RvoZROH3AO845fco3z/v96TnCYVIfgrv2SUyn/L5z38eIiIiIiIiIiIiIiIiIiIiIv+bc8vk6erqKqanp5n7lEhTcpkuLS0hHA5jaWkJfr8fi4uLzFG61Xm6tLSEUCiExcVFXLx4EcvLy5iYmEAsFoPT6cTk5CRzSY6OjmJxcRF+vx/Ly8sIBoPsOisrK/D5fFheXsbk5CQWFhYwPj6OSCSCc+fOIRKJMNLv9OnTCIVCmJqagt/vh9PpZE5KIgvD4TC6u7tx8eJFjIyMMKJ0YmICPT09uHDhAnNrulwuRvJtdWQODg7C7/czV2lXVxdCoRCsViu8Xi8jWIkktNvtjASMxWKMGGxvb2dOTCIjyalKZCoRp0RSEklLJOjk5CQjLPv7+xkBSeN1u92s3eVyYXp6GgMDA4hGo3C5XMzR6fV68eyzz2JwcBDf+c534HA48NWvfhUOhwNf+9rXsLCwgN7eXjYOIimDwSCGhoYwOTmJ0dFRXLx4EWfPnsX4+Dhzcfb398Pn8+GVV17B4OAgnnrqKdjtdjz88MOw2+3MefrUU09hcHAQzz33HHOdkkuUyFOPx4Pu7m62Lm63m5Gk5AolEpgI1Z6eHng8HrZe1E7r1dHRwa4zNTWFEydOMCI0Go2is7OT7Q+/38/IU5oHh8MBj8eDX//61+jr62PEKe0bWreRkRH4fD709/djaWmJEdgnT55ENBpljtOtDlYiarfuG7p/cu/SPhkdHU1wtQ4ODmJ2dhZWqxV+vx92u50RqIFAAP39/VhYWBDkqYiIiIiIiIiIiIiIiIiIiIiIiIiIiIjIH01uiTzNzc1FRkYGVCoVow2zsrKgVqsTyFLgt145rVbLSFGijeg1JycHUqmUHZ+ZmYmysjLmPC0pKWF9lpeXIz09HcnJyazfrcSqXq9HRkYGioqKGGVERKlSqYRMJkNubi4yMzOh0WiwubkJpVIJAMyNWlhYiNbWVhQXFyM1NZW5TM1mMyMUyctKZGNraysbg1arBfBb2qGiogKlpaW4dOkSSkpKcP36dahUKjQ1NbHzyCmp0+lQVVUFs9nMSFhybN52221Qq9U4duwYtFotI0Orq6tRVlbGzpdIJNDpdEhNTYVGo0FNTQ2MRiMaGxuhVquRlJQElUqFQ4cOMfel0WjExsYGjEYjUlJSoNfrGQFJ83Ho0CGYTCa0tbUhJycH73jHO6DX6/G5z30Oe/bswRe+8AXU1NQgJSUFxcXF+PznP49YLAapVIq8vDzs3bsXhYWFKCsrw44dO5CTk4OCggIsLS1BLpdj7969kEqlKCsrg06nQ0tLC/bs2YOPfexj2LNnD6RSKerq6vClL30JdXV1yMvLw549e/D2t78dO3bsQEpKCoxGI3O7kpOWHJ5EHLe1tTHCjohMo9GI69evo6SkBMnJydDr9Whra2Ok8VaXKB1//PhxaDQa5hQ9duwYzGYzWltbodPpkJGRwdy0JpMJqamp0Ov1uHLlCvLz83H8+HGo1WoYjUbmeNXpdGwvp6SkID09HbW1tSguLmau09bWVkYok1uVaiKTiYCm+yX3JzlMlUolKisrkZubywjpqqoqFBQUoLa2lrl+af8SNa5SqW6JPCXnaTAYBBAnrHinKdVESBF5RiQpOU+pnXeeEklG92+z2djnHog7T4lOIjLt0KFDAOLOU6KHenp6AMRpnO7u7oTr89QS+SmJxuOdpESi8Q5SIj6pJgcr+SSJ5uH7432VVPNOVf58Ilx55ymNn3ee0vWoJpqQfJp0Pvktab6IeqL7AeKkVGZmJgDgm9/8JoA40cWTZgMDAwDixBR5ZmtrawHEySYaM80BEWZf+tKXEubkK1/5CoA4pUfkFY2HzqcQeUUEKt0TEaVEXlE71TReGh8RV9t5bfl2uh9aI6ppjWgP895Zaqc91t7ennA/tMf4PUmh82mPkPP02LFjAOJrTJ8Raqc1ps8EEatUC+epiIiIiIiIiIiIiIiIiIiIiIiIyB96bok8nZmZYc5SnkAlxym9T/Xi4iIjTWOxGC5dusRcqESiUn9utxuxWAz9/f0JZOeZM2eY83SrUzUQCDDX6dLSErxeLyKRCC5cuICFhQVGPp45c4aRe7OzsxgcHMTFixcxOTkJr9fLnJzkQCUClZyj5LrcSvoROTgxMYHXX3+dkYputxt9fX2IxWIYGhrC2bNn0dfXh0gkAovFgomJCVitVsRiMXR0dDAi1OPxoK+vD1NTU7BYLBgfH0d3dzei0Sjr3263Y25uDk6nE+Pj44yQdDgcbHw0b8FgkBGNLpeLzWskEmGO076+PnafdF4kEkF/fz8jR4lUnJmZgdVqRXt7O37wgx+gv78fjz76KCNQ7XY7XnnlFUgkEuZ8HR4eRiwWQzgcht/vR39/P6LRKM6fPw+/349Tp07h+vXr8Hq9WFlZYW5VIk+JOCUC9Xvf+x5OnTqFl19+mZGfNC/T09NsPSwWC3w+H1599VW2XuQI9Xq9eP3115lzlEjgqakpdHR0wOPxoKOjAxcuXGDzeeLEiQRydSvZSYTp9PQ0Iz1dLhfGx8fx6quv4uzZs+jv78fKygqGh4exsLDAyE6r1YpQKMTcs06nE+fOncPY2Bgjo/1+PyNY7XY7c/H6fD5GzNrtdubgJXKUnLihUAiDg4OIRqMYGhrC9PQ0nE4nI379fj/bD+T8JXctOVgFeSoiIiIiIiIiIiIiIiIiIiIiIiIiIiIi8scSyVZS6EZ55JFHNvPy8pCRkYHl5WX2mp2djeXlZeTk5GBlZQVZWVlYWlpCdnY2VldXkZWVhZWVFWRmZmJ5eZnV/9XxkUgEcrkcwG+9dJFIBAUFBejv70dBQQFWV1eRm5vLzl9YWEBubi5mZ2dhNBoRiUSg1WoRjUZRXFyM8fFxFBcXIxgMsnrnzp04d+4cysrKEIvFkJaWhpWVFSgUCgQCAZSVlcHv98NgMGBqagomkwkTExMoKytDMBiE2WyGx+NBSUkJgsEg8vPzMT09DbPZjMnJSeh0OkSjUZSUlCAQCCAtLQ1Xr15FQUEBotEoysrK4PF4oNfr4Xa7sWPHDkQiEahUKvh8PhQXF8Pr9cJoNGJychIGgwHBYBAmkwnBYBAGgwETExMoLS1FKBSCXq9HMBiEWq1GKBRCcXEx3G439Ho9wuEw9Ho9vF4vioqK4PV6UVxcDL/fD7VajVgsBr1ez+43EonAaDTi/Pnz0Gq1WF5ehlarRSAQgFKphMfjQUFBAdLT01FVVYWenh7U1NTA6XSivr6eze93v/tdRgTu2LEDoVAIKSkpWF5ehtFohMfjgVqtxvT0NDQaDebm5iCXy+FyuXDXXXchHA5j165dcDgcqK+vh9PpRF1dHS5cuAC9Xo+XXnoJ5eXl8Hg82LlzJyYnJ2E2mxEMBmE0GhGNRmE0GnHu3DmYzWZMT09Dq9Wy9fT7/TCbzRgfH0dpaSkCgQBKS0sT9otCoUA0GoVOp4PP50NRURFCoRCbD1qXoqIiTE1NoaysDBcuXEBhYSG7zuzsLEpLSxEOh2EwGODxeNj+NBgM8Pl8bJ00Gg1CoRCuXbsGANBqtYjFYgnrHggEoFar2X6mfeP3+9nxOp2OrWcwGIRer0coFIJSqUQoFEJhYSHC4TBKS0sxPT0NpVKJYDDI9q1Go2HzRfv9Zz/7Gb797W9Ltn04bMl//Md/bALA6uoqgLijdGFhAUDccbq4uJhQUzs5T6mm88PhMIC465R8mQ0NDQDA/oGXXKdEvhKJPj09DSBOtvK13+8HECdjiYQlnyORruSTJDKW/I9jY2MA4j5Mt9sNIO5WPHPmzH/ZHx0/Pj6eUJPjkfqn86k/Op/aqeavRz7LiYmJhPHz/dP55JKk8dDxdD7fP7WPjo4m1FvniPyKIyMjAOJr9sMf/hBA/NsIzp07ByDuDJ2cnAQQp42JPqZ2opzJv0j0cFNTU0L/5BClMR4+fDjhHqk/2kO0BnSPVNP4qOaP59eUXzMaP80x9UdrQOOhmuacxkc1fcsBXf/AgQMA4nuYKHu6Hr/HaI34PUPt5DzlzydanP8M0PUcDgcA4Itf/OJNnxVPPvlkwi8e9Dyg0O8BlNnZ2YSangMU+rxTaMwUeh5RaM9RaG9QeNo+Eokk1LRGFN6pSmtGobWmHDx4MKGm5weFd7Ly4yOCnsL/gQvtie3O5+/vZu38+Pj749v582lvUMinuzXLy8sJ9ZEjRxJq3ilK3zKw3TV45yf9zKDQc4Dy9NNPJ9TkQqbwc8SPj/fu8mtM34ZAKS8vv+H5/PX58/n++T2w9VkMxJ9HFH4P0ed9u+vz98+7qfnz+fnlz//sZz970+fE888/f8P/QOE/l3zoWbZd5ubmbtjOu5X58PfMp7q6+i2dT2727dLf33/D9qqqqhu207c9bJeKioobttM3fmyXm43f5XLdsJ13L/OhbwjZLvwzgg/9zNsu9M0i24X/9go+/DOCD//M4lNXV3fDdqfTecP2m81/b2/vDdtrampu2D40NHTDdv7nEB/6Bpjt8rGPfexN/XfHM8888+b+R8Y2od9tftfQ75y/a+i/F37XNDY2vqXzb7aPbhb6dpjfNVar9S2d/1/9PnGrudmz7GY5evToWzr/xIkTb+n8t7oGN3uW3iw3e1bdLPTfb79rPv7xj9/0WfGb3/zmLT0n3mpu9vPmvzv0LUO/r7zVz/lbzdve9rbf6/U7Ozt/r9d/qz8n3mr4bxv7n8699977pn6fkEgkv9fnxO87/1/8PP1DDn272x9rrly58vsewu81DzzwwE2fE7fsPF1ZWUEsFsPy8jJ7jUajCa5TIkqpjkQi7Dg6n97ferzH48HMzAwj+rq7u+HxeDA0NISFhQX4/X6srq4iGAxiYWEBPp8PCwsLcLvdmJ+fh8fjwfz8PE6dOoWpqSmcP38ekUgEQ0NDCIfDzD155swZeL1euFwuLC0twWKxYHZ2Fr29vYzkDAQCCeeRO9Tj8TDi02KxMHIzGAyit7eXOVQ9Hg+sVisuXbqEEydOYGZmhhGENpsNExMTsNlsOH/+PF555RVMTk7CarUypyoRquFwGE6nE+FwGF1dXZiYmIDT6YTb7UZ3dzcjEomEpf7JeRoKhTAwMICpqSn09/fD6/UmuFKJpNzqVCWS1Wq1svZQKIQTJ07g7NmzePLJJ3Hq1Cl84xvfSCBEH3vsMQQCAeacPXPmDNxuN9rb2xlROzAwAIvFArfbjZGREUSjUVgsFkQiEXR2dmJ8fBzf+c530Nvbi0ceeQR2ux1f//rX4XK58Oyzz6K3txevv/46I2XJRRoIBNDR0ZFAlnZ1dTEnKZGndN9EjMZiMTavtD7t7e3wer3o7OxEMBiE3W6H3+9HR0cHc8AS6UtO1b6+PrzyyisIBoM4e/YsLl26xMjp9vZ2RhKHQiFGuNI+6u3txfT0NKxWKxYWFjA2NoaZmRnmhLXb7ezzEAwG0dPTA7fbjY6ODrZOtD+IqA2Hw7Db7YhGo3A4HIxwnp2dxalTp5iLlohoIpL9fj8bJ33uBHkqIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvLHklt2nqanp0OlUiEjIwMAmPM0JycHQNxlmpmZyVynMpmMeebIcZqTk8Pel0qlyMjIQGlpKZRKJZRKJXNRFhYWory8HHl5eUhOTkZWVhb0ej2ysrJgNBqRnZ2NsrIyKBQKHDhwAJmZmdi/fz9zgapUKjQ0NEAul6Ourg6FhYU4cuQIzGYz87dWVVUhMzMTDQ0NMJvN2NzchNFoxNraGvR6PVpbW6FSqQD8loKSyWQwm81ISkpCZmYmc0U2NTVBpVJBKpXCbDZDIpHAZDIxp+n6+jrUajWqq6tRWlrKnJLAb/+KXyqVoqioCElJSSgqKoJEIoFcLkdbWxuUSiWOHTsGjUbDxp2amsrcnuTQVKlUaG5uhsFgQENDA0wmE65fvw6DwYCkpCSYzWYkJyczF6pWq0VdXR2Ki4vZ+7fffjsyMjKQkZHB+qX3DQYD5HI5Kioq8IUvfAFHjhzB/fffj9raWqSmpqKsrAwf/OAHGSWVkpKCAwcOQKvVIj09HWq1GlevXkVRUREb+86dO5GTk8PW7d5770VpaSnuu+8+1NXVISUlBTU1NVAoFFhbW8O73vUumEwmSCQS5ohVqVRoaWnBrl27kJKSAq1Wi2PHjsFkMqGhoQEGgwHHjh1DUVERrly5ArPZjDvuuAMajYY5ZoHfUl0NDQ0oLi5GZmYmmy+VSoWjR49CrVajvr4eRqMREokEWq2WOWjz8vLYniRnrslkQnNzM/R6PdtPbW1t0Gq1SE1NhU6nQ1JSEoxGI3bv3s3mSqlUYn19nblXi4uLsbGxwfaFSqVCW1sbTCYTW8eGhgZ2H0qlEg0NDex9tVrNnMH79++HXq9nTli6f5rP5ORk5tDNzc19A4FyoxBBFgqFANzceUrk53bOUwoRGkS70P6i+6W/4Kea/qKd/JL0F/Lp6ekAAIvFAiBOqtJf3ba1tQGI+x3J+fn6668nHE/+SeqfHKGUl19+GcAbfZfUH++/JN8lfRMA70wlnybvNKWa92uS75L+0pT8luQspevR+vAO1O2OJ38m3R/5Ll944YWE6wHAY489BgAoLCwEEHeefvnLXwYAPPPMMwnXJOcoOUrpr1SJEqQ1oTWgOSe6iBynRJg9+uijAIAPfehDCf2npaUljJkcprzzlOr3ve99AOJzTEQb70SlOac1oP7peDqfn1NyitL98GtCXllqp79wpz1I88OvCe88pevRnqI9Ru28U5UcqsnJyQDifxlPx1P729/+dgBxR+oXv/hFiIiIiIiIiIiIiIiIiIiIiIiIiIj8IeeWnafkLF1eXmbOU3KhbnWZrq6uvoFInZ6eZsQquUupfWVlBZOTk4jFYszp6HK5MDs7C7fbzcjTxcVFBINBLC0twePx4OLFi5iYmMDFixeZw5NcpwMDA5ifn2fuz4GBAUSjUUbYEbE4OjrKCLxAIMBcn+SEJGfo6OgofD4f+vr64PP50NHRgenpaUb2kYOSiM6+vj7mMiX3pdvtZiTha6+9hmAwiL6+PkZC0ivd/8zMDF577TXm5IxGo+ju7kYsFoPT6WTEKPUTCARgsViY89TtdqO3txfhcBgWi4URj0Q6kvuSnJ5EspJDMxKJwGazMQJ2amoK3/3ud+FyufDUU0/B4fj/sfff0ZFm930m/gBVyDlUTgidp3M3ckaHGZJa+WjNI68lSl5RsmT7WLKiRfkcH+9ZH61Nr3QcKHGXkkVJFCla69XKsixyOiADhUIOjUYjFgpVqAKqELob3T0z7Eb4/cHf96LrJbt7Rtz1KNzPPzgX931vfl/0DPDU4+fzn/98kvv0z/7szzCbzfT19fHixQsWFhbY399nd3eX58+fK/9tb28v8XicBw8eEI1GicfjLC0t8fu///uMjIzw67/+64o8HRsb4ytf+QqTk5PcunWLaDSqyNiOjg5FWi4uLnL79m0WFxfp6OggFArR0dFBNBqlo6ODlZUVhoaGCAaDymXa1dWlCM/V1VW6uroUgbq4uKiIzpdJ1FgspsjVe/fuKYJW1nljY0Ptp9/vJxQKKeesOHRfdowuLy/j9/uVm1cI5pcduMPDw8r1+vDhQ7q6upibm6Onp4d4PI7f72d9fV3t68vnQvZvd3eXmZkZQqEQExMTikyV/sVxu7a2ht/vJx6Pf8fH/eno6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Px1zUcmTzMzM7FareTm5irC1GKxkJubi81mSyJP7Xa7Ik6FjhHyNCcnB4fDkUSkVlZWUlpaSklJCWVlZWRmZlJYWMjZs2fJzc3FbDYrJ2JBQQFer5eSkhLy8/MVeWq320lPT6e4uJiqqipKSkqora2lsLCQxsZGrFYre3t7ytNWUFCgiNQXL17gdrupra3FarXS3NxMUVER1dXVuN1uUlJSsFgs1NXVYbFYFBFqMplwuVyKQD04OMDhcNDQ0IDVaqW9vZ28vDxOnTrF6dOnOTg4wOVycePGDeXj8/l87O/vK5LQ6/VyeHiIw+GgqalJEZYej4eamhpcLheXL1/G6/ViNpuxWCzU19fjcrkwmUy43W7q6+sVEetyuWhoaFDzk/F5PB7q6+sVsSfka2lpqSIfGxoaVDtut5u/83f+Dh6Ph5/92Z/lrbfe4nOf+xz19fWkpqZy+fJlioqKsFgsbG5uYrVaqa6u5uDggPz8fNxuN8+ePeP06dOkp6crsjgvL48LFy7g8/n4sR/7MU6ePMkv/dIvUVtbS2ZmJjU1NZjNZr71rW+Rm5uLz+ejubkZn8/H9evX8Xq9mEwm5ahyOp1kZmZSXl7OtWvX8Hg8XLt2jfLycvb29qisrMRkMuH1eklPT8ftdtPU1ITT6aSlpUW1W1ZWpkhiIVqF8GxubsbpdFJVVaXW1+v1JhGfQtfK/si58vl8ZGZm4nA4qKurIzs7m4aGhiTiuKWlBavVSk1NjTon5eXlZGZmqnPt8XjIyMjA6XTS2tqKx+OhpaUFl8ulxn1wcIDdblf0bk1NDYWFhZw/f17tj/QjZLXT6cRkMmG327/Db/e6CIEutJw8r0KciuPUWBbi9FVlcRiKA9VisSS1Ix7Nvb094MgHZ7fbgSN3k1wvdJ+sq0T8mjdu3Egah9B8cr3MT86b0HzyXpF6cSMKjSj1QpiKl06ITakX15bMW+hGuf7Tn/50UvvSv7gSpT8Z3/d///cDRw5UoR+lPSlL/8brZTzSn6yfXC+05stn5R/+w38IHHm3/sW/+BcAtLS0JK2R+CvFSyljkp8NsgYyJ6H1hVBtaGgA4F/9q3+VNOZ/9I/+UVJ7QlCKj1H6l7IQlbKGQoxK/zJnY73MWShiWSPZI7nfuGdCnEp7QtRKvbQn85GzLR432SPZY6GaZb5yJl61h3Lm5HqZn5z5mzdvAkfPjPhipD8Zv5wBIVA/TB4+fJhUFvJcImORiKNXYnQRik9XIu8NidEXaXSKdnV1vfZ+Ic8lclYkRvedsV4o5VfVf/3rX08qy/Mu+YM/+IPX3v+Hf/iHSeUf/dEfTSp/5StfSSqLh1jy1a9+Nan8mc985rXjM7oIjf0b7//t3/7tpLI8ey/HuMaf//znk8pCUkuM/iJxHEvEdy0x7vFP/dRPJZW/8IUvJJX/wT/4B0lloxPVeEZ/53d+J6n82c9+Nqn8u7/7u6+tN7Yv7zeJcY3lffaqeqPzVUh6iXEP/q//6//idZFPP5DIzwyJ8RkQwl8i5LvkZ3/2Z1/bn46Ojo6Ojo6Ojo6Ojo6Ojs7HnY9Enm5vb/PBBx8o9+nLjlOhCYUkffLkiXKdGolVcZy+TKg+efIkiTwNBoOK9JuYmFDE6ePHjwmHwzx8+JCFhQXef/99JicnlcNxe3ube/fu8ejRIwKBgCL3Hj16xPj4OIlEQrlGR0ZGFJm6tbXFyMgICwsL9PX1KXJQSFUhNYVYffz4cZKzMhqNMjg4qNyR0WhU1Q8MDPDs2TPlRBWiVVyqvb29rKys0NPTQywWo6OjQxGGQljKuJeWlhgZGSESiRAIBAiFQoo8FOJQCFpxWUpZHKiyvkLUDg4OEo/HGR0dVSTmxsaGcoqKCzQQCLC2tsZ/+2//jd7eXr785S8zNDTEr/3arzEwMMDnP/95BgYG+Pf//t8TDAb58z//c6anpxkfH+f9999ndnaW6elpZmdnFbH58OFDJicn2dzcZGBggJ6eHv7kT/6E2dlZvvSlLxEIBPiN3/gNJicn+epXv8r8/Dy3bt1idXVVzUNcp93d3coF+jJp2tvbq0jPxcVFuru7WVpaoqOjQzlTFxYW6OzsJBwOMzw8rEhfcZUGg0E6OjrUfooTNRKJ0NfXRzAYVP2LM1TI5s7OTqLRKENDQ0SjUUUW9/T0sLKyotZ9ampKkZ8y/rW1NUZGRpJIViGQxV0rrtu7d++yuLjI0NCQIo+FTI5EIkxOTiqiORaLMT09TTweZ3h4mO3tbUXeSrtC1GryVEdHR0dHR0dHR0dHR0dHR0dHR0dHR0fnb0o+Enmam5urnKfir8zNzSUlJUWRqC8TqZBMmtpstiTn6cuEam5uLhUVFdhsNkpLS/F6vaq948ePU1BQgMlkoqCgALfbTV5eHm+99ZZyOZaUlHDp0iWcTieHh4fY7Xaqqqqw2WykpKRQVFTElStXcDqd1NXV4XQ6MZvNeDwe3n//fTweD5/61Kcwm83U1dXh8Xg4ODhQBKHValWEZmpqKjabjcuXLytC1uFwUF9fj91up7q6GpfLRWtrK8XFxWRlZeHxeGhubiY3N5dr167hdrsxmUzKMVlWVsbe3h5er1cRpqmpqXg8HlpbW3E4HIqIFFfly4Sjy+Wirq4Or9dLU1MTLpdLEYiNjY243W7lLhUCVdyZQqhWV1cnkZf7+/vYbDZqamooLy8nOzsbq9XKpz/9aex2Oz/5kz/JqVOn+MVf/EXq6urUV/HH/tIv/RJ7e3uKVj527Bh2u529vT2ys7O5evUqDoeDmzdvcnBwQF1dHYWFheTl5VFTU8PP//zPc+HCBTIyMqiqqmJra4vc3Fzy8/Pxer3U1dXh8/m4du0aLpeLa9euUVFRoQjT9vZ2RZTabDaampooKyujtbWVkydPqv1vbGykvLxckaUNDQ0cO3YMs9msfIriLi0rK8NkMilHrM1mUwTqtWvX1P5Jfy6Xi6amJkX0CiErLlWLxUJ6erp6PvLz86mpqVEOV4fDkeTK9Xq9tLa2KvJWxlFaWqoIXHGgyjkWIjktLY2ioiK1r3l5eYpMlfNkt9upr69X59Ltdity7sNkd3cXeLPz1Og0lbLReSplo/NUSDWh8MRZKmToyMgIgHIzj46OApCRkQFAR0cHcOSP/OY3v5k0XvFrSll8j++88w5w5J8UAszoSDX6JuX6VzlE5X6jr1LoQ6PD1Og4lfbkevFZCp0oZaEPxacpkfuN4zPWC81odKRK+y/TWL/5m78JHDlPv/SlLwHwq7/6q8AR6SWEqjgzhViSPRLCUfa4uroaOCK5hEQV56cQV9KfEFxCTskZECepROg6of6ExJI5SVnal/ZkzaU9IUylXu6XeqMH91XeWlljuV/2QIg7ObNCoMn1sufGPRVPrsRYL+0JQSpOU5mfrL8Qa52dnUnjk+v/2T/7Z+jo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo/FXORyJPd3Z2eP/995XrVNylGxsbPH36lPX1dXZ3dxVxGo/HefbsGYlEQn2V7xvdqE+fPmVxcZGtrS1GR0cVmRmLxXjw4AG7u7tJxOmzZ88IBoNEIhEmJibY3t5maGhIkYMbGxtMTU2xvb3N2NiYcp5GIhHGxsYUSSlOxwcPHjA6Osrz58+Vi3RwcJC1tTV6enoUASjk6OrqKn6/n4WFBe7evavGu729TW9vL9FolO7ubkUGhkIhZmZmmJ2dVQRjZ2cny8vL3L59m1AopNynQty+3E44HKa7u5vFxUX8fr8iGcPhMIODg8ppKa5McVgKSRgOhxVRK9cPDQ0RCoVUP4FAQF0nZGc8HlfzFcL19u3bzMzM8Nu//duMj4/z7/7dv8Pv9/Ov//W/ZmBggC984QtMTU3xp3/6pyQSCRYXF9nY2GBiYoJwOMz9+/eVizQcDqtfdM3Pz/Po0SP+7//7/+ZP//RP+bM/+zMmJib4yle+wr179/i93/s9tQ4vk5uyP11dXTx48IC7d+8SiUS4e/euqhcyd2VlhYGBAbX+4XBYkb9dXV3Knbq8vKz2YXBwkNXVVUWaSr+3b99mZWVF7a+sm7hPhdiV9oXo7OzsVASouFI3NzeVi3dkZIStrS0CgQCJRCLJwSvjkXZDoRB37txRZPTS0pIiV4UUluvHx8fZ2dnh3r17bG5uMj4+ztbWFmNjY8qVGovFmJqaIhwOMzU1pZy0Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6fxPykcjTwsJCsrKysFgsZGdnK1IOjkhSIU/z8vIwmUzKdZqbm4vVaiUvL08Rp2azmezsbOx2O3l5eRw/fhybzYbT6eTEiROkp6eTnZ3N6dOnk1ynp06dwul0cnBwoMizoqIirl69itPpJDU1lcLCQi5evKhclcXFxWRmZuL1eqmvr1eEmhB3hYWFpKen4/P5aGxsVE7JkydPkpGRQVlZGWazGZvNRlVVFR6Ph+vXr+N0OsnPz8dut7O/v4/D4aC1tRWn00ltba0iVYVcLSoqIi8vT7k4XS4X6enpyrUozkohGo8fP05KSgper1c5SOvr6xUpKesiZKmQpzabjbS0NMrLy0lLS8Pj8XB4eIjb7Vakam1tLS6Xi4ODA6xWq3J5CnEoJGJVVZUiJz0eDzdv3sTtdnP+/Hlqa2v5uZ/7OWpqapT7NDs7m7Nnz/K3//bfZn9/H6vVitPpVM5Yi8WC3W7nxYsXlJaWcuHCBex2O3/rb/0tvvWtb9He3q6+Njc3k52dzcWLF/nUpz5FRUUF2dnZeL1eRXoK0SnuT0ARqadOnVLzb2pqoqKigvT0dEX0CplbVlamHLBCnsKRA7akpITr16+r8yFkqzhqHQ4H6enpyh178uRJUlJScLvdtLe3U1lZSWpqqiJTxZXq8/nY2dnB7XZTUFBAYWGhWv+amhosFguXL19WZLPH46Gurg63283169exWq20tbWpc+bz+ZSDt6amBqvVqhy38gxfunQJq9VKWloa+fn5XL16FYvFQmNjozrfDodDzfujkKdyHoVOe5XjVM670S1odJ6K41TGIBSj+Oyk3bq6OuDIJSqOU+lHCFRp9/r160n1QoyKS1GISjkHQoiKP1LoPiFh5XrxSco4pD2h+4yOUqk3OlLFfyn9C41odKiKu1HGJ/5KIUxlvBKjs9ToPDX6MKV/IWKN/kzj+F4+K+IcvXLlCnDkPBWXpuy1tCmEqDxDQlQaHZ9S/+LFC+DojMj90t7f//t/HzhykgpxKmWj41Q8jsay0fkr9X/n7/yd19YbnalSlnqj09TorZUzIXskRKhcb3SOyhk0njlpT9o3OlWNZ1zKQrjKMybjkWdIvMCyH2+//TYfNuK5lRj9kcZ64zk21l+6dCmpbPRdGv2L8h6RyPMvMb7zZK0lsoYSoY1fdb+clVfV/9AP/VBS2Xim/t7f+3tJ5XPnziWVjetnrDfeb2z/h3/4h5PK4gF+1fiM9cb7z58/n1QWulxy9epVjJF3saS+vj6p/PM///NJZfm3peQf/+N/nFQ2em2Ney7nXPLTP/3TSWXxZkuMZ8B45n78x388qXzx4sWkstFTa6z/sR/7sdf2b9xj4x6Id1piPGPG+41nwHi/sX1j5GefRN4vEuP6Gh2pHybxePy19X6//7X18ikFr4rQ86+K/Mx5VYw0vzHySTuvinw6wqsi/454Vb74xS++tt545owxen6NkZ/hr8p/+A//4bX1P/MzP/Pa+l//9V9/bb38e/5V+bf/9t++tt743jJGPOmvyv7+/mvr/+W//Jevrf+n//Sfvrb+f//f//fX1v/yL//ya+u/1/V/0/kzvvOMMXqcjTG6t4358pe//Np6o5daR0dHR0dHR0dHR0fn48iH/uXp+++/z97eHsXFxSQSCUpLS9X/2NjY2CA1NZX19XVsNhsbGxvY7fbv+Pry9VJ2OBzEYjGcTieLi4ukpaURDAbJy8tjaGiIt956i8XFRXJycggGg5SXl7O2tkZ6ejrBYJDc3Fzu3btHamoq4+PjZGdnMzIywtmzZxkbGyMzM5NAIEB9fT0dHR00NjYyPj5Obm4uAwMD7O3tMTY2xvXr1xkYGGB/f5/p6WkODw+ZmZnh4OCAsbExnj9/zuDgIHV1dQwMDJCdnU1PTw9VVVX4/X7a2toYGhrCbDYzMjJCZmYmfX19NDc309/fT1NTE93d3fwP/8P/QGdnJyaTibGxMVpaWujv7+fw8JDe3l4aGxsZGBigtbWVvr4+AAYHB6murlbtjYyMYDKZ6O/vp66ujtHRUdLT0xkYGKCxsVH119vbi8lkoqenh5aWFoaGhkhLS2NwcFCNu7W1lUAgQEZGBn6/n9TUVPr7+1U7dXV1BAIBsrOz6e3tJSUlhYGBAerq6vjGN75BdnY2X/jCF9jb2+Pzn/88n/vc5/i93/s9LBYLf/RHf8SZM2fY2NigoaGB6elp3nrrLYaGhmhoaGBxcZHc3FwGBwdpaGhgfn6eixcvqo9o/ZM/+RPS0tLw+/1kZWXxX//rf+XTn/40IyMjHB4eMjAwQEtLCz09PTQ3N9Pb20tLSwt9fX2YTCb1sZ/d3d3cvHmTvr4+zGYzHR0d6jrZn4ODA/r7+0lPT6e/vx+z2aw+prKvr4/q6mr8fj/Xrl2jt7cXs9lMf38/+/v79PX1cePGDbq7u2lublbr2NXVRX19PYFAgIODA/r6+khJSSEQCFBXV8fg4KAan91up6+vT52vlJQUxsfHOXv2LNPT02RmZtLV1UVbWxuBQAD49v84lH0+ODhgdHRUrUtTUxPDw8O8ePGC2dlZrl69ysTEBBcuXODevXucP3+eqakpMjIyGB4e5vLly0xNTfHixQtGR0dpbm5mamqK9PR05ubm/l941ejo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Pzlz0ciTwsKChRxKiSXkKcvOxuFQAUUafqyE9V4n9PpJC8vjxMnTmCz2bBarXi9Xg4ODsjKyuLkyZMUFBTg9Xqx2Wzk5uZSUlLCqVOnKCws5Ny5c3g8HjIyMhSxV1xcrMjMK1euYLFYaGtrw+VykZWVhdvt5saNG+Tn53N4eIjVauXmzZsUFhZSWFioXJM+n4+srCycTifp6emK1CwpKaGlpQWr1Upubi4Oh0MRf/L92tpaRYTKVyEYCwsLaWlpUU7KiooK9vf3cblcNDc343A4aGhowOv1cnh4qGgfj8ej1rq6ulq5SYU8FMem9CckrNfrZW9vL4lc3Nvbw2q1KuJS3JhCzjY0NFBSUkJ9fT1Op1PNo729HY/Hg8lk4sqVK/zCL/wCV65cISUlhYaGBvLz87l06RKf+tSn+Na3vkVOTo6ikywWC4AiTmXcxcXFnDx5EpvNxvd///fz4sULfuAHfgCTycSP/uiP4nQ6k8hTt9uN2WymoqKCg4MDRa3I+peVldHe3q4cp+KcLS8v55133lHjqaysVETxtWvXqKys5ODggPLycurq6hR15XQ6yczMpKKigsPDQ8rKytS6NzU14fF4lMtWXLVC8sq5bG1txe12k56erkjf0tJS3nnnHZxOJ1evXsVqtdLU1ITdbufy5ctUVlaSk5OjiGSXy6UI1JSUFHw+nyJPhQyW/Wxubqa0tFQ5d1NTU7FYLFy6dImioiLOnTuHxWLh6tWruN1usrOzKSkpwWw2Y7VaOXPmDHa7/Tsoq9fl8ePHwJudp1J+lePU6ESVX+AK7bK2tgYc+S57enqAI3ppfHwcOKIbhTC5du0aAO+++y5wREGKL1PoPfE/CpEmzlKJ+B0l4uuU+Rqvl7LRGSpki5SNDlMhT8SJKoSbOFAlr3KWStnoPDU6WKVeiFO5X4hTqRf6UNZL6sXX+XL+4A/+APj2zw6Ar371q8DRu/+3fuu3gCNq7T/+x/8IHFFy8scLQj/Insie3b17N6l+eHgYgB/5kR8B4D/9p/8EHBFVMkYhLv/oj/4IOKIC5Xopi+NUCFQpixPV6DSV9qRe+hP6R5ynQqBKvay57KmssXEPZM+kXs6cEKKyJ0bnqYxPzpjRwyvXG52nXV1dALS1tQFHz5Csn6y/UNzyxyqf+9zn0NHR0dHR0dHR0dHR0dHR0dHR0dH5q5yP5DxNJBLKcSoO06dPnyq3qbhLNzY22N3dJR6P8+TJE2KxGLu7u8RiMZ4+ffpd73vy5AlLS0tEo1Hl2BwfH2d1dVW5MJeWlnj06BEzMzPKBRmLxRgdHSUejzMwMMDc3Bz9/f3K+ZhIJPD7/YTDYQYGBtje3qarq4u5uTlGR0d5+vQpfr+fpaUl/H4/a2tryg06OTnJ7Ows/f39rK6uMjIyQjAYZGBggEgkovrp6uoiHA7T09OjHKTiHhWnZTQaZWBggFgsxszMDFtbW/z5n/+5crZGIhHlyuzt7VXleDyu3KXisBTHpjhKBwYGWFlZUdf19/eztramnKZ9fX0Eg0E1v/7+fiKRCIODg8q1KvNYXl6mt7c3yfkaCASUyzMajdLX18f6+jq/93u/RyAQ4Itf/CJ+v59f+7VfIxAI8Ad/8Ac8ePCA//pf/yvxeJzR0VEWFxeZmJggHo8zPT2t3KvLy8vK0dnf308oFGJ2dpaDgwNGRkYYGxvjq1/9KpOTk9y9e1c5aMXVGgwG6e/vZ2VlhY6ODuUsFUfp8vIy3d3dLC0tcffuXYLBILdv32Z5eZlAIMD6+jodHR3q68vtieu0o6NDrc/i4qJyp/b09LC4uKj66enpUeskDlzZd3HXyv6urq4yOjrKwsICk5OThEIhRkZGSCQSBAIBtf9yHkOhEENDQ0QiEbq6ugiFQvj9fuVqlX2W8yfrKc9BJBJhYGCARCLBvXv3ePToEXNzc0SjUYaHh9na2mJycpLHjx/T19fH3Nwcy8vLPH78mPv37/9/+Q7S0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dH5S5OPRJ4WFRWRlZXF4eEhWVlZWK1WRaLm5ubidDrJzs5Ocpu+7Dy12+3k5ORgtVoVPZmTk4Pdbic3N5eTJ09SWlqK2+3GZrNx4cIF3nvvPU6ePEl+fj6nTp2itLSUjIwMLBYLVVVV2Gw2Dg8PsdvtNDY24vP5SEtLo6KigszMTOx2uyJRGxoacLvdtLW1YbPZMJvNilR0Op3KbSrO1k9+8pO8ePFCuVPNZjN2u52DgwO8Xi/Z2dk4HA5FKqakpODxeJSrVYjHtrY2RYg6HA4uX75MWVkZDx8+pLS0lCtXrmC322lra1NOUyEKbTabIhvr6uqUy1KcpUKout1u5UYVB+j+/r5yBlVUVJCSkqLIxbKyMkWmpqen43A4FJlrNpvVOhQUFJCamorD4VDjuH79Oh6Phx/4gR/g2LFj/NzP/Rznzp3jl3/5l2loaMBut1NZWcn58+exWq1cuXKF0tJSzp07h8vlUm5ak8mkCNr8/HyqqqrIz8/n5MmTyvPndrvZ3t7GarXyiU98QrlebTabIjuF6GxqalLk7bFjx5SLFFCOVCEXxekq+1NWVsb169eTCNFr164lEaziLE1LS1PrW15eTkZGhiI+X3bPiktViNDW1lasVqvaP5PJRGpqqtqHlJQUVV9eXs7BwQEWi0WRpEK87u3tJTloW1tb1fnyeDzs7e1RWlpKTU0NXq8Xk8mE2+3m6tWrimgtKCjg7NmzFBcXU1tbi9Vq5dSpU2RnZ3P+/HnKy8txOBwUFxf/hZynQqdJWYhSIUGFfjM6Tt/kPBXXodVqTWpf/HByv7x3hHRtb28HjnyQQuMZvWyvcnyK+0rGJbSfnKe9vT3gyP8oNJ/RPyntCW0oZaEJxdMnhKn0J+sl7QmhKmUhSuW5kf6NPkyj41T6E8LVWC9l6U/GK+tn9HW+TCmLc1T2xu12A0ekouyVzF0cmuKjljHLHsoYZY2F4JQxyrtO6j/zmc8kjUnGLGUhRMX9J4SqnDUpS71cL/VSNjpQpd7Yn9FT+6o1NZLeMh/jmZRnTM6IrJfRyytnxOixFapazrDxTIvDVN6hTU1NwNE6C5FqdKR+mOzs7CSVg8FgUtnoZ5yfn08qG59bIc0lQjtL+vv7k8oNDQ1J5Vu3biWVja5Co9tQ9k5iJK+NrkKhliXiNH7V/UI7S4RqlhjXR6juV+XrX//6a9v/2te+llQ2OkyN9xtdgsb7ja7F3//9308qfzeXo5DTEnnHS4x+Q6On1riG8l6RGOfwkz/5k0nl3/7t304qGx2mRj+f8f7f+Z3f+Uj3G+uNa2T01L5pj95UbzyDxj0yrp+x3vhpCvI+khj3T95Pktu3byeVf/ZnfxYdHR0dHR0dHR0dHR0dHR2dv8z5CzlP4/E4FotFOUzj8TipqanEYjHlOE1NTSUej3NwcPAd18nXRCJBamqqcqCurKxweHjI5uYmmZmZDA8PU1xczMrKCmazmdXVVTIzM5mZmeH06dNMTExw5coV5W4Ut+TAwABms5nR0VEuX77M0NAQly9fZmRkBLPZzMDAAA0NDQwPD3NwcMDs7Cz7+/uMjo5ycHDA1NQUh4eH3L9/n3PnzqmPK5ybm6OmpobR0VEA5VLt6+sjNTVVOVEDgQBVVVUMDw9zeHhIT08P77zzTpLzMiMjg1AoRHZ2NnNzc8q9WVNTw8jICGlpady9e1e5Qg8ODhgeHqaqqoqRkRFqa2sZHBwkJSWFoaEhDg8PGR4exmQyqfmJE9Pv95OWlkYgEODw8FA5OcfHx6murlbuTb/fT2NjI93d3ZjNZvx+P7W1tfT19ZGenq7GJW7Wb37zm1RWVvKnf/qn/N2/+3f50pe+RHZ2NkNDQ4pobG9v5/79++Tk5LC4uJjkKh0ZGaGmpobh4WHlBpX9TE9P5969e+Tm5tLT08PTp08ZHh6moKBAuUX7+vpIS0tTbtGBgQHlBoVvf+zktWvX8Pv9APT29pKRkUFnZydvv/02HR0dHB4ecufOHa5du0ZPTw/t7e3K+drZ2alcqjdv3qS3t5e6ujp6e3u5ceMGPT09ap0yMjLo7u7m2rVr6hx2dXUp52xjYyODg4O0tbUxOjpKWloaAwMDnD17lqWlJaqqqpSbdmxsDJPJxPj4OGazWTlix8fH1b7JfjY2Nqp96e/vx2QyqfYDgQDPnz9ndnaWlJQUJicnSU9PZ3x8nAsXLrCwsEB5eTmzs7McHh4yPT3N8ePHmZ2dpbi4mKWlJbKzs5mZmfl/6XWjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Pzlzsf2XmalZWFxWL5rk5Tu93+HQ7UnJwcdZ3x+0Kc2u128vLyqKyspKioCIvFQklJCWVlZeqv161WK/n5+YpGEFejkJZCmJaUlNDc3ExZWRkHBwccP34ck8lEUVERqampOJ1O6uvr1X25ubk8f/6ckydPkpmZSV5eHvX19RQVFZGZmYnFYqG1tZWcnBzKyspwOBy0tLRQUFBAXV0dPp+P1tZWRUd5vV5evHihCMWysjJFFLa0tGCz2aivr8fhcPB93/d9vPfee+Tk5FBRUUFqaipWq1U5Wdva2qioqCAvLw+Xy6UcrPBt+kdIW5PJhN1uV2SpEJlms1mRlA6HQ/Ur9YeHh3i9XkVCyrqI21QISHF/pqWlKUK2rKyMH/zBH8Rms/EP/sE/4MyZM2RlZVFfX09JSQn37t1T6yiE4+XLl/H5fDx//lyRona7HbPZTHFxMY2NjeTm5nLx4kVyc3O5dOmSctYKwSlOS7fbTXV1NVarldbWVkpLSxXhKy7Z9vZ2KioqeP78OZWVlaSnp1NRUaEI35e/Cjns9Xqpr6+nvLycmzdvqnUVt2l5eTlpaWlqXbxeL1VVVTgcDq5du6YIYYfDQXt7uyJIPR6PIp2rqqpwOp2cOXOG06dPU1BQoAhYq9VKdXU1drud2tpaXC4Xqampat0cDkcScWyz2aitrVUkrpC90o7H4yEtLU3tf2lpKefPn8disXBwcEBeXh4VFRWKMHW5XBQVFeFwOMjOzsZisXD27NkP/ULZ3d0Fjpyk8vyKw1SeEynLfhqdp0KiSb2QZ0LFLS8vJ/UrvzCvq6sDYGRkBIDMzEzgyFEqxJbRcSpOUaFpxP8o9I2UhcYTZ6rQT9K+EFVyvbF9WQ9xiBodpdKflIUeFPJNxm8cr/gsje1J/zLfV/kvjf3J+IQoNTpYhUISAs/YHhzRckLtiqNT9vSLX/wicER2yvUlJSXAkcNU1lz2WChi2QOh+GRNhEg1el6NjlNxkMqaCJkmVN6rnKhCpArJJfVyvdRL+0IRG/sTZ6qsoYxXzoisuRC5Mj+hKmUPhPiUstFpavTmypmQeinLGRbnqXiE6+vrgaP1l/blGRP/ufyR0c///M+jo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo/NXOR+ZPC0tLWVnZweTyUQikQAgFovhdDqTCFNAEaVCmL78/Zfrpby8vEx5eTmJRIKsrCxmZmZwu90sLS1RVFTE/Pw8L168YGZmhjNnzjA+Pk56eroiJoVcHB4eVkRmeno6gUCACxcuMDExQXZ2Nn6/n5SUFEV6Tk1NkZuby/j4OG+99RaBQICWlhbu3bvHW2+9xdzcHNXV1QQCAT744ANisRhnzpxhbGyMrKwsAoEAqampivAcHR1V5YODAwKBAAAdHR288847inAcHBzkypUr3L17l/T0dCYmJqitraW7u5uamhpFhI6OjnL16lUCgQBpaWn4/X5FlqakpCQRokK21tfX093dTUtLCwMDAzQ3N9PV1UVLSwt9fX00NDQwNDTEwcGBIlelvcHBQcxmsyI1x8bGksbn9/vZ39+ns7OT999/n6mpKT772c/y9a9/neLiYn7zN3+T06dPs7q6SlZWFsvLyxweHrK0tITJZFL74/f7aW1tVWRlIBDg6tWrTE5OkpqayuTkJKdPn2ZmZob09HQGBwfJzMykp6eH69evMzg4qPa/uroav9+P2Wymr6+Pw8NDOjo6uHHjBt3d3aSlpdHZ2cnh4SGdnZ2kpaXR09NDc3MzPT09qt3U1FT19WWiVdYjJSWFrq4utc6ZmZmq36GhIRobGxVp2tvby+HhIb29vTQ3NzM0NERqaioTExOkpqbS19eHw+EgEAhgMpno6+ujpqZG7Z+Qpf39/ZjNZsbGxsjMzGRkZISLFy+q+sHBQVpaWhgeHlbjqKurU0Sq/BJqeHiY5uZmZmZmOHXqFKFQCJ/Px4MHD9TzlZWVpfZjYmICs9n8HR+ZqaOjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Oj89c1Kd/NPfXd8m/+zb85LCgoIDMzkydPnpCbm8vTp0/Jz8/n6dOn5Obmsru7S15eHk+ePKGgoEBdt7u7q66XerkvJydHlTc3NyktLVVuyYmJCbKyskhPT6eoqIi1tTU8Hg+JRIKSkhLi8Tgul4tYLIbb7WZ9fR2fz8fq6ipWq5WNjQ3KyspYXl7G6/WSSCRwOp2Ew2F8Ph+hUAiHw6GuC4fDuN1uFhcXKSws5Pnz5xQVFfH06VNcLhcrKyvY7XYmJye5cuUK4XAYp9PJ1tYWpaWlbGxs4PP5CIfDWCwWNjc3KSsrY3V1FZvNRiwW4+TJkywsLOD1ellcXOT8+fMMDQ1RVlbG48ePKSkpIZFI4HK5iEajuFwuwuEwXq9XfVzy+vo6Ho+HaDSKw+FQ5UgkgtVqJRKJcPLkSRYXFzl+/Dirq6u4XC7W1tbU9bJesh5Op5NIJILb7SaRSOD1egmFQpSVlbGysoLNZmNzc1Ott9PpZHFxEYvFwv7+Pu+88w6Li4vk5eXR399PRkYGiUSCoqIiDg4OcDgchEIh3nrrLdbW1rBarWo8sk4bGxtkZmYSiUTweDwEg0GKi4vZ39+nrKyMYDDI8ePHWVpawuPxqHWJxWLYbDa1bmtraxw7doz5+Xk1/mPHjrG0tERZWRnRaJSysjJVL+snv0yUeS8sLHDq1ClWVlbU9ysqKlhZWcHtdhOJRDh+/DiLi4tqPNKfz+cjGo3i8XhYXV3l2LFjah23trYwm80kEgkuXrxIOBzG4XAQDofV+D0eDysrK2q8DoeDRCKBxWJhbW0Nn89HMBjE6/WytbWFy+UiEolgs9mIx+P4fD6WlpZwOp0kEglKS0uVO3ZjYwOLxcLW1hY5OTmsra1RVlbG1tYWXq+XnZ0dCgoKiMfjHD9+nP/n//l/+MIXvpDy5rcE/Mf/+B8PAZ49ewYcOUofPXoEHDlKpSxO04cPHwJHHkwpS738oYa09/z5c+DIB7mwsAAc+TKj0Shw5MMUslVciYuLi8CRH3Jubg448lFKvZCwUpb2Hjx4AByRtJFIJKl9+YWz+CZDoRBw5MOU+6U9uV76l/mI/3JycjKpfWlP6uV+aU/mI/0vLS29dr4UZsS8AACaEklEQVTSn3F+Ui9lY3tCJd+/fz+pHuDevXtJY9ze3gaOaFkhHd9//30A9fHQjY2NAGxtbQHfuQdCH0uf4uSUPb58+TJwRC/LnKanpwE4f/580hrIHGS8QsLOzs4mrYH0Z5yzcY3kfqmXPZf2jGW5X/ZQ1kvWw+PxAEd7bhy/rIfxDBjXS2htaV/2XPZM6o3Xy6c9SH/SvjzD8gzIH2n88i//8hvfFV/60peS/uEhbUlKS0uTynIWJPIekMjzJzE6UeUPtyQvn1M4WluJkbaXvZXIHkuMH20uaySRsyCRPZfIXkhkjyVyViTnzp1LKk9NTb22feP4jPfL2X9V/Uft3zj+iYmJ194P37kHtbW1SWWjM9O4h/JOkhj3wLgGVVVVSWXjHl26dCmpLO8PycWLF5PKRu+usd64Bsb2jWsoruhX9W/cY/kZ8ar7jXtovF+eb4nxjBvPqDz3r+rf6G42PqM//dM//cb3xFe/+tXX/gdKOBx+7f3y74NXxfheMKampua19cYzZ4xxD4yRd+Zf9H7jmTDG+AwZMzQ09Nr6K1euvLb+TeN/U//yB6KvyrVr176n+41n0BijC9sY+ZSLV8X4zBtjdGsbMzAw8Np6+SSVV+VN83/T/omC5lWRf0u9KsZ3mjHGd7QxxneGMT/zMz/zof6741d+5Vc+3P/IeEXkUz/+ovmFX/iF7+l+o2/7o8bo3/6o+df/+l9/T/f/8i//8vd0/7/8l//ye7r/X/yLf/E93Q/wK7/yK9/T/b/6q7/6sd7/v/wv/8v3dP//9r/9b9/T/d/rJ878r//r//o93R+NRt/4rvjGN77xPb0nvtcY/w313zs/8AM/8LH239fX97H2L5/S9HFFPp3p40pTU9PH2r98gtrHlX/0j/7Rh/r3REpKysf6nvi4884773zcQ/hYI5929zc1H3zwwcc9hI81n/vc5974nkj9sI29//77bG9v895777G5ucnTp09JJBI8ffqU9fV1dnd32djY4MmTJ8TjcR4/fkwsFlPff/r0qarf2Nhgd3eXWCzGkydP1HXLy8tsbW1x//594vE4s7OzvHjxgrGxMdbW1piammJra4uhoSE2NjYYGxsjHo8zPDxMJBKht7eXaDSq6ru6ulhcXKSzs5NYLMbg4CCxWIy+vj6CwSCDg4MkEgnGx8eJRqP4/X7W1taYmJhgc3OT3t5eHj16lNTu5uYm0WiUqakp/H4/m5ub9PX1sbGxQX9/P9FolL6+PmKxGHfv3mV9fZ2enh5isRjd3d08ePCAnp4ewuEw4+PjhEIhZmZmmJ+fJxAIqPmFw2GGhoZIJBIMDg6ytrbGwMAAm5ubBAIBgsEgAwMDrK2tMTg4SCQSob+/n1gsxvDwMKFQiOHhYRYXFxkYGFD1oVBIrUdvby9ra2v09/cTiUQYHBxkdXWV3t5e9TUYDOL3+4lGowwMDLCysqLm9+6777KyssIf//EfEwqF+C//5b/Q1dXF4OAg0WiUyclJtra28Pv9fOtb32JmZobl5WU1zkAgwPr6Ov39/aysrNDf38+TJ0+YnZ1V65NIJBgeHlbrEwqF6O3tJRKJ0NfXRyQSoaOjQ633ysoKt2/fZmlpia6uLoLBIHfu3CEYDHLr1i1CoRB3794lHA7T1dVFNBqlu7ub5eVlurq6CIVC6j6/36+uk/WW87S2tkZfXx/Ly8tqPF1dXSQSCXp6elheXqajo0ONd3l5maGhIWKxGOPj4ywsLDA9Pc3i4iK9vb2Ew2F6e3uJx+P4/X7W19eZmJggFAoxNDSk+onFYoyMjLC+vk4gECAcDtPf38/q6qraZxnf8PAwW1tbjIyMEI1GGRsbY2tri3v37hGPx7l//z67u7vMzc2RSCSYmZlhe3ub4eFhNjY2GB0dJRKJfOz/4NfR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0fnvlY/kPM3Ly/sOl6mUX3afAq8s5+TkkJqaSl5eHiaTSbWTn59PeXk5paWl2Gw2bDYbb731lqJeHA4HJpMJm83GxYsXcTqdZGZmKiekxWLh0qVLyilqt9u5efMmVquVt99+G5/Pp5yiNTU1eDwe9vf3MZvNXL58GZfLRUtLCxaLRTlAnz9/TmFhIbW1tRQXF1NbW6s8rFlZWWRkZODxeLh8+TLl5eWYTCZcLheXLl3C4/Fw/fp17HY7V69exWazcf36dVwuF+np6bhcLjIyMnA6ncppl5ubS3l5ORkZGbjdbtLT07Hb7co5ajabcTgc1NTU4Ha7SU1Nxe12Kydnc3MzHo+H58+f4/F4qK+vp6ysjIyMDFwuFykpKcqB6fF4VDty3f7+PseOHVOuVHGuHh4e4nK5ODg4oKKigpSUFNxuN5/85CdxuVyUlJRw9epVRkZGyM7O5tSpU5w7d4709HRsNhu5ublkZ2fT3NyMy+VS61RVVYXVaqWuro7CwkK1Tm1tbYpUPnXqFHa7HYfDQWpqKg6Hg7a2Nrxer5qnOFwbGxs5ffo0KSkplJWVKTfrJz/5SeW+Ffesw+GgtbUVl8tFU1MTx44dIy0tDZfLpe6Db7tVb968idPpJDU1FY/Ho8bf2NionLLiLC0tLaWlpYUTJ04oV63JZMLn86n1M5lMPH/+nBMnTuBwODg8PMTj8dDc3ExxcTENDQ0UFxdz5coVNW+v10t6ero6Zy+7e9PT06msrCQ1NRWbzUZNTY1y2brdbg4PD5VL1263c+HCBfLz8zlx4gS5ubmcOXMGh8NBfn4+xcXFnDp1CqfTqdZLaMUPk8ePHwNH5OebnKfiTxTq6FXOU6GCjFRdeno6cPQX+Gbzt19pRsepOEjlLw/FASqOUHF2ynil/ubNm8CRL1Kul78gFDLh7t27SfdLvYxHfJ9G56g4U1/lGBUfptwv47l161ZSvdFZavRZSn/i/zT+pb3Uy1+mSlnGa3S0Gv2cUpb+4MjpKQ5SWcO9vT0AvvrVrwJHTk+hIIQelr9SbWtrS5qT7KGscWtrK3BEpsnPHOOc5a8e09LSgCMHqZxBcZqK81QcqEanqayJlH/wB38QOHKgivPU6Ew1rof0L/fL/GRNZbxC6sqey5mXNZc9l/WV+UhZzpg4YmX+HR0dSWVxnMr8hIq5evUqgPr4efmZLdSNfHqF7Mf3SiHo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Hzc+cjOU5PJpD5CTz5K81UO03g8rlyoJpNJfeysXBePx9XH2cK3PwLLbDazsbFBeno6MzMzmEwmpqamyMjIYGJigpSUFEZHRzGbzfT399PU1MTY2BgXL15kdHSU/Px8/H4/bW1tTE5Ocvz4cUZGRjCbzcoVOjw8rFyoNTU1DA0NKXdna2sr8/PzmEwmwuEwZrOZYDDIuXPnlLNyYGCA2tpaHjx4oByk4pq8du0ao6OjyoVZXV3N6Ogo2dnZ9Pb2KndqQ0MDIyMjyiFaW1vL7du3ycvLY2xsjKtXr9LZ2UlbWxtDQ0OYTCaGhobUeOHbHznV2tqK3+/n8PBQuSpHRkZITU1lbGyMw8ND5Vjt6+ujtbWVgYEBDg8Plav1ZQfpy27Pl9utqanB7/eTmprK0NAQaWlpBAIBamtr6e/vx+Fw8Cd/8ic0NDSwsbGhPl65tLSUubk59vf3WVhYoLa2lvHxcfb39xkZGeHq1auMjo5y/vx5FhYWuHjxIuPj4zQ2NqqPoR0cHKS6ulo5WkdHR2lsbFS/bBkYGCAzM5P+/n6ysrKU4/Qb3/gG3/d938fdu3d58eIF3d3dtLa20t3dTXNzM319faSmptLf34/JZKKrq4u2tjY1797eXvV9WbeWlhblkhUXaV9fn3KTNjU1qf47Ojpob29XztOJiQkKCgr48z//cxobG7l37x6XLl3C7/eTnp5Of38/9fX1+P1+qqqqGB0dpa2tTe2T/DJJ3KryPAQCAcxmM4FAgOrqah48eEB2djajo6OYTCbGxsa4dOkS4+PjVFVVMTs7y4kTJ5ifn+fkyZPKKby0tERFRQXT09NkZWVx//59zGaz+kWljo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo7OX/d8JPK0oKCArKwsLBYLOTk5WK1WcnNzsdvt30GWZmdnq7LD4SA3NzeJWM3LywO+TZxKubKyEovFgt1up7i4mEuXLmG328nKysJms1FdXa1IzpdJy9TUVOx2O83Nzarebrdz4sQJ7HY71dXV2Gw2dX1KSgpOp5Pa2lpOnDhBQUEBxcXF7O3tUVhYqIhXIVnNZjNlZWU8f/4cm81GXV2dak8cjUK2ChFotVppb29XBJ/P56O9vR2bzUZWVhYOh4OMjAwsFgvXrl1TBGNOTo6aZ3NzsyJNXS4XDQ0NWK1WGhoa1Lx9Ph8pKSmKzBWC1uv1kpGRgdfrpb29XRGWTqdTrcPh4aG6X8bv9XqTyuXl5RwcHCjvntPpJC0tjbKyMlpbW3E6naSnp7O3t8fVq1eprKzE4/Go610uF/v7+6SlpXH69GlsNhtNTU0UFBTw4sULSktLOX/+vNpnq9XK2bNnFenrdDpV/yaTCY/HQ0ZGBpWVlaSnp1NYWEh2djY+n4/W1lbKy8u5ceMGZWVlfOITn6CsrIybN28qQvNl8tZkMnH8+HH29vaw2+2KJK2trcXn8yWRtx6Ph4aGBhwOB01NTVRWVqp1r6+vx+fz0dLSgtPp5Nq1a5SXl9PY2KiIUrvdzuXLlxXZeebMGSwWC1arlcbGRqxWK7W1tYo0FgLZ4XAosralpQWXy0VaWpoipG02G1VVVZSWllJTU6P2U9rxer2YTCb1PFksFs6ePUteXh7Hjx+nsLCQY8eOkZeXh9frVeNwOp3k5+eTn5//Rm/Ry5HnWYhLcZwKcSrPixCmryoLcSpl8bNZLJakdl0uFwAtLS1J90mEVBWaT+YidJ2UhZg0lqU9uV98kEJLSlnidDqBIyJV2hNaUtZBaEIZnxCf4uiS/qReCFN5rmR9pX+hD8X1KGXpX8rSnhCuQhULrShlGY/cL/SmjE/WT66X9l52TQpxKf7D7Oxs4MhXKV4FIRtlT2UNZU9ljrKmsudCpMqchMgUp6isoYxZiE+pl/GJf/GHf/iHk8oSuV7WSMqvak/OqtQby7Jmn/70p5Pulz01nhmZn6zfq/ZUysYzaTzzcqZl/eXZk/WU9RdfnfhHq6urgSPHrLhp5Uy/yQ/3cnZ2dpLK4leVyFpLjE5Oo8/S6H6TsyARqlYiay0xkthydiRCEUuEFpYIRSyR51XyJ3/yJ7wuQiW/Ksb2jTGOT86W5Gtf+1pS+Yd+6IeSykJZSz7zmc8klf/wD/8wqSzPikQo8lfdb6z/kR/5EYwxjlG82a9qwziHP/7jP04qG/dAyHBJZmZmUvkrX/lKUtl4Bn/3d383qfzjP/7jSWWjt+4nfuInkspf/vKXk8qf/exnX9v/j/3YjyWVjesj7xOJcQ+FKJcYz5Dx/jd5/+TTGyTyM1AiZLzE+IwZ/Y4//dM//dr+dHR0dHR0dHR0dHR0dHR0dD7ufGTy9PDwkPX1daxWK/F4nNTUVBKJBCaTifX1dWw2G/F4HIfDocpCmsZisSQSdWNjg8PDQ1ZWVnC73Tx48ID09HQSiQRlZWUEAgGqqqqYnp6msbGR3t5eqqqqGBsbU8SnkIJC6qWkpNDf3w/A2NgYdXV1jI2N8eLFC6anp6mvr2d4eJjLly8zPDyM2WxmYmKCq1evMjc3R0ZGBsPDw9TX13P//n0uX77M5OQk6enpPHjwAPj2/8gVgu/8+fOKCJyeniYlJUWRnqOjo9TX1yuCsbu7m6amJoaHh2lpaaGzs5OamhqmpqZob29nZmaG58+fEwqFqKmpYXh4GICpqSng2x9rWVdXp0jVgYEBPvjgA/V9IU/7+/tpaGhQhGV/fz9tbW309vaq+tbWVvr6+jg8PGRkZASTyURfXx8NDQ1qPp2dnezt7TEyMkJKSopqz+/3KzK1traWQCBAc3MzMzMz5Obmsra2RmlpKePj45hMJkZGRqisrGR+fp7U1FSCwaAiHmVe58+fZ2lpicbGRsbHx3n06BHBYJDm5mYCgQAvXrxgZGREje/g4EARwP39/bS0tNDV1cX+/j69vb1cv36djo4OzGYzd+7c4dq1a3R2dnLt2jVu376dROwKudrT08Pe3h49PT1cv36d7u5uDg4O6Ovro7m5md7eXmpra+nt7SUtLY2BgQHq6urUx1n29PQoMvjw8JD+/n7S0tLU+Kanp0lNTWV0dJSTJ0/S39/P5cuXCQQC1NfXMzQ0pNYzNTVV7dfw8LBq7+rVq9y/f5+rV68yOTnJxYsXmZqaIj09nfHxccxmM1NTU+zv7zMzM0NKSgqTk5OcOnWKmZkZDg8PWVxc5NixYwSDQfb39wmFQqSnpzM3N6eI7Pr6emZnZzl9+jRzc3P/b7xrdHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0/tLnI5Gn+fn5ig58mTS1Wq1kZ2djs9nIz89PIk5fJk3dbneSK9Vut5Obm4vb7cZutyunZWFhIfn5+Vy+fFmRhgUFBVRVVVFZWUlmZqZyOZaWllJXV4fD4VBEZ1tbm6JjrFYrTU1Nqn1xhwpRWl5ezuHhIV6vF/g22XZ4eEhRURFXrlzBZrPR0tJCamoqb731Fk6nkxcvXuDxeJST9Ny5c7jdbgoLCykpKaGpqUnRURaLhebmZo4fP66co0LKCvmal5dHaWkp7e3t5OXlkZeXp9yqJSUlmEwmLBaLImqFjExPT8disSgXppCkBwcHeL1eRYY2Nzfj9XppamrC4/FgNpuVo9Nms2EymXC73cpJ2tjYSHl5Oe3t7Wq9hOx0OBy0t7erfsrKyhQZevPmTSwWCxkZGQBcvHgRl8vFW2+9pc6OkIMVFRVkZWVRXFyM2WwmNzeX/Px8Re7u7++Tm5uLx+NRztf09HTKyso4PDxM2kcZL3ybSmtvb8fr9XL9+nUqKys5PDzk2LFjpKSkUF5ezvXr1/F6veTk5CgSVchgIeekXFZWRmpqqqK5ysrKyMrKSnLKyvWNjY1qXnK/z+cjLS0Nh8OhaKi2tjZcLpciPGU/ADVej8fDtWvX1P5arVZ1rjMzM3E6nRweHuJ0Orl69Sput5v9/X3lShWS2m63c+rUKfLz8zl16hQOhwOz2UxBQQF7e3sUFxezv79Pfn4+p0+fxu12U1dXh8Vi4dSpU1gslu+gvF6X3d1d4Mh5KrSbOE1f5TwV8kz2UX5hK+s+OTkJwJUrVwAYGRkB4ODgADhyjooT1Oh3FCeoEJTiwxQCVMoyHvFPiuNTqBoh0sRB+slPfhI48j0KvSfjkT0XB6u0b6R4ZHxS/6rxChErTlYZj/gtZTzG8Ut7EqMP1EjGSVkIVGNZKCXZX6kX+vHla4yOTiGWZA2EVhZnaX19PQDd3d3A0R5J2eilFaentCf1QvPJmIU8E0enlIVgMzpPhbaT8pscp9KfEG9CeskaSb1QuuI0FUJL5iPEqeyh0eMrZ0D2VPZYzqSsl6yn3C9nVJ4ZoTGF8JVyXV0dcOQ0lWdOPi5e1nd6ehqAa9euAag/WtLOUx0dHR0dHR0dHR0dHR0dHR0dHZ2/6kn9sBe+//777Ozs8MEHH7C1tcWzZ89YX1/nyZMnbGxsqK9Pnz5V34/FYjx58oREIsF7772X9P3Hjx8TCoXY2dlhfX2d58+fEw6H2d3dZWBggGg0yuzsLA8fPmRkZISNjQ2Gh4eJRqMMDg4SCoUIBALE43G6u7vZ2Nigq6tL1e/s7DA4OEgsFiMQCBCJRJicnGR+fp6uri5WV1cZGBhgdXVV1Q8PD7O5ucnw8DDxeJze3l5isRgTExO89957DA0N8fz5c5aWllhYWGB4eJiNjQ2WlpaIx+MMDQ2xurrKyMgIiUSCoaEhIpEIgUCAhYUFurq6CIfDDA0Nsb6+jt/vZ2Fhge7ublZXV+nv7yeRSKhxy3WDg4MkEglGRkZYX1+nv7+fUChEX18fGxsb9PT0EAwG1Txk/fr6+ohEInR3d7O8vEx/fz8rKyt0dnYSDofp6ekhGo2q7/f09LC2tkYgECAcDuP3+1U/q6urDA4OEg6H6e3tZXl5md7eXkKhEH6/n5WVFcbHx3n48CH3799ndnYWv99PNBplamqKra0tRkZGePLkCTMzM8zNzeH3+3n06BETExM8efKE3t5eIpEIfr+fRCLB9PS02qfl5WX8fj/BYFCtY0dHhxp/KBSio6ODWCxGZ2cny8vLvPvuuywsLNDR0cHS0hK3bt1iZWWFu3fvsrq6yq1bt1hcXOT27dssLy/T2dnJ/Py8Wueuri5CoRC9vb0sLi7S1dVFMBikp6dHrYvs79raGv39/Unr39nZqe5fX19naGiIubk5lpeX1XXSjuxzMBikr6+PlZUVdV9fXx/RaFStz/j4OOFwmHv37rG5ucnc3Bxra2tMT0+r+kQiwdzcHMFgkLm5OTY3N5menmZra4v5+Xm2t7eJRqM8evSI1dVVdnZ2mJ+fZ2ZmRq3f/fv3efHiBbOzs/9fvoN0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHT+0uQv5Dy1Wq3k5ORgs9kUgZqbmwuQRJympqaSl5eHyWRSZGpeXh5Op5Pc3FycTqeiWEtLSzl+/DhFRUVcunQJq9WK2WymtLSUqqoqSkpKuHbtGk6nUzlLTSYTNpuN1tZWfD4f8G0nYFVVFVarlZqaGsrLyzGZTMp5abfbef78OQ6Hg5aWFuUUdbvdpKamYrFYqKurUy5P8b85nU4eP35MXl4etbW1ZGZmKlKytraW4uJiLl68iNvtZm9vD6vVmuQuFYLV5/MpN2ldXR3Hjh0jIyNDOUgrKyt59uwZBQUF1NTUYLVa1XyvXLmC2+2msbFRuS/FaWq322lqasJmsykisrW1VRGyQmh6vV6ysrJwuVy0tbWpeZaWllJfX4/b7aapqUl9FcLVbrdTU1OjSOCKigpFpKampipytbi4mKamJgByc3OxWq20tLSQl5fH4eEhFouFxsZGcnNz2d/fp7CwkKamJvXVYrFQW1tLYWEhHo9HOUZl/xwOhyJp29vbFXErrlOfz8e1a9fw+Xx8//d/v9pXr9fL22+/rYjQiooKRdxev36diooKRdK+PB8hbj0eD8+fP1fEq6yP1+uloaFBOWWFSBWHrez3sWPHePr0KfBtx2FRUZEiq81ms3KnVlRUKDJZiNT6+nqcTic1NTXqPArhW1JSwvHjx8nPz+ett96ipKSEkydPKrdpbm4up06doqioiJSUFFwuFykpKeTl5bG3t0dBQQE+n4+ioiIuXrxIbm4uBQUFVFRUUFxcTGFhoXJGfpiIt1JoN3GWvsl5anScSrmkpAQ48mIKiSr+R7nuVQ5T8UsKnSdzEfpP2jM6P/f395PaE9pOyGShHWUeb7/9NnDkJJW43W7giEiVeqELX+UUNY7HOP4XL14kjV+IU+P45H5pXyhiaU98mxKjg1V8nbJer6qX8b7sPJV75BpZQ9kzoYKF0r9+/TqAepdLvayhrLGsgdERKsS70cNqdI6+9dZbwBFRKo5TOUPSvjhMjddLexKpN94vhKqssRCpRsep0dFqt9uBI4JU6sXRKO0bvbTGZ0AiZ04cpTabDTgiTK1WK3DkNJXrs7KygKNn0FhvfLY/ivNUvLcSo1/SWG98B8knGEhkbhLjuRa6WWLcQ6Mf8uzZs99t2K+83+hANY5XaGfJy88JJBPb8J3uZqOf0jg+o4NUngGJ0MYSObOvut/o/TU6TI39G+vFcywx+juN7cN37oFxDY19GOuNZ8g4xx/90R9NKl+8eDGpLM/Pq+qNjlNj/U/+5E++tt4YY71x/MY1NO6hcY+Ne3jhwoWksnF9jWdQfqZI5L0skZ9hEuPPOiHQJfIelxgdsx8m8okVr4rQ+K+K/Jx9VYTOf1Xk3feqGD21xhjPnDFGj64xxj01xujRNcbonTXmi1/84mvrf+qnfuq19b/xG7/x2nrjM/VR73/T+H/t137ttfVvGv8XvvCF19bLJyW9Kv/+3//719Ybn2lj3jT+X/zFX3xt/b/7d//utfU/8zM/89r63/md33ltvfGdZ8zv//7vv7be6N425k0u7zeNX0dHR0dHR0dHR0dH579HPhJ5urm5ybNnzxRJKsTp+vo6u7u7ijSVr2trazx+/JhoNJpEqK6trbGzs8PS0hJPnjxRxNzAwADr6+uMjo6ys7PDyMgIq6urjI6Osr6+Tk9PjyIkY7EY3d3disQUcnBtbY3h4WEikQg9PT1sbGyodru6ukgkEkxNTbGyssLAwAAbGxv4/X7W1tYU6Tk0NMTOzo4iL0dGRtje3la0n9/v5+nTpwwPD7O8vMzExASrq6uMjY2xuLjI5OQkGxsbiozt7+9PImDv3LnD0tISY2NjxGIxent7FUEZjUaZnJwkGAwyNDTE2toafr+fWCzG+Pg4q6ur+P1+tR7Ly8uKGO3q6lIE5IMHD+jr6yMUCtHV1aXmL8Sp3CdEYywWo6+vTxGlq6urilCVdv1+P0tLS3R3d6v7hPgMhUIMDAyoeT59+jSJPN3d3SUcDvPgwQMGBgZYW1tjZmaGUChEZ2cnu7u7zM7Oqvu2trYUaSmkZ3d3tyJjhdgMBoN0dnYmEbV37txhdXWV27dvEwqFuHv3LisrK4owlXN0584dRYgKWbq6ukp3dzfBYJDe3l7W1tbo6OhgZWWF4eFhwuGw6mdgYIClpSV6enoUqSvEbzQapbu7m3A4zODgIJFIhNu3b/Po0SO1n3J9Z2enImwXFhbo7e0lHA6rdQ4EAsRiMXWuJiYmiMfjDA4OEo/HmZ+fV2SpuGLX19eZm5vj0aNHzMzMsL6+TjgcZnt7m+XlZRKJBMFgkMePH6uvoVCIra0t7t+/z/LyMtPT0yQSCeX61dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR+euej0yeCvGVk5OD0+kkLy8PQBGl+fn5mEwmRZ7m5uYqB6pc53A4yM7O5syZM1gsFk6fPq0IUrvdTlFRES6XC7PZjNVqVU7NrKwsbDYbbW1teDweGhsblQvS5XKRmpqKz+dThJ04I8UtWVtbi9Vqpba2loqKCvLy8rBarbS3t+N2u3nx4gV2u522tjblLi0uLubChQsUFhYqIjYrK4vy8nJSUlLIzc3l7NmzFBUVkZmZidfrJSMjg7KyMp4/f47H41Guzb29PZxOJ9evX8ftdnNwcIDD4eDatWuKXBTnZ0lJCfn5+Ypk9Xg87O/vU1JSQktLiyJN3W63ImtTUlKorKxUDs+8vDxKSkoUAdnQ0KDWzW63k5mZic1mo6GhQVECPp+PjIwMfD6fcqK2trYqUrW0tFSRl+JIbWhooKKigrS0NGw2G3t7e5w4cYL33nuP0tJSzp49S0lJCbW1tdhsNrKysrDb7Zw/fx6Hw0FVVRXp6enU1dVRUlJCdXU1brdbEa/iNN3b28Pr9Sr35/7+PhUVFYqQlXVtbW1NcpRev35djV+IWY/Hw/Xr1ykrK+PatWuUl5erc9ba2sqpU6fIyMjA6XTS0tKSRDC3tLQoQlUIYCGMPR6Pct7evHkTh8NBRkaGWocrV64QjUbV+so59fl8ikDNyMhQBLEQw1arFZPJhNVq5cKFC5SUlHDx4kUKCwuprKyktLSUixcvUlxczMmTJykuLub58+cUFhZy4sQJfD4fdrudjIwMjh8/Tk5ODmazmZycHLxeL6Wlpeq8yP6azWZKSkq+g7J6XR4/fgwcOU+FphOCRM6ZOE+FsFpYWACOSM6JiQkALl++DMDY2Jh6DwF0dXUBR2SC0fkpZaNDVMri3xTiS/ySQkoYy0KoSPviQBUasqOjAziib3p7e5P6E9+kEK3i75R68V2+yiEq4xGa8lXzFVpRykIbieNU2hPfpvQv/QmhKvVCS8p6CbFqdKRKvdCQL7chcxInp/QhayYRT6zQQrLHMkbjnhrnLHsslJ84RoXaMzpIxVkqZ1Qcp0IRSvlHfuRHgCMnqjhOxYEq45GyEKvSv7E/GY/sqfQvaygOUlkvobmNayz3y56K81X6EyqrubkZODpz8skAg4ODwBGBOjw8DBw9Y+IZFspwdHQUOKK+xXkqxG9fXx8AP/dzP4eOjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ozl/lfGjy9L333mNzc1MRp0KaPn78mHg8rsjS3d1dotEou7u7ikhdX1/n2bNn6vr5+Xk++OADgsEgDx8+ZHp6ms3NTcbHx1lfX1euSHFBCnnX29tLIpFQ5GB/fz9bW1v09fWxsLBAT08P8/PzDAwMMDs7y+DgIJubm4yOjhKPx5XLs6enh9XVVYaGhhThF4vFGBkZIRaL0d/fz+rqKsPDw+zu7nLv3j3C4TAjIyPs7u6ysLDA9PQ0MzMzPH78mNnZWXZ2dpieniYWizE6Oko0GsXv96v2V1ZWCAQCbG1tKcepOFe7urqUkzQUCinSNhAIsLGxwdjYmOp/a2tLkaxCzAphGggEFFkZDAa5c+cO6+vrirwU4rGzs5NoNEpXVxeRSET1K+vx8riEWBUn6/b2Nr29vcrhGo/HGR4eZm1tTZGQU1NTrK6uMjc3x+rqqloraX9xcVG5ZGWeiUSCd999l2g0qty24rKV8YlT9Pbt24rolHMg5G0oFFL7e+vWLUW2ivs1HA5z9+5dRcwGg0FFlvb19bG2tkZvby+BQIDbt28ntfsyESqEr9TLeobDYeWQFaJ4dHSUqakp7t+/z8OHDxXR/LLzNBKJ0NvbSzweV8S0uFdlfcbGxtjc3GRmZoZ4PM79+/fZ2dlheXmZ7e1tHjx4oByom5ubzM/PE4vFCIfDPH36VK3fgwcPFPn9+PFjVlZW2NraYmlpST0vW1tbTE9Ps7Ozo36xqaOjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Oj89c9H5o8zc7OVuSp3W5X9ImQp+IUy83NxW63KwL1Zeep3FdZWYnL5SInJ0e5Fh0OB4eHh7hcLq5evarISovFQnt7OzabjatXryYRj42NjZSVlXF4eIjH4yEzMzOJCMzJyaG0tJSamhpcLhf19fXK3WmxWKiqqsLr9WIymSgtLeXSpUtJzkn4th+uqqqKrKwsLl26RH5+PrW1taSkpHBwcKDcqxkZGVy+fBmLxcLVq1cpKiqiqalJkXRer5fr168r56e4OYVYFHJWysXFxYqgbWhoUOMuKytT36+rq8PhcKj2TCYTTqeTw8ND7HY7DQ0NeL1ebt68idfr5fDwEJ/PR11dHRUVFaSkpKj1fNkNenBwgMvlUs5P+foy0VtYWJhEwHo8HhoaGnA4HFRXV+NwOKirq8Pj8ZCamkpqaiqFhYWUlpZy4cIFjh8/TmZmJsXFxVRVVanr09PTqa2tpbKykvT0dEXK+nw+Ra6K6zQ1NRWPx0NbWxter1eRnzdu3ODYsWPcuHFDuVErKyuVo/XGjRuKDC0rK8NkMuFwOGhtbaW8vJyMjAzsdjuFhYVqfeScuVwu2tvb1Xy9Xi/19fUcO3ZMEa1C8oqTNiUlhd3dXeWmfXm/xedotVppaGhQBKycQ6vVysWLF3E6nVy8eJG8vDzlNgUoKiri3LlzlJSUsL+/j91uJysri/z8fCoqKigvL+fYsWMcHh5y/vx5cnNzycvLo7i4mL29PUWulpSUUFRURE5OjrruwoULlJaWfiTy1Og8lbLReSq0XlFREXBEoEpZfG3yfXEqi89RiEohjIU+FCen0HdSFtpRPHFC6xmdoOKBE2eq9Cfzkf7eeeedpOsl4oETP5zX6wWgtbU1qSyEqrRnHI/QhTJ+oRONzlF5v8h85f43zV8I1lf5QSWvcpy+qv5lz6AQoHKN0eMqEY/v8+fPgSPXnlC9xjWWZ+bmzZtJ7cscZM+EmpUxGx2kQpDKmKUs9eJYFPLSWG8sC1H6qv6kLPVyhmX8Mh85IzKfVzlOhQKW9ZT1lWdNzpzRuytlOdNyZsVJKOsv7Rmdp7JfQqhK2egdfV12dnaSynNzc0ll4xkRKlYiDmSJULQSo6tQKF2J0UUnVPCrItSxxOg4FcpYYnSUGvuX95VEqOJXRchxidEFKNSzROhniXH8cnYlxvkbXYVf+9rXkspGF+NXv/rVpLLRT2qs/24uyK9//etJ5R/6oR9KKv/xH/9xUlmeD4mQ7hJ5Z0qMczSu4Zv8k0a/5E/8xE8klX/rt34rqWx0oBrvN/oEjf5A4x4Y68XBLDGujxDhEuMZNXp2jWfM6AsVcl1y48aNpPLAwEBSWd4PkpGRkaTyP/7H/xgdHR0dHR0dHR0dHR0dHR2dv8z5SOTp9vY2z549Ix6Pq68vE6exWIz333+feDyuCNRHjx4RiUTY3d1laWmJR48esbq6qoi8RCKhXJJTU1OK3HvZ1en3+xV5t7y8rJyUIyMjBINB+vv7WVxcVKSqkKmjo6OKiJybm2NiYoLNzU1GRkZ49OgRg4ODBINBBgcHFckZDocZHh5mY2ODubm5JIJzZGSESCTC+Pg4+/v7PHjwgEgkwuTkJNvb28pFOTY2xoMHD5TzVBydd+/eVYTp+vq6Ikb7+/sJh8OKVBwcHCSRSBAIBFhbW2NkZISlpSVFIoprVRyjg4ODrK6u0tHRoZyb4jAVkjIUCilSc3R0lPn5ebW+4iAVwnRwcJClpSXlPu3p6SESiShSVQjal52owWCQ7u5u5YhdWlpSjteJiQkeP37MgwcPiMViDA0NEQwGFTkZCATU+iYSCeUaFZerkJkDAwPE43E1TnGbDgwMsLKyoojSW7du8eDBA1Xf0dHBwsIC7777LouLi3R0dLC6uso3v/lN5ubmkgjTlZUVbt26pcriIJVzJ4Toy+vR39+vzuHLJOzL+yxu0pWVFbq6ulhcXKSzs1M5d8XZu7S0RF9fH4uLi6q/8fHxJPL03r17JBIJZmZm2N7e5v79+2xubrK4uMjGxgb37t1jfX2dra0tdnZ2uHXrFvF4nJmZGXZ3d5mbmyMej7O8vKwcqdvb24yPj/Pw4UPu3btHKBRiamqKeDyuyVMdHR0dHR0dHR0dHR0dHR0dHR0dHR0dnb8x+UjkaWFhofKOZmdnY7PZFHkqhFlhYSH7+/vk5+cr56nc73a7lYvT4XCQlpaWRIRmZWXh8Xgwm81J5GRaWpoiOYWKcblcZGZmKmLPZrORlpamyqdOnSIvLw+73Y7JZMLtdiv3ZEtLC263m8uXL+P1eklPT1dkZXFxMVevXlWkYXl5uXJ5ZmZmUlJSQlpaGoWFhbS2tmI2mzlz5gwlJSWKTMzKyiI3N5fCwkIsFkvSPKxWK5mZmTidTmpqajhx4gRZWVm4XC5FXGZkZODxeLh06RJFRUXU1dVRWlqq5ltdXY3H4yE9PV2ReV6vlxs3bijnp3yV9fX5fBwcHChy9WWytqGhgcrKSvb399U62Gw2zGYzXq9XEZmtra2KiHQ6nYp0rK+vV2Sny+UiOzub4uJiUlNTKSoqory8HI/Hg8ViSbpPHLVyXU1NDSUlJWRlZeF2u6mvr8fr9XLt2jXlEhXnqZC8LxPI4i5NT09XxG1lZaVymba1talxiqNV3LVC2JaVldHe3k5ZWZlyxYrD9mXXq7hR5asQz+Kgles9Hg/Hjh2jvLyc999/H7fbrUhacZy2tLTgcDjIzMxU517Ga7fbOTw8pLi4mLfeegu73c7BwYFyklqtVtLT08nLy+PkyZOUlpZiMpnw+XzKU3zx4kUsFgsZGRmkp6dz8uRJCgsLSUlJobCwkIqKCux2uyK1hfy22WzYbDZFvn2YvMl5KlTc4uIicESWil/x3LlzAExNTan3CRz5L6U9Ibk+9alPAUfOUCFGjY5Tox9SSC8hMuV+ozNU+pOy0Djil5T+xS8p9GBPTw9w5K/s7+8Hjug8mY/Qh9Ke0JriFBXaUOYj45Xrhc40OlqNjlMpy/1Gx6msh9CaUi90o/RvrDe2/zItJd+TPZF7ZE3fffdd4IiQlDnJmohDU9oU8qm9vT1pzkKQSX8yZiGxpD+jc9ToJBXHqdFpaqwX4kvq5XppX8rSvqyZ1AsVKGdOzqiMV9ZLHLBCcAlZJ/VyJuWMiCNViDCjh1fIMDmDQmvKeg8NDQFHZ1Acp+IdFg+xjOfevXtJ9/v9fgB+/ud/Hh0dHR0dHR0dHR0dHR0dHR0dHR2dv8r50L88ff/993n+/DmlpaUkEglKSkqIx+MA6uvGxgapqalsbGwAEIvFcDgcBINBXC4X0WiU0tJSJiYmSEtLU78wGRoaoqGhgY6ODlpbW+np6eHGjRsMDQ2RlpZGX18fjY2N+P1+WltbCQQC1NXVMTY2Rm1tLX19fTQ3NzM0NMSLFy8YHR0lLS2NoaEhmpqaGBkZIS0tjcHBQWpqahgYGMBkMjExMUF6err6n8h+v5/a2lr8fj+Hh4eMjIyQnp7OvXv3yMrK4t69e5w/f56xsTGuXLnCgwcPOH36NJOTk9TW1jI3N0dWVhaTk5NcuXJF/c/oQCDA3t4eQ0ND1NbWMjQ0pMZrNpsZGBigoaGBoaEhUlNTmZycpLm5mbGxMbKzs7l37x41NTUMDw+zt7fH+Pg4GRkZdHd3c3BwwODgICaTie7ubpqamvD7/TQ0NNDb20tzczMDAwMcHh6qX+h0d3fT3NysPkZNPhJRflnR19en2jGbzfT29nJwcEBvb6/aj+bmZgYHB8nIyMDv95OVlaX2pb+/n/b2diYnJ3n+/Dmzs7NkZ2ezvLzMwcEB09PTvHjxgvn5edLT0xkfH6eqqorOzk7q6urU/6Tv6OggNTWV3t5e2tra6OnpwWw2MzQ0xMHBAf39/TQ1Nal16OnpISUlhe7ubtrb2+nq6iI1NZWenh7q6+vp7+8nMzNTtdvd3c3e3h7d3d2YTCb8fj9paWl0dnbS3t5OT08PLS0t6hdfXV1dtLW14ff7VX/V1dWMjo6qcTY1NTE4OEhqaiojIyO8ePGCnp4e7HY7/f391NfXq19i+P1+9vf3GRwcpK6ujoGBARobGxkeHsZkMhEIBKiurlbnd3JyErPZzP3798nNzWV6epqLFy8yMzPDiRMnePDgASkpKSwtLWE2m5menubcuXM8ePAAgGAwiNPpJBKJ8NZbbzE/P09FRQVLS0tkZGSwtraGyWTi/v37fOtb32JjY4OUlBSWl5c/8otFR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0fnr2JShDJ5U/7Nv/k3h/n5+WRkZPDs2TPy8vJ49uwZubm5PH36lJycHJ48eUJBQQFPnz4lOzub3d1dcnJySCQSeL1ePvjgAywWC4lEApvNRjQaxeVysb6+jtfrJRqNUlJSQiQSoaKigrW1NZxOJ8vLy5SVlRGPx9X9x48fV7/8CYfDlJWVsby8jNvtJhwO4/V6iUQiuN1uVlZWOHHiBIuLi/h8PhKJBE6nk/X1ddxut/rlbjgcxu128/DhQ0pKSlhdXaWkpIQnT57g8XjY2dmhoKCA1dVV3G43a2truFwutra2yMrK4r333qO4uJjHjx9TXFxMNBrl1KlTRCIRXC4XCwsLlJWVsba2hs/nIxaL4Xa7iUajWCwWVldXOXbsGFtbW3g8HiYnJ3E6nezs7OByuVhbW1PXu1wuNjY21C+z3W63am9lZQWPx0M0GsXn8xEMBvF6vWxsbOD1egmHw3g8HiKRCHa7nUgkwrFjx4hEIvh8PhYXF6msrCQYDOLxeNS4VldX1X0+n0+t98v3u1wugsEglZWVrKyscHBwgMlkwmazsbu7S2FhIbFYjKKiIlZWVjh//jzb29vYbDa2trYwm808evRItX/y5EmWl5dxuVxqfnI+lpaWOHnyJDMzM+p8eDweNjY2cLlcarzLy8tq/D6fj1AopM6H0+kkFAqp8Z44cYKlpSUqKipYXl7G5/Oxvr6O3W5X6xkKhdRXq9Wqzrecw1gspuaTmppKMBikqamJubk5dd4dDoca79zcHGfOnGFxcRG3283m5qYav8PhYG1tTc3LYrEQjUbxer2q/+3tbbXfRUVFPHv2jPz8fB4+fEh2djbvvfcehYWFbG1tkZubywcffEBRURHxeFw9b1arlf39ffVcFhQU8OTJE2w2Gx0dHfzbf/tvU978loDf/u3fPgR49uwZcOQefPjwIXBEkorzUMqJRAI4coBubW0BR2SqkKviv5SPEhYqdn5+HjjyQd6/fx848kvKL4ClXhyLxvulfSFjjfUyvqWlpaT2VlZWksYr9Q6HI6ne5/MBEIlEksYXDAaT+pfxSb30L+OR9sRXOTMzk1Qv7Yk7UuZjbE/qZ2dnX9ufsV7GJ/dLWfyeL/cpc5I2hC6WPRFnprEPmaN82sDq6mpSvayxlKU/cYjKGRCnqZCS4jCVMyRloZ3levmjAylPT08nXW88Q8b+ZD4yHmnP2L94a439h8Nh4DvX2PgMSL20L3S3rK+UpT1xqkpZ1ldocSnHYjEA9SkF0p7cv7u7Cxw5VOUM/uIv/uIb3xX/5//5fyb9w0Oed4nVak0qyx9kSYw0vPwBl+TlcwhHa/Oqehm75GV374epl72WGN3ARqervEck8odkEqPzVfZKcvHixaSynL1XjW98fPy14zN+NLs4pyXG+csZlsizIZFnXCLP3qva/259GOcgz4fE6EI2rsH58+eTysY/AjKOwbhGly5dem3/xnr5o68PW2/cQ+MZMI5/bGwsqWxcY3lnS950ho1n0HhG5WeZRH6mSORnmUTexxJ5r0nW19eTyv/kn/yTN74nvvzlL7/2P1DW1tZee39tbe1r6+Ud96oY99AY45kwxriHxgjd/6oY3wMftf83eaiNZ8oY4xk1xvjMGFNTU/PaeqMH1xjxbL8qRs+uMcb3lDHGZ84Y+VSMV+VN+1dfX//aevm0hlflTesnf9j5qlRVVb22/k37Z/w5acyb5m98RxtjfGcb8wu/8Asf6r87/st/+S8f7n9kvCLGn68fNdevX/+e7pc/tP6L5k3vmTfF6JT/qHnTc/KmGJ31HzV1dXXf0/1w9OlBf9HIpw79RfOmZ+lNedO7/k2RT0P6i8b475GPGvnkob9o/vk//+dvfFf8xm/8xvf0nvhe8+u//usfZ/f883/+zz/W/v/ZP/tnH2v/v/qrv/qx9v8rv/IrH2v/n//85z/W/j/72c9+rP0fHh5+qH9PpKSkfKzviY8777zzzsc9hI818ol+f1PzwQcffNxD+Fjzuc997o3viQ/tPH3//ffZ2dnh+fPnbG1tfYfrVL4+fvyYRCLB7u4uKysrbG1tEY/Hef78uXKQDg0Nsb29rVygg4ODRKNRenp62NjYYGxsjLW1NeXCnJycZGNjQzk8Ozs7mZqaYmxsjMXFRfx+v3JMbmxsMDo6SjQaZWhoSN0v7tOXnaFDQ0Osrq4yPDxMNBplfHyczc1Nent7icVi3Lt3j+3tbSYnJ4nFYnR3d5NIJFhYWGB9fZ3x8XEikQjz8/M8evSI3t5eHj58yPDwMFtbW4yOjjI3N0dfXx/hcJiBgQHC4TCTk5PMz8/T29tLMBhUzs2RkRHC4bByoY6NjREMBgkEAmxsbDA8PKzcn9FoFL/fr9ybsViM/v5+IpEIfr9fuVCXlpbo7+8nFosxMDBAKBSip6eHYDCo1ruvr4/5+Xnu3r3L6uoqfr9f1YszVRydoVBIzUMcn36/X7lbjW7YZ8+eqXUU9+fY2BhbW1ssLS0xNzdHT08P4XCYzs5Onj17plyrvb29yiEaDofV+MRN2tPTw8LCAj09PUSjUTo6OgiHw7z77rvKXSrXLy8vc+fOHeUWDYVC3L59Wzlbw+GwcqHevXuXYDBIR0cHwWCQW7duEYvFuHPnjvr+ysoKt2/fJh6Pq3UVF+utW7cIhUIEAgEWFxdZXl4mHA6r8yfr3tHRodZpZWVFOXtl3nIu5RwMDQ0Ri8WYmJhgfX2de/fuEY/HmZ6eVs7g58+fMzIyQiwWY2pqiq2tLaamptje3mZ2dpbNzU2mpqbY2dkhFovx8OFDQqEQiUSCubk5IpEIDx48YHt7W51r+aWVjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo7OX/d86I/tFX9idnY2VquV7Oxs4NuuU5PJRHZ2NikpKcpxmpubi9vtprCwELvdTnFxMWfOnMHlcim36IULFygrKyM/P185REtKSpTDMjU1Fa/Xi8lkUo5Po/O0vLycnJwc7HY7V69exel0cvXqVeXudDqdVFVVYbPZlPszNTUVh8NBenq6IrecTieHh4fKtVlWVkZ2djZFRUVkZmbi8XjY39/HarVy9uxZSkpKuHr1KlarVblBv/Wtb2Gz2Th37hwOh4O6ujpcLhcZGRk4nU7q6+txOp2kpKTg8XjIy8vDarUqt6bJZKKiooLMzExKS0tpbGyksLCQnJwciouLaWhoUCSbx+NRztCMjAx8Ph/7+/u4XC7ldBVHJ3ybFkpJScHtdtPU1KRcruLsFAet1+uloaEBl8ulxtXe3q72rby8HJPJpOotFouaT0pKinLOut1unj9/jtvtJjc3F6/Xi9lspqCggPPnz1NUVMT58+cV1VRYWEh1dTV2uz3JIer1emlvb1fjF+ep9F9eXk5LS4tyjJaXl3NwcIDP51NO0vb2drWush9ut5sPPvhAuU0rKir45Cc/idfr5ZOf/KRy7J44cYL09HTsdjs3btzA6/VyeHiIz+fj+vXrVFRUKJesOGhlnff29sjOzqayshKHw0FTUxNOp5OGhgbKy8tpa2tTzlNZP7vdTmNjI06nk9TUVKxWK1euXMFutyvPcEpKCkVFRVy9epWSkhIyMjLUM5mZmcmZM2eUI7W4uFjdJ89pTk6OotEyMjKorKwkLy+PgoICioqKuHz5MmlpaWq/jATK6yI0mtF5aiQvhVQSgkzK4k6Wv4IVMv7WrVvA0V9EiS/S6PgUH6T4H6VerhdHp/gyZXxyvzhP5Xqpl/InP/lJ4MjXKe3LXy3LX6B3dnYC0NzcDHwnISA+yvT0dODIXynzEwep+DCNTlL5K135a2fjfI3jMzpJjc5T8Wn+j//j//hd+5OyRO43OlBlvC/fI05Oo/NU9lT+ykv2XJyaskbyV+WyRgcHBwDcvn0bOHKeimNU+jM6RqUsayDX/+AP/iAAX/3qVwH4zGc+A8B/+k//Ken+r33tawD8yI/8SFK93C/t/9AP/VBSvThWZY3FESp7Io5SOZM5OTlJ9XJmjV5euV7WQ86EnCE5g3JG5GPZxcMrZaFj5K//5S/YhZS7cuUKcETpyP4Jbbm/vw987/SEjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojs5flnxo8vS9995jc3OT9957j0QiwdOnT4nH4zx+/JhoNMqzZ8/Y2NjgvffeIxKJ8PDhQ+bm5jg4OGBiYoJQKMT9+/eJxWIMDw+zurrK9PQ0a2trdHd3s76+rki/QCDAysqKIhyFjBwYGGBtbY2JiQk2NzcJBAKsra3h9/sJh8OMj4+ztrbG6OgoS0tLScRmMBhkbGyMaDSaRGi+TASOjo4SDocVmSnEppCjIyMjqt2dnR2CwSDb29ssLCywsbHBwsICq6urjI2Nsb6+ztDQEIlEQpG1QlwGAgESiQRdXV0kEgl6e3vVPIWgXFhYYHBwkPfff1+RpELsDg0NKaJU5i/rlkgk6O7uTiIqh4aGFNko5KqUw+Fw0niE5I3H4/T39yuiUsjbUChEd3c3kUiEvr4+EokEPT09inyNRqP09vYqAlUI2Lm5OQYHB9nd3WV2dpZoNMrU1BTxeJzZ2VlF0AqBvLi4SG9vL0tLS7z77rssLCzQ1dVFJBKhs7OTaDSq5tPZ2amIz3A4rIje7u5uRcwuLy9z69YtlpeXuX37NsvLy4pYFjL11q1bLC4u8u6777KxsYHf72dlZYWOjg5isRhdXV2sra0pMlWIWSFPOzo6WFpaYnBwkEePHvGNb3yDp0+fqnn09vYSjUbp7u5W5HMsFqOnp0ft58bGhlrHQCDA9vY2Y2NjbGxsEAgEiMViTE5O8ujRIyYmJtja2mJmZobNzU11/+zsLIlEgtnZWba3txkfHycWizE/P68I1FgsxoMHD3j27BmRSITHjx+zsLDA2toafX19PHz4kNXVVZ49e6bJUx0dHR0dHR0dHR0dHR0dHR0dHR0dHR2dvzH50ORpdnY2BQUFZGVlfQd5mpqaSm5uLk6nk9zcXFwuF9nZ2Zw7dw673Y7JZCIvL4+srCwsFgvV1dU4HA4yMzMVieZyuWhqaqKsrIycnBw8Hg/V1dU4nU4uXrxIRUWFIixfvHhBeXk5WVlZFBYWcu7cOWw2Gzdu3FDEnrTjdDppampSYxYCtaKiguzsbEpKSrhw4QIOh4OGhgZsNhtNTU14vV7S0tIoKiqitrYWl8tFVVUVxcXFpKWlUVBQwIkTJ7BYLBwcHCjir6ysDJPJpAhWl8tFXV2dIgp9Pp8iMpubm5PmnZ2drcbhdrvVeBsbGykuLqaqqoqCggKam5ux2+2kpaXhdDpV+eDggNLSUtrb23E4HDQ2NuJ2u2lpacFut/PixQs8Hg9tbW3YbDYaGhoUUet0OmltbVVkpBCpQpz6fD4++clPKlJW2nE4HNTX12O1WmlpacFisSjCtqamBovFQm1tLTk5OVy6dImSkhKuXLmC2+3m8PCQkpIS3nrrLVwuF7W1tXi9XpqamtQ6nDx5UhHCQqK2trbi9XppbGzE4XDw9ttvc+zYMVJSUnC5XLS3t+PxeDCZTBw7doz8/HysVisHBweUl5eTnp6O0+mksbGR8vJyPvGJT6j7hEyWdXu5Pylfu3YNt9vN9evX1XpVVFRgMpnUeSsqKqKqqorTp0+Tnp5OeXk5ZrNZ1QshLSSwz+fDbDZTWlqqvl9VVYXVauXq1auKvBXyurS0lIsXL6rvFxYWKsJaKPHMzEwsFgunTp2iqKiI48ePU1RUREZGBunp6Zw6dYrs7Gz1rBQUFGCz2cjOzlbPqlC8HzZCjgoNKE5TIV2lLC4vIaPz8vKAI0+a0GxSFjpRPG1CgAoV+6lPfSqpXSEojc4lKQvNJz5KKYvDVMYv7QnRKv0LfWdsX8YrNKDMr6GhIakstKH0LzSktCdEp5C50p+4CoXwlL2R8b1q/H/rb/2tpP6EOJX2P/3pTyeVZTxSlvWU+4XulPEYx/tyG3KNtCFjlDnJmgplLGdFKF75dABZU1ljITBljjIHKQsRKt4uIUjFBSjjk/of/uEfTqr/n/6n/ympLESqeNSkPbnfeL3Uy/xlT4y+TjkTsj5Gz5isucxX1k+eATkz8gzI+sgZkbKsr/TX1NQEHK2vXC/vGFkfm80GwOXLl5PKmZmZSde/yc/2coyOU6N7zeijNFKt8p6RCJX8qggVLJGzIfmjP/qj19Yb75e9lRjJbNnrV41P9u5V9bL2EqMPKiMjI6ksFLXE6LIXClpiHL9x/sb+hbqWyLMi+YM/+IOkstDZkq985StJ5f/5f/6fMcY4BnmeJMY1lneexLgGQvW/6n55/0iMc3iZogf4nd/5naTyT/zETySVf+u3fiup/JM/+ZMf6X7jGhnX8A//8A9fW/+mMy7ku0Te4RL5tAKJ8Yx2d3cnldva2pLKRn+j8QwZvXr/5J/8E3R0dHR0dHR0dHR0dHR0dHT+Mucjkafb29uKPH3vvfcUeSrO07W1NR4/fszy8jKPHz9maWmJzc1NRkZGFAEajUYViSnE5OjoaJKLc3BwkMXFRQYHBxVZKQSoEHvhcJg7d+4QjUaZmJggEonwzW9+UxGFwWAwiRgNhUIMDw8rQk9Iz52dHYaHh5UzNRqNMjo6SjweV+7NyclJ1tfXmZqa4r333mN+fp5EIqG+v7i4yKNHj3jw4AGRSER9v7Ozk83NTTo6OhQpKfMSp6eQr0J6Li0tKaIyEAiwurrKxMQEGxsb9PT0sL6+Tn9/P4lEQq2DkLtCUsr9/f39rK6u0t/fTzweV2StuD3FISvr/DL5KI5RccwKmSmksOyXuFpDoRB+vz/JxSqE8MTEBPv7+8rVKgTy5uYmGxsbTE5OKueskKcrKyt0d3ezsLDA3bt3k5yisp7S361btxQJKi5SIUzn5+f55je/qQjVSCTCnTt3WFxcpK+vj2AwyJ07dxT5urq6qpyofX19LCws0NnZydraGj09PaodccGKk1VIZiGfJyYmlOtVyGfZP9mHQCCgzuHKygqBQIB4PK4csiMjI+p6IbaFQF5bW2NyclK5ZqPRKJOTk2xvbzMxMcH29jbT09Ps7OywsLDA1tYWs7Oz7OzscO/ePR4/fkwoFOLRo0eEQiGePHnC7Ows8XhcEeNPnjzhxYsXhEKh/w9fQTo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6On958hcmT3NycrDZbIoYy8vLw+l0kpOTg9vtxuVyUVhYSGlpKWfOnFFuTo/Hw97eHm63m/T0dOW2tNls5OTk4HK5ODw8VPSRw+Hgxo0bymFpsVioq6vDYrFQU1PD8ePHOTw8xOv1kpGRgcPh4PLly8oxarPZOH36dJLrUgjTuro6CgsLqa+vx+v1kp6eTlFRkXJv1tbWYrPZKCoqori4mLNnz2Kz2Th79iylpaUcHh6Sn5+vvK1SX1NTg8fj4fr165SUlCjXqrhCxRvb1taG1WpN6k/cpvJ9ITiPHTvGixcvcDqd1NXV4XQ6qa2tTSJ5m5qasNvtVFdX4/P5ODg4UA5OIR7FjSqko91uV6Try05Ot9ut3KItLS1UVlaSkpKi9sXtditCs7W1ldLSUkXOijtWHKgmkwmbzUZLSwsmk4nTp09js9lITU1VhKgQlh6Ph5s3b2K328nNzVXOUiE3XS4XbW1tarwul4t33nlHkaE+n4+2tjY1b6/Xy/Xr13G73bz99tuUlZXR3NxMWVkZaWlplJeX097ezvHjxzk4OFDEbXl5ORkZGZSVlZGVlYXH41FksxCqQrDKuhweHuLxeMjIyODZs2d8//d/vyJ1S0tLFTnb2NioiGy3282VK1dwuVzK2VtfX4/H4yErK4vS0lKqqqrUfttsNqqrq6moqMBsNiuCuKioiOzsbIqLi7l06RIWi4UXL17gcrnY29ujuLiYU6dOqXNcUFBARkYGGRkZ7O/vk5+fT3l5OTabjefPnysq3OVyqT3/MBHn6draGnBE9ywuLgJHVKH4E4VgHxkZ+fYL6f9PbIlDVCJkltAwRgep1Mv9Ui80npSFVjL6IqUsBKpQONKe+Dk/8YlPJJXlfhmv1IvjVOg+8XmKX3JgYCBp/uK3lPkYnawyfqGhxB8q10v/Ml653+g8lfkZnad/+qd/ChwRpEIpSf2bHKdCfQn9+fI18j3jGISmkz0RR2d7ezsAd+/eTSrLmsqayZ7LHP/4j/8YOHKMypik/j//5/+cVP76178OHBFuQucJVSf14jAVMu5V90u9rImUhfIT8k3GJ6SYnFE5c+J8lfWSeqPX13im5QwIpW308MoZFGJMSDGhooXulPkJDSrEqTyzFy9eBGBubg44crhKvY6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo7OX/X8hZ2n8vXZs2fE43GePXvG2toaDx8+ZGlpiadPnzI9PU08Hmd8fJzNzU3GxsaIRCKMjY0Rj8cZGhpibm6Ojo4ORUAuLS0xNDREKBRSzlC/38/6+rpya05PTxOLxRSpODo6qsjOhw8fMjw8zNLSEgMDA0QiEaanpxWZOT8/r0jV4eFhRWSur6/T29urSNnV1VV6enrY3NxUDtCpqSnC4TD379/nyZMnRCIR5Z589OgR4+PjxONx1a84ScXhKqSnkKLiEp2eniYSidDR0cH6+rpysAYCATVOIV/n5+cVuTo6Osrjx48ZHh5WhK2sgzhbhWwUIlUcqEtLS4osFSJY5ikkZGdnpyJjl5eX6enpYXV1Vbk/+/r6WF1dZXh4WLlP19fXGRgYUN9/mTgeHx/nW9/6Fl1dXSwtLXH//n0WFxcVATkyMqLI2IWFBb7xjW+wtLTEnTt3kojQ7u5ugsEgvb29hEIh5UDt6upShOrS0hKdnZ1sbGxw584d5YCNRCJqHj09Per6hYUF5XLt6elheXmZu3fvsrKywq1bt5ifn+fOnTusrKwoQvXu3btqn6WdnZ0d/uzP/ozt7W21bnfv3lX7GQwG1fkQ4ndiYoJwOKzO8fj4OJFIRDlSxaErztOpqSlCoRCjo6NsbGwwMzOjXKjb29tMTU0Ri8W4d+8eq6urLCwssLm5ycLCAtvb28zPz7O1tcXc3Bw7OzvKbTo/P8/m5ibz8/PE43Gmp6cJh8Paeaqjo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Oj8zcmH5o8zcrKori4mKysLOx2+3cQqDk5OTgcDnJycjh79iwWi4XLly9TUFDA1atXsVgsXLp0CYfDwaVLlxQxV1paysHBAZWVlaSlpWG320lNTVXOS6fTSXV1NaWlpYo8fZlstFgsVFVV4XK5lAOzubkZi8VCRkZGEsGZkpKiiEJxX1osFhobG3G5XEku0by8PFpbW7HZbFRVVVFSUsLly5dxOBx88MEH5Ofnc/z4cTXe3Nxcjh07hsPhoLW1VY0jNzeX5uZmfD4faWlpirzz+XzKzZmZmUlJSYlylIoTVMhCcWG+/fbb5ObmYjKZsNvtyg0qrtDU1FRFlIqLtKysjJaWlqR+4dueO3FxCjEp69DW1pbk/mxqalKEqc/no6mpSZGPsq4Oh4OamhqsVisNDQ3Y7XYuXryI0+nk0qVLlJaWcu7cOaxWK/X19er8OJ1O0tPTkxyuQtZev35dOUPdbrciUF+8eKHIUZ/PR0pKiiJUPR4P165dU+sgzlLxKvp8Pq5du4bH4yEtLQ2Xy6UcrvL91tZWysrK2Nvbw+Fw8M477yii1OVy8fbbb+N0OgGSyOfm5mbcbjfnzp3j6tWr2Gw2dS6F6BWHrcPhYH9/H7fbrYjTK1eu4HQ6uXz5chLZCihXb3FxMadPn8Zisag+xG2anp5OQUEB586do6ioiHPnzlFSUsKpU6ewWCyYzWZFAufl5ZGamqocpIWFhVRWVpKfn8+5c+fIyckhJyeH4uLij0SeiotQiEkpi5tU+rty5Qpw5LsUmlD6unnzJnDkcxTC0ugolXohLqX8zjvvJLVvdH4KHSj1QvfJOOV+GY/RLymReunf6Gz1er3AET1p9EVKe0IPyvjE1yf+TiFcpT8Zn1wvDkTj9TIemb/Ui+/O6DD9sI5To1/U6FB9uQ2j81TWWCJlISRlzVpaWoBvf/oAQGtr62vXyOhdFcLT6DyV8QgxKg5TIU6lLMTpuXPngO90pP7dv/t3k8rSnrRvdKwKoSnjN3p6jWdCzrjxjMr9Rs+tPHPG9ZQzIPWyvvIMiAO1rq4OOHKYSqxWKwCXLl0CwGKxAEfrL2da6j9MiouLk8pGz6t4WCXyCRcSozfW6Fc01stZeFW90Q8peyYxOkJlj18V2TOJ7N2r6o3+TtljSW5ublJZzuSrYnxPGR2lxvkZ/Z/G/TDef/78+aSy0b9pdNb+vb/39157/3cbg3GP5B0mMb5HjA5P4x4J0S2R51xi9LAa5/D3//7fTyoLkS35qZ/6qaSyENqSH//xH39tvTHG8cv7SGI8A0ZHq3H95P0oMZ4x4/3G9TVG3hsS+VQFiby3JbW1ta9t77slGAy+tt74CRXGGN9lxhg9u8YY3cHG/P7v//5r643n3hijZ9cY43vLGKPL2Bjje9OYL3/5y6+tf9P4v/jFL7623nimjPnN3/zN19b/9E//9Gvrv/CFL7y2/rOf/exr6/+P/+P/eG29/Mx+Vf7Df/gPr63/pV/6pdfW/9qv/dpr63/u537ue+r/Z37mZ15b/3u/93uvrf9ubuqXY/QoG2N8Zxsjn07yqvzCL/zCa+t1dHR0dHR0dHR0dHT+e+RDk6fvv/8+m5ubPH36lPX1dZ48eUI8Hk/6urq6yqNHj1heXiYejzMyMsLW1hZDQ0NsbGwol6gQc/39/cRiMfV9cXMODw+r+4RgjEQiDAwMEAqF6O3tVW7JlwlVIUjFuTk5OcnDhw8Voej3+1ldXWV8fFy5JOPxOGNjY6q9jY0N/H4/iURCuVpHRkbY3Nzk3r17hEIh5ubm2N7eZnZ2lkQiweLiIo8fP2ZycpJwOMzAwADhcFiRskIaiuNUyE4hQcXVOTw8TCgUYnJykq2tLeXEFEJxYGCAx48fK/JRyEkhF/1+PysrKwwMDCiH6fLyMr29vYp4XFlZoaOjQ5UXFhbo6+sjGo0qx6uMRwjNjo4O1e7LLtDu7m5isZgaR19fH+vr60xOThKLxZiYmCAajar1m5ycZG1tjaWlJb71rW8xOztLMBhU8xSycmhoiFgs9h3O09u3b6txCYG6vLysnKx37twhGAxy9+5dRbAKmRoMBpMI0mAwyLvvvkskElEk8N27d1leXlbkrKyj9N/Z2anIW9k3mbc4XicnJxkZGWFnZ4fBwUHlpBXiWIjd9fV15ayV50AI7fHxceWkXV1dVUSxkNIvu2S3traYmJhgfX2d4eFhHj58yNTUFFtbWywsLJBIJBRpev/+feLxOA8ePGBra4tgMMjjx4/Vc7u6usrGxgYLCws8efKEpaUltre3NXmqo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo6Ojo/M3Jh/JeVpYWKjI05ycHOCIiMjNzcXpdFJaWorFYqGoqIi0tDSKioqoq6tTDs7CwkJqamoUiZefn6+cnbW1tcr9aLPZFFGZkpKiyDuLxcLBwYFymBYWFibdl5+fz8WLF3G73eTl5WGxWBRZmJ6eTn5+PidOnCAjI4MzZ84oYrKwsJCzZ8/icrkUISuOyZddrVarlZSUFPLy8jhz5gylpaW89dZbeDweDg8PKS4uprq6WjkwhSB92Yl58+ZNCgsLqaurw+12c+nSJeX+tNlsyv35cv9CWPp8Pm7evEl2djb19fVqHcQ1KpSR1+ulra0Nh8NBW1ubcsQK8SqOWKGKhDz1er2KyGxpaaG8vJz9/X3KysrIzs7GZrPR2tqq7hciVQhcl8tFSkoKpaWlitStqanBZrNx5coV7HY7GRkZikTOysrC5XIpp6c4Yt1uN9euXVPka1lZGdevX8flcnH9+nUqKirIzMxUBO7x48fV+ohb9ObNm7jdbj7xiU9QVlamCFL4Nu2VkZHBsWPHODw8VK5UcdMKoXrixAlMJhNer5eGhgZFLLtcLrWOTU1NWCwW2traePToEa2trbhcLjUPaV/2u66uDo/Ho9yyMs+0tLQkh2ldXR0ul0u5UcVdC98mt8TZe+7cOex2OxcuXKCkpIRz585hs9nY29vD6XRiMpkoLCzkzJkzlJSUkJKSop7P4uJinj9/TmFhIWVlZeTm5nL8+HGKi4sV+Sy08ofJo0ePAAiHw0nfn5mZAY4ouenpaeCIRBW/pfgYX+U4Nfoyv+/7vi+pLMSl0Qcp9ZI///M/T7pfCBahn6T/vb29pPGJ01T8kUL39fX1AUekRU9PD3DkPB0cHASO6Bypl/enjEful/HL+MSXKcSpzEfICCkbxy/+S/FpCv1p9GcaCQAhCoTmEp+oRMYjNJOUhcB9uQ0Zk3hYhcKTMRvXzOjkFGJJPLNC2YojVahDWUMhImUNZY2MnlZxjhodpkKUfu1rXwPgM5/5TFK9UIjG642OU3GuyprIGsn8xTMrFK/smdBORkes0etrXD/ZYzmjcmbljPb29gJHRK+cWTmjgUAAgOrqauA7Haf37t0DjqjF+fl54IiYlWdcR0dHR0dHR0dHR0dHR0dHR0dHR+evej4SeZpIJHj69CnxeJzd3V02NjZ47733iMVi7O7uKgJTCLfBwUHlPF1dXWVoaIiHDx8yOjpKLBajr6+Pzc1Nenp6iEajDA0NKcJuc3NTXTcyMqKcqKurq8zOzioH6vb2Nn6/X9WLQ3J3d1c5MoWE9Pv97OzscO/ePeX+FOIzHo+zsLCg7n/48CHT09Osrq4SCAQU4bm5ucn9+/d5/PgxIyMjyqkajUZZXFxkd3eXoaEh1tbWFKkoLk8hYru6uhSBu7CwoFypgUBAEYWhUEgRkIODgywuLioidHJykidPnnDnzh1F7Aq5ubKygt/vVw7QSCRCZ2cnkUhEjauvr4/l5WVu376d5ILt6elRhKQQsi/fd/v2beLxuGr3zp07RKNRBgYG2NnZUeSskMb3799nc3OTqakpEokEc3NzbG1tMTs7y9bWFsvLy7x48YLJyUk2NzcJBAIkEgkGBgaIxWJ0dHSwsbHBwMCAGqcQuEJ8iqtVCM9oNKpI0Vu3biniVOa7urpKb28vi4uL3L59Wzl3l5aWePfdd1ldXaW7u5uVlRXu3r3LwsICXV1dihSWdV1bW6O3t1et987OjiKc79+/TzAYVOMSwlicpoODg2pdhaiWdVxaWmJ4eJjt7e0k9684bdfX17l37x6JRIKhoSHW19fV+RHS9MGDB8RiMRYXF4nFYszPz/Pw4UPm5uZIJBIsLS3x8OFDgsEg8XictbU1njx5Qjgc5tGjR8zPz6vn+dGjR9/xi1AdHR0dHR0dHR0dHR0dHR0dHR0dHR0dHZ2/rvlIztP8/HxFH2ZnZ5OamkpOTg52u528vDwqKyspKyujqKiIoqIirly5gtVq5eLFi9jtdurq6pTzsry8nL29PdxuNy0tLbhcLurq6rDb7Vy9ehW32019fT12u53Gxkby8vKU61IcmHV1dXi9XkVg1tbWKlekzWZThGtGRgZOp5Oamho8Hg/5+fmUlJSQkZFBSUkJJ06cID8/nzNnzpCRkUFtba1ytlqtVjIzMxU56Xa7Fcl36dIl8vLyOH78OCUlJZw5cwabzUZzczMlJSU0NTVRXl5OamoqHo+H5uZmvF4ve3t72O12tT5Ceoq71WQyUVZWxsHBATabjdzcXBwOByaTCZfLRXV1NadOneL58+fk5uaq+14mQIUQFRJT1tHn86mv6enpimSV+4Qk9Xg8pKamKvJUXKAlJSXKPdre3q4IS5l3UVERqamplJaWcuHCBex2O5cvX1brm5+fz8mTJxWxa7FYaGlpwel0Ul9fr1yxQpxKWfrx+Xy0tLQoElkIUIfDocbzzjvvKELU7XaTmppKWVkZ7e3tVFZWYjableO0srKSlJQUXC4Xn/jEJ6ioqODg4ICysjJVD98mc9va2qioqEhaD5fLpfZ5Y2MDp9Op3K5ClopLt6GhQe2jw+GgsbFR+QLtdjtVVVXqfArBK87gyspKRSZfunRJEaRWq1WRpufOnaO0tJS0tDQsFgtpaWkUFhZiNpspKiri7Nmz5OfnA1BSUgIckY+FhYUcO3aMnJwcTCYTpaWlPH/+XHllP2zEsSX3CFkqfjW73Z7Ur1wnTlDxrAmdJ6SqEJjSjtCMUpZ6cZwZnaByveynXG9sX+qFRhTHqBCt4nsUglT6E5pPyGYpCync0NAAHHnihAaU/oXwlPkbnaVG56rQlTI/Ga+xPfFbSmR+Ruep0ItGx6m4D8W9Jh49o//TWP9yG0bPqsxBvLCyhrKm8kyIg1PW8MaNG0lzlE8/kDUyOkKlLPXGOQkxKu5AWQNxDYpjUNyIQpQaHadCYhrrjWVpX+YjPjC53+jtlXqZr9FxajyzQqxKWahj4xmQM9rc3AwcnUm5X1yFsseyH0Kgiq9UCGB5Jr6bx/JVMf5BRn9/f1JZaFbJwMBAUlnOv8ToXhPCWvKf//N/TiqLo/dV98veSoQalhgdq0IJS4T+lRjdjMb6jo6OpLLR/ynUsMTo7zSOz+hYNZLlLxPicERhvypvcisa3Y1G16HRDfmjP/qjb+zD6Jn9yle+klQ27qFxDYxnxEjPC/EtMfr/fuInfuK19cZ86UtfSiobHam/+7u/m1Q2OlCNayTvJ4mQ7hLjHhrrjetnnL/RgSrkvkR+5kjk0xYk4qCWDA0NJZWNjtPR0VF0dHR0dHR0dHR0dHR0dHR0/irlI5GnW1tbvPfee2xsbPDkyRMikQiPHz8mGAyyubnJwsKCIgiXl5cVSSoEqRCMQhAKqShE5vj4uHKOClkojtJoNMrU1JRyQwqRF4lECAQCitAUR+rKyopyZ46Njal+pP1IJMLCwgJ7e3uK1BscHGRra0uRqmNjY8ptury8rAhTcZIuLi7y7NkzVldXFQEoJKuQreIsFQdnMBhU6yJOzeHhYeWslK8yTiFY5fpoNKpcpsFgkHv37jEwMKDIVSE15fpIJEJ/fz/RaJQ7d+6wsrKi3KZCTt69e1c5WcUpury8rMbb1dWlSFghL192qfb29ipieGdnB7/fTywWU47TmZkZtra2mJ6eJhaLMTs7q8YxPz+vnJzimB0dHVUE8OrqKhMTE8pJG4lElJtW5tHf308wGKS7u5vV1VXu3LlDKBRSxGhXV5ciTVdXV7l165Zyv66srChCWOYtZK2Qv11dXQSDQeU4lfUQ0nRkZIRYLMY3v/lNPvjgA+Wk7evrIxQK0d/fr9oTAloI5JfJ1KGhIeLxuCJWR0dHlftX1n99ff3/196bxcSV5vf7H6ConaqC2jeKzdh4w2AbcBsDXrtnlORmpMlFkpkoiaJsEyW5S6REuU2U5Ca5SCb7oplkcjFJJurY7TbGmH3flwKKKqoKKHZjbHcbA7+L1ufFdfrXbs+05v+f+eX7SCP0+tQ5dc77vlXtkf34weDgoNqf6+vrmJiYwOrqKsbHx7G8vIyJiQnV6M1kMpiYmMD29jYmJyexubmJWCyG7e1tRKNR7O3tqc9xPB7H06dPEYvFsLOzg3Q6jSdPniCVSv0wv4MEQRAEQRAEQRAEQRAEQRAEQRB+ZPi+zFO73Q6TyaTMU5/PB7PZjGAwiEgkApvNBo/Hg+rqang8HtjtdmV4RiIR7O/vqwYoW6Q2mw3Nzc3quMfjwbVr11BcXAy9Xg+/3w+DwQCj0YiamhqYzWbU19fD5/OpFmRdXR2CwSAaGxvh9/uRk5ODkpISGAwGeL1eZWI2NzfD6XTi8uXLqiXqcrlQXl6OcDgMk8kEh8OhjL+qqiqYzWZUVlbC6/XCbrfD5/Nhf38fTqdTNSEPDw9htVpRUVEBt9sNp9MJl8uF69evw+PxqNZlc3Mz3G63antevXoVgUBAmbBskubm5sLj8aC+vh6hUAhWqxU+n089J1uo9fX1yhIqLCxEfX09SktLVROW8/e6SUoTsry8HAcHByguLsbNmzcRDAZx+/ZttT5sn/r9fvXrbH++evVKma60mvi+bNmazWaUl5fDaDSirKwMZrNZdWjLy8vV8waDQbhcLjgcDly4cAGBQAB1dXXKQHY6nTh//jx8Ph9qampQWFiI8+fPw2KxqLbt689XUlKClpYWdR9sv5aVlUGn06nmK3+WlpaiqakJkUgEOp0uy0RtampS7dmSkhJlrN66dUu1eAOBAOx2O/R6vWqiHhwcIBAI4Nq1awgEAmhqakIgEMDLly9V25XPWVZWpsxjg8GAwsJC1NXVIRQK4eDgAG63O8vAZsOUtpff74dOp1OtU35e3G63apzm5uaisLBQGb+5ubkoKipCRUUF7HY7IpEIrFarap6WlJTAZDKhsrISZrNZmWpvw+bmJoDjHiKtuuHhYQBAfX09gOO+Iu019hrv3LkD4LjvqG2a0sjSNlD5ehqf7GPSYONxGql8PxpSPK5tmvL1NN9oR9IEYxOVx2mU0sKhPcnxy5cvARybdmazGcCxeUYbk89H+4d9T9pUH3zwQdb90xrS9kU5fxzz9Tyf9pa2r8leJ+0smnm0lWjy0Vak1fS6zaW1/XiPtAK5Bo2NjVn3dPPmTQDHc8wxm6hcUzY9aS3zelwzPjPXhO9Po5S2HeeEjVNahzThaBl+61vfyjrOximvx9d/9atfBXA8p1wTzikNWu45Wti8X645z6eByuNcIz4P9yw/IzyftiPnh3uIY+5ZNk+5R/kZ5We2uroawKebp9PT0wCOm7IcC4IgCIIgCIIgCIIgCIIg/Ljz1ubp8+fPsb6+jr29PSQSCWxubmJ2dhYvXrzAysoKdnd3MTY2htXVVQwODmJjY0MZkX19fVhYWEBXV5dqfa6urqK7u1v9nJ+fV79Ow4/m6cjIiDI+nz17hp6eHiSTSUxOTmJhYQEdHR3KNKWxR6OPRibN1kwmg8ePH2N5eRkDAwPY3NzE5OQk1tbWkEwm8ezZM8zMzKhW5+LiIoaGhrC2tobh4WFlnK6trSEajWJnZwcrKyvK4MtkMujt7cXm5iY6OzuxtraGjo4OrK2tobW1FRsbG2hra1NNy/X1dfT29mJjY0M9f09PjzItl5eXlRHa09Ojmpk0UDc3NzE9PY3p6Wn09fVhdnZWGa1tbW3KKKVpurCwoAzNzs5OLC4u4v79+0gmk6p12tbWhrm5OTx8+BDLy8tobW1FLBZTJivNyAcPHigjkmYvm5yrq6sYGxvD2toapqamsLOzg2g0it3dXczPz+Pp06eYmprC2tqaasd2dHRgenoa7e3taj/QYE0kEhgYGEAmk1HXpZHJhivv/8MPP1Tt03Q6nWWY0kR9/Tlp9tKoff087tuFhQV1Pp+7u7sbW1tbGBwcVJYsDVKu2/LyMnp6erCysoLh4WH1nKlUCoODg0gmk8pMbm9vV58HmtU0opeWltR60UAdGRlR+zqVSqlmL83UaDSqzOmtrS0sLCxgY2MDMzMz2NraQjweVybq3t4e4vG4+nyn02nE43F89NFHWFlZ+WF+BwmCIAiCIAiCIAiCIAiCIAiCIPzI8AOZpx6PBy6XCxaLBX6/H0ajEQ6HA6dPn0YgEEBtba0yFWnMORwO3Lp1S5mS4XAYeXl5CAQCqk2Zn5+PwsJC1cBsamqC2+1GTk4OjEYjLBYLvF4vqqurlZlqsVhw8+ZNeL1eWCwWeDweZQgCUM1ImpRsYLLx6Xa7cfXqVTidTuTl5ak+nk6nQ1lZGQoLC3Hq1ClYLBacPn0adrsdFRUVcLlc6v1DoRCMRqNqp+bm5qpGZyAQwO3bt+F2u3H79m34fD5cu3YNJSUlWe1Tl8uFhoYGeDweXL58GYWFhaipqYHf78fVq1fV87ClybHL5cJP/dRPYX9/H3q9HsXFxcowZYtTp9OpJmg4HFbGLRusOp0OoVAIjY2NCIVCuH79ulq/15ufbHU2NzerJiubn8FgUDU+Aaj2qcfjgdlsVuvi9XphNBrhdDrx6tUruFwunD17Fk6nE5cuXVJGMfeT0+nE2bNnUVRUhOrqavXrdrsdp06dUu3TUCiE27dvq4ZrWVmZ+nnjxg0UFxejubkZoVAI7777rmrRsrnJBq/f78fNmzeVqerz+XDjxg1lz2rN07KyMjx79gwff/wxqqqqlFHMZi+NaI/Hg4sXLyIYDOL69esIBoPQ6XQoKSlRpiv3ZUNDA4LBIPLz8+H1epGXl4dwOKxMYKPRCI/Hg5ycHDgcDhweHqKiokK1Stma5fU4z8An/cKDgwPYbDYUFxfD4XCgvLwcVqsVxcXFWQaq2WyGyWRSa/o2FBYWAjjuRnJ+aQuyIcpmH/uOtOf4+eOYDVBt81PbROXr+f1Cg5Xvpz2fNiCvzz4k9zt7crx/Xo+9Sp7v8XgAHBupfH/ae3x9XV0dgOMGLI9zbnn/fD3tQt4f74emN21Kzhfng31Rns8xjVC+n7YfShuUrydsmPL4ZzVOaaRy3YFjA5PX1HZqeY+cQ8I1opXLe+Qe4hzQoOQa0VDld6N2jmhw8h7ZFKRJqW2c8n455nHOgbb7yufl63m/fD/uMa6ptgHL+eCYcL60DVRavxwTbbeX86Xt+BI2Z7V7lmibpuwlE+7p13u3nwfXhGgbp9p+Kt+DaN+Lc0le34fA8X4lXAOi7T9+3vW1a8QeLdF2ZrkXibYjzb1BuCafdb52/rTvrz2uvX/uWcK9TbjniLYBq12fr3/961/oOPDpzqv2HrUNUO098vuCaNeQny+i3QPaOdDeo7ZRWltbmzX+5V/+5axxTU1N1ljbyWVDmOzv72eNtc//sz/7s1ljfs8Q7Rppz9d2aLXf9drj2j2kRfv7Av4rC4StZKJ93reBrfDPQvtdpUW7Blq0a6JFO8datGui5fO+E7XfS1q03zNatG1nLdrvei0/93M/98bjnzd/v/Zrv/bG45cvX37j8d/8zd9843H+N+mz+K3f+q03HmfP/LPQfudo0X7GtfzO7/zOG49/3v7Vfua+3/f/xje+8cbjly5deuNxbTdZy+ftf/4e5LP4vH+1RttV/kHZ2tr6Qudrm+XfL/z/Vz8of/qnf/qFzv+876HP48/+7M++0Pl/8Ad/8IXO/6LP/7u/+7tf6HwA+MM//MMvdD7/BZYflD/5kz/5Quf//u///hc6/4/+6I++0Pm/8Ru/8YXO/6J74Is+vyAIgiAIwufx1ubps2fPsLS0hK2tLayvr+Po6AiJRAJbW1sYGhrC8vKyapIODAwoQ3JtbQ2PHj1COp1WZl1nZydisViW2RePxzEwMID19XX09/crQ3RzcxOPHz/Gzs6OMupolra3tyuDc3V1FR0dHYjH46od2tHRgdXVVYyMjGB1dRVTU1NYXV3F8PAwVldX0d/fj7m5OUxMTGBnZwfj4+MYHx/H4uIi9vf3sby8jN3dXUxMTCCTyahm5fj4OJ4+farM1P7+fmxubiIajWJjYwOjo6PKaKWpODU1ha6uLtUppYG7srKiWrAdHR2Ym5vD1NQUnj59iqGhISSTSfT396vWJVufKysrqi3Kf46RRunrzdRkMokHDx4gmUzi0aNHSKVSqrHZ1taWZVzSiGxtbVWG5OzsLNra2lQLNZPJqHnm89Dk7OjowNLSEvr7+7G1tYWJiQk8efIEk5OTePLkiWp09vX1YWNjA8PDw3j69Cm6urqUWfzkyRNMTU3h2bNnmJ2dxdbWVpbRnE6nMTw8jCdPnmB2dhZra2uqPdra2op4PI62tjbMz8/jww8/RDQaxYcffohUKqVed/fuXdU2ZduVx/n88/PzuHv3LmKxmGqisoXKhinX43vf+x729vbUfHR0dGB+fj6rkcrPA6/PdVtYWMhq9q6urqK3txdra2vo6+vD+vo6BgYGVPs1mUyir69PfT5oTC8tLWF6ehpbW1uYmppCOp1WBjAN32g0ikwmg3g8jq2tLSQSCezu7mJxcRHPnj1DKpXC3t5e1s/t7W2srq7+0L6ABEEQBEEQBEEQBEEQBEEQBEEQfpT4vsxTk8kEn88Hm80Gk8mEQCAAi8WCkydPKoOxqKgIZ8+ehdvtRnV1NWw2Gy5fvgy/349Lly7BbrejtrYWXq8XdXV18Pv9uHLlimqJer1eXLp0CR6PB++88w78fj8uXryorl9YWIgLFy7A6/WitrYWJ06cUEZeY2Mj3G43TCYTioqKUF9fj+LiYphMJrjdbhwcHKh2psvlUo1Is9msWqS5ubl49uyZaogWFRUhGAzCbDbDYrHAbrfj7Nmzyhi1Wq0oKCiA1WrF4eEhioqKcOrUKej1emUAvnz5EidPnkRhYSEcDgfsdjvcbreah5qaGng8HjQ2NsLpdEKv18Pj8aCurg4ulwtms1k1QmlQBgIB1Xi9du0a3G43fvInfxIff/yxul5LSwuCwaAyRWlassFJQ/fmzZsIh8Oq+UkT9ejoSBmlFRUVypBkYxSAanYGAgFcuXJFNVs5P8XFxTg8PERxcbFqnNKk1Ol08Hg8aGpqQjAYVBakxWJBUVERXrx4gbKyMlgsFvh8PjVvZrMZJSUl6ufR0REikQj0ej1KS0uRk5OjWq7FxcW4c+cOSktL1Tg/Px+lpaXY399HJBLBe++9h3A4jObmZpw4cQI6nU6ZqBUVFWrf0yi9cuUKAoEA6uvrkZ+fj3PnzuHChQvY2dlBUVERXr58idLSUnVeXl4eysrKYDQa1b50Op1ZBi/nia1Wl8uFy5cvq30SCATUZy4vLw82mw3Xr1+HzWaDXq9HIBDA/v4+XC6XMnYvXLgAm82G2tpa2O12HB4ewuVy4fDwEIWFhcjJyYHVakV5eTlsNhsikQjsdjuKi4ths9lgNBphs9k+1+54nUwmA+C4j1hQUAAAePz4MYDjv+nPviXHn9Vv1DZJ+Tfd2QTl+Xw97UNen3+znn/BgIYmX0+jS9sQZYOUdmN3dzcAoKWlBQDQ19cH4Nis4PPabDYAx71INkqnpqYAHNtAAwMDWa8fHR0FcGywsonK+2Hfk31K9izZXOWYJo22j8kGLOfnP/7jP7Lmj8dpN/I4m6hsmvL1HNN8Yc/zdZOGr6HVxzENTa4hG6VtbW1Zc8Ixm6BcQ1p6HF+/fh3A8ZpxzjgnXHPOCQ017T3/8z//M4Djv8X/7W9/G8CxkaYds3n60z/90wCOG6/8G+h8P+5ZdmNpAfJ+uWaf1TjVdm1pa/A4X889zc8Qn5/WNOeTe5p7jM3Z/v5+AMe2D/co7ZeJiQkAxzYKu8bcE9zjgiAIgiAIgiAIgiAIgiAIP+68tXm6s7ODpaUl7O3tYXR0FCsrK+jr61PG6erqqmp2Dg0NYWVlBQMDA1lNy4GBAWxsbGBsbEwZq68box0dHUin03j06JFqP05NTWFoaAibm5sYHR1FJpPB+Pg40um0Mj/Z4uzo6MDW1pZqrNLsfPz4sWpx0vhMpVIYHx/Hzs4OxsbG1H0dHh4iHo8jFouptufAwAD29vaympFPnjxBNBrFixcvsL29DYPBgP39fbx69QrJZBKLi4uYmJhAKpVCLBZT7deNjQ2MjIxgeXkZExMTWFxcxOLiIjY2NjA1NaXmjQbp8vIy+vv7lbm4tLSER48eqabr0tKSMk2Hh4dxcHCAu3fvYmVlRZmWPO/+/fvKIKUJHI1G8eDBA2UEz83N4d69e8q4pMFKk3J1dRUPHjxQ77+4uKjug+Ypjd+enh4sLy9jcHAQKysr6O7uVuvE17EFmkqlMDw8jNnZWWXIRqNRzMzMYHx8HNvb2+p5RkdHVROWRm0ymcS9e/dUs3RhYQEffPCBarPOzs6q5+eYRm5bWxui0ai6/uvNV5q5bKvy/peXlzE7O4vJyUlMT09jZ2cHbW1tWFlZQX9/f5bB+3prlvPC+UgkEujv71dt3IWFBWU4d3d3Y2VlRTVeOzs7sbS0hK6uLmxtbamW7sTEBFZWVtS+ZGN2dnYWT548wdjYGNbX1zE7O6vas/w8P3nyBPPz89jY2EA8Hsfu7i6Wlpbw7NkzJJNJPH36FOvr6z/M7yBBEARBEARBEARBEARBEARBEIQfGd7aPC0oKIDf74fX61WtRYfDgUAgAIfDgdLSUuTl5SESicDhcCAUCsFisSjz0+PxwG63IxgMwmAwqNYp24/BYBAWiwXBYBB6vR7hcFgZjGazGT6fD5cuXYLX64VOp4PD4UB1dTVCoRAaGhrg8/lQX18Pt9uNc+fO4cSJEygoKIDb7VYGZ3V1Nex2O86dOwe73Y7q6mqYzWacPXsWHo8HH330kTImw+EwDg8PYbValUVYXl6uepAejwdVVVWwWCwIBALIz8+HxWJBTk4OKisrYbFYoNfrUVBQgDNnzsDhcOD8+fOw2Ww4deoUCgoKcP78eTgcDuTk5MDtdqOyshIul0uZtfX19SgsLFRmZ319vTJ2S0tLcXh4qIzeUCiEnJwcZV4eHh6iqakJHo8Hzc3NWYbptWvXlJnJe/d6vaoJmpubq0zT4uJi1ejMy8tTr6PBGg6H0djYqNafrU+/34/6+noEAgHVUGX789atW4hEIjAajartxmatTqdT7dj6+nro9XocHh4iNzdXzWtlZSWcTidqampgs9lUQ/bOnTsIBoO4ceMGSkpKsL+/j7KyMhwcHKCkpAR6vV6Zsm63WzVRj46OUFJSohqkt2/fVs9ZXl6O/f19hMNhZbayh5uTk4PNzU31PM3NzfD5fLh+/boycX0+n2rLHh4eIhKJ4OrVq4hEImo+r1y5Ao/Hg2vXriEUCsFqtcLv9yMvL0/NT1FREc6dO6fapx6PR5m8nD/uq+rqahQWFuLg4AAulwtnzpyBzWZTPysrK1VDsLCwEHl5ebDb7dDpdOozW1BQgFAoBLPZ/Kl22ZtgY4v2IHuMtPHY8OKYxw8ODgB8unHKLhvtPJ5Po1TbTOX5tP3YbWPjk8dpO2obouy40cZjw5Q9N/Y5Oeb8s+FKI5v3x14ke29swrJFxXmi3efz+bLen2O2s3h/NEj5fNqeJueP/Uval9qGGteL88dGGxupnH/aj5/VOKW9+Xpnj9fga3gNbY+S98Q1ZoPUYDBkvSfP5z1zz3DOucZ8vcViAXDcRuSe4/vTgOX7/czP/AyAT7cO+UxsLnLMxiDHNFJ5Pb4f99BP/MRPADjusHHtuWba+dE2TbWdX20jVbvm2s8Mr88939TUBOB4T/H1NM25J7Wff+5pXo8NVG2D8k1oG2Xt7e1ZY+57QhOaaBuf3/nOd7LGXFvyn//5n1lj2rqfdVzbwqPlS7Sttrt372aNtY1S7fNpW3M088nFixezxl1dXVlj7n1C65jw+4HQ3Cfa56MVTWick29961tvPJ9WNtG2/Gh1k6997WvQ8i//8i9ZY22P8bvf/W7WmJ9X8nndOu0zaDtx2j3E7w/y93//92+8/t/93d9ljbWNVO0caPmnf/qnrLH2+Wm2E+0c/+u//mvWWNtA1a6xtvOr3SP8bwKhuU6am5uzxjTXiba3SJNdEARBEARBEARBEAThx4W3Nk83NjaUSdnZ2Ynd3V1ljLJdymbmBx98gFgshg8//BBzc3NobW3F4uKiakKy7djX14d4PK7Myq6uLmXmpVIp1Yzs7u5GOp1WRuns7Cw2NzfR19eHWCyGwcFB7O7uZhmJmUwG/f39WF5extDQENbX1zEyMoJUKoWxsTHs7OxgcnISOzs7qi06MzODmZkZxGIxrK+vY2dnB8+fP8fIyAji8bhqpU5NTSEWi2FkZASZTEYZsIuLi3j+/DmSySR2d3dVa3JychKpVAoTExNYW1vD7Owsdnd3MTc3hydPniiTdm5uDhsbG5icnMT6+jqGh4exvr6ump98/8HBQSQSCfT29maZnGyYxmIx7O3t4bvf/S42NjaUwcp5fPz4sZrf1dVVPHr0CNFoFPfu3cPS0hIePnyImZkZZZTev39fNT9pjLIZytezQRuPx1VjdHBwUJmSyWRSvf+9e/eUyZlIJJQJyzbtyMgIdnZ2MDw8jOXlZXR2dmJ/fx/xeBwff/wxJicn8eLFC7S3tyOTyaCtrU09fzKZVC3Rx48fq/tk+3VmZgb/8z//g3g8jkePHiGRSOD+/fuIRqO4f/++Mlfj8Th6enqwsLCA+/fvq/mKxWLo6enB+vo6/uu//kuZm3wdn4dG7vr6umrT0pTt7e3F3Nwc2tvbsby8rNaP60ozlSZ2Z2cnVlZWMDk5qT4HNE45psn85MkTTE9PI5PJqMbv7OwsNjY2lHEai8Wwvb2NxcVFrK+vIx6P4+nTp0gmk3j+/DnS6TR2dnawurqK3d1dMU8FQRAEQRAEQRAEQRAEQRAEQfhfw1ubp7RJfT6faixeuXJFGXoejwcNDQ2q3VlYWIjLly9nmZRnzpxRJmZhYSFOnz6NoqIiNDQ0KDunsLBQXbe+vh4lJSWqgXnp0iW4XC5YLJas1/H+Lly4AKfTiYaGBtjtdtTU1MDr9eLcuXPw+Xw4ffq0MhDdbjeMRiOcTidqa2tV+9Hv9+Po6EgZol6vV7VLaee53W7k5OTA6/UqS9ZutyM3Nxc2mw1lZWVwuVzQ6/Ww2+2oqKhQhprdblf3e/r0aVgsFlRVVcHv90Ov12ddE/jE+jEajfB6vTh79qxqxPr9fly+fDnL0OW8V1dXo6ysDLu7u8jPz0ddXR2KiorQ2NiYZYByfP36dRQXF6t1vXHjBoLBIHJychAKhXDjxg1llvr9fmWS5uXloby8XBnHubm5KC4uVsYkzUs+T0NDAwKBAG7evKmOB4NBtV6XL1+G1WqF0+lUZurBwQFaWlpUgzQSiahW6vXr1+H1etHS0oKSkhIcHBygrKwMh4eHqKioUPcHfGJrvd5apVUZCoVw+/ZtVFRUID8/X50fiUQAfGK1felLX0IwGERjYyNKSkpgt9uViVxbW4unT5/C7Xbj2rVrysQNh8PIycmB3+/HO++8g2AwiNraWrV+Ho9HGcVXr15V8+/3+6HT6VT7NxgMKiNVp9PB7/ejuroaTqcTJ0+eVPNHw9pms+H06dPweDxZe9XtdkOv18PhcKCkpEQ1TwsKCpRxGg6Hs8xTg8GgesFvy+rqKgCgp6cHwLGVxqYooSVEg4zmF+08bQ+T59MYYwOUthzNL9oy7El+XtOUx9nPZNP00aNHAI57mjTDaJz29vYCOG6UDg4OZh0fGxsDAFRXVwM4bqDS5JycnMy6HzZTP/74YwDHFg/tHW2fkmM+P+eDRhv7mIRmGuebz69toPJ6nH8aaLS+aEPS0qLhx57p681TNkH5a3wN34NjrinNKG0DlF1V3gPvmXuGa849wM4sx9xTbJzy+nwGNktpbnEOacJpG6g0ujimAcf7o5XHOWWnlmtC+5jPR4tRa1fy+bhmXBMap9rPENeYhio7ttpuLuePe5pWs7Z5OjQ0BODYQOUepTkbjUYBHBunHAuCIAiCIAiCIAiCIAiCIPy489bm6draGqLRqGqV0vRjW3N5eVk1HTs7O1X7dGlpCT09PchkMsqcbG1txcTEBHp7e5FKpVQjcmJiAtvb2+jv78fi4iL6+/uRyWTw+PFjLC8vo6urC+vr68rMGxoaUi3RxcVFdHd348mTJxgcHMTGxoYyTycmJpBIJFRbk41Ktk6Hh4extraGhYUFZDIZJBIJ1eJMJBJIJBJ4/vw5otEoDg8Psb29DaPRiKdPn+Lw8BDpdBp7e3tYX1/H/v4+VldX8fTpU8TjcWxubmJ2dhbJZBKJRAKbm5uqMcn26+LiIlKplDIvBwYGMDc3h4GBAWU68jloLiaTSfT19SGZTKrnevz4Mba3t5Xhu7GxgfHxcTx8+BBbW1vo7e3FysqKWre2tjbEYjFljj5+/FgZkWx1ZjIZPHz4EIuLi8os/eCDD5Q5Ojk5iQcPHiCdTuPu3buqqfq6EfvgwQMkEgk8fvxYmcocs+k6Pz+P+/fvI5PJoLe3F1NTU8oknZqaUo3SaDSqTNMHDx6oNm0sFlOm8sOHDzE7O4v3338fCwsL6nU0Q99//30sLS2pJur9+/fV87zeTKVZfffuXWWEsuE6OjqKsbEx7O7uKpP34cOHiMViaG9vVyZuIpFAR0eHWi8aw2zxZjIZtLe3K9OUr4/FYqrZy9Yp15kN4dHRUWWesglMw3p5eVkZ1mz1jo6OYmtrC0tLS9je3sbCwgJ2dnawuLioWqdsoe7s7CCTyeCjjz7CxsbGD/M7SBAEQRAEQRAEQRAEQRAEQRAE4UeGtzZPXS4XQqEQvF4vampqUFZWBr1eD5/Ph5aWFvj9fty8eVO1I2nQRSIR2Gw2hEIhGI1G1UL1er3Izc2F2WxGRUUF7HY7Tp8+DZvNhqtXryIQCChDsKWlRbVOQ6EQDg4OEA6HYTab4ff71fjg4AAejwd1dXXw+/2qQUljkv3G3NzcTzVQnU6nMkWBT3p0paWlMBgMqgkXCARgMBhQXFwMl8sFk8mEgoIC6PV66HQ6Zeqx6xoMBmG1WnHixAlYLBaUl5fDaDSisrISJpMJZ86cQVFREYBjc5ZtV7ZenU4nTCYTIpEI9Hq9MmtpULLFSfMxGAzi6tWrqonpcDjQ29sLh8OB+vp6uFwu3L59WxmcNEwjkYgyUPPz81FSUoIbN26o9Y1EIsrIzM/PVwYrG5yBQABf/vKXEYlE1PU4Zx9//DHC4bBqger1+qz3b2lpQUFBAZ4/fw7gkyYfW7LV1dWIRCLw+Xxobm5GSUmJarHeunVLNVvLy8uh0+lQXFyMlpYWZZJGIhHcuXMHpaWluH37NsLhMN577z2cOnVKGbNf+tKXEA6HVfP1zp07KC8vh9lsRklJCd59912EQiF1vRcvXuDFixe4c+cOwuGwMoBv3rypjNeSkhK0tLQoI9vr9eKdd95RPUEaw8XFxWq/19XVwe12o76+XvVdw+Ew3nnnHdVIdbvduHLlilp/GuBut1u1gA8ODuD1enF4eAiHw4ETJ06gsLAQVVVVKCwsRFlZGex2O06ePAmLxYK8vDwUFRVBp9PBarUCgLJrDQbD92We0vQtKCgAcNxnpEHK47TlaGLScOTrae9xH9F4pKHO3hqbn7QLeX2+nmPahLwe7Tv2JtnLZE/TaDSqdXodthgPDw8BfPK9CBzbePz+YHeTn++zZ89mHaeRSnOefU+OafuxsUrDlb1KGrF8ftqU2sYp55P2IZ9X20BlQ5GGPI9/VgOVNqn2+OvNUxqdbHjyHjnWXvPVq1dZ98w9wnukccnvY22n1Ww2AzheCxqon9U4pUHK13PPcczmIMfa+2cDlWvLxinvh3uM90uDVttw5fNxT2mfl2YnX8/54vzwuLYDrO3+0rLmHidccz4fP2Pa5imvp/0+oF3OdXsbuP8Jvy8I14jwvYn2vV43noFP91e1jdPX9+n/De31tY1Vfs6ItgGq/d7QHucck7q6uqwxP/eE9jLRdmjZr/2s+9M2TLXzw71JtF1i9nwJ9yDhZ4Fou8Ff//rX33gc+HTDk51owv1J+Lkk2jnWrqH2uLYrq22caveotlPLz8dnXV97/ufdn3aOtc/P7zOi3cPaNdB+hrTvr11j7fxqvye08HuDaD+j2j2qna+3YXNz843HtZ1WLfz9zGfxN3/zN288rp1TLZ/XsdV2a7VoO79a+PuaH/R8bRdYi7aTq+VXfuVX3nj8L//yL994/Nd//dffePyv/uqv3nj8t3/7t994/Jvf/OYbj//qr/7qG4//9V//9RuP8/dln8Vf/MVfvPG49jOl5Y//+I/fePwb3/jGG4//+Z//+RuPf978aTvLWn7hF37hjcf5r4d8Fto2uJbP61T/3u/93huPC4IgCIIgCIIg/H/B92WeDg0NYXV1Fb29vYjFYmhtbUU6nVbGH1uYNO4GBwcRjUbx6NEjZTam02mMj49ja2sLCwsLAIDR0VEsLCygra0N6+vrygBki7StrQ2pVApdXV3KSN3a2kJfXx/S6bRqhEajUdVITSaTyhTs6elRjdXV1VWMjo5iY2MDXV1d2NzcxPDwMDKZjDL1pqam1P1tb29jdnYWmUwGs7OzSKVSqos6OjqKZDKJubk57O7uIpVKYXd3FwsLC+p+AGB+fh7Pnz/H+Pg49vb2EI/Hsbu7i8nJSWQyGcRiMbx48QKDg4PKxFxfX8fAwADS6TS6u7uxvLysGqQ9PT1IJpNqPtvb27GwsIDe3l7Mz8+jtbVVPf/q6qrqw7a3t2NzcxNdXV1YWlpCa2srEomEMjnZIG1vb0c0GlXXaW9vRyqVQltbmzJLX2+sdnZ2Ih6P4/79+1hcXMSDBw8Qj8fR19enzMlEIoH+/n7EYjHVyGUb9/Hjx9jb28PKygp2d3cxMTGBnZ0dJBIJbG1toa2tTRmlCwsLaG1tVeOVlRU8evQI8/PzaGtrU23WxcVFtLa2YmlpCffu3cPCwgL++7//W503Pz+Pe/fuIZlM4v3330cymcS9e/eUYcvzXm+9dnd3Y2NjA/fu3VMGJ+cjkUgoM7azsxOpVArd3d1YW1tDZ2enavpyfVdXV9W69fT0KIP2yZMnyqTmvHV3d2N+fl6Zuo8fP1YmayaTwdDQEJaXl9Hb24uNjQ21f9k8nZqawubmpmqcLiwsYHNzUxnY0WgUm5ubiMVi2NzcRCqVwtOnT7GysoLnz59L81QQBEEQBEEQBEEQBEEQBEEQhP81vLV56na7cfr0abhcLly+fBlutxuNjY3w+Xy4ePGiMhEjkQgODg5QXl6Ow8NDBINBGI1GeDweXL16FW63GxcuXEA4HMbLly8RDAZx+/Zt2O125Ofnw2q1oqqqShl2NA69Xi8aGhrg8/mg0+ng8/lQU1MDn8+H2tpauN1u1NbWwmazoa6uDi6XS43r6+tRXl6O3NxcZc6yGRoKhfDq1St13UAggLy8PDgcDhgMBjgcDuTn58PhcECn06GgoAB5eXnKlGEnlH/D3Wg0wu/3w2Kx4PTp07h48SI2NzdRUFCAiooK1ZRks9Jut6OsrAxutxvV1dWqdel2u9U8A1DtTBqgr7c7m5qaYLfbYTAYEAgE0NjYiOLiYhgMBjidTtU8pZnb1NQEv9+PlpYWFBcXKyOU179586aypSKRiHr9nTt3VOv05MmTODg4QCgUQnNzMyKRCI6OjhAKhfDee+8ps4bXs1qtuHr1KpxOJw4PD1VbtLS0VJmoNIw9Ho/qyNJkDQQC2N/fR3l5ubJ/+evcd8AntsN7772nWq5lZWXKPH333XdRUlKC5ubmrPGXv/xlVFRUqHaqXq9XLdRIJKKez2QywWQy4eTJk8r6cDqduHbtGnw+H65fv47S0lLVOr169Sq8Xq9qmgKf2BxHR0dqvjl/NK2DweCnjOmGhoYso7uurg7FxcU4OjqC2+3GmTNnEAgE1HywcXr27Fl4PB4YDAYUFhbi1atXqoXqcDgAfGJGlpWVqbHNZkNOTg5sNht0Oh1MJtOnLKg3sbS0BOC4p8jPCXuPtAXZb9Q2S2nXPHz4EABw584dAEBnZyeAYxOAr6ft0tXVlXW99vZ2AMe2Dcc0Vj/rOO0iNkVpdGkbp2yY8n5HRkayrjc1NQXg2KbimFYgm6g0zvgXSXj/vD5tHY5pxPJ+aDuy0cr7Z9OU98P+Je3G+/fvAzg26ng+55Pzy+vT8OH9fe9738sas9f5ut3EZidfwyYo71HbNOWe4HvyOF/Pe6AV29bWBuDY7mXTkwYZ31/bIOWasLHK62ubqBzzfmhZ0Jjl83BNtBYU348GKfcY/1vBzwTtIjZLeb9cA94f15D3wzGP83zaHuz80vrm+/P5uru7ARx3egcGBgAAly9fBnC8R2nATU9PZ92fds/GYjEIgiAIgiAIgiAIgiAIgiD8v8Bbm6eZTEY1RLu7u7G7u4vu7m6k0+msNmkikUBXVxemp6fR1dWFVCqFjo4O1XhcXV1FR0eHamsuLS2hr69PNRg3NzfR09OjzMV0Oq0akYODg0in0+jp6UEikcDAwACWl5cxPT2tTNednR1MTk5iZWUlqw3JZiVbrPF4HKOjo1hbW8Po6Ch2dnZU43R0dBS7u7uYmZnB9vY2ZmZmlFn67NkzLC0t4eXLl1hdXVXG5N7enhrPz89jZWUFq6urWFpawvz8vDL/tre3kU6nsbu7q7qkc3NzyGQymJiYUG1KtlyXlpbQ39+v5uH15mV3dzdisRj6+vqwtraGgYEBNW+pVAqdnZ3KBGbbsrOzU5mRNBs7OjqQSqXw4YcfqmYnG7Nzc3Po6OhAOp1W7dC2tjbMz8+rNueDBw+UiZpMJtHa2qrWnQZsIpHAo0ePVKOTTdRUKoUPPvgA0WgUH374oTJYY7EY7t69q47TUE0kElnG7OLiIrq6uhCPx9X7379/Xxm4sVgs67rJZBKPHj1CNBrF3bt31X3PzMzg0aNHWFlZUU1Xvg9N5pGREfW/ly9for29HbFYDB0dHaoNy/lLp9Nqv9P0ZQOWnwuaxTSIX2/Fvt62pdnL1i/nkwbr5OQklpeXMTo6ilQqpUzq6elppNNp1RJeWFjA2toaZmdnsbOzg3g8jp2dHaTTaTx9+lTtbzZ819bW8NFHH33uP50nCIIgCIIgCIIgCIIgCIIgCILw/wpvbZ56vV5UVFSopqbL5cKlS5eUyUhDLxAIoKmpCYFAABaLBYWFhXjnnXfg9/tx5coVZabSXC0tLc0y7JxOJ/Ly8mA0GlFRUYGioiKcO3dOnefz+WCz2WCxWHD27Fl4vV4cHR2hqKgIubm5KC8vR15eHqxWK5qammCxWHB0dIRgMKhakYeHh/B6vSgoKEBRUREaGhrg9/tx8eJFuN1umM1mZYL6/X68evUKfr8fJpMJfr8fdrsdRqMRL1++VKaexWKB2+1Wrc7S0lLYbDY4HA6cP38eZrMZkUgERUVFyuw7deoUzGYz8vPz4fF4lHlaXV2tmml2ux2XL19WTUyXy6WapleuXIHf78fR0ZE6v6ysLKvTynZqaWkpvvKVr+Cjjz7Cq1evUFxcjObmZvj9ftU6PTo6Un08tki1hmtpaSlyc3NVi5br5/F4ssxLXiccDqOlpQVutxtGoxElJSU4PDxEcXExbty4gbKyMmVm0ri8cuUKiouL8d5778Hr9eLWrVsIh8OqJZqbm4tIJKL2z6tXr3DixAkcHR1ltU7z8/OVeUrDuaysDO+++6467vf7VSv21q1bKC0txa1bt5QhqG29bm9vK2P38PAQPp8Ph4eHCIVCuHXrFkKhEHJychAKhXD16lVlmvp8PtTX16vrlZaWIj8/H263Gw0NDQgGg2hsbFQGt9vtVi1fXu/KlSsIBoNoaGhQJitNaY/HA71eD4/Hg5ycHDidTtXUNZlMKCwsxMmTJ+F0OlXb9MSJE7Db7QiFQigoKEA4HFadVavVitzcXJhMJtU0fBs4bzROtU1SHtf2GWmvcaxtpNLw5PV4PhuktAnZYWPDlAY0jVEeZzOUXTeOOa80Tnlc26+kbUjjmc/LzhvH7HDyuWj4sofH/iXPo9XHBikbuXx+fi9wzPu5ceNG1vzQ2GXjlDYi75f2IueXdiSPc375fjRUtf1QPhev93pLkR1K9hH5bHzNV77ylaxrspHKe+I12e7jPfF8Huf5tJJ5TzRa+f58P475DGyW8vo8zt6dtpHK43x/Wug8n6Y2DVn2HdnH5Z7inPN+2aXkmmmfV/sZYceTr9ce5/trPzPcM4R7jOdrP1PavUnTl8fZ8dV2Nt8ETWxCS5ho+4nf+c53ssbaRictYcK5/azjtIcJLWGibZzS6iXahihNb8LPH6HlS+rr67PGtIKJtoE6Pj6eNdb2QWmSE21rj5YyefnyZdaYFjXRzu+//du/ZY35WSLf/va3s8Y///M/nzXWtvW+9rWvQYu2H6m9hrbvqO05aveItiH67//+71ljbUNU27/UXv8f/uEfssa/+Iu/mDX+27/926zxL/3SL2WN//Ef/zFrrN2D2v6ktrH6rW99K2vM70uiXSN+XxHtGmvXkCY84b8SQbR7vKWlJWvc39+fNdY2ZbXHBUEQBEEQBEEQBEEQftR56z883d7eRiwWg8ViweTkJMxmM2ZmZmAymTA1NQWTyYSJiQnk5+djfHwcJpMJQ0NDqK2txczMDAwGA6anp2GxWDAxMYGamhpEo1GYzWaMjIzAYDBgYmICly5dQjKZRFVVFeLxOHQ6HWKxGKxWK6LRKAwGA+bm5hAMBpFIJJCXl4eZmRmcOXMG8XgcBQUFmJmZQW1tLaLRKIqLi5FMJlFQUIDR0VHk5eVhbm5O/Tx58iTm5uZgtVoxMzOD3NxcJBIJGI1GzM/Pw2QyYWVlBXa7HalUCgaDAbFYDF6vFxsbG9DpdNjZ2UFeXh42NjYAfPJPl1ZXV2NychKVlZVIpVLweDzIZDIwGo1YWVmBXq/H6uoqIpEIYrEYCgoKEI/HkZ+fj7m5OZhMJkxPT6OqqgqxWAwOhwPT09PIz89HNBpFTk4OFhcXkZ+fj5mZGeTn52N+fh5Op1O9bmZmBkdHRxgfH4fNZsPw8LD6Z4S7u7vx/PlzGI1GjI2NQa/XY2JiQs0T18lsNmNsbAy5ubkYGxtDQUEBBgcHYTAYMDIyApPJhNHRUZjNZgwODkKv12NgYAAGgyHrOhcuXMDw8DB8Ph9GRkZgtVoxNjam1t3pdGJqago6nQ7Dw8PqekajEQMDA8jPz8fw8LDaX3q9HqOjozAajYhGo7BYLBgfH4fD4VDnDQ0NwWq1YmhoCLm5uRgfH4fRaERvby90Op16/9HRUeh0OoyPj8NisajnmpiYgM1mw+TkJJxOJwYGBlBUVITDw0Osr69jbGwMOp0Os7OzsFqtGB4eRl5entr/vA6fa2pqSq1PQUEB+vv7ceHCBUxMTKj1tlgsGBsbQ11dHSYnJ9W68350Oh3m5uZgNpsxNzcHg8GAqakp6PV6RKNRHB0dIRaLQa/XY2lpCUajEfF4HHl5eUin0wCAdDqNSCSCTCYDg8GA5eVlGI1GZDIZ5OTkYGNjA/n5+dja2kJeXh52d3d/ON8+giAIgiAIgiAIgiAIgiAIgiAIP2J8X+bpuXPnUFBQgIaGBni9XrzzzjvweDzIzc2F3+/HpUuXEA6H4XA44HQ6YbVaYbPZlLFpNBrhcDiUWWc0GuF2u9Hc3IyioiLk5+ejqKgIly5dgtPphMFggNFohE6ng9lsRlVVFfx+P6xWKxwOB8xmMywWC5xOJ4xGI0wmE2w2G6qrq1FYWIjy8nLYbDbU1tYiFAqp9qper4fValX3U1BQgMLCQpw/fx4ulwsOhwNFRUWqbVpVVaUanMAnZhENU4vFAp1Op1qnRqMR7777rjISbTYbLly4AJ1OB7vdjoKCAtWSzMvLU8dpDLrdbuTn56OwsBDV1dVqnjweD+rr69XrHQ6Hus/GxkaYzWbodDqEw2Hk5uaqe3Q4HLBarQgGg6oV+9WvfhUbGxtIp9OqJev1enH9+nU4nU40NzerVq3L5VLmqNVqRSAQwM2bN1XX1eVywWQyIRgMwmAwwOVywWw2w+/3w2AwwOfz4dq1a6rdarfb0dLSAr/fD7PZrNad6+NwONT1+LO5uRlutxvXrl1DIBBQ121qakIwGER+fn7Wfbe0tKj7Z6OV9+/xeGC1WuH1emEymeB2u5Gbm4twOAybzQav16s6ttxbDQ0NKCgoQCgUgtfrhdPphMPhQFNTExwOB/Ly8hAKhZRJyvu7fv06XC4XjEYjbDYb8vPz4fV6UV9fD5fLhRs3bsDr9apWLc1R3vfR0RG8Xi8aGxvV/bpcLlitVtjtdtUjZaOXhrPJZFINYZvNhsrKStjtduTm5sJms6l51uv1sFgsKC8vR0FBASKRCAwGg9rPTqdTrdHbwm4im6U0TtmvpM1CE4qGFxuaNCTZj+SYfct3330XANDa2grg2CilGXbr1i0Ax01QGqTsP9KWYSOVY15f20TlmObYtWvXAAA9PT1Z1x8cHATw6V4krUD2ImkFshdps9myXk/zs6+vDwBQU1MD4Lh5eunSpaz7p6HGZimfhyYa54M9UBqqHHM9aBVxfrkefD6uF400bc+TY9qQwLFNSEuPjVG+hsdpQHHMNeeYBivfg9fTjmlWcc/xfL4fj2vvhwYqzTXeD21FGmLasfb+uGe5R7jnaFHyOK1EzjHvl+YXrWvOOQ1SbTeYx7Wv53HuAVrY3ONcU+7pq1evAjjewzTGRkdHARx3d2mL0paen58HcLynuccFQRAEQRAEQRAEQRAEQRB+3Pm+zNNvfvObKCsrw8TEBE6dOoXJyUmcPXsWExMTOHPmDEZHR3Hu3DmMjo7i/PnzGB8fVwbmuXPnMDExgXPnzmFychJnzpzB+Ph41vnT09M4c+YM5ufncfr0aSQSCVRUVGBhYQElJSWYnp5GeXk55ubmcOrUKcTjcZw4cQKJREIZnJFIBPPz8ygvL0c0GkVlZSWi0ShOnDiBubm5rJ+zs7M4ceIEotEoTp48idnZWVRWVqqf0WgUp06dwtzcHCorK5FMJlFRUYGNjQ2Ew2Fsb2/D5XJhZ2cHhYWFWFlZgcPhwMzMDAKBAGZmZlBZWYl0Oo2TJ08ik8kgHA5jeXkZPp8PyWQSgUAAsVgM4XAYCwsLKCsrw/z8PCoqKrKeo6KiQt03n4vXn52dxalTpzA9PY3KykpMTU2hqqpKzSt/0tBdWFhAVVUVpqamEIvFMDw8jDNnzmBkZAQXLlzA6OgoLly4oMb/t5/V1dUYHR1VP18/Pjw8nDWmecr1HhoaUvuE59fU1GB4eFj9fP36Y2NjqKmpwdjYmBq/vr94Xe6/oaEhVFdXK/OZP1+/Pn9evHhRjQcHB7OO830XFhZQXV2NWCyGsrIyjI+Po6KiAiMjIzh37py6r/HxcZw/f17d3+v7nT9Pnz6t1oOfn6mpKfV54Hrx88LPB3+eO3dOGcnRaBRVVVWYn5/HyZMnEYvFUFFRgcXFRZSWlmJpaQmlpaVIJpOIRCJIJpMoLi7G0tKS2oehUAiZTAaBQADr6+vKqPZ4PNjd3UVRURH29vZ+mN9BgiAIgiAIgiAIgiAIgiAIgiAIPzLkaNtigiAIgiAIgiAIgiAIgiAIgiAIgiAI/xvJ/f/7BgRBEARBEARBEARBEARBEARBEARBEH4UkD88FQRBEARBEARBEARBEARBEARBEARBgPzhqSAIgiAIgiAIgiAIgiAIgiAIgiAIAgD5w1NBEARBEARBEARBEARBEARBEARBEAQA8oengiAIgiAIgiAIgiAIgiAIgiAIgiAIAOQPTwVBEARBEARBEARBEARBEARBEARBEADIH54KgiAIgiAIgiAIgiAIgiAIgiAIgiAAkD88FQRBEARBEARBEARBEARBEARBEARBACB/eCoIgiAIgiAIgiAIgiAIgiAIgiAIggAA+D/FDsZnv7D9tgAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pyrr = pt.pyramids.LaplacianPyramid(im, height=7,\n", " downsample_filter_name=filt1,\n", " upsample_filter_name=filt2)\n", "pt.pyrshow(pyrr.pyr_coeffs)\n", "\n", "fullresr = pyrr.recon_pyr(filt2)\n", "\n", "pt.image_compare(im, fullresr);\n", "pt.imshow([im, fullresr]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

ALIASING in the Gaussian and Laplacian pyramids:

\n", "Unless one is careful, the subsampling operations will introduce aliasing\n", "artifacts in these pyramid transforms. This is true even though the\n", "Laplacian pyramid can be used to reconstruct the original image perfectly.\n", "When reconstructing, the pyramid is designed in such a way that these\n", "aliasing artifacts cancel out. So it's not a problem if the only thing we\n", "want to do is reconstruct. However, it can be a serious problem if we\n", "intend to process each of the subbands independently.\n", "

\n", "One way to see the consequences of the aliasing artifacts is by\n", "examining variations that occur when the input is shifted. We\n", "choose an image and shift it by some number of pixels. Then blur\n", "(filter-downsample-upsample-filter) the original image and blur the\n", "shifted image. If there's no aliasing, then the blur and shift\n", "operations should commute (i.e.,\n", "shift-filter-downsample-upsample-filter is the same as\n", "filter-downsample-upsample-filter-shift). Try this for 2 different\n", "filters (by replacing 'binom3' with 'binom5' or 'binom7' below),\n", "and you'll see that the aliasing is much worse for the 3 tap\n", "filter." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-04-05T16:11:06.211102", "start_time": "2017-04-05T16:11:05.664890" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [-37, 56]\n", " Mean: 0.000000, Stdev (rmse): 27.396116, SNR (dB): 4.143998\n" ] } ], "source": [ "sig = 100 * np.random.randn(1, 16)\n", "sh = (0,7) # shift amount\n", "lev = 2 # level of pyramid to look at\n", "#filter to use: \n", "flt = pt.named_filter('binom3') \n", "# flt = pt.named_filter('binom5') \n", "# flt = pt.named_filter('binom7') \n", "\n", "shiftIm = np.roll(sig,sh)\n", "pyr = pt.pyramids.LaplacianPyramid(shiftIm, lev, flt, flt, 'circular')\n", "shiftBlur = pyr.recon_pyr(flt, 'circular', lev-1)\n", "\n", "pyr2 = pt.pyramids.LaplacianPyramid(sig, lev, flt, flt, 'circular')\n", "res = pyr2.recon_pyr(flt, 'circular', lev-1)\n", "blurShift = np.roll(res,sh)\n", "\n", "plt.figure()\n", "plt.plot(blurShift.T)\n", "plt.plot(shiftBlur.T)\n", "plt.legend(['blurShift', 'shiftBlur'])\n", "plt.show()\n", "\n", "pt.image_compare(blurShift,shiftBlur);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PROJECTION and BASIS functions:\n", "\n", "An invertible, linear transform can be characterized in terms\n", "of a set of **PROJECTION and BASIS functions**. \n", "In python matrix notation:\n", "\n", " c = np.dot(P.T, x)\n", " x = np.dot(B, c)\n", "\n", "where x is an input, c are the transform coefficients, P and B\n", "are matrices. The columns of $P^T$ are the projection functions (the\n", "input is projected onto the the columns of P to get each successive\n", "transform coefficient). The columns of B are the basis\n", "functions (x is a linear combination of the columns of B)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the Laplacian pyramid is a linear transform, we can ask: what\n", "are its BASIS functions? We consider these in one dimension for\n", "simplicity. The BASIS function corresponding to a given\n", "coefficient tells us how much that coefficient contributes to each\n", "pixel in the reconstructed image. We can construct a single basis\n", "function by setting one sample of one subband equal to 1.0 (and all\n", "others to zero) and reconstructing. To build the entire matrix, we\n", "have to do this for every sample of every subband:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:55:47.003652", "start_time": "2017-06-05T14:55:46.954410" } }, "outputs": [ { "data": { "image/png": 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AFIEwAlAEakZYEtSQmsvXHZ1xxhl9GkllKWo8S63/IwAAEUYACkEYASiC8+/2ANAPzIwAFIEwAlAEwghAEQgjAEUgjAAUgTACUATCCEARCCMARSCMABTh/wDVZuTeh2WwpQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sz = 36\n", "sig = np.zeros((1,sz))\n", "pyr = pt.pyramids.LaplacianPyramid(sig,)\n", "\n", "# find size of basis\n", "Nelements = 0\n", "for n in pyr.pyr_size.values():\n", " Nelements += np.prod(n)\n", "\n", "basis = np.zeros((sz, Nelements))\n", "ctr = 0\n", "\n", "for k in pyr.pyr_coeffs.keys():\n", " for i in range(pyr.pyr_size[k][1]):\n", " pyr.pyr_coeffs[k][0, i] = 1\n", " basis[:,ctr] = pyr.recon_pyr().flatten()\n", " ctr += 1\n", " pyr.pyr_coeffs[k][0, i] = 0\n", "pt.imshow(basis, 'auto', 4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*So the first pixel of the reconstructed image, out of the 36 pixels, receives constributions from the first, 37th, 38th, 55th, 56th, 64th and 65th dimensions of the pyramid representation.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The columns of the basis matrix are the basis functions. The\n", "matrix is short and fat, corresponding to the fact that the\n", "representation is **OVERCOMPLETE**. Below, we plot the middle one from\n", "each subband, starting with the finest scale. Note that all of\n", "these basis functions are lowpass (Gaussian-like) functions." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "locations = pt.matlab_round(sz * (2 - 3./2.**np.array(range(1,len(pyr.pyr_size)+1))))\n", "# locations, Nelements\n", "\n", "for lev in range(len(locations)):\n", " plt.subplot(2,2,lev+1)\n", " plt.plot(basis[:, int(locations[lev])])\n", " plt.axis([0, sz, 0, 1.1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'd also like see the inverse (we'll call them PROJECTION)\n", "functions. We need to ask *how much of each sample of the input\n", "image contributes to a given pyramid coefficient *. Thus, the matrix\n", "is constructed by building pyramids on the set of images with\n", "impulses at each possible location. The **rows** of this matrix are\n", "the projection functions." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:55:50.255359", "start_time": "2017-06-05T14:55:50.217978" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "projection = np.zeros((Nelements,sz))\n", "for pos in range(sz):\n", " pyr = pt.pyramids.LaplacianPyramid(pt.synthetic_images.impulse((1, sz), (0, pos)).T)\n", " proj = np.array([]).reshape((1, 0))\n", " for v in pyr.pyr_coeffs.values():\n", " proj = np.concatenate((proj, v.T), axis=1)\n", " projection[:,pos] = proj\n", "pt.imshow(projection, 'auto', 4);" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Looking at successive rows of this matrix, we can visualize the subsampling operation.\n", "\n", "plt.figure(figsize=(10,3))\n", "# Non-zero values are shifted by 1 position.\n", "plt.subplot(1,3,1)\n", "plt.plot(projection[18,:])\n", "plt.plot(projection[19,:])\n", "# Non-zero values are shifted by 2 positions, rather than 1.\n", "plt.subplot(1,3,2)\n", "plt.plot(projection[45,:])\n", "plt.plot(projection[46,:])\n", "# Non-zero values are shifted by 4 positions, rather than 1.\n", "plt.subplot(1,3,3)\n", "plt.plot(projection[58,:])\n", "plt.plot(projection[59,:])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Building a pyramid corresponds to multiplication by the projection\n", "matrix. Reconstructing from this pyramid corresponds to\n", "multiplication by the basis matrix. Thus, the product of the two\n", "matrices (in this order) should be the identity matrix:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:55:54.002881", "start_time": "2017-06-05T14:55:53.993530" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(np.dot(basis, projection), 'auto', 4);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot a few example projection functions at different scales.\n", "Note that all of the projection functions are bandpass functions,\n", "except for the coarsest subband which is lowpass." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:55:56.391558", "start_time": "2017-06-05T14:55:55.771851" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean: -0.0\n", "mean: -0.0\n", "mean: -0.0\n", "mean: 0.0786\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for lev in range(locations.shape[0]):\n", " plt.subplot(2,2,lev+1)\n", "\n", " plt.plot(projection[int(locations[lev])])\n", " print('mean: ' , np.round(np.mean(projection[int(locations[lev])]),4))\n", " plt.axis([0, sz, -.3, 0.8])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the frequency response of these functions, plotted over the\n", "range [-pi,pi]:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2017-06-05T14:55:58.890987", "start_time": "2017-06-05T14:55:58.211147" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for lev in range(len(locations)):\n", " plt.subplot(2,2,lev+1)\n", " proj = projection[int(locations[lev])]\n", " plt.plot(np.pi*np.array(range(-32,32))/32, np.fft.fftshift(np.abs(np.fft.fft(proj.T,64)))) \n", " plt.axis([-np.pi, np.pi, -0.1, 3])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first projection function is highpass, and the second is bandpass. Both\n", "of these look something like the Laplacian (2nd derivative) of a Gaussian.\n", "The last is lowpass, as are the basis functions. Thus, the basic operation\n", "used to create each level of the pyramid involves a simple highpass/lowpass\n", "split." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## QMF/WAVELET PYRAMIDS.\n", "\n", "Two things about Laplacian pyramids are a bit unsatisfactory.\n", "First, there are more pixels (coefficients) in the representation\n", "than in the original image. Specifically, the 1-dimensional\n", "transform is overcomplete by a factor of 4/3, and the 2-dimensional\n", "transform is overcomplete by a factor of 2. Secondly, the\n", "\"bandpass\" images (fineN) do not segregate information according to\n", "orientation.\n", "\n", "There are other varieties of pyramid. One type that arose in the\n", "speech coding community is based on a particular pairs of filters\n", "known as a \"Quadrature Mirror Filters\" or QMFs. These are closely\n", "related to Wavelets (essentially, they are approximate wavelet\n", "filters).\n", "\n", "Recall that the Laplacian pyramid is formed by simple hi/low\n", "splitting at each level. The lowpass band is subsampled by a\n", "factor of 2, but the highpass band is NOT subsampled. In the QMF\n", "pyramid, we apply two filters (hi- and lo- pass) and subsample BOTH\n", "by a factor of 2, thus eliminating the excess coefficients of the\n", "Laplacian pyramid.\n", "\n", "The two filters must have a specific relationship to each\n", "other. In particular, let n be an index for the filter samples.\n", "The highpass filter may be constructed from the lowpass filter by\n", "\n", "1. modulating (multiplying) by (-1)^n (equivalent to shifting by pi in the Fourier domain)\n", "\n", "2. flipping (i.e., reversing the order of the taps)\n", "\n", "3. spatially shifting by one sample. \n", "\n", "Try to\n", "convince yourself that the resulting filters will always be\n", "orthogonal to each other (i.e., their inner products will be zero)\n", "when shifted by any multiple of two." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function modulateFlip performs the first two of these operations. The\n", "third (spatial shifting) step is built into the convolution code." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.593Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "flo = pt.named_filter('qmf9').T\n", "# modulateFlip is a hidden method of the WaveletPyramid class\n", "fhi = pt.pyramids.WaveletPyramid._modulate_flip(flo)\n", "x = np.arange(9)\n", "\n", "plt.subplot(2,1,1)\n", "plt.stem(x, flo.T)\n", "plt.axis([-1, 9, -0.5, 1.0])\n", "plt.gca().set_title('lowpass')\n", "plt.subplot(2,1,2)\n", "plt.stem(x, fhi.T)\n", "plt.axis([-1, 9, -0.5, 1.0])\n", "plt.gca().set_title('highpass')\n", "\n", "plt.tight_layout()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the Fourier domain, these filters are (approximately)\n", "\"power-complementary\": the sum of their squared power spectra is\n", "(approximately) a constant. But note that neither is a perfect\n", "bandlimiter (i.e., a sinc function), and thus subsampling by a\n", "factor of 2 will cause aliasing in each of the subbands. See below\n", "for a discussion of the effect of this aliasing." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.607Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the two frequency responses:\n", "freq = np.pi*np.array(range(-32,32))/32\n", "flo_sp = np.fft.fftshift(np.abs(np.fft.fft(flo,64)))[0]\n", "fhi_sp = np.fft.fftshift(np.abs(np.fft.fft(fhi,64)))[0]\n", "\n", "plt.subplot(2,1,1)\n", "plt.plot(freq, flo_sp, '--',\n", " freq, fhi_sp,'-')\n", "plt.axis([-np.pi, np.pi, 0, 1.5])\n", "plt.gca().set_title('FFT magnitudes')\n", "plt.subplot(2,1,2)\n", "plt.plot(freq, flo_sp ** 2 + fhi_sp ** 2)\n", "plt.axis([-np.pi, np.pi, 0, 2.2])\n", "plt.gca().set_title('Sum of squared magnitudes')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.612Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We can split an input signal into two bands as follows:\n", "sig = pt.synthetic_images.pink_noise((1,64), 1.6)\n", "plt.subplot(2,1,1)\n", "plt.plot(sig.T)\n", "plt.gca().set_title('signal')\n", "plt.subplot(2,1,2)\n", "lo1 = pt.corrDn(image = sig, filt = flo, step = (1, 2)) #subsampling by a factor of 2 (step=2)\n", "plt.plot(lo1.T)\n", "hi1 = pt.corrDn(image = sig, filt = fhi, step = (1, 2), start = (0, 1)) #subsampling by a factor of 2 (step=2)\n", "plt.plot(hi1.T)\n", "plt.legend(['low band','high band'])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the two subbands are half the size of the original\n", "image, due to the subsampling by a factor of 2. \n", "*One subtle point:\n", "the highpass and lowpass bands are subsampled on different\n", "lattices: the lowpass band retains the odd-numbered samples and the\n", "highpass band retains the even-numbered samples. This was the\n", "1-sample shift relating the high and lowpass kernels (mentioned\n", "above).* \n", "We've used the 'reflect1' to handle boundaries, which\n", "works properly for symmetric odd-length QMFs." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.620Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000218, Stdev (rmse): 0.000901, SNR (dB): 60.907085\n" ] } ], "source": [ "# We can reconstruct the original image by interpolating these two subbands\n", "# USING THE SAME FILTERS:\n", "reconlo = pt.upConv(image = lo1, filt = flo, step = (1, 2))\n", "reconhi = pt.upConv(image = hi1, filt = fhi, step = (1, 2), start = (0, 1))\n", "plt.plot(sig.T)\n", "plt.plot((reconlo+reconhi).T, '--')\n", "plt.show()\n", "\n", "pt.image_compare(sig, (reconlo+reconhi));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have described an **INVERTIBLE** linear transform that maps an input\n", "image to the two images lo1 and hi1. The inverse transformation\n", "maps these two images to the result. This is depicted graphically\n", "with a system diagram:\n", "
\n",
    "IM ---> flo/down2 --> LO1 --> up2/flo --> add --> RECON\n",
    "    |                                      ^\n",
    "    |\t                                  |\n",
    "    |\t                                  |\n",
    "     -> fhi/down2 --> HI1 --> up2/fhi ----- \n",
    "
\n", "\n", "Note that the number of samples in the representation (i.e., total\n", "samples in LO1 and HI1) is equal to the number of samples in the\n", "original IM. Thus, this representation is exactly **COMPLETE**, or\n", "\"critically sampled\".\n", "\n", "So we've fixed one of the problems that we had with Laplacian\n", "pyramid. But the system diagram above places strong constraints on\n", "the filters. In particular, for these filters the reconstruction\n", "is no longer perfect. Turns out there are NO\n", "perfect-reconstruction symmetric filters that are\n", "power-complementary, except for the trivial case `[1]` and the\n", "nearly-trivial case `[1 1]/sqrt(2)`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's consider the projection functions of this 2-band splitting\n", "operation. We can construct these by applying the transform to\n", "impulse input signals, for all possible impulse locations. The\n", "rows of the following matrix are the projection functions for each\n", "coefficient in the transform." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.633Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "M = np.concatenate((pt.corrDn(image = np.identity(32), filt = flo, edge_type = 'circular', step = (2, 1)),\n", " pt.corrDn(image = np.identity(32), filt = fhi, edge_type = 'circular', step = (2, 1), \n", " start = (1, 0))))\n", "pt.imshow(M, vrange='auto', zoom=5, title=\"M\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The transform matrix is composed of two sub-matrices. The top half\n", "contains the lowpass kernel, shifted by increments of 2 samples.\n", "The bottom half contains the highpass. Now we compute the inverse\n", "of this matrix: " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.641Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "M_inv = np.linalg.inv(M)\n", "pt.imshow(M_inv, vrange='auto', zoom=5, title=\"M_inv\");" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000004, Stdev (rmse): 0.000263, SNR (dB): 56.495757\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The inverse is (very close to) the transpose of the original\n", "# matrix! In other words, the transform is orthonormal.\n", "\n", "pt.image_compare(M_inv.T,M);\n", "\n", "pt.imshow(np.dot(M_inv,M), zoom=5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This also points out a nice relationship between the corrDn and\n", "upConv functions, and the matrix representation: \n", "- **corrDn** is equivalent to multiplication by a matrix with copies of the filter\n", "on the **ROWS**, translated in multiples of the **downsampling factor.**\n", "- **upConv** is equivalent to multiplication by a matrix with copies of\n", "the filter on the **COLUMNS**, translated by the **upsampling factor.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Multiplying the coefficient vector, which consists of concatenation of low pass and high pass coefficients, with the inverse (=transpose) matrix is the same as upsampling and convolving (i.e. UpConv) with the same decomposition filters.\n", "> Indeed each rows of the inverse matrix is a subsampled shifted copy of low and high pass filters. When this is multiplied by the vector of coefficients, it is equivalent to upsampling the vector of coeffs (by inserting zeros) and convolving the first half (low pass) with low pass filter and the second half with the high pass filter and then sum them up. This makes sense, because in order to go back to the original signal, we need a weighted sum of the low pass and high pass coeffs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in the Laplacian pyramid, we can **recursively** apply this QMF \n", "band-splitting operation to the lowpass band:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.653Z" } }, "outputs": [], "source": [ "lo2 = pt.corrDn(image = lo1, filt = flo, step = (1, 2))\n", "hi2 = pt.corrDn(image = lo1, filt = fhi, step = (1, 2), start = (0, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The representation of the original signal is now comprised of the\n", "three subbands {hi1, hi2, lo2} (we don't hold onto lo1, because it\n", "can be reconstructed from lo2 and hi2). Note that hi1 is at 1/2\n", "resolution, and hi2 and lo2 are at 1/4 resolution: The total number\n", "of samples in these three subbands is thus equal to the number of\n", "samples in the original signal." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.659Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (5,5))\n", "plt.subplot(4,1,1)\n", "plt.plot(hi1.T)\n", "plt.gca().set_title('hi1')\n", "plt.axis([1, len(hi1[0]), 1.1*hi1.min(), 1.1*hi1.max()])\n", "plt.subplot(4,1,2)\n", "plt.plot(hi2.T)\n", "plt.gca().set_title('hi2')\n", "plt.axis([1, hi2.shape[1], 1.1*hi2.min(), 1.1*hi2.max()])\n", "plt.subplot(4,1,3)\n", "plt.plot(lo2.T)\n", "plt.gca().set_title('lo2')\n", "plt.axis([1, lo2.shape[1], 1.1*lo2.min(), 1.1*lo2.max()])\n", "plt.tight_layout()\n", "plt.subplot(4,1,4)\n", "plt.plot(sig.T, 'k')\n", "plt.gca().set_title('signal')\n", "plt.axis([1, sig.shape[1], 1.1*sig.min(), 1.1*sig.max()])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reconstruction proceeds as with the Laplacian pyramid: combine lo2 and hi2\n", "to reconstruct lo1, which is then combined with hi1 to reconstruct the\n", "original signal:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.664Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000337, Stdev (rmse): 0.001278, SNR (dB): 57.867947\n" ] } ], "source": [ "recon_lo1 = ( pt.upConv(image = hi2, filt = fhi, step = (1, 2), start = (0, 1)) +\n", " pt.upConv(image = lo2, filt = flo, step = (1, 2), start = (0, 0)) )\n", "reconstructed = ( pt.upConv(image = hi1, filt = fhi, step = (1, 2), start = (0, 1)) +\n", " pt.upConv(image = recon_lo1, filt = flo, step = (1, 2), start = (0, 0)) )\n", "pt.image_compare(sig,reconstructed);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FUNCTIONS for CONSTRUCTING/MANIPULATING QMF/Wavelet PYRAMIDS\n", "\n", "To make things easier, we have bundled these qmf operations and\n", "data structures into an object in Python." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# # If we feel like trying on another signal\n", "# sig = pt.synthetic_images.pink_noise((1, 64), 1.5)\n", "# plt.figure()\n", "# plt.plot(sig.T)\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pyr = pt.pyramids.WaveletPyramid(sig)\n", "fig = pt.pyrshow(pyr.pyr_coeffs)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# a different plot of the same thing\n", "for i, (k, v) in enumerate(pyr.pyr_coeffs.items()):\n", " plt.subplot(pyr.num_scales+1, 1, i+1)\n", " x = np.array(range(pyr.pyr_size[k][1]))\n", " y = v.flatten()\n", " plt.stem(x, y)\n", " plt.axis([-1, pyr.pyr_size[k][1], 1.5*min(min(v)), 1.5*max(max(v))])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.676Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000573, Stdev (rmse): 0.001662, SNR (dB): 55.586728\n" ] } ], "source": [ "res = pyr.recon_pyr()\n", "pt.image_compare(sig, res);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for **2D**, we use **separable** filters. There are 4 ways to apply the two \n", "filters to the input image (followed by the relavent subsampling operation):
    \n", "
  1. lowpass in both x and y\n", "
  2. lowpass in x and highpass in y \n", "
  3. lowpass in y and highpass in x\n", "
  4. highpass in both x and y.
\n", "The pyramid is built by recursively subdividing the first of these bands\n", "into four new subbands." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.683Z" } }, "outputs": [], "source": [ "# First, we'll take a look at some of the basis functions.\n", "sz = 40\n", "zim = np.zeros((sz,sz))\n", "flo = 'qmf9'\n", "edge_type = 'reflect1'\n", "pyr = pt.pyramids.WaveletPyramid(zim)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.687Z" } }, "outputs": [], "source": [ "### Put an impulse into the middle of each band:\n", "for k, v in pyr.pyr_size.items():\n", " mid = (v[0]//2, v[1]//2)\n", "# print(lev, mid)\n", " pyr.pyr_coeffs[k][mid] = 1" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.691Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# And take a look at the reconstruction of each band:\n", "reconList = []\n", "for k in pyr.pyr_coeffs.keys():\n", " if isinstance(k, tuple):\n", " reconList.append(pyr.recon_pyr(flo, edge_type, k[0], k[1]))\n", " else:\n", " reconList.append(pyr.recon_pyr(flo, edge_type, k))\n", "pt.imshow(reconList, vrange='indep1', zoom=4, col_wrap=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the first column contains horizontally oriented basis functions at\n", "different scales. The second contains vertically oriented basis functions.\n", "The third contains both diagonals (a checkerboard pattern). The bottom row\n", "shows a lowpass basis function.\n", "\n", "Now look at the corresponding Fourier transform magnitudes (these\n", "are plotted over the frequency range [-pi, pi] ):" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.699Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "freq = 2 * np.pi * np.array(range(-sz//2,(sz//2)))/sz\n", "imgList = []\n", "for k in pyr.pyr_coeffs.keys():\n", " if isinstance(k, tuple):\n", " basisFn = pyr.recon_pyr(flo, edge_type, k[0], k[1])\n", " else:\n", " basisFn = pyr.recon_pyr(flo, edge_type, k)\n", " basisFmag = np.fft.fftshift(np.abs(np.fft.fft2(basisFn,(sz,sz))))\n", " imgList.append(basisFmag)\n", "\n", "pt.imshow(imgList, vrange='indep1', zoom=4, col_wrap=3);" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.702Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The filters at a given scale sum to a squarish annular region:\n", "sumSpectra = np.zeros((sz,sz))\n", "lnum = 2;\n", "for bnum in range(3):\n", " basisFn = pyr.recon_pyr(flo, edge_type, [lnum], [bnum])\n", " basisFmag = np.fft.fftshift(np.abs(np.fft.fft2(basisFn,(sz,sz))))\n", " sumSpectra = basisFmag**2 + sumSpectra;\n", "pt.imshow(sumSpectra, vrange='auto', zoom=4, title='one scale');" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.704Z" } }, "outputs": [], "source": [ "# Now decompose an image:\n", "pyr = pt.pyramids.WaveletPyramid(im/255)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.709Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# View all of the subbands (except lowpass), scaled to be the same size\n", "# (requires a big figure window):\n", "pt.pyrshow(pyr.pyr_coeffs, zoom=1);" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.717Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000763, Stdev (rmse): 0.000334, SNR (dB): 53.416318\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The recon_pyr function can be used to reconstruct the entire pyramid:\n", "reconstructed = pyr.recon_pyr()\n", "pt.imshow([im,reconstructed]);\n", "pt.image_compare(im/255,reconstructed);" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.720Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# As with Laplacian pyramids, you can specify sub-levels and subbands\n", "# to be included in the reconstruction. For example:\n", "pt.imshow(pyr.recon_pyr('qmf9', 'reflect1', levels='all', bands=[0])) # Horizontal only, all scales\n", "pt.imshow(pyr.recon_pyr('qmf9', 'reflect1', [1,2])); # two middle scales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PERFECT RECONSTRUCTION: HAAR AND DEBAUCHIES WAVELETS\n", "\n", "The symmetric QMF filters used above are not perfectly orthogonal.\n", "In fact, it's impossible to construct a symmetric filter of size\n", "greater than 2 that is perfectly orthogonal to shifted copies\n", "(shifted by multiples of 2) of itself. For example, consider a\n", "symmetric kernel of length 3. Shift by two and the right end of\n", "the original kernel is aligned with the left end of the shifted\n", "one. Thus, the inner product of these two will be the square of\n", "the end tap, which will be non-zero.\n", "\n", "However, one can easily create wavelet filters of length 2 that\n", "will do the job. This is the oldest known wavelet, known as the\n", "\"Haar\". The two kernels are `[1,1]/sqrt(2)` and `[1,-1]/sqrt(2)`.\n", "These are trivially seen to be orthogonal to each other, and shifts\n", "by multiples of two are also trivially orthogonal. The projection\n", "functions of the Haar transform are in the rows of the following\n", "matrix, constructed by applying the transform to impulse input\n", "signals, for all possible impulse locations:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.726Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "haarLo = pt.named_filter('haar')\n", "haarHi = pt.pyramids.WaveletPyramid._modulate_flip(haarLo)\n", "x = np.array(range(len(haarLo)))\n", "plt.subplot(2,1,1)\n", "plt.stem(x,haarLo)\n", "plt.axis([-0.2, 1.2, -1, 1])\n", "plt.gca().set_title('lowpass')\n", "plt.subplot(2,1,2)\n", "plt.stem(x, haarHi)\n", "plt.axis([-0.2, 1.2, -1, 1])\n", "plt.gca().set_title('highpass')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.729Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "M = np.concatenate((pt.corrDn(np.identity(32), haarLo, step=(1, 2)),\n", " pt.corrDn(np.identity(32), haarHi.T, step=(1, 2), start=(0, 1))), axis=1).T\n", "pt.imshow(M, 'auto', 5)\n", "pt.imshow(np.dot(M, M.T), 'auto', 5); # identity" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# As before, the filters are power-complementary (although the\n", "# frequency isolation is rather poor, and thus the subbands will be\n", "# heavily aliased):\n", "# And the sum of the power spectra is again flat\n", "\n", "freq = np.pi*np.array(range(-32,32))/32\n", "flo_sp = np.fft.fftshift(np.abs(np.fft.fft( haarLo.T, 64)))[0]\n", "fhi_sp = np.fft.fftshift(np.abs(np.fft.fft( haarHi.T, 64)))[0]\n", "\n", "plt.subplot(3,1,1)\n", "plt.plot(freq, flo_sp, '--',\n", " freq, fhi_sp,'-')\n", "plt.axis([-np.pi, np.pi, 0, 1.5])\n", "plt.gca().set_title('Fourier magnitudes')\n", "plt.subplot(3,1,2)\n", "plt.plot(freq,flo_sp**2,'--')\n", "plt.plot(freq,fhi_sp**2,'-')\n", "plt.gca().set_title('squared Fourier magnitudes')\n", "plt.subplot(3,1,3)\n", "plt.plot(freq, flo_sp ** 2 + fhi_sp ** 2)\n", "plt.axis([-np.pi, np.pi, 0, 2.2])\n", "plt.gca().set_title('Sum of squared Fourier magnitudes')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.732Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig = pt.synthetic_images.pink_noise((1,64),0.5)\n", "pyr = pt.pyramids.WaveletPyramid(sig, 4, 'haar', 'reflect1')\n", "\n", "pt.pyrshow(pyr.pyr_coeffs);" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.734Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): 302.340511\n" ] }, { "data": { "image/png": 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xVJBImfkBjcJLGdWjqe0oqoq08P2IOBz8fVQ3zm1SQciXY8jetNp2JBXgslYv5Y59z/Fay2XUitDLf/g7LXw/ExHq5NUrOtBFsnB9cb0exFVedWTOc+RTk86jHrMdRXmAFr4fatwigd0XvUuzip2s+/Rh23FUgFqfOp9uxcvIjBtL7boNbMdRHqCF76c69r+UlIZX0St3KptWLbYdRwWgsnl/4yC16Xylbt0HCi18P5Z4/csclDrkzfobLpdvXgRP+aeUjTs5WFTGxja3+dzlf9XZ80jhi8iHIpIjImtP8r6IyJsikiUia0TEv+6L5qNq121A+vkTua3gDr5MybYdRwUIYwz/WJDNIxF/pevop2zHUR7kqS38j4Dfu3zeUCDB/RgHvOOhcYPeBQMvplN8U16bk86BA3m246gAkJayhJ3bNnLfoDZEhOmZOYHEI4VvjFkE/N7pIiOBT8wxy4C6ItLEE2MHOxHh+eFt+aziT2R9qhe1UlVjXC5qzX2IyTVe5JokPe8+0FTXPvymwPH7HHa6pykPaBvbgEOx59P74PesT51vO47yY6t+/Jy25RvZ0+lOwkN16z7Q+NRBWxEZJyKpIpKam5trO45f6Xz9C+RQn5DZj1JeVmo7jvJDR0uKaPjr82x3NKf78Htsx1FeUF2FvwtoftzrZu5pv2GMmWiMSTLGJMXExFRTtMBQs1Zdsnv/mTYVm1n1w0e24yg/tHLKizQ1e8k//1lCw8Jtx1FeUF2FPwO4yX22Tl8g3xijd/TwsO6XjCVbYila8x2+eq9i5ZtyDpewbvNW0iL702XAlbbjKC/xyC0OReQLYAAQLSI7gWeAUABjzLvALGAYkAUUAbd4Ylz1Ww6nk+UXfMQjc3KYsv0gveLq246k/MQrczYwvfw65o0913YU5UUeKXxjzLWneN8A93piLPX7hp7Tk+d+XsBHizbSK66v7TjKD2xY9Qtb0pK59fwhxDWsbTuO8iK9iXmAiQwL4al2u7gw81Z2b/2R2Pj2tiMpH+aqqICZf2Ri+F4izte7WQU6nzpLR3nGgPMGUJsidsx+zXYU5ePSvp9Iu/L1bOn6CFE1a9qOo7xMCz8ANWwaz+o6A+m0bwYFevlkdRKFhw/RIu0VNoa0JWmEnoYZDLTwA1SdQQ8SJcWsm/mW7SjKR6V//SINOYDr4hf01oVBQgs/QCV0O491oZ1okfUp5WVltuMoH3OgsJQF246yNOoS2ve+yHYcVU208ANYwfnPcHfJfcxdv992FOVjJvyUxfulF9Hwxg9sR1HVSAs/gPXqfxEH63XhgyVbbUdRPmTvjk3kLfucq7rHktColu04qhpp4Qcwp0O4p1soV+x6lR2b1tiOo3xE9rd/4SXnu/yxn55zH2y08APcgPaNuCFkPruTv7EdRfmA7Zmp9Dg4h5WNr6JJ89a246hqpoUf4Bq3SGCzsxW1t/9oO4ryAQe+e5oiImh/9V9tR1EWaOEHgZzYQbQrzeBgrl6vLpitT/mR7kVLWRt3M3WjG9uOoyzQwg8C0T0vxymGrKXf2o6iLDHG8NWvG1lNO7pc9YTtOMoSLfwg0KZLf9ZJazbu1JvKBKtfN+fxwe6WrLxoMjVr1bUdR1mihR8ExOFgUpeP+XtOX0rKKmzHURasmDmRFlGGMb1b2I6iLNLCDxKDExtRVFpO8sbsU8+sAsq6ZXO4/9DLvNQ6nYhQvYRCMNPCDxL94usxP/wxIhY8YzuKqmYVP71MHnXoPuI+21GUZVr4QSIiLJT8qFbE5y3CuFy246hqsj51Pp2PprGp9Vhq1NRv1QY7LfwgUpEwhIYcIGvNUttRVDU5Ov8lDlKLzpc/ZDuK8gFa+EGkTf9RVBhh/4pptqOoarB22z6KCw+zIe4mPTNHAXqLw6BSLyaWzLBEGu5eYDuKqgbjF2WT7HiWpaMvsB1F+Qjdwg8yWxPv5sXiK9h1sMh2FOVFmzasY/W69dx6bjy1IiNsx1E+Qgs/yLQ/9wp+dPVk/voc21GUFx3+7nFmhz/JLX2a2o6ifIgWfpBpFRPFwPp5FKVMsh1FecneHZvoengRG2OHU6eW3phc/X8eKXwRGSIiG0QkS0Qer+T9sSKSKyKr3I/bPTGuOjvj6iRzW94/yT+od8IKRFvn/AuAuCEPWE6ifE2VC19EnMDbwFAgEbhWRBIrmXWyMaab+/F+VcdVZ69+zysJlQo2Lf7KdhTlYSXFhbTfPZU1Nc+hSct2tuMoH+OJLfzeQJYxZosxphT4EhjpgeUqL0nofgE51Me5/jvbUZSHLf95NrXNYUL73Wk7ivJBnij8psDxF2jZ6Z52oitFZI2IfC0izStbkIiME5FUEUnNzdUrO3qLw+lka8wgOhQup+hIvu04yoP+mdWYG6Leo2P/4bajKB9UXQdtvwPijDFdgHnAx5XNZIyZaIxJMsYkxcTEVFO04BTVbRQCrE5ZYjuK8pBV2/NYvTOfoef2Qhx6Pob6X574VOwCjt9ib+ae9l/GmDxjzFH3y/eBnh4YV1VBu94XM8j5IV/sjbUdRXlI6bf3MCH8LUb1aGY7ivJRnij8FCBBROJFJAwYA8w4fgYRaXLcyxFApgfGVVUQEhrKeR3jWLA+h6Pleo18f5e3byfdDv1Ig5gmRIXrF+hV5apc+MaYcuA+4AeOFfkUY0yGiDwnIiPcsz0gIhkishp4ABhb1XFV1Y2MK2OSeZz1i762HUVV0abZEwiTchpfpKdiqpMTY4ztDJVKSkoyqamptmMEtKNHiyl9IZ7MegPp/eAXtuOos1ReVkre39uTE96Czk8stB1HWSYiK4wxSZW9p0d2glh4eA021OlPwqHFlJeV2o6jzlL6gi9oRB7lPfX7jOr3aeEHOWfHEdTjMOuT59iOos7SxG2NGR9yK10GjbEdRfk4Lfwg167/5RSbMApXTbUdRZ2FXYeKmbOtHFefu3GG6MFa9fu08INcZFQd5ja4gekH43C5fPN4jjq59NnvM1yWclVPPRVTnZoWvsKc9wifFyaxMvuQ7SjqDLgqKui88V+Mi1pK8/qRtuMoP6CFrxjYviFNnPmkL5trO4o6A5nJP9DU7KO4o+67V6dHd/op6tQI5Z3aHxObuZHyslGEhIbajqROQ1HyRxw2Neg0+AbbUZSf0C18BYDpdh0NOUDG4mm2o6jTcKTgIB0PLSSzwWBq1KxlO47yE1r4CoCOA67hILUpX/GJ7SjqNCxOXckO05Da/cbajqL8iBa+AiAsPIINjYbR+chSDuTsth1HncIHGyK4p/a/aNdzkO0oyo9o4av/anTB7YTgYuVivTGKL9uWvZOM7Xu4OqmFXgZZnRE9aKv+Kz6xF7fU/4g92fUZZAwiYjuSqsSe2a+wLPwrjnZaazuK8jO6eaB+48I+3Vm/9zDpOw/ZjqIqUVFeTuvd37E1sjMNoxvYjqP8jBa++o3hXZowIexNCqc/YjuKqkTG4mk05ACuLtfajqL8kBa++o06kWE0rBtFx/2zKCk6YjuOOkFZ2iQOEUXHgdfYjqL8kBa++h8RfcZSmyLWzp9kO4o6TkH+AToWLGZD9MWER+ilFNSZ08JX/yOx7zB2SyMi1n5uO4o6zuwNhxlV+iy1Bj5oO4ryU1r46n84nE62t7iCTkdXsXvbBttxlNs3K3dTEt2RDoldbEdRfkoLX1UqfvAd/KN8NNMyDtmOooDdW9czeucL3NIBPV1WnTUtfFWpxs3bsK71Hfxn1WFKy1224wS97Qv/w1XORVzUqantKMqPaeGrk7qpT3N6Ff5M6sLptqMENeNy0XzHdDLCutK4RYLtOMqPaeGrk7qgbQx/Dp9M3eR/2o4S1DasWEAzs4fCDlfbjqL8nEcKX0SGiMgGEckSkccreT9cRCa7308WkThPjKu8yxESwo5WY0gsS2drRrLtOEErf9mnFJswEi/U696rqqly4YuIE3gbGAokAteKSOIJs90GHDTGtAFeB16u6riqenQYdg8lJpScBW/bjhKUjpZXsCIvlOT6I4iqXc92HOXnPLGF3xvIMsZsMcaUAl8CI0+YZyTwsfv518CFoqca+IU6DRqTXm8wnffPoeDQfttxgs6CzBxeKbkCx9CXbEdRAcAThd8UyD7u9U73tErnMcaUA/mAXvnJT9S74B72mPr8tCzFdpSgk7xsEY2iQunfJtp2FBUAfOqgrYiME5FUEUnNzc21HUe5tel+Pg83fJ/xGTUwxtiOEzQO5OziqZ1382qjH3A69BdiVXWeKPxdQPPjXjdzT6t0HhEJAeoAeScuyBgz0RiTZIxJiomJ8UA05Sk3nRPH7twDpKzRa7BXl41zJxIqFTTrP8Z2FBUgPFH4KUCCiMSLSBgwBphxwjwzgJvdz68CFhjdVPQrwzo1Zk7EU4T98JjtKEGhorycFps/Z11YZ+ITe9mOowJElQvfvU/+PuAHIBOYYozJEJHnRGSEe7YPgAYikgU8BPzPqZvKt0WEhbAndjCdC39l745NtuMEvDU/TSbW5FDS/TbbUVQA8cg+fGPMLGNMW2NMa2PM393TnjbGzHA/LzHGXG2MaWOM6W2M2eKJcVX1irvkPlw42PHt07ajBLyitK/YRwO6DL7edhQVQHzqoK3ybU1atmNFkzH0PjSLDakLbMcJWJv2Heamg7cyr9d7hISG2Y6jAogWvjojna77O7nUI2P+Z7hcehjGGz5auhVnSCjDBpxnO4oKMFr46oxE1a7HiiHTeOjglUxJzT71H1BnJP/gfsatvpon4rdQv6Zu3SvP0sJXZ+ySPl3pHVefSbMXkn8gx3acgJI5awItZS/nJXWzHUUFIC18dcZEhL9dEsuXrkdY//mfbMcJGBXl5TTP+ozM0I606drfdhwVgLTw1VlpG9+StQ2Hk5Q7lc1rfrEdJyCk//w1Tc0+ivRUTOUlWvjqrLW/7mXypRal3z2MceldsarKkTKRHOrTZbBeBll5hxa+Omt16kWzucsjdChbR8rUN23H8Wsb9h7mxYIhrOjwGKFh4bbjqAClha+qpOfI+0gP60Za+hr2FZTYjuO33lywifTQrvS9THfnKO/RwldV4nA6qXX7DN6ouJqnpq7Vq2mehW2ZqfTJfIG7etWhnp6KqbxIC19VWVzDOjx8UTvy1/9M8twvbMfxO3mz/saVjsXc0DfOdhQV4LTwlUfcck5Lnq85hXa//omDubttx/Eb2zNT6V6wkDVNr6FudGPbcVSA08JXHhES4iR81FvUNIVs/vR+23H8xv5Zf6OYcNpf8YTtKCoIaOErj4lP7MWKlreRVPAjq+Z/aTuOz9ueuYLuBQtJbzqaejFNbMdRQUALX3lUz+ufZ6sjjtjFT1BceNh2HJ/2QUoO3zKAdlc8aTuKChJa+MqjwsIjKLzkVSaUXcY3K3Vf/slk5Rzm00wXm/u9pFv3qtpo4SuP69h7MKubjuHdpbsor9Bv4FZmzVcv0iN0B3ec18p2FBVEtPCVx4kId5/XknMLvidlnu7LP9HWdSlcnjOBR5qu00sgq2qlha+8YnBiE+4On0PDlFf0OjsnODTzGQqJoMOVT9mOooKMFr7yCofTyb7Od9K6YitrFk21HcdnbEhdQPeipayNu1nPu1fVTgtfeU23YePIoT4hv7xhO4rPKJv3LAeoTecrH7cdRQUhLXzlNWHhEWxJGEvH0jVsTFtoO451Szfu5afCODLbP0BU7Xq246ggpIWvvKrT8AdIphPTU7fbjmKVMYZX5m3mi5o30fPKh2zHUUGqSoUvIvVFZJ6IbHL/rHSzRUQqRGSV+zGjKmMq/xJVux6L+33IhK3RbM49YjuONSk/TSN613wevDCBiFCn7TgqSFV1C/9xYL4xJgGY735dmWJjTDf3Y0QVx1R+Zmz/OGKcRSye+antKFZUlJfTcMlfeCbiS0Z11wO1yp6qFv5I4GP384+By6u4PBWAoqPCGd94Dtdt+zP792bbjlPt0mb+mzhXNrlJjxISqufdK3uqWviNjDF73M/3Ao1OMl+EiKSKyDIRufxkCxORce75UnNzc6sYTfmSZpc8QJiUs+n78bajVKuy0qM0XT2eLGdrul9yk+04KsidsvBF5EcRWVvJY+Tx85ljtzo62e2OWhpjkoDrgDdEpHVlMxljJhpjkowxSTExMWe6LsqHNU/oyqoafWmXPZmS4kLbcarNylnvE2v2caTvIzicuu9e2XXKwjfGDDbGdKrkMR3YJyJNANw/c06yjF3un1uAhUB3j62B8hsh/e+lPgWkz37fdpRqUeEyzM48yK+hfeh64RjbcZSq8i6dGcDN7uc3A9NPnEFE6olIuPt5NNAfWFfFcZUf6njOZWQ5W7FrfUpQ3Pv2+/Q9/Ce/OwdHfIw49AxoZV9VP4UvAReJyCZgsPs1IpIkIv+3GdcBSBWR1cBPwEvGGC38ICQOB2sunsyDBdeyNCvPdhyvclVUkDlnIh1iwhjSUc/MUb4hpCp/2BiTB1xYyfRU4Hb381+AzlUZRwWOS3u25oV5O5jycxrnJlxsO47XrPrxc/5U/DqDkprhcIjtOEoB+k1bVc3CQ5w822YT/8wew/YNq2zH8QrjclF7+evslCZ6Zo7yKVr4qtr1HTgcFw72zn3ddhSvWLNwCm0qNrO7yz163r3yKVr4qto1aNSM1fUvpsv+WRzav9d2HI8yLhcRv7zGHmLofumdtuMo9Rta+MqKmMF/oIaUkvn9m7ajeFTyui0Ul5axI/FOQsPCbcdR6je08JUV8R37sDa8Gy22fk1FgNz31hjDa0tyuSv8H3S7/A+24yj1P7TwlTUHz/8bV5Q8zcKNgXEZjZVpKWzato17BrUhPEz33Svfo4WvrOnbtz+mVmMmJe+wHaXKjMtFjTl/YGqN57kmqZntOEpVSgtfWRPqdHBvYim3bnmQPds32I5TJWuXTKdD2Tr2dbiZ8NAqfb1FKa/RwldWDemZQD/JYNvcd2xHOWvG5SJ00cvsJZpuI+63HUepk9LCV1Y1bpFAemRfEnZNpaz0qO04ZyV90VTal2eyPfEuwiMibcdR6qS08JV10usWojlE+vzPbUc5Y8YY1i+fe+y8+5G6da98mxa+sq7T+VeyhxjCVn1kO8oZ+3ljLo8dGMHiwTMIC4+wHUep36WFr6xzhoSwLuFOph7pxJacw7bjnDbjcvH5D4toWrcGl/dtbzuOUqekha98Qufh9/OxuZQvUvznnrdrfv6Gd/Ju5/muBwgL0b9Kyvfpp1T5hIa1I7i0Q12KUyf5zS0QQ38dT65Ec96Fw21HUeq0aOErn3FHXC5/M2+RPvdj21FOadPKRSSWprMt4Sa9Zo7yG1r4ymcknnMZ2xwtaLT6LcrLSm3H+V0FC17nsKlBx8vusx1FqdOmha98hsPp5GDfP9HCtYu0GRNsxzmp3fv20aFgKRlNrqBWnfq24yh12rTwlU/pNvg6NoS0o2X6m5QUHbEdp1IfpuQxqOwN4kY8aTuKUmdEC1/5FHE4KBv4F/a7opi2aIXtOP+joPgoX6Zk06dLBxrHNrcdR6kzold5Uj6nU//h3JgZw9rlBQwbUEbtiFDbkf5r3Tcv8oGZTVTfabajKHXGdAtf+aTHhnTAVXSQuTO+sB3lv8pKjxKX9Sm1IkLpGNfEdhylzliVCl9ErhaRDBFxiUjS78w3REQ2iEiWiDxelTFVcOjcrA7/jvmGYRmPsH/fTttxAFg992Mas5+y3vfajqLUWanqFv5aYBSw6GQziIgTeBsYCiQC14pIYhXHVUEgdviThFFG1td/tR0F43JRd+W77HA0pfPA0bbjKHVWqlT4xphMY8yp7lzRG8gyxmwxxpQCXwIjqzKuCg4t2nYjrcGl9Mj5lt1b11vNsnbp97Sp2MyeDrfhcDqtZlHqbFXHPvymwPEXSNnpnqbUKbUc9SzlhJD35d0Yl52bnZdXuHgytQbjQ26l66V3WsmglCecsvBF5EcRWVvJw+Nb6SIyTkRSRSQ1NzcwbmytqqZRs9as6fgoe4uEyb/YuQ3il8t3kL7vKG1GPEZEZJSVDEp5wilPyzTGDK7iGLuA409YbuaeVtlYE4GJAElJSaaK46oA0eeqh7kx/zzS5m7nnA4tadGg+u4qlX9gPz1+uIJbYscxrPOwahtXKW+ojl06KUCCiMSLSBgwBphRDeOqACEOBy9f3ZWWso81H96Dq6Ki2sbO/PIp2put3DCgKyJSbeMq5Q1VPS3zChHZCfQDvheRH9zTY0VkFoAxphy4D/gByASmGGMyqhZbBZumdWvwbNd8LiucyvLJL1bLmNs3rKTnvq9IaTCc1l3OqZYxlfImMcY395wkJSWZ1NRU2zGUDzEuF2v+cQlti1ax/4YfaZ7Q1avjrX5pMPHFGZTdm0qDhnqegfIPIrLCGFPp96L0m7bKb4jDQeyN71EqoRROvpOK8nKvjZW26Hu6lqSwru3dWvYqYGjhK78SExvHpp7P0L48k58/e94rY5SUVfBIciR/iXiCHlc95pUxlLJBC1/5naThd/JV08e5d30X5mbs9eiyXRUVvDxpJlvyihg86jbCwiM8unylbNLCV35p+NjHaNO0EX+eksyOrZ47P3/5e/fz6NY7ePGCSC5oG+Ox5SrlC7TwlV+KCHXyzvXdmSAvUvHpaIqO5Fd5mclTXqHv3kmkRw9lzCUXeCClUr5FC1/5rWb1axI24FFaVmwnY+JtVbr0wqr5X5KU8QKra/Sh513vIQ79q6ECj36qlV/rMuBKkuPupFfBPJZ/9cpZLWNDegptFz3AlpDWJNw7hZDQMA+nVMo3aOErv9fnphdYVaMvPda9QtqPk8/oz27bX8hN0w4wJWQE9e6YSmRUXe+EVMoHaOErv+dwOml91xcsibiA+38q46f1Oaf153J2beXB92dRhoNz73yD6MYtvJxUKbu08FVAqFWnPj0enEK9xi2557PlpC0/6T15ADiUu4fiD4bzcvHzfDw2iTYN9SqYKvBp4auAUadGKJ/e2odnak6jw/dXkvHLrErnO1JwkJx/j6BxxV4qLnmRzs3rVXNSpezQwlcBpV7NMC669a/kOBsR/8NYVs79jF1bMiksLMQYQ0lxIdvfGkmrsiwyz/sXiedcajuyUtXmlNfDV8rfNGjUDHP79+S9N4Tuv9wLv8DY0kdZ5uzJVSFL+JtZTWrPl0gafK3tqEpVKy18FZCiY1tS8IclrE6bx9H8XAbV7EVCWW3q5OSwouE/Sbr0dtsRlap2WvgqYNWu24Cug8YA0Pu/UxNtxVHKOt2Hr5RSQUILXymlgoQWvlJKBQktfKWUChJa+EopFSS08JVSKkho4SulVJDQwldKqSAhxhjbGSolIrnA9iosIhrY76E4Nmh++/x9HTS/fTbWoaUxptIbMvts4VeViKQaY5Js5zhbmt8+f18HzW+fr62D7tJRSqkgoYWvlFJBIpALf6LtAFWk+e3z93XQ/Pb51DoE7D58pZRSvxXIW/hKKaWOE3CFLyJDRGSDiGSJyOO285wOEflQRHJEZO1x0+qLyDwR2eT+6bM3XhWR5iLyk4isE5EMEfmDe7pfrIOIRIjIchFZ7c7/rHt6vIgkuz9Lk0UkzHbW3yMiThFZKSIz3a/9Lf82EUkXkVUikuqe5hefIQARqSsiX4vIehHJFJF+vpY/oApfRJzA28BQjt3p4loR8Yc7XnwEDDlh2uPAfGNMAjDf/dpXlQMPG2MSgb7Ave7/7v6yDkeBQcaYrkA3YIiI9AVeBl43xrQBDgK32Yt4Wv4AZB732t/yAww0xnQ77lRGf/kMAYwH5hhj2gNdOfb/wrfyG2MC5gH0A3447vUTwBO2c51m9jhg7XGvNwBN3M+bABtsZzyDdZkOXOSP6wBEAmlAH459YSbEPf03ny1fewDNOFYog4CZgPhTfnfGbUD0CdP84jME1AG24j4u6qv5A2oLH2gKZB/3eqd7mj9qZIzZ436+F2hkM8zpEpE4oDuQjB+tg3t3yCogB5gHbAYOGWPK3bP4+mfpDeAxwOV+3QD/yg9ggLkiskJExrmn+ctnKB7IBf7j3q32vojUxMfyB1rhByRzbPPA50+nEpEo4BvgQWNMwfHv+fo6GGMqjDHdOLal3BtobzfR6RORy4AcY8wK21mq6FxjTA+O7ZK9V0TOP/5NH/8MhQA9gHeMMd2BQk7YfeML+QOt8HcBzY973cw9zR/tE5EmAO6fOZbz/C4RCeVY2U8yxnzrnuxX6wBgjDkE/MSxXSB1RSTE/ZYvf5b6AyNEZBvwJcd264zHf/IDYIzZ5f6ZA0zl2D+8/vIZ2gnsNMYku19/zbF/AHwqf6AVfgqQ4D47IQwYA8ywnOlszQBudj+/mWP7xX2SiAjwAZBpjHntuLf8Yh1EJEZE6rqf1+DY8YdMjhX/Ve7ZfDa/MeYJY0wzY0wcxz7zC4wx1+Mn+QFEpKaI1Pq/58DFwFr85DNkjNkLZItIO/ekC4F1+Fp+2wc7vHDwZBiwkWP7YJ+ynec0M38B7AHKOLalcBvH9sHOBzYBPwL1bef8nfzncuxX1TXAKvdjmL+sA9AFWOnOvxZ42j29FbAcyAK+AsJtZz2NdRkAzPS3/O6sq92PjP/7u+svnyF31m5AqvtzNA2o52v59Zu2SikVJAJtl45SSqmT0MJXSqkgoYWvlFJBQgtfKaWChBa+UkoFCS18pZQKElr4SikVJLTwlVIqSPw/mGJtpfADlMcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# check perfect reconstruction:\n", "res = pyr.recon_pyr('haar', 'reflect1')\n", "pt.image_compare(sig,res);\n", "\n", "plt.plot(sig.T)\n", "plt.plot(res.T, '--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want perfect reconstruction, but don't like the Haar\n", "transform, there's another option: drop the symmetry requirement.\n", "Ingrid Daubechies developed one of the earliest sets of such\n", "perfect-reconstruction wavelets. The simplest of these is of\n", "length 4:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.765Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[2.90920066e-13]]\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "daub_lo = pt.named_filter('daub2')\n", "daub_hi = pt.pyramids.WaveletPyramid._modulate_flip(daub_lo)\n", "# The daub_lo filter is constructed to be orthogonal to 2 shifted\n", "# copy of itself. For example:\n", "print (np.dot(np.concatenate((daub_lo,[[0],[0]])).T, np.concatenate(([[0],[0]],daub_lo))))\n", "\n", "M = np.concatenate((pt.corrDn(image = np.identity(32), filt = daub_lo, edge_type = 'circular', step = (2, 1), start = (1, 0)),\n", " pt.corrDn(image = np.identity(32), filt = daub_hi, edge_type = 'circular', step = (2, 1), start = (1, 0))))\n", "pt.imshow(M, 'auto', 5)\n", "pt.imshow(np.dot(M, M.T), 'auto', 5);" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.stem(M[10])" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.769Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Again, they're power complementary and sum of the power spectra is flat\n", "\n", "freq = np.pi*np.array(range(-32,32))/32\n", "flo_sp = np.fft.fftshift(np.abs(np.fft.fft(daub_lo.T,64)))[0]\n", "fhi_sp = np.fft.fftshift(np.abs(np.fft.fft(daub_hi.T,64)))[0]\n", "\n", "plt.subplot(3,1,1)\n", "plt.plot(freq, flo_sp, '--',\n", " freq, fhi_sp,'-')\n", "plt.axis([-np.pi, np.pi, 0, 1.5])\n", "plt.gca().set_title('Fourier magnitudes')\n", "plt.subplot(3,1,2)\n", "plt.plot(freq,flo_sp**2,'--')\n", "plt.plot(freq,fhi_sp**2,'-')\n", "plt.gca().set_title('squared Fourier magnitudes')\n", "plt.subplot(3,1,3)\n", "plt.plot(freq, flo_sp ** 2 + fhi_sp ** 2)\n", "plt.axis([-np.pi, np.pi, 0, 2.2])\n", "plt.gca().set_title('Sum of squared Fourier magnitudes')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make a pyramid using the same code as before (except that we can't\n", "# use reflected boundaries with asymmetric filters):\n", "pyr = pt.pyramids.WaveletPyramid(sig, filter_name=daub_lo, edge_type='circular')\n", "\n", "pt.pyrshow(pyr.pyr_coeffs, zoom=2);" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000000, Stdev (rmse): 0.000000, SNR (dB): 227.146682\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res = pyr.recon_pyr(daub_lo,'circular')\n", "pt.image_compare(sig,res);\n", "\n", "plt.plot(sig.T)\n", "plt.plot(res.T, '--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ALIASING IN WAVELET TRANSFORMS\n", "\n", "**aka. what's wrong with wavelets**\n", "\n", "All of these orthonormal pyramid/wavelet transforms have a lot\n", "of aliasing in the subbands. You can see that in the frequency\n", "response plots since the frequency response of each filter\n", "covers well more than half the frequency domain. The aliasing\n", "can have serious consequences..." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "start_time": "2017-04-05T20:10:46.784Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get one of the basis functions of the 2D Daubechies wavelet transform:\n", "filt = pt.named_filter('daub4')\n", "# filt = pt.named_filter('qmf13')\n", "pyr = pt.pyramids.WaveletPyramid(np.zeros((1,64)),3,filt,'circular')\n", "lev = 2;\n", "mid = (0, int(np.ceil(pyr.pyr_size[(lev, 0)][1]/2.0)))\n", "pyr.pyr_coeffs[(lev, 0)][mid] = 1\n", "sig = pyr.recon_pyr(filt,'circular')\n", "x = np.arange(64).reshape(64,1)\n", "plt.stem(x,sig.T)\n", "plt.axis([-2, 66, -0.65, 0.65])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Since the basis functions are orthonormal, building a pyramid using this\n", "# input will yield a single non-zero coefficient.\n", "pyr = pt.pyramids.WaveletPyramid(sig, 3, filt, 'circular')\n", "\n", "for i, (k, v) in enumerate(pyr.pyr_coeffs.items()):\n", " plt.subplot(pyr.num_scales+1, 1, i+1)\n", " x = np.array(range(pyr.pyr_size[k][1]))\n", " y = v.flatten()\n", " plt.stem(x, y)\n", " plt.axis([-1, pyr.pyr_size[k][1], -.3, 1.3])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now shift the input by one sample and re-build the pyramid.\n", "shifted_sig = np.roll(sig,1)\n", "spyr = pt.pyramids.WaveletPyramid(shifted_sig, 3, filt, 'circular')\n", "\n", "# Plot each band of the unshifted and shifted decomposition\n", "for i, (k, v) in enumerate(spyr.pyr_coeffs.items()):\n", " plt.subplot(spyr.num_scales+1, 1, i+1)\n", " x = np.array(range(spyr.pyr_size[k][1]))\n", " y = v.flatten()\n", " plt.stem(x, y)\n", " plt.axis([-1, spyr.pyr_size[k][1], -.3, 1.3])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the third band, we expected the coefficients to move around\n", "because the signal was shifted. But notice that in the original\n", "signal decomposition, the other bands were filled with zeros.\n", "After the shift, they have significant content. Although these\n", "subbands are supposed to represent information at different scales,\n", "their content also depends on the relative POSITION of the input\n", "signal.\n", "\n", "This problem is not unique to the Daubechies transform. The same\n", "is true for the QMF transform. Try it... In fact, the same kind\n", "of problem occurs for almost any orthogonal pyramid transform (the\n", "only exception is the limiting case in which the filter is a sinc\n", "function).\n", "\n", "**Orthogonal pyramid transforms are not shift-invariant.** Although\n", "orthogonality may be an important property for some applications\n", "(e.g., data compression), orthogonal pyramid transforms are\n", "generally not so good for image analysis.\n", "\n", "The overcompleteness of the Laplacian pyramid turns out to be a\n", "good thing in the end. By using an overcomplete representation\n", "(and by choosing the filters properly to avoid aliasing as much as\n", "possible), you end up with a representation that is useful for\n", "image analysis." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:pyrtools]", "language": "python", "name": "conda-env-pyrtools-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": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 4 }