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753 lines
571 KiB
Plaintext
753 lines
571 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "812a4dbc-fe04-4b84-bdf9-390045e30806",
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"metadata": {},
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"source": [
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"# Use Case\n",
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"\n",
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"Many documents contain a mixture of content types: \n",
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"\n",
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"* `Semi-structured data`: text and tables\n",
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"* `Image`: images contain valuable information \n",
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"\n",
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"Here, we show how `Unstructured` can be used to partition all 3 types from documents. \n",
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"\n",
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"We generate summaries of each content type, using an open source multi-modal model (LLaVA) for image summaries.\n",
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"\n",
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"We embed summaries and store them w/ the raw table and text chunks. \n",
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"\n",
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"For images, we embed and store the summaries only; future work could store the images for final answer generation."
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]
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},
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{
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"attachments": {
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"28d8b949-8001-4b94-be3f-a64995390935.png": {
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"image/png": 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72zvbdLuHJDUuXRJjU9xynV2dem1/bB/bL/fA0X/s8dLaw+5P7azkfP0jtv8+2DbRqh1TTUOFROhJhOTYNEmOS/XfHLcRQAABBBBAAAEEjgpkpGXKDW+7RSejb5IX1v1TmqOjpOJQoxzuapKZGmI0HnxRJ64/XeLPz5aouHgJ098RG3Vy+NNOXeYLJayt1qT8fLn55ltk9/6DUlN0QN59/bt1TpjsHr9f+qNblUilttv61+NP6fa7f1fLzsqUktIyidSQZOnSJRIXFyubN2/xX83v9rGgZpq28po6ZYq8smq17keeLhMmu3Z3t9W1OVkuv+wtsvrVNfKre34tDQ2NWqHSKa+tWetClKvfeqXUaiVLX9mIPUNZWZlW+HTIGWec5iplVtmO2/Ce3q692+6GNTGzu8KO3W3LMxBAAAEEEAgxAQKXEHvBOVwEEEAgFAW+8uCHpaWtSWbkzJe3Ln+f/GnVj6WspshRxETFyXWnfVCWTDtTnnj9AXllx+P6Scc2/VNR/4DOnC4fOO/TkhCT5GNrbK2Xv639lWw7uF66A5PuhyLCI2XlnEvkqlNu6PEHtgUtj226T9bsekZsIlMb+enT5N/P/oTc+/w3pLKuVNISM+XTV/+we0P6ry33xOb7ZfXOp9y+2AO2/VMKzpJrVvxHr2Bn3b4X5JktD0q1hi3+Y3LGdPm302+RvNRp/ndzGwEEEEAAAQQQQEAFstJz5axTL5YXXntGEpISpT68Vg42dkmTTlifW1ohMQ89IKlT5kv2guXS3Fgv4TGp2lKrQ+LjuvnsAy+19U1SXFYlB3bt1A+7RA4Ytljpx+w5s6S5pVlefOllX9gxf8E8ufatV8k2nTfl6WeedS3D8jVASYhPcJPXz9AKmtbWNonVipZIrUKxtmItLS1ubpa3v/06efnlVbJp02ZtX5bqqlH27y90FS5Lly52bcFeevkVeeDPf3FVLi4guuk/5Pxzz5G16ze4FmQ2P4wNa0u2dMliNw9L3rnnyuHDRfI3rYSZqsGOhTsW6iQnJ8n06QUSFR3t9m3u3Dm6v7nu+eK0hdmc2bMkW+eUidbHGQgggAACCISiQJj+guD7TEIoAnDMCCCAAAITR+DHT3xejlQWugP64AWfkdl5S9ztL/31Zhe4JMWnaEVKs7S1t7hApftzeOLaH0zNmiX7S3f2wrD7P3LJl939tvxdT31RDpXv9S1nwYy3Hbvz7HmXy1uXvc/3+G9e/LbsOPy672tv+YS4ZOnQntpWKRMYuPzqua/JnuI3fev438hMyZPbL/u6REV0/xG79eBr8seXf+RbxI6xqaXRF9Rkp+TLxy77mm9534LcQAABBBBAAAEEQljAToXY/Ca79m2Th594QHLzsmXfoe0yJWeOJMQlScPBfVK1dZXMfstZcvbFH5Ty4hYpqW7V9lsxMm96rmSkJklhUbmbZ2X1iy9o2BIlF156yYBzttjJl71797rKEr/yEG3XlSwzNUQpLi6RXXv2yKS8PInVKpf6+nrJzsqWmtpa90GfyVpNE65VMIcOHdLqk07JycmWxx5/Unbu3K3bSJCEhAS5/4G/SpwmQg8/+ID7EFBnZ6eUl1fIth07xFqKTZ82zQUo1nKsrFxbqOljNn9LakqKVGvlzaHDR1yQYy3NiktKZMeOXTK9YJoLUKqqqmTatKmuhVmzzh2TlZXltmFB0KRJ+a6l2WFdPzomWnJzcsSqbBgIIIAAAgiEmgAVLqH2inO8CCCAQAgL1DXWSG7aFHnPmbdJanyG3LfqR7LzyBb3B6yFLafPukjesuRdsr9suzyw+mcumDlQtlvK64okMylPCst2yuHyfU6wIHuuvGvlR7XtWLy8XrhaHlp7r7t/2+H1vsBlZ9FmX9hi7cmuP+tjWmWzUA6U75L7V/9EGtpqe70amwpX+cKWSRkFcuXS90pqYpZWsPxVNux7Wcq1Mue13U/LOXOvdOuu2fucu46MiJI73/odSYvPdG3RHn/9T7Jq+xOuldmOIxtl0ZQzej0XdyCAAAIIIIAAAqEoYGFLuYYNa9eucYefKNlSdahVOquTJCotWc5aeZGkXpgim3ecrr//bZBdB9fq73BnS2npflmzZaOkxJ+lYU2LrNZWXrVVZVIwKU9WnrVywLDFnsjad82cMcM9Z1//WPBhl8DhtR7z7i/Q0MSGhSlxcXFSWFioLclKXeCxYP5cufaaq30V1zb3i1Wc2CVwZOlcMXbxhlXI2MUb+Rr82MUbVnVjIzEx0btLl+9ulWt3xGqFy8yZ/R+fbyVuIIAAAgggMIEFCFwm8IvLoSGAAAII9Ba47tSbJCdlintgWcF5LnCxL1IS0rVd1we0dVeELJx8mkzNfNIXfNQ317rApSBrrnzpnb/qnotFA5vkuO72C8sKzpbHNv5RWvUP78bmet+Tbj6w2nf7okVv81XcTM+eJ1ec8u/ywKqf+h73bqze9aR3Uy5e+G/6x/0C9/XV2krMgh1rN2Ztz7zApa291T1ubdCe3fp3WTr1TJmWNUeuWPrvcunid0hM5NGeF76tcgMBBBBAAAEEEEDAwoH8/EliE89nZ+dIbU2Nmzw+OSlJEjRQSE1Jl5XLLpeZVUukK6xZK1oyZe7sSFfpUV9TIUWH9snknFSJzM+Q5StWuOqSE61qYcrlb7lEZkwvkAMHD7qnnz1rlqtIOdH7wvMhgAACCCCAQLcAgQvvBAQQQACBkBLIT5/uO94Yv0nu89OmubDFezAu+tgn9yzM8Ea0rjNZt7Ffq10sHDlYsVs/+bjL18KrXSdU9UZFfYl3U6Znz/fdthuztNKlr1Fe2z23jD1WVH1AyuqKfYslxadKdX2F1DRUuiqWSJ3XZf6kFdoKbYdbZt2e58UuNt/L9Jy5Mj9/uayYcT6hi0+QGwgggAACCCCAgFaa6FwqSRqsnHLKKY7DKl68busWYngjOkpbZWUf+90xLy/OtdGy1lpNTU1uDpN4nWfFfx1v3RN1bXO6LJg/z11O1HPyPAgggAACCCDQvwCBS/82PIIAAgggMMEEwsPCxUIKb9jX3rAgxX/YH+J9jTV7npN/bbzPzb3iPZ6elKUhSJVWn7TrH/DHtlnfXOMtIrFRPStNYrUVWeBo69AKmZZjFTJPbf5r4CLua5szprapStITsuTceVdKfXO1rN75lC/0sf3YXfSGuzz75sPy/nPu1Iqd2X1uizsRQAABBBBAAIFQF7Df+/r73S/QxgIOm7uEgQACCCCAAAII9CVw7KxTX49yHwIIIIAAAhNIwD8MCTws//Al8DHv622HN8jf1/zKfWkT3V+kLb9m5S5y88H8798+7MIS/+1Yy7Hy2u4KleqGCslIPNaTu6qhzNus7zoqIkaiImPc3DH2R/87Vt4qUX4BkW9BvRGvc8LY0NMDcuUp75ULFrxNth5cI3tL35A9JW9KfVN32NPQVCt/X3eP3HH5N93y/IMAAggggAACCCCAAAIIIIAAAgggMDoCBC6j48pWEUAAAQQmoMCbh9f6jupKnYPFm4i+raNVmlsb3WNdXZ2+ZXJSp8jekm3u63U6uf1MvzZiq3Y+4VvO/0ZWcq4cqSx0bS2iI6J8z9HZ1aEtzJ6SrKQ8NwdNbFS82PMWamuz8roiaWlvlvPnXy2nz7zQbW6vhi73Pv9NN+dLafVhrYnpcuGM/3NxGwEEEEAAAQQQQAABBBBAAAEEEEBg5AQIXEbOki0hgAACCExwgTa/uVz2lG6TBZNP1dZizfLYxt9L59GgxSaxt9tW6XLm7Evl1R1PubBj036d8F7vn6FzuezVdbcUvtan1ukzL5KHKn/tHnvmjb+7+VcKsufKc9oa7LmtD7v7F0xZIe/TNmE27nvlR9LU2uBu25w0NmdLRHiEzvHSJp2d3eFPVkoeYYsT4h8EEEAAAQQQQAABBBBAAAEEEEBg9AQIXEbPli0jgAACCEwwgUWTT5PXNTix8arOmbK5cLW0tDW5KpJIrUZp10DGKknqdE6VlLh0rUbJl8uXXe/mfLF1LGTxgpbF087w3bbHvGGByeYDr7rKmOKqg1ql8i0X3niBTkpCurzj9A+7xaMiouWty98nf331F+55H173G/nnxj+6eWTa2lvcMtZy7LIl7/Y2zzUCCCCAAAIIIIAAAggggAACCCCAwCgJHJvZd5SegM0igAACCCAwUQSshdjlp7xHLOiwYRPcx8bEyzt1rpVLl7zTd5hv6Fwq3jhv3lXynrNuk1l5C8XagE3KmO628fbTb/EWEQtrvBEZHiU3Xfg5OWfe5RIfk+ju9sKWKZkz5YZz75S4o/O32IPLp58r7zvvTt1ugVvWQh8vbMlNmyLvP/9TMn/SCvcY/yCAAAIIIIAAAggggAACCCCAAAIIjJ5AWJeO0ds8W0YAAQQQQGDiCdjcKTZvSnRknGQkZvd7gFUN5draq1VS4zN9IY23cHVjhXzr4dvdlxakfPTSr3gP9biubaqSmqZKSdNtJMam9Hgs8IvG1nqpbix3d6cnZLuAJ3AZvkYAAQQQQAABBBBAAAEEEEAAAQQQGB0BWoqNjitbRQABBBCYwAJW4ZKXOm3QI9xxZKNYmy8b1grs9su/IfHRiUfndHnZ3W//5KZO9d0OvJEclyZ2GcqwbduFgQACCCCAAAIIIIAAAggggAACCCBw4gUIXE68Oc+IAAIIIBAiArPzlrjKFquIqWmolK///TaxCeyr6sqkpb3ZKdgE99Z2jIEAAggggAACCCCAAAIIIIAAAgggML4FaCk2vl8/9h4BBBBAYIwLbDu8Xh7Z8Fuprq/otafJ8Wly1bL3ypKpZ/Z6jDsQQAABBBBAAAEEEEAAAQQQQAABBMaXAIHL+Hq92FsEEEAAgXEoYJPeF5bt0PlVKqS+uUYSdC6W9IQsmZQ+vdfcLuPw8NhlBBBAAAEEEEAAAQQQQAABBBBAAAEVIHDhbYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIBCkQHuT6rI4AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIhLwAgUvIvwUAQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgWAFCFyCFWR9BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCHkBApeQfwsAgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAsEKELgEK8j6CCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEPICBC4h/xYAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBIIVIHAJVpD1EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIOQFCFxC/i0AAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCAQrQOASrCDrI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAQMgLELiE/FsAAAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhWgMAlWEHWRwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZAXIHAJ+bcAAAgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBCsAIFLsIKsjwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAiEvQOAS8m8BABBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBYAQKXYAVZHwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBEJegMAl5N8CACCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggECwAgQuwQqyPgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCIS8AIFLyL8FAEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFgBQhcghVkfQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAh5gciQFwAAAQRCWqCxtV06OztD2oCDRwCB8ScQHRkhdmEggAACCCCAAAIIIIAAAggggMDYEaDCZey8FuwJAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIjFMBApdx+sKx2wgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIDB2BGgpNnZeC/YEAQQQGFMC1mqtta1d6hubpLW1TVpaW8fU/rEzCEw0gYjwcImOipS4uFiJj4uTyIhwCQsLm2iHyfEggAACCCCAAAIIIIAAAgggMGEFwrp0TNij48AQQACBQQSYw6VvoBYNWGrr6qSpuVXiYqMlKipawvXkrwgnf/sW414ERkCgq1Pa2zukuaVFOjo6JTkpQZISEiQ8vPf3HXO4jIA3m0AAAQQQQAABBBBAAAEEEEBghAWocBlhUDaHAAIIjHeBNq1qqaisljDNV3KzM/VT9hF9nvAd78fJ/iMwVgU6Ojpc2FlZXSudnV2SlpI0VneV/UIAAQQQQAABBBBAAAEEEEAAAT8BAhc/DG4igAACCIhU1dRq2BImWelpEhkZAQkCCJxggQgNORMT4lxBWbmGnzHR0dpiLOYE7wVPhwACCCCAAAIIIIAAAggggAACwxWw/jAMBBBAAAEEnEBjU7M0NrdIanIyYQvvCQROskCCzuViwUtZZZV06JxKDAQQQAABBBBAAAEEEEAAAQQQGNsCBC5j+/Vh7xBAAIETKmDVLbEx0RKr87YwEEDg5AqEhYVJSmKim9elScNQBgIIIIAAAggggAACCCCAAAIIjG0BApex/fqwdwgggMAJE7BJutt0wu6E+DjpPUX3CdsNnggBBPwEoqIitaVYlDS3tvrdy00EEBivAu95z3tk8eLF/V5OPfXUoA9t7969vu2XlpYGvb2+NvD666/7nqO5mUC4L6NQvu/rX/+67/1h7/eysrIeHFdffbXv8WuvvbbHY0P54p3vfKdb/7e//W2PxXfv3i3bt2/33fetb33LLfexj33Md1/gjS996UtumZUrV+oHHNoDH5b777/fPb5kyRIZ6e+nwP3t9eQjcMdLL73k9t//544dyxlnnCFvfetb5Sc/+Yl0dXUd1zM988wz0tTUNOi6zz77rM940IVZAAEEEEAAgQkgwBwuE+BF5BAQQACBkRDotJZF+vdWlM4fwUAAgbEjEBMd6apcxs4esScIIHC8AnaCdevWrf2uHhMT/HxNLS0tvufo6wRyv08+jAcaGxt9z+F+fxjGuiw68QWOHDnie3/Y0dqJeQsbbZSUlMijjz7qbts/x/Me3bVrl9t+eXm5bzuf//zn5bvf/a488MADMm/ePHd/UVGRW66goMC3XOANC1q+/OUvu7uffvppufzyy3ss8pvf/MZt48wzz5Ts7OwejwXzRV/7G8z2+lu3rq6ux2sRuNw///lPWb16tfzxj38MfKjfr6uqquSmm26Sv//972K34+J03rkBRm1trduHRK3aZSCAAAIIIBAKAgQuofAqc4wIIIDAEAS6LG3RERZOfcsQuFgEgRMmEKEhaEdn70/dnrAd4IkQQGDEBd71rnfJf//3f/farrUSZCAwUQTc/786OsSCDC9wsfDFhvfYSB3rD3/4Q2kNqAb9yEc+IldddZVkZWX1+zSXXHKJC1KsesWqWfwDl8rKSrHqDBvvfe97+93G8TzQ1/4ez3aGs44di1lYSNrQ0CDf+MY35B//+Ifcd9998u1vf1smTZo0pM1ZcGxhy1DH2WefLU8++aR7zYe6DsshgAACCCAwngUIXMbzq8e+I4AAAqMgwKmeUUBlkwgggAACCPgJZGRkyKJFi/zu6X3zzjvvdCdGv/jFL7oTonayNDc3V+wksrUH+tWvfiWPP/64O4F6ww03iJ3UDBz19fXu0/tr164V+5T/bbfdJvPnz++xmJ04feSRR6SiokKs1ZAtk5eX12OZV199Ve69915XnXDeeefJaaed1uNxvkCgL4Fly5bJunXrXODiPe4FLt5j3v12/dWvflWsasUCybPOOss9tGnTJrEqk/j4eLFWZX2NT3ziE76w5Z577pEtW7a4QPPNN9+UF154QRYuXCinnHJKX6tKZGSkC4N+9KMfyUMPPSRWIeZVmj388MPS1tYmUVFR8u53v9utb8GMhSXWVs++Hy+77DKxFmeBw8Kbp556yn1f2feMBTkLFixwi/W3v/ZghwZUFoK8+OKLsnPnTletY9/f/vtvrdQ2btwob3vb22Tz5s3y3HPPufZgVnUy0LDvfdtnb3zzm990z2Vfb9iwwRe4DHSMFrZYJZE3PvvZz8oFF1zgDL/whS+I/cyxnyHWqsxayX3oQx8S+3lnlTTmetFFF3mrumOwnyt79uyROXPmuFDL+9li9nZc9rPoM5/5jG+dgwcP+p7/f/7nfyQtLc29RnfddZe8/PLLLtSxdmkf/ehHfa/jK6+8In/5y1/cz9wpU6bIL37xC/eesP31XmvfE3ADAQQQQACBERAI036dx9ewcwSenE0ggAACJ1ugsbXdncw4kfvRoZ8qa2lp1ee1H7+j9CNYPyEbrXM/ROsfiEMdrfoH5ZHicsnPyZDo6OihrsZyCCAwygKV1TXS2tYuuVkZvmeKjowQuzAQQGB8CdgcLevXr5e3v/3t8rnPfa7XztvJUO9T5naS19otWcsjCzy8kZmZKeecc447OezdZyejV61aJUuXLpVt27b5TuxOnTpVDhw44C3mTlrbJ829cMZO/NrJY/9h27cTxd4J3gcffNCdTPVv/eS/XfukvD0/AwFPwOZM+elPfyoWFFh1S3FxsVgbsFmzZrngr7CwUP7zP/9TvvOd77hAwd6zNuxxO/n+85//XD784Q+7+/785z+7sCM9Pd2FF3anvTct8LD1P/WpT0lgZdiMGTPcdrz3t81VYiFGf2PNmjVuThN73EIXb16ZK6+8Uv71r3+5MMPW37Fjh5x//vkuePTf1s033yy//OUvfXdZNY+1NvMf4eHh7nvUwoD+9tcqTz7wgQ/I73//e/9VXeDz/e9/3wUZ9oCFP+ZiAakFLjZuvfVW+dnPfuZu+//z2GOPuSofu89arPkHLhYy3XHHHRIbG+uOKTk5edBjtADLAhb/8cEPflAs6MrJyXHz3PjvlwVPFmpcd911Yi3FrMWZDdv/973vfb6gzO6z8MsczcBCEvs5Z1b79+8X+5lj4ytf+YpY0GLvAQudLCCz1+S1115zj3v/2OM2f409p7lYADN79mw5dOiQm3fG2s557ztvHa4RQAABBBAYKQEqXEZKku0ggAACgwh0ar59qKhENr25S+rqG0Z1Tgb74yQ+LlamT8mXhXNmSGwMAcogLw8PI4AAAgggcMIELMSwS+CwECbwU/zV1dWyd+9ed2LSTiJaBYBVCVgIYydIL730Ujl8+LD7BLkFLv7D2gf97W9/c58AtxOOdoLyk5/8pNgJZpu3wQtb7ASvtVayT5L/7ne/k09/+tOuBZB9ut+Wt7DFTmrap8htfg6rsmEgMBQBe99Y+GDBiw0LW+zEvFftMZRtDLaMVYPY94GdfP/a177mbg+2jv/jp59+ujsZb6GQ7asFLvZ95+2z107Mwgmbg8aqNO6++24XBFiQYNVmN954o6vKse9r24a1TLPvF6ts+d///V+3jFWg2Pdgf/trFT72vZiUlCT/9V//JRdeeKH7HrWWX/Z9eO6557qQxdt3C1ssuJo5c6YLZr37+7u27VmQa9/XNTU1LoCxZW2/7GeJjcGO0X4GWYWIF4hZ5YoFGf7DKnNsGauUueaaa+SJJ57wf1hsThcL5awFnD2fzWfzpz/9SSwgs+OxQNpCYasCtDmvzMQ8bNjPJxu33HKLu7YgysIWC6ot3LHA2F4vq9ixQMm27Q17fS1Es0AsISHBu5trBBBAAAEERlyAwGXESdkgAggg0FvAignf2LlHnnzxNamqre+9wCjd8+bu/XK4pEwuO2+lxEQPvdpllHaHzSKAAAIIIICACtjk29OmTetlMXny5F732YnJ6dOnu/vtk/vWJslaLtkn5W1YCx4LXPwrWdwD+o+tu2LFCvelncy1+SysvZi1/bFP8tuwx735NSzwsROaXiskO7lsLXxsWBhjJ8ntYm2E7FP9DAQGE7CT/F7g4lV2WAjj3R5s/aE8bkGEBRw27P3ptaUKXNeCS6tY8R/vf//7XcBhJ+m/9KUvufZ6jY2N4rUTs/DDAhi7z6rDbNx+++3u+9e+h6+++mrX8s8CA2uDZu35bCxfvty107Lb//d//+e+x6zywwKP/vbXmxfFvr+9NlrWPsyqVCwA+sMf/uDmWrFt2rAWYbbtoY7t27f3WNSCI5u7xfsZMZRj/PGPfyzWDs4bdsypqanel+7aKlSslVh/w6pXrN2YWViQYm3BLBC2iiWrQDFnC10s1Pn4xz/ufibZclaxYhVQVlHnhWCemVX9WDWgDVvPLvaa+Acu9pi1MLPAj4EAAggggMBoChC4jKYu20YAAQSOClTX1ctTL63pM2wJ10nqly+cI4eLy+Ut55wqL6/bIjVaATOrYJLs3n9EVi5bIM+/ulGuPP8M+cezq2TF4rmSmpwkz65aJzdce5k8ovctmj1Nnl61oZe3tQlbu3mba0V0+tLuvtG9FuIOBBBAAAEEEDihAnYy0T79PpSRn5/vW8ybb8A/mImLi3OP26fWA4c3D4bdb2GNNyycsbkYbFiLMzvxGTgsxLFqFm9Yex9v+G/Lu49rBPoS8NpP2RxEXjdz776+lrf7vOXsts1pMlLD5oOxENJ/WMWDhSpe4GIt8qxqw+b8sGEVLPY9ZvPCePtlc6cEDvt+seF9X5155pm+RSyQuPjii31f93WjubnZtUmzx6644grfItZmy6rP/vrXv/ZqgWVz0wxnvPHGG87z//2//+eqTuyYrNrEGxZmDOUYveX7ux5sfirPyH5mWfgcODxLa0lnwZNVzFgVi4VPNixcSUlJcbe9bX3ve98Tu/gPbzvefVb9QtjiaXCNAAIIIDCaAgQuo6nLthFAAIGjAmtef0Mqa7p7FveFYvOt5GSmuU/72Sf+ErQdWFK8nUDpkgb9RN3pS+fJgeJSiYuNkRmT86Sytk6SkxJcMLNi0Wwtye99ksV7HvvDycKZFYvm6af/wr27+70epVll+n0+HkAAAQQQQACB/gW8QMV/iaHOmWItdGwyahv+8xVYqzGb28CGtSG788473W3/f+xEqLVo8obNo7B48WL3pZ24ZSAwFIG5c+e6ic9t/hCv+sOqXvznJQrcjn94aAHISA0LVmx//IcXNtr8MVY1Zif2rR2WVVPYsJP+NrzvF7ttc4gEho7eiXybIN6G/37b3CzWSswqUvr73rV5VKwtllV42Fwx/sP72n/+FXt8uG2xbB4c24a1GbSqFqt4seodC12tLdhQj9F/3/q6Pdh+ec9jx2zzq9j8Nv7Da41oQZWFK7/+9a9ddY/XhtG/esa2VVlZ6Zaz8GygMdh+DbQujyGAAAIIIDAcgZ7/ZxvOmiyLAAIIIDBkgQ1bd/a7rOYhsvdAkWzfc0A2vLFDisoqNFiJlkPFZRq2NMnWnft03pfdWu1yWOwPtme12uX1bfYJNJGNb+gnvjZtkz0Hjn0Cta8nqtftHNG2IJFaTdPvJUz/lxAmEqF/9PS7zEDrT8DHIvSYzGMk21709fpwHwIIIIAAAqMh4LUNs217J7stSLHAxeZisGGfareKG2utZCedn3vuOdfuxz4NbmFNdHS0W85rxWQnw/236x7kHwQGEPAqWmwuIDvhbxOW9zW8ai6vasGWsfZ2QxneSXv/sCZwPZvnxUIG/4t/tZgXrtgcSTa/SF5enpuvxbYzZcoU8cIUey77frGLBSk2z4hXceGFBVYlU1xc7HbB2pOdeuqpLlCpqqpy9/W1v15VjLVgsxDBhrXfskoUG+edd5679v7xwiLv66FeW+hjrQOtDZtNYm+T3tsHtIZ6jN6+2/OZU+AYbL+8nz1W1WPBlTlaazab62Xfvn0+Z9uuN1eMhWDWVs1CX691mD3ubcvmi/FeE9uuBWcW6PiPwfbLf1luI4AAAgggEIwAgUsweqyLAAIIDFHAghP/YSfwI7XaxKs4Ka+qkTb9I3TLjn3SotUquzRc2aYBTFt7h1RU17rqmCqtkKnT7VgQc6ioVMoqq2Xn/kPu8QNHSn3VMeG67b4Cgs6OTonVeVz6u0RHR1reIrFabdPfMqF2f5x6xalLvF5HDaE6yP815jYCCCCAAAL9CXif6rYTl4EXO4E7EsNOptpJVZsvw+Zc+M1vfuM2681pYBNl26fybT4X+9T/Rz7yEXnnO9/plrOTl9bKyE4i2xwKNmx+FzspaiHMqlWr3H38g8BQBLzAxZb1vx24rnfy3L4/7OS5VcJYcDGUYSGiDWtBZcHK8QyrprD3vTdsbiNvbhi7/9Of/rR76Mtf/rKrDLHqkB/84Adyzz33iBfc2OT2FsxY2FJQUOCO9/rrr3fr2feezVdio6/9tcct6Ny8ebMLPyyA8Vr52bwvXiDkNqD/9PX7vvfYYNc2z403T8zLL78sv/zlL92xD+UYvX2357D2ZzbRvf8YbL/s55HXNs2qUizwsbZp9913n5u/xb+Sx6qOLMTygrRbbrnF/6ncMdhrY0GxVe3Y3FJ33HGHa9noVdJ4Kwy2X95yXCOAAAIIIBCsAIFLsIKsjwACCAxBIDkxvsdSqUmJMqdgimSlp4ndPm3JXMlMT3Etw+x2Rmqyu7180RxZMHOaWIhyyoJZsmTuTInRk/8p2k5s+cLZEhsTLQX5uTJrWr6k6HPk52TIvBlTJTOtu6+x/5Mm6qfZGMcnoPwSo0FUdGT3hKzHtxXWQgABBBBA4JiAfaK8r8uxJYK7Ze1zHn/8cTenhM1dYZUqX/jCF3wBSnJysqxZs8ZN4G0nh3/+85+7J7RPlH/1q1/1PfnXvvY1ufXWW93J3UcffdTN9+JVu/gW4gYCAwj4hyz+twNXsfedBYRWCWMTxNtJdm8ulcBlA7+2k/4WXlqFhL2vrSp8uMOChLe85S2+1QIDDgsjvv/977vQxCrGbDJ7C0Luv/9+X+BibbteeOEF157MWvLZbavisHUtCPBGX/trgdPzzz/vKlls/63tmlVpWBhqzzXSgYG1RvPmW7HwpUSr4YdyjFOnThULo2xs2LDBVQx5xzXUa2sPduONN7qfgdYyzNofWoBloYt/6GXb86pcrL1i4Gti81Q9+eSTMnPmTLcvFn7ZbQvCBmsxNtR9ZTkEEEAAAQSGKxCmv+TTrn+4aiyPAAITRqCxtf24/iAbLsBTL6+RF1479onVKblZsnT+LNm4bZeEdYXJuactkSde6v7j8MoLVso/n3tVZ2/pkqXzZuqJjUhd93W55uKzpb2zQ55bvVHmTJ+sj83S5VbL6acskGd0jpYOrWCZP3OqzJ0+1bUds6oZbyQlxMn/fPxGrarpPzBo1soaa002c0qeC3K8dbnuKdCqVUd2Ga1R19AoO/bsl6bm3i0aRus5/bebEB8rc2ZMk0Q3h5D/I9w+WQKV1TXS2qZtWLK6+8Lbflj4RwB4sl4RnheB8SdgJ6GtXVNMTEyfO28teGyOjenTp/f5uN1pc1JUVFSInWxlIDCaAuXl5S48sfBiOMMmgLd17X080uFE4H7YXCsWWtqlv2H7Yxev+iVwuYH211p1HTx40FXJeFU2geuP9teDHaP9zLBhrdeOd1iwZPNDWTuzYFt+Wbs2+1kWzP4c73GwHgIIIIAAAv4Cx+pl/e/lNgIIIIDAiAqsXLZQ1m5+UxqbuieftZOnNg/L4eJyPYma7ipYCiblauBxWNt6hcmMqfmyu/CgzJw6SfYfKnLhS7ue5I/W6hbLyRP0E16PvfCahOkcI1t37JV/u/Q8WbN5mzS1tLk2YzkZaa7VmC1rf3BesHJ5n2GL93h/BzvY4/2tN5Hvt1ZwrfrJSzfhzQgfaFVtnfzyTw9JbX3jCG95eJublJMl119zqaQmJw1vRZZGAAEEEBiTAgMFKbbD9in6wZaxihkmnR6TL++E2ylrq3U8Y7AA5Hi22d86/YUo/ssPtj8DPW4VaVapcTLHYMc4EsGGVSVZBdBIDK9d20hsi20ggAACCCAQjAAVLsHosS4CCIx7gRNV4dKpwceWHXvk2VfWuiDkRMFZyzFrPfbWC8+W+Nien2q1T5Qd0PlgorTvcU5GqrRrhYxX4WJVNeVVtVJdq33dtZqGcUzAykItMGtTr5EeP/7tX6SkvHuS1Gn52le/sVmq9JORiRqwtXd0aIuFCG0dlyDFuoy1jYsIj5BDJWVuNxLjYiUjLdmtY0FZTX2DxOnr39jcIpmpKe59Z+3oknX9Up3/Jz0lSZq11YXNGRShf+xmpqXqc9VJQ1Oz296i2TPk3VdfMuqfEB1pw4m4PSpcJuKryjEhgAACCCCAAAIIIIAAAghMRAEqXCbiq8oxIYDAmBOwOVgWz5khacmJLtTYU3hIT3T3bhkVYZOFjMCwqpZ8bVu2aFaBVstM6hW22FPYJ8rsRPyBojLXVi3taDWDBTFllTUattTJpJzj+4ThCBzCmN2EvULBtqmw9fuaRK20osp33G855zR5ef0W9zrMKpgk5ZW13a3kdB6fex/8l87pM1vvq3aBS7hWOkVoGLNE28xtfHOXzNQ5fdZv2SkFk3Jkt1ZNLdHWdFt37hNrLXemVlv95V/Py7Xaom73wcOyZfseSUpMlJzMVImLi5Fd+w+5fdi6a6+8Q0OemKgo3z5xY+gCFsxZ8EXf1qGbsSQCCCCAAAIIIIAAAggggAAC412AwGW8v4LsPwIIjBsBCzim6gT3k3Nz5OwVi93J2MCdT9CKhBEZmgpEavWDVUQMNBJ1vo7Z0/JkV+ERV7VhlTjl1bXSoJUV0/RkfWBVzEDbOtmPdXR2uXls7CR3RIQGGuptQddYGhaoxWj1kAts+tg1u9/234YFcsVlFdKhAVhUVIQLxVKSEiVdK1ssYLE5erbtKXTz7Zx/2lJZ/8ZO14qsTEMYq46Ji42WpKQES4dk8869ct0l58iLazbr/VrppPdV1tRp4Jbs9iVK26RVaEXTu664QL7xi/t8ZAm6jcCJS30PcmNgAX0ZLW6x+X6seoyBAAIIIIAAAggggAACCCCAAAITX4DAZeK/xhwhAgiMMQE7WR4d3rtqwM6/WwuwEz2spZhVQnRXunS5llSTczLGRdhi0USHnsxu0RZfFhZ5lSdt7vy2tuBSazu+CL0+2cNCjWjdF806+h1zCibLjn0HXeiybssObfFV75Y9pHP91DU0ygtrNmn1UbVrExatwY0Fd0++vE6eeHmtW27/4SL16JBXtDLmUq2QOaTVSy06r0+dNMofHn7Szf2zdvMOadc5aLbu2udCHGs51t7eKSsWzZY/PvK02469R89escjZ9buzPDCwgL7ONh9TrL5O7eH6HlXzo1nawOvxKAIIIIAAAggggAACCCCAAAIIjFsB5nAZty8dO44AAiMhcKLmcBnKvtp5eKsoOFnD5gsp0ZZWWVpBkZwYf7J2Y1jPa0GLVQ8M1LbJAo4YrfSJjBi42mc4T2xVC3YZ6rDKllidP2WgsMW21ajzpzz0zEuyfc8BV9ky1O2P5HJR6rRgznS54twztAXZ+HgfjOTxj9a27P3SppeB3qv9PTdzuPQnw/0IIIAAAggggAACCCCAAAIIjC0BApex9XqwNwggcIIFQj1wsfZVVhnSqe247NrCi0itxLBKEasKseux1pbLe4vYJPLNre2uPZZ3X3/XdgzWymukKl2GFbioqwVpXvVNf/vo3d+srcSspZvXWsy7/0Rd234mxsdJjAZEjJETsNezWQNCa3033EHgMlwxlkcAAQQQQAABBBBAAAEEEEDg5AjQUuzkuPOsCCCAwEkTsGDF5gWx0MCCFhv+YUDb0fkmvBP+Vp1hc8F4QcwAHbFO2DHpIUiThi3efje1tEp7W5s7Ljs2a7cVFhbu2qLZXC7eMUfovDYnfKift59Dee7Y6Githjl5lU5D2UeWGb6AvQcs+Du+GpfhPx9rIIAAAggggAACCCCAAAIIIIDAiRcIP/FPyTMigAACCJwMAftkvbXgatI5PawyxEILOwncXxjgPWbToVg406jrtVoLLw00TuTo7OP52js7fPttodGOvYVie5WalCQZKSkSFxMrNXX1epxtvl09WROX2zwyDARMoL/vNXQQQAABBBBAAAEEEEAAAQQQQGBiCBC4TIzXkaNAAAEEBhRoabP2W21i1StW03K8J35t/RYNayy48SpgBnziIB9s16DnQHGZTgTfM+Tp+XWXtguLlpTEBD0w0WqWTtlz8LCkJCVqC7Fj/5uzKpfuep4gd2qYqx+v9TCfhsXHgYDGm+NgL9lFBBBAAAEEEEAAAQQQQAABBBA4XoFjZ6KOdwushwACCCAwZgXcvBEuaBm5RkYWWljw0nQCQhdrZRYTFSVHyip6TCLvH5xYy7Cq2lqdkLxd6hubZMvOPTK3YIrebtRwqNX32nCq20fBDQQQQAABBBBAAAEEEEAAAQQQQACBURBgDpdRQGWTCCCAwFgQsIqO7hZg/vHEyO2ZtfKy1mQ2GX340bZZbTqRfV8twIJ51tTkRCmpqJLi8irJy0zT5wo/WqFz7LjmTJ8qDU3N0qiX+TMLtMpFJCoyUid+PzYXyrGlg9kb1kUAAQQQQAABBBBAAAEEEEAAAQQQQKBvAQKXvl24FwEEEBjXAha2WNsvm7dlNEeHPk+zTlYfGx2lzZLCpKK6TlpaWkb8Kdu1eqW2vkmSE+IlKSFOIiPCxX9OlozUZA1kKiUrPdUFLQ1a6WLBTIzulzciNBQab1UuFmq5EEudaU3mvZIn79pyxcjwCF/AePL2hGdGAAEEEEAAAQQQQAABBBBAAIGxKEDgMhZfFfYJAQQQCELAIharbBntsMXbRct0rNIlLjpScjNSvbtH7NoqZo6UVbpqFQtbbET6zc1iX1sYkZ6SLJXVNRIREamPvMAAAEAASURBVCHllTUyd8ZUe8g3IvX+8TRsrpxWrRg6FrSMbng2nmxO5r62Sqd7/1lll77tGAgggAACCCCAAAIIIIAAAggggIBPgMDFR8ENBBBAYGIItOtJ+vZRrmwJlHLty9o7tb3YyIYaNgdNqYYndp2Xld7jaeNjoqSppU28GMKqWbLS06RD55fJTOsZ/Fh1i13Gw+ied0cDM6paxuzL1a4hoE4a5N7vxwKxMbu77BgCCCCAAAIIIIAAAggggAACCJwggfAT9Dw8DQIIIIDACRCwk/Wt7R0n4Jl6P0VHZ8eIV9VYkGPHlKtztwRWqIRreUG0Bjz+OYq1EYvSygP/EakLROt8Lrb8eBhtGhhZ2MIY2wIWupys77WxLcPeIYAAAggggAACCCCAAAIIIBC6Aj3PSoWuA0eOAAIITAgBOwF8ss7VW1GNzTcSET5y/2uJ0ADFwpb+qgiitE2YLWPz1dh8J/4xhcUrFshYUDM+ohZx4ZL/3DQT4k05gQ/CQpco/YYbL2HeBH4pODQEEEAAAQQQQAABBBBAAAEExoTAyJ0VGxOHw04ggAACoStglSBWHXG8w9a3i4Ub/QUcg23bwoKuyJGd4H2wfbGT3XHaTsyGhS5WFWPtwwZbb7BjORmPW2Bkc9bozo/o09t229pEJ3vX+W9GtuvbiO7naGzMviU0BxQrfBphVhdu2nsuPGJkX6/RcGCbCCCAAAIIIIAAAggggAACCCAw+gIELqNvzDMggAACJ0TAwhYvMBnuE9Y3NsmBohI9Kd/uWnJNzs2W5IT44W7GLW9VNjah+MkY4Rq0hI+bepYTI2T5TW2DXurC9LUNk7SUTomNPjHPbc/iBXl2O5gwz9YfztDcTZpbRerqw6RFrxPiuyQ1ScMR/x50w9lgP8va8TEQQAABBBBAAAEEEEAAAQQQQAABEzg5Z8SwRwABBBAYUQGvMsK/qqNDz7RX1dTqCedGF6JkpadKTHTvM+1WUbFtz36ZPW2ynowO13lYOuVwSamE5+ZIYnxcj/2052nXUMbma9EaErddW8d/dFhvMcZxC5jeSNVLWGVHVW2YNDSFuWoMCx7KKjV00eDBAgj/98tx73DAihZAtGo5TUNTszQ0NLnAxS1ilVPa9C0sLFziNPFJSkzQqpPIUduH+sYwqdGQqb2jW7OuQYOXli7JSu+UyMiRErYjG8ltBWDyJQIIIIAAAggggAACCCCAAAIIjCsBApdx9XKxswgggEDfAnaS2z/naNYz6yXllTI1P0cy01LdSjV19WKVLOkpyT1OcpdUVEl+dqakJif5Nt6oJ8tdayvfPd3tuiqrq11fpvTUFGk9+hwpul58bIxvSbcv1mYpiEqCe+67X1YsWSwFU6doZUa9rN+8VS48e6We2g7T4+x0wVF8XJys37RZ9hQekAvOPlNPokdKbEyMPhYl7VplYyf9LRiyk/qNTU0aMMTLqrXrZerkSVKux7xo3hyJ1f1evXaDTMnPk+SUJAlTx4z0dN+xjOcbre1dUlYRLm3tPQOBDg0gyqs1fGjr1NdctP1a8Edpr7mZN+j7y95nETpvTmxMlKTrE8THxbr3my1jl5bWVhcClpVXiTXAS06Md8u4uXZGoOeXVfRYuFJdG95jTh99aj3mMClRk4zULtG3ClFJ8C89W0AAAQQQQAABBBBAAAEEEEAAAT8BAhc/DG4igAAC41XAncw+uvPtWtZggcnkvGxpbmlz1QQWnlgQIVrh0KoVKu720eWbm1skPyezx6En6Eny9vb2HveVVVZKYkKC2GM2LKzI0W1WVFXrvCDhOkF99zwqVqFhVS7HG7jYscTGxEpKUrK8sma99qTSipviYnlp9RqZMW2q7D90SFpb2+S6Ky+TzMwMOVRcIj+59zca0CxxQYwFL1Mn5cnOvfulprbWBTEzdb15s2fK/DmzZeeevVJSVq7hU73kZmbJus2b5YnnXpCVpy6Ts05d4Y5tPP9jwVtDo1a21IRrONUzbPE/rroGrWbq6JK0ZJ34XVuNHe+wNnS19Q3u/WL2udkZ7r0QWD3jtROLi43V92Ts0fDFKmGaNBiqkjh9X1lFlQVk3mjWnmBRUREuwPHuG+ha3xauqsUqevobFkDp00liooY9CVZx09+S3I8AAggggAACCCCAAAIIIIAAAggMT0A/zGuf+WQggAACoSnQ2Nreq5LjZEnYed+E45xcw+ZvadET3zaatPKkU0OXBD157Vo66X2tGp4kJ8S5SeWtwsDaOXmjUtuOWTXM/JkF3l2y9+ARrQJI1tBDz0rraNP1q6prJFsDDm9Y67GGxkaJ01KB0opKmaQtyLwRrTOz2+V4hv1vyaokoo/Ocl6vJ/PtuWxfLNSp1+c8XFQkC+fOddUS9ZouVGnlzdRJk7SyoV6rJxrcvtiJfNuWVfukp6Ro8NJ94r68skqPp02Sk5KkQ6symlqapVqPzappwrXdVdQQ5p+xeWrsMpQRpWHUUOe06dT9bdCQITCsGMrz2DL2f/TKGg1cmjRssfKRIYyoyC617dKwYwgLByxSpy3Dauvq3HvN3m/+YUnAogN+6bUga9QKGavIionpbn1XXFouqVqRFXv064E2ormhVGjlTmBFT3/rWNASH9ul740uDXT6W2rw+2M0IIqKHFqZUFu7fp8GBJmDP4O+pvr+tKA0N+vY918w32NDeU6WQQABBBBAAAEEEEAAAQQQQACB4Qsc+xjp8NdlDQQQQACBMSjQqeGLBRQ24uJipFirOdK0BZhVH1j1S2CrMGsxdrikXAqPFLt2YxZoWFhh7ci8Ye2iMtLSuls02Vl9HXUadFhFgrWCam3rGT5o8yhv1WFfW9jg394sXqsh/EdqcrI+rr2wdNicNHbJONo2LSM6ze2nPZZ6tOLGbvuPzPQ0/y81eEmUnMyeFT49FhgnX1i1ypFSm4NneCUb3RUfNteJhlqarw214sOCraqaOsnTdnRDCakGYrQgzS4WXhwpq5AMbe9moWCH7tNgneksVGto1jZplUMLPbz9sLexVcJYi7X01A59/uG5edvhGgEEEEAAAQQQQAABBBBAAAEEEPAECFw8Ca4RQACBcSzgX6xolRxdOj+HOxGtrcWsksPaPtnk9lbREdVHELFwVoGrUtmx94BrL7Zo9oweVRa2rs3fkqLbsjDGvk7UOVQsbLEAx64ZQxew16ZRK1nitaLpeKtZvGezaKu52SpbusOW1tYWrdiIdG24OlzAZq95d8WIrWOvl7V7szDD5lqxYduwOU/sMWuzNdCk8rbv1kKssbFZcrTiItiwxe3A0X2wNnWTc7JcRYftU5vuvx1Lf6Nd56mpqQ93c7b0t8xg9+vLoO/9cG2t1qVzyQw9cBpsuzyOAAIIIIAAAhNLwH5PatLfg5v1F6+Brlu1mtxa847kxX73tg9PDXax3/MHW8Yet+Xi9Hf5WGv1OsC1LctAAAEEEEAAgeEJ8H/P4XmxNAIIIDDmBawVl1WpRLVFdlcN6Dwr9gdii05w0ax/ACbrPCz+w33SX1s51drEHzrq7baeUE/WCgMvDLBt2sn7cG2PZSfFLWCxYMdGeWW1ZGf0rBphOnJHM+A/VbV1GnKEyaScY22iBlyhjwct/KjSbTRqpUa7VmpYdNKigUt4eJvsP7BX0tMyXPBWUVkms2bMldKyEtm5e5ssmr/Eba2xqVFmFMySA4f2S27OJH3dY3R+nC4N6To1DOq74sPeG/X1jZKVma7vr5H7NcJCwRo1sSDI3mtWPWPVWnaCIXAcPHxEdu0r1H2eK/HxPauTXCBUVyMpyak9VjtSfEjy9Bjf3LlFW4BFycyCOS5wqq6p1LZzzfo9kqdt4rS9mlb59PGUPbbFFwgggAACCCAwfgUa9ffkSp2bsKKiwl3b7YECFC9gsSBlJIf9nh0YjtiHYWK0XW+C/r7u/5j9Lh8Y4LS1tbn99r/flhvJYfswUCDjBTapqamSnp7uu6RoO18GAggggAACoSowcmdKQlWQ40YAAQTGgEC4/sHWfbrdPqFvLZJSpKikzM2pYbftJHSRzocxJS/bF5TYbtuJ7RfWbnKtxBbPnanbCNOJ1jtlu044X68VDKctmudOSts2c7IytWVVmc6xkea2a3/QWdhibcW8OTc8ir5P1XuPcm2ek7QV1479h+RAUZlMzcsaNkpnZ5eUaGVGS+sxbQsrfvm7n8oZy8/W1/uwvL5lg772nbJ4wRKdfydP/wjO1KqRNsnIyJa1616ROXMW6vw3lRqg1Mmu+u0axCzVUC5MmnW7WeldotP+9Br2XsrNyZSIEU4lLLzJTO8OSSx8sdDQnkOpeo3X39wu06acJnfd8yOZMmmadKlFa1uLLFmwTDIys9y8Mg8+/CcNtKrk+rf/h7y06llJTUvX/c7XIGqfC3GOFB2Sffv3yFkrz5N2PWFhy9hJg5UrVmjLuk6ZPWN6r+flDgQQQAABBBAY2wJ1OrecBSiBF/9wxQKUoQwvTIiPj9ffnTL6DB78wwjvtgUm/mFJf7e9SuOh7MtQl+krmPEPZLzbFh55QVJfYZP/fd7t8vJyt85QQh07NjPzD2Hstv99afo3BQMBBBBAAIGJKBCmJ06sawcDAQQQCEmBxtZ2V/0xFg7ezisnaIup4xk2Z0uzzqMS+CPd5l6p1j887QS/C2J0vhZvWCXL9j2FsnTeTPdHoT3uPxq1HdmGN3fJEn08OaF7RnU7EW6VMlZJUd/Q4OaGsTlUAsd4ndDbJia3Vl/dTbYCj+rY1xZstOllKCNSQ4PIASZVP1RcrhVCqZKVluxaezXo8we+FoHPozmZlFeFSVNLz9fMlrOWYvaH8HOvPC1x0bESps8frX/4z9EKl3WbXpPJ+VM0IIuTqqpKOVR0QK65/DopLi12753J+VP9nqrLtdnS6VTG1KhrEHni+TXSoa9Vslax2EmMmrpqd8z2idWFWr1TpxUu+7TCZ/GCpVJcckS273xD0rTa55Lzr5BHn3xIg5mlsmf/bg1V5rjAKSI8wlW5ZGkQtWHLOnn71e+Q/KwuDRsHP3SbdyZqgNfXfwtt7Vpppi1Ghjsqq2s0UGqXXG3h5o3x+j3m7T/XCCCAAAIIHI9ATU2NFBUVSXFxsbsEBisDVaFY1Yh/AOB/8t8e8wIT73qw38eOZ/8nwjotLS29KoL8Ay3vNbH77PXqb7i/TQJCmKysLMnLy5Pc3FzJzs7ub1XuRwABBBBAYEwLELiM6ZeHnUMAgdEWmCiBS6dm5y0aHnX0k6HXabgSq72avfk2bPnCw0Vucvq05P7PqNdpm7FincR8xpR8V+liJ/Kbmlv0JH6YtpzqOZm991pZBBAXE6WTnfcOA7xlxup1s4ZJjU0tg+6eTTDf1jG0E+eRejI/6mj7tcANW0BWpL7Z6WlaUTLcwCVcA5fALepE8I31EhNtn6yM0teqyQUwge21Ojs7NNSx6pGBXqOxF7jYJ0QscDlU1KjzrSTqe77ZBUV19bWuyiUhMUnfd+HuvdeswVN8XLy06XWNBjAJcQkuoLFlkxKT9XVukOqaKsnUkKVDQ5D6xjpX6WJVX9OnTZXcTAKX3u8u7kEAAQQQQGD0BeyEvoUq/hcLWOxr+3BFXyNJ5xn0whT/IMX/Pqs8YZxYAfu9ygtg7LqvYMbu72tYW1kvfAm8pjqmLzHuQwABBBAYKwK0FBsrrwT7gQACCAQh4FqK2cnzfgKXJJsN3G9Y5UtldZ0UTMrzu7f3TWsXZsPmG8lMS3WtmBICttVrLd2NkxW2dB++nZa3ip5eezboHbE6341dBhut6meXoYwonfcmpo+5Tixs2VV42IVemRq2WPgRWKHU3/at8iIrvVNKK7X9l1+Vi7UPsyAhOipa1m5YJfPnLpbyilI5rJUsUydPd9Ueebn57lOJiQmJ+liZ5GTny64922TG9NkSq5UvNszOth8XcxyI/e30CNxve5OkxVbTJsVrhY9oW4smeXP7Flm29DTfvrdrEFZWViwZ6VkadEVpW7IIDWnqda6X7rmLLGyxdhpxsfFSWl7irES94jScsUAxIbZLQxgNW3pPHTMCR8AmEEAAAQQQQMAT8AIVL0zxvq6q0v/JBwz7PcmqHubNm+dOwtsJeLt4gYpNAs8YewLWWsyqVuzS37Dff71QpqSkxBe0ee+Lw4cP91rVwrPAEMbeH3ZfYqJOyMdAAAEEEEDgJApQ4XIS8XlqBBA4+QITpcLFJNs0AGgZYghQUVUtlRqizJ42ZdAX4XBJqZ7MjpEMnQtmKKO/gGEo6x7PMlat0360VZN/xYaFPtbqySpMLEAYyRFs4GJ/WB4qKXfB1CSdD8UbdixDaSnmLW/bqaoN06qWMOnotMCmU5558UkNcdKkrLJU/3itkPy8SbJs8Qp5/Nl/yqTcKRrCLNDJ6Lvcsm9qq63q6nKZN2eRCx5mTp+j16KtxDRs6buAyXvqk37drhPcr16/V1uF5ci6jWulsqpUW0/ky8GD+2RGwWxp0OCppaVJKtTgFD3+XXt3yIqlp2sQtVqDlS4NoKZqC7cune+lVhbo8a97/TU5ZeFsOW/lUg0Wh354tBQbuhVLIoAAAgiEroCdUN+1a1ePS18aFqB4YYp3At07sd7X8tw38QXsveOFcV4IY1/b7b6GVTjNnj1b5yqc465nzpzZ12LchwACCCCAwKgJUOEyarRsGAEEEDixApH6kfzu+SEGTxdadb6XJJ2XZWgVFYNvz/9I+6rm8H98JG/b3DUtOreFnj93FSL+23Zt1vQ4OyK6JFo/XReubdDGyrAanLTkRG1zFVyqYQFTmuZgcTEavNRotYtOP2OVG7k5eZKgFSwFU2doRUiiq96YN3OBHDhS6Ko+ouK6592xOUyka7a8tn6VnHvWhfqe6JSUxC5tRzZ2rPp7zWwfszMiZPf+bRoq5Wv1ziGd4yRXAyNrZxchUydN0zCpWqbovDQdbW1iE98mJ6doCNMiM7WaJzsrR9cpkpSkVG2R1yFnn7ZYoiLahhW29Ldv3I8AAggggECoCwSGK4FtowoKCmTy5Mm9whXafoX6O6f38XtVTAsXLuzxoP0d4x/AeCGMvfdeffVVd7EVrMrGP4CxIMZa0DEQQAABBBAYLQEqXEZLlu0igMC4EJhIFS4G3qZ9kls0ZBhsVOgk3K+s26In1gefFdxCjdOXzJOczGMTdve3/dGYyNv+mPKvXPGe280no2GLPjzoiNSwxYKgvrYz6Mp9LBBshUsfm3R3DbfCxX87VvFRUhGulU59hyXm1dbe5uZ36blem8710iCT85IkNen4WrH5b+9E3m7T1mA1WqkVE5MiL67eqm3R5kqHthSz+Wsi9Y9rq2Sx6qZOrfyxSXRjY2KlsblRA6o4Z2HLRYQ1S15OrETrR1DsrWSBzXAGFS7D0WJZBBBAAIGJKDBY9YpNSB94wpsWYBPxnTB2jmn//v09qqmsVZn/sOoprwLGrqdMGbzq3399biOAAAIIIDCQAIHLQDo8hgACE15gogUu9oI1trTpCeYhpBAj/OpamBGnocZIVpK0aaBSWFQq0yfluE+n+e9yvc0Yb2fT+xjtGjxFaF8o/4AlJkonr9eT8CMxxmLg4h1XeZW2GGuy9mLePQNfR4R3SUZKl85xMvByY/3RltYubaMWLu0dfb8nAvff3jpWGZSZ1hVUVQuBS6AsXyOAAAIITHSBI0eOyObNm2XHjh3upHZg9cqkSZN6BCz2NQOBkylQW1vrC2B2797tbrdpBbQ3rBLaC2CWLFni3r/eY1wjgAACCCAwXAECl+GKsTwCCEwogYkYuLR3dLfZGuL59hF7PUejusV2rlhnR2/RP4jyszK0HVZ3YGJVN02t7X3ue31Dky7fKsmJCbr8sc6ZERYIxQyveqHPJ9A7x3LgYkFLfaPo3C7hWuHR3xF03x+vE8SnpXSq09BCioG3dvIftdClti5c58EZ+Hgitc1cYnynznUz8HJDOSICl6EosQwCCCCAwHgWsEDFwpWtW7fKli1bpLy83Hc4Vqninaj2rq2ihYHAWBcYqArGAhgLXuxi72trf8dAAAEEEEBgqAIELkOVYjkEEJiQAhMxcLGgpVUrQ9o0eDlRw2vZNdSqiuHsl7XCKq2qkeaWVlfpYlUrza1t0m4Tt/gNC1oam5p0ro4YNz+Nf3WLW0x3LiEuRoI/xT62AxePRLl0Ivkwnden7yO2+VpStX31CBX9eE970q+1uMkFTtUavPT1fozWzC1dQyZ9m4zIIHAZEUY2ggACCCAwhgQaGhpcwLJz50558803xSoCvGFzX8yfP1/mzZvnLgUFBd5DXCMwrgWsCsbe89u2bXPv+8LCQt/x5OXlic0hM3fuXBfAZGVl+R7jBgIIIIAAAoECBC6BInyNAAIhJTARAxfvBTxRrcWsNVNCTLRrY7b/ULE02Zn+ER42F4fN5ZKblSrZ6Wla3dImHQGBS4cGTBa4xOtE9DY5pgU1NsK1tZgNix3iY6P02m4FN8ZyhYv/kXV0dElVTbjUa4sxb9jrlZXWKcrUX0c2b9FxfW1VPpU1Yfo+OHbskZFdWinVOaJt78Z74PLUU0/JnXfe6Xutv/Wtb8mVV17p+/orX/mK/OUvf/F9/fzzz0tGxuDzOXkrPPvss3LHHXeIfdrZJrD1Rk1NjWtHc+6557q7+lvOW34sXN96663yyiuvyI033tjDbKB9q6urk7POOsst8sADD8iCBQv6XPyKK67Q+Yc6nNVVV13V5zJ252c/+1nZsGGDXHjhhfK5z32u3+Wuu+463wlSOxn6j3/8w7dsWVmZXHTRRb6v3/3ud8sXvvAF39fcQACB0BSoqKiQjRs3up8xdsK5pUVbt+pIS0tzAYt3onnatGmhCcRRh5yA/a5ilV12seDRP4CxOYlOOeUUWb58ufA9EXJvDQ4YAQQQGFTgWK+VQRdlAQQQQACB8SQQp7OAt7R1aCXI6FW6ROhk9LE6b4uNcD2TP2NK3ogT2Xwsh0srdPvhLmyxJ+gOTborXCyIsROVNfUN2kYs0VX3tDY1y+HiMjdx+pzp3ZNgdi997OT7iO/oGNxgRESYZNgcJdpCq74xTD3069RO0Xxswo9EnZPGWofV1FlFkoaCcV2SnqyHbYkTwydgJxOsRYw3HnnkkR6By/333+8+6ek93t6umMMY9mlR236ifm96489//rN8/OMfl+uvv168wKWv5bzlx8r1vn373LEUFxcPeZfsZ5Pn26SBcH/j6aefFrN9+9vf3t8i7v7169eLLTtY6LVr1y5544033Dr2/EVFRWKfzrXx3HPP+fbJvj7nnHPsioEAAiEo0NjY6AIWC3Lt0traqnO6xcuyZct8c7DMnDkzBGU4ZAREUlJS5PTTT3cX8ygpKfFVftn/W+0DKXZZtGiR+56x8CUnJwc6BBBAAAEEhMCFNwECCCAwQQWspZZNFB+uk4i3tXdIzwZcwR90VES4m1OlV+uu4Dft24KFKQeKyvQ4orS6Jc13f7gGPeKXI1lFS3pKsla4tLjqhZbmFg1f4iVLq2G8YafZQ/FUu+UL6SmiLbS6JEoDCKUMmWFtw6K0qkU77HWHTKPwBtDaqwnhad9DFg7YyXxv2KTI9iln7zHv/mCvf/vb30ppaWmPzZx99tny5JNPuufq8QBfBCXgvXbPPPOM3HDDDW5b3mvsPRbUE7AyAgiMOwGrAPYCFqtoseDdhn1af8WKFe6Smpo67o6LHUZgtAUsTLHLeeed535nsg9BeBcLYP74xz+6ihcLXiy0tMCGgQACCCAQmgIELqH5unPUCCAQIgIWhthk9pEajliLsZEYds46VqtnIo626hqJbfa3jQ49KWD7np+droUJx86WW9hjbb1sWGXLgSOlUlFVLY0atEToY5edfZqrZPBfxxxCecRrC7FQHDZHjV1GY9g70iq7JsKw6oe2tjbZs2eP2CSyBQUFYifpbdhJg3Xr1vU4TKt8sRZhdlLh/e9/v3usvr7e15rqM5/5jK+iwn/Fn/zkJ64th933wgsvyCc+8Qn50pe+JFY18s9//lNiYmJ6tLvyX9duWyjz2GOPyZlnnunac919991y8OBB12Lr9ttvd/tvz2HHsHLlSvnkJz/ptultx0Ila6/14osvuj7tNgeBBRF2otF/WCudH/zgB7Jq1Sp3csXaifU1zOuuu+5yn3i1iaNtXoNrr71WzjjjjL4WP+H3ea+dhSxe4DLQ63rCd5AnRACBEyZgn863n332c81u27Dqlcsuu8yFLFOmdFcEn7Ad4okQGMcC9qEFr/qlurraF7zY70t2sUox+13g/PPPd3O+jONDZdcRQAABBI5DgMDlONBYBQEEEBhvAnZSOCE2Wj/p3+7mPgmc/2Qox2PbsBZiFlz4BxlDWfd4l4nUP2am5mX3Wt2eP0b3o0VDl9SkREmde6xdUa+F9Q7bd28ul74eHyv32an7SA2yOvqa7X2s7OQA+1FZUyuV1d2flB1gsR4PpSYnSWba+P0krau26nFE4/eLCy64QGyeETs5f/PNN/sCF7s/MHCxZe655x55z3ve4wtcrDXND3/4Qwdw00039Rm4PPjggy4MsYU2bdrkLp/61KdcUGLrWusxm0emv7F27Vr3HBYaWIsvm9jZxsMPP+xOJNocM5WVlb777BOnf/jDH9zX9qlum3/l97//vfva/rGQ50c/+pF8//vfl9tuu83db629rNWZPZc3fve730ngJ77tuS+99FK3H95yDz30kHz3u991wZCdZDnZw3vtvKoWC6L27t0r2dnZLrAKfF1P9v7y/AggMPIC9n1vAbddmpubXUtCmzfKqln6m1dq5PeCLSIwcQXs94OLL77YXexDIFb1Yv9/tRaedvGCl8APd0xcEY4MAQQQQIDAhfcAAgggECICdjI/OjLSTT5v87rYOf12nWjeqkj6C1BcAKAVI3ZSOULnUBlLJ5ejNHDp1INo02MYbFhrNQuLxvqw18EqdDqOVu+M9f319s9av+3YWygvrNkoB7XaaDgjLytDFs6ZIeedsWzcVYtEaSA4USpc7DXrL3CxCdq/853vDOdl7XdZC1U+/OEPu+qYd7zjHWJVKXbyf7jDgpTvfe978qH/z951wFdRpd+T3nsvJIGE3nsVEVFREcXeUeys6+q6dtfe/ra17apr37Wsq6KLooCCSFOk95IAIb33Xv/fuWHC45GEBF6S917ul99k5s3cuXPvmfLmfeee77v5ZqVieeedd7BgwQLMmzcPzz//vGrvc889hy+//BIkS0i4PvXUU4ps8fHxwUMPPaRUMWzPp59+quogyTJs2DC8++67imzhPm+99RZmzZqlSBQSKabGfDdUBdHJQqKKBAydmEys+/XXX6tRrablu2OZCp7w8HCkp6djz549WL16tWoGyaDWnvvd0U59TI2ARsDyCPBZRJJl1apVqvI+ffqonE181nl5eVn+gLpGjYBGAFSKcbrgggvw66+/qu/ddevWgRPfMRiObNKkSRopjYBGQCOgEbBzBDThYucnWHdPI6AR0AiYI0AnGx3FNIbmaisDBSkKa3bKubk4i8O7AdXi9JSGqj6Z/qMz3EPCn1lzH0zby2USSSTBTkSFZF5XV32msuXbZaslQb2oDeQ0OMgfSZgm41zWyLk4sq5JdcTPmbn5yBdVTGR4MPrFxXRVk0/6OM5UewmRZ09GYoW2fPlylbslLS1NhdNimCxLGZ0NgYGBqrqoqCilJGmpbob0IvFhaiQ2DAsODlYkCT9TZULChfb444+r0dtU3pBwYT3MF0PSgSQI7dJLLwVDntGYT4YhyhgOhEoYkjXsP23MmDG46aab1PILL7yA//73vyp8mVoh/6644go18TpmeB6OaHV1dVWbWZ+1GIk0hoCjymXNmjWqWTzXdP5o0whoBOwPge3bt+PHH39sViYytOCUKVNUKEb7663ukUbAehFg+FNOJD854IHTtm3bsHjxYhU+ld/P2jQCGgGNgEbAPhHQhIt9nlfdK42ARkAj0C4E6AQ/lqZo165WU8jF2VFICjel1qmV/Ax0flLN4uIkZIwNqFrMgeT58HB1QVVNnVLwUMVj7VZWXtFEtkhDL5g+GSFBAfhty04whFNOQTFyC4pw4yXnYsW6zUJSuGB/SgZuuvw8bNq1F79t3oUayWq/dWci+sb2snpyrCm0nqMKrWft56Wj7evfv78iJphPheoR2vGUEKYkGvOjWMqoFrn99tuPqu79999v/hwZGdm8zLwvNMZTZy4amoeHh5rzH1UoDKOzdetWtY4qFMOcRfU3Y8YMpYTZvXu3Wp2SkqLmdFAaxmdl7969jyJceH0/++yzisyg4oZmEC6muBh1dNfcIFzogGXeHRrXacKlu86IPq5GoHMQILn83XffKXKVR+B9TjWLJUnzzmm5rlUjYN8IMHQfJypmqThjmDHmoGPYsXPPPVffo/Z9+nXvNAIagR6KgCZceuiJ193WCGgENAL2hoCzqHU42Yu5izKHZAvDvlm71daIwuiw1Uj+iy17ElFdUyNEGNVFxhYgKMBPreea7fv2Y+/+VNQf7h8d2l2ZH+hIq9q3RAc628gcO7ZI5LWvl00OOqohPvzwQ7WLoXppbX+SGYYZ+VSMzyczJ3lCAsjU/Pz8kJGRoVaZEipGGZId3K8lc3d3BxU1VO3s3bv3qCLGZ6pgaEFBQWrOvAeG8fwbhIyxjioZhlqLiYlRocfOOeccPPnkk0pt01o7jH27ck6nK41KHuanYT+1A1ZBov9pBOwGAd7fJFuormNuFj6P9H1uN6dXd8ROEOBgkcsuu0yRobxnORBi06ZNKhwpyZiAgAA76anuhkZAI6AR0AhowkVfAxoBjYBGQCOgEbBSBKimIAlh7RYZGgQPdzdUVlWLamWfzGtE3VKviAlvD094yraff92I9Jx8FTKtpq4WG7fvRWl5peqaszjJRwyMB0PEaeteBEiwkHChY55mOOvNW2UoTPbv369UZSSj6DhojzE3Cq1GSLnWjOQKc46Y29NPP22+qt2fGdbjiy++UPlWbr31VhXajCG2GH6HxrjqtKFDhypygrHXi4uLwbZwNGpubq7abvz74Ycf1CLrYl4akjKG0sXAzyjbnXMSV1T+ZGZmqmZQtdTTjOFctNk/Aj0xATxDGZJoIXEcFxeHK6+8UoUPs/+zrXuoEbBdBMLCwnD99ddjwoQJ6n2D7xPr169XCpgzzzzTdjumW64R0AhoBDQCzQhoz0YzFHpBI6AR0AjYJgIMa1Mq4XcaGhpFPVCNAHEOOkqC+/LKClF8SFJvcW7WShJ2Lw93lFVUwNvTS/KD1Iuzs1YpKFzFyU01Qmp6JjZv34HZM89Q+zGPCB2ITo6SnF6WfX28JWxUqTjMXUR1UQ8/+Vwu9f285ldMnzJZykouFanTx9tLhfDxNAnp0xFkeSw5rHLYUy3hJH1h2J8GqT8jK1tVFRkehi8WLsIls89tdgwz8JartE21WUgKOjzZdzp1i0pK4Saj393dXGWdk2qrMQKdx8rKzkFoSDAyJZSSp6en5BMJ60iTe3zZUAkhdt70iVj8y+/IKyhR58oApbS8Si0eSM9Sc5VvR5bKK6vUdeYh52Rg3zghXPoau+h5NyJgSrDQSc+k66ZKD6NpI0aMUIsM08UQXb6+vliyZIm6V49HNoSEhKh9P/nkExXLnHlUusIefPBBRZwwfjoT2jKfjBFii2F3rr76atWMO++8E2+88YYiKJj7gE5cOkOoqqmsbCIJWZC5Y3bu3KnKMlfM2rVrVYJcbisoKOCsw3bbbbeBk7mRBGPuGcP4+fPPPzc+Ns+579///vfmz8YCz+tnn32mPh5PtWTsY2tzkipUIZkqkTTRYmtn0XLtNcgXQ+XBubHOckfp3ppIcn/wwQfqucu8VXwWu0jYTm0aAY2AbSDA5xIn5nb59ttvlbqYgyPmzp1rGx3QrdQIaAQ0AhqBVhHQhEur0OgNGgGNgEbANhBg2KkyRbg0CGGQg337DwoZ4oPEgwfF+V2IuOhobBIi5dSJ4/H7lq247PxZyMzOxb4DB7Frzz6cMmEsftu4WakRRg8bipf+8U9ERoSLc9EdO3bvRS+Rv3t5emDE0MHYuGUbGOAqP78Q9/7hZqzbtAUp6Rn4atH3iuTJys3D9MkTsWXnLkWGeAt50VErlATstaKA2Clt23/oEM4QR6ibKCT2Ju3HslVrMP+6a7D451/ww7IVGNA3QZFEffv0ke1Jqt8+3t6q7eWSVyS2VxTyC4uQlpGJMcOHYaUkiY6JjBJcCkSR4SGhdUIUQVNeVi51rkCj/E0eN9buCJdqyZFSXlEpZJuH5FDpnK/+SSOHqhwsuw4ko7zsiFO6rfPv5emOIf3iEeTv21axk97GHDG1QsCRdNTWNgL9+vUD1SsM3dWWEuLCCy9UOVYYg5xEC0dWL1y4EFx/PLLh5ptvVgnsGfrm999/V0nt226VZbaSJFqxYgXmz5+vjkuyhaHGOMr0+eefb84fxJBb7NNVV12Fg/IcTU9Px5/+9CdF4r7++uvNjSExQ4UPyz7++ONqpOprr72GO+64QxEvbSl4misxWyBh3JK1tL6ldSSsWzJTwsWUVGuprK2sM8iUBQsWqITELbW7b19N5LaES09YZ1wfxtzo80UXXaQWjbmx3tbmVOt9/fXXSql30003Yfjw4bbWBd1ejYBG4DACzBnH96933nlHvVNQXcsBFJpA1ZeIRkAjoBGwXQQc5Mday7/sbLdPuuUaAY2ARqDdCFQwMXkrDqp2V2LBgt7urh2uje0vFgUHFSB0qicdTBZSIRK942KwToiUKFFrrN2wCX1iY5T6hPNEcYqT2KgUFcy4USPw44rViI4Mx6D+/bBEiAeSLP0T4oXgWI1A/wD0i4/DodQMOBxOQk9S59pLL8T2XXtQISO+SZCQ6MgRwiWhT29s27kbp0+dDH8Z9d5RI1FSJwqcVCFy1m/einNmTJek6rVCEmUrBU209Gf1+g3quGdNOxWHUtIQERYqpNJ26UMkImV5/6EUMJF2TFSEfA7D8tVrMXTQQOxPPoThgwciJS0Dufn58JY219fXidLCWRE6gf7+Uq6/6n9b7a4RxRCn9piL5JXprlBZJBqy8gpQVS1Jw0XpEyZKlLAg//Y0267KEAeGM4sMCRSlU/eN/q2tExXY4VBdHQG4oKhY7gHJvRHSlFuE+zLUnDWEm6PiIy8vTylGOtInkhGHhFCNjY1tTjTfkf1PtiyPn5qaqogiQ+3WUp1sY2hoqFK3tLSd60gcUdUTHBzcWhG93oII0IFuTrIYxAqTDxvLFjykrsrGEVi0aJHqAXMmmBpJF1skXt577z0sW7ZMPb8YzpDPUW0aAY2A7SPAd4m33npLKWapfOEAESOvnO33TvdAI6AR0Aj0LAQ04dKzzrfurUZAI2CGgD0QLmZdatfHKsm14S6qEW0dR4CjFJRiop3J7LuLcMkrLEG2KJEiQwPhJ2Heticegr+PF6LDgiWxeFMOjY733nb3IB4FQkz2i43qtk7YI+HSbWDqA/c4BMyJFhIrJFhommTpcZfDCXc4MTER+/btU3kTjEpsiXihqpBKPSr2OALeRxTN2jQCGgH7QuDjjz9Wzyiqhx977LFuGZhiX4jq3mgENAIaga5HQBMuXY+5PqJGQCNgRQhYG+FiLaPWregUWV1TGMKtUhQj7ZWHdhfhQuAoYmUy86y8QlRUNeVMCfTzldBiPTO01t6DqUJABcHHq+Oh7ixxIWrCxRIo6jp6GgKtES2aZOlpV4Ll+0vli6nqxdqJl40bN+Kll15SisJHHnkEXl5elgdF16gR0AhYBQJvvvkmVq1apVR4tqjEswoQdSM0AhoBjUA3ItA5gdy7sUP60BoBjYBGwJYRqBPVBB30dJJrs04EaiWUWHvJlu7ugXEdlUqYtggJR1VVXYMylculZxIuUaLuySsqkVwuHipnUXefH318jYBGoG0EvvrqK3CiGYoWTbS0jZne2n4EqJDiZBAvvNZ2796tclENGjSo/RV1UUkm1abNmTNHky1dhLk+jEaguxC44IILsF3CJfO+Hz16tAoh2F1t0cfVCGgENAIagY4j4CQSxcc6vptl9iiXJM9bt25ViVmZnNWYsrKywERhrq6uKpmpZY6ma9EIaAQ0AsciUCsEhzWlsjIc+Qz5pCmXY89Xd6+pk3w57c3dYrTVSfLeOHdzCK/8olKEBPqppPFMVG8QMUYbe8rc1cUFRaXl8JRwes5OTl3e7YaGRtSfQM6oSgkByP28TZQ5To6O4KRNI2CvCJiSLXfeeadyjOtY9vZ6tru3X0xWbYSnW7t2LVauXKkaZE2kC52uv/zyC0477TScf/753QuYPrpGQCPQ6QgwXKCLvLdS2VZRUYHx48d3+jH1ATQCGgGNgEbAcgh0q8Jl586dx/3imDRpEt544w2MHDnScr3WNR2DwNKlS7Fnzx7ccccdx2zTKzQCGoGuRYAkEMBE7o5wFKVLT3WOdy3qbR+NjvLa+nqZeG5sz4zQYryWejqR5y6DOSqqauDm6mJ7J1K3WCPQQxB46qmnwFBiWtXSQ064lXTTIF0YZsxQVllLKJ81a9aogYhUt2jTCGgEegYCZ555piJcfv31V1x22WUIDQ3tGR3XvdQIaAQ0AnaAQLcSLu3Bj6OMxo4dq5KFPfzww+3ZRZfpAAJUFTHh4sKFCzF//vwO7KmLagQ0Ap2JAB37nJxlBLsmXDoT6fbVTXUBc7dos30EqG5haDWDhLL9HukeaATsBwHTfC0kW6hs0aYR6EoESLpQ8fLKK69YDenC0e0pKSmqXcHBwV0Jhz6WRkAj0M0IxMTEqNBiqampmnDp5nOhD68R0AhoBDqCgNUQLmFhYXjhhReUA6S6uhoMK/bhhx/iwIEDqJdRxY8++qiSemulS0dO7/HLMhEbyRZtGgGNgHUiwBBW2jQCGgHLIcBwfbyvSJ/1dLWP5VC13ppIrFVVVaGmpgYekruH4Wq1WS8CVLbQzjnnnOYQT9bbWt0ye0WAZN/f//53qyFd6Gil0fGqTSOgEehZCPTp00d1mKQrc7lo0whoBDQCGgHbQMBqCBfGqLzmmmuOQu2BBx5Q0skFCxagQZwjt99+Oyinbs32798P5oUZMGBAu35Ql5SUqMSIXl5e6N279zHJB/kjnWQPzVFGmXMytbq6OvWRo8+dDseCN92H67iNP/KZ8CwuLg7msafT09NRUFCAwYMHH1O/6bHYDiZxZH39+/eHs/Oxp44YcaIZ2/l5x44dqm/8sjYdKc86jfLch8vsk3lfSYDxRT8zMxP+/v7qZd/Pz4+7aNMIaAQ0AhoBG0CAz/5GCYuGo7/GbKDllm8isVBECxVLsqzN/hDgaHCG31ixYgU+/fRTJCcnq3PuJO9Os2bNwp///GdMmDBBvZuxDN/RSMSMGjUKZ599NqKjoxUotbW1as4Y6to6HwFNtnQ+xvoIHUOACitrULoYhAuJIG0aAY1Az0KAijua8RzoWb3XvdUIaAQ0AraLgFW7XkgavPrqq83kCcOLmX/RkAS46qqr1I/jhIQEDB8+HN7e3uoHtXlZ4zT9/vvvGDFiBEga8Af30KFDFRFy6623oqyszCiGxYsXq0Rl/KE9b9685vVc2LZtW/O2mTNnNm/jSznLc+KP+L/85S+KpBgzZgxCQkJw+umno7S0VMWl5nH5o37YsGHq+MxVY278sX/fffepPrH8kCFD1PINN9xwVFu5H3+oGsdet24dHn/8cQQEBChMiE2vXr3w448/Nh/i0ksvxZVXXtn8+a233lL7/+lPf1LrSBSR9KJ0nS/4U6dOVW3lZ8YPZj+0aQQ0AhoBjYD1I0CSoUqe6dqaVC01MrhAR4izv6uBg17++9//IkjefR64+RZkrFyLh0+fia1Pv4D9L7+Bpfc8BK/sfJwxfboavHLW1FPxyyefISSnAC4HUvDRiy+jb3wCnpb3Kb7bcUAOBwTx3e2TTz5BXl6e/YFmJT1ivgyGE9PKFis5IboZzQgYYe2Ma7R5QxcuFBcXq6MZA/y68ND6UBoBjUA3I2AM+jWeA93cHH14jYBGQCOgEWgnAsfKJNq5Y1cVIyFBEmX9+vXqkFSxkDigZWdnY7r8aGayd1MjSbFo0SJFTixZskSRKsZ2hs+68MILm5UrxnqqON5++20kJSUpUsJUCWKU6ej85ptvVvUZddERsHz5ckybNk2tp8LGsKKiIpDoiI+PV6MrjfX84fnTTz8ZH9WcbX3//fdBAmrz5s0qgeJRBeTDH//4R4WZcWxup5rmvPPOUyM9w8PDzXc55jPJotdff12t5xd9VFSUqoMqmG+++UbF1X7vvfeO2U+v0AhoBDQCGgHrQsDX2xN5haXw9vSwroZ1S2tE1aLZlm5B3tIHpVJ3w4YNYHhUhqJVeRcefwLJL/8DHqJYaZTJSQgTeVFCY1UlArx88LerY7DhYBIm94rDc/c+DBcPT6X+bZScWaitwdrEvbj06Wcwvk8CfvvrU2rbgo3r8PLDf8UN11+Phx95BHfccQd8fX0t3Z0eWx8d2Zw4uMdIWt5jwdAdt0oEDKULB7cxp+igQYO6pZ0HDx7EpEmTuuXY+qAaAY1A9yBA/5c2jYBGQCOgEbA9BKxa4WLASUe/YSREaCQvzjjjjGay5fzzz1fhI0jMUPFCI6FBZQoJClplZaX6kcwf6CQiGKKMo+mo+oiTcF+0ZcuW4bvvvlPLJ/uPbX355ZfB0QgkfozRCZs2bVIhv+ggIAly0UUXqUMxpNfHH3/cfNjPPvusmWyhQubnn38GX7Tnzp2rypBooiqlJSMO/FGQm5urQopFRkaqYsTif//7n1q+//77cc899zTvzjAa3EaiiBiR1KGNHz9e9YFxQxn+jC/6VNLQyaFfAJrh0wsaAY2ARsBqEQgJ8EW1KFwaNNEguVsa1XeYvAZos2EECgsL1aCbM087DYs//Aj7lq/AX++5F3PGjG8iW9xc4CT5ARvlfaVRBuKoASiinH7mf19h3qnT8eLcG+DWKxZOwSFwDAqGkwxEcQgNx8R+/fHkRZehUsiXYG8fxIdH4C8XXIzljz+L3x9/Dl+/974KrUq1tLaTR8AgW1iToSQ4+Vp1DRoByyJAMpCD4GgMdd1dxt+B2jQCGoGehQBzGmvTCGgENAIaAdtDwCYIF9MEpyQoaIy3zYnGvCJffPGFUrKQmCBpYahgmPeE4SVoDBF26NAhtTx79myl3hg4cCBmzJiBF198Edddd50iSJjPxRJ21lln4a677lLhKM4880wwrJdhzzzzDKZMmQISIaY/MKnaMYzJGg17REZUUhlDYsg0zNrf/vY3o8hRc44QfOihh1SoMuaHue2225q3G8cYO3bsUYnX2G/iwtBlVLEYsct37typcKGahqE1SB4x9NrWrVuVIqe5Yr2gEbAAAkZuJAtUpavQCGgEDiNAwt/Z2QkVlU0DEHoyMBywoZzvmnGx2cuAA1mYl845twApb/wTX4lS5d/z78DO//sbXl/6PWpIsHh4oT41BY1ZmWjMyUFDXr4oWGrhIvfBTdNmwNHPHw0Z6ahPS22apJyDbHMMCMTMESORnJ+LymoJwyfXi6OEqnUOC0f8qNFY8dTzeOua6zF1yin48ssvbRZDa2k4CRea6buwtbRNt0MjYIoAf1uRdOFgPSPfkOn2rlim41WHNuwKpPUxNALWg4AmXKznXOiWaAQ0AhqBjiBgE4RLRkZGc58MpQbVHobx5ZeKC1MjcWDYli1b1OLevXuNVZg4cWLzMheoMvnggw8UQcI8KZYwJl81NdPwE+PGjWveFBgY2LzMvCmGmbaXOWNeeuklNb377ruIiIhQxZinxnQfY1/mpjG1MBnlaVh7cq+4ubmBJBGN5Mqjjz6qkskyD80tt9wChmajIkebRsDSCFCJxkmbRkAjYFkEqHIpKatQClHL1mxbtdVJ6CgnB0eVRN22Wq5bSwRImN17773oHxSCBXffJ+oUUaj4B8IpMgYuTk54f958bGT4DQnV6iB/9fKuQiK/pq5WqXcfOG+OSuTTmJeLRtl2MCsHabn5qC6vQD0H9Tg5I9DTG27OLqp8Q2MDGgsKUZdyCPWFBXAMDMK5Z56DLc+8gOuvueao3Hi2eoa6a6CDQbbwPZ4KAm0aAWtHgKQLr1WSLpy62qqqqvD111939WH18TQCGoFuQmDp0qUqd3A3HV4fViOgEdAIaAROAgGbIFzS0tKau2j8INu3b1/zusmTJzcvGwum8W2Tk5PVatN6/Pz8jKLtmjPElqm1RHKYbucyk62ammmiQypFDDNdb6yrqKg4agQT4wUzp4oxGUodOh5MCSljf9P6uY4ESkeNSiH+sDDNA8OQYp9++ikuueQSUE3Ez9o0ApZGgD8orZ104b1H0rG7J7ZDm0agPQi4u7uhQvJYqFH77dnBTsuUlJXDzdXlqO82O+2qXXaLSucP3nsf3/75fgibotQrjdlZQF21ItH6SQiwq99+TT2bMwry8cOmzbj4tZdwyasv4Y0lP2BD0gEhYPhORzrGATEhwXhnxTLsz8xSYfcac7Lh6uKMQVHRKJUwrLmFxap8Q4MEoyspFTWMvJOKUiZ6wGBsePI5zJL3JL6z2bJR0dwd37kG4cJ3TW0aAVtBwLheuyO0GAfzcdDhb7/9Zitw6XZqBDQCJ4hAZmamypsbEBBwgjXo3TQCGgGNgEagOxFw7s6Dt+fYzINCFYdh/fv3V4sjR440VmH16tWYP39+82cuMD+KYUYor+joaGMVjLBaxgrmNmHC1ZiYmBadMEZ4LaN8eXm5sdjqvCUixSjc1jaW8fT0VIQNj8NQMB999JHkfHU3dj9qzpBq5uYsccpP1khKMZ9NYmKiUrQwvw1xpeKFxhBjTzzxBF555ZWTPZTeXyNwDAIkXWgeHtaX5Jvhan5asx4bt+1BtSx3l/HZEBcdjnOnTUSYOA21aQTaQsBVvheC/P1QVFIGDzfXFr/r2trfHrbV1Eq4THG2e3p0fBCCPfTfHvqwZs0aDIiIREZ+AZwZKs/RCWFB4oxQIVkd4Onmjr+efzHu/uQjfLdlIz655U78/dob4Sgh5EhQk3B8/ruFuGfWbLjJc9PZwQkPXnAh7vjofTwhuVtcnH0UEcM8LhcJUfP3q25AXmkp3ERJzXvITaYQIdsdPT0QIaqa/911L7xlgE1c795YK20LP6xAtjWsu/o71yBbjLwYtoaXbm/PRYCD/0xVLoMGDeoyMHi/MHIDVS4MAW0+uK/LGqIPpBHQCHQ6At98842IdYtUft1//vOfnX48fQCNgEZAI6ARsCwCVq1wIdnAmM6GuuTaa69tDqVlGhLs+++/b843Qnj4g/rbb79tRsogZwyyhht++OGH5u1cYJgu5kchycDcJzTTMFw5Ev/b1Ji/pLOtX79+6hAcQU8C5uKLL1bTBRdcAI54oIqFocNaIlza2zY6bA0zcOZn9nfRokXNuVvuvvtuEOf8/Hy88MILxi7YsWNH87Je0AhYGgFrVbrsSjqIdVt2KrIlMiQIft6equuhQf4I9GtSr/n7eCE8JBDenu4ICfRDRGggfLw81PZgCe0kTyq1T5C/LMsziw5wJ7kfPdxdZfS9s/pMB6GXh7uqw0FKex12Evt5eykHI58NB1Iy8O3yNeq5pyrU/zQCbSDgK9dqjYRXyswrbKOU/W5Ky85T9yHzeGizLQT4jsJ3tyuvuAJ7szIw5em/Yvr/PYHC8lK5nvP5GFUWGuCH0wcNxXdbN2LxXx7GmL7xiAoOQkRQICJlHh8VgQdmXwBnCT+mHsOidnKV6yEpJwtnv/Q07vnkX/jTv97Hpa+/jOziIlz25t8w8+VncNpzj2HSUw9jy6FkpMuEkXFpAABAAElEQVTx6iQEmbygYlx8gpA0Lthw36MYLO9tb7zxhm0Ba9LarvzONQgXQy1g0gy9qBGwegSM67Y7VC5z5sxRgxH/8Y9/NA+Cs3rAdAM1AhqBDiHwySefqIGu9PVMmzatQ/vqwhoBjYBGQCNgHQicvAzCQv1gAkAjYSbVJnTsr1ixArm5ueoIJBVMHf0cTUTlChUwTJ7Kl8/7778fVI4wqTxDTtBGjBihSAoun3322YpUYYixdevW4Q9/+APmzZunYvA+++yzLALmNzHyq5CgYTgtEjgrV64EX6qZ14RKD4OUUTt10j/mSrn11ltV7VSSkGBh+LTnnnsOTz75pFrPfp/My76pambjxo1KLdSUXNkZs2bNUsfg6KmoqCiV94ah1EzDTgwcOLCTeq+r1Qg0IdDVo27bg/vmXYniZ2vKYXT+jMlYvXG7SkY+ZcxQrNqwTakIBvWNwy+/bwHzRVTX1OLMKWOxYOkqjBkSj6179uO08SOxI/Egzjl1An745TdEhoYgOT0Lg/rGKrIlr7AEicmpGDYgHiRvOCq7UlQ/yek5CA8OQE5BETxViKhqZIvzPCs3TwgerXJpz/nrSBnTkIod2c9ay5LU6xUejD0H0sXJ7ILggCPhLa21zZZqV25BsSRTr5P7k4SnNltCgO8dffr0QbmM9NwsSevjQkJV80myXPXmK3hqzpUqV4siUWQL39vuOvM8xMpz1TkyEg2ZGWqdg+TukcBgohwWClveFx3kvapBlDFlFVWoqa/DojsfUOWYt4X3vocQ3j7uHrIs74cVlSivrMK/fl2Jt1f8iFevuh7Rcj85+/jh2cuuREVtDQ7953+YcMv1CA4OxuWXX25LEDe3tSu+cw2yRatbmmHXCzaGQHeqXJh3lL/f6JDlb0L+XuzVq5eNIaibqxHQCLSEAHOqUc3CCC4kWm6++eaWiul1GgGNgEZAI2ADCFgN4UK5JImSloxJ5d955x2Ehjb9wGYZ/hAmIXP66aeDyeWpxuBkakFBQfjggw9ghNfiy+nrr7+uyBl+mXFkECdTo3rkvPPOU6tINLD+n376Sals+IJrGBU269evV4lYjXWWnl933XX4/PPPVaxeKmpI9pBQMpQofLl+7733TuqwlKMbpNKGDRtwyimnKILqiy++wI033qiUP1QaTZkyRSlpGE7MSK5KfJlTRptGoLMR6AoHUFt9oNKE94mLk6OoUBiyxqW5eERoMOJjo7BqvRAtgf6YOHIw1m7aqXIATJLljTv3KUKkQUZCVwlpEhYciItm9sKK3zYhITYaB1MzMGJgP+RJngA69Wrl2eQqoWvoFE6Uo9BBXirOQCZ3DpR1RcVlKJWR1TMmjgaJH5I2bJ+vqOC8RR2jzZIIUFfUqEizOsFf5XCwZPXdVJeThGDqHxeFQ5k54nhGsyqrm5rTKYelw720vFIUY26iPnBSyyVy38T3Clf3S6ccVFfaKQgwpGtvCdc1IjQcnz/xfxBpChzDo9BYJCoteSf5161/wtnPP4Wl9/1VHZ/nPk3yy01K6NtErMjztFwG8izfth0jY+OEwPaGtxApckOjPiUFxZLT55Ul32O65GQhue0uakNhXeDg4QVHUSw2kqQpKkCAvH/5i7rwxqmny3O6FskyIIi5XsLk+XvhmPEolAE7fkLa/PbOhwibcw7OOOMM8D3JFq2zv3MNwsVQCdgiRrrNGgFevwyrzIFvXRlWjMjz2MzP+f777+P555/HTTfdhGHDhumTohHQCNgwAhxozKgr27dvx1lnnYW5c+facG900zUCGgGNgEbgSDwpK8KCCgvmW2Hi+3vvvVepWC688MJjWkjVBZUn11xzjcq9YhQgsUJyZOfOnUrhYqznnKqNX3/9FUw6SAeqYSRXqJDhaCHTMFv8UcgfzUbOFZZjaDOqXEzLGfVYcs4X6aVLl4LhvEJCQlTVBtlCeSnj955sErW4uDjVb1MsjHw1HF3x4osvqnPBg5MUI9nCsrNnz1bYx8bGWrLLui6NQKsI0AFkqq5qtaCFNzBHgJuLEzwkzJezEC68/ieNHAIXcbTRvv5xJb75cTXyi0rw46rfJbzXWpSJY3fH3oPIkPBF9fVNcW627jmgRk6v3bQDnyxciipRvaRn5eL37XuRlJKO9Jw8SWheg5SMHOxKSkbioXSVayI5LQucftu6S8rn4YCoYPzEKbh1TxIyZB9aQkwUGM6MbdOTJTFoIvfpsPdg2CE55wKxXZiz9CkyNAhFpWUSjqlAqQPsomOHO8E8LewbCTMSlHlFxQgVQtTFAvnN7AknW+jLPffcgyBRY312+11wELWJY0AgGtJS0ChkS6PckHxGf3f3/XAQMtwxMko9A/0lv0pqQT5PvyJPPL29MULIlvn/eg9zXn0BS7dsxb7UdHyyaiUmPPkQsooLcefMWaIudJP6A+AU1xsOQq7UZucgb18iMlIzkVtcouoOEeL7otETcM8X/0Z9XZPSke+DwT6+aMzJhoMQM2/Ou1m9W9kCvq21sbO/c7W6pTXk9XpbQYAql+60GTNm4LbbblNRIfh7beHChUeF2O7OtuljawQ0Ah1DgIoW3sckW+hn0WRLx/DTpTUCGgGNgDUi4CAjAZu8gdbYug62KUVGKlKBwVBgBkHSVhUsS3UMw5XFxMSIA/XIqHXz/Vh2//79GDx4cLNixrxMZ3/OyMhQodLYVtP8MpY4LskU9i8+XsIXCR6mxjwRWVlZSEtLg6+vL0iyWGMic9M262XbRYBh/QwVVUu9IKFqyeuvoqZOBjo3Oc3Mj2eQLSQxTK1O1CqrNmzF4pW/S4iiWg6GVsZizctcY/bZ9GHLGk0/qwra+U+1Rg7Gx/foQX1x4cxpKtdLO3fXxU4CAWJeIWSZcZ7bUxWVUW6HCbr2lO/KMryW84tKUSLfcRGSj8hbHNX2YHlCgNbIve0k2BfIcmxUmHKmm93KXd7VWnHQV8vAhY5agRBGDIcWLufIMOYd4WTPlpqairi4OHx7532YMmgwHCUhfZ28i+QKHmEBQjJ7igpFcrNQAcjndL18f0icWaRLiMWRj92Pvc/+DYG9ouHo64f6tFSlIHz/52UI8fZFiK+PqBZFoSK5+3oFS+gxwdJBFCmNEjqVZE5eYRGWiLr4573b8fhFl0m5I4RdQUkZpj7zVyyRHDHMD2MYw5U5CbFTn5KMkFvnCYle1W3vjEab2jPnYAZD1WJe3tLfuRzIxImEi1a4mKOtP9saAlS4JCYm4uGHH+5UlYtx37R0HIaE/u6779RvWj4veW8xMoE2jYBGwPoR2L17t8qTy/uY4Ug5OJhRTcztyiuvBEO5//WvTWpe8+36s0ZAI6AR0AhYHwJWE1LMEtCQiOiIecuIx9GjR7drF5YdPnx4u8p2VqFIiUPOqTOMJEtrWHDkZmceuzP6o+vsHATaIkI654jH1mo4hSxJuhx7FAnlJc47d1G1tGTME3Da+FGYOGKI5FapbqlIF6xzEGers4RMcu10tV0XdMZmDkGnLtUuleLMt4fxCryWw0Qd5SUhlrJE6eLoWIQIcSA7O0tuCtlmTjbawonieaHijGk6HB2c0K93tArNZwtt1208GgGGy0kIDcOYPgmiOPFGo4Q4rRXi6cvff8X8M2cClRWoL5HrVMJ/NVDRImQJLUJImOunnIo1+/biXFEEOgjB4iBhaV0kX0uUhKkleTVOQo65uZqEYZTrpVFCkQl7g1wJ8fjgF5/iltPPxFVTTzG5D4RS4fVVWqyev7LLUSb6OjRIDkEHYdMZuo/fmUZY26MK2tAHS3/n0rlE02SLDV0EuqmtImCEFWu1QBds4O83Tt9//70iXhgum7lKmbu0q0OddUF39SE0AnaBQLa8j/Ce/fHHH1V/eL+SbDnZ6CV2AY7uhEZAI6ARsBMEWvYm2knndDc0AhqBE0OATiIjfJc1kCzmvbC0A8i8fuZEaY1sMS3LWP8q3r/pSr1s9wjw+nAVQqKmtv6EVUrWBpK3pzv6RIdLGK4K5EvoJCpf3Fxc1ah/D7nOud1WrF7UDnUSUoyh4MJCJDyUDBrQ1oQAn+vW+Exn60jucXCLqf38888Y1ztBhXVUCe4z0uEoqiUmsn/hu4W48+xz4SJql0ZRtTAcaonk7WG+JeZXuXTMJJz32v9h3+DX4J2XDafwCNQLST190BBc98+/IzkvF9dMnqrUZ+v2J2GMKHwDvLwlZ1YlPl/3K6YNHIyxso5SxUYhYfJLSuUY9SivqcbtH3+AR2ZfokLxZeblq1B1QX6+qukb9u0R5YwTGmSf4xGW1ULY1xwmiUz7bW3LlvzO3bVrF7o7FJO14avbY/sIdEceF3PUqGwZM2aMIl2Yf5Qj5qdJ0m3m5+TIeG0aAY1A9yPAiCWrVq1SOXpLSkpUmHsSt/oe7f5zo1ugEdAIaAQsjYAmXCyNqK5PI2CDCBgOOGt2xpnDakkHkHndDCV2PEeZ+T76c89CgNdInYMk3e5IbDErh4hqxkA/b/j7Su4KUQBQBcDR/AzLZUvGkKIkjyqqqpVqh4RLWHAAPN3dbKkbndJWPuuN532nHOAkKjV/5pKIoMNw/Cmnw0FyuEiSFhWHkSH6kvPzkC15V057+hGcO3wMgr19sD3tENYnH8DNp85AbwkRtjM3R5Ro1UgX5Ut/DzfUS+hUSaol14E73r9pPrYePIRlu7bDV8ib0fF9hGzxUtc7r5u9Wel44qLL5TM71IhiIXJ+2bsbvp6eSvn1wOw5KBF1zV+/+Rx7xXny2pXXy7Fq4Ck5YGIl516pbDul/0Aw/8yrr77a6vcJw1la6/kwP5WW+M4l2ULThIs5uvqzrSLAa5mTcW13dz9CRck3b948jB07Vo2cX7FiBTiNHDlShRmbOHFidzdRH18j0CMR4DOCeVo48Xs/ISEBl19+OaYJKapNI6AR0AhoBOwTAU242Od51b3SCLQLAb7w2RLJYt4pSziAzOtkiBgnJ/NAMeal9OeejgCdw8pBbEeEi3FOqeBxk7BpnGzRePd6CLnCKdDPB9XiCHegs16bTSFQLflPmD+PCiuIosxBFCO0/RKGY2f6Ibx42bXIFdXJ3uwMVNXWYJYQL/eecz4CJdcccyaNrU3AC4sXqhxddfVCbOTkUEajlE/eHh6YNLC/1NYf5TyOqFrScvORLWqZzJJCRbx8vHolLhw9Vt3nLqKMOW/UGBVGTOLuwVHC7vHWnz1uIgpLivDy99+JAqYED8yaA9YdHxWDr+78C+7+5F+49tpr8a9//avpeaF6YLv/OuM713bRsM6WM48QQ9tp69kIDB06FJzo5P3ll1/UiPrNmzdj0aJFinih6sVLSGZtGgGNQOci8OuvvyqShfcfbdiwYZg6dSomTZrUuQfWtWsENAIaAY1AtyOgCZduPwW6ARqBrkfA1okWU8Qs7QBqdqSbHkQvawRaQMBZRtozfJE260WA97O7qA602R4CtTIggFYvZElDQ5PSis7kTckHMTo2XsI+umJkfG8M7xMr7mUhZEjKuHmoHCySAV7yuXDfehQIaXPXxx9if042aupq4SXXw/g+/XDtlKncC28uX4qlO7chISwcE/r0Rbh/gIQdG4qs4iI88NWn2JeVhTmjxuHqiVPgKWRKoOSEacjJBXx84Ch59QIk/9ETF12GFxd/i98PJGGc5JvxrfKAc1Q0XrxmHkbdfxfocLEX58rJfOca+Vus7WpMK07E9qw18HTxwal9LrK25h23PTnladibuwHFVflCBNbDzz0YcQGDEeNPUlFbT0aAOVw4MT8EiRdOJIBJvDD82IgRI7o9R2lPPj+67/aJQFJSErZu3QqSLAcOHFCdHD9+PE499VR1z9lnr3WvNAIaAY2ARsAcAU24mCOiP2sE7BgBeyJaTE/TyTiATOvhsvhn9dhQc1D05xYR6Mm5QVKz83AwNUMpAVoEpwesdBQlXHyvaESGBPaA3nZ9F92EGGGYuwpRKFWVV8BZVEoO7p7yfHZAqoQJY6gvEmrOnj4iaRJSTUiZRhItMhWI2uSAKFpIiGaWFOPuc8+D/+GQYYVl5VibuBenPfc4+oSG4Z5zZ+PeS66AT2gwHCVvkfoSYHeF6PlDdRVKsrOwbOsWXPrmK/jbFdehv2OE1CW5ZkpL0ejrBychaOpk+c9nzUL47Tdi46PPobC0DMGSN8YlMgrv3/IHXHH5FUjanwQXF9tUjZmf/ZP9zu3Xr595ld36ub6hDlV1FZLvyfbOD8miDWk/yd3QCHdnL7ln3JBfkaUm9qlf8MhuxbYnHZxqEmtNUh8XFwdOM2fOxMqVK7F27VosWbJETeHh4Yp00eRLT7padV8tjYBBspBo4TLNU8KQnnbaaYposbbvPUv3X9enEdAIaAQ0AscioAmXYzHRazQCdokAQ4cZThJ77KDRNw8ZgdzdxrwXtZK0u1YcdioFgEmDhM9ROTHcJKG3Ckllsk0v2hYC4uvtccbreeV6GbW3J0mFVOpxAJh1eOPOJIwcEI9TRg9V5IDZZv3xJBDgszwsLEyUJoUol5BfXkJqOPr7YYLkS3jgvx/jjzNmyjNUQsUVlyDI16eZJ8kpLFZJ70urK7D7xdfhEREJR4Ylkxu2vqAAPu7F+NO/38eDsy/EVTPOhJsQJo0V5VJPERrkmU3KvVGqdXBygYM4S/xFsTInKBjjJN76tW++jvfm3QY/Ty/1/G4UUgXhkWrZydEBvUNCUVlbqz5DvgMahfAZLWqZOlHZ7BZn7LDhw08CEeva1Zq+cy2NTKOEr6uur1Tknpuzp5Ax5aipr4KPW6BaR3KjtLpQKWKcWyBpamRfkh2+bkEtNo3bK2vL4O0WIDyh5AJrqJWoeW4yHflZxjaUVBcIieIJtqE1Sy7cpciWWP+BGBV1mipGtcuunN9xoGCbIlzqpP66hho4OjjB1cldlampr5Zj1ymSycXRFdXSXvaLx2L58ppi6W8AnBya2lQh7WW4SZI6hhGTBlHUuDi5KVyIiYeLlxyj6T2M26uJm6u/sUvznP0rrSlS/TPaxI3m2BODpu1Nb1NsnxEyzWizOXbNB+miBeZwSUxM7KKjndxh+Ey95JJLcNFFF2HTpk1q4ih8Tb6cHK56756JQEskCweKUD02atQolTvJz8+vZ4Kje60R0AhoBDQCOPJmr8HQCGgE7BYBeydbjBPX3Q4ghr0hyVIrYWxaM7oMVD4BKcfE684SBofz7rbq+kbsyKlGtTRkUkSTQ6a726SPf2IIiJ9XQjABnZGCJTk9CzuSDmmy5fCpIbm6JzkN8bFRiBaFhDbLIWA4LbZv3qry8FTl5sIjJgbRffrg3Rvn48//+QgRQpZcOf4UnDZ0iDpwsRAbO1JTJLdLMR6/5FI494pFQ2U56vOKm24KUcuc88LTePD8izBN8q9Acr9UpqWhStYzT4uXu7ty+JZWVCG3tAShkg/Gh8oYV2dEBgTiJVG4PLzgP3hNQoUFSkixRgl7RlKF1wGdwA2yzDBmhjVyWfYfGRuHHxYvtivChX3s6HeuEVKMDmprNhIBy5L+oxz9od69QBUJzcvVFyMip2Fz+nKQgHAWoiIuYCCGhk9W28trS7A+dSkKKyVfkJiHkBNRfgkYEj5JXR8kE7ZkrgRJEpqbswe8JIxZgZQfHn4K+gQNVesZ3oxlSHzQIn17C5kyHS5CypibMajDKMvtfYKGKXKIyyRE9udvFwLmN0T4xGFCzDlcja3SDvaLCpjBYRPxk/SXBEmfwKE4WLhT3QckW8ZGn4H9QtzklqerPoT5xGJM9Axpiyu2ZKxAeskBRPv1RU5ZqtqfdQ8KHa+Wk/K38qOE3QvBSMHNzz1EfU7M24LdQgjVC+FD0jTYMwIDQ8chSOam2Ad6COFadkjwnYJd2b+p8pNiz0OYnBOSVj/s/UiRRNMkDFyAlNXWfgSM5ysdwxUVFc3kC0kYg3wJDg5G//791UTlTqSEUNSmEejJCPBe2bZtG/bs2aOmlJSUZjiGDBmiCBYSLSQ2tWkENAIaAY2ARsCqCRfTLzF9qnoOAjHiUNFmGQTsNYRYW+h01AHUVl0d2aaIFvF0NzCTcjuN4W7qayQ/gahdXKh4aed+li5WXtuIR37Oxa6kSnFoNGL6UB9cM9IPUT5W/RVhaRjsor5q8c9l5sl1KH7eAF8HmSxL5tXK6P1ayYOh7QgCFZWSdF1CXmmzPALMe7L0h8WiJqiCkyS0D3XOgIuEAZsmcdAnDxmMhqpa9exkeDGGHvvq93V4cuGXWPHAY6isqYVnRnoT0XK4af9YtgSXjpuMUwcNQaOQM2kSduzphV+hTOq/bOwkTEzohx3paViyfQvmjBmPMI5MJZnCG0ue0IMlhByViZVVog7wlvBN9UKypKUqRzSJloO5OSq3jEdz3iBRy1RVYozknPnpp59w3333WR6kbq6xu75zu6LbJCBIJMT6D0BG6UFRfZRgTfJCRVwEeIQL2ZAkZMY29A8ZpVQdGw6TLSQ2AoU8SMzbDJIOVIrEBQxSJIpBtoRLmTJRkZBsMbU9ORvUPlR1xAX0VURHRslBuDmtE7JnqmlRtdxb6s0TMoRt+SkpH30ChiDav5+QNH2OKdueFclCtkT7Jki7spXK5bfUH+CvcsIMEoImCVmlyUJGpiHS70j9JG7CvGOViia/IlPInXWKbOotbckpTxECKlf6vgfDI0KQXZqCHdlrlSpmYPA4FFRkCLbJKEtbipn95jY3kdiTbCEp5ebsjnCfGEXuZMl5IOGSWSLEv/yRBOtusoWhgr7//nuQULTWkGLNwLawwLBHU6ZMUVN+fr7KO0HihSHS1qxZoybuxt9nAwYMwNChQ1UIMmchqbVpBOwdgeTkZGzZIiSx3N8kWvgebFiCKF9Hjhyp1CyxsbHGaj3XCGgENAIaAY2AQsCq35RKJAb3M888o09VD0KAP1oee+yxHtTjzusqyZZSCcHSE62rHUAkTmo40rn9XEvzaeEuNZQkiLkK6dLV9smOUny4PA8VpZKg+nD7v1tdgJ93l+HhWWE4JUqrXbr6nJzo8QpLJV9FHhOMN9VQmdcoTudGRAZb7rriJXIi1/mJ9slW9qOyQZvlEWDYmwcffBD/+W0tbjx1OnLFGRgixIaTJKp3dpJXWJemh9YbPy7GK4u/w9WTp+Lm08/EBa+/gAl95H1iziUIDfBXhAhb98malfjqT/fA4fD5KpZQYvfOukCu6Ua89P232C7kyZbUZLx9/c0IEAWLg4Q1U+HGDtPhJMZvnX4mXlj8Le45e7Y8s53h4+mhSJafd+7E0OhYcSQ7yb4MuyQUuigaqvLzUCyjYt1FPWOvxu9c5qexRwfsGX2vEjLFDS6iOiF5QtWFoRJZllQoYb/yhZRJUyqPhCDmS2lEqJADVIBU1JSKWmSHUryQcDlUtFtdAvGBwzAsYooiDH458KUiJIxrg+VpY6JmIEzqKZEwXcuSPkNq8Z4WCReqSxgqjIoVhvTamrVKCI1fkRA0HANCx8q2jpHu46LPQoQoarJKkvFr6veq7im9L1D94XEOFGwXEiX1KMLF6E9tQzUW7X5f9WukKHJIjGQUH8C6tMWKuGK/PFy9MS76TDUPFNKquq4fMvZ+KCHWylXoNpYx7BQ5brBnk6qCahuqabJKDwlxA2SXJati0b7WrZYy+mIr86CgIMyYMUNN/A1hOJnpaKbjmYMhly5dqkJoDhw4EMOGDVMETFxcnK10UbdTI9AmAvQ/8XonybJ9+3aQhDQsNDRUkY4kHjkx/5E2jYBGQCOgEdAItIaAVRMubPQZZ5zRWtv1ejtCoLxckthKAkfOtZ08Aj2ZbDl59DpWAxUt1bWtky0iYEGVTI0SbsxZYvy7i+9bcm0fY8z54ijbuyK8WJ20Z2NOFT7eUIzNQrg01h1mWg63SnyEKMutwf0fpWHIYG/cPSUQvQNcxOHSQsOP6Yle0dUIMO1EQXEDcguFbDE5lSRGCkvkn4SUCQmgiqqrW6aPZykE+EzviXcfR4/Onj0bnyz/GVdOnAJPuCKroFCRHN5CujCnxIrdu/Deip+w+ZkX4C2khoMQMffOOh/PLfwaV7/9Oj6+5Y8ICwhQp0LdHyRbhChx8PPHEAlJ5sAwYvm5eOLCS3H2S8/ihlOmw0/UKw6h4WgoyFVhwlJz8/Fb0j5cPnkyJvbth3X7E5UyZmRsH1HCjFPEy00fvIUldz8EL2kXw0bS0d2QmYmCohIs2bkF9z39lKUuB6urh0SLPZItBJpkC83IXWKab4T5VUi4VNU2KdwCPMPA/Cm7c9erHC71DTKQQcyYl4lChhbiFaXmDEPn6OCilvmPeV2Y+4W2XVQgJE4Mq5O6mEvGaIexnnOqWaiqyRSSJEnCf+WLamRv3kYV1mtE5KmmRY+77OJ8uL+uTXljeB2TPKKxvzS2w9QMjBjyzEny0DC8mbHOzaUpn4vRL1/Jg1MkipcdWb8qxRBzyxhm4GR8NsgWfg6XUGbM1VJRW4qiqlwhXNJUsWh/TbgYeFl67iOk87hx49TEunMlrONOIZZ37NihiBguc/rss88U4cpBcwwXaMy9JJyiNo2AtSNAIpE5mIwpO1tysx02Nzc3peZiuLDBgwdDE4sGMnquEdAIaAQ0Au1BwKrdL/xy46TN/hFIT09XhAtf0rWdPAI9VdliIMeRxEy43BVW0wLZQv6iUvwsDg6NOFDqiJIaSdYs69wcGxEizYr3kQ9mxjXVtTJy282xUx2rB4rq8PX2Eny3qRg1VLW0ZeKd3CGEzF2Z1Rg32Af3TAiQJMGd6/YtldBMKVk5RxEHbTXxZLcFiGM1Kiy4Kcn1yVbWDftXVjciv6gBxeUSXOXYy0qtKxDSpUaurSB/R3FUd875c5I8RJGSwyTA10sc1I3icK5HckY2qqqPONO6AR67OWSlhLTy9uqaZ5o1gcbwXU899RRGjx6Nez7/N964ep4iQIrLylFcVgEnYa/nCqmy+SkhWzw84SjhxhwcJTxjTTUeOv9CcexW4IVFC/Hc5VcLIeCEm049He/98jPuPuc8CdHkhEYpWyfPHFdhoX0krM7o2N4qB5ejq6uEHCtBbUUlVstI17UH9ql9RKYCR5n+fMVVKC0sgrOEFvFwc0WphJVjSDMP2Y/PlLeX/YhT+w9So8BfFjVMQX0dLpgzx5qgtVhbSLTQMdvTjflZVif/T4XhYs6VfsGjhAA5oEKRGdgYyd6Zt6Qlqxdy3DAfNz95F2hSJzIkGc3Y3yjDsFupRfvUx1jJJcMwX5yS8rYKYSN5YERRQyWNNdkhCS22KWO5EDLu6Bs0Ap6uPlif9uNxm0h1TZTgeqhojyJrSNT4ugXJFHjcfXUByyAQEhKCadOmqYk1pqamKsJl7969ylltEDDG0aKioo4iYPhZm0agOxGgesUgVjhn0nvTEGH8/UjVFolDEixUsWjTCGgENAIaAY3AiSJg1YTLiXZK76cR6MkIaLKl68gWjmKuM5UUyIVXIczKvhJHGYXZ5Bypbjji4K6S5XQZGEqVS5Tnsd5xhrWpFQLHtZOkCEsOlOO1n/JQkl8rOT6OPX6L940UK8qrwY8SZmzj7lJcPy0Ic/p5t1j0ZFdm5xdh+bpNQiAwFF4723eSB2Wi7FEDEzB6cD/lHD3J6rp099LyBmTlU2F1fKzKKhslMXg9wgIl3JHkdrG0ubm6wF0cz8np2ZAU4mrEf2igP1KFPDt36njsOpAi57UExaVHj4y2dDvssb6q6mrUiQLuSF4Qe+xl633iwJu3334b8+bNwx0ff4BnLrkCPu4knxqxXRx+UQFBCPSW8F+ektw+K1OuP8AxXGIOiXv6eSFaIm6/CfecO1upXK479TQ8+78F+MNH76qQY+4SBmts73j0i4pUpKuvkDYF5aL6E6KwUcJkrU9MwsItG/DKtdfDIThEkeENsp4LvuJ8lIcGGmXUN2lyJ1EAegvR7+DpjZtOPwOPfPlfrE3cjRxx8Mw8bxZ8fX1b76SNbumJZEtrT1smey+XnCxUhIyWcGDOji4qlJjpqSVxwhwnzINCxQaVIAzDZRjzkXA/rg/16oXegU2Dzqjo8HTxUSSFUZZzZ1Ge7JLk8yQfnISQiAscrDazHhpJIJI4Hi5NypQKUdDQmKy++rCSRq1o819rPW5zp1Y3GqHAmHumn+S+IWnUXmP4NBIuueWH1S1+Ce3dVZfrBAR69eoFTjNnzlS1FxQUHOXMpkObA+pWrFihtlPxYqqA4SA7hiLUphHoLATaUq/wmAwJZiiyOOf1rE0joBHQCGgENAKWQkATLpZCUtejEbACBCorK8UxdxzVghW0s7Oa0JXKFvaBhIu5FVY5oKi6dYc290gTn3OY+AsZWsy8JAmcpuAd5jWf2GfWl1xYh/uW5SJr34k7uxuFoMnPqcFLC7KwdqQfbhrnj77+LuKkPLF2me9Fl05Gbh6y8grNN3XqZ4ZyW79zH+KiIyTsliTItgGjkqWsokESfosz7dhLsNUeMFVQRl69PCMcEeDnKDkwWi3a4Q2O4niO7xWOhJgIRZWRICDBkpqZI0SPqACEkCkTtYC2jiFAErZESCpXV2d4uDeF+ulYDfZR+rrrrhM1ixPmz5+Ps19+FhdLQvsxvROQmJ2B80eMVZ1sKCuV5yn/GlUoL6pjqkUZ5CIqloKyMoT6+yln+EMXXIQCyU3w1Ddf4r7z5iBAnIC8fmtFoVIiihg/IV1oVK28tuwH/H3ujU25XGQfkjD1ot7is5+KGUeGJpMRse4SpuzCUePFiV2rnonOIWF4+sqr5UuiDomZGRj36AN4+eWXERhoP6PxeyLZoi6MVv6RTCEpwpBXVGwwDBeTydNq6ptIlT5CoJBwOSiJ6UmisGx13ZHnIq/e/iFjsFNCiW3JXCl5WxJVPbnl6QjxjsbEmHOOOjrJnfjAoSp82ObMX3BA6mXYLx6DFio5VNiOcAk3xrqLq/KUCoe5XowQX0dV2AUfQr1jVC4WEie1QiwZ5AkPTZwYkqw1IwZuzh7NmOlwYq0h1T3r+XwbP368mowWmKoJuMy8GJwMi4uLQ3R0NCIiItREBziXGcpJm0agPQjwPSkrKwuZEsLTdDJXr/AdgooVU4JFqzPbg7AuoxHQCGgENAInikDrb7UnWqPeTyOgEegWBEi2GMniu6UB3XzQriZbmLuFk6nR911cd3wGgkqXRAnl7u3cKEoXGSRtsgt/ONSL844hmtoyhmyqrKqGlyRsZh6DliyzvA7/3lKC5VtKUVpkmdBOzPeydn0RNiaW4+oJfjijnw96+Xbsq4R9rGDbJddBsxHPw4msm9d10QLJAebY6U5jHiBeB1TctGXiP5a8LCQzJIRYWwVb2cZLNltyvZRVitolyAme7q1fZ5VVNXATRz+d0cczhtbbsGMfioQc4OVIIisuKky1cX9qhgozNqhPDHYfSFXhxo5Xn97O0emNKCoRh6yErQoVRxYJhJ5s11xzDU4//XS8+OKL+PLLL/Hx72uFUKnGf265U8KLlau8KxzR/9aPP+KyCZMUXt9s+B1DomPw3ZZNiJZk0J5CjpAwYQiRwopy+IgixfXwCOsKqSspJwujJC8Loc4TZUqekCweLhJejMBXVcp9UwXWmV5cKKmRGnDL9DMQIOG0+Lx++PyLcPVbr+KdG25DnOR5cRTVjXgNwQwTrnJfp6el2Q3hosmWY+9EEhrDI6ZiT+7vSsHCkFm9/PohpXgvSoTooFGhQRXM3txNSv3i5x6sVCpcZ9zefYNHyHeBk8oFQ+KEywEeoRgaPvnYg8qaQWHjQUXLfklmX1JdoEgV7hPrPwBDwiepfdiWwWETVcJ7kjcMxcU6M0Vp09UW498fBRVZQrocVO2Jkvwz9UK8UH1DQijQs/Uk1MQ4yjdB7RfoEQYvF/tTjXX1+ejs41HRwsmwllQwVCGYG8kbcxKGn3WScnOkes5nXjsGoWJKsHC5JQuS73xTRVV8fHxLxfQ6jYBGQCOgEdAIdBoCbXt2LHxYxnrVphHQcl3LXwOabOm6MGLG2aMz1NzhnSUCkjxRuJhbU7lGNcKU25TTu9IBueJhkTTniDXJK8qy9eL8dzqOj5t15BeXokYc20F+R8fPl3QEeHdXKZauK0SOqFKoTrG0VRfV4oOf8rFoZzlumxqAGb1NOnGcgxG7rLwC+IujMsj/6LYfZ1e73cxQctn5hYiJCGmVdKmqaRQVUAO279krzjlH5SiOiuiliCqSrRwRmpWTiYiwSHEoC1ni5oGCwjzleHYRp7G7m7uoTMrE+euC1b9uwKmTTkGvcFd4e7Z8sVXJiP9sSVDeKyxE1AUtlzE/ISQCDeM1SkvLylMkS6goiEYNSsCmXUmtki5RkgcmQxKU8xoJlOvaRVQEDDV3IkaCYnj/PhKyxBmV4ijftT/lGJKU9UZLDp+CkjJUSBlziwwJQp4odWrEQd+VRqVifmGxIlsC/fzkXOqwK8Q/MjJSKUWoFiFGDDe2MeUghkoYEB8vyeEi98VVp5yCx776L9IK8xEVGIwPbpyPh7/6D+6UcGRMcs9zue5gEq6cOEXlXGFosmpRYaWIwm5LyiE8ffGV6lTXNdTLs1iIbbkPvBhGTO4vL7mmr5oyVW3/dO0q/PnTj/DK1dfDT1QyYRJC7/M/3I0XJWfMgF27cPUpU+EcGipl+Z3g0OXXkGpkJ/yzR7KF+U84Gca8IHMGzzc+qjmJEE6mNjnuPNOPKkwYQ4XV1FfCRUgOEgSjo08/qkyEEAzM78JQWg5CjCze+5Ha7ucRoubcJyFomJoY9svFyU2RLkdVYvbBaD9DhdWKSsRNVC6sx9SM9rNtrk7H5oM6d8A80+Lwdw89BoP+IaNFgTO6udy4Xk2hpJpXyMJ5A28y/Yggz4ij6iEZNCpqOkZEyv0l7XVxPFbJYI69aYUkVWkkr7TZHgItqWBacqJznXlOGPaW3+uGCsYgZDhnvZx0iDLbuyaMFvO9j6QKJyauN78uOMDC3PjeGxcX13xN8Nowrg9v784Jf2zeBv1ZI6AR0AhoBDQCrSHQpYTL8uXLsWTJktbaotf3AAQo5X3kkUd6QE91F7sKga5Wthj9anImH01kZAjZYgglCqvq8e/VOagurkVdtTihpaiTqxPcJQzXxZOCEenlosrmCvES6ykOBPkRaW788dGaOYsD3MiRQYWLv48kKxcHS4kc64HFudi+S2K1S2N6DfNFTWkd8tIqJZm0A9z8nCWXgDMykyrk8+HaZX8qPByV1IZEkrRFDs0msQUOEvvMI8AFlXnVahuL1QuJ4yd9cZU6Hv00A/8c5IO3ZgaLk0YUEcd25ahuUDEREx6KxEPp6hgBZoTRUYVb+KBG+gs2raPTtJNS/kgnuks500LTW13l7ekuqhAfHEjLQu+o8KPy+PAyINmSnEEHsDiaImLww7KF8qM0H7NmXogySe69decW9E8YgD2JO1Ej+SdGDhsDTxm9v2LNcqSkJ2PYoBESMkmUEhLqyFtySSRJEvBxoyfjUFYDIoMAf1/JQmF23gJ8vZVShQQIiYe2SBfmcBmcEKvaXyXKmN4SXoyEII2KLWcJ5VBYWobqQ/USzswHuQUtkyi+4jTPzCPhIqoAIUqo+GFumH4x0UjJzkGpJDiPj4pQ4ZzSsvOEMApBUmqmKhvfK1IwyhJVSFOeAt4jvMboYB8+IF7CcrmgSrCh+ft4Swi0SNk3Q4XqSvD1UWTMrv2HEBESiNCgAOxPyUC/uCiElvhjT3Jq876qArN/vBYLpb8kS9uyOsGi1oSUMi/boJRrNQp33o/hwYHi57dkkEHzI9ruZzr+//jHP+Llx5/AtUIeZuYXIFTIKeZhefnq66Rjci6oXpGb5m9XzcWhnFz8snc3wv0D8Po1NyDk8HOHqpUiUci8uXwJ4oKDMUTFcHdAiI8fKuXayRTnj4tcv96iJqSShc9lPlPOHzkGD3z+CfZIjoKxfRPgJDleguTZ+czlV6prieFLIOTmrpQUIcZrESx127rZI9nSGeekJUKDxymqysEvBxYg2DMK3m7+yC47pEgHKlQCRLFhbiROOmJODs5wkvuiLWutbW3t0xnbSLxwaq9R/bI/fxtSivaqPDfROn9Le6Gz+nIGcWLeUDrYDae7MTdVNpiX52eGiDLIFyocjGVjznU6XFlLyHXuOipLDTKF8/z8/KM+G9taagV/MxjqJvN5QEBAS7vodRoBjYBGQCOgEbAKBNp+K++EJjIchLaeh0CuJJXdtm2bclT0vN53bo97srqlu8iW1s6ojzxRyw4PhN+dW4XqkjrU13A0pniyHcRJJ9KTmrI6/HioAnMHNeUL8eRT2NzTLauoFMgtkLhjxzGqFdKz88UR6IBlKQ14dWkeauUYhgWIPyNZyJ9xo/wkDA7DdnA0tyho3BzhLSSKT4Az/L2ccDBNQnxJeKnIIFcUSdiwMlGwONJ37OKA8rJ6uEuZ2Ehps/TDRdq7P6MKfcPcxLnfgBQpl76zFNdkV+OBWWGYHOWG8kpJ9E12oA0LFMUDVR10xvt4HTvitqVd6dgPllwM+cWiOhACwV3yWviJk55qjOqaOuWIdxVVRIGEYgoQJzqdpIcysluqqsV1DI1VIYRB+0wS0dceUXS0to+znJtKOl+PY1StsH9MNN9LCCkSDrT84gbBianom4wqlejwGIQEhiEnNwt+Pv4oLhbFkF+A5KLpg5DgMHgKJpu2rseMaWcjcf8eISGKMHjQMKVyKSwsREBAoCJQSGyk5zXIKP5GGaHvhMpqyQNloogi4VEizuhMUSRFhQoz04oxvN2u/alN5JZc7tsTkxVBwbwjEUIa+AkhSMKmtLQCuYVFcskLyceDt8NIjlBtMLRvHNZL2LLAAF+puxrxMZGKgIkKC5Jr111IQwljFhGKNMnZQbKiVHLGlIszneUYHo198RUlAm+3YLn2klLSFZnj7uqqrhc/by9FtngJUVUh1++A+BgVQiotJ+/46gTpSomQQcfrEsMQHq/fvAZIShG79oRzaweEdltk9uzZuOOOO/DVhnW4SPK6ZMm17eXhBk9Rc/HZ6OgpI/09veAXFoahUVEYMngQ6uX+qZNnBXO0lFdUKQLsiw2/YcGm3/HW3Jsl7FjTiHuSf7dOOxMPfPkpXrt6HkoqhKQ2u24fu+BSXP32a1j14BMIlW3OEZFokPvFmXerHLsiPRV//Pd7CJNRt1Tn2LJpsuXkz563a4AKM5ZWnISc8lRFOIR4RWOMqGDMFSknfzT7qqG4Kh/M+6IUMpHTlYrHvnqoe2OOgKFeiIuLM98k7zzFiowhAcPJcNhzTnLm0KFDx+xjrPCS9wCDgOHclJjhNg95BzB+X3CuBvkYO+t5MwIkxIzfoMa8JSKF63i+WjPiy/PA3CrGeQkJCWkmWUKVUrS1vfV6jYBGQCOgEdAIWC8CTd6cLmrf3Llzu+hI+jDWhsD69esV4TJmzBhra5rNt4dhVXqiGT+Gurfv4rltdoMDsd5CqDQ6Il+ULiQ26irk3Ijj1/DC0r1cK+saDju0A9waEedzmJAx6wh/gHiK4/B4VlVTrcIuMYxCtjh8TckW7puUXgUnqStRQouVl9YK6SOJaYWQobqlsrweDkKo1AnBQvVLeWWDjAKvVo6fCilDwsjZwwkuHo6oKKpDihA3Xu5OQm7IKH1J2r47qxqOJs75MskZU854ZmIkjGqPR0aI87lBFAHHI2ZUhYf/0SlFxz3xoWIh2N9XKUL2HkxV6+hc95QQAys3bBMVToPkFGlSO5jW0dYyHeK8p47nODfqqJOR68ezBo6KP47ywaiDTuISUWGY5geqlmuJ145hQQHB4pAPVM74ptH29Tj/3EvUuvDQyGYn/RnTmhIsM8QYyxEzzmOie2PEsCNhYVgvSTj+1cn5Y/6VI9a0H5Uhpm04st1YahSVjLeELKtEpihiDKMCJUZIkIPpWSqBeWykxN0XNU/xvgNKJWWUa2veR9QyORJWjIQJ219aVqHIFO5DpQHDbZHUOZCeKW1oUqo0yLln2WF9e6uwXPtEoUKHMa9LkjH8q5Q+ucu+nBdLnVxPIobXTbmEkPISx7tSrcg+vE7bMoFWkWSmz4OWytdK3dVt3hdNePNcdYbRkWRPxhClixYtwqxZs7A1NRk3TJ2OXhJGjIQvzYHXIpV8PH1yPTSawMp77EBONt78eSmW7dqOu2eeh7OGDlMkHZ9JFZIXbcbgISo02dx33sBdZ83CsF4xonaRV2epr1YIPl8hVfLLSvHhmpW4euIp8JfrxsnHFw1CBpckH8JHq3/BxkMHsWLFihZD3dChaA0hcOgsa+tdQpMtvJpO3pwdXVQ4rZGR0+QdgfmBfOQVgReotuMhEOHbG6e6XajyzxBHbT0bAT9RM3Ji5ISWrFTyb5mSMMayQQhwIGB7Q50bvzeMuTkhw8+m64xlPt/57DzepNSQLXXiJNbx3YjP9ONNNTJYiSFp+R1gkCam89aWuU971OPsGwktnieDTDEnubRK5SROtN5VI6AR0AhoBKwagS4lXKwaCd04jYANIsAX4bacJJbqkvFjoSscQ+3pk/Gjx1L9O5F66BCl787UDesuobeG+DeKI64RqaJI2C7qEWchKzyEtGDhSiEp6iRZeW+vBkwKaZDY5RS3mHgApT5+4iqGrvHzbjucCMkEkhoJMRFCQjjhlrGumBHvhflfZaJc1Ca0CiFaaE3BndSi+sd218gob4YbozFsGA9eLuSLqZHAkVy2zWayKOHSmlfDJ9AVL18SjoEhbqoPDHHWlomvU5zwmUqFEuDbdlnTehiah059/tBj3hOqCtbv3CuKhybiY58QL6oHAiJVEU4ddGa5C4nDqb1W1g41jIsQRG6H1Spt1UsH8N6DaUpJYtqGqBBRbKAe+SUGOdcoIcH2IjhIQrgJ8eIkDuBAUbcYZ27bzk0YOmikuo6M4yWn7kdcrz70OYtJ+DjBRVz7ajPTg8REOCmVlL/ZuaDjmgnJo4U4USHajArN5nRQJx5Kw6QRA4XUkOvKUBtJvzfuTFTXufAZIPHh6dGU28CsCvWxTBKTD4qPFRKkGnkFxShraHrGUdW0R84tyaCM3AJRnAhpKPWRVOG9QtKQ19yBtEwh2UoVQcJk6My/QcVIlOShSc/ORYEocWgkXiYMG6janCPhzUgoFRRLkvrScsRIWd6Xu5IOyfVViYHxvVCTnC5qiEq1b2v/SNg03cGtlRDfv5xCR/5r1ZrOSaubT3IDn+X2ZjNnzsSePXtw8cUXY9Yr/wcfUbdcMWEKBgjR6CMKN293DwlBJHeQ5H4oEycRlU8H8nLw2brVyC0tEaVeOD668XYMj4kVFcuRc0wCskyul/jQMEnk7Ym3Fi1AckkxauT5TuWRr2A5Wq6V98+Yjhu+/wYr9+zE3MnTECIh+7JFUfaP5UuxQxQujz/+OKZOndoi7KzHGlRMvC5ae5fgNobp0WY5BKhm9HJtUrlarlb7rsnF0RWBHuH23UndO4shwGcWp9jY2FbrrBDVIokYg4ThsinBYBARxpzlWZYkhSWN7xvG76zjzRma63gkCre3hwzpSB/YLoNIYnhM43eY+dzf3/8oYoWkmDaNgEZAI6AR0Aj0VATs75d3Tz2Tut89EgH+COhM448VvmRbkxkv993dJvpWW3KNch3zmngJgVElqhAUSpgx08ZKAYncJUlrTVeaLMv29pAEdDiXyKj8mEgmNG+qjMdOCHTBZ9dE4d31xVgpYb6K8o79YUhyJSDGA7USNqxKVCsuwvzU1TbAUYgBOo0dRfUSGSyhyrJqRAVTJzk/nEUdI+HRRGlxlEk//IVoOVvCld0gk4czW3B8I7GQlpUrIbNEmRASoJzbdJy3x6g0KDicG4TljXwdxr5UKhhWJs5yW7EqGRGfIaGrokID4dsC0RYhpIu7mwNyChtE4VElOSFq8N2SbzBlwjQJn5GGnXt3YMjAYRJKzAt5+blY8vMilIpzeOSIccjLzcG2XZtwKCUZd86/F2lpKdi0bQNunnsrgvycEBJwbP4W4lYq+GVLXowIyd9iSgC1henaLbsxalCCCu+WL8nmabXy458kGY1hsjwkREdrlpopo06Re9TmMgn7lJknN9JhK5RwceZG4u2Q2UrmbmEOl5aM183KjduO2sR20nZIXgVT27QryfSjXrZCBBISErB582YkJibi/vvvx2bJq/LVss0qjImp44nkhjEyOk/IlimREUgsKsJzi77GaQOHwN/TW9RlDUiT/EhLd25FY201BgYG4M8jhsFPRiubGp1khjph0fmz8PDa33D3p++jQq6jenmejR8/Hpu+/R+GDx9uuptNLfP7X5MtNnXKdGM1AhqBdiLgKUQ6p+jo6Hbu0VSM3yltETMGQUNipj3kSGtlWI/5Nn6HmZMyHAxHMsR0PdeZfm5t2djX+G3V2pz7a9MIaAQ0AhoBjYBGoGMI6G/PjuGlS2sErAYBvoR3lhkv3J1V/4nWa03torONeVOYPL4lIyHjJMwLiQTx3ymj2EJ2a1MpQBVB00j5lmo9so55T5hQ28jzcWQLECRhv+6eHIgz+nrhy60lWL29BPVVJqPqpQ3h/s6I6uWBzWmV6CW5XMple4mQLxXFdRjSzxMhHs6iLpC2FzogVJQ62bJ7qRA0hpG0mTnBH+cM8sHwUDchiYwt7Zv7Sr4MKniIozaGxpIcKpKo3UvUH62Zv4+jhNVyQLajh1KruEj4sciIaEW4eUuC796x8RKuywvZktelVMIcVZSXISw4VPKn+Cqn6YjBo1XYsZ27JJ9WfRUihcTx8WqZbDHaEBka3JzTwljX1jxQco84Sw6dBElyv2nXPkUKhgb5S14chp9ohLf0z9PdVd0XbdWjt2kEOooAnyWMAb9gwYLmXfn8NX3GGMQuRzJHSU6XQYH++NtpU9X1+I8t2xAt5Iqn3Fej/D1x/emnque1q4uremYz7CLDMzJfEEOJ0fHF7+ESyQXTKOTmW6J0KZNlMvEXfLcYq1atsopwYc1gdHCBDjZNtnQQNF1cI6ARsHsE+OxnrhdO2jQCGgGNgEZAI6AR0Ai0hkCHCZddu3a1Vpde38MRGDRoUA9HoGu7XyujtzvDrFHVwn5aE9li4O4ijuVqCXFk6tAztlWKYqRecp00m/AyRv6ACtnWmrUn9BT3JSnj6tj6I9xZyJ1R4W4YHBKM9YO88eTCHJQVNqldmE8kOVVybfjUoqaiHsnyuVZCndVKDpdqUbLsSpOdxWtYUSA5XyRUVK3U4+B45HqLiPXA42eFoF+Qq+Qz6DhhQlLpmJBjso4kUneYi4S9cjyBfliyrSQhjmcCEbw9HUQh4iz3gw+8vZqeubESKiy215G9I8OjlQOZ5Xkefbz9EBIUeriAA2acOg1zL5mmyJYjex275OPV8XwfxRKSa+ueA9i296ByRlPNFCZO7eH941WC+vRsSXyckYN6GSGqTSPQ2QiYP5uNz4whf+211+Kf77yDSAkBdm4fyQ/RKxqrUtMwd5DEmvf2QVVtUy4lXsN1cr0ysB/D8BWUlSFfwtZRiUhVIEOIDZAR0gxfV16Vjde2bMdVN96oyZbOPrm6fo2ARkAjYCMIdOYgORuBQDezBQRI3nHSphHQCGgENAL2iUDr3roW+vvVV1+BkzaNQEsIPPzww9CkS0vIdM66zggnpsmWjp0rOu88XJ1VEmxznctMUZfkCoGx7ZDkG6lu2uog6oT4aDf8YYxviwdiro+28mS0uNNxVroJkTBFlCxf3xKD138rxPLNJSgrqUVFXtPE3cvN6ihKORKqjm3OyaxWRIy/hCsbP9wXd471hy/jplnQyA3ERIQhXvLR5BdJyChzQC14LNOqqFIa1r+P5EBp+ZyYlrWWZblMJEm8s6hdGgQrIfZa4C4Mx/KRNkvOIQHZnIBLcQAAQABJREFU38dBCBAJPdFJ3BaJlKOIRmkAw4GZhgQ70ia9pBHoHgR4f/zz7bclvF4aHvvhB7yzdQceHj8G2/Ly8Y9tOxTp4uvKEGKNigj29/aGu4RocTUJq0ISplJCAeYUFQshUygKrnpszsvDgv37UfLcc93TMQscVStbLACirkIjoBHQCJggwDBkhsLSZLVe7OEIaLKlh18AuvsaAY2A3SPQIcLFQKNv377gpE0jYCDw/fffY/fu3ZpwMQCxwbkmW07spFGVUU+FiJnXO8DNEXeMlWSRnNphzuL4p2Kms8xTiJO/SJixKX08sXBbCdZsLpawUsc/WqMkI2+QcGNThGi5ZowfBgUfncfg+DW0v0SArzfOnDRGwk9JYvMuIlychb3w9pLwQE1ykPY3tptLyuWCEH9HcQIDuYWN4vhtGzAnx0bJ1eKEAF9HCYXXzY3Xh9cIWAMCcs/z3eXdd9/Fo48+ij/+slpCRDZgr+T3+TJxP+4aORxzBvRDL0kQTKurr1MqFi6TeCEB4yl5Xfw8PVAsyZT/I0TNY+vWY8eOHTYbakaTLf/P3pkA6FS9YfyZfbGOZez7TqGSLAmlRFIRSVSURFGof9EiUlpEpX3flFDSTotKoZClsmbfGTszZv+/z5m+MRizMNs385y6vu+799yz/O6d77vnPOd9X15dJREQAREQAREQAREQAREQARE4MwKnJbhcccUVElzOjHu+OptBajlpoZRzBBisMSsT3XVxoiWvpbzoRiw1RoEmlJjXGed2JrXj6e3jZD9jsWT3pD+9ZrUsH4zGpYOw1GKvjJsdgZ2bj1mzpNbOouZO7IHLSuNcO4+iTXan4MBAC9Cevnut7G6HN5RPjahoYV8wlveOPfEW5D510SU0yMfi/fghxF69TFfyhsugNno5gVvN/dett9yCn37+GZe2a4dP774HSzZswOjPpuGZP5egRrFizvol3ISVYvbHFuDn71zixZlFS5S59txtv8d9v5uNRBPfV65ciTp16nglEYktXnnZ1GgREAEREAEREAEREAEREIE8SCDvzbDmQUhqkgjkNQJZ7Qs4JCTzsRqym4m3iC3kQPc0QeZazCc2zlZBm9uADMKhfEFz8uAAv1TjwGSwmExnKxTggxaVQ/BOjwoYO28PFiw5jKjDccfKsYaFFgnAVc2K4w5zH6ZJ+mNo8uK7ILNyqVjaD9t84y1IfaIT/9hO3l+FQnxQPtzPVuRnTctp0cUtLj4D5lFZU2WeL4U8Qky0VvJiAvYl16ZNGwwYOBC3vfkqFo15Cv3aXoLP/1yEm16diNt+moMYi9HiZ/lCTRwP9PXDERNbjtrfQYBZutSsXRvLli3LkwsXMnJV2Ie8+ByQkbYrjwiIgAiIgAiIgAiIgAiIgAjkNQJyLJLXrojaIwIZIJCVgguFjbyWvEls8bDj5DYD3gfbzHZ6sVgoYDAP8zMGzMnxNjylZu9rUXN79ljr0nj6+vI476wiCAz1g5/ta3VOUTzerSwGSGzJ3guQhaXbnL8TXcqWNPHPBDV6pytZzAeVymSd2MLmlg4rjsrlw7Ow5d5dFP92a1WpgPASxb27I2q9I/CExV7ZFXkEk+bOse9lX1x1XhN0u6A5Ro0ahQiLz/LWO++g5cWXoEbDhrh90CAsX74cjKfG17xoJZrRy+rNbc9oH5VPBERABERABERABERABERABHKKQBatec2p5qoeERCBrCaQ11a1sj3ePPnjZxYr3BLMx1iCxXZhkMyUFi90G8aNE7X2f64nxgI5p0wQanQMx6JtRxFofscalw0GrWCUvIsA76eSxfwQGpx034WYeJbV91jRwqG4uOk5qFmpPPYfPgIf+tIroCnRbIjCihZC5XJlzJIo7wnXBfSynFG3Q0ND0bdvX3w88zv0bnmRXWEfdD63KT6cMwf3338/brzxRredUSU6WQREQAREQAS8jMAGc7XZv39//Pbbb8jKhX9ehuG0m3v33XeDizqUREAEREAECg4BCS4F51qrpyJwEoG8aN3izWJLSsBOWGHQFC9JRQN90bZqqJe0Vs1MiwBjtSQ5FEsr1+kfK1IoBA1qVj39AnSmCORhAj179sQ7r78Bp5Tbn1KjylXw3MK5ebjFapoIiIAIiIAIZA+BrVu3YujQofj+++9x5MgRVKtWDZ06dXILx7KnxvxV6sKFCzF3rp4h8tdVVW9EQAREIGMEJLhkjJNyiUCeIaBVRXnmUqghIiACIiAC+YzA+eefj5KlS5mVYoLFbPFDUbN6qVmzZj7rpbojAiIgAiIgAqcmsHfvXowdOxbvv/8+9u/fj8qVKzsLjd69eyMvLtg7dU9y98j48eMluOTuJVDtIiACIpBrBCS45Bp6VSwCuU+AgXKVTiZAJ0lp2abQTdi+AwcQHBSEUHOBdqoUFxePo9FHUbhQIXMvloDIKL4/2YqE+xl4OzBQ1+NULPPift4HSiIgAvmLgJ99F/fufp1zDcmeHYyMxCUXX5y/OqneiIAIiIAIiEAqBKKiovDyyy/j6aefxr59+xAeHo4HHngAgwcPRrFixVI5Q7tEQAREQAREQARSIyDBJTUq2icCeZhAbGxsHm6d9zfNzaGno7gciYzC74uWmJgSjQubNsG2nTvh6+uHjVu2oJCthi5ftgx279mLsrZKmpPyOyP24PzGZ2PV2rXunHPPaoBly1eiUYP62HfwAObM+wOlSpZA5YoV8NsfC3DO2Wc5wefsenW9H2g+7kG8xehREgERyH8EHhg9Cv7RMUi039tavkCDEiXzXyfVIxEQAREQARH4jwCFlk8++cQJK5G20KCQLRZjzJaRI0eiRIkS4iQCIiACIiACIpBJAhJcMglM2UUgPxHIL/FSsvKaMMR9gm0WbvyUxTIQOS1WyoaXxrIVK1G0aBF8/s3X6HplRxw5HInoo9HYtHkL/li0GJUqlEfzJudi7oLF2Lp9u3NTE2MTecWKFsW2HTsxb9GfKGPCzK7de7D0nxVo27I5Ik3QWbB0KSS4nPIS5IkDcfHxeaIdaoQIiEDWEggy4RzcLOlBOWvZqjQREAEREIG8QyDaFo/9+uuv6NOnD3bt2gV6P+jatSsmTpwooSXvXCa1RAREQAREwAsJaBzphRdNTRYBEcg+ArRwSaDlgq1qPlUKMldizc8/FyWKF0eE+Tjm4KRPj24oVaokdps1S5iZ3FPM8vX1ReHCoShtq6MDAgNRvUolZ/HC/Yv/+hulLX9Ls5DhqrJK5cuhMeq7Mg8dOoz2rVufqnrtzwMEaLmUUQMXdz/lgTarCblPgIKukgiIgAiIgAjkJIExY8bkZHWq6wQCXKSV2VSnTh1cffXVmT0tw/njbdHQ+g3r0eWaLli9ejXoTrNly5aYPn26LSQrmuFylFEEREAEREAERCB1AhJcUueivSIgAgWYQKzFXgnwMxsXmrKkkhhvhWILU6n/zOyLFSniPhctXNi9lghLOu4+2D9lgo65pOHAq0ypUvAP8E+OE+DJx9dwE2KU8jaB2PgEE1wyNnkedxoD7bzde7XudAlIfDtdcjpPBERABETgVM+laZFZvnw5uCl5F4GVK1c6wSUuLg6//PIL5s2bh+1mKc97oJSNIerWrYtmzZqhSpUqme7Yjh070KVLFyxevNgtBKtUqRJmzZqFqlWrnnLsk+lKdIIIiIAIiIAIFHACElwK+A2g7ouACJxMgNPoUbFxCDFB5HQGtyeXePweWrgEBQUev1OfvIYAY7dQcMlMijfRxc+uu1LBJUCBLqMiXcGlpJ6LgAiIgAhkB4GOHTviiiuuyI6iVWYWE3j22WexZs0a1KhRw7n5Sit+Z0hICMLCwnDRRRdh9OjRqFy58ilbQ8Gmb9++zoUYy6QlC+O2NG/e3Fnmn/JEHRABERABERABEcg0AQkumUamE0RABAoCAa5Ej7FVZYHmGiw7RJeCwDA/9pHCSYxZQNGlWEYT75+jMSbgBQaYm7nUraYyWpbyeS+BuExYRXlvL9VyERABERABERCBrCCwdetWVwwD2Ddt2hS0RKHL4v3792P9+vX466+/nFtiuiaePHkypkyZgsaNG2PUqFFo165d8viFsVmGDBmCmTNn4vDhwwgPD8eECRPQuXNn5xY5K9qqMkRABERABERABI4nIMHleB76JAIiIALJBGLjuSI9DkEuHosmypPBFNA3sebvOjYu467EUmKiPEOhJijAL3kAnPK43udvAjFmMReTSauo/E1EvRMBERABERABEUiLwNChQ3H99dc792GMF3liopUKRZlly5bhxx9/xEcffYQ///wTV155Jdq0aYOxY8e6fZMmTcKePXuc0EIrmBtvvNFiTCa5QD6xTH0WAREQAREQARHIGgISXLKGo0oRARHIpwToPioyJhb+ZpkQ4O8HX7NWUCo4BCiU8B6IM7EkPhNWLakRYiyX+JgEBPpZ7B4/H+hOSo1S/tpHF2IxsWd+7+QvKuqNCIiACIiACIhAegQef/zxNLNQhGHcFW60VnniiSfw9ddf48UXX8RPP/3kXIWxALocu+eee3D33Xe7+C9pFqqDIiACIiACIiACWUJAgkuWYFQhIiAC+Z1AHCfdzS0UJ8nlYiy/X+2k/lFsyYzrsIxQoWYTba7qfOJ0H2WElzfnSYT9x5tISQREQAREQAREQARygABdhi1dutTV5Ofnh3izzr788svxyCOPKE5LDvBXFSIgAiIgAiLgISDBxUNCryIgAiKQAQLZMQmfgWqVJZ8R0H2Uzy6ouiMCIiACIiACIiACuURg586daN26NTZs2ICiRYvivvvuQ9++fZ17Mboa43G+FitWLJdaqGpFQAREQAREoGARkOBSsK63eisCIiACIiACIiACIiACIiACIiACIpBPCOzdu9eJLY0aNcIvv/yCoKAg17Pff//dCTGM8dK//214//0PkFo8mHyCQd0QAREQAREQgTxDQIJLnrkUaogIiIAIiIAIiIAIiIAIiIAIiIAIiIAIZJ5AeHj4cYJKSEiIi+tSs2ZNfPbZDHTv3h3Tpk2zWIJ+mS88lTNi4o+msrdg7Qr0Cy5YHVZvRUAEREAEMkRAgkuGMCmTCIiACIiACIiACIiACIiACIiACIiACHgPgVKlSmHLli1o2LAhZs6cialTp6JHjx5Z0oHtBzZiy/41WVKWNxYS4BeEplUu9camq80iIAIiIALZTMA3m8tX8SIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgArlAoHDhwnj66aeRkJCAAQMGYPny5bnQClUpAiIgAiIgAgWHgASXgnOt1VMREAEREAEREAEREAEREAEREAEREIECRqBLly645ZZbEBUVhUcffRSHDx8GY7zQ6uXnn3/G9u3bCxgRdVcEREAEREAEso+AXIplH1uVLAIi4AUEAvx8keDj4wUtVRNFQARE4BgBP1+tmTlGQ+9EQAREQAREQATSIuBj453hw4fjiy++sHgun2H69OknZa9Tpw569uyJQYMGITQ09KTj2iECIiACIiACIpAxAhJcMsZJuURABPIpAQouyJq4kfmUkLolAiIgAiIgAiIgAiIgAiLgzQRiYmLwyiuvYO/evUhMTEy1K6tWrcLIkSPx7rvvYtq0aahfv36q+bRTBERABERABEQgbQJaHpk2Hx0VAREQAREQAREQAREQAREQAREQAREQAa8l8OCDD2LcuHGIi4tLtw/r1q3DhRdemKlYL0ePRmPFsjVY8sc/OHTwiMWLSV3USbdyZRABERABERCBfEBAFi754CKqCyIgAiIgAiIgAiIgAiIgAiIgAiIgAiJwIoG///4bEydOPHF3mp8jIyMxbNgwfPPNN2nm48FFc5fhifufx96I/S5vUHAQgoIDce9jd6BF2ybpnq8MIiACIiACIpDfCMjCJb9dUfVHBERABERABERABERABERABERABESgwBOg+7Crr776lG7E0gI0e/ZsbNu2La0siIqKxqgh4xASGoIhj/TH6In34axz6+Dg/kPYsiHtc9MsOJ8dZNwcJREQAREQgYJDQBYuBedaq6ciIAIiIAIiIAIiIAIiIAIiIAIiIAIFhMD27duxY8eO0+4thYKBAwee8vwdW3biyKFI3DasNzp1v9Tla9S0Pnq07Y8y5cPd56cfehlrV25AlRoVMfyJQVi2aAXeevZDHD0ag5aXnI8ru1+GJ4Y/j/17D6FMuZLOYqZZm/MQEx1rLsr+RuOmZ+HOEX0x/pFX0swz4um7EGzWNfv2HMCr497HP4tXImLnHlStVRlNW52DXrdfi4CApCmw7Vt2YcLIV3DQ3J9Vr10ZbTu0xNsTJ2P39ghcelUb9Bt6A14f/wEW//43goICcfOgHtaOBvj4rc/x88y58PHxQfcbO6PpnUl9PiUgO3D48GHMmDHDZaH4pSQCIiACIpD/CUhwyf/XWD0UAREQAREQAREQAREQAREQAREQAREoYARiYmJOy7rFg2nfvn2et6m+Vq5eESVLF8dbz32IPbv3mXVLXdvqYeqcNxESEuTOKVw4BNs3HxN9AgMDUKhIKFYsXY2adavCz98PsTFxWPPPWkTs2I0mFzbG7K9/g5+fH9pd1RqzPpvtyk0vz6zpP6Hz9e1x6MBhrPr7X5QtXxpNWjYykeYAJr3yiROAOna92LXJ398fodaGlX+vxfpVGzBz+myElyuFs86ri+kffIUOXS+xfD5YbcfLVSyDwKAAd15oaJATjwKsDwGBgW5fev8ULlwYR44ccaJL3bp1wU1JBERABEQgfxOQ4JK/r696JwIiIAIiIAIiIAIiIAIiIAIiIAK5SoAB2/fv349Am6Ru3rw5WrVqZdYIwWfcJrq9+uGHH04q57rrrsPZZ5990v6CtqNUqVLOGuN0+92oUaM0T/Xz88W4t0fhmYdfxvsvT0ViQiICLX5Lh2suxoD7b3YWJQPuuxnrVm3EIbOEYap7dk089tJwXNOij/tcpGghdL2xE5aYNck9Y+5EnbNqYs6s+ejR72r0HXw9/py7FGtWrEs3z1+LVzjBpXL1Cnjx4yecpcyubbtRq34NE07W4Ycvf4FHcCldtgQeefYeDL1pJJYu+Acdrm2HQQ/cYtYsAYiNjXPtvm1YL/xl1jg7t+5EjTpVXVtpLRNnx3sNuBat27dw+zLyz1VXXeUEF1q6SHDJCDHlEQEREAHvJiDBxbuvn1ovAiIgAiIgAiIgAiIgAiIgAiIgAnmawPvvv48HH3wQYWFhoEhCAWbmzJln3Obq1avD19fXXEMdxKBBg/Duu++6MsuWLZupsjkJvmzZMicIZerEPJ6Z1hXk/sgjj2S6peHh4Wjfvn2655WrVAbPfTAGB/YdwuL5f2Hez4sw46NvUapMCfS8rUu656fMUNisTsxbl0uFixRKeSj5fXp5li1cjtEWV2bfnoPJ5/AN25NaqtWgBu4ZfXvyIY/bMe7oM7gH7u07Cp9PnoluN1+Jd8ztWNHiRdC19xXJ+TPyxuNKjIIL3bR169YtI6cpjwiIgAiIgJcS8PXSdqvZIiACIiACIiACIiACIiACIiACIiACXkKgWbNmaNeuHR577DHQVdW///7rWk6R5NZbb8VLL71kVhCH3L4RI0YgPj7evX/++eexadMm956T1fPmzXPv+U+VKlXQunVrXHjhhU4s4XtupUuXxsqVK3Hvvfdi/PjxiIiIcOdMmDDBCSv8MHXqVHz55ZcuD61vhg4disjIJCsMlzmf/PO/+/6HJk2aZLo3/fr1M0uPJFdapzr5CxMiel02ENEWb6VYWBG06dDCxWmhCLNs0fLjTktMSEj+nGCWMAkpPicfyII3j937rGv3/U8Mxoffv4I3ZoxH1ZqVTlkyrXROlc5tdjYaNqmPyW9Mx9zZCy2mzD/o1qczQguFnOqUU+5PKbqsWLHilPl0QAREQAREwPsJnPqXxfv7ph6IgAiIgAiIgAiIgAiIgAiIgAiIgAjkIQKcbGYg9zJlyuDjjz/Gzz//jAceeABbtmzBK6+84lq6bt06LF68GFFRUXjmmWeSg46/8cYboJus9NKuXbtw8803o1OnTqhVqxZuuOEGd0rTpk0xbNgwbN68GWPHjkWLFi0wePBg597s7rvvzhI3Z+m1LaeP+/r4ghZG9evXz1DVjJ1y4403Yvjw4enm37p5pwWm34vBPUfgk/e+dJYtw29/zGK27LT4LNWTzy9ZpiQ2/LsZ33zyo+X7CrdeNRSHLWD9WoufsnHtFsz/aZHL++sPfyTHnKGlyoH9SQLchjWb8f0XP6eZZ+O/W1wdjM9SvFRx+JqQ8rtZ27w49i23f8fWXfjW4rwwrV6+Dm8++6GLLbN7+268Pv4Dt83+Zq47nvIfWrns33sQjw4bj+IliuKaXh1THs7Ue7oWUxIBERABEcj/BORSLP9fY/VQBERABERABERABERABERABERABHKVgMeNEq1VaF1SpEgRMNbK5Zdfjrlz51r8jCDMmTPHWZxcdtllToihMEPh5LvvvgMtLnbvtpgcJqCklxjXpVy5cs5ixsd8VNHChVvLli3RuHFjdOzYEY8//jhKlCjhNrolq1SpknNPll7Z3ni8WrVqjuctt9yCWbNm4ejRo6l2g5ZBFJ64UXhJL9WqVx2MmRJ15CheeuIdl51Cx5U92qP3wGNus+habPH8ZRj30EsuT4Uq5eAf4I/1qzdhvokiv34/3+3/kXFWLJ4KE61JNpkYw7Rp7VZsMxGH6VR5KNww5sqdFouFIsvjZunCVCo8DEWKFXbC0JS3ZqD91a1dnZPf/AwJ8UlWN5Pf+MzlrduwFtqalU7KRAsXWrr8ae7Sbr6zB0JCglIeztR7WrlwS89yKFOFKrMIiIAIiECeIyDBJc9dEjVIBERABERABERABERABERABERABPIXAYosFStWxCWXXJLsTmrBggXOkqJPnz5OIElMTHSdvvTSS3HnnXdi7dq1bvL/n3/+wddff402bdpkCApdhMXGxia7Levdu7e5vYp251JwyYzFR4Yq9IJMFLimTJmCLVu3YPSo0fj+++8dI4pNtDYaOHAgrr/+eid8ZbQ7l3S6ENx43XZs3Y3II1EoX7nsSaJE5WrlnXuv9Ws2mTuuUJSvFH5cFdf1Pd7y44fl05KPT/7x1eT3Kd+klad5m/OcVQv7VrFqeRPS/gsM818BNw7oBm4ZTZGRRxFWshiu6pl+TJuMlql8IiACIiAC+ZeABJf8e23VMxEQAREQAREQAREQAREQAREQARHIMwRobTJy5Eg8/PDD+PHHH/Hpp5+iV69ezuUX3Yt5BBdamxw4cMBZYtSuXRtXXHEFHn30UTz99NMZ6kvnzp3x0UcfYcCAAU5AWLhwoRN0aDHDOC50XUZB56uvvnJWLbQ4iIuLy5TYkKGG5MFMFStUxGuvvZalLeN1LVfxeBHlxAoYK6Vm3aon7s62z2nFbclIpZs3bMe6VRuxddN2rFy2BhdfcSF87D8lERABERABEUiPgGK4pEdIx0VABERABERABERABERABERABERABLKEAIPaFy9e3LkV69mzJxiXhbEtfvvtN9DdmCdddNFFaN68uftIwYXuxFq1auU5nOZrhQoVwLIZw+XKK6/EBx984KxqhgwZAm5061SlSpXkmDGsn3Xs2bMnzXJ1sOAQGD1kHLi9OWGS6/SPX/0KxpjJ6rR8+fKsLlLliYAIiIAI5DIBWbjk8gVQ9SIgAiIgAiIgAiIgAiIgAiIgAiKQnwksXbr0uO5Nnz49+fOvv/6KmJgYBAYGJu/jm9GjRyd/Dg8Px5YtSfE8knemeBMWFobVq1en2APcfvvtuO2225zbLMaHYaLViyfRysWTnnrqKRw5cgSFChXy7NJrOgSKBBdHvbLnp5PLew9/M+trrF+7Ptnqiq7QataqAVrzZFX65JNPwO3BBx9E/fr1s6pYlSMCIiACIpDLBCS45PIFUPUiIAIiIAIiIAIiIAIiIAIiIAIiUJAJnCi2ZBULxvDwiC3plSmxJT1Cxx8vEVrm+B357BP7V6VMjRzpFV3rSXDJEdSqRAREQARyhIBciuUIZlUiAiIgAiIgAiIgAiIgAiIgAiIgAiIgAtlD4O+//3au06Kjo7OnApWa5QS6du0KbnQrRksXJREQAREQgfxBQBYu+eM6qhciIAIiIAIpCCQkAIsWxaXYk/7b887zt6Cp6efz5PjrrzgL5Jr06dxz/eHn5zly6tfVq+MtAGyiy9CggR9CQ7POJcGpa9URERABERABERABERCB/EqgYsWK6N+/v3OXRhdqEydOxEMPPYTLL7/8JDdt+ZWBN/eLgovHtVi9evVk6eLNF1NtFwEREIH/CEhw0a0gAl5GICQkBNyUREAETk0gKioRTZvGnDpDKkeOHMmcAHLttTHmKzypoH37/Cz4a/riyaBB0Zg1K+mcxYsD0bixfoZTuRTaJQIiIAIiIAIiIAIikEECRYoUwXPPPYd7770Xd955J+bMmYPu3bvbs3BTPPbYY7jwwguzNO5IBpulbJkg4BFd5FosE9CUVQREQATyMIFMrOXNw71Q00RABERABERABERABERABERABERABESggBKgpctnn32GhQsXolmzZli8eDEuvfRSJ7jQ3VhiYpKVdQHFk6e7ndK1GN2LKYmACIiACHg3AS2t9e7rp9aLgAiIgAikQiAoyAfvvXf8T9yUKXH48sukzB07Aj16HH+c5yiJgAiIgAiIgAiIgAiIgDcTqFatGn766Se8+eabuOOOO8zN7iI0adIELVu2xOTJk1GqVClZvOTBC0zRRS7F8uCFUZNEQARE4DQIHD/bdBoF6BQREAEREAERyGsE/O3XrXfvwOOatXx5ggkuFtzFUoMGvicd92Rm/JeNG+OxfXuii+lStqwPqlbNQIAWK2DHjgRs2ZJg5fuZ67/TE3A2bIhHRESi+W9O38XZ7t0J2LQpAbGxQJkyPqhSxS9TcWg8fdarCIiACIiACIiACIhA/iEwy3zY3n333ckdCggIwG+//Ybq1avjyiuvxPvvv2/xBzP2fJtciN5kO4H69etnex2qQAREQAREIPsJyKVY9jNWDSIgAiIgAl5CYNKkGNSoEWmD0WhbBRiD5s1jUK1aNOrUicSSJXGn7MXatfHmJzsS5codxfnnx6BIkSj06xeFyMiMu25g3eHhka4+TxmtW0di3br4k+qdNy/O2hZp+Y/aisWkdrLN1atH4uOPMxe75qTCtUMEREAEREAEREAERCBXCURHR592/WPGjME111xjC3JiLcZgcfz+++/Ytm0bXnnlFQQFBYFxQsqUKeNivjCPkgiIgAiIgAiIQNYSkOCStTxVmgiIgAiIgJcS+OqrWLN6icOGDUkd8ElhoLJ6NXDRRTHOeiW17rVuHYMFC2DuGZKOxptG8sYbiejUKSq17CftGzPmKHr1isPu3ccO0dLml1+Axo2j8ddfx8Se9evj0aFDDObPT8pbrBhQsmTS+40bgT594rBq1ckizbGS9U4EREAEREAEREAERCAvE3jwwQcz3bwtW7a4mC2PPfYY4u1hlNYsM2fORKNGjWwxUBHcfPPNYHwQln3kyBFMnDjRFhrVwLhx4xATowU7mQauE0RABERABETgFAQkuJwCjHaLgAiIgAgULALPPRdrwUST+jxpkr9Zp4Tgn3+CzHIlad+hQzB/2MeEj5R0bAyL2bMDEB0diu++CzDf2ElHZ88Gpk9PewBLAWXMmCRXZ6VLw1w8+JvwEmyD36SfaNb70EPHVh9OmRKLAweSyp861R/79oVa/lBMm5bkJZRteffdY/lTtlPvRUAEREAEREAEREAE8j6BF154AY8++qgTTtJrbUREBEaMGIELLrgAc+bMcdkHDBjgXIhRbEmZwsPDneDy77//4rbbbsOuXbvc53POOceeH9+V8JISVi6//+STT8BNSQREQAREwPsISHDxvmumFouACIiACGQDgVmzQrF+fZANVAPQs2cggoN9XByVjh2P/VQytkpq6fHH/dCmTQDMPTbatQvAAw8c84k9dWra1iZvvhlrQk1Sqb17+5qlS6AJNr4YNizYBs5J+2fMSEx2LRYZeawFL70UZ24hYrB3bwK6dg202C/B2LkzFI8/Hnwsk96JgAiIgAiIgAiIgAh4FYFEWwX01FNPmcX0Gye1m8fWrFmDd955B9dff73F8KuC8ePH2yKcfbj44ovx448/YsKECQgLCzvpXM+OChUq4Pnnn8fixYud+7H169ejf//+aNu2Lb755psMCT2esvSafQQkuGQfW5UsAiIgAtlJIGk5bHbWoLJFQAREQAREwEsIVK3qh8BAHxvcRpvwkoC5cxNhCwCTU0xM6oJL69bH/5y2bUvBJUloWbs29XM8ha5adez4vn2JeOaZo55DKFQo+S3Wrk0w1xB+6NjRH489FmMDYVrVcIszV2ZxOO88mAszX9x0UwDYDyUREAEREAEREIH8Q4CT7EoFh0BTM7H+448/cNddd5ll8wG0bt0aK1eudFYrX331Ffbs2ZMMIyQkBBdeeCGGDx+OFi1aJO/PyJt69erho48+Mle18935rJPxXy677DI8/PDDFiuwSUaKUZ5sINC1a9dkCxcfj9/ibKhHRYqACIiACGQ9geNniLK+fJUoAiIgAiIgAl5BYPfuBFx33VEnYngabONXC2IPs3xJ2uN7zNjFk8W9Fi9+/AFaqHiSeWpIM23ceGwC5e23+f7Y55Qnbt2a5Hbsggv88d57CRg6NM6sWZJycA5m4UJuCRg7NhrPPuuH228PSnm63ouACIiACIiACIiACHgJgWeffdaJLAxqT+HjxFTIVuXQsuWmm25ylinBwWdm3dysWTN7Bp7trFuGDh1qLnK/w6xZs9C9e3fn2ox1KeU8AY/osjtloMecb4ZqFAEREAERyCSBYzNCmTxR2UVABERABEQgPxHo0OGY2HL77T4WsD4A+/eH4p57jlmL+Pn5pNrlHTuSxBDPwYiIY58rV/bsTf3VXGknpwce8AXjsqS2tWx5bI0EXZ5t2hRq8WH8MXCgD+rWTS7CuScbPDjefHIfa8Oxo3onAiIgAiIgAiIgAiKQ1wnQUoViy4mpY8eOmDlzpsXv240///zTWcCcqdiSso4OHTpYDMN/8PLLL6No0aKYMmUK6tSp4+K8HGJgQaUcJUDBhYnXW+7FchS9KhMBERCBMyJwbPbmjIrRySIgAiIgAiLgvQS2bEnAokVJ7T/7bNgg00xb/kvbth2zOElIOPbec5yvn34a6+K9ePbNnBnneYsaNVIXaTwZatf2wVdfJZV78GAirr020HMIkyfHmIszoEEDP+dOjAd+/z3OXErEm+/uRNx7bxCuvjop/5o18fY+GsuXwwbowOrV8QgP17qKZJgF7M1yuxE+/fRT12u6C+FWv379AkZB3RUBERABERAB7yRwtj2Q9urVy8Vk6dy5M7Zv3+46smDBAmfZ4nsqs+ss6C7Lvvnmm9G7d2+89NJLuO+++zBu3LjkuDB+fscWI2VBdfm2iKwWqCi4eASYfAtNHRMBERCBfEJAgks+uZDqhgiIgAiIwOkTiIo6JqSsWwcXoJ7xUn75JRYTJx6zFDEX2qmmUaMSUKJEtMVQCTAf2HEWY+XYObfckvZPbb9+geYCLBp0CzZpUiLOOSfaXJsFWsDTWNxwQxwSrKiqVeOwZEkIihXzwahRMebuIakZ27cfxZNPBoEuzJgv5cLDunU1GE71YhWgnRRdmDyvFFy6dOki4aUA3QPqqgiIgAiIgHcSoLDiSX8u/hPdu3W3+IJznKXDueeeiwceeMDcyw61OH5pL+zxlHE6rxRWBg0a5ISf8ePHg1tERMTpFKVzzpBA6dKlcdFFF51hKTpdBERABEQgpwikPQuUU61QPSIgAiIgAiKQiwRq1vRDo0bA0qXAkSNArVrRZh0C7NgBMI6LJ23ffkyY8ewrVQomhAB33BHvNs9+vl53nQ9atgxIueuk9/Xq+eH++30t9koC9u4F+vaNR79+UYiPT8rqb7/UH34Y6MQW7nnyyUATdWKwbx/w1luJeOedoyheHO5cT+HDhvk6EcbzWa8FjwDFlQ8//DBZbKG1C4UXblwdqRWSBe+eUI9FQAREQAS8k0BY8TDnRuz11193LsQiIyPx0EMPmSX0ZLz55pto2LBhtnYsLCwMo0ePdnWn5uYsWyvPB4Uz3s6ZJgouenY7U4o6XwREQARyjoAEl5xjrZpEQAREQATyKAEuDpw2LQg33hiNefPgrEUY7L5zZx+88EIQGjc+6gSNL75IdEJISk8KFDvmzg1Gz55JMWAolARZvPrBg33x+OMZC2DKfPXqxWDkyDisX49ksYXxSR9/3B/Nmx/7uT77bH9b4ehjA+0YzJiR6NpKoYapTBlgxAg/E36sAUoiYAQ8bsT4SrGFwgtdUqxYscL5YxckERABERABERCBvE+Abr769++PNm3a2DPmYPz888/466+/0Lp1a1x11VVOEKmcXuDAM+gmLWlKcZWRkgiIgAiIgAiIQLoEjs3gpJtVGURABERABETAewmMHRtsViSnbj+tXObODcXWrQlm2ZJggej9UKhQkpuGPXtCTzpx1arj9333XSgYg2X9+nib5PZHQCqGLTNnHn9OykJ79w40X9mBOHAg0cVfKV3aB5Ur+8HG1yclxnT59NMQs8ZJxKZNCeZKLNHy+prg4muuJU7Krh0i4AhQdOFGwcWzabWkbg4REAERyP8Evv76a4v9tib/dzQf9DC968QA9t9++y2mTp1qbmZHYe3atc7SZdq0aWZZfZ0TZZo0aWLPj6k8QOYDPuqCCIiACIiACHgDAQku3nCV1EYREAEREIEcI1Chgi+4nU4qWtTHXJOd2U8r47Scf37GyqAgRJdkSiKQGQIUWWjhQtGFSaJLZugprwiIgAh4DwGPlSNbnN5Evvf0Kv+3tG7duml2ktYm3bt3R7du3fDaa6+5jVaskyZNclvjxo3Rp08fXHzxxahRo4bElzRpeudBXm+mlH/j3tkTtVoEREAE8ieBjM3o5M++q1ciIAIiIAIiIAIiUCAJdOnSxbkYo+giwaVA3gLqtAiIQAEhwHheSrlHICYmBomJJ8cAzIoWUXihm7F+/frhhx9+wBNPPIHFixdjyZIlLt4K66CbsRtvvNEFXK9atSoYCyQkZYDCrGiIyshxAmPGjHF16u87x9GrQhEQARHIEIHTW8KboaKVSQREQAREQAREQAREIC8S4IpIj9DisXTJi+1Um0RABERABERABNImQPdhl156qRNddkfsxosvvojq1aujWLFi5np2Ezg5f9lll6F27doIDw+3WIEWcFDJqwnoGc6rL58aLwIiUAAISHApABdZXRQBERABERABERCBEwnUq1fvxF36LAIiIAIiIAIi4MUE/Hz9cMsttzgr1p07dzoXosOGDbM4f2UsvmAA2rRpAz8/uaP14kvsmk7BhZsnJp+390ftFwEREIH8RkCCS367ouqPCIiACIiACIiACGSAgMfvN+O5KImACIiACIiACOQ/AtWqVcNjjz2GDRs2ICIiAlOmTMl/nSygPZKVSwG98Oq2CIiAVxCQ4OIVl0mNFAEREAEREAEREIGsJ0DRxRN4NetLV4kiIAIiIAIiIAJ5gQDjvQQFBSl+S164GFnYBokuWQhTRYmACIhAFhLwz8KyVJQIiIAIiIAIiIAIiIAXEqDo4rF48cLmq8kiIAIiIAIikKcIJCQk5Kn2qDF5i4Dn/mD8nTNJHsHlTMrQuSIgAiIgAllPQIJL1jNViSIgAiIgAiIgAiIgAiIgAiIgAiIgAgWUQGxsbAHtubqdEQLx8fFITEzEmQourEuiS0aIK48IiIAI5CyBM5PTc7atqk0EREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE8iQBCS558rKoUSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAt5EQIKLN10ttVUEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERCBPEpDgkicvixolAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhkjsHz5cvTs2ROffPJJxk7IplwTJkzA2WeffdzWqFEjtGjRAtdddx2+/fbb06o5ISEB33zzTYbOffLJJ139d955Z4byK5MIiIAIZCUB/6wsTGWJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAh4P4HDhw/jo48+xDPPjMeGDRu8v0O51INWrVrhu+++y/ba69evj65duyYLLnyfG2n79u34+++/U6163rx5mDZtGl566SX0798/1Typ7Vy6dCluuukmd6hDhw6pZTlun6cNVatWPW6/PoiACIhAThCQ4JITlFVHrhNISEzE0nWbsWrbLjSvVx1VSpXI8jZFx8bh87mLERISjPbn1UeAn1+W16ECRUAEREAEREAEREAEREAEREAERCA7CURFReGrr77C6NGjsHr1GoSGhuKCCy7IzirzZdmHDh3CihUrcrRvHsGFVi65Jbh4Okyx44svvkCizcdw27p1K4YNG+aYjBs3LlOCy6xZs0DRhZYyGUkDBgzAFVdcgdKlS2cku/KIgAiIQJYSkOCSpThVWF4ksGXPAUz6fi6+/PkPVK1UDmdVLg+UyvqWJiSYqLNmA77+dRG+aFgXt3W+GOfVrJz1FalEERABERABERABERABERABERABEchiAjExMfjll19w9913499//0VwcDCaN2+O1157DbVq1cri2vJ/cb/++qub9M/pnuYV0SUoKAhnnXVWcvcbNmyI9evX44477nD318GDB1G0aFF3fPHixXjrrbewdu1a1K5dGzfccAPOP/98d4wuyD7//HP3nqIN789evXqhUqVKGDt2rLtPb731VowcORLFihXDvffeC7pX+/nnn9GgQQM0btw4uQ3Tp093Ze3ZswdsD9tSrlw5d/yZZ57B5s2bcdFFF6FLly7J58yePRszZsxAiRIl8PDDD7v9u3btwnPPPedEoLJly6J9+/bo1q1b8jl6IwIiULAJSHAp2Nc/X/c+KiYW3y9ZiZemfoN/125GTHQMypQu6VZWZE/HExEXF4+IXXvxnYk7S1euxbWXtcRN7VuhdJFC2VOlShUBERABERABERABERABERABERCBMyDA2BgLFy50k9yccPYzbw2cKP/www/d5PcZFK1Tc4GAx7LFE8vF8zkXmnJclfHx8fjpp5/cPsZz8YgtU6ZMQe/evUHBj4lxWl588UW8/vrruPnmm/H777+D4hVTRESEEzrOO+88FCpUyL2nMPjpp59izZo18PX1xYMPPujEFgoinTp1Qr9+/dy5FGq4z5NoffPqq686d28UZY4ePeqO07orpeDy6KOPgqILz2datWoVWrdujZ07d3qKwptvvgmKPmyzUuYJxMXF4a+//gIFsX/++QdHjhxxQhpjAQ0cODBZFKP13cqVK51wFx4e7uL0UGRTEoG8RsA3rzVI7RGBMyUQb5YmKzZvx8Dn3sPQJ16zlQ1rEX00OhuFlpNbHGfuxbZv3YmX3v8cN4x6AV/8vhRHY2NPzqg9IiACIiACIiACIiACIiACIiACIpBLBOjyqkKFCm4CmWJLzZo1sWTJEifA0NJAyTsJeEQWj+iSG72gNQutSDhpXrduXefea+rUqQgMDHSWJWwTrVwY2J5iy1133eVEjGeffdYWs8bhnnvuAd2y9enTB3QRxlSjRg1nhUWLEk+iUOLj44P3338fEyZMQPny5tXkhMTYMR6xhfkY4+XGG290As7//vc/l7tv377w9/d31je//fab27dx48Zkkcgj3HjaefHFF7u833//PYoUKYI33ngDc+fOPaFmfUyLAC2abr/9dnfNLm/dBrM/noow81Jzlm8gSu4/hE/eettZMo0YMcLdH5XNqqm95Xtg0GB063QlypQp42L7sBwKaA888ADuu+8+J4Dx2tGVnZII5AYBWbjkBnXVmS0EGKflUORRPD/je3zw2feIOhyVLfVktFB+r1N4WWmCz91PvI5WzRpjSPf2aFC5Avz9pHVmlKPyiYAIiIAIiIAIiIAIiIAInB6BMWPGONc6p3e2zsoNAldddRWuvvrqbK969erV6NGjh7MKiLXFgXXq1HEunRgjg5POSt5PgJYe9evXz7WOUESh1ULKRGsFTp5T5GOisLF7924EBAS4yfKwsDBn0cAYL1u2bAFjt1A8qlatmstfuHBhtGrVyr2nWzBPGj16NK677jrPx5NeP/vsM7ePljG875mGDx+O9957z1m4sCy6FuPfH0Uq7m/ZsqV75aQ935NlZGSkaxPPHzx4MKpUqeK2K6+80lmEffTRR6D1jlLqBMiPbuEoUP3999+4zq7ttU0uwPdD7kOVkqXhY2KcfQEBiQnAfwunX//pe9z3xBNo16AhPrx1AJrWrAUf+4/XZcnGDbj/40lOKA4LLYxzq1ZDoL8fPv9gEgaakHNxu3YYOmQILr7kEme5l3qrtFcEsp6AfkWznqlKzGEC8Wb+fNi+iL9d9A/Gf/A5tm/ekcMtSL+6WHNn9qO5GVu4bCWuu6I1el3SHBVKhrkfgvTPVo6sIsAf5I8//vg409+sKlvliIAIiEBuEQgJCXFuGPiqJAIiIAIiIAIeAoxhwE3JuwgwVkR2Ci7rN6zHYFsdzlgt0dHRLjYLLQo4oUzXTEr5h0Buii2kSGspCip0EUXrEFohzJ8/H3Qt5kmMFcRE0Y8uok5MnJzPSEoZKya1/J56Fi1a5MSdE/OwnpIlS6J///5OcKGbM1rEUHhhuu2229wr++Cxmkjt7zSj7XWFFaB/6CLsnXfewSCzZgowQYULpuPsPvjynuFoVbsezEQJvmat4mNxfwywIxO/fz/i9u3DhG+/xFPX98Ktl7SHX/HiQKHCzqIpIfIIzvEPwDf3jkCnZ55AlRKl8GzvPggy8Y7pQFQk7pv8Aa41AbueWVpxLogCmZII5AQBCS45QVl1ZCuB+Wu34qn3p2Pxwr+ztZ6sKPzgvoN4/YMv8O1vf2JgjyvRtVlDBAfozzAr2GakDJoZd+zY0ZknZyS/8oiACIiANxCgr2pNkHjDlVIbRUAERCB3CPD594orrsidylVrpghQ+GAcCrr2oljGwNycnGbw8VKlSrlV/lzpzxgrmU20FqDFA2Nd0PKgcuXKoFUAV+YzFoaSCGQ1Ad6nFFG4Meg9rUv+/PNPd8/98ccf7r6mxQoTn2VffvllF4MlZTtocZWRlN497KmH5Q0dOvSkIj1iTzuziKhevTrWrVuHxx9/3LkMK26T/N26dXPneMrhh5EjR7q8KQujiyul4wkcOHAA9erVw2ETUD4zS5Y29eo7seWaZ5/GK9/PdIKLT+nSJrSYl5ht20x9izH7FfcRGyN24Y52l+PWtpfCr1x5JNJVv5VjfungExIKnwqFkGjnjOh8DQa+8wb2HTyMsqVKwNfuuTD73nxlyP8Qs3cPrrW66I6Ogh/vQ84NKYlAdhLQTG920lXZOULg0c/+xPp1EfALDEF8TO66EctIh339A7Ez4iie+fRPtD27DsoXL1h/hvTBSvPR3EqewHy5Vb/qFQEREAEREAEREAEREAEREIG0CNSqVeuUhym+cMKwefPmLiD4+eefn6YLMMaqeMLc8TCYd4J5hyhbtqyLccD4FelNUp+yETogApkkQGsbChgUO5YtWwYGoqfLQwarZ2IcFgodF110EfaZVQPjujCGEOOkMHGBERPFwtQSXZKllVgPrVVooUIXZbz3GW+Ffxe0jqGgycSJeFqz3H///e7vhvt69eoFjyV5JYshQksYuiBjm/h3xDTE3FaxDYp75HAk/0PB+MILL0S1wkUx7aFHUaRSFWfA4r9rO6YMGoaWox7AQbN+KRqx27yIJTqhxa6CO5//rt+1GwPbtYdv4SKI37YFPpaHBjDUSxLtH9/wMvArVgz1K1RCtIkxcQlmPWXuyOJ374RfWEn4Fi2KYNs+e3gMFi5dgguaNsW7dh/wmiqJQHYSKFgzvdlJUmXnGgG/wqVRqm5LHNm1CUd2b0Rs5H4kmCKe15KPnz8CQoogJKw8CpWtCr8gW8lxGiuT8lq/MtseBr/LbdEls23OD/k5uFqwYAFoysuHSJpB8yHzggsuSLV7DDDHVT6eB0tPpqioKHCFCo95Hno9x1J7pT/elStXujrZBtbJoIkMlJgy8RjvjRP3p8yTle/pPmHx4sXuwZ4+qjmoze3VSDSjpy9tDorJgyb4HHSkl3hN0xss80GX1z0j1yyt+jx+mPfbqiKWWbVqVceObeBqNR4vZg+8vMYei4tNmza5VZgeP81plZ+RY7ynOEhjX3gfc+NEg0dMZbtmz56NihUruuCcGSkzO/Ps3LnTXdfQ0FCcc845znUH/RWTGfvAoJ68zmd6bbKzDypbBERABERABEQgZwnwuYDxJDgJzGcqPrtyDMXnRMZA4EQxt2eeecY979x999245ppr3HOYp6XM+9JLL7k8fLZkWZzEZsDvE5/xPefoNX8TYGwSJgoOuZF479HC6tdff8VTTz3lYqnw+bhDhw745ptvnDeK7t27Y+nSpW5swVgoDILOVJoWEJY4tmzTpo1z/eURa7g/PYuFW265BU8++aRzL854RbTsotXNNrOO+N///necaNmnTx889NBDzs0Zy/a4E+N7jh2Zn4HZR40aBbooY2JZJUqUcHFd3A794wiQ0X77Lvpm5OMIte+yBBOqfMwNsk+p0gjcsQN9LmyLH1f8g6ubNDUDl0REWrgAbnQ55mffg7SG8eX8xaGDJsP44EjUUUz7fT7a1j8LxW1uoWjiTpgChqLBISgWGuLGhtExsQiy+YaEPRFI3LcXvkHB8LfvvwuaNcNvIx/DZf1uQ5hZLV3RqZOukghkG4EkiTjbilfBIpAzBHz8AlC4XA2UrN0URcrVRmCREvDxzbyZdba01scX/ia0FCpdBWHVz0XRyvXhH1wk3QeCbGlLHinUI7rkkeYUiGZwUvqrr75yAgN90dI9wfTp01PtOwdkfBDeYQ9AJyYO3H788cfkh88Tj6f2mabWnGDmwPGVV15xD9cn5mMQQ7YvpxLbwoCGEyZMcMILHwQ5AZ5bicy//vprfPDBB24AzM8cdPA1rTRt2jRnep9WHk74k/vBgwfTypahYxMnTnT3DQUeblwlRm5cobZq1SpQVKBv3A8//NCVx/tu8uTJzn1Fen3JUAMsE8VACj7ffvutm2ign2SKMCkTj3EglxcSv++4qtTjz5n33hdffIHXXnsN69evdwM/9kdJBERABERABERABDwE+IzAlfi///47fv75Z+cGh3EwuKp+xYoVeOGFF0DXR1xgwgno2y04dJMmTdzzNCeQGXCcFgVPP/20W5RCQYZlctW+xBYP5YL3SsHFI7rkRu/5HPz222+7MQMXmzFeCscLbBNFDr7ncbrVY/B6jikocDB1sslx3tPMw/hDdJGXmcTFWXRj1qpVKzfO5fiIiW2gpU3KxMWFFDCZmtkkPReTpUwUXDiODAsLc0ILx3Esl+Me/k0qJRHgtZo6dSr6tzZ3YCaWJMTE0UQJiQf2wyc+wQkprerUwzPffIFo27966zYM/eAdjJw+BZPmzsFH837D6E+n4a+Nm2xcnBTXJdTEmq52TV758TvsO3wYsTbWSjRhxd/PF+3Oaoz5a9dg9/4D2HvwkFnORCGa4o2J1PEuFpAPGjQ4G+8PGIQbbrjBCdhso5IIZAeBpG+u7ChZZYpALhDwDy6MopXqI7h4GUTu3oSjB3YhNsomGXPlS9TH3JwFI6hYKYSWrOTa5BtgAcCUHAGP6JKb7sUK0qWg/1yuDuKkL1fF0aKDAZED/3QAAEAASURBVONGjBgB+qGlpcs7FsSOVhXXX3+9M+PmRD2FkIiICPfQy7yctOdgjQM5PgwzDx+Cn3/+effgO2nSJFcGTcG5IokPtpwM52ofBuLkxDLNrWlKTh+9HDhyQPjll186E2zWP378eGdtwgEh/eVmR6K5Nx+uKBawbXzlBP0bb7yBzp07O4sDCjJcNUV2tN7gqsCbbroJFB3IkBvdOXAwTMHm3XffdT5++fDGB/PMJHLliquBAwc6bhyAsG5aJVH8otUG6+aAm+3hIIMDa4oyFMYuu+wytxJs1qxZji0Fh3PPPddZVpAhRRB+ZrvSW/11qnbTeoXXnCILyyI/DijIjQICBzAUYciDgxZy4L3D+nicli60iDnTxFVwNPuniMdBDu9XXh/eN2zPvffe69rB7xi2lex4L1LgoDUJB0w//fST48brR668b1kGxUHmycrE7zje9x6rMLoBIROuVKVLD6bTvSZZ2U6VJQIiIAIiIAIikHcInMryms8M1apVw6233uo2tpiiDC0HKMSktFzgMz6fc1548QULUp22u6W803O1JDsJ8P7wiC4p75WsrpPWK9xSSxzvnbjQjSLgW2+95cZiGzZsAN12negijGM2Pv9zLMpxmce6/VQT5oyHxC1lYtwijqPovowLCfm3dKrE8RO3UyWKmNwo/LAtnvacKn9B3H/YBJHVq1aj/iVXYMfefQi0eYNCwUEIK1LYWZ/42OLkCnZdb2t9CW546TkctvHRw527oU6FcknW/4zpYmO56QttnGljqGplzX1YxUoovHcv+rZpi2e+/QIPdDb3cFYmvxtvb9sOd733FpZv3YKyNgauWircttIINWuXwnaPFTd3Y75hJcy1fyN0qH82GtWug0p2P94//H50M8sqb04c+9IbiebX8s5VlIVL3rkWakkWEfCxVRNBxUqjWJWzUKzyWShUqpKL75JFxWeoGF9zHxZcPBxFK9ZD8SoNEWJtkNhyMjqP6HLyEe3JDgKeiV5P2VwhRCsXPrzyWnCg9sMPP7gAgXPmzAEfkDhZzYdH5uEqIH6mJQM/Mw+FGwb05IMmhRO6dqIowIfZExMfglgWXznZTMGH5zFwHV2J0eUUHxIGDx7symY52Z0odLDOhx9+2IlRnLyn+MOHfApQdI9Fbgw0O3bsWLcikKIVVzxxJRMT3YBxtSFdNvA85s9sovUHBx6ea0QeFBNoGUHXD+RNAegnEwroToICAi2NOMDgpD0H2HSzxevBc5qab1q+kjP9CFN04YQ/2Z9uosDE+4RWLB73Z/SvTFGFq9U8bae5PwcxzMt2sR9169Z1ghLvnzNNFJxYnyfxMwUvBrKcN28efvvtN2cZxNVUvL94TSnu0W3XjBkz3D1IVvR7TmsvXk+6IOM9yzZnR/Jw5/XyWPrw3qN417Zt2+Pcf2RH/SpTBERABERABEQg/xLgApIBAwa450JPL/nMzWf1V199VWKLB4penSCXUnTJa0j4jM9n9hPFFk87+UzN42cqbtBNX1pii6e+jLxywdeZticj9XhTHo6pOKauaovt6Obria8/Q5+3Xsa9H7+PPTbHEHHgkHUnaVxawsSXFrXqYumWTXih961oWr8uShYvhjATjCnMlLb3t7W7FJVsjEmXYj40SLH7pEhIMD6c/yvumvQ2Hpo6GUMnvYvB776JA1HmcnHtKkz/8w9MmPklbn3rFQz56F2ssHHh9oi9SNhrsXdsfPr0DTe6++zj3rdg3IgH3ELU7BoL5tS1Y/s5V6CUNwjIwiVvXAe1IhsIUOAIKVURgYWLI2jfTkTu3Qq6HsvWZAp9QKHiZtFSESElyrn3eca1WbZ2/PQL9/woSIk/fYaZOTPlhC8tUxjw7/LLL3crilK6NeIx5uXDKK8NLRcY84T7+SDMjRPvFE24IomTyBQbaJFBa4sTrQQ8q4hoecGHfFplUOzZa6tTPKIBy6bFBq1m+DDtmZjOTP8yk5eT/1z5xxWCfD9s2DBnncMyPJP6NGWn9cN3333nima/yYSrDikk0Apl4cKF7hgtY+hLmwII93sm2d3BdP4hyzbmi5giE4MKsl20DGK7KAhxFRfFE9ZPCw22j2IH8/E466KFCU3xKbYwP68b+XpEI/I9k8RyKOjQP3Hfvn1Bd2a8hlw5RibsOy2llixZgksuucS1idYuvHd69uzpXFr8+++/oM/krEi8P3jvMPH+Iiu2gyw83Ljik242eE+RH10GUBDioIhWMsxL9mQ6c+ZMNGzYMFWx8EzayzZy43WilY9HjGJbO3bs6FYZtm7d2gmOZ1KPzhUBERABERABESh4BLiYhM83fI7ncw1juvD5iwuB+Fz22uuvocd1PQoeGPX4lARSCi7ZaeVyygboQL4mwEWbHFtF2Hj/9b790aHxuf9JK8AOiwV77kP/w9wRY1DKxkf8zuJobt2uHXjoyq6oEl4KATZWS9y1E/E21vO1+TWXx1QW/0CbhygehoS4WIvncgibd+9FzfCyeL5nH4v3kmBzB1aer48tAgxEERtncdzMWC4HbFHjVovjcv3Lz+GzwfeazuODcrYVsXF00xo1UaRYcXz3zItoN+QON06k1RLr9Nak+bW8c+WOLRHNO21SS0Qgywjwi9LFTylbDWHVGiGknAUmDgzJsvJTFkTLmoCS5VGixrkoUoFxZErmnTgyKRuaB997fhTyYNPyXZM48UzLFj4IrVu3zrnE4j5aP3BCnavtOSFMSxWaa3PimhPbFFa40cqBATxpOcCJc1pi0H0YxRhaONBKg6IKTcKZOMlMQWfz5s3OpzRdWtHnLSebWWcbExnonowiARMFBAoF9EnN9ngm1N3BLPyHKz8ojNA9FUUAJk9g0ho1ajjx4tprr3Xusjg5TwuTHj16OAsKnkerjosvvthZttBVGlmy/xRLOGmf2Yc08qArLFqjvP7663jzzTfdwNkjbJArAztSyKFFDQUfz/Xi3w9N8xlskteF1iye4I90A0Zhhiu4eJ3PhCf7RKsZij20/mGi9Q3vFboM4DWn2wr2hUEmKaodsIdq+jPm9eU1pQs5WsecaeI9ypVvfKWQMmjQICf4kD8ZUUSh+MTPtF6hezNeR+al6EEevLc99ybbTKGQ52Z14r1GBgyoSRd9vH68x+vVq+fYcVWqR7TL6rpVngiIgAiIgAiIQP4lwOc6PgNRbOEzI+Pc3XHHHU50oStVpoEDBppr18/zLwT17LQIeISW3IzncloN10l5moDHLXbknr1YPW6iE1t8S5uXhfAyNg4Fypq4sWDUE9hmAohnvBxnsVx2WMyV86vXsHGmCSw2po6Oi8dkc1u9NWKPxWOxEAEMa2pbvJ0Xb67gduzZh6GT38WE629CieJFUKZkGMqVKoFyFcqjlI3zAs3qyL9oEYQGB6JsiTDUNzdkkwfchWtffMZ5NIiz8n1i43FWxco4cmAffK3e759/GU88MsqN2fI05Aw0TvNrGYCUA1nObLlrDjRQVYhAVhDwCwg0AaQsgsuFwTcoOCuKPLkMU98Dw8ujSEU/xEfHIj4me1zTnFxx/tjj+VHgRKRS9hGgGyVunkSXSkxcAZcyXX311Sk/uvec8Gdq3769e2XMDCZagXCgx0l4WjxwUt5jBs7JfwbrPDHROoSBBlMmrvbPqcT7jKJAykS3UymTJ1Biyn18T0sWJlpxpEyXXnppyo+Zfk9zdLpTS5kYKyXltWAwVE9q1KiRe+tpJ/OemCg4MKW85ifmycznBg0aWKDBBiedwrbQYoSCygcffJAczJXiGhPFupRtP6mATO6gePLggw8mn0UGHg7cmfKYJxMDbXoShUUmDx+6aMuuxOvKv4mUyfO3xH1ZySVlHXovAiIgAiIgAiJQcAhw0QsXMzFxIrNXr17utV+/fuje/ToXzJvP7EoiQAIUXLj4hwvxlEQgqwhwzHNoVwQWPfa0xU0Jgp8t1EzYvdMCsSS476NE+24qb/MAJcwDAkzkQHAI/OIOIiQwANv370NtxtI0S5VAG+u1qlsfk+f/hu+WL0PfVm3RqFJVHLXFhJ8tXogZi82zw4Vt0djEFX9fP/iYqOJTuAgSj0YjzkSZI7bg7Wh0jC0cjTeXZOaBxmK81C5fAVedcz6OmoVMjC1YDDDvD8Ws/kK2JezbA78y5TCqWw/nvYHjWW9Pml/L/SsowSX3r4FakJ0EaOES5A9/U7Z9/c0NUoC5SbJ92ZV8bcW1f1DAf3X5Ie6omTuaYp+ViRYD/PLMj0k/Ct57VWltwQd3xqSg9QDjZihljgBXKfJvgBZFtCI5ExdgtGyhZQWFLZpTZ3eiazpa6DCxbtZ5Ju3P7vaqfBEQAREQAREQARHIzwT4LNa7d29nlT1ixAgMGTLELfJgzMTTSdN+PYyflkaezqn54hw+Tj8/IEnQyhcdsk5IbMkvVzJv9GOHWZ5QcBnd+VoUNRHDp6yJLebeeu++Ayhq3gf8bC7Ov0JFJFiMlVATVXwtDy1WAvz9TIQpgYHvv4Gfh49CscOH4G+fK8VE4872HXDFOedi8Ptvo2PDcxBvrsPKFC2G9/oNQm2zZgmy+TefUiXN9CUB8eZd4aB5dli+eQsmzZ+DFjXrmGhTzyxrbD7Oxw8h5mqs/VmNsMLid5a2uQuTfHBLm0tM9/G1Obt459rsumYtcO/gAYg07xKhFIW8PGl+LXcvoASX3OWv2rOLgGkqfgE2YUmhxb7Y6csxx5JV5Ws/GjRL5I8KrV3ibEu0H5WsSvlVcCEf/Shk1V2Ss+VwJR1X1imdPgG6uPr666+dGzNaujAmTmbT33//7eK3bLcHXsZYue+++3I8iCPdzCmJgAiIgAiIgAiIgAjkPoGBAwc696qzZs1yVuk//vjjaT8bHo7KuvFs7pPJXAuKFsrB+YTMNU25RSBPEHjN3GIXNc8yPZq1hLm7sDk4EzLMnfPPy//BRfUboKR5mIi3BYF+5kI80Vx6xR88QP/jru0NK1dBOXM3tmjdWrQpFALf0ELwLVkKwXE7UcbitlDA6dn8QrNWKeYsZTzuyEytQaKJOrZiEfsPHsaHc39FxJFDGN/rZgQeF780EbFW535zj874LgG2uJGJYguTj1ngJJjHDl/7iitsY9kDBw/mC8GFfdP8GinkTsr+Za+50y/VWoAJUOgILBxsLsRMRTfTxBwVW1JytwloXxN9AgoFWVvMVNKCfNmvQ8ocen8KAp4fhVMc1m4RyJcEaNXiEUpoMeJJGzZscPF0+HmvPVDSyo2B4GkJw7RixQrns5sWMnSlxdgpjPlC8YX5GNdFSQQKIoH777/fxeYZO3Zsmt3PaD66rWMQUG4p3cKx8N27dycf4/ExY8akWacOioAIiIAIiEBOEGCMwU8//dTF+1u+fLlbkMNnST4fMgYhY9vxuVFJBERABM6EwC+//IJzqlRzcVN8w4qbdctuV1wlE04enT4VMYzjaW7D4u27J37HNsQd2G9uv6JxxGJyHjwaiSe79cKdk97C4aijSLR8PiaM+ISEoHhoCFjG1AW/Y5fFB421RYp0LbbGFhhacFDnguyIuRKbveIfrI3YiYe7XPuf2JLoXIex/F0WB2aFxZQd/smHqG7xZGJi43DE6nFtslYm2rh695bN2GvWNQk2pvaMs8+ER146V/NruXM1ZOGSO9xVazYRCAgJhH9okFO9kVe0DRNZKLbQ6oXWLrFRMVnuZiybcOZqsZ4fBcV0ydXLoMpzkABX6nBQTFdcDOLO9O6774KD4/nz56NDhw7O/zbj7cydOxd0D7FgwQIXgH3mzJlo1qwZ/vrrL+d3tnv37ti5cydeeOEFdy7PL1GiRA72RlWJQO4TWLRoEb7//nukFDBTa1VG861Zs8bFKWIZFDQpkJYz39RMs2fPdvvcB/vHEx/I81mvIiACIiACIpBbBPhsOWzYMAwYMMDFC6TVS8rEZ9B27dqBsfcY909uYVPSKTjvP/nkE+ciOr/0mJPmHCNxDJUd6UzK98x1ZEe7cqJMjllDzU2YJ5HF0qVL0f3sc83Ti8VUMYuUxIjdbkqurFmorNi+DX1eexGD2nVA0ZBQxJloctiEkMWbNuDLJYsQmxCHCBM7dpqgsmrbNjQxocXXxBiYtYlvlB9GX3sdvvxzEbpPfMZcV/uhcEgwRl7VzapPmvQ7HBmFr5f9idFdr7O5wCS7ghizaPl7w0a89etsLN+2GUdMpCls7e71+kTUL1cBNzRvhWqlwl38GH+zlPlkwXwsWr/WiS3r169HeYsnk2xJ4+loiteDZgVDDxXekjz3nObXcu6KSXDJOdaqKRsJME5LgJke+vjlFZXl5M7S0sbfBCE/i/ESF3kUsRbfRSltAvpRSJuPjuZvAlxtOGPGDBekvlWrVm71/Jw5c/DUU0/h5Zdfxq5du7Bnzx6cc475s7WHPQ4m5s2b53x0c+UiHxLHjx+PSy65xMVzkeCSv+8X9S7nCNAajX9zP/zwgwtKzJop7DB5jrkP+kcEREAEREAE8gABToauWrXKtYTjqxMTraS/++47tzGuxzfffIMyZcqcmE2f8zEBii3cmBiX09sTJ/897q6zQ3DJ7vK9jf8BE0o4Li1sQokpIq75Pomcm0vEqBlTMNLiusTGx6HfO69gm8VZYWrXoCEe6HQNrj6niXkg80e0Watc/OQo7DHhhSnBFjZ5HMQwBkyPli1xbbPm8OWCZquDljA79uy1chOS4rSYO7Cd+w7a4uZE8zTmj7AihXFuzepuc8KMnUeniD4W0yUyOgbDPnzP4rlsxju33gF/K+O2tu3gc/GlzsKl4819cdkN12PUqFGuLfnlH82v5eyVlOCSs7xVWzYQCA4rgtiAGCuZX595P1F4oYuxgML2Y/Sf+p73W517LdSPQu6xV805T4Auww4fPuwsWRh8nivz//nnH9BipXjx4uDDLFfjMxAqV9Xw+EsvveTcRMTaQ2qIPeRysHTeeec512IsK9pWB20wt2SVK1dOc5VOzvdWNYqAdxKgyLlw4UInsvTq1ct1guILk+eY+6B/ChyBxYsBC5Ng37eJuP761BcBvfOOTQjsBDp1SjRBPfU8mQHHxZWmASqJgAiIQKoEKLZcddVVyQsDUs2UYictqxs3buysNk9lIRofF4X9O1YhPvYoiperh8CgIhrXpmDojW89Ikt+EV0Ys4iiSKNGjbLlcmR3+dnS6Gws9KhZq1C4DfCz+MmeRxt7Q5ddG3dHmEuwki7+yvyHxzphhQuUgs39P2OpcH6M/9FNWJjFdwm0Mnbs3eesYI7YOJb5QgKCUNQWWAebxcueg4dwwBYmTlkwDzP/WoodB/e7hVCRdv4PK/5GrTJl0fmcpriy8bnwt/JLWJnBQYEupoyvCTe+YSVQKCoSL/W5FUs3bcS1L47Hp3cOw/aIvShXugT8S5n7srvuQYvRD6KFWfy1v/zybCSX80Vn5fwa5ybatGnj4sScddZZ+Oijj3K+Q3m4RgkuefjiqGkZI1C4QgnERxxB9MFIJJjZIL/o82qiSaIPY8yY2zPGmOF7pfQJZOWPQvq1KYcI5B6B3r172yRcJxS2B0OKKny/ceNGFCpUyK00fO+991yg04YNG7oHm+HDh7u4LXR1xJWJL774ohNYqlev7ixj6O7oiy++QHh4uMSW3LusqjmfEeDAwiO4sGsUNOkHn39nXBnMY0reR4BCyJNPBqTZ8AcfjMUNN5w6i+nhVkYQWrWKM8EldTcT77zjj2XL/FC1arR9T5+6rLSObNyYiIcf9jcB3tesHX1Ru3Y82rePx/DhieYKKK0zdUwERKCgEXjttdec2JKZMfI+W4HOxT58hkzpNojsdqydg/nThuDooaT4DH4BIfC3ydALuj6D8nXaFTS8+aq/HtGlXr16LhZdly5d3HNNZjtJl8iLbQXC1Vdfbb93y5zbVY5pbrnlFrdgjIvF6BaZFvm1a9dGS7Nc6Natm1t0xniUTLQsKFasmHt/7733WqiOWGdV3KRJE7eP1v602rrcJsO5pUzffvstPv/8c7dr69atuPvuu487d/r06e44LTI4prrjjjuSXcQy3hFjkTDdd999bj8XuT3yyCPO1VTr1q3dAre0yncnF7B/AgKSnp+iTPSINjf6IVRdTEihYMLvHlqlUDhJtIeUwnZdfcwtWCIXH8fHImGfCSZ2fSMOHHQxWp6d9RVqmmhSwzaet2XfXsxctti5IuvQ8Bz8snK5s6Tpct4FuOaC5ihd2tyC0R231RNpQszO3TuxdOMm9H3zJdSvUAlDLrsCpYoVQdHQQki0xYgJNsb2DQtDot1/jStXxYiruuCBTz/C41174ujRGISa9Usx2/94t+sxaPBgd5+l5VrMGy91Vs2vffjhh1iyZIlDQHfLDz/8MPj9oZREQI/kuhPyBYGAQsHOXVfMwSjEmLuuRGdWmHeEF/7e+NgXu39woBNa/AJsKSJ3KmWYQFb9KGS4QmUUgVwgwAlbbilTKVtl40lh9nDoSXx45Woi/m1QnOGqEj7g8D0TLWKYatWq5V71jwiIQNYQqFu3LsqWLQsO4leuXIlff/3VFcxBeH4bkGUNMe8oxRaB2/dp0rMZrUb27096X6JEYvIjG/Pkdlq7NtFiLQSZxaOPifOJTmxZscLP4n352Yr0OHz8cepCT263W/WLgAjkPAE+K06YMOG0FiT+8ccfzsr6/PPPT254fGwkfvtoAIIKlcT5Vw1FcOFSWPP7e9jx7xwcilgH1EnOqjdeSoCiy5gxY1wMSQoup5O+/vprTJkyxQktFFyY+NxEwaVfv37umKdcuq977rnnMHbsWNx///1mJToLK1ascLHwrr32WmdpNW7cOE92UHDh2IeLzri6/pprrkk+5nnz+++/Jz+bRUREuPJp/c9zKb6wPk+iqPjqq6+6hWu07GrRogX69+8PnrfZgqzT4mfIkCF466233BiN9b7yyiunLN9TbkF7pZcFxnU5GHUERyIjERITC5+SpVHIgtlv3W8eHEx4OWr7GKU0Yf9++HB1iC2WNtMUZ9myxaxgnvx6Bga174ibLmqLUubS0McsXRJNiDEVBY906YYrn3kCizauw5geN6Bh/QbwDSnk3IOxDBfKxUScInafhdeoibMaNUb3Fi3xwa8/Y9hH72FM1+tRq7zNxZkwlHjwAFCkKPxsXB135DA6mUuzB6cmWWbsP3wEocFB8C1aDB0ubIOHpk3Gjz/+6Fx057drmhXza2+++eZxWCjw8zdHKYmABBfdCfmGAAWNoOKF4G/WIzGHIhFnynSS8JK7XfQ1KxY/80kZaC7E/IIDnPCSuy3y3tqz4kfBe3uvlovA8QQ4sfvGG2+4CV+6MapUqZIme49HpE8ikG0E2piVy+TJk92q4d9++83V07ZtW3CQr+SdBPr2Bfr2pYtawIwGccEFQe79vHnRtnry+EUyNpcACh+2MNcmGI4/5k6yf6KjE7F6NSeZcNL5njwpXxlWYcWKxHTzf/qpjxNbatWKtwmfWPN77mP3XZzF8QqyCSN/s7aKs98DYO9es6q2pnk0fFvIaSuLYRYwieaO0scEpURro4+tIKa79aS2mlGkO8Z28fiePT6oUeNYKz1l0EV7EfMgZIZd5s4sEVWrJjGw+RTHpW5dHyvz2Hmed7TMYapS5Xhmu22hPMUsri8wl+02mZZoq+rN17plZ/u4cJXJ02Z+/m/hc9IB/SsCIpAqAU5201L6dBItCmg9nVJwObxvs8UhPYTG7Uegxvk9XbHh1ZthxpPNEFq8ovv8+6f34sDOFShauhaaXTsBuzcuwLLvnnTuxyrUuww1m/ZyFjLRR/YgtFgFJ9ZUqHOJ/d1HY9f6uQiv1gLndXoEC2YMR1p5Wlz3HPz8Q3D0SASWfPM4IjYtROTBHShepjbK1WqLBm0HW/DupFX3R/ZvxoLP7kdM1AEUC6+DKo06Y9n34xB5YDuqNe6KRpfdjyUzx7r6fQOC0fCSe6wdzbDy11ex6e8v7bvUF41a32L963c6KN1iKFoKnfiMwGd5ulbiJP+JiQs66GrYkyguzJ07132sYV/MJ8bYoVUShYrUEoNkn3322ScdokUuXRinTBTa6FauTp06p2XdkrIs3n/33HOP/Y7UQLNmxtP6xH20wP/pp5/st7E07rrrLrz//vvumYqCC61i2A8KMRRcPDHyWO7s2bNd8XzuIg+ef+GFF6as0r3v06ePue7c6WJesu63337b9YexLj1iC+ts166ds2KhB4H//e9/TuyhMERxpXPnzqC1y8CBA91nFsxyyP1U5Z/UkAK0g94YKlSogE17InDU5uESInbDz+KJBhQKRbemLTBi6iTcfVknN1atatetQqmS7hkl2kSYdfbD/9CnH+PRbj3QoI4tHixRwi1O9jEhJcHuzyP796HLs0+j87lN0L9jZ/gXLYpEexBL3LXjPzGZzxSJLsBAQoJZ09hDgm/hQgiwa3lTm7YoYZYtT3/zGZ66rjfCw7gg0QcJVrYv3YzZp0Cbrytu7Y+JjTNBxkQee/hIMJdjQRYDZkj7Ts4Cin8TnkWN+emynsn8Gi1b6OqcacCAAe7vjX9LFE+DPQ9udoyu/fi3U7VqVdCbx8SJE915VapUcX//KReH8juSeek9gAIeF5Pefvvt7ly6Sj9dCzj+ntGyjovk+J17wQUXuL9t1sHE7wtPu2+99VaMHDnSWdjRuq5atWouz+n8I8HldKjpnDxNwC/QH8FhhREXFYPYyGjE25d4glm85HSiL0oKLQEhgSYC2Ze+vxxsZ8U18OdqiNNM/PHkQyQf0JREID8RoEk8BzFKBZNAoPkzpjsGjzl/waSQs732CC6cjJo/f76rnPtOnEzJ2VaptuwmQKFl2DBfTJ0a4AQCWphcemmcDdISkoUNtmHzZl80bRroXvn5pptiMG5c4iljrTz4oA/efTcAR45w6A9ceWWcDUjjzYWk+3jcPxQhmGJjfZxFDr142LjR/GZH275Ec3XiY4Nb4LLLgkwUSbTJ1qTJtGnTYAPbIFvhG2eTSvG2ytfPXKoEmBuXWJvE8rfVvEl1P/RQNPbt8zEXlUFO8Djn/+ydCYCN5ffHz519GGPse9YQiqyVQqSSpfKvULaI6pdSWqRFpT2UVNImqbQpFKVV0qqiLIns+zrWMfvM/3ye8YzrGsNsdxbP4Z1773vf5Xm/73Kf53zP+Z6zkzVaMVFlVzzy7ruiTqlQdQ4mmbb+/Xda3/bSS5O0yHKyDBkSYkicKlVSVFYiUbed1tZ580QHzME6oE1jYRo2TNbPSenybOedp5rsSu706pWoxxEs3bsnagYZRFKQtjNBt5V20J07B6sjLlAefjheVOXDWSFAAIflwoULjZONTFwcnMerC5KVw8EZQ9CJr7Vs2dI4Sn3nz9OLEJkjHKnehgTK/fffLzNnzvSeXWTeb9myJUfHshUG1Msiy9aRsBLllax4RmIPbJey1VtI+Rot5MoRf+i4t5hZMiQsUg5Gr09fKzAoRIJ13q6Nf0lUxQZGSihZyZXozUskZt8WJUfayvoln+r8IKnR5EpZt+hj3WZzOdEyaxdOU/KmjyFRorf8LcVLVZWKddoYkmbZvBfM51rNeph2BARorYjQSInetFj2bPtX1i6apgRRZSl3WgtZ8cubUqt5D3ON0qbiparpsaQ54YJCisvercuV2AnVKST9mLL6hvFraXUikxmRkZ2rdSJ8M2TJEvGWKCWr9sUXXzSr4xD0JVy4J+z3vvuAdMiIcOF+2KvZBhkZpEJODWfp6NGjj9oMZApjcpynyIqRrY/ZdpCxguMTWTDM1sgjy3/JkiWmMDvYYNQmwnnqa9SttE5SZJovuOACs8jYsWPNK9kuPXv2NO/JWMFJTH+O8RTPp65du6Y7kJEuw2699Va57LLLzPvjbd98eQr/aag6qX/99LMkawRFtBazL60kRmC5CvJQz2vl4/k/yCvzvpaLGzaR5nXqmOud6yBa67FM+O4rubeLytdptEhARKSkQDRqVgudkCT149046RW5UYvZX3m+ZpJrNEe8Ppd2awQJ/SGyUUrqfpKUQFms5PJelRRrpNupkKCSYYdrPHfWWi4/LP9HNut2y5aMNMRJyp5oST3sbGc7O7gPtBuk/9Papsfg0WvrrGrVZfOMDw0x6U0iFKXTnF3Sxf4GMwZFSozsFkjiadrhtDUuwQnpc4hOJM+RP1+1alU6fBCffIY8RaaPexpDTjBGzyXz6EcgUci9nJ0MOOrZokLgPUb74IMPzH0/f/58s13aTRs5x+yPNkOwWYInvcFZfJN9z2UWd+QWdwj4EwEexMiMBSprnaQSY4mxSrwoY+0Po7MEuWKJFgggZ7mDAA9A0lWza5wbdFopHunMIeAQcAgUFQR4tuWEjC4qOPjzOCBXMAb9DFSIiHSaxQaSIv1n9GiPSnYFa+2VZCULkpSACJLp04P1/ktUSZIjfYt16wIMEdO4cYrMnh2kjt4QJSni0wkIb5DwRU2YEKJOnlQlLRJk/vwgrZsQpAROijqqDrMrXiuo2osunyrso3HjEOnbN1EjBlO0hotxE5gl1S930gZ5BGmkvi/55ZcgefTRUI0+TjHZPt9+G6SD3ECZOjVZ+09H2vLzz0F6vSdrexPN8c+ZE6SkTaDWfEhUrfMADW4J0oFrkB5vksmq6dFDs8+V97nttjTyZ/z4ECV/AjXiOf6oDBrIlshIMnBS9bsUQ7jMmROoA/kkJa9SDdmijzuVkKEtHK+zgo4AzlKkUdu3b2+cpTg+iTK3tRmy236crx07djSrIxF05513mkzfyhpRnZHR9yfC1ddw+PlG+PsuU5g/42jPieFY9jbqLrQf+L4smH6PLJs7Xh2eKUpOhEmtplfL2Zc9ZDJKzr7sQdmrGS6JcZpSp1a6SmNp03uSTH+isfkcElZS6re+QXas+UVadR8jZfT7jcs+lwZtbpYzL7rL1IiJ3rz0hMvsXPe7IVwiy9aWS27+VLb+N18zVrZIUJUzJXrLYln393SxhEt4ZEVp3etl+faNa2Tn2t+kdvOe0qzrKG1vqAZmJpp2N75khGbjLJCDezYpMZRWgyCqQj3zPdkyNRt3Mu3Pzp9kdQZDKAwZMuSo1em/QRjw6mvcM5CU2OTJk00/w9Yqoe6Jr1WtWlX69+/vO9t8Pt791qNHDyXJNTXxsEFybNu2zdRE8ZYxtt9n9RUHvK999NFHxulKlgr9J4KGMO5FDNkvjmXTpk2GcIIsxRnbt29fgTAhM2b27Nlm2axKnllHL1H5GQUpQWpZQhiiCGcwxBBtpKaMs8wRIGvg81mzZaMSV9WUuCq2Y4eRFguqWEmuuayzXHWOEouHf7vjkxLlx5XLZZr+HizZvFGC9B7YeyBGolK2eN0PHlm8ab1s1eyty5u2kFQl5xL1mnnui9ny+rxvtCZLMXn0yh7StHoteWP+XAlVYnPwhRdJqNaKwey+UJy55pzz5MnPZ8j4a6+XCqU1dTZeiT4mXeqfTRvNPkN0/Qjra9L2IGcWpN/zG8FUVAkXsMoq6QJR+i5ROGpkrTAOuuSSS8y4CIk+b8LFLKR/qHfJfUwfgEw3lqc+Evczzy5Lbj7++ONy3333mXuPLDeekZDPkCbZyYDjXoZsIQMLdQL6JNdpQUaCQcaPH2/2ZdvIcfE85t6HhDlen8Iuf6JX5wk+EULu+0KNQECQFqgvgZRXGvHiUSIk9dj+TK4cI9tNDfRIiKkno1Ewofp4VuLHWe4gkFOyxbYiJ4SN3YZ7dQg4BBwC+YUAHWLMESz5dQbS9ovUBpIYNvqXQYCzoo9Ahw4p0qRJvEYKp2qknkcHmElKTATqoI0I2yOES5Mmyem1VO6+O0XeeCNEI/4ClYBQnXEfmzQpzTEwcWKCaoSLypAlKtkQqiRHsDzzTIIO/I5eAf/pV18lyODBQTpgDZRnnw3RDBSRLl0SNYsmWR1TPiscvfoxn26+OVEefzzFECO1agWZzJ0XX0wUVchT4idBs3PCVL+c4zsSuETWy1dfJZmMndWrk7VgaqBKMyTKgw9qtGp0ktYOCzI1ZbZvZ5lUJaPi1WGVqrJnaW2bMydZjzNQyRw5inC5//54GTaM6FLRjJtUHQSLZm8GyoYNibq/tHVbtkQyLe39MQfjZhRIBKh7xTOSCYcLBatxruBIJcoURw0Om5o1a5qsFZZDYgRCm/4/jmcyUXCO4KzBcCDb5y5SNshe8VzG1q5daxw3ECwU4rZyTXymrgTO1sGDB+u1pzeTl+HwRY8e+ROcPHb7XosUurc45sn6IcM/q4aT+eKLLz5mtYhSp8lFgz6W+EN7ZPuan2TL8m+0jsvbEh5ZSRq0veWY5TObQTaMfciFhGeQ0qcrn2iZnesWyI/v3yTxB3cftStIloystBIyLa54Ov0rKzvGDAifuZOulVV6PPVaD5LF346R0GJRUu+8AenLZ+cNhAuO+w485L2MCOqMHP8sQj0RaxAuZMhkdD7sMpASmX1vl/N+9b3GITrIQKGOS24Y96a3zZo1S4n5a8wxI9mDbBeOV+5/m6mCsxOnKtk6o0aNkgMHDpjMEo4NwgUsli1bZp4Bvnh67yuj90TIY40bN9bfGv2x8THvOppkI3HOMJzttBfnrLPjI8Dz+cEHH5Tnvpolz/bqJzv37pMySnYXi9VsFT2vlgAhG+WsEXdK42qnybDLusnugwfkhskTlTAJlqk33SbVy5fT7AL6HSJ/rV8nd3XqdljOK42Uu/GijnJn565aL+aQ3DTpNfl74wbZE3NARl3VU4qFh4lH66+kqAyZ3R+vTWvW0r+pslfbkrQrWd+r5KrKi3HdTZn/vXRp3MzsL6I4wb26hpI08Uo+7tN9sIy9Ps1CRfQPY8xY1Y49GX8ZtY0gkfmd4J7G+vXrZ363ke1Cgq1BgwbHIMU9xO83v+t1NNMJhY6d6MqqWZIXwgW5MpYha8ab+M9OBhx9DgyCGWlDjDpNTO+9995RhAvf8dxh2dww5w3ODRTdNgo2AvpwDwwJ1PouwRIbliiL9WEcrR3utMd17jQ9UX9I/t53UDZ5DklY6UAJCne1WnIH2bSt5BbZkpttctsq2giQUs7gnmnFihUmKpNUVn78+S4/jOhMdLhXalEAOv4MNvKrLZkdP4NKG6WW2XK5/R37JTLN28CJDt8OjbDCMc45ZMJpQ+RcTrPdGAQSmeN9vEQKoqPtPc+7TRm9J2XaGtuzAzw7z76yTSICbYSene9eM0eAaCacGr7TLbcc7Rg62eXs3myWC5+p3+Ks6CPQvLnH1GW5/vpgdQiHKMmQFplLbRNvQ8rLWvPmae83bjyWJOCRZWW2HnwwSLXog5TASYuHi4316LPLbuXoV4Kbv/8eabB4k1WiQZlKjiDFFay/D0f2ffRaGX8qWTKNKEK+LDw8bd2oqLTXChXS2mzbaLeAlJr6H4xVqJC2rCYcGCtdmoy7tPfbt6dqJKFHIwTFZAOdfXawDpxD9BmWtvJhJZm0hfXvueemWt+rWa9NmzSSZ84cj3z5Zdo6SJc5K5wI0GdBQgjnCaQIUl63qTYcThmKUmNEl9rodRwtTBiOWn7nT2T8TuK8JXIWSSSe8/Y3lghXHKpk2SAZdAiNQC97+umnjfMXvXhkT6yUkdcihfLtiPtGZMtZCE6QZd62asE78tnY8zXrI16JiFJyWqMucs7V4ySi9GkmO8R72aP6QZoJQzZMXtjPH96qGSohpl5Mt7t/lk63fSWRFfQheRwjS+d4VqFWaylXs6X888ME2bLiG83C+VXqn3+jBIWkOeqPt15Rmc+9mFtkC5j4kklWJow+E1I9KE8wnsFsQBHvcapiFLTHkCLkeqTeAs8CrEuXLunZMWaGzx/6fBhjAWuWxFq9erU5TggCnL7UhsHpS+Q7BgnE8wmzWUUQQF9++aWZx5+Mts/zi5ozTDiuTzWjnugALYj3w8p/DYnC8e9WybDt0Xs1k4rzoLXj1KnfYPjt8lSP3vLekDukVb360rl5S/n1kSdlsMqGdXv+GVm11dZmEYkICZO9Ki+GPJinbHkJqVxJStWqLcHasSilBNqzPfvIxLlfSocGZ0mYki0BFSpJio7P9IEjO/fsk4enfSj7dZwVpJ2Wl/oNkgc/fl9GTv9Aa83sNuPAAzGHZOZff8itHTtJSa37kpSYZOYn79wl0UoYfbd8qSECinJ2i71OCeY7GbKF5a2cGLWpkDjkuYFspzX7220/88qy3tl2lgC12adkkdE/4LeZTDjqwlDnhfvfymPaDDg+k/ViM+C47vjN+f77YzPg7Lj52WefNc8knkuQLZiv74B5NrOQ9zk1R7jkFEG3foFHwOPRglhBsRIUpmx2wEH5RR+u07Zsl0X7Dki8OjBzYgwx18TEysdbd8qsbTskJuWgSokpCx58ULNbjk1bz8m+TtV1Hdlyqp75/D1unNpEZ9Cx/u677wzRggMAJz3RmHbw7s9WUiiTApJEhhCpQYeCSNGCYrSFSJcNGzb4fZBBx4zBDR0p7wE+HT8GP2ixotHKoOs5DQVHLmHjxo1HDe6yiiPHieY7ms8Qcxjt4Nohepbr5kSG84hIWtqE0SGEDGIwyfYhhBiAMllCCSeVdxHVE+3DfZ+GANeF75QR4ea7DJ8zWo6tehMu3u8d5kUXgbvuClBt+VBDCowYkaCa7ifu61ny4bDv5yhw4uLSyApmnn56qjo3U8xEDROmjNZRqXl1QvO8QHpFtCZAihIvyGKIOq4CVarBvC0wf1QGWzW5QzTqMUijmalNkyA1a57Ycc4BXHVV2nLTpwfqb3KQIXkuv/wIZgXmIF1DMkXgiSeekDZt2qgUX0OTcULUKtks/E7ye0afCokRjCh2HCiQMzhX6VfwPX0yKyGW2c6Ijuf3nqwZ6j3gPCJYBqO4Ns9qHLU4b/m99jZId5w5/M7icEErvihYp0s7Ga36jGSrjnd8ZMbQd7IFhe1yB3avl1gtTP/1K91lxc9vmMyWeVP6ac2WDVKqUkO7mISXqCj7tq+QtQs/lJW/TJLPX7hYa63sl73b/pH9O/+TzZoVg21c9qX+NqeNx7er1Fd8bFo9kX07Vmotl7So5OMuo9thWwGB6iSMKKtj70AlSb6ThbMflv3bV0qMSoNRqwXbs3WpLP56tGlnzN4t8vdXT5lpw5I0h75Z6PCfszrcrXVgouWn92+R0OKlpe65/b2/du+zgIDvNWfvYcYwd911lyFFbV0VgpWs8bwgo8camSzcy9SKsHYiOTEyfjAi6LnviWQfOHCgqX1DYBMZcTh0yYIja4bgLBzOBE4hh8Qrzyoy7XD40h+ExLXBbhltn21wjEyMGU9Fu/fee0U0O+TaV8ZLnAY5Ywn6umPPXtmyK1rmLlssFUtGSdemzSRQXwPKaDZLhYoSquer/wXtpOc5reWRGR9JTFya1F0rJcSenj3DrJ+0a6ekaGBawq5dZiJzJUoL25cuHmGkxgI0QyZl/z6t4ZwgyzdukidmTxeyYUpElRSPTuVq1pAPH3hExvYdIM3q1DbSY9ExB+WMipUlTJ3wkcXC5Z2f58vvSsit1rHixO++llfmf2fG3UU9w4Vrv0SJEuZ8negP41V+pzF+o/mtYLK1lZhPXSTG4N5m5QPtPEta2s9ktrJttgUhAhmKEfwwbtw4895mwPHBZsBxn9rsPu5l3ww4S+yQtYJvwHuy2zUbP/zHNzPP+7usvneES1YRc8sXGgQ8nlTtgMVpdst+JUAOmPfIPcToA39x9H6ZsXm7vK/TamW1szN02xmfKJ8q0fLBpm3y887dsts8UJR5D0iQgOAY3e8B3W+MDspPblBZaID1Y0Md2eJHsN2ujkKACJ3+/fubjnakhv3SqaajTeefKIz86HShIUqKPRFXkAu0Byc8AxT7+aiDyIcPZJNg/o4CYhBGwVHwABeMTBGiX4ieI2KNNGUkR8CLiE3e+0bemRVP8g/7IQqHzqSNutmlAwAwoC3o0Nq2kJUEscJnonsZkGFcR3QmGZTxHcsxjwg8HD84iygWyIQDiQJ+EEVE3tltn2RzT8nFIMPA6XiT1Qo+2eUg1tgWA3YMSRq7bStlQ0efeXbbpyTwRfigv/wyLXXj4YeREiMKLuMeJAXgbUzPwoVpw63q1Y9dtkYNj0b8pc1v1y5ZIwZTzHTrrcmH5cGOBXPWrEC5995QlRs7MoyrXNmjjtG0ZePjPepQStvmoUOqib437f369cdm2By7dTsnK8umrcN1n5ExJo+L86isUZJq4Kcq+SLpbc1oee95nTuzbKqp5aK+L3XaJ2ZZMs17e+59/iCAFvsPP/xgnp02qwQSBTkjfueQMbKOFxz9ZKTyu0eWCk4UghBYj+VOxiiGPWPGDNNno3+Q0bVJn4DgC2+j38A8HD70/ZDiKipG9DG/dRbnzI6LosUQXL5kC+uUrtJQIsvVlsT4g7Lo81Hy52cPyLZV87WWSm9p1H5o+mYbXjhEyYoy8tsndysB8oikJifpWDxYa7usMKTIpuVzzLLrF89Ir/Wyc+2vcmCHMrRqEClbVs7NfBldFjmxZl1GKZmzT3758Db549MHdN3VEhJe0hBDy+dPNJHum//9RpbPf1li922VuAM7ZPkPL5tpxc+vm314/ylXo6VUqN1a67/GyRkX3KTj+WLeX7v3OUCAzLJBgwYJDk2IFsYvOGa51iBBiFjHcP6yLEahbQhazBI2RMrbzBPzRQZ/IFbJ2OH+5/lDX5v7Gnk9CFfudWTDMJy7jz32mHnP84rnEk5aovhx8L722mvmM88m2o9ltH3zxeE/vs5l7++K8nvGNR/oGGaLSnr1mvi8rFOSxBpSYne8+5a8NuAmCVKC1KMBZak7tknyti160lUhRrG+7/Lu8se6NVoHhvV0rKVZLaN79ZUb3nhFxs36VKZpNtLXC36TPbujzWYDdJ2I0HA5QEaREi1kt6zU9OE7339bs2iuk8qnVZdAJXVMpIzuz6PjrNLVa0pI6bS03DDdb2BAgBTX7BgJLy7XX6gk2+JFctNbr8rsxX9KGR1DQsQXZcsK2QIOkyZNMvcV42uCQL0ne08x3iZLJTPz/m0muG3kyJGGAOV3iu0w7r3nnnvMJrwDILKaAWcz2xh/k9XGxPidrNeMfBY58Q/4Hm/aqMF3rvvsECjUCEB6aFRg0CHt2Kn2dQCEx9GDwBT94d2lrPnehERZd/CQnBkVKe3LlpKo4BPfErHJKfK7phcuUNJmy6FYidMfDl/zeFL0YR4nqdoOT0C8pCRpZz8lVB9MRwbHvuu4z0cj4MiWo/Fwn/yLwNlnn20im4jeQFqCV5ytdARxiBP1lNEPdF62kgEHnQNkLoYOHWoyXHDek2UxYsQI07a83H9m26bDxOCHDhKDmZMZ0Ge2vax+x3mhs8h+eY/hzOFcMQ+HCx052y5eWT4nBtnC4PDXX39Nd8qQicI5YuBIBJy9TojYIZoG0oVinJBA1mgjbaZ9tBn8GORt377daEyjM22NZWzGi53nXh0CDgH/IdC+fZIOIINVyz1I7/tkHWQGm53v26fK4F5dzX/+CVTHUKoSH6JOzrRnTa9eSbrs0USG3v4yfDja8KEa7RsqH3+cpPe/6G9OoMrUJZti9b5HN2hQshKwQVoTJlifPylaTyZFs+pUa1wJifLlU7RdqRIV5dH5yeo0CpTOnYOVXEYi5fgyOr77yM3PqO3xWF60KEhuvx1pzABT34V9eAU0Z7hLgi0vvjjJyKWxQJqc2NEYZriim1kgEaCwPRHq/TWgBccqGS84OtetW2cCJuzvNM7QMWPGmKhWpDvRh4cEOBnDyUN/jaAFfoMfffTR9CxFZFkJmmE/BDEgN0Z0rjUcvNR1gZxgOwRRFCUjw4e+BTJNZNbiVLZGQBFFhDk3OKltX8p+b1+rn3WFMPHAi9m3SZKUeIkorQ5NH1KiRJla0u2un2XfjhUSFBoh1H3xNmS6vK3nY+vTP15+92/p773fZLZM5XodZL9mxejgXyLL1NSHztFj7kYX3i5MJ2tJCTESplkzp5/T92RXKbTLHa/WQk4OCDUAJl+j/43UEPJckBfIBWGQpL5GAAuTt5E9YTIovGce5z3XNM8CMtZwDNO/xui/Q8DQX6cNNQ+TOXYzEEE268bOq1GjhqklYz/zerztE11Phhx1/k5V66bPa5ztBChdPv4ZGXD+hXJB3TMkUsdjBxX3YkFpESIpsSrrqH0nj/rXUvTZxHMnKTFZSikhtzl6j9TVYMNAvacvanSWXFDvDPl34yZZtHGdXHxWYymu9b2wePXnxSTEmjEe49FD+tx/dd638kKfASaDRdS/l7JtqyEIkvXZjwVqBo6nWISk6ndsB7kxunDUew4qXVYe6dFL9EdJtu/bKw3uuV1QmeD5WRQtq2QL41B7X3LfEgzqa5AlZJZyryPxeTLGs4EMG/waEP4ECDBGtqTNZZddlr4ZmwFnFR+8M+CswoR3Btzw4cNN9g3Sgc2aNRP8PO+++655BnQmssfHjvf757PYSX08+pfopFZxCzkECi4CEB3IeQWG7DMyYp4ABrdeI2CfpifpQ3d7bJzM37FbXlqzQebu2iNxhx/EPotKkj7Alxw4KG9u3CyzNbNl3cGYDMkW7/XS5MziTZZNQPB+7fslZNoe73VP5feObDmVz37BOHY6bESo4xi3xAqdZzRK82sQzsCATgTZGbbQK/JTdAqs9ml+oYfDggENuqyQBt4RK/5sE/tlAiswgfTAsULmiy3ER3tyo310BukcMlgkQgYnBueCjivSZZAm3qQOAzoyYZjPer7GukTU0DYwZCDna6xHdF+nTp2O6wzxXcd9dgg4BHIPgXvuSdF7MMkUcp8yJUQlr9LkMmJiPPoMPNLf7NRJozZTPTJnTpA+B0TuvjtBiY+MiQJKCT3xRLze86k6qA9SMj1ImjZN1mhb+rDHmj4CdOAYr4XAk1SOyaNSk0HqGA7QbIFElWFIMGQLaz34YJJuJ0kLIAdqZG+ASqHQB/W/qf9aCaV4lXhK0UjmEG2rx7SVlixdeuyz0LeFVlZMeWyNKM4YQ9913OeCiQC/a/SjkBhDoocIc15x/uNoIYMT43cOZyWyYAQsEMRg5UJOdGT81lvJMOSC6MPZ7RJxjowRmTUQOGQzexv1ZMiswQFz1VVXyb59+7y/LhLvwfnaa681Uf7UrICEwukMRqNHjzYk2Ek5m7TPUjyqmpSscMYxZIsFComvqIoNjiFb7Pe5/RpZvq5EltUHjg/ZcrL7ObBbo+qXfa6ZLxNk98a/hHouurGTXb1QLkfhazI7bIa6vw6Ce9GSLXm5T65lAtYs2eK9L54N9M1zYr7b517CwUwWzKma4WLxhLhmbHSF1uOZtmShDJg8Ubq/NFbCQ/THXJVoUlIoXO+RWB0zLVy9VmLjEyRGs1QWqUT1bg1om/vPUq29oko0h8d2bDdYiZJAvb9LKiFjSBL97mB8nOzTIGjIHD3dskfXnbPkLylXIlJSdUaqfmYbP6m03OMzPpFXv/1aVqg/L+mA+uaU3IkoFiY3tL1IBr/xssRAsgcFS0C5ChJQsZKUjyotFaKi0uWs7LEVldeski0cN7JhXOfY8cgUqwTAWDkrzxaCMggi5bd5woQJRkYdv8uwYcM0Q/oRs0/+0O6sZMCdd955RiIU/wm+kzfeeMP4UpAT8yZy0neQi29yFt6Ziw1xm3II5AQBHq6egFglNrTwsEdTBZV4yYrFqzNus9Zima0yYYs1kqpTOY1oiSiW3sXaHpcg3+3eI0v27pcDyqIn60P75I2MG60j41HmPUijqhI10jqpmD74TzzIzGgfRGrnZppbRvvIy3lEqmVmjmzJDB33nb8QIOWU7BEG3xgF1ZiQqCA6s0qVKv5qSvp+iK4hooSCr2ToGerKAABAAElEQVRKcK8gi1VBQ6iZT6Qm8/xtdGLBhs4R0mtEvvjbIFVIO0YOBE32KO0c48hhkPX222+b5uBgYRkcN8iFEOFG5Ex2jeNGcx5yx0bKoPnMtUF0DunKlnDBkQHpgwQV0Xa0k0wX5tER5ZUOII4lvkcyzKZLZ7d9bj2HgEMg+wjorahkhqaMGNNO5mGDPPjgg2S9h5P1WZKqk0eeeurIcvrIUYey/SxKLiQqEU3h4CPboNi9lge2m1QCVjSTkilBi/aKOobStqsd2vRlfN9ocJ7KLCUbh4U+6jR6N1WdOyx/ZB31Y6szO1mJ5yQlc9StoV+NHXukbZMn01c+8pl9bNx4NCmDotIRHDi2o4+Pdd57j0zvo7O9t2+3201rDz+l1LvZvTtV22rbaJcRfTbb/drv2HKaJSWlzYPoOhygbL9yr4UAAbJyvQ2HijWkwshC4Xf5+eeft7MNueJNsJBJmpnh1PG2p59+On273vMp1I0RkGHHUmeeeaapj8d8nDG29lt+9Kdog78MRzHkC5OzNAR+fO9/sm/b8nQ41i+eKZXrd9CMnpPLrkpfsZC8of8J4UJGE5OznCMAqYwyAgW8nYl5tk+bNs0QHjx3qcXR5+oeJhw6RgmWEurXKhYaIpv27Zbbp74p4cEh8s/WzTLr9uEyasY0uX/a+3LbRZ2kmBJ0q5S8GTL1DZlz1wOHoU2V+MQEOaBky55DMVK5VFqgWoz+poSoQz5WX0umqD8vNExSVdmmtQYsMu3RrJp6dw2Rr+58UM6qqdl5Sgy31WzLCpElpfnI4XJtq/Pl7i7dJDSqlHh0vyXCwotkPZ7skC0A361bN3M+M7u+hwwZIkzWrLSf/WxfkffzNgILCchgInuFoAf8C3Y87b0svg8mb8ssA47ff8b/EDiM3X0z0M4444wTHpf3vk72vSNcThYpt1yBRQD5sMDQvSZ7JKtEi+9BHVJH4X97D8rWmDhprDJj55UuKWuUiPlByZbdSrqQEZNdo6aMdvG1votq2AbFqS5scR0XZ4W4ObLnjB46R74tvO8c2VJ4z11RazkkBqmm1ug453fnmYJwTAXNGLRDXjBo5z2OE38bHTSkt4hYsYYTxWo923lk4NDxzw0jnZnJGnVbMIpv+hr4MGHe60D4NG3a1KRc23WQWHHmEHAIFGwE0hz/x5IDvq0+Qi74fpPx57Qavyferl0bskYVN9SOv06ZMsf/zm7HH68QPlnBQ3lpefJJj5FOo329ex9N6vijzW4feY9AXvUZMtuuJVuOd3RFnWw53nGfaH6wxqhc2VrHr0XULmnyuWzbvCbd6RamjtbKp9U1fduieMgUpsa8pXeK4nH685h47tgaL/7cb0HfF+NDMn6o0QU5kqwSYnv2a41lnV9MMevWtIVc2OBMiYk/JGWKRxrJrwn9B8kfa1bLE7Ommx7OpWeeLXPvHalZJ6X0HtXacJoZs2vffrn13UmGLKlbuZLC4JHSESU0ayZREtSvd/BQnBTXZdm/tdIqgT3//kel18vPyzd3PyhlSpaQ4MgS0vC0avL342PkkG43WAkbT3iYxGsUzEZVS2jbtYtdvUi8Zpds8efBQ15mpPaQ0zZ4K17kdFsns74jXE4GJbdMgUbg+galZOr6A3IwJvtkiPcBUt/lQGKS/KEP8H+U/YzX94eUgU9JyR454r1t3kO8BKs/sn3tKIkKyX50te92C/tnR7YU9jOYtfaTHeDd+cna2m7pgoZARqn6Ba2NRaU9yJVx/2TmTCoqx+qOwyHgEDh1ESAh+pVXQrSvIHLzzYma9XDqYuGO3CFQEBC4/NyIgtCMPGwDx4fTtugbmS1kuLjslvw71zi9cf7Sp/euJZV/Lcr7PdeoUUNq1qopV094Vj665Q6JVtIlJjheokoU10ySMDN5ypbRIitBUlEjUDopidJR1RyUoZEg4ztIq9myT6X9IVS+XPq3/LFujUwa8D8J10wZLKp4Mbmtw6Vy1wdTZEyPvhKj/jxTL1O/Q6UGVYHiWkPmoMqXfb10sVzevIWEF4+QQFUe8GikR0klgDwaVZOq2TNfLlqoBEy8qTVmNl4E/hQGsqUIwJx+CI5wSYfCvSmsCLQtVVIuKHWmvLt1m3y7abMkKqOdEwsI9EiEMtphhx/axbSYVnBIsBzSWi8JqvPIj2J2LUCjmRvoj0e/qpWlkm7/CNee3S0WjfUc2ZK980hKJEVHSdFtqbofFATMyOjEURgTGSPknqgh0aRJEyNplNHyuTGP+wT5uIwc8Ug9of+Z3xkjmR0nWFmZBY6DqBwiIqnBgXHNIp/lb6MtYFtctWvR3fYuAunvthTE/YGPPW+2fRS9ZR7pw3wP0YcEGfcB0mOFifij3aTjky3jMmHsGXavDgGHQFFEQBNNtWhqvD7vRH9vi+IRumNyCOQuAl9++aXUq1fP9G1yd8tua0UJASslxjE98ICVZypKR1i4joVxiL+j7vMLIYiPb775RurUqSN3f/CO3Nf5Simn5Mb2aM0q0e9CdKwdoDWTPUhk62cyVlJTUyRVg80SdRwHycI4OE59H5Pmz5WJc7+SKzU75lL1a6BTlpicZDJfOjdpKt8uXyJPfz5TbuuIJJmP+oI64ZrVqCWPzfpYzq5eUyprxk1EOSVcympnQ7dxcHe0bN60UUbN/MjIPSMdnZFl5OfIaDl/zcPPw1j3eObIluMhk3fzHeGSd9i6LfsRAVVUkD6VKsqlyky/sn6jrNTUv2Tkv7JAjpDSGBYWIsXCQ016o3fzg4MCJVJrusRpjZdYlRZL1iJfWdi0KZBcXlMVe1arIk3V8Reo+3KWhoAjW7J3JUCyTJkyRShIBwkQq1EaxzPIA6SUqPuBg5lOHUW5qSGRV4bm5vjx42XkyJHH7IIfeyKrCiLhQieFFPuVK1fKww8/bArBI1O1adMmmTRpkrz55pumRsf8+fNN4dVGjRodc3x5NYPC7F988YUp0H777bebNiJj1bx587zaZZa2S50SUn8hOCCCIIX8ZYcOHRIcDZARL7zwQjqJ8s477xjSj9ot1FbhecM8CuJWrVrVFM7NblHL3fo7w/mg4895YPCAFj1a81wvaMEiF5aZ0TFetGiRKeR3//33m/X++usvc09zb3O/QrJgyKaBMfhyPztzCDgEHAJFGQHtKkizZkX5CN2xOQRyjgDOWvqEo0aNMrr3Tz31lDzzzDNab+mGfKnrl/MjclvwFwKObPEX0m4/3gjU0CwXAkGp03XRmEel97kXSLPqtaVR1WpSWseOgTre8fj4NfDrxSclmjouizaslbd+mif7dZmBF7SXoR0vM5ky3vuAvHnu2n5y53tT5KJnHpWerbT+qtZ4obZLoma47Ik5KPujd0pSXKzc8vbrcn+X7lJbfQDUc8HPt0TJlsdnfSI79Ps5M6Z7b7rQvndkS/6cOke45A/ubq95hEA5zUS5p05N+VUZ6pmbt8guTTdM0odqZuxIQIDH6DQWV6IlSImV4xkd2nAlZEJCtAiXki7xmkmDIywz4oWMlgh18LWuUF46lS0jZTRbxtkRBBzZcgSLrL6DYKGzgu7uWWedZRzMFOqePXu2ITIoQsY1e+utt5poeCLiIQ6GDRtmCo/NmzfPOItHjBihEaRfmwLdDz30kPTr18/ULqGwGMvgRCaT4vrrrzfFyNkv+4PsYdsUcmdQh2MYRzBtoOA8zmwKf7Nu9erVZc2aNfLyyy8b7dbzzjvvhI7orOKRW8tDElx66aWGaMGRThbLI488Yo6fDBcK1oMJ0WGZRZDkVnu8twMxMHDgQIM3ZBBZSjjsIc9w/tsaId7r+PM9pAfkH6QL97Y/LVyLLnbo0EF++OGH9N2Cy/Lly40TgrotZLRccskl5j5o27atOZd0PrNrkB9EavE7sGLFCnNdcO0vW7bM3EeDBw825A73IfcB10/FihXNtcV1RVQU+6fWDGQe1xv3NPdSzZo1zbrch6tXrzZNtDq2bOvgwYOG5GHbzhwCDgGHgEPAIeAQOHURoG//v//9TyZMmCAPPvigCQji9dFHH1U5vptNX+XURccduS8CyIhNnTrVd7b77BDwGwIEpTGOuuuuu0yg47u//WTGtDSgbPESUlWDQiM0KyVByY8d+/fJ5r17JFHHvFiIjr3CgkPkmauvk7oVK8vBBJUMU5KGcVSsBkfvPLhf1u/aIeO+/lyClaR5qd35skmDT+ctWilx6hesWCxcrj69tlxxbgs5oJkzt33/o1z5wmjNtCkpDStXk0Xr18je2ENSQ4mhWbNmSatWrcx+C/MfR7bk39nLvqch/9rs9uwQyBSBEHVAtYkqKWdFFJc5u6Llpx07ZZ86iZMPP6TtymS0BCrBAokSpkTNyRoPdMiZUF0nNi7eyIzZCGS7DQ/LhIVKfS3q1a1ieamtEmXOjkbAkS1H45HVTziPyRB5/vnnjcOXLAcc8sgM/f7774IDulatWumbxTFP1gaZB59++qmQmYFzGgKlUqVKxmGM7FK1atVM0W+28/333xunMB0NiBQcyGR2QDTQSUIajO0V0+JzGNsjwh8igHuCwR/bIxtnzJgxcvnll5vOFBkABbVAI1kE3sVUwYQMBDIKOF7wgojaqUX0qKXhTyOdGd1ZnPN9+vQxzvmFCxfKjz/+KJdddpnpaOanAx6MIH7IoIKI8Kdx3HQmvY+fzC6uTeZxv/A9E8Z5Zl5OjOuc6+Ozzz4Tm2rOfcY1Qn0VyCeuEd5zj0FSVlCNHPbNq69xz0CksE2w5B6D3GSyxjJgy3XgzCHgEHAIOAQcAg4BhwAIMK6CeCFw6rXXXpMnn3xS7r77btP/Hj58uNx0001H9ZEcag6BnCBARjkBdIw3T9a4HufMmSNXXXWVEOR3PPvuu+9k6NChJlOeMaO/Lb/37+/jzc/94R8YPXq0GcMSxIlfg0z/nTqW2h4Tb55ZQUqQtG/W1DzDbrnlFqmn0ja3ND5Tnvpmlvy3d58cVD9DkI6tCEEL0jFfuAZHt61aRd5SooX5WHUd87WuXFm3pyJlOi9EM1lKl4yUHSq7/ubF7WWbBumN/vMvWbphlRzU2s34Pbp27VoknpmObDGXQL79cYRLvkHvdpzXCESpY62Hkh2t9GE6W0mXZXv2SoxmpZDREqRECyRLqNZRCdTPWTUceMiMBWlRrgR9yJPxkpCkDjCdT4f3NHWYXVKhrLTQCGYnH3YsugWFbKG2CR1GMjBwnlpn7LEtLnhziHI//fTT5fHHH5enn35aVq1aJS20qBy1XDgmCBiiR6zhfLbR+LboNtcxzt9///3XOIlZhwh9yAQyOBicUSOmffv2Mn36dEO+QEbgEO7UqZPU0MgPyBuczJA9bKdNmzZGPxpJAwZ9WHR0tCEr6DSDNRk155xzjqxbt850pvOjForF5USvW7duNQ5vsAQLHPgQUOeff76MGzfOSFKdaBu59T3OdmSzKmuHEZzJhvjzzz+NNBzkmjfZkFv7PNntICHH+SQ7g0wXoozysz3sn/uZOke8x7huc9N++eUXQ4yQ9UQ2F7rp9p6CEIFoscQT9wcRhQw0uZ8sSendHtalzbQX4jIjQoj7lWvPmUPAIeAQcAg4BBwCDgFfBJALhmDp3bu3DBo0SObOnSt33HGHvPjii4aA6d+/v+8q7rND4KQRoF9Ntj3jQt5nhXDZsGGDLF261GRoZ7ZDxqwsl1E/OLP1cuu7/N5/bh1HYdkO4x8mxjcnGuMQ+Pncs8/KBVUqy/tXdpNQ9Utc9M77MrZNawnTMRR+N4Kqce9V1mdhKPMOBwHa/TDOitVx1k4duzJeK6uZLbU1MK5S8QhJ1LF29y++Nn4Oli/s5siW/D+DjnDJ/3PgWpCHCPCYrKnZJYO1dspfpUrK3F17ZL8SI4H68A0ITGO8c7J7nsNkugSrVFhqYpKUTg2TVqUipX3pUlLczxHeOTkOf65bUMgWjhkn6Nq1a42T2P4Y+xOLnOyLAuAzZswwDl+yHTZv3mwiQpDDqlu3rvlsI+PpTNBxhZCBTKGWBc56akYQjY+jmM4HTnuc+TiPWZfPROkTnU/nmv1RqwKiqm/fvsax3kwF1sERa9y4sXG6kx2DExp5LjorfN+6dWsjI8Y82koWxPbt2w3hkxMccntdixVEBplCyFJBYDGogECytVPIRHjsscdye/eZbg9y61ntZEJq4LjHaV+jRg1zfogUQ/qM+8vfxrVDzRKyNpDMgoDzt0FGQRJyXeNcAAcIIDqa1OQhW6S/OhkgBWkr9YzIvsrJfc81QdYYZFP9+vWFqCv0sHF2IO1HRhf7x5AF47pHho9aPBCbYMX1RpYShCmRXdybkKmQe9SZcZZ3CIA9z1GuX64Xe67ybo9uyw4Bh4BDwCHgEMh7BPh9e+utt0x/iL3R16EfQiDVSy+9JPfcc7dmGVxt+uh53xq3h6KEAP1VyJaibIxZv/rqqxyNEYoyPvl5bE9p5h4ZSE//sUhitND9rS2by7iOF8r4BX/K8OZNJUQJmEjNuiqh/j/Ik4Px9PO1xTrxgu8uSJ+HyJJVUglslmfcumnXbpUvS5F+X34j4ya8dJTaRX4eb0727ciWnKCXe+s6wiX3sHRbKsAIhGhUcEvNNmmozPUKdbAsPxQnG/U1Th+sObVAfXBXCQ2TuqXD5Ex9uJfWB7ez4yOQlUiY428ld77hhwgygKwNiAEcpxRFp24ChAOOOJyj1E6AlPjwww8NwdGxY0dT/4TMjZ49expJITI2ICusIa9FFAZkSF7U1iDjwjuDhZoPNiqEGiPexkCLjAgmzFtqjM9kynjbjTfemP6xS5cu5v3xnL/gYs17GaLrrEGu3HnnnfajycLhgzde6V/m8xuwshE2OPGZOM9cA1wr1MHhWiHTwN/WrVs3YWL/tItXrlHaYqWr/N0m9kc7IBkg2fIDF9rAfilQzwAJRwP3NuRgr169DNEB+cH5g6yCTLPrmDfZ/IOMG9cG54Drg+KPGFIJRMd5y4bVrl1bmDB7T/Ge6w1JBrK+rHF/0n7a6ix3EYDkhdj64osvjMMgWiXwsCh9RhEJjAwi1zHZSz/99JMh1KhHxbVEjSCbmcT9xrljcuYQcAg4BBwCDoGCggABQdRvefXVV02TyCJ/9913Tb+Cmi4EpfTp01eztJ83QSLUtsuvvltBwexUaIcNEiMwKLsG2TJ27Nj01e+9915p166dGQvTF3777bdN/wp5YRQNqFHImJKMb1/jOoQURKaazG9qDZ3oOkTiGVllyEOCC6+77joTTGi3TRsYqxP0hEIB/WjG57QhK9kySEizDdpN2zDk+hh7jRw50tS/welP4BTt5jhff/11EwzH/UZ2GaSNt73//vtGFYIxE7LajAkmT55scCIDzdnJIRCsYzmknK+55hoZq331D/5dKc3Kl5Mft2yVXfN/lhvPaijNKlfS7JX9EpeYYAiVYPrrOk7UPBqzkyQNvj6QfLgejI63ggKDJFnpmFG/LZBoPceM4wq7ObKl4JxBR7gUnHPhWuIHBIprVktTlQE7TR/W/8YGy8rYeNmiKYVJ+gOdVeORXVYd9bW0nkvDYsXltFBHtGQVw4K4PIQQTjQ6RESw0+HCyQaBQGeNjhx1S+hU0gmjUwa5wkQn1DrgiJimKHZeRvvT8aONOLvpZNJma96feY/Z7+13RHfTucUR7ewIArbDb1/pUFuz59d+9uerbQ/79G1HRoMZf7bNGyN/7td7XxYfOpmYvd5xmFuzy9jPOX21hey9t8Pzwjrmveef7HueL5kZWWncwznZR2bbL4rf8azDAfXahJel8WkqIVmthrzRd6DUr1RZZQcC5NdV/8kr02fKiy+8IKX1eRqi+s0ta58u1cuWl01rf5Y735wsO7SAJjKCyCX+t/I/iVS50h49epgJ0iy/78GieN7cMTkEHAIOAYfAySOwfPlyU2+RDG0MuWQcvTVq1DCfP//8cxMdTlY0mbRXXnmlXHDBBTJq1CgTDOXbtzQruT+FHoGPP/7YZIH/3//9X46OhUztDz74IH0br7zyiqnTSfDhxIkTTdBK+peH33DNkZXvbQS9EMDGOBYjE52AKepmHM8YfxPESMALxjbI1qJeUf/DMnkUYEcJAGNsDPEzbdo0k0kO6XiyBqFDLRHG/ch2Yy9o/5AxPYGY3nVlPvroIxOohwqENWo2EtyD8gNmaynZ76dOnWoCeQjuQabaES4WmZN7ZVxHPVVkEiFfPtWas4Hal4/TAOjB334vF59WTa6oW1vaVa+h9VyCDdmcosF4JsNFd8FzjiyXZL3+Dur4YJn6cp757U/5R9+vWbMmS+TcybXYv0s5ssW/eJ9ob/4P0T1Ri9z3DgE/IFBWJcDOiywhF0eVlHP1tZx+zopFav2WJiUi5CKVD+ug23BkS1bQK1jL2s4eDsxvvvnGOGlx1CJPRCQPP+poziJJRNQKJApkC9HtVg6obdu2RmYL2S5rRN5gluyw83PzlY4aEdtE8RDJRqeQNtFuOiB0XJEQe+6558z3OGqXLVtmCmgSvc1nCKW8bGNuHq+/tgUuu3btMriADaQW8+ho0wlnAvP8MOTcaA9tQR6L986OIECWmq9xDsGNbBQ60kiN8WrPse/yBfkzzysGr//9919Bbma+t437lcE7sokMmnleb/7pV1kzVgdnw+6VR/tcLxe2aS+VGzSS8kq6dGvaXJ69rp9orqOM6HCp/PnkGJl4820y4uoe8uKAG+X3UU/LLe06yIDrB0ivM5rI0qfGysxb7pCDS/6RPhoJV0YznGbNmpWnBHu+g+oa4BBwCDgEHAJ+RYA+/YmMPg7yv/fdd5+cffbZRg6XQCoi73/88cd0soXtML4hW5P5OOGRQyUbn8x+yBdkUk9mnydqk/u+4CDAeJZzTR3BnBIuEHiQLNYYQ5LlAgkC8UAgEMQDcswQFBi1J+mDexvSvgSvMJaiFimGbDL924yMrPEhQ4aY/QwdOtSMfQmAYSwEyUKWDP1j2zaub/r4K1asMKQjy+XWuI1jYQzBGIzgSvaD9DQkDFgjDUwtS7DBIEEZh2PICnOvQjbZbHvzhfuTZQRQJ4Go+k6xxy9D8spL/W+Ql/oNkrUJSXLT13Ol5ZR35YVfF8jMJctkmeK+eXe0bNJpzbbt8u/GTTJ72T/ypGbF/N+nn8tWDbjFR1IQAgizDIbPCrlds9Rn8+5jFhFwhEsWAXOLFx0EuPiralZKm5Ja4L5UlDSPjJBwZbszs2DtqJ5eLFzaK8nSPipS6urDOUTnOSucCDBIIQpgwYIFJiKGDiIZLqQ5U8eEThKRXwxOIDfIZuE9aawsx6CETh7RzTj0qL1gByoMWnD6QdTYebmJEkQK7YPYoZPJYInOH22ETEEmjM4r7WMQRSeC4yO9mjRnnM5E7tA5dp2+I2eGjjPRUaSfgx+dZwaxV1xxhTmPpIzjyGUgS+0NfxpZVMhBIF2Fc5fOPIOJgmLUQ0LKAkKK686fxn7feecdE13Hfe1tYPXEE08YBwNyBDfccIOR8OK+t5Fy3suf7Hv2iQThe++9l74Kx83gkWcEUXAnMgaBDAwZMGLcl0QPjhkzxpClPDsSExPNxHswps3cy84yRoB7FqJ8gMrJ/fnZbPnk5Vfklx9/kkFKmBDR5tEaawFkEelvN7XXPKGhkqrv75o6RT4dNlyu63iJBFXR+j66TGC58hKog+cA7SPcc1k3aVClqoQFB0rFklHSpGZtmXDjLbJs7AvyXK++MvC63ua3gGeIM4eAQ8Ah4BBwCOQUAYIGMhpD0HfA8QtZwvgDeSL6rmTxUq+RPj9OXpvxm1E7kAH+66+/TN8JKU36tsgpI9O0c9dOF4yVEWiFcB7ZIxgyVjm1kiVLGlLPbofxL+NNCD4ktugXcz0yPvXuC/kSLsiNkfWBc5sxFtcsxjYyMsa1jHtxsnNPkF2OBCx9PbJYuHa59gmKxJCEYhzH9c2Ynn419UhzwyB+atasaaTGrUQ3fX4yVZD6tsdCsCb2vWZfcA9zLzI+oB0DBgww/cXcaM8pvw3tv/PMaqJk802TXpVrzjlXfnv4CZl738NyQMdPE1eukiHz9Dk5Y5ZcOO0T6fTJp/r+M2n/yUy54Zu5MkPJlztU9pxg1YIodZ7V85vZMz+r23LL5w4CWQvrz519uq04BAoUApAodbT2SsXQEKmhjpfFMYdkTWzcUTJjkDMVtDPRSOXITtdohjLqcAnU9ZwVbgSQgKHjdCKjCPyJjM6Wt7Vs2TK9Von3/Nx6j1ORgvX8sBJNQ/Q+HWGibfiO2hV0fKkfQ4HuGionwPEyj0we5NBYl84FBcSbN2+eW00r1Nth0NCpUydB05qorHbt2pkoLAgWOvrgyUCBguu+jv28PnAGGNTC4ZrFIU/HnjaQ4o8TnnNsZbTyui0ZbZ8BBYN8JLH8LXdVvHhxU6TelzxkgAZJAU6cS9o1WTWTqcPEQC8ncnoQlmyT68Qa+0EvGv1m7ygpovkgSRikQUhx33G/cg9y7yF1wLrcu9zPOD2I2OJahMjFbE0XPpPJQ12R/Dzf9pgL0quNZnzw8u5yW+duhlTxJCTKso2b5PZ33pQ5w++XQK3hlqrPyzRL+x3fsidaB2nnSePadQwBk7whDXOW8USUUJKmtGjIojzTq488M2umXN3iXCmrJExA6TLi0edCr6tUWuz8NjLw5fFSSa+rFUq424H44R25F4eAQ8Ah4BBwCGQJAaL4CfBCAozgKvrvRMeTCQDpQr/BGs5v5JMykjq1y2T0inOazAf6HIMHDzYZCmTI48ScMGFCjvpJGe3PzfMfAlZKjOwWprw0yA2CwqhJSPCRd//a+zqlDVyr3kZ/CRk8S1J4f8d7nOEYAUiQg77GOAhDYoz+N8GHKD8w0c8eOHCguZZzQ1bY2ylvpWQhfqxxv2K0FSPwEgN/78wDgh8hY5zlDgLI1kFmzf5roVzetIU0rVFTRnS9Uv6IO2hq7nB9kX31qwbQhuk5uvbaa824kTEX14gzh0BeIeCurrxC1m230CEQERAgDTR7paI6T1ar03rRwRjZrk7MCI2IPVOJljP0u/KqAxnqSXPQFLoDdA0uUgjgcLW1HsikIduCDmW81iTCCUs6M51dnOBk61x66aWGcEEWrU2bNkKkP45hOoveneIiBVI2DoboKHAlGoqOOY58SASc4+s0+wB8idwCVzrRkF7+skaNGpkBNgOKfv36mcwsIrcYXF900UX+asZx9wPZBy5g6G8dcK559ulNQHBf0Lkm2oxzZjR7D3eqObd5QQpBykHEsD8i7ijEjlWoUMFoVHOfcr4g7XwNZwqkDPgxKEN2AFKNyRqDVvbBst7Har8/lV/BBHnHcdf1k97tO0oAkY5BoZJyYL/Ur5wiUXovU0SzYkBaJmtycoqkHHZWVdL7u/d5bTTjRQfI0SrZp9/9t2WrlNXzUFq3G6DXUoDqgZ9eoaLBPp7ldN1kPUd6Ikw2TEClyvLG0LvlnNkzpZ5mHm7Q50NuRVSeyufVHbtDwCHgEDiVEXjyySdNrQL6B/zOeRuOauqTkflcqpRmb2rfJjtGf6Jv376GeKEoOdkHZA2THUE0PgXX6eM5KzwIEMAD4YI98MADedpwCA7GlhAt/fv3N2MU+rk28MR3TOAri0ufGWOMmpHRr8a4Bl9++eVjrnNbKwVFB8gX5M2Q+WIi0wapsW7dupnsm4y2n5V5llDxXiez8YRtGwFBjEvs+v5WSfBub1F8T80eQzov+MXIBHtUY2xg2/by3P13mfEefhAmZw4BfyOQvV9lf7fS7c8h4CcEuCGo73J2RDHpXra09KtYXnqVLyutVXasqmbAOLLFTyfC7eaECND5tNEzON3puEEIEKWBwxaZIiLWGCxBGBA1RI0ZZI7IhiFTg4EZmRF2Oyfc6SmwAIQKnWEGmBTjAzeiksg4AD++I7OAApFvvfWWXxGBzOB8QiDYlHWc8hQ+JUInPx3w1JIBKzq8kH2+TgG/AqU7g5jgOodMXLJkiYl2I9slL419kkGGTjQ66pwrG9UHSUJUHlF63KM2Ks67PZw/lmMdBmWQfL7GMpB89vz7fn8qf6ZuVez+A9LrnNaSqlmqKTt2KiGyUQIiiptnXdfGzeSD335WMiVZVm7eIq9++410HfuU9HjhWflYn4trtB6WqaipICI9VrF0lNz74Tuybfce8eg6KTu2Syl97v6zZZMk6znap+c6JSVVUtUBlqID+mS9/gP1nA3qfIXc2/UKk+FIBHJhNJwmhbXthRFv12aHgEPAIZAZAjyT6VfRj0AWlWASnNb0b8hop++VXbLFe78EGVFngv7c8OHDTV+EvjDyxaNHjzZBR97Lu/cFFwHGLhAtuU22eF9nVpaXMSfXKNcPWSXtNPsbaW1rvv0JlBXIPseoh8J1jBFYlpFROwaL06LmkDiQg127djUZ5myH65/xENcu4zNUCt5//33THyeTBCMICoOIIlPMu+6q+SKP/hAQB2aMLyGLGMsxbmdylrsIEIz4y38rKedirER4MQnST1ybzhwC+YWAy3DJL+Tdfgs0AtRlKa/EizOHQEFFgI40tSnohBIxj4OXCCI6ncgD0LkgMv7nn382GRsQBejsUoumXr16ZvBEBxAntI1AKqjH6s92MchE9xrsqM9BRBLSDTjRr7/+ejORHUQBRzJN/Glk3aDRjcMevW6i58mcYCBM4UDabSOn/NkuCAIks5BZwxnAwMp7QOaPtuCIQM4A4vGLL74wOCDd1aNHDyO/wSCNdjKog5gktRwJgJykkUOKILvB4I3jHzZsWLqGOrIeffr0SSfBqK+EzjS1Woi4IxoQkoyBF4U2+Z7BFxhCyqDLTt0gZyePwO233y73db5SNu3cLQH6Gx6pWakllSBJ2brFnIeLGp4pt74zSeKUZJ7+5wJ558ahh6Pg0gi6hevWyiKd/k8z/4IqV5FSStjdcWlXmbnwT+nd+nyJKB4uQZod82LfAXLTW6/JU1ddKyHaTwgLCpZAfZZGqlxdpEZWBlQoL3d37S6/qTMsXKMx/3fLLUKEcmYRkCd/lP5bkt8QMq1yco/4r7VuTw4Bh4BDoOghQL0KshToI2AEkXTp0iXPI7Xpyz3yyCOmzzt+/HiZOHGiyaSZrJKs1Iz0dx+vsJ9ZxhC+pIM/jomxYm6bdxYKsrdcD/fcc4+5NsnCQqoJ+VzGUNYIgPIea9KvoOYJZAiyvPTPkerCYZ6RMcZlX/TvqRGDjDekDX1+shq4T9gm5A3bI+OLbBdwJygNY30MSWbaRjuR881rY1xOZgVjSWShR40aZWSBwZGxibPcQ4BA0+F33iVJOiakvx6kffPi6v8gENWZQyC/EHAe5fxC3u3XIeAQcAjkAAHqQ5ClQvYK0mDehgPemq/UFJ1Qa8iSUQ/ieB1cu9yp9FqnTh1TYJ1MAyK1yP6hxgb1M5iHxAJZBvkx2CSKkcgt9g/BwCuDFIg2nPMZZU3449zRDq5HG2GZH+3gfHAfQFqADZi00wg7jIi3oUOHmvfgxSANy+k5hNzCyW/tww8/NG8hQIlkszVXmFm/fn0z8R5niTXbTttW5jNQZWDoBggWpcxfcWJAZPEsG6nE10MzPpQWNWrJi30GSqISWmUPZwqViSwhY3v2kzvemywzhw6XCmVKGVkwu/Uq5cqqQyRZY+G4r3SukiXloiLl/k+myvSFv8p5derL6p3bZO4/S02Nt0vGPm5WRZaspEbRTb/1bimp2V1VNE0msGw5eXXQTXLxU6Oke4kyUkrb8OuCBUcVm7X7LcivjnQpyGfHtc0h4BAo6gggF8bvG32NKVOmmOCOq6++Wm5RIn/kyJF5TuTXqFHDBJIgj4qjmn7O66+/XtRhd8eXCQKMPRmLkEEC4UHwFwQd1weBXwQcEWDC9WlqZmhQ0fdaq8S7VijXNcFKbIM+HLVSeZ9ZYArEI9c9wWcQJgSEXH755fL888+nB4ZQ3+i+++4zY4GnnnrKHAXjE4rVk/Xibf6U0wYT7uHZs2ebsRrEC2MncGCs6Sx3EGDcdKlmFEG0YIz5IOucHGLu4Ou2kj0EHOGSPdzcWg4Bh4BDIN8RgEzZjgxONg0CASc+nT5naQiAhbejHIy8o7lwkOeX0TZ7rnzbkR8khzcO3hh5z/fne0ugWGwywsrOy8t2MWDMbNB4on1D2GRmDE4hlfw5WMysPfn5HVJ21FwqXyJStr34moTp/Yolq9RXoxF3yJfDHpDUyFRz33DuJ3z3pdzesbOUU8lQKaGa4Eo6w60YkgWiJFDfhatOfWCApOq2t+7aI+fWritv3vA/SVQyhsFbwNUBmjlTTMJDtT6Mnofd+w4osZMknZ97Usb06CseHehV1n1BspQuHiFnnnmWbH/rA6nR+gL5Y/FfAqlbmMyRLoXpbLm2OgQcAkUNAYI7Xn55gpGzfeihh0y/f9y4cfLpp58Kr1ayKC+Pm6xvnNnIU5Gh6yx7CHgXTc/eFgrGWu+9954h4miNrVVHcBMTWeQ2gxxZOm+DLGGyNmHCBKMYQMa3txFERn/L27gPqC8E4cc+yAhnjOZtkCssg6FYwPfM8+778z3yv7779N5ORvvPSH4bwsnXpk6daoq02/nU+0RtApWEsWPHmjqPfAeRioGVs9xD4JYbb5SAmARJTYg3QVVTpvhX/jv3jsRtqagg4AiXonIm3XE4BBwCpxwCOJhtRzc7B58Tp3B29ufWyV0EkDXD6e4id3IX14K+NaQEkWagrtCpbBABkC1TBg+RLk2bKVESroXty0qK6ngHSor8NPJxmbtkqZxWIa0Ia3xikuzYv1dOr1RRAooXE4+Sp7+q7FdAqkeqKslVpmSk3k9aQyde67/oAHl79F4Z8u4keb5Xfymv9VyM6fg/IKqk7quYsjrJkrxrh1TUTBlquXw+7D7pOu4pef/m2yU+IVHClMapU7GyxO7YISXrnC5fPvqk0RwnqtN78F8YzqEjXQrDWXJtdAhkjgCSNkzOCh8CASqP01+LkUOuDBw40MgDI59EIfCOHTuaCH6yBGzASV4dIRm4TM4KJgL0LyhAj7RSXtvxxp81NCvqZA0CKqskFGNfb3my4+2LTJyM7IUXXjD1XJB69YdB1JARhHGv3nzzzQIJYyXXqMvoLPcQaNWhfe5tzG3JIZALCKTlW+XChtwmHAIOAYeAQ8AhUBQQgMigSChFIBm49O7d2wxwqcHBIOamm24ykYa24KO/jnnx4sWmLUQaUouHFHlqkRQUI+qRAprUMyF6zJ/GfiEirrvuumOi4ohAQ1+awc2IESOkcePGZsBDlBvSX9k11mWfaEpbO6SSUuyH/XH9nMjIkKCuDLV5sF1afB0JBuoDUSPG14jqQwrQ3/j6tiO/P1P7hqyqARdcKF2bNhdPufJpxev12lP2Q1J1QE52yeUtmosEaVaaZh2FqL53iNZb2bVfi2cq+eLR75vUrKX1XgI0O+UpuWvqFFmw4j9Ztna9PDZ9mrQcNUL+166jnFmjuiFIAqtozR8cCUqmxCups+2/VbJ5x26J08F0QIBHKpUpLfdcdoUs1oF0gm4fK6P7CAsOkdRDMdLw9HpSJ7z4UdeLWaiQ/IF0yQ8N+kICj2umQ6DAIkAdh7yo5VBgD7iINAy5JF8jGp4aFZ999pmJ8Mf5/PXXX0vLli2NZBIyw64uhC9qp87nTz75xNT8gXhxljECZBkvUIlXamH6wyCHqDFj79Xu3bsbmWPq2kCgMqZ05hBwCBRdBFyGS9E9t+7IHAIOAYeAQyCLCFDw8e233zYd8aZNmxrHNp1hUtdLlSol7du3N4UdyQ7aok5Xf0b64YCn2CLEz+TJkwXihXR5IqVs2nwWDzdXF4cIABOi1Ujh97eR8YHjwdsgMChSj6OYQpsQMkuXLjWp/Eh3+coReK97ovdEklLkk4GbNfaD7EG7du2kRYsWdrYgfUVbuF42a2F1MjOsbnOFChVMQVzkE/78809TC4fIvLfeestcb8giYEjdESkHocV1eu655+ZKpgTXUWEbnFOrByye6dlbUvUeoGh9XMwhc54pVB+omGqor4Qka60jJVqSt2+VUM1eaV6zjrz3209St0plKVYySsJVe7ypLvfjyMfkgQ+mKg+TJNsT4uTiho3lhnYdpEKpKB0kB0qALpeya6ekxsXLll3R8uD096VN3QbSpVlTCVb5MYw2nFv7dHn/t58lMaWRmTfq/3qYc5SqJBDaZefXrS9zDhd9NQsUsj8u06WQnTDXXIfAYQSQgnLmfwRyEtSRWWvbtm0r/2mGJr+F/TXzZYdmUhLkQbQ8fRDqZ5AJExERkeN6dZm1w31XcBCgxgl9OQLDHMF6/PNCjUR/22OPPSYDBgyQX7WeDVLgjCep7ehbg9Xf7XL7cwg4BPIeAZfhkvcYuz04BBwCDgGHQCFBAGc4Tm+c4wxYcciThUChQ4gOIuvJ5IBcIBPGn9aqVSuTRv/DDz/INddcY3ZNpguDbCKlfPWO/dk29sXAHlIIYiBIndz+NKTVIDG85TQgP9BNRnKDyDIyImzdE5ZjwMP87BrHyDa8jeuFaDbIFAa/1tgfmSwzZ84UIlC5pjD2T5FHvmceDm3kpmjr6tWrpW7duiYCjig4Co4yOGOwyGtuy1KRzVUYDJyIEPy/Zq0MboEVKhoyZJ9mVS1YvUqFvDTJZecOzWJRDeekREneusVkpXBsV7VsJb+uXiHrd+6UlD27RD1T4lH8w/T6CdFzV0VJuAsbNpJW9epKJX1P9guGTFlKXJys375Duqhs2Jhr+0r/dhdK2RIllWjRDBplU5K0xst6JWXK6H0QEph2/aefo337JVW/q1qqtOzZu9dss7D+cZkuhfXMuXY7BBwCRQ2BCy+80PQV/v33X9NX4Pjoh5HNS40KpsGDB8uiRYvyvY9Y1LAvSMcD0UKfE6LFH3JiBenYC0tbGBtce+21cscdd0h/JUkd2VJYzpxrp0MgZwj41yOSs7a6tR0CDgGHgEPAIZCnCCBNhQOcbAiKPY4ePVrOP/98M48sBYrTM6Bp0qSJPProo8b5nacN8tk4xSbppJPdgAOf7Iry5ctLjx5pkfQ+i/vtIxJXZGKAHbJakD/pzma/teLoHZH5g+QaBBUkGpkteV33hMyTnerMhxxBH7pXr14GB3BBvuCdd94xdTwgp3wNvCBgwI7sDa41X2MZMq9y08hwyYnhgM9Lg8TyrlOEXAr7HHqRRinCrjBpJkuokiYPfPy+TIwYJA2qaRFSJUdSUlMkNj5BDsXGaWH7FPlPM10GnN9BXvz6CxnX53rx6HUbqBlZcmC/DL7wIun96gsy8vKrpJVmqiSnJsu3So5drfcbO9mhNV1ueHOifDfiISl1+PwlK/mzW4nXpCR9PXjAfP/xkLvkgGbbxOg+i4WGSInixVRiLFF+X7ta1irpEhQRdkK4uI4sKXfChfNggRNJh4E/mWz+Jlbz4FDdJh0CDgGHQKFGgOdw9erVjcQpvxs8vyFdfJ/jBObQxyDAgz6Js4KBAOeMsYcNCMpOq5ASwwhGceYQcAg4BBwCBQcBR7gUnHPhWuIQcAg4BBwC+YwAmQXo+5Lp0q5dO5P6jbMXJy/OehzmNnPCXwUXLSRIY1EvBCks0tLJtqEQI5GLTz2lNSjuuitHAza7n6y+QhBQW4QME/TF80M/nDaQgURmErJmyG7x+vDDDxvSBQcx0WVkJtE+SBEcFDkhhbgOyEJhnzjIH3roIbntttuMM4No0w4dOqRvf/369Ubu7MEHHzT661u3bjVyZLSbjCnIPF4hz3CUkLl0ySWXZPVUZGt5Kz2R3QwXX6dOthqRyUq+WUjRep4DlHgqW0IdRqFKXiiZgZUIDzPz+78+QappJkn7BmcpD5Mif6xbJTuUFBnYpoNEFQuXz5cslEUb1smhhHgpsX+fJGsmDIRKTZUhmzZkmCxcu04+W/iHVNb7rJMSqxj3WqzuZ4PuO1LlBI0+mP7drPJif25YI+EqVxasTq+X+t0gf2xcI1Pmz9P6LcXliauukwN6PkOVeKldobyRH5v2yYdGf79r165sOkNjf0wF2RzpUpDPjmubQ8AhcCoiwO8ljvucOO9PRdwK8zFbKTH6crY/V5iPx7XdIeAQcAgUJQQc4VKUzqY7FoeAQ8Ah4BDIEQLU0yAdHwc5tVxwzkO+nH322Wa7Vsqrd+/eUrJkyRztK6srQ/jceeedxolPRCMZEGSTdOnSxRAe+RltDgkEdkROoh+eH8bxU6yebBuwQh8ZQoNskqFDh6Y5zdX5TYF6ojv5LieEC8dIbR+IG7YF4QVhgsMD8mTYsGHpMFDThs98RyFccLKGY+SRRx4xWS1kL61atUoqac2Qhg0b2kXy/JVrnkE7U0GXo4A0Sztvev6UDCW7BZv0w1x5oOv/Sf1KVWTVjm2yVmXFqKsyuG1Hqa+1dsg0CdLPjaqdJlc8/4xmkGgmkdZkSdJsFM5LcFCgVIRkUZk4zuc+JdEOxMRK9L6DKhW2Q6K18H2wnreV+jwoERZuyJ0IJVKuaNZc26PSY0q6eKJUYk6Jmf5t2suqbVtkyFtvyC3tL5FmNWpKOX1eVGpYWT6rXFWuuP0OQ6zZ50men+A82oEjXfIIWLdZh4BDwCHgEHAIZAEBV6cpC2C5RR0CDgGHgJ8QcISLn4B2u3EIOAQcAg6BwoEAzm4mjFoc1NGw1qhRWjFs+9mfr2TfMGVkyFXll+H8pnh8fhpt8D5vtMUSP97nDJIM8iM3DIKnXr166ZuyMmFk+TB5m7c8mHfkaUbYQRT526ysWGEgXGKVBFU+RHkW/aMZLBAd2PgvP5fJA28xhe6rlS8rbVVODCLEo0SKJ1yzUpRsk+Qk0TlSqWSUzFu+TGYs/F22K4GTohuk9krns5rKxWc2lm1aZ2X0FzPlny2b5ZxapythU8Vk1DzQtbt89vdC+WbZYkPKDLuki5xV9TQpU1LrwGgbUjVzKkCvryAl4k4PDpQZdwyXq8ePkUeirlGCJlAqaRZOVPWa8vqAm+SyW2+VSy+9tNBLuzjSxVx+7o9DwCHgEHAIOAT8jgBBMrYP5/edux06BBwCDgGHQKYIOMIlU3jclw4Bh4BDwCHgEHAIOASKNgLIUBSWLBdqhyDpZf5p1kmAZqQos6KfRRJU5i1Aa7pAZAVpQXuPZqCkJiZJalyspOh3u/buk5e//cp8X0wzsR67ppcUCwmVJJXv2hC9Wz767Re5/+P35KJGZ8nQTl2kQb0GEhZZQkkb7S5D3iiJk6rL3n0oVrZtWieT582T177/Rsb07CunKckTFBgkydu3SWCVqtqu0lIscYc8ec11utx3coeSM7GaTVOsRJyc3rCRXNW4mYwcOVLGjRtX6C8uR7oU+lPoDsAh4BBwCDgECikCTkqskJ4412yHgEOgyCPgCJcif4rdAToEHAIWAWRi5syZY2o92Hnu1SHgEHAIFHYEqDNETRDvTJqsHhOEC3VcyHLBCqq0GLWCyEiJVum4sgdjpLhmuXg0O+Wxq3rK47M+kZf6DJQIzSRJ0botpZWcgXxJSUmW7dH75IFP3peuTZvLw737SmDpMhIQTDfYI0kq/7XzwH75bdVKefeW2+XcZi3EQ+aMbj91z25RnsVYaqBHyZdQCYgoLlW0RsyIsuXlh8WL5fapk+WV/oOlUpnS4tH2pMYnSIBm1VCF5azTTpNvli+VoRd3NoRQsYMHRFRWrFebdnLNxPEyduzYoyTm0vZU+P460qXwnTPXYoeAQ8AhkBUEElUy86WXXpL58+dnZTW3rBcC9GGoAYkUrzOHgEPAIeAQKNoIOMKlaJ9fd3QOAYeAFwI43jp27Og1x711CDgEHAJFA4HcqOHTvXt3AwakC+QLnwta5CQyf9i7v/4oQzt2kjDNKAmqWEm6nHOe1k3ZJjdOflXOrl5LBrXrIGW0Vg/ZMDv37pcnZ02Xnue2lo4tWkmgOjySlfhI3hunX6fKWq3Lcstbr8s7twyVKjVqSYp+F7PtgCRqfZhwzZIJDQ5WkidF9kTHyL7YGKmm6wdr7Z1UJWwuOOMM+WPNGlm+eZOUVWmxYM2GSdVllHYx7eTPfs2IgfA3lpSsmTKpUr9mbUk6ECOLFi2S5s2bp31XyP860qWQn0DXfIeAQyBXEaA+WArSl4XcqGc4ZcpbGiDwrKlxWMgPJ1+bT+2/+Pj4HLXhn3/+KXB9sxwdkFvZIeAQcAgUUQQc4VJET6w7LIeAQyBjBHLDKZnxlt1ch4BDwCGQ9whQNB4HTimktHLZIFeYIFyYvAf1lozJbwKGGjhEiH604BcZctGlsmvHbimrcl9B5SvKsGv7yJDdu7W2S6qWdqGLq2TKzh3yzd9LZNuBvVpvpbokxsSIejsM0ZIGX6qM1MyX8b0HSKWy5SQlOlp++vdfeeX7r6R08RJywwXt5TStnfTW/HkSoHpl1Hgx1AmZNZrJQobMgLbtpPfEF6RhtdOkfCmVMjtwQFJ14ru/16+TamU0m0bbGBIUbNZl/ZT4OGmgtWF++eWXIkO4gKcjXUDBmUPAIeAQEAlWsj4hIeEI4V7IQIFomT59usnIWLlypcnGvO666+SGG26QYsW0Npqzk0Zgv2bd9ujR46SXP96C9Msee+wxk4VcUDORj9d2N98h4BBwCJxqCDjC5VQ74+54HQIOAYeAQ+CECESr03W3Om7JimKKUSctTm7e16hRQyi+nl/GoA3i8O+//zZtoVi8M1V/UompvVrsvEqVKuY8gQlZBevWrZPy5csLuG3fvl2d5gGSrHU4yqkTvXLlyuZzYcGPdr/99tvSokULadWqVZ41m0E8RVgZ1DO4x+wr3+XnIJ/z9+KLL0rPnj0lTh1ZWrJF9u7cJVEJ8RIQFp5GtCjhguzYjZMmysqtW+TSxk2lstZU6fLck3Jj24ulx7nnSoli4bqmRzNWYmX3/oPSoGo18ahcSjL6YZ5UeaZXX1m/c6cMe3+KXH9+O9mhkmMPX3W1BGnNFw/ZLYcOAYuxKJUYq6ryIEs3bZRGut+AwACVM4vQ6zBAnpk9Q65tdb5mvgSabBlPsK4be0gOaj2ZQ9pmCKSiZo50KWpn1B2PQ8AhcCohQAbG3Llz5YEHHpClS5ea36nLLrtMHn/8cVegPZsXwp49ewwBl83V01f75JNPzHv6aM4cAg4Bh4BDoGAj4AiXgn1+XOscAg4Bh4BDIB8Q+Pzzzw2hgeMQneUyGqG+YsUK4+gm8v+ee+6RCK0b4W+DCDrzzDONDBEa2hAKEC5JWhA8v7O3/vvvP5N1AVEF6eFPfHbs2CGvvPKKcQxAhvEebEaPHi2NGjWS119/XWrVqmWwevTRR+XGG2+UqlWrGiImuw7vTZs2ybRp08x+2rRpI82aNTOkD3WiIHe4Zi6//HJziaB7DlEQGBgovOeVz5y333//XSZNmiSvvfaakfFauHChbFNprG7duhlCiAhTjEjZjRs3GrIPAjCvDUkxbyOzhQF+QRjkX3nllYZUu3nK6/LmwJvloGKUoFhGRiRImNZeUZpUBr/xslSILCUT+g8y8l8UYtkSvVsGvjZRtu3fI8M6dZFiWvsGYgbSJhVCVWu+BKmE2AXntRbRbJSKei09ffV1cqkSNYsefkq/U7KljGbBbN+i5zFJFq1dK5Hh4XKGSoQ832eADNJ91ihdQTqd1USahteUmLhDsnjjBnmse0+BlElUwiwkMUEObd4qG3bslCUqQ1YUZS6pKZTfzyPva9e9dwg4BBwCDoETI0D/5I8//pA777xT6IvQPzr77LNl4sSJ0rhx4xNvwC2Rpwjs1CAQJoJe8jvbOE8P1G3cIeAQcAgUEQQc4VJETqQ7DIeAQ8Ah4BDIPQSoqXDttdcauR8i/RiErtE6DQw+yZbID2cishSQVUiqKAAAQABJREFULNWrVzfF0ZFzIOPm22+/NUQCjnA+55fhZF21apUhW/wtNUFdj/79+5vzwivZSJBlsZq90KlTJ4G0CFfH+CWXXCIvv/yyQJBACkFiZNcgdOrVq2dIEM4NBtm0detWGTRokPTq1Uu6dOliyBUiG6nV0bJlS0Pcca4ghriOcGbwSpvBj/PLch999JH07dvXDK7ZNsfIcmyLa/LCCy/Mk/Nt5cTYp810KWgDe+7DV1991eA8/c/fpXvzloZw2aVZIwF6D8Qlq9No7Rr57ZEnJThSJb4iSohHJcYqh4bLR7fdKZeNeVzOqlZdujZrLlF6H1WMipLv/1km7Ro2lACJkGTNkJHkGAnSDJUaFcpLoG4TSTBPWLiSLdvkQEycvDnvOymrNWJ6tT5ft19MQpWgmXL3/bJbs6gi9LoK0XO1Th0j17Q4VyL02gtTIuftefPkgnpnyOY90fKAyph1ubybIQLBuqgYzwHuNWcOAYdAwUHAZigWnBadOi0hsIL+Qlatfv36WV0l28vT//hXpTSvv/56E2xEUAgZwPRDCCZxVjAQgGzB8jPLuGAg4VrhEHAIOAQKBwKOcCkc58m10iHgEHAIOAT8iAADXZz03333nclm+f777w3JQTYJg1IyTRiM+tN+/vlnOaQyRjjbIX8YwBN1iCZ0hQoV8sT5npXjAy8cCzjDyd7wp0FGhGr2wdSpU+Xhhx82JAdY4TTAcABDVtjPtI/lc2IUPmW769evN5vhfCD5xfmxxAh4sE+yXaLUqQ9J0Lp16wy1z1nfZrOwXcgbsnCYrLEMx8prXpBrvmRLQR7U3zBwoMycOVMemvGBHIiLlT7nXWCuOzJW7nn/HRnRubshQTwpyZK6fauk6PmHeIkIDZN7u14pU3+cLxef1VgzYkLk6Z69Zbiu8/XSxabOS0hwoJxf9wypWLqUBOn5C0OHH6eZknhJmtny7o8/SE2957op0RNQoaKkaj0WT1KipGqNl7I1akiqSoWpvp2Eq3xYUGCQlNDz6QkvLs1Pry2PfvaxrN6xTVYrMTPiqqvsqS0Sr45sKRKn0R1EEUQAeUhnhQsB+qHDhw/P80Zv2LDBZNSSxU3fgvpwn376qaktlhf9jDw/oCK+A2TenDkEHAIOAYdA4UDAES6F4zy5VjoEHAIOAYeAHxFg0HnbbbfJyJEj0x3zDEKJ9JunUeo48/1tOOwhWqhVsnr1ajMwrlOnjjysBAPEUH4aElhMZGeADdGS/iRdOF+QYrVr15ZzzjnH7B/SAqkx2gIRAimVm0YtFUgXyBSih8mK4pghW8iIitTsB5tBA+mCHBifKXqfkRPDkkC0l3NMJpWvsZ43AeP7fU4+cwwQLmSzFIoBvWKBU2jw4MEyViXZvliySLo0aWYIk9U7t8tppcsYOFI0y4lK9R4lTCBBsHLFI2WHyr7FKEmIBFk5zYJ5/YabZdOu3fLsnM/k0at7STElYrBYJdBilFAJ1Los2DbNMHrl+69k4eNjJKB8OUlWMsej5ywxSYkdvQ6DtFYLmTC6giFa/tqw1tSFCShRXBrUbyiTqtXQ7JkkeXzmJ0b67uqrrzbbLex/HNlS2M+ga39RRcBmt5x++unC5KzgI4BEK8E9eWkQLWTiLlmyRMjSJaAIeVOCQgiccVZwELD3MAE3BS3juOCg5FriEHAIOAQKHgKOcCl458S1yCHgEHAIOATyGQGKq1Mnwzq3t2zZYqSipkyZIueff77UrFnT7y1s0qSJcdgT9Wgd+WTZUKdk7NixJhISp6e/DSczGT/Ia1HvhqwOf5ItHC/nh3oq1E55/vnnpU+fPob0YGA6ffp0cy47dOggODGoLbNy5UpDltiMl+xgxvFSxwWCiXNz7733mnNQt25doY7L//73v3Qc1mqtD7Ch9sgvv/xi8IJQgQjC2QGGCxYsMBgiK0b9FDKX/Gm2EGv37t39udsc7QsCiqyh3r17y7hx4+SVw2QoWUYli4UrCZKkxeqDJFYzTn7Tc9+4eg2J0/fjv5ote2NjTA2WC/QaIYslQUmyg5opk6TkCRkpGNkyuw8chK8x20nVOjBrd+6Q3ue2Tav7on89Kj+2Yecu+WbZElm/a6c0UamyS5qcLcU0g6qkSo31Pa+tPPTxh/LA//WQUurQUibObLt+5aoyeeZH5txnRMCZhQrJH0e2FJIT5Zp5SiMA2dK5c+dTGoPCcvD8nmEUqac/gZSodzALGboltOYY0qTUe7viiitMn+Zkjm/z5s0yZMgQ+eGHH9L7uWPGjJGLL744w+zbk9mmWyZvEbAkS9myZfN2R27rDgGHgEPAIZCrCDjCJVfhdBtzCOQ9Ajgzc8uIxHbmEHAIHIsA2RBkMFjr16+f9NfaIFh+Okep/TFjxox0Jy2OesgNIhLz6362WRcM/nmfH+2gHsuECRPM/sHEniNecVSQbQK5QkYQsmO5cR6ps9KoUSNzLog6tDrnF110kZEGAw9rEHSWpIOws0abWrRoYSY7j2PhnPqzDg6ZLURQFsZCrJzjtm3bmolzT3YR5NZeJcL2HoyRslElJVzrp8SnJMmIj9419VO6NWsh917WXYa9N1m+Xb5UaperIDsO7Jc/166Wp3v1OXwqUuWgbuPvDeukeEioFA9Lk6CL1aL38VojBoImJHq3Xmsi1dQJcn3bC816/zd+tKTou25aHway5xIl48qrU+z+qVPkuv9v7zzApKiyNnwmMUhQkgQFVhQQVERQMS2gKBkDYkTBsBgxIoIKu6iYFxVFUVcx7C+YIxgwsQomRMGEKChBV3ARkMzk/353qLYZZmCYme7p8N7nqenq6qpb9763qqf6fPecc1hHO8wJdanOK0q5ZiQMhV+vwTUQT6+ILfE0WrQVAhCIJwKjR4/ebnOV20+hxzQZp2vXrj7hfXEesppINGrUKD85RV60wYQd/d+XcEOJfQJ61qRAAAIQgED8EMDaGj9jRUsh4AnImBTE+S8vEoVIokAAAlsTkBFXS1Ci7bERnLfoa9COoG3Ba2WIHOFtk6BR2aUom6A94d9zAa/gs/K+FieKKBRHecJxyANnW0XeRAo7VpEzHYNQYrGcs2VbTILPNL5ir9B2sxb+ZE1cWLGVzuupdo3q1n3/A9zS1pya5XKtuMWFAHtq8BU266cf7fulS639Hs3ssm49rEa1at7zaK0LRbZ89Rob+cLTdnTr/az6TlXlz2It6jeyS/7vUefl0tHqO++Wqk7M0XklnOQ6j6WHz7nQ9h8x1A78SzP7S8P6lrFzTTvIhbo7cM89fTNTXD0697e/LLGmTZuGvKCCPsTTK2JLPI0WbYUABOKNgMKk9ujRw9q2bes9WGRwV/gvhSZVmFKFmf3qq69MOf40aUKLcvude+65NmLECP+coGcGebBou7xkFAZ12LBhdt555/l8LfHGhPZCAAIQgAAE4oUAgku8jBTthAAEIFACgW+++cYb7QKX8xJ2K/NmxXmWx8f2kozLk+CBBx4wzfDX7P+Siry0HnroIR8vWuGLFFLpmWeesb///e+21iWlDgzJCrf03HPP+dwgV1xxRUnVVfh2GU6XOgOs4llrXeGq5K2gnCBffPGFP59mA8rbpDKKOMuo/Nlnn/l47PKIoJgPJybDQrgRW+OnEF0NGzb0BgqNq4zjEiw0AzR838pkqHaGi0FF3wdt0z0xYcIE79EU3CfBZ2V9DWKDl/X4WDxu8ODBdukll1qbxk2suUtqv3FTtu3swnvt5O6b9IwUS92llrkvNKvrhI+ujRtbV2fAylu/zudhkVeMPFs2uskNN7z6nGW7fCu3nnqmF1vU10Z1a1urRrvZq198bsc7LxaJMO6S8t8VAQud88mPpzsBp6ftXK26pblcL/kbs1xeF5cHJiPdlrjY/A9Pe9f6n3NWcEjcvSK2xN2Q0WAIQCDOCHz55Zel8hqWt+Q777xjEydOtHfffdc/i+tZ4YwzzjCFwtWzgybGXHXVVTZ06FCElji7DmguBCAAAQjEJwEEl/gcN1oNAQhAwBNQUvB7773XlJ8iEFzkAaVZbApXJAFDBnkZooNt+uGlmflatF1hBWTsVbgBiSr64aZZdCtWrPBGacV5VpgC5TTZdVeXJNodH4QfUM6MP1wiahmulUxeIZaUPFyiyu+//+7bIHFAbVG7VL8WCTiaya9zKPG4clwsWrTI16VwQMqNoc9lGD/88MN9XfJUkME8yKsSiUtAYRaUy0KzBcVVswc1+3/q1Kn+R+zkyZN9WCqF9VLOjsMOOywSzSixTsXe1jk///xzL7iIrcZPMx63J4iVWGkFfaC8KBKmdE1ojKIZ+kD3gULAabw0ho899pg3gN9xxx12yCGH+DBi8nrQooTwil+u61zsxLAsZfHixfbKK6/4Qw899FAvMqrvb7zxht+m+6R///5+Xde+7gHl3tG6PJK0aJ85c+Z4AVK5SCQ+SgDRfaHQY2qv+qOidur6l9Ci+7qiS1kFxPDQaRXdJtUXLkSVtn7lz9E90ve+MTa81/HWp217F+arwFbbel9FyrLfXcVaLfD5WcLrzXFjMnvxQhs9+QVbsW6tTTj3Iqvhwomt27DRstz32kY3fuMHDrJBjz3k8rkssxMPPtR2q1XbaSlOTHFlU26O7dNodxvzxqt20B57WfucXKvu8smk1ahpOW4sly5fbsOfedLSq+9kJYWL0b0j0a2yykbn3bOt8KWILZU1MpwXAhBIJgKl9V7W85/y82jRc8Jpp51mn376qX8W0v/QU045xe677z4vuiQTv3juq3576Lks+G0Xz32h7RCAAASSlQCCS7KOPP2GAATinoAMxjLSyptE6yoy0n3//ffe2ChxRLGdBw0a5Ldp1puMzwq9pHAEffr0sVdffdUnGNe2p59+2oscElCU+FviwpAhQ7yhWPtrX3kKSFTZf//9bbkzHOoHnc53+umn27Rp0+zkk0/2bZjnZnA//vjjofPJO0RGcf0oPOqoo/y+aovEHBnn27dv79eVz+LZZ5/1IQ8ksKj9Mjy/9tpr1qtXL7v//vvt1ltvjdjYydCp88hwryIx6KSTTvJJ1mUwl1eEjOrqh1hEs2iMZZxXm2R8F1P9kJZApGS4bdq0KZNxuqL6IIFMIoTap7ZFs8jor5mcEjAuuugif2qNk4SoI4880l/vGjPl+pCgJ4FEQqQEkLIW1acfw/KgCcKZyftIwuX555/vDRwycshgItFEgmSnTp3su+++8/dPrVq1/L217777+leJi7ru1C6Jlso1o3oCcUVMNUNVxnAJkiV5wexof9QelbIKLqU1CO1ou8q7v2b3qk8S3W577WVTkvoT23ewxrXqOq+Tqs7bJdPnUZEHyzonoqxZv8FmLl5gL8z61IUGc0Jv85b27MVDbCd3jaxY86fAle++Y1e68Tzl4MPs9inP22fzvrJFq9c6zxn3SO0+a+jG6fS9m1v/vVvY6Q+OtQuP7GZ/bdnKqrp6Fv++3G557SXLTU/zcfR1LRZX9F0TqwWxJVZHhnZBAALJTECTqjQZ6PLLLw95i+v7Ws8L8oTXpKlYCP+azGNU2r5r4k0Q6hXBpbTU2A8CEIBA7BFAcIm9MaFFEIAABEpF4O233/ZGfxndNRtZxubAk0TeJQqJJSP4xx9/7MNyyfirHEASVBSmQIKG9pfxXgbj+fPne+O0hBQZovXDTMZeiRAyAkvYmTVrlk/Mqf0lqshIrOP1qvO3a9fO1ykDuAQWzcaX0Vuf6YefZp3LY0UeLWe7JPQyikuokfgj8UUeN/rBqBAI+vGoRe3UD0WF0NrbJZyOZBHLwHiu88iorv6rPzNmzPBcxELcNFvwzjvvjGRztqhbnOT5IIO7RC4Z3G+77TYfHkIJ2dX2yiwS5XQdik04w2i0SWKErtlHH33UC3I6vzgFTHTthbdL23XdlqdIcNN5dS3rXBoPXee63iVC6NoWD63LsC7j/z333GPHHnusvy+LnlvH61gVXXe6T+UJpiUo2kczV/Ua9C34rKyvgeBS1uNj+TiFTtEi76cnn3zSXlww14cI1PeKGAZF147i2kvUrO6u32Z1atu3Py+yYU//2w5xwkv1KlUty313fv3fxTb1my9t952qWZtd69jT3Y/xoo13k9l8/6W62zAtLd06u++J1m7c/z37U3vkg3csz31HprtrrkuXLr4tJYktQZti8RWxJRZHhTZBAAIQMJ+3Rc/PeuZQ6LAbb7zR/Z/LtxNO6Os9tDWR47333ov4czRjUX4CmkilorDLFAhAAAIQiF8ChfEP4rf9tBwCEIBAmQkoPJOMcfLsCAydZa4sygcqr4oSZsp7RbPmZTBUqCIZETWbXsLEjz/+6HM9yDArI68EGIUakGFcM/FVh7xLAsFE+ytBpxbN0tcxy5Yt8+G8dIy8WSTABMZ0GYRlgFNdEiQCcUIoxFOeMBIG1BYl9QxmwkvQUVskCkkQkueNjOEyeOpVdek8MmSrDokt6qs8buSZEOkio7kWGcvVbnkKHXHEEZ6r+Cqc2gEHHODZRLot4fXLcyQY30Uu/JraKB76YR0Y/MP3j+a68txIDJLwo+tQAlw0i1jIC0qePgpvJ8O5rjeJflrXIu8k7ae2aWzLWx53HlwzZ840eaoonJoEFl2/uhd1zep61j0RFIULk1inNoXzCdqkbRJw9F7CY3Gh83Qvy1CvuimlJzBgwAAfFlDikr7LJDzrGggWCTD6jpEgtsZ9d13Rrq293e94u/GA1vbuZx9Zxv8W2R4bV9r5TRvY1ON622Pdutg1Bx9k1d34VnNLrRrVrakTl1s13t1auDFuWs+NvcSVvzSxib262dt9j7Vnena1QS6R8euvv+7HsPStj409EVtiYxxoBQQgAIFtERg7dqzdfPPN/nkkPT3Dhz4988wz/TOaJjzp2Z8SuwTk2SIPF3m24N0Su+NEyyAAAQiUhgAeLqWhxD4QgEBCEpAhXcbZII+DjHAKiaTtQY4SiQoSJJTvRG75MjrJa0NigYx0MoLLgCojqAytKjKKy/tD+8gArBnqFTUbXfXLICsxQsZtFdUtQ68M3Wqn+qP32i6Dr/qoZO/yIpGAIaOjQnepPz179vR1qO8ySsp4rDarTyoyEKvPmjUnAUb1yLAuwUQhrBTy62znqaK6jnShm4IioULt1DadX8ZjcZM4pGMVskweAvoxofwzars8atQn5a2QJ43aIfFHY6F2a2zUvkgWtVl9kagkI7reK0+H+HTv3t3uuusu+/bbb/3YP/jgg5FsylZ1K/SUrjExldePrj+N9bhx4+ypp56yCy+8cAsD/1YVRGiDrneJDfLg0FiJWSDKReiUW1Wre00eUBIb9WO1b9++3piufDfyBJNhvVWrVt7Q0Lx5cy886lrTfVLWIm8uiba6zxQeT+HuLrjgAn9ffPjhhz6sR3DfS5DSfaDwdLNnz/aCokQTiSwSOiUG6brS/aCwYrp/FJ6PEh0CwTj169fPrrvuOhv83vs2qU8Pa+C+T49ovJs1qVnDmrgcLI3q1rGV7lp337qW52YO5+cXWFpKqm3KzrH1Wat8Y51/l2VUSbemu9bz98H/3P+QNZuy7LqPZtq4y6+KTocq+CyILRUMlOogAAEIRIhA8FskqF7POXo+0f85eY/r/5yei8r6PJ39v9+CqpP2tUr9Pz2PKxJCEEpMdSrfIAUCEIAABOKbAIJLfI8frYcABCqQgIz+So4uUUBigmbFS2iQMCBju0JzaRa08iqMGTPGiwZKij1+/HifyLxHjx6+NTLOK+m6hAl5eEiQCLw7KqK5+vGkXBRBkQFZS1CCXAwSNYoW/cCSeFG0KGxWkOC76Gd637VrV79ZRuug7Lnnnl4gkXFZ/VSoo6C89dZbPndCIFxpdl14GT58eOjtsGHD/Hrbtm39a/iPDJ1DobwkWuncEsMiWcRW3itaJCRokRFcBkd9Jo8olcBAG8m2FFe3RCjl7VG7VPQqcUOhItS+yihiIeFRYp/WK/JaL21/dH0ECcjFRO0IxkjeUmqb+Oyxxx6m2Z8qweelPUfR/XS9yntL55NnSnBfdezY0Xt46Z4KigTHwGNFYxUUjZ3yIWkJir5vtF3XHCW6BCRQf+y+u/d3Y3vsS5Ot0+6N7KzWrWzg1HftviM7+chh6e46yi/ItcyMKs6zpYZVdZ5U6anu3tsc0W+T+/5f7/6XLHJegrpLc5zYd/Nns2wXd+8G36PR7VX5zobYUj5+HA0BCECgsglo4ph+t8jTVpM+Lr74Yps4cWKZn4Nyl/9e2V2qvPO7//mRElyCUGLhv4Mqr6OcGQIQgAAEyksgtbwVcDwEIACBRCGgMFiaGRbMzteseXk5KFSRZu1rFrp+qEiE0Yx5bdOPF3kbyIgbhCWTwVkzyGTclQdCUF9lcpIIVDRXg7YFyeFlNJaYJK+JHSkyZsuQfcIJJ/hcJzpWdUmU2lZyTp1HniSlKTJqi6UM2tEQFQJjvcZN55PhPDhv8Flp2h2JfQKRIGhHcG0F7YvEOUtTpxgFbSvN/pHYJ5xJeFsUoi7gE+wT/nl52lKcMVrfIeFiy47WL3FoW2KLhGCFLKNEhkAj952t0IsSkL/esMn+9s40d6IUu+qjT6zHy6/akjWrbddata2x81Cq5oxYys2yITvLNrpxkcdSDSeUNXDC9h5OBFRgveEzPrbP/lhjb775ZqXfIztKrLjre0frYH8IQAACEKh8Anoml4eLXmXYV24zSmwR0IQ5TfLSQoEABCAAgfgngIdL/I8hPYAABMpIQMKARBMZMBU67LHHHvMhkeTpIg8Nfa7QW0rmLqFFhlAZ/xVG67jjjrNFLo/GggULfKJ4iTNKai5PGBndHnroIZ8HRbPdIxliSecqajzW+2C7+iYPEXnbqE8TJkzw/RIy5RJ455137N577/V5WBTCSEZB9VN9D69X9cm4H2wP2Cn/jcKOycB899132xVXXOGPa9++fej44NhgmPT+mWee8SHXrr766lBbFa5MolaQq0T7qw3yaom0Z0t42xSWSteAvIE0K1DimkJmSVhTbg1xkFilMHKV4c2hHDg6twQyeRCpXbFUxE7jFp6/JNLt0zWlcVMuGwksuoZV9F5jpaJx072o9mlcg1CB4de537GUf3QP6P5SCQQSbZOYqGtG20rDQO1Tm9Ru9UN1qp3FiViq99FHHzV51ygWOyUyBHRfK0yf+8KzkX//u42/e6x9P+ZeO+6u22zgW+95kaVrk8Z2Udv9rLrzdKnpPGN0HeW6cdMYrs3Jtg9/XWa3ffa51XT3qMIhxtp9uj1yiC3bI8TnEIAABOKLgLykb7n1Frv8sst9iFyFRdXEK+U20zORPHE7dOhgRx11VNz9z4qvkSi+tZqsR4EABCAAgcQhgOCSOGNJTyAAgR0koFnvCuUjA+l//vOfkAFTBm0ZsmXclGFzD+ddoX0UNkieHPpMM6BlTJVhV/so+bsMbjK2yXiqHzUK6RUYYnewadvdXUba+fPne0OeDLNqn8KKKfeDDLHKIaP2BaKABItevXp5YUleOWqrDLzywJGgpPZqfy0KD6a6lfNFhl8l2NSPMu0vY7D6pP6r3/qBpu1ffvmlP7/Ci2n2nPJR6IeD9pszZ4717t3bixP6USehQPUoJ4nOpbYqhNcbb7zhZ3UF55TgodBuZTWIbxdiMTtIeJOhVXk1DjzwQB9mTX2744477IknnrDrr7/e5+L49NNPfa4HCUvRLMuWLbMTTzzR5ynRTEXlvzniiCOi2YRtnkuClELvyRtJuXiiVVatWuXHTQKors9bbrnFn1ozOBVuTNtl8NY9rJw3p59+ur8/ZVTQNVyWIo82ia+6ppWbRUWeJ5o5qvYoxKAEWhXdrzLie6O8+16R+KNF3xcydkyaNMluuOEG305de7oOlSNG963qV1G/lFtJ94c4B+Kn/5A/kSHgvidHjRpl99xzjw2a8KBNHTbSiS0Fdu7D4+3lz2faO//91Y9HFfe/pFq6Qvql2AY31tluXPVdOvIf/7B/uEVjHU9F90lliMnxxIi2QgACEIhHAh0O7uCf0/XsreeO4opyzN14443+GVj/DygQgAAEIAABCOw4AQSXHWfGERCAQIIQkEFJBuvtFeVUKFrkhRFeZJwPisQXGcUjWRTqTMKFvGpkmJWwIU8TGW5l1FWSboktEo0kDkiUkYDy7rvvek8AGW0lomg228yZM70ngIzD33zzjfeEkUeH9l/kvHgknkhUUZJ4iUgy9Eq0UUJ7nUt1KwGnjOzyopGIpVjREktkkJbnisQetWXKlCm+js8//9znf5EhXEZxuc/LuCwx65///Kcdeuih/ryqI5pFPyzlpaQ2a12GbYU+k/FUhnn1WUZyvdcP0mgWnXfWrFmeo4Q+ja9EQzHX+IhZNMWpon1X++QhJRFKCeKjWTRWffv29f0/44wz/DUqjxfdB3/729/spZde8uMpEUT3iATARo0a+RCCZW2nQofp/pFAEhQx0HUiIVP1B0XXkcRInV/Xlq53jZ/GS98vv7l8HzpWAqSEoWbNmvnQheedd94WY6pjJPRIBKVEh4DGWd+hB7jvNeVkSXPiyeMXDLYGg2fbf933rsTu5557zi/6Xj3llFO8kUrjX5n3Y3noILaUhx7HQgACEIhNAnqe79mzp58Usq0Wyit+8ODB/vnyySefLPFZaYObYDbXPcdvcpOo9nMTt3Z2v3/ibYLBtjjwGQQgAAEIQKA8BOJryl15esqxEIAABBKEgAyzEjxk2JWAIu8QCSESLPQqjxIJMNouY6C8V+S1I5Fg6tSpXlyRQVj7SVyQUKKQaJqlLwFEMYRHjBjhjdaafS+BRV4CMqJLZJCgIk8LGYYltsjo/Mknn/jzyatBbdA2hdGRt8+tt97qf6zJAB7kudF5JOooB8wiJ+pIaJFgpDrVbrVHhuhoGyxluJcwJDFKYeGCdqifarsYypNIgpsPORTFa0qh4cREbVAbVR5//HHvPSFm0WYVdF3XmDw6JBaoaPyj3RYJULp+XnnlFS/2SYjS9aZXtUWfy4is9yoyCGisy9NO1VHUg03v5WGme+Smm27y59KfevXq+fvn9ttv9x4Rut5VdH6Np151nykEmopEW92zut8kvmjRPat78IILLrCzzjqrXG33J+FPqQnoms5z4zP+7Tf9MSnOk2X/Jk19Xix9FwwZMsR7dkm8Hjp0qB+r8lxbpW4YO0IAAhCAAARKQUC/CzQZTGJKaYueqRRuWJMJipZpbiJCexdeuZt7HjnO5W3czwk5LY85xt744P2iu/J+GwTkaUSBAAQgAIHEJIDgkpjjSq8gAIEEJiDBRUKFvESU80SeLoucaKGQXJoRr3WJGQsXLvTCjMIZyZircGMSSuSxoRnyMu4qXJaMwQpVpFn2MiJrXSHFZDCU0KAfZ++9954NGjTICyJ77rmnF3t0fv1QkLFdxmGFktIMfLVPRshAYNF+KmqH6pKXhozdOofaIUOyPHY++ugjb7RXG2W4lteG6opmEROFRJNXhNr0/vvve48ItW3ixIn+R6eM4fL+CfoVzfZpJr1EMOXxCMb1+eef9+OtMa6MIg+Piy++2AsB8hypjNmNEqB0/eta1vWk+0PXjq43CWVa9Jm2aQkEq/LwEm/Vq7pUp65bnU/io+4bzSQNxkSfS3zU9mD/4Nx6r0UGDV33elVIMd3bxRXVoYUSPQIS6xRe5fHp/wmddEiPPv67LLSBFQhAAAIQgECMErjtttv8RKgdbZ482JXvMbysd8/K5wwbZtXdZJa7RlxnT951p3VwYYZXuhCoP+KBG45qm+svv/yyaSIOoss2MfEhBCAAgbglQEixuB06Gg4BCCQrAc3SlzeKPFz0Kq8S5UPRrHkZbPXwLgOh3h988MFeuFDoNL1XKCMJGTpWYQW0n0LfqA6JJcpBIWOvvAVUdLzW5T2jmfgdO3b0xt777rvPe1scdNBBXqBQWDDVo9ws2k/GSbVFRmh5u6io/gEDBvhk9BIsJGzIOK8QUDKGt2rVynsiyIitPqqeaBvvlS9DhnuJSvJw6dy5sxc45HnTtWtXe+2110KG9bvuusv3K1p/OnXq5EOaaYyOPPLIkDeSmMtzSXlJFP4o2kUeUn/9619tkRP6dG1VRtG4fffdd164kGeVWEmQUp4hhYNSkZeChEHdAxIkJYKU5/qSSKIZoxI/JC6+/vrrdvzxx3vBRz+eL7nkkpAXikKKaZ/LLrvMi5xa1zWlNkjg1P0nIVT3gLyrJEZGOixhZYxTPJ/zfDeD98G7/7znmzdsZAc6gZECAQhAAAIQiGUCegZ55JFHytRETQKR4CKP+KAsceFa17jnmOsvv8zOPrEw0fsR7Q+0/Vz44Kabw6leeuMN9u0P823vPZvZAzeOto9nz7bR99/vJ5/0OupIf9xFLsfZCjdpq7Hz3pbHTHf3LJnlfgNMdxOzOrrfF7dcfbUNufnmbe7zkPu8mvu98T/Xx+vvGWufzPnSlrnnqtbOG/3oww+zoYPOsyqbn40Xu3ZfMXq0rXaTcvZp0dz6dutut44fb7+4CWen9eltoy69zK4fd6/N+GyWZbrfSde5yUR/dSGjx/3fv+2Vt972z4znn3mGDdycny/gUZZXPSfKg0jPfVooEIAABCCQeAQQXBJvTOkRBCCQ4ATkeSJjrYpCDakEAonWw3POSChRkfihEp57RmGWghLMppcooyUoMuDLGBwUJbJXCeqRiKIigUJFnivhr8F2bZOIotBkKsHxWg+M9BJYVMLb5TdE8Y94Kd+M+h3kaBFPxbJW+xRaQUVtDtobxeZ5ker666/3P/okIEhUUDslOEg8q4yi6/Gcc87xYkd5BIzytF3XrMJsyaNEi8Q8lQ4dOnhRRMKghBG1b5iblamxK2/IJ13PCh0mUUf316mnnuqvXb2XKBZc62qHBEUZK3ROtSXgpPe69+QhpPGT91TgiaNXSuwQ0Hdfs7p/eh39uPw367n5+yx2WklLIAABCMQfAU0cUf6+kSNHxl/j46DFmhBTXFiw0jZdntXhpaX77dHAPaPcfP94+82FAD7kgHZ2qAttO8/lFKy++XeA8rkschNIgqLnrl3cts9dSOT99m5p6e4ZSuLKHDdZRoJHF5eH8EV3vLaf6sSPpyZPsUPaHbDdfZ6eMtnOPelk+8NNpPni27nW1Hk5H3XYobZi5Sq7c8Kj1sS9H3D8Cb4Zes5Su3TOb93ElkmvTvZij9r+r6eetgEnuFyAbs/Zc+faX9xxEl1U5Mnzjdtfwk3mZvHGf1COPxJbVDRRhwIBCEAAAolJgJBiiTmu9AoCEIAABMpAQEZ0eerI2C1juBYZwSXEyIiv7VoqQ2xRdyT06PwSuiQyBO2UMVhtrawikSwQOSqjDfoRLeFJPAJvLI2RhDPlPQlCcOk1GMvy8pJoonGQ+CmPMdWtOjVGRfMP6boKzhe+rm26vlRP4PGldfWjpCLDlDxkKNEloGtp8ozpVq1vL6t2XHfred2wSr3mo9t7zgYBCEAgcgTkMfrwww9H7gRJXnN5n1n1jBNe0tzzzyvOC7y5m5D1z4cfsRMvusj2cp7Xo+69x7LdRCCVm4dcZfuHeW60d97FT40dazXds5JKLfdMfdEZ/f36uFGjbMy11/r1y88+y8b9Y5Q1dM9BXzkvkO3t84nLR6nSco897N1//9sGnXKytXDtOvqIw62Je55/7vU3/Of6s7ub4PKEE/b2dbktc9w1N6DvCTbzpZfs8TvusEUffGB7uefF6y+73Dq4yTSbnBi0n5vYpLLPXs19vy5zbTv2mK5+W3n+KP+mPFzwbikPRY6FAAQgEPsEKmc6bOxzoYUQgAAEIJCEBJRnI8hfI+8ReZEoxJq27+F+zGmWn4z7ShTf3IUrKO+P2LIg1o80eTapnfKOCLyTylJXJI4JvG0CkSMS5yhap2ZuKryX8gkph0vgnaT3GisVjZvC1Wk8JXJo0X6Bt0nROrf3XuHAFJpMJfD80jblcVEuIAkxgfdWSXXJG0f7ipmEPhmdlH9G7ZQwVLRtElsef/xxa9OmjR1++OElVcv2CBHYZdc/hbBCH6oInYhqIQABCCQpAT3jfPjhh17QVigrhUvV/74XX3zRDnCeCOeee65/9lKewgceeMB7+sr7OPifqOc0hYQ90IWC0v/WLl26+HCsqnfChAn+f+3AgQO3ObEh0dC3cAKDno1+dSG1ylIUOrZo2cOFG37D5RNc4Z6ppn82096cPt0effY5L2pcec65RXff5vtabqJKMClll80eykUP2N4+H33xhZ09fLj97kKLhZdGmz39w7dp/YDWre2ekX8PbQ7CjmnDtU5A6uuWR59/zgafcabd7MKO1XGTnC48vVAgCh1UhhVNlpLgojLctZcCAQhAAAKJSwAPl8QdW3oGAQhAAAI7SEA/RpWfZtq0aT4J/FwXVmDy5MneyK3k8PoRr1wdt956q83ZPKtuB09Rrt2Vn0ShsyQkKByBRJdYKr+5sBDT3Y9uGTmiWcRD46IEpP9wMcElfEiEmThxop9F+Nxzz9mbb75pX331lQ/f9Z///Mc0tuUJsSFx5PPPP/f1Bn2VuKPzqC2/uzAbQZGAojapSMgL1iW4KGeLrjmV77//3mbOnGkzZszwuV4kIn3zzTd+kRFJ7Zf4J846lgIBCEAAAhBIJAJ6DlN4MXmnKpeZBBf9T7300ktN/7uVS0///5QTUKE6FdJUYV8VylNLb5dbS3nlNBlFz2rKk6bl7LPPNuUPlPig3IHJVOShMubOMWXK8yfvTnELL4++8Ly1O+447wVS13lYn9C1mz3o8rRIhPnoi9nhu4aed7RRzz75EXp2OW/ECB/u64HRN9qcKVPsw2eftVabwx1v0aDNbxS6rKTS2YWjPax9exv72OP2xgfv24fuWe+SgQOsRlgo5pKO3d72IGwzYsv2SPE5BCAAgfgngOAS/2NIDyAAAQhAoIIIaAbg9S5HivJw3H777V440IzKHj162FsutrRy5YR7vFTQaUtVjcQBGdw1C1C5cvSjTeGpNOvzvffeq3QDvH5IyyiipPTy1ohmkSdJv3797LzzzrMffvjBn1reJ0oUe6QLcyHDjYwvPXv29N4o2nbYYYeVK++NPGYaN27sr4egr2Igw4bGRqHBgiKvl//7v//zocBkMNJ7FY2lwo/pvY6VqCfPIOWGkVFJXjgKL6ZFXjTKpyRDk4QYCgQgAAEIQCARCSj/2iGHHOIFFeX8k9giL4vjnJH/k08+8f87NblD/z+/djlB9EykSTD6/9qxY0c79thj/f/+du3aeTzyKNBziTxI9X9XEyLCJ0UkIsOiferTu08oD2HRz0p674WaMWP8M3H4Pgt//tmWOhGrhxOxHpg00SY896yd4sZIOVv2b7V3aNfd6u9q89xkkSdffcUefGqSHeFy3SnXyrc/zPfbp7oxVJky7b2QEPPR51/Yys2Tdr5b8GMoJFhJ+8z78SdfV4Z7JqvvvJYlpLzz4Qy7xol2OvcS97w0yU2cUvnSeTndNP5+W+za+fOyZXbDuHv98tJbU/3n4X9GOA+XFW4yz6BrrrW6zmP5vFNPC/+4zOtLliyxQYMG+XBiZa6EAyEAAQhAIC4IILjExTDRSAhAAAIQiAYBJT+XsfzTTz+1I444whvClZ9EoaeWL1/uf9QffPDBXlS45557otGk0DnkdSMDv2YbyktCZbwLcyADvUJmBOEYQgdEaUUzSmW4kCeGWO3pZhRGuy0K7SaBY9KkSZ6JQnGpXWqH1jWueg1CdGm7DAnlaafqUh3hRUafzp0726Eu+Wv47EUZeg466CDvfaN9ghwtOr/GU68SUuS9olftI7EoyAcjo5L6J9Hoiiuu8F465Wl7eJtZhwAEIAABCMQqAU1u0KKiSSaanKBy2mmnea9W/W/U/0z979TkheImfGiijJ6bFixY4Bd5xyhMWTIVPa886kKAXXPNNZ7j9vqu56bbbrvNe3sX3bety83SwoXZXeu8ekfceZddfdvtNs0JYeec1M+uPu/80O5Xnvs3L1ZcdsONdt2YO33eFIXumuvG4W0nirz23jS/7/NvvGmrnRimMmPWLPvBhYtT0evbLrycyrb2+XjObLtt2NW2ygk15103wobeepvNX7TI54mRMDTO5XbR9TF1+gd2j/Na+a/zEv7NPbfe8/gTfnlg4iR/jvA/hzsPl05O+NvorpPLzhpo1d01VlFFz8kUCEAAAhBIfALkcEn8MaaHEIAABCBQSgIKE/X88897g7l+nEp8kdeBjNvdunWzWe6HoH7sa+alwldFsyip+htvvGGL3I/Ip59+2uf5kKFB4bL22msvL3QEgkI02/XLL7/Y9c4r6Gc341EeLpVRZDiZ4kJISMjQGEocU24UvUp4UagvhRHRZ1oU4qu8RT/edQ7VJe8jGXIkkHz00UdeXFEIE+2ja0f7yStFbVBb1F4ZM1R0vBYZgyRY6frSsfLKoUAAAhCAAAQgsCUBhRHVJA89C+n/6ejRo/3/zqOOOsrnadE2PQ8F3qDyjHnqqafsIue1oAkaepYrTpjZ8iyJ+U7Pa2eeeaadcMIJ/vlWzynhRdzkYaRwuiXloTupR0/TomPlQbLOPWft4SYEFRUllLz+K+et+517PqrhJgcp5Fh4uXTAwPC3ttKF7grKN+55t7iyrX16dOzkvVrUh+buGaroM/EwJwZpKW3R89qu7jn7byefUtpD2A8CEIAABCAQIoDgEkLBCgQgAAEIJDsB/UiXN4sEDJXWLqmm8mnIoN6rVy+fY0MhKeSJcNNNN0UVl34Ay9NBAoLWJXTsu+++3kNCuUQUbqroj8toNHDvvff2obqUi6SkH+eRboeYSFyRmKLwakqeqzGTt8nHH3/sQ3NJ7NA+CiWm/SVslIdXIOwouf26det8OBPFk5cXksKaDRkyJORBo/NpBq6S/SpPSyC4qA1qU5s2bfx4KmSKBDWNbd++fSONjfohAIE4JFDgvttStpF/IA67RJMhsEMEarsQT8orovBh+t+uCQya9NGpUye/Xf/7FU5M/2s16UHhYPv37+8/0756xlO42PI8A+xQg2Ns5+bNm/s8cQq9qvxwC50nibylWznPFU1cUTjT0njRap+/uFC82yppTvzYr2XLbe1SoZ9tK29LaU70owv59e38H+wndz3NcqJeP/dcVxoWpambfSAAAQhAILkIILgk13jTWwhAAAIQ2AYBGcWPPvpoPwNSuyl2uGKBK4yFPF5OOukk/8NLP9gVCiraRcZ9hYPQjz8Z5yUq6IexZuEFITei3Sad71QXl1viQWX9KFV+EyXBDWZqahxVZHDRTFgJQZrVqnFUSK4gjJffqYx/xPvAAw/03iyqW7NFdY3IiCNBTt5RQZEnkkSgYNwCTjL2yBCkeN5qm64rGTvEUh5NFAhAoPIIZF19haXM/WKbDUgdO8HSncG3PCX/9+X+8JRatS3Ffa8UVwrkGXfHLZb65UxLXf+H5VetYfktnOB+3ShLq1uvuEPYBoG4ISBj/+LFi317FSJVS1DkNRoUhRHToqI8exJU9P83vBx//PH+/7z+z2pyiiY0qFx44YV2/vnne2/SoseEH58s63rmkHCl5xgtlEICZw8b5gSX+SEcL0ydaj06d3LCS4/QNlYgAAEIQAACpSFQ/FN9aY5kHwhAAAIQgECCEZABXEbvoOh9uOE7fD3YJ5qvgZBQ9JwyVlRmqWzjhcapJO+aIF+K+KidFdVWGXMkdgUlELx0/YRfQ/pc7QtK+Lq2Fd03vM7gGF4hAIHoEyjIz7PUgsJ8EU7dtpT8XHOqqRWkVwlrzJbheMI+KPVqfv/e5tRis/uftPSWe299nBNgcwaeZOmrnTCTkmr5u+xqqWt+t9SvPrG8c1yom0efsbR6u259HFsgkOAEiv4/1+STSy65xIfnVCjPgQNd7o2w5yP9/y16TIIjikz3KmHCUWQ6snWtb7h8LwsWLwpN4Km+UzVr0ayZ/+7fem+2QAACEIAABEomgOBSMhs+gQAEEpCAEmoGCccTsHt0CQIQSEICMiJJWCoq5iQhCroMgQojUPXOcaG6sp78t6U9Mc7ya9S2Ki9ODW0PX8l3iZjz/1hlaXvuZSmbDZJ6b9k5UlYtdbPXWv6qleayR5tVcV6S+myzZiNPl4JGu1mK88gLLzmznFfLZrHFHn7WqrjwkfkuFFDeab0sdeNay33nbUs7rb/lu9xPKinOo06eMgo9VuCeeVRS69e3AmeALlBiarXFnSPPhREqcLPc0119vjhvgdyFPxWKPptF4gIXprFg5UorSE3xoo7Okb9yhaW1aFkY1syJQbk/LrC03RtbistBVbTIM8fX2byFpYR5IuSv/sMsK9tSHJMCd968X352dbj8DkVYhdrszp8ao6KSQkhSYoOA8qC99dZbtsSFhWrQoAHiSgSGpUr9BqYlUYu+xeo772gKBCAAAQhAoLwEEFzKS5DjIQCBuCGgcENKlCnRhQIBCEAgUQhoxq7i2TNzN1FGlH7EE4Hc7+dZ/rVXWOrawmeL3PRMy798hGW6pNI5U9+0tEfu8iHAqjz/phNk/rC8gSd4b5m8C4Za2kNjQl1NHXWlZXXubVVHXh/a5lfCk1pv3OA3SbzJu/ley/ttmaU1LRRM8gccZ+a8cgruftQy9mtjec7obOcXJntOmTLDsp992tKeHG95jZpZStYmS1251NeV1byNWY9jLXX87a5deZZdtboVnHupZfbtZ3k//Wg2+EwryMi0nNbtLN151ajkVHMhD68e5eI6jbLUTessNy3d8jr1tKrX/cN/LqEle9S1lvblx5bi2u8/b9XOqoy4wVJdaMzskcMtfd4XlrvvwZb23RfOayjDcrr0sbQ3n7e8XRtb5qSXfD1Zt99s6R9OtbxmrS3zX//222L1j3K+UWKDQFOXMD1Zyx/uO4YCAQhAAAIQgEDlE0BwqfwxoAUQgECUCCgE0BFHHOETa0fplJwGAhCAQMQJyLNF+WMoEIhlAjJIz5071+a7+PhKdJ0IJX/5csu/6gJLzdpgeU1aWEGNnZ2QMNtS777B8trsb5knn2rZLz7lxY2sRx82W/STpbnQZLn7HGQZRx1tOUuXWvqrkxwKJ0oc0d3SOh+1FZb0gzpYzi7Og23172aXn2NZbQ+z1NPOtIz2Zcu7kLZ0oQtLVs9y9zvE0r+daWkLvraC8XMt78COlrLEte+3JZY/cYKZE1yCkpKT5YSR2ZZ7YCcvoqRuWGN2w1WW16Kt5brvnvRvZ1n6f6ZY/oWDLbVOXcsad7elz/nI8mvVt/yeJ1jqGy+7fT6z7NtutHDPIW2z1DQrqFnb0o49wcwJLmm//9fynLePwqSlfvFRYRO6Hxs0hVcIQKAYAg0bNvRbhw8fbrNnz/b5/vbee+9Ky61XTBPZBAEIQAACEEgqAgguSTXcdBYCECA/AtcABCAAAQhAAAIVQSDn7amWJrFFXhmPSjgx23T5RZY+d5blTn7Z0pwAkXLVCLMRl1jqyxO9B0mBExgyho30ye7TLr3C7eeOc2HF0vsPKDaHS4oL+5Xx2LOWdd1QS/9+tqXNnmHmluw6DS1l5M2W4YSdHSn5dXezjIkv+pBg2acdZ6krllreMcdb1auvNYU7yz+lhxN3nJC0OURZYd0upNhTr1nGLrvYpltutPRpky2vfhPLHP+I/zj7JBfezB2TO2O6VTnOCSydjrT8/fa31H32syou/0G2QhDdM9pSf5y3RVPluVLlvkcsfbNgnO0EmtQ//me50961grbtfMg08arSvecWx/EGAhDYksDYsWPtuOOOsyFDhtgzzzxjTz/9tPXv399Gjx5tjRo1IuTolrh4BwEIQAACEIg4gT+zuEb8VJwAAhCAAAQgAAEIQAACEEhGAokYcqngq9l+KFP/WG4SHbzwMP8bv63g58X+NaPDId6jJcV5tkhZye/erzBfif+0dH+U16XquIcsZcILltu1rwvBVcV5zSwzG3qB5S5aVLpKNu9V4JJAS8RRKahV17+m7FLLv6bWrhNKDp33v9/8tuBPqhNbVFJ2rV+4yXnzBKVgl9p+tWB5YR6ZjHYHWr7L7ZI//FLL6fVXSxl3S+GuuS5nTVgp2PcASwnzzss/qkfhpx+8Z3nvvu3X81q2tZQaNcKOiq1VeWyp7LPPPrHVMFqTdAS6dOlic+bMsVdeecXq1q1rTz31lDVv3twuvPBCW+vyNym0MgUCEIAABCAAgegQQHCJDmfOAgEIQAACEIAABCAAgaQnkFBJxrOz/HgWVNnJ8hs3K1xa7u9yk3SwlJabc3q4xPKpv/03NO4FSxaF1kuzkj3tPdv02ATL/nC6pTVpYlWHXWfpz79l+VWccOJEnLwXni1NNVHdJ3uUa6M8d1wo1/zTz/MiU2kakKGwYpZiqfO/NvvgHX9ISi+Xm4YCAQiUmkC3bt1sicvh9Oyzhd8N//73v2233XazSy65xLKzs0tdDztCAAIQgAAEIFB2AgguZWfHkRCAAAQgAAEIQAACEIDADhAIPAJ24JCY3TWlRavCtuXlWubtd1nVsfdb5ph7XI6VMyzzrHP8Z1nPPePDduVXrWEFqek+b0rOzE+36lPBpk1bbdOGgu+/s/RJD5rd9g8ryJWXjJMkqlc3q17TrxdkFR6Xn+m2uVLw66+Fr5s9bPyb7f0py8z3bRyT+vVMf8aUS4Za5oCzLKV16bw/JCjlNWhiKY6ncrkUpGVYZpdjttf6Sv08ka7nSgXJySuUQJrzYuvQoYPVq1fP15uTk2MTJkyw3Xff3YYOHWobNmyo0PNRGQQgAAEIQAACWxJAcNmSB+8gAAEIQAACEIAABCAAgQomkIghlzJc3hV5mqRuWme5fY/x+VtyTnb5TP7hcrN8Ocfy16yx1CfGF5K8cIjlHXuaXy+48yYz5/mikle/aeG20ddZ1hOP+fXwP+l9jjeJKf4cx3ayrAvPsey+3Sx1lQv55TxI0roWhuEq6NCx8LCxN9mmc/tbyuhh4dVEdT2vdTt/voJx/7RNztsl5d5b/fuUHOcRtA2hxu90TO9QW/P3P8QsMzP0PtZWArGlX79+sdY02pPkBJYuXWrdu3e35cuXexI9e/a0q6++2tavX2/33Xef7b333jZixAhbt25dkpOi+xCAAAQgAIHIEEBwiQxXaoVAxAhkZGRUWN25m2dKVliFVAQBCEAAAhCAAARKICDRRUbqwFBdwm5xs1l5TVLHPWa5TVpYSm6Wpc+dZZa9yXKPP9PS2x5g2ePutpScTc5r4y9WpfexljnoApOni/KvZD3zlO9nykAXcmunnX2yePvmy636nta4saU//pzltj7QCSxplvbjN5a6bpXl16xjeUOut4yDO/hj0voPtLwWbS01N9vS//uj5XY5dqu6orUhY/CVltdsH9en5Zb+8buWf+hR/tQKgba9nDPpfVy7nZCkktI7tsOJJVR4PE+cP4lA4MUXX7QDDjjA5s2b526lFBs8eLAPLzZ69GibO3euXXzxxfbHH3/YnXfeae3atbMxY8Z4ISYR+k4fIAABCEAAArFCID1WGkI7IAABCEAAAhCAAAQgAIHEJXDiiSd6g1+89TDzzIFmWoop6XvuaemPTrKCrCwrWLvG0uvtGtqr6ohRZm4JfnClVK1qVSZP858H26p0627mlvz//c8dWxj+J1TB5pVUV2fVe11YMVfy3Yz1lGrVLF1hxcKKb8f4Ryx/9WpL2WknS1cy+mv/HtrDhzhzYc6C8+qDzAcLPWrCt6W/VSTc2dufherwx5x3oZlbwo/JnDDR7xNsS3NM0v71hPfwSXEeKuneS2V0qJ70cQ9tsX/oA63kKGxaihVkZFrGEZu9drbYIXbeBMIhHi6xMyaJ1BLlXjtkgpkAACOKSURBVBk4sPjvneL6uWjRIpOoMnFi4f3YoEEDu+GGG2zAgAGmEGMqe+yxh9111112/vnn2+23324SZ0aOHGlPPPGEXXnllda/f3+r6r6nKBCAAAQgAAEIlI8AHi7l48fREIAABCAAAQhAAAIQgEApCARhxV577bVS7B1fu0hYkDBS1pJav75Z6vZ/mqXuumthDpcSTiSvmxSJLTFQUnfe2cSltCXrgfss7xKX+6Yg3/L+2tVS0gMJp7Q1RHc/CS6ILdFlnkxnkwDy1ltvuSh8BSV2W7lYPv30U7v88stN368SWzLdPdejRw97//337eyzzw6JLeGVtGrVyh577DH74IMP7JhjjrElS5Z4z5fDDz/cXnnlFSMKQjgt1iEAAQhAAAI7TmD7T/U7XidHQAACESSQXoE/Pjdu3BjBllI1BCAAAQhAAAIQ2JJAEFZsy628g4Dza3nzJUtds8KFYGtqVa8aHtNIElE0jGngSdg45VuRoPfqq6+Ger/G5YWS0KdtgwYNsqZNm1rnzp3toYceMoWdlmAioeXll1/23iyhA0tYadu2rU2ZMsXeffddH4ZMYfJOPfVUO+igg2z69Oku1VR+CUeyGQIQgAAEIACBbRGI7WlD22o5n0EAAuUmEIuzl9SmihSVyg2JCiAAAQhAAAIQqDACQVgxGax79/4zQXqFnYCK4pZA6pgHXM6JVMts3jzm+/D666/7NuLhEvNDFbcNrO+83v7nQg1KADnrrLNs2rRp3hMlvEMKFbar83rTdajwYbs4D7eyFAksn3zyic2cOdPOOecc+/77761r164mT5hJkyb519RSeOCV5dwcAwEIQAACEEhEAni4JOKo0icI7ACBWPNyUXtirU07gJNdIQABCEAAAhDYBgF5uGiRwTrIgbGN3fkoiQikt2hpaXEgtgTeLYgtSXRxVkJXa9euHTqrcqwo7FdQdnJ5mi677DJb5PK2/PzzzzZ27Ngyiy1BnXrt0KGDffvtt17c0fnnzZtn7du3t44dO9rKlSvDd2UdAhCAAAQgAIFtEEBw2QYcPoJArBKoSA+QTZs2xVw31SZEl5gbFhoEAQhAAAIQqBAC8nJRCQzXFVIplUAgSgTwbokS6CQ/jbxMihZ5nEioXr58ud1xxx3eu6XoPhXx/tBDD7WFCxfaSy+9ZHXr1rXPP//c9txzTzvttNNs3bp1FXEK6oAABCAAAQgkNAFCiiX08NK5RCWgWU1r166tsO5J3FCdsVQCISjW2hVLjGgLBCAAAQhAIB4JBF4uc+fO9cbDFi1axGM3aHMSEghEQrxbknDwo9xlfT/Wq1fPFi9ebH379rVffvnFe5x06tTJ52zp1q1bRFtUtWpV69mzp6kdEl6uvfZanxtm8uTJLvRfSkTPnYiVK2x2kyZNErFr9AkCEIAABIohgOBSDBQ2QSDZCMSquBGr7Uq264P+QgACEIAABCqaQHgulyuuuKKiq6c+CESEAN4tEcFKpcUQkEeJSps2bXxuFX1PPvvss7Z06VKf10Xfof/85z+tTp06xRxdcZuUF+bss8+2Pn362DPPPOMFmIqrPblqUpg2JhMm15jTWwhAIHkJILgk79jT8zgmoJBiWioy6b3EjYyMjJhLWI/oEscXKk2HAAQgAAEIlEAg3MtFXgO9e/cuYU82QyA2CMSzd4vCUJEzKTauo7K0QqKK8rjoe1LCy6pVq2zixIk2Y8YMu+qqq2zAgAERN+TL22bw4MFlaT7HQAACEIAABJKOAIJL0g05HU4UAhUdVkxcFKZM7uOxNvMG0SVRrlr6AQEIQAACEPiTQODlIq+Bli1bGqHF/mTDWmwRkNii61ShxOIxnJjEFiVWp8QvAYXxOvXUU61Hjx42cuRIe+SRR3y4scsuu8wefPBBGzJkiJ1wwglWo0aN+O0kLYcABCAAAQgkCAEElwQZSLoBgYoiEKviRqy2q6K4Uw8EIAABCEAg2QjIy0WGw5tuuskbgzVzG9El2a6C2O9vILboeo03sSUe2xz7V0TpW5iXl2cFBQWlP2Dznq1atSrxGIX4GjdunA0fPtyuvPJKmzp1qg/zNWjQIP9+6NChPueLQpIpIgIFAhCAAAQgAIHoE+A/cPSZc0YIVAiBSIQVCxomcUOLvF1iKcwYokswQrxCAAIQgAAEEoNAYBB+4YUXTIZt8rkkxrgmSi8CsUX9kTgYjyXeRKJ4ZFxSm7Ozs8skuJRUX/j2xo0b23PPPWcrVqywSy+91KZNm+ZDjY0aNcq0NGvWzAswRx99tDVo0MCqV69OsvtwgKxDAAIQgAAEIkgAwSWCcKkaApEmEImwYuFtDoQXbZP4Eo2yvbw0iC7RGAXOAQEIQAACEIgegcAgLNFFYY8QXaLHnjOVTEBhuBRGTCVexZaSe8cniUKgbt26NmnSJJM3zeTJk+3aa6+1X375xRYuXGgKNxYUec0o14vywGzLgybYn1cIQAACEIAABMpOAMGl7Ow4EgKVTiCSXi5FOxcIHUW3V8b7oC2xlmumMlhwTghAAAIQgEAiECgqusgoSHixRBjZ+OxDuGeLrk15YlEgEMsE0tLSfA6X4447zkcq+Oyzz+yuu+6yt956y3vZzJs3z0aMGGEPP/ywaZ0CAQhAAAIQgEDkCCC4RI4tNe8gAcWjpew4gUh7uex4i6JzBKJLdDhzFghAAAIQgEC0CBQVXXr16uVnY0fr/JwHAiIQLrbIswWxhesingikpqZatWrVrHPnzn7ZuHGjDzu2ZMkSmzFjhjFhLZ5Gk7ZCAAIQgEC8EkBwideRS7B277777vbAAw8kWK+i051oerlEp0elPwuiS+lZsScEIAABCEAgHgiEiy5BOCd5u1AgEA0CCmmnUGISWU488UTElmhA5xwRJSCBRfletBx++OERPReVQwACEIAABCBQSADBhSsBAglAIFm9XDR0iC4JcAHTBQhAAAIQgEAYAYkurVu3tptuuimUQwPRJQwQqxVOQCKLPFsCsYWcLRWOmAohAAEIQAACEIBA0hBAcEmaoaajiUxAXi5Kah+ID4nc1+L6FvQbF/ni6LANAhCAAAQgEH8E5GGgRNAvvPCCX+TtQoix+BvHWG9xuNCitkrsC7ysYr3ttA8CEIAABCAAAQhAIDYJILjE5rjQKgjsMIFAbAjEhx2uIM4PCPodcIjz7tB8CEAAAhCAAAQcgcD4LeFFogvCC5dFRRAoKrQQQqwiqFIHBCAAAQhAAAIQgIAIILhwHUAggQhIbMjNzfVLAnWr1F1BdCk1KnaEAAQgAAEIxA2BwOsg3NtFwkuLFi38QrixuBnKSm1oILKoEVpXQWjxGPgTIQIZGRkRqplqIQABCEAAAhCIZQIILrE8OrQNAmUgULNmTVu7di2iixOfKBCAAAQgAAEIJA6BcOHlu+++s7lz53rDucQXFYUcU2nZsqV/1R+JMpTkIhCIKer1Dz/84K+R8G3aHk9CS6NGjdRkW7ZsmW+3f8OfuCCQkpISF+2kkbFL4Ndff/WNa9iwYew2kpZBAAIQgMBWBBBctkLChkgR2HnnnSNVNfUWISBPF4kuyVrwdEnWkaffEIAABCCQDASCMGPqq7xegtdAeAle/Qf8gYAjIIFF5cQTTwyt+w1x8KdJkya+lT/99JN16dIlDlpMEyEAgYoioPtepVmzZhVVJfVAAAIQgEAUCCC4RAEypzA7+OCD/QKL6BBIT0+32rVrJ7WnS3RIcxYIQAACEIAABCqTQCC+6FUeL/J8CS9F34d/xnpiEmjdurXvWPCqN4HgEo893n333a1q1aq2cOHCeGw+bYYABMpBIBBc9D1AgQAEIACB+CGA4BI/Y0VLIbDDBBRebOPGjRZ4fOxwBXF6gH6UysuHAgEIQAACEIBA8hCQUT2eDevJM1L0dEcIpKamWtOmTX14tHnz5lmrVq125HD2hQAE4pSAfscHkwYQXOJ0EGk2BCCQtAQQXJJ26Ol4shAIhIdkEV0QW5Llyq7YfuatWW05mxPolqbmlOrVLbNV4Qza0uzPPhCAAAQgAAEIQKCsBJSfSPloXnrpJbv22mvLWg3HQQACcURA9/vixYutb9++pomUFAhAAAIQiB8CCC7xM1a0FAJlJpAsogtiS5kvkaQ/cNNHH9mGkZeWmkNKgyaW+dq0Uu9f1h2z5/9g6x97xGrfckdZq+A4CEAAAhCAAATinECHDh3s6KOPtnfffdemTJliffr0ifMe0XwIQGBbBL7++mt/rzdv3twLLtval88gAAEIQCD2CKTGXpNoEQQgEAkCEl2U10WiRCIWxJZEHNXk7VNBTo6tGnmNre7fx3JnTk9eEPQcAhCAAAQgAAFPQLPc69ev771cNOudAgEIJC4Bebeo6L5XflYKBCAAAQjEFwG+ueNrvGgtBMpNQMKLlkTK7YLYUu7LIukryNx/f8u/6oYtOGx66G6zdX/4bek9TrL0fduEPk+tWy+0HomVvFUrLffN5yNRNXVCAAIQgAAEIBCHBOrUqWP9+/e3++67z8aMGWMXX3yxtW5NeNM4HEqaDIESCaxatcoefPBBU76mk08+2dq1a1fivnwAAQhAAAKxS6BMgsvYsWNjt0e0DAIQKBWBRBFeEFtKNdzstB0C6bvtbjVPP2OLvbImPWYFmwWXKh2PtOrde2zxefibvJUrLHvBAquy116WVowYU5CbG9o9JS3NLCUl9N7y863ALSop2u6S41rY/lZgpuP9ZzqWAgEIQAACEIBAUhJQaLGhQ4d60eXWW2+1Cy+80A4//PCkZEGnIZBoBBYuXGgPPfSQLVmyxAYMGGA9e/ZMtC7SHwhAAAJJQ2CHBBfNoNlnn32SBg4d3TEC/fr127ED2DsmCIQLL2rQpk2bYqJdpWkEYktpKLFPJAlsmv2FrRt2qRWs+u3P01SvZdVH3W7VuhzttxVkZ9uKY4+2ghVL/fvUfQ+2uk885ddzf19uq447yiy78L7LvPga0/7Zj9z1Z32rl9vvh7Yyq93Adn37wz+3swYBCEAAAhCAQNIR2N955Q4ZMsTuv/9+L7xoRnzv3r2TjgMdhkAiEfjiiy/s4YcfttWrV9ugQYOsS5cuidQ9+gIBCEAg6QjskOAisQXBJemuETqcJAQkvKjoNdfNps9xOSRUtB7+6t/EwB/ElhgYhCRvwob3p9n6oRc495NC75QQjvV/2PphF1ru5SNt5wFnWUqVKlbznn/ZmoEnmOXnWf63n9m6V16yGsf3tdVDLw+JLan7HGg7nzvIVj84PlQVKxCIFgGe76JFmvNAAAIQKD+BVq1aedFl/PjxNnHiRFvgvGx79eplLVq0KH/l1AABCESNwMqVK+3111/3i06qUIF//etfo3Z+TgQBCEAAApEhsEOCS2SaQK0QgECsEVBivpKS8wUCTKTarNwy2zsHYkuk6FNvaQkoxNf60deFxJaM086zGmedY5tmTLeN/7zeiSgbLevBOy3/pFMs1YmYma1aW+Z5QyzroX/6U2y8Y5Tl/fab5X8zs/CUVatbrbGFQku1Hr0sdeedbdNdrh6VnWpatWtGW8rONQvf8xcCFUhg7ty5TKapQJ5UBQEIQCBaBJo1a2bXXHONTZkyxaZOnWqffvqpF10kvCjfCwUCEIhtAoHQItHloIMOsj59+ljLli1ju9G0DgIQgAAESkUAwaVUmNgJAhAICJQkxASfR/oVsSXShKm/NAQ2Tv/A7I/lfteUXXe3WkOH+/UafftZzpezLXfK02ZZG2zd8896Lxd9uPN5F9iK/7xj+d/P9p9l/2uMP8ZlbrHqo++2tDp1/fuMPfawlGo7/Sm4ZFa16r37bN6XFwhAAAIQgAAEIFBIoG7dunbWWWfZwQcf7IUXGXA/+eSTkPACJwhAIPYISBzVvTp//nxr0qSJnXrqqdaxY8fYaygtggAEIACBMhNAcCkzOg6EAASiTQCxJdrEOV9JBHLm//DnR1Wr2epxY0PvC1b/EVrPW/hTaF0ru9wz3uVscTGZnQdMUNJ7nmTVjiJOc8CD1+gRkHeLinL0USAAAQhAIH4JBKG/33vvPXvttdfsySeftA8++MAbcRWeaJdddonfztFyCCQIgRkzZtj06dPt66+/tiou5PCJJ57o8y8Fob0TpJt0AwIQgAAEHAEEFy4DCEAgLgggtsTFMCVNI/N/WRLqa8HP8y37ifmh9+Er+b8tDX9r6fV2tbRDOlve9DdD26t0RmwJwWAlqgRefPFFfz4El6hi52QQgAAEIkZAibbl7fLOO+94wUX5XRRyTKKLZtA3bdo0YuemYghAYGsCq1evtkBoWbJkiWVmZlq3bt3syCOPtD2cVzsFAhCAAAQSkwCCS2KOK72CQEIRQGxJqOFMiM6kOuEkKKn7HmSZfU8J3m7xmtag4RbvN370oeXNmLrFtg3XX21VD5pmabVqb7GdNxCIJIEXXnjB5OHSr18/crhEEjR1QwACEIgygZo1a1rfvn2tZ8+e9v777/tFXi9aAuGlTZs2UW4Vp4NAchGQuCJvFoktEl1q165txx9/vHXu3NkaNtzy90FykaG3EIAABJKDAIJLcowzvYRA3BJAbInboUvohqfv1cKyN/ew4NefrcYJJ4b6u/HDGZa7ZLFltN7HquzdKrQ9f91aW3fNpWYFBYXbqtYw27TOL38MvcLqPvJEaF9LTf1zPT//z3XWIFABBCS0SHBRCBoJLhQIQAACEEg8AnqG7t69u19k+JX4IuOvlubNm1vbtm39onUKBCBQfgLLli2zL7/80ubMmeNfVeNuu+3mcypJaNl5553LfxJqgAAEIACBuCCA4BIXw0QjIZCcBBBbknPc46HX1bp1tw231TTbuNYKVv1mf9x6k9UYdL7lr1pl64YPdiLKetuUkmo1H3rKqrY/0Hdp1fCrzDas8euprQ+0mtffYqtP72WWn2f5cz60tU9Pspqn9S/83BlJQmX9atvwwX+sYP0Gq97T7U+BQDkISGjRoqLY4RQIQAACEEh8AgonpmXWrFn2ySef2BdffGELFizw/w8QXxJ//Olh5AgUJ7LobPvvv78P79epUyfLyMiIXAOoGQIQgAAEYpJASoErMdkyGgUBCCQlgbVr11pubq4htiTl8MdUp38/9hgrWLrIt6nazfdZ9e49tmjfuimTbeONQ71g4j9ISfnTe8VtqDJwsO1y2ZX+o3WvvGQbR19deHx6Fav98ruW3rCRrb7/Xst+7N7Q9lrPvmkZm+OrL+/UPiTQ+B0yqtquH39TuC9/IVAGAuFiizxb8G4pA0QOgQAEIJAABFa5CSKzZ8/2wovEl6AE4ouMxS1atAg28woBCIQR+PXXX33i+3BPFn2se6Z9+/Z+adKkSdgRrEIAAhCAQLIRQHBJthGnvxCIcQISXNLT022nnXaK8ZbSvEQnsD3BRf3fNGe2rbv2Civ4fakTWzaH/krLsPReJ1ntf9xo5kSY3GVLbVXfY8xysjyyqkOut5r9zyzE58KF/X58t5Cwk9KkhdV74TVTSLF1r75iG28ebpaXW7hvlapW7/3ZlsIsuUIe/N0mAYUN++677/yi9aAgtAQkeIUABCAAARFYunRpSHjR/42g1K9f31q1amV77723KedLvXr1go94hUBSEcjLy/NhwnR/zJs3z3766adQ/yWsBCILImUICysQgAAEkp4AgkvSXwIAgEBsEZB3iwQXCgTiiUBBVpZlfT/PUl0osIy/7GEpmZkV0vyg3rS6dS1j98YVUieVJAcBiSw33XRTqLOBN0vwGvqAFQhAAAIQgMBmAgsXLvTii4zKWmRoDkqzZs28AKPcL/KAoUAgkQlIiJQHy9dff+3vhU2bNoW6y70QQsEKBCAAAQiUQADBpQQwbIYABCAAAQhAAALxTECiyz777BPPXaDtEIAABCBQSQRWr15tgbekxJdffvkl1BJNjtpvv/380rJlS1MoMgoE4pnAypUrbf78+V5ckdDy22+/hbpTp04dLza2bt3atOy2226hz1iBAAQgAAEIFEcAwaU4KmyDAAQgAAEIQAACEIAABCAAAQhAwBOQAfrbb7+1b775xgsxa9asCZFJcSFUJbwopFLwussuu4Q+ZwUCsUZA4kr4IsElKBIUJaxIVNx3331tzz33DD7iFQIQgAAEIFAqAggupcLEThCAAAQgAAEIQAACEIAABCAAAQiIwOLFi+2HH34IGa3DPQL0eYMGDbYQYP7yl79oMwUCUScQeK+ECyzhjahRo0ZIKJRoiHdwOB3WIQABCECgLAQQXMpCjWMgAAEIQAACEIAABCAAAQhAAAIQ8ATk8RJu0F6wYIHl5OSE6GS6/HbhHjDyhNlpp51Cn7MCgYoiEH4daj3ce0XnaNy4cUhg0XXYqFGjijo19UAAAhCAAAQ8AQQXLgQIQAACEIAABCAAAQhAAAIQgAAEKpTAokWLthBhinrB1K1b1xo2bOgN3jJ6a9F7LRQIbIvAqlWrTIntg2XZsmWh9fDjEPrCabAOAQhAAALRIoDgEi3SnAcCEIAABCAAAQhAAAIQgAAEIJCkBMK9YOQBI2O5DOdFi3LCBAJMIMIE72vVqlV0d94nKIENGzb4ayRcTAkElqysrK16nZGR4cU6ha8LcgkRym4rTGyAAAQgAIEoEEBwiQJkTgEBCEAAAhCAAAQgAAEIQAACEIDAlgQ2bdoU8kwoaljfuHHjlju7dwpDFu4VU6dOHdMibxm9VqtWbatj2BCbBLKzs324L4X8ChZdA8F1sHr16mIbHox/+KvW69WrV+z+bIQABCAAAQhEmwCCS7SJcz4IQAACEIAABCAAAQhAAAIQgAAEtklABvfAoyF4DYzx+fn5xR5btWpVL7yEizCBKBO81qxZs9hj2VhxBCSkBSLKihUrQuvBNr2uXbu2xBNKPJGIEi6qBN5OJR7EBxCAAAQgAIEYIYDgEiMDQTMgAAEIQAACEIAABCAAAQhAAAIQ2D4B5YPREhjwixr1169fX2IlVapUCYkygQhTvXp17z0jDxqJNnoNX9c2LclWcnJyTJ5GWiSiFF0PthUdB4UDK6kE/AOvpGAM9Fq/fn0vsig8GAUCEIAABCAQrwQQXOJ15Gg3BCAAAQhAAAIQgAAEIAABCEAAAlsRUI6PoiKMRIHwbdvysNiqQrdBuWXCRZjw9XCRRoJCenp6hS7y6MnNzd3uIoGktPuVJKKEb8/LyysORYnbxCRcQAnWw8WVGjVqlHg8H0AAAhCAAAQSgQCCSyKMIn2AAAQgAAEIQAACEIAABCAAAQhAoNQEJE4EnhkleW4EHhwlvaqORClpaWlbCEqBiFSa11q1apFDJ1EuBPoBAQhAAALlJoDgUm6EVAABCEAAAhCAAAQgAAEIQAACEIBAshGQB0i4R4iEGSWDL42XSXH7lOShIjGkIr1m5IVTVEghjFeyXb30FwIQgAAEIkUAwSVSZKkXAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBpCGQmjQ9paMQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIEIEEFwiBJZqIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSB4CCC7JM9b0FAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgQgRQHCJEFiqhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIHkIILgkz1jTUwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCJEAMElQmCpFgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgeQhgOCSPGNNTyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIgQAQSXCIGlWghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABJKHAIJL8ow1PYUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBCBBBcIgSWaiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEgeAgguyTPW9BQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEIEUBwiRBYqoUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCB5CCC4JM9Y01MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQiRADBJUJgqRYCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHkIYDgkjxjTU8hAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIEAEElwiBpVoIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASShwCCS/KMNT2FAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgQgQQXCIElmohAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBIHgIILskz1vQUAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBCBFAcIkQWKqFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgeQgguCTPWNNTCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkQAwSVCYKkWAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB5CGA4JI8Y01PIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiBABBJcIgaVaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkocAgkvyjDU9hQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIEIEEFwiBJZqIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSB4CCC7JM9b0FAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgQgRQHCJEFiqhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIHkIILgkz1jTUwhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCJEAMElQmCpFgIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgeQhgOCSPGNNTyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIgQAQSXCIGlWghAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABJKHAIJL8ow1PYUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCBCBBBcIgSWaiEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEEgeAgguyTPW9BQCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIEIEUBwiRBYqoUABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCB5CCC4JM9Y01MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQiRADBJUJgqRYCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIHkIYDgkjxjTU8hAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCIEAEElwiBpVoIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAASShwCCS/KMNT2FAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgQgQQXCIElmohAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhBIHgIILskz1vQUAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBCBFAcIkQWKqFAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAgeQgguCTPWNNTCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkQAwSVCYKkWAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACB5CGA4JI8Y01PIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiBABBJcIgaVaCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEkocAgkvyjDU9hQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIEIEEFwiBJZqIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQSB4CCC7JM9b0FAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAgQgR+H+j9wQ/530HSAAAAABJRU5ErkJggg=="
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "7ea70aa4-9a53-4e17-8f11-1d14a0ac9b43",
|
|
"metadata": {},
|
|
"source": [
|
|
"![img_flow.png](attachment:28d8b949-8001-4b94-be3f-a64995390935.png)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "74b56bde-1ba0-4525-a11d-cab02c5659e4",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Data Loading\n",
|
|
"\n",
|
|
"### Partition PDF tables, text, and images\n",
|
|
" \n",
|
|
"* `LLaVA` Paper: https://arxiv.org/pdf/2304.08485.pdf\n",
|
|
"* Use `Unstructured` to partition elements"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "61cbb874-ecc0-4d5d-9954-f0a41f65e0d7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"path = \"/Users/rlm/Desktop/Papers/LLaVA/\""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "e98bdeb7-eb77-42e6-a3a5-c3f27a1838d5",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"from lxml import html\n",
|
|
"from pydantic import BaseModel\n",
|
|
"from typing import Any, Optional\n",
|
|
"from unstructured.partition.pdf import partition_pdf\n",
|
|
"\n",
|
|
"# Get elements\n",
|
|
"raw_pdf_elements = partition_pdf(filename=path+\"LLaVA.pdf\",\n",
|
|
" # Using pdf format to find embedded image blocks\n",
|
|
" extract_images_in_pdf=True,\n",
|
|
" # Use layout model (YOLO-X) to get bounding boxes (for tables) and find titles\n",
|
|
" # Titles are any sub-section of the document \n",
|
|
" infer_table_structure=True, \n",
|
|
" # Post processing to aggregate text once we have the title \n",
|
|
" chunking_strategy=\"by_title\",\n",
|
|
" # Chunking params to aggregate text blocks\n",
|
|
" # Attempt to create a new chunk 3800 chars\n",
|
|
" # Attempt to keep chunks > 2000 chars \n",
|
|
" # Hard max on chunks\n",
|
|
" max_characters=4000, \n",
|
|
" new_after_n_chars=3800, \n",
|
|
" combine_text_under_n_chars=2000,\n",
|
|
" image_output_dir_path=path)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "7cdba921-5419-4471-b234-d93af3859b6f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{\"<class 'unstructured.documents.elements.CompositeElement'>\": 31,\n",
|
|
" \"<class 'unstructured.documents.elements.Table'>\": 3}"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create a dictionary to store counts of each type\n",
|
|
"category_counts = {}\n",
|
|
"\n",
|
|
"for element in raw_pdf_elements:\n",
|
|
" category = str(type(element))\n",
|
|
" if category in category_counts:\n",
|
|
" category_counts[category] += 1\n",
|
|
" else:\n",
|
|
" category_counts[category] = 1\n",
|
|
"\n",
|
|
"# Unique_categories will have unique elements\n",
|
|
"unique_categories = set(category_counts.keys())\n",
|
|
"category_counts"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "5f660305-e165-4b6c-ada3-a67a422defb5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"3\n",
|
|
"31\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"class Element(BaseModel):\n",
|
|
" type: str\n",
|
|
" text: Any\n",
|
|
"\n",
|
|
"# Categorize by type\n",
|
|
"categorized_elements = []\n",
|
|
"for element in raw_pdf_elements:\n",
|
|
" if \"unstructured.documents.elements.Table\" in str(type(element)):\n",
|
|
" categorized_elements.append(Element(type=\"table\", text=str(element)))\n",
|
|
" elif \"unstructured.documents.elements.CompositeElement\" in str(type(element)):\n",
|
|
" categorized_elements.append(Element(type=\"text\", text=str(element)))\n",
|
|
"\n",
|
|
"# Tables\n",
|
|
"table_elements = [e for e in categorized_elements if e.type == \"table\"]\n",
|
|
"print(len(table_elements))\n",
|
|
"\n",
|
|
"# Text\n",
|
|
"text_elements = [e for e in categorized_elements if e.type == \"text\"]\n",
|
|
"print(len(text_elements))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0aa7f52f-bf5c-4ba4-af72-b2ccba59a4cf",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Multi-vector retriever\n",
|
|
"\n",
|
|
"Use [multi-vector-retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary).\n",
|
|
"\n",
|
|
"Summaries are used to retrieve raw tables and / or raw chunks of text.\n",
|
|
"\n",
|
|
"### Text and Table summaries"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "523e6ed2-2132-4748-bdb7-db765f20648d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from langchain.chat_models import ChatOpenAI\n",
|
|
"from langchain.prompts import ChatPromptTemplate\n",
|
|
"from langchain.schema.output_parser import StrOutputParser"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "22c22e3f-42fb-4a4a-a87a-89f10ba8ab99",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Prompt \n",
|
|
"prompt_text=\"\"\"You are an assistant tasked with summarizing tables and text. \\ \n",
|
|
"Give a concise summary of the table or text. Table or text chunk: {element} \"\"\"\n",
|
|
"prompt = ChatPromptTemplate.from_template(prompt_text) \n",
|
|
"\n",
|
|
"# Summary chain \n",
|
|
"model = ChatOpenAI(temperature=0,model=\"gpt-4\")\n",
|
|
"summarize_chain = {\"element\": lambda x:x} | prompt | model | StrOutputParser()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "f176b374-aef0-48f4-a104-fb26b1dd6922",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Apply to text\n",
|
|
"texts = [i.text for i in text_elements]\n",
|
|
"text_summaries = summarize_chain.batch(texts, {\"max_concurrency\": 5})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "61a6ac00-ebbe-4608-9ae5-40f81541e37f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Apply to tables\n",
|
|
"tables = [i.text for i in table_elements]\n",
|
|
"table_summaries = summarize_chain.batch(tables, {\"max_concurrency\": 5})"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"ef731a34-f227-459b-9d8a-ecccb27a348e.png": {
|
|
"image/png": 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HL2LKCnpM0M8dR/Hixd1lE9i7JJNQj0loDLqfhgACqSPgb37J0BBAAAEEEEAAAQQQQAABBBBAAAEEEEAgDQVMKTz3apqVYr76c9fjWjh16lSMzU4GT4yNZmXQoEExNg0YMMBdN+XS3Gwgd2MSF3SOIKc999xzdq4jZz1Pnjzy/PPPO6syb948d9l7QedFatu2rbtJM3i8M9FMMMzdl9ILOgeUZgPpjynvl2Kn13m9Hn/8cTuHkmaIeWe5mVKR7nVuv/12N/tKN+r8UJkzZ7b7TQnGGHOXuQddZqF9+/aunwl4Jdg7IiJCTKlAt49m7Xk3J5NKtznPWufu0jnbnDZx4kS7qPOsffnll85m6dWrl7vsfc+xr6FZek5zruGsJ/UzOfej19CMNlPu0M4Fpuu7d+/WD9v0vTZlJ51VPhFA4CoLEMS6yg+AyyOAAAIIIIAAAggggAACCCCAAAIIZDwBM8+Qe9Nmrir5999/3fW4Fnbu3Bljs3fQx9lhspmkQIECzqr9zJkzp+TPn9/dZrJo3OWkLpw/f15MJpN7WM2aNd1lZ8EpSafrW7dudcvJOfv1s3Dhwt6rdtk7KKfBEV9tGnBatWqV/PTTTzZgGBgYaIdqsqtEferXr3/J0J3Si7pDyyVqsM/50VJ1epw2M6+WHDhwwC4n5Y9KlSolurs+f++Aqcn+cseiY9KSf07TspBOi11SUM+hBgcPHrRd6tSpI9WrV3e6u+UmdYPJBoxxjXvuucft530Nd2MSFpJ7P3oJLdGpZRy92/XXXy8vvPCC9yaWEUDgKgtc/C17lQfB5RFAAAEEEEAAAQQQQAABBBBAAAEEEMhIArGDUDofUpcuXeIl8A4eOQGQ2J2dYEjs7TrvkdM0UJLcpufxPldc8zN5b9Nr6RxSsZspyxZ7kzjBoEt2+NgGPz8/d+6o5s2bS5UqVeTee++1o9Q5lDTYqHNjeTt5Z9HpHFEatIzdnMwtDeokNUNMA5WJbd5j0WNMKcdLDnXG4swPpR00g03v1ZTys/eoc6998cUX7rGmhKK7rAGu06dPu+vey85G5xrJCdo559DP5N6Pc47Yc8tp4FWfYdmyZZ0ufCKAwFUWIBPrKj8ALo8AAggggAACCCCAAAIIIIAAAgggkPEENFBRokQJ98Y1+yO+IJQGE9577z23b6NGjdxl7wUtrRY7o8vM/eNmy2hfM0+S9yHusnd2jrsx1oIGHjTjxmkbN250Ft1P722aZaRl9mI3J4ARe3t6XO/WrZvcd9997tDnzJkjZt4wd10XSpYs6a6bucZsYE+De3H91K1b1+3rLFzu2TjlCJ3+CX16j0UDcmautTjHoWPTYJx3887G0gDWDz/8YHdraczOnTu7XfW83u/2hAkT4r1GXAEu90TxLHh7XMn9LFu27JJnpRl1Xbt2vWxZR+8xxDNMNiOAQAoJEMRKIUhOgwACCCCAAAIIIIAAAggggAACCCCAQGIF9Iv+d9991+2uZdF0nqjDhw+723Rh8+bNovMo6bxZ2jRg8frrr9vluP4YPXp0jM0abHCyrzSgVLx4cXe/d7ZQfAE0t/N/CzfeeKO7ScfhfZyWAXzttdfc/b44r5AGBDXTRn+SE0Bxb85rQc11ni+nvfjii7J+/XpnVbREndO+++470cCi0/7++2/ROaM0iPntt9/aYI/uS8qz8c5+c84b32ehQoXc8pIaiPnmm29idB04cKA88sgjNmjqHZDUThqwc8o+6rxfGvDRpuUBs2XLZpedP7zvWeee8m4a1NLA36uvvioLFy703hXvcnweyb0fffaaQedkCt52221uNuAff/whI0aMuGQs8Y3hko5sQACBFBUgiJWinJwMAQQQQAABBBBAAAEEEEAAAQQQQACBxAnccccd0rp1a7ezzjGkZcxatGhhAwk333yzDYCsWbPG7TNo0CApU6aMux57QYNITz31lPz888/yxhtvyOOPP+526d+/f4zgiBOQ0A4aiNGgms73lFDr0KGDaOaNtpUrV4oGqj755BMZP368NG7cWLTMnDYtcTdq1Ci77Et/dOzYUTRDTH+mTZuWIkMLDQ2Vjz/+2D2XBqm0vJ6TrdO9e3c7J5R2OHbsmH3m+qy1RORDDz0kU6dOFQ18ffrpp+7z8X42J0+etMHB4cOHX1I+T8+pAdHENu3br18/t/srr7wiet4NGzbIm2++aQOkWhZR35vYpQb1mXbq1Mke6z1vmXcpQefE+q45TbPTevXqJX/++ac179u3r0ycOFGeeeYZ931x+sb36e3h/a4m936efPJJ2bFjh71ckSJFZPLkyXY8zvX13dVMLe8W3xi8+7CMAAKpIGB+mdIQQAABBBBAAAEEEEAAAQQQQAABBBBA4CoImKCGp0ePHh7ztV+CPybbxjNs2DCPyXyKMUoTSHKPM3NNeUxmirvufU4THPOY+YNiHNumTZtL+o4ZM8b2MWXv3H2DBw+OcZwJVHlMQMPd730dXTZf9numTJkS4xgT6HL7N2nSJMY+XWnatKm7f9y4cZfsT8yGggULuucwAYg4DzFBN7ePyQiKs0/sjSbA4R6jxvE1E8xx+6nD2LFj3a4mYGZdYls56/ny5fOYzCe3vwmEeczcZzHOp33Xrl1r+5gAp7vPBBDd47wXTOlIt8/cuXPdXSYLyWMyj9x9zhi8P00Qy+3vvaDP3rtfzZo1vXfHWH722Wdj9PU+TpdN6USPyeaKcUx8Kwm9q0m9HxM0jDEuUzbRXtbMVeapXLmyu88EOj0mgOgOKaExuJ1YQACBFBcgE8v8xqQhgAACCCCAAAIIIIAAAggggAACCCBwNQQ0u0UzcGbPni1aqs/JcnLGkjdvXmnevLloibOhQ4e6Jc+c/d6fmimi2S433XSTu1lLoGn2lB4fu+SbZv9cd911bl8tS+dd6s7dEWtB521asGCBPa8JHLl7g4KC5NZbbxXNHNMSeRmtaSaT91xQJogjBw4csAzt2rWT5cuXi9qpk9M0k0jLSC5ZskQqVKjgbBZ9FiagGGNOMX03NCvrSpuWlfzxxx9Fx6fl+Lybrr/11ls2M897u7Os469evbqzajOs3JVYC5rN9PXXX9vsQu9sMX1PH3vsMTGBNbc8YaxDL1lN6F1Nyv3o89CsMKdpllzLli3tqj4XzSh0ygZqppZmbDktoTE4ffhEAIGUF/DTsFjKn5YzIoAAAggggAACCCCAAAIIIIAAAggggEByBHbv3i179uyxZQMLFCiQ4Ck0aHXDDTfYPrlz55YjR47YZf3UL+FNZkmCgQKdL2vLli1y9uxZqVSpUowAS4IX9tqp83npnF0VK1a0wRevXSzGIaDziOl8U1qST4OIuXLliqPXxU36XLTUX44cOcRkViWpdGC8J42149ChQ6LPUAOSOmdaYGBgrB5XvqpzUOk8YRqI03vOkiVLkk+a2Hc1Ne8nsWNI8s1xAAIIxCtAECteGnYggAACCCCAAAIIIIAAAggggAACCCDg2wLxBbF8e9SMDgEEEEAAgcQJUE4wcU70QgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSEMBglhpiM2lEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEieQ8gVOE3ddeiGAAAIIIIAAAggggAACCCCAAAIIIIDAFQoULlxYhg0bZs+SnHmGrvDyHI4AAggggECqCjAnVqrycnIEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHkCFBOMDlqHIMAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJCqAgSxUpWXkyOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCRHgCBWctQ4BgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIFUFAlP17JwcAQQQQAABBBBAAAEEEEAAAQQQQACBDC6wYcMGV2Djxo3uMgsIIHDtCFSsWNHeTKVKla6dm+JOEPABAYJYPvAQGAICCCCAAAIIIIAAAggggAACCCCAwLUh4ASspk6dKs7ytXFn3AUCCCRV4K677rKHOJ9JPZ7+CCAg4ucxDQgEEEAAAQQQQAABBBBAAAEEEEAAAQQQSJ6ABqs0aKUtduCqbNmy7km9l92NLCCAwDUjsHXrVnsvzqf3jTmBLOfTex/LCCAQvwBBrPht2IMAAggggAACCCCAAAIIIIAAAggggEC8Ak7wyjtwpYEq/SlXrpz9jPdgdiCAwDUvMGvWLHuPs2fPjnGvGsgimBWDhBUE4hUgiBUvDTsQQAABBBBAAAEEEEAAAQQQQAABBBC4VCB28EqDVq1atbIdyba61IstCCAgEldAi2AWbwYClxdgTqzLG9EDAQQQQAABBBBAAAEEEEAAAQQQQAABK/Ddd9+J/jitZcuWbgDL2cYnAgggEFvACXQ72zU7y/ldQlaWo8InApcKkIl1qQlbEEAAAQQQQAABBBBAAAEEEEAAAQQQuERg5MiR7pxXBK8u4WEDAggkQUAzs7zLDD7//PNSqVKlJJyBrghkDAGCWBnjOXOXCCCAAAIIIIAAAggggAACCCCAAALJFPAuH+iUDqRsYDIxOQwBBGIIeAezKC8Yg4YVBKwA5QR5ERBAAAEEEEAAAQQQQAABBBBAAAEEEIhHQANYmoGlTQNXffv2jacnmxFAAIGkCzhlBikvmHQ7jsgYAgSxMsZz5i4RQAABBBBAAAEEEEAAAQQQQAABBJIo4D3/FeUDk4hHdwQQSLQAgaxEU9ExAwoQxMqAD51bRgABBBBAAAEEEEAAAQQQQAABBBBIWEAzsDSIpY0AVsJW7EUAgSsX0EBWuXLlRMsLOr97tLwgDYGMLuCf0QG4fwQQQAABBBBAAAEEEEAAAQQQQAABBGILOCUECWDFlmEdAQRSS8CZc0/P750JmlrX47wIpAcBgljp4SkxRgQQQAABBBBAAAEEEEAAAQQQQACBNBMggJVm1FwIAQRiCXjPvaeBLM0KpSGQkQUIYmXkp8+9I4AAAggggAACCCCAAAIIIIAAAgjEEHC+NPbOiIjRgRUEEEAglQX0949mgWpzguqpfElOj4DPChDE8tlHw8AQQAABBBBAAAEEEEAAAQQQQAABBNJSwLt8V9++fdPy0lwLAQQQiCGgc2QRyIpBwkoGFSCIlUEfPLeNAAIIIIAAAggggAACCCCAAAIIIBBTQINY2pwvjmPuZQ0BBBBIWwENZGlWlpYUpKxg2tpzNd8RIIjlO8+CkSCAAAIIIIAAAggggAACCCCAAAIIXCUB7wCWfnFMQwABBHxBwPl9NHXqVF8YDmNAIM0FCGKlOTkXRAABBBBAAAEEEEAAAQQQQAABBBDwNQEniFWuXDlfGxrjQQCBDCygmVhkY2XgF4BbF4JYvAQIIIAAAggggAACCCCAAAIIIIAAAhlawAlgaRlB/bKYhgACCPiSANlYvvQ0GEtaCxDESmtxrocAAggggAACCCCAAAIIIIAAAggg4FMCThDL+aLYpwbHYBBAIMMLkI2V4V+BDA1AECtDP35uHgEEEEAAAQQQQAABBBBAAAEEEMjYAhs2bLAAmoVFQwABBHxVwAmyMzeWrz4hxpVaAgSxUkuW8yKAAAIIIIAAAggggAACCCCAAAII+LzAxo0bfX6MDBABBBCg1CnvQEYVIIiVUZ88940AAggggAACCCCAAAIIIIAAAgggIJQS5CVAAIH0IqCBLM0edTJI08u4GScCVyIQeCUHcywCCCCAAAIIIIAAAggggAACCCCAAALpXcAXMhwCAgJEf2gIJFfg3LlzyT2U49KJgJYUfOedd0QzSCtVqpRORs0wEbgyAYJYV+bH0QgggAACCCCAAAIIIIAAAggggAAC6VTAycLyhSCWEgYG8lVdOn2Vrvqwo6KirvoYEjuAsLAweeWVV2z3O++8Uxo0aBDvob///rtMmjTJ7n/66aelQIEC8fYdNWqUrF+/3t3/8ssvS/Hixd31uXPnymeffeaut2vXTu6++253PT0tUAY1PT0txnqlAvyX8UoFOR4BBBBAAAEEEEAAAQQQQAABBBBAIF0LlCtXLl2Pn8EjkJ4ETp48KePHj7dDrlChQoJBrM2bN7t9H3rooQSDWCtWrJAlS5a4FLfeeqvcf//97vqUKVPkxx9/dNcrV67sLqeXBSfgTjnB9PLEGGdKCDAnVkoocg4EEEAAAQQQQAABBBBAAAEEEEAAgXQnQDZDuntkDBiBRAssXLgwRt9FixbFWE+vK04gK72On3EjkFQBglhJFaM/AggggAACCCCAAAIIIIAAAggggAACCCCAgE8KFCtWzI7r119/lejoaLu8adMmOXTokGTOnFny58/vk+NmUAggELcAQay4XdiKAAIIIIAAAggggAACCCCAAAIIIHCNC3g8HnuHZDZc4w+a28tQArVq1ZLg4GA5duyYrFmzxt67k4Wl+0JCQq4JD0oKXhOPkZtIhABzYiUCiS4IIIAAAggggAACCCCAAAIIIIAAAteeAOUEU/eZXrhwQbZt2yqDBj0jc+bMSd2LZaCz9+jRQz788MMMdMdJu1XNtqpbt65o4Ep/atSoIYsXL7YnadiwoUyaNClpJ6Q3AghcVQEysa4qPxdHAAEEEEAAAQQQQAABBBBAAAEEELiaAmRhpY6+ZsF07txJbrihNgGs1CHmrAkINGjQwO7VIFZUVJRoaUFtGsRK743fWen9CTL+pAqQiZVUMfojgAACCCCAAAIIIIAAAggggAACCCCAQJwCOu/Q0KFDZcqUKXLq1CkJCgqS4cOHS4cOHWyJtzgPYmOiBF599VX56KOPEtU3o3dyglW//fabLFu2zL6LmqFVu3bta4ZGM0krVap0zdwPN4JAfAIEseKTYTsCCCCAAAIIIIAAAggggAACCCCAAAIIJErg4MGDMm7cOHn33XdtwEDnHerdu7cMGDBAihUrlqhz0ClhgezZsyfcgb2uQM2aNSVLliwSEREhr732mt2uASwNZNEQQCB9CRDESl/Pi9EigAACCCCAAAIIIIAAAggggAACCCDgMwInTpyQ7777zsx7NcgGrzRw0KJFC3nvvfekaNGiPjNOBpKxBDQDsE6dOnZOrKVLl9qbd0oMZiwJ7haB9C9AECv9P0PuAAEEEEAAAQQQQAABBBBAAAEEEEAAgTQXmDp1qvTp00eOHj1qr3399dfLt99+azOv/P3903w8XDD9CRw5ckR27tx5ycA1Y6pw4cIxtu/duzfOTKrQ0FDJnTt3jL66oiUFdU4spzVq1MhZ5BMBBNKRAEGsdPSwGCoCCCCAAAIIIIAAAggggAACCCCAAAJXW2D69Ony8ssvy+rVq+1QatWqJS+99JLUr1/fzoF1tcfH9dOPgM7zpT+xW40aNWT+/PkxNnfs2DHGurOigdQRI0Y4q+6nd9AqODhY9D2lIYBA+hMgiJX+nhkjRgABBBBAAAEEEEAAAQQQQAABBBBAIM0FfvnlF3nzzTfd4EKVKlWkf//+0qFDB8mUKVOaj4cLIpCQgAbCnHmxtLQg82ElpMU+BHxXgCCW7z4bRoYAAggggAACCCCAAAIIIIAAAggggMBlBaKiouTQoUOydetWWbFihWzatEmOHz8ufn5+kj17dilevLhUrFhRKlSoIAUKFJC8efMmOujk8Xhk/fr1MnjwYJkzZ44dS5EiReTpp5+Wnj17SkBAwGXHRwcEvAVKlSrllqD03h7X8r333iv6k5imGYLeTQOr+/bt895kl1etWnXJNjYggIDvChDE8t1nw8gQQAABBBBAAAEEEEAAAQQQQAABBBBIUEDnFOrSpYssX75cLly4IBp0iq9pUCswMNAGsp555hkbHEgoOyUsLEx69OghCxYsEA2UBQUFyciRI+Xhhx+mbGB8yGxHAAEEEEhRAYJYKcrJyRBAAAEEEEAAAQQQQAABBBBAAAEEEEh9gfPnz8uQIUPkww8/lLNnz7oXzJkzp9xwww1SqFAhmyV18uRJ2bt3r52/6ty5c6LH6brOIzR06FBp0KCBjBo1SsqUKeOe4+DBg/L888/L7NmzRYNkWbNmlSeffFIeeOAB0SwsDYbREEAAAQQQSAsBglhpocw1EEAAAQQQQAABBBBAAAEEEEAAAQQQSCEBzZDq1auXDTLpKUuWLGmzsXRuqkqVKsUZZNIMrd27d8tff/0lixYtkqVLl8ratWtlxowZsnjxYlsa8J577pFp06bJuHHjZP/+/ZItWzbp2rWrDBgwwJYiJHiVQg+Q0yCAAAIIJFqAIFaiqeiIAAIIIIAAAggggAACCCCAAAIIIIDA1RXQrCst56dZUloasHnz5jbolDt37gQHpgGoEiVK2J927drZvjo3kGZj6Txar7/+uv3RHcHBwVK3bl15//33pUqVKgmel50IIIAAAgikpoB/ap6ccyOAAAIIIIAAAggggAACCCCAAAIIIIBAygm8/fbbMmvWLJtt9dxzz8mUKVPkcgGs+K5es2ZNm4GlJQa9m86XtXDhQgJY3igsI4AAAghcFQGCWFeFnYsigAACCCCAAAIIIIAAAggggAACCCCQNIEFCxbIiBEjREsDdu7cWfr16xdn6cDEnHX+/PlSu3Zt6dSpk51Tq3v37jJo0CCb3fXqq6/KyJEj7XUScy76IIAAAgggkFoClBNMLVnOiwACCCCAAAIIIIAAAggggAACCCCAQAoJaBlBzcLSAFblypVl7Nixtuxfck6v57jrrrts8KpOnToybNgwadKkiT13qVKl7BxYL730kly4cEGGDBliA1vJuQ7HIIAAAgggcKUCZGJdqSDHI4AAAggggAACCCCAAAIIIIAAAgggkMoCmzZtFM2eCggIkD59+iQ7gBV7mBrAuuWWW2xGl7+/v2hG1ujRoyUoKEhee+01+fTTTyU6Ojr2YawjgAACCCCQJgJkYqUJMxdBAAEEEEAAAQQQQAABBBBAAAEEEEAg+QLPPvucREVF2fmvWrdunfwTJeLILl26SHh4uDz22GPyxBNPSJ48eaR9+/aJODLxXbYeXpP4zhmkZ95shSVXlnwZ5G65TQQQQCBxAgSxEudELwQQQAABBBBAAAEEEEAAAQQQQAABBK6KwLp160Tnw9KmAaZ8+VI/0PHAAw/Ixo0b5b333rMlBRs3bix58+ZNsfs/cfaInD0fnmLnuxZOpEEsGgIIIIBATAHKCcb0YA0BBBBAAAEEEEAAAQQQQAABBBBAAAGfEpg+fbo7nt69e7vLqbng5+dn58bSObK2b98u/fr1s3NmpeY1OTcCCCCAAAKxBcjEii3COgIIIIAAAggggAACCCCAAAIIIIAAAj4iEBkZKX/++acdTenSpaVcuXJpNrKCBQvK+PHjpVmzZjJp0iRp0KCBnR9r9+7douPKnz+/VK9eXSpVqiRFixa183Wl2eC4EAIIIIBAhhAgiJUhHjM3iQACCCCAAAIIIIAAAggggAACCCCQHgXOnDkj27Zts0OvWbNmmt9CvXr1pHPnzjJhwgR58skn47y+Zm01bdpUvvjiC8mZM2ecfdiIAAIIIIBAcgQoJ5gcNY5BAAEEEEAAAQQQQAABBBBAAAEEEEAgDQROnTolO3futFcqW7ZsGlzx/y+h2Va9evWSr7/++v83xrHk8Xhk3rx5UrVqVfnll1/i6MEmBBBAAAEEkidAJlby3DgKAQQQQAABBBBAAAEEEEAAAQQQQACBVBfYtGmTnD9/XjTbqUiRIql+Pe8LvPLKK/Lll19KVFSU9+Z4lw8fPix33nmnTJ482ZYgjLej146jYcdl/Ntfyp/L18qZ02ekdPmSUr5qGSlT8Tq5tU1jr54sIoAAAghkRAEysTLiU+eeEUAAAQQQQAABBBBAAAEEEEAAAQTShcD69evsODNlyiT58uVLszGvWbNGNIiV2ACWMzDN3hoyZIgcOXLE2RTvZ+TZczLwgeHy07QFEpQ5k1SsVk62bdwpUz6bKTO//Tne49iBAAIIIJBxBMjEyjjPmjtFAAEEEEAAAQQQQAABBBBAAAEEEEhnAtu2bbcjDggIkBw5cqTJ6LU84IMPPij6mZymAbDVq1fbebISOn71irXyz7Y90u2RDtLj8c6268F/D8sDrfuK338Hnjp5Rjb/vdUG0yqYIFdoruxy5NBR2bbpHzEDlBKli0nBovlly7rtcuzIcSlQJL/8uWyNFCiUT2rWrya/zPpVgrNklvpNakumoEDZsHqLnI04K3kL5pE/lqyWGvWqSGjOHPLrvBVSskwxqXFjVVFrbXr/W9Zvl60bdsqp46ekQvWyUrVmRQnMFPMr1a0bdsjRw8fsMTVvrCZhB4/KisV/SvFSRaVG3ari5+9n7/PgvkOSOTizVLq+vA3ahZ+JkI1rtsiF8xekSIlCUrmQPQV/IIAAAgh4CcT8jeu1g0UEEEAAAQQQQAABBBBAAAEEEEAAAQQQuLoC//67zw5AAyshISFpMpj9+/fL3r17r+haixYtumwQK0tIFnuNsxGRNmCkJRMLFM4nDw+8T7KHZrP7xrw4zgaidOXVj4dIrfrVZchjr5jg0g67/5FnesgNDa6XRzsOsuvq5GSPZQkJlojws3Z71VoVpUnLhjLanE+b008/AwL95VzkebvdO6D29rD/yezJ8+x25w8NiI14b5BosErbv3sOyCMdBjq7pU3n5vLjd/NtYEo33tSivvQb/rD0vKOfGxR8ZFAPuat7a/l8zLfy3YQf7LEa3Nq+t617HhYQQAABBC4KUE6QNwEBBBBAAAEEEEAAAQQQQAABBBBAAAEfFTh69GKGjwZ4goKC0mSU4eHhEh0dfUXXCgsLu+zxlWuWN1lJ5Wz5wI6Ne8rQx1+TGV/Pkbo31ZKbb29gj394YHe5454WMc71/Fv95P4nu7jbipcqIo8994BdL2aWR381SvIVyGMyriKlz+AHpdOD7WTtnxulbKVS7jxbN7W4UUb9b7ANeGkA6ZVxQ6R6ncoy85s5Eh118d5b3X2r9Bpwr4x4f5CM+/4tGTb6aesy6dMZ7rULFysob342XOo2rmm36fFlKpSUlz58Tnr27yalypeQrNlD5JlXn7D7r69bRW7v0NQud334Lil2XWHxD/CXF801NKBGQwABBBCIKUAQK6YHawgggAACCCCAAAIIIIAAAggggAACCPiMwPnzFzOENIgVGJg2RZVCQ0OvOKBSuHDhyxpq0Ob18UPloae6SuHiBWT5wpU2U+r+Vk/I4p+X2+Nz58sl5SqXjnEuDRzd0KC6u01tSpUrYdfbd2tpA2O58obaEn3tut4uJcsWs/vOnDpjrlPQLnfv00k0O0tb4+Y32vMVKlpAThw75WZylS5f0pQiDJZ50xfLOyM+kp+m/mJKEmZySwfag80fGvwqXrqoXW3XtaW88+VLNqilwbOuve+y25u2bmT7rf9rs+g4tO3bfUD27PxXmrZq5GZ22R38gQACCCDgChDEcilYQAABBBBAAAEEEEAAAQQQQAABBBBAwLcENECT1i1fvnzSpEmTZF9Wx3zLLbdc9vgTR0/KoX/DpHPPO+VdE/j5/rfPbdZTDjNH1diXP7vs8Unt4JHEzfGlU4FFnj0nfbs9b4NqGlA7sPeQrFy6xgSgwhO87D2925tgY9wZVTrv1/lz5+WLD7+z5/h8zDc2C6vbo3cneE52IoAAAhlZIG3++UZGFubeEUAAAQQQQAABBBBAAAEEEEAAAQQQSKZA9uzZ7ZEeE1k5d+5cMs+S9MPee2+MLF26VA4ePJjkg+vUqSNVqlS57HHvv/Kp/LlsjUz86X0JyZZFQrJmkfpNassvP/wqC39cKiePn5IcOS/ev57swvkL7jmPHznhLqfGwrwZi2TT2m22lOE9vdpLnvy57bxZD7R5MtmX08wvndNrjsnoqlKjgg2KtbiziRT5Lzss2Se+CgemVVbgVbi1K7rkhQv//45e0Yk4GAEEXAGCWC4FCwgggAACCCCAAAIIIIAAAggggAACCPiWgFOWLyoqSs6cuViGLi1GmDt3HhkzZox0795dIiIiEn3J/PnzyzvvvCM5cuS47DGaiaU/D7Z9SnSOqqzZQmxQS0vuaSk/J4BVpEQhe66vx02Tvbv2ywazf/Hc3+y2pfN+l1o3VpcfJv1s1xf+tEzq/Dc/1dGwY/LLrF/dcUydMMuWC9QNUyfOkgf7drX71pn5sras2+7V7wfJFprNrh/aHyZL5q6QA/sOyYLZS+XIoaOSLXtW+fitL+y8XFvW75BZ3/4s69dssf1HjxgnQcFBEmx+2t/XWkqWuVjK0Dl5j8c7yeNd1shrg9+zGVvdHkmfWViZM2dOsznaHDtf/9QgM0EsX39KjC89ChDESo9PjTEjgAACCCCAAAIIIIAAAggggAACCGQIgbJly9r71LmxwsLC0vSe27ZtK99995307NlT9u3bd9lrV6pUSb744gvRz8Q0zUw6ceykhJ+OkCmfzXQPqWuCUI8Pechdr1yjvLTueJsJVM2Vdas22RJ8pcqWkO2b/5Ftm3bK1g3bZfWK9ba/BqP2772YPRZx5qz8seQvqVm/mt23YfUWN8iwYtEq0Qwrbdp/8/r/D2JpIGzMNy+b8+6wGWHLF6y0/TSYljV7iJw2c1rNn7lEOj5wh2w22VrzTaBMywRq+3XeCvuZOTizXF+36iVBrIrVy9n5slYsXiXN7moiBYvmt/35AwEEEEAgbgGCWHG7sBUBBBBAAAEEEEAAAQQQQAABBBBAAIGrLlCt2sUAjAax9u7dm+bj0bmtVq5cKb169ZIff/zRDQI5A9H5r4KCgqRv377ywgsvSEBA3PNBOf29P7s90kH0R0sl6pxTp06ekUImqJP9vywop69eo++w3tLdZDFpv6IlC1/S57Y7bna6288PJr8WY/22tjfFWHdW5m2Y4ixKm07NZMDIR931p8w1Hx/8oA1mhebOIYWLFXT3OQvtut4u+pOUduZ0uARmCpSuve9KymH0RQABBDKkAEGsDPnYuWkEEEAAAQQQQAABBBBAAAEEEEAAgfQgoHNLaZBIS5Vt2rTpqgw5V65cMnnyJNm//4Ds2LFDtm7daksMaunAMmXKSPHixSVnzpyiwabkND2uULECcrFoYPxnyJUnp+hPWjYNNmn21JW2Y0eOi5Ym/GfrHptNpnN/5c6btvdypffA8QgggMDVECCIdTXUuSYCCCCAAAIIIIAAAggggAACCCCAAAKJEAgNDZXSpUvLxo0b5bffLs4DlYjDUqGLCTQVKmR/GjRokArnv3ZPqeUSO93cS6Kjot2bXLbgD9E5vu57rKO7jYWYApGRkXLq1CkbwNW/ByEhIckOlMY8M2sIIJCeBAhipaenxVgRQAABBBBAAAEEEEAAAQQQQAABBDKUQLZs2aRcuXI2iLV+/XrZtm2bzX7KUAjp/GZDsmWRYaOflv17Ls7VpbcTFJRJ6jW5IZ3fWcoOPyIiQlavXi3Lly+XefPmydKlS838Y6fEz/wv0Hg1btxYHnzwQbnzzjttcGvJkiWyatUq2b59u+jfE52L7eabbxbNXtSyllqmUstwaqZfpkyZUnawnA0BBNJMgCBWmlFzIQQQQAABBBBAAAEEEEAAAQQQQAABBJImoF++N2rUSKZPn24PHDNmjLz77rtJO4kP9q5SsJ4Pjir1hnTDfbek3snT+Zk12PTXX3/JrbfeKuGnT0vx3HmlXpmyMr5HTylfsJANQG3Yt1fenDVDut3TVcqUKyv79u2TKFNis2yBQlK+UGHZfvqUfP/Nt9LPBL2e7Puk1KtbV4aPGGFLcGqAq2XLltK/f3+pWrWqZM6cOZ2LMXwEMpYAQayM9by5WwQQQAABBBBAAAEEEEAAAQQQQACBdCZwxx13yIABA+yop0yZIs8884wt65fObiPGcIMzhcRYZyXjCGjQau/evTbjqlSpUjaANaBvX/mg+4NSt3Q5yZc9h/iZzCu/bNnFz2RURZvAVqHQXNKkYmUZNnWyfDDvJ3mn2/3SvNr1ki9HqJhELZFoj5w1WVd//rNduo0dLe+PHiMd69aX/g/0llNnI2TGqpXSsH59KVSkiNzTpYu8MHQowayM88pxp+lcgCBWOn+ADB8BBBBAAAEEEEAAAQQQQAABBBBA4NoWKFasmNx3330yYcIEOXHihMydO9eup8Rdv/rqqzbTpWHDhsw3lBKgnCNeAQ1eLVq4UEa8+KIsNp85QrJK5PlzEm4yqj7v3Ufa1KhtA1J+uXLbAJaIx57LPyhIog8dkjXbtsrMv1bK/OeGSvWyFcQ/1AS7grPYPp4L5yWLycKqbzIXP+/VR7qOfVceaHiz1DDzyfmbcoI9Gt8iJ8LPyMSli2XcuI/ly6++kldeeUXuvvtuW3ow3kGzAwEErrqA/1UfAQNAAAEEEEAAAQQQQAABBBBAAAEEEEAAgQQFBg0aJFmzZpULFy7I559/LtHR0Qn2T2inzhH0/vvvS4UKFWTx4sXSrFkzuf/+++Xvv/+28wgldCz7EEiOgL6v06ZNk+YtWkjk3n9l+bCX5Z+335e9o/8n3RveJIMnfSVnTTBLsmYTCcwkniNhErV7t0Trz7/7xGOyrKb8sVzG3PegVCtVRvxz5xK5ECXRR45I9PHjNhPLX4NfuXJJ4wqV5May5WXKyhUSfvasTkAmAYULS26z/Ym7u8jKl9+UxsVKSvd775Xnn39ezmofGgII+KwAQSyffTQMDAEEEEAAAQQQQAABBBBAAAEEEEAAgYsCxYsXl+bNm9uVpUuXyuTJk6+IpmvXrraM27hx42xw7JtvvpE6derYDK/Dhw8TzLoiXQ6OLTB79mzpeHdHebvLfTLz2aFS8Yba4l+oiAQEBsobZlu2zMGyycx75TGlAz2HDojnzBlbJfDiefxslmD7G+pJg3ImA8sEuqL27zcBrDCJNtlXnhPHJeqArh8R/+zZxRMYIOUKFJSTERFyOjxCxATHog4eEIk8K36hoRJcrLiM6fOUrHnpDfnQlB3s1q1b7OGyjgACPiRAEMuHHgZDQQABBBBAAAEEEEAAAQQQQAABBBBAIC6BTKZM2uOPP+7u6t+/v+zatctdT86CZmTpF/hbt26VMWPGSHYTANDgWOXKlaVnz54SFhaWnNNyDAIxBM6ZINLTTz8tzapWl871GkigznN19Ih4IiPFL3ceCTRBpxfbd5YFGzeYCoIXSwhGRUfJ8dNn5MiJkxJmfk6eCZfrS5Q0gS2PeEzmlZ/pduZspHy7bKls//eAnDh1xs6dFR12xAS8/KVgzlxyzpQYvBAVJVEmC8wvKlqiDx6UKDMXl+foUQkwwawi5crLXBNQ+3vpMunevfsVZTfGuGFWEEAgRQUIYqUoJydDAAEEEEAAAQQQQAABBBBAAAEEEEAgdQTq1asnffv2tSc/YrJONPCUEi2XKcGmQavVq1dLu3bt5OTJk/LFF19IrVq1ZMiQIaKZWTQEkiswY8YM2ffPLvnkwYdthp9Hy/dFnDWBrDDx8/c3gSk/KZEnn3z+60I5aLKqjprsqi+XLJFhUyfJs5O/kpdnTpUvzVxWX/66WA6bgJbTQoKDpU2tG2TM/J9ksyk5eCo8XMTMe+Ux82xpScGN+/fJeRPEOmLmkTtjrnc28pxcMAE1zd6K/vdfe+3yFSvJ+J6Pyrdffy2LFi2SKNOfhgACviVAEMu3ngejQQABBBBAAAEEEEAAAQQQQAABBBBAIE4BzZwaPHiwVKtWzQYDPvjgA1m4cGGcfZOzcc+ePTJ37lz3UA1evf7661K3bl0ZP368HDUZLDQEkiowYcIEqX1daTl8/IQcOHpM9h0OMwElk4Vl/hd96KAtFZjTzPf2bOt20vuTj+TlGdNk5uqV0rdZKxna7m4ZcHsbaVuztjQqU0Fe/eF7OX7KlBw0/wsoUkSymgDsKDPP1QQT5NJAlQahPNEeqVKkmHRr0FgenvCx7DbZWbvCDss+E/jdb5b1+uGmXKFmZpmLSzUzf9aMfoOk6S1NJX++fPLDzJl27rmk3if9ky5wygQUdZ4/GgIJCQQmtJN9CCCAAAIIIIAAAggggAACCCCAAAIIIOA7Alry74UXXpC7777blj9r3769/Pbbb1KuXLlkD9JjSritXbtWWrduLWd0LiLzxX6rVq1swKxjx47yr8laefTRR2X48OE2mNW4cWPR8oY0BBIS0IDSW2+9JUtMVlWUKf3X/r03JEumIBnYsq3ULFFKcmXLKtlCQuwp8ubMIQ3LVpAlWzZJ9uAQGdu9p+QKzSEB5l10mpYFHNXxHptdpQEwE4ESP5ONFZw5yGRd7ZX7P/lA6l5XRvLlCJUtB/6Vv3btlE3ms9mbIyUkKEhyhmQzc29lljtr1pF7bmxkMrciJL959/1NacEaJa6TUgUKyIONb5Gpb7wtzz77rPxsArqFChVyLs9nKgloIEt/rwWa+dFoCMQlQCZWXCpsQwABBBBAAAEEEEAAAQQQQAABBBBAwEcFWrZsKS+PGmVHF25KqOlcWRqISm577bXXpGHDhnL69Gl7iocffli+/PJLqVGjhqxfv16mT59uv8w/aDJXNLh14403yuLFi5N7OY7LAAKaIajvz4sm4Nq74c3y/VMDZcFzw+SD+3vKtFV/yLe/L5djZh4r5731N8Eqf1Na8LAJaDx0c1PJkyeXBNgA1/+/1wFmf6ZMgRISnFnkv33RpvTlmYhIG9B9u3MPucFkfAWafs2rVJcx3R6QdS+9JTtef1/WjXpbFgwaKu93e1AOnTop3T4aLadNWcOjJqsr2vwdCsqaTe6uXU/CTSnCdx7rK/dWryXt2rYVfedpqS9ARlbqG6fnKxDESs9Pj7EjgAACCCCAAAIIIIAAAggggAACCGQ4Af2y/9HHHpMOHTrYe9e5fHTZCUIlFmT58uXSokULGTp0qJwzcwUVLFhQPv74Y1tCMIOW+psAAEAASURBVLPJWNEWZDJYbr31Vtm4caN8+OGHUrx4cVm3bp00a9ZM2pov+fUcNAS8BTQzUAOthSVAdr4zVp5td5fcUKGi5DDZNtWLl5RPez0m2w8fkGhTEtBp0SYIe8Zka1UsVFiyZ8ki/rnzmF0eCTt5SnYdPCRnzft5wWR2+WfPIf4FCoqfOVeUKUUYGREhc9eukQKhOc1PDmlt5sjqfVszaWk+ry9XVgoUyCc5c4dKzhzZJF+uHHJ9qevkaZMJ9ugtzeT+jz+w82hFmnm0xAS0+puyhZEmiKXLj973gNTJW1B69erlDJHPVBYgkJXKwOn49ASx0vHDY+gIIIAAAggggAACCCCAAAIIIIAAAhlTQINLb7/9tlSuXNkCzJ49W4YNG+ZmtsSncuLECfnll1+ke/fucsstt4hmzASbkmy6rPNhdevWLc6yXtqnR48eNoClQS8NeP3888/SpEkTuf/++2XDhg3mkv8flIjv+my/tgWOHz9ug5t3VK8pXz/2pAQGBEhAQVOSz8xT5WfKAWrTcpW9brlNQkwZQFst8L+SgcfOnLb7dNVPS8sFZ7HzW42Z+5PMXPmH7D9yVPbt+EcObtosBzZuMmUuD8j8tX/Lo2beqz5NW0ho9mz2fH45ckpAsWLiX6iI+OXKLRJoSl+awK+2ADOeArlzSuPyleRUZISs2LFVws+es9cNMiUyM5tyh3L+vO07wgSyVixaLDt27LDr/JH6AgSyUt84PV6BIFZ6fGqMGQEEEEAAAQQQQAABBBBAAAEEEEAgwwvky5fPlvWrVq2aDV6999570q9fP7lw4YK1iTZBg8jISDl27JgNOLVr184GnzRL5ttvv7Vf6BczX/bPnz9PNAhWtmzZy5pq8EznC9Iv9h8z2WAa3Pr666+lZs2aZr2PvdZlT0KHa1LAY943zVyKNtlRw+/qJAEmIBRQpKjJmDok4aZMoI1xBviLXw6TEWXmoMqbM1T8cuYyPzlFywkWMssr/9khZyPPS/SRIybrKrvkyZdXhtx5lwky+cvrP86Qe8eNkccmfiI9P/2f3DH6NZm5+k/54alnpJ6ZEy7ABL788hcwc1zlkGgTTAvfuUMOb94i3y9aKM9O/Fw27t4nUdFROpOW5DF9xnR9UHaFhdkML+eBtK1RywTcom3ALZMJivW5rYVoeU2n7KHTj8/UEyCQlXq26fXMzJaWXp8c40YAAQQQQAABBBBAAAEEEEAAAQQQyPACWbNmtQGp+vXr2wCSlvw7ZIIGRYsWlQULFkiY+ZL+6NGjpkLaWdcq0HzZf++990qfPn2kfPnycWZeuZ3jWdCShq+//rr0799fXnrpJfnss8/kk08+kWnTptmMrSFDhkgWUxaOlnEENm7aJFOmTJF37+khBU15P7/QUPGY+afOngmXPSYoVb5IEYNh5r4yQSsNXPmZxD2PCSpFm/dVs7N0risNvC7bullah2YTf1NCMDBvXgk1Qdn29eqZIJW/lMiTT+6sVdsGYLOYIFm2LMEX58jyDxC/bNlETGlADZqdPH1G/ti+3cy/tUKaVqkmL9x1t2Q2GVn63moLMEGxgmZ8x01/j1cGYXmTvaUt2gR/PRfOS+n8BeWDpYtMctZ5W1rT7uSPVBfQQFZ2E8TU31U0BMjE4h1AAAEEEEAAAQQQQAABBBBAAAEEEEAgnQqcOXNGjpgAwSOPPGK/oNeMke+++07effdd+fvvv03JtX9tACub+YK/S5cuMnHiRNm2bZuMHTvWliK8ki+JNSBQuHBhGTNmjM0Iu+OOO0TLFb711ltSu3Zt+eCDD2IEz9IpMcNOpMCPP/4oGlhqWL6i1u0Tv5Cs4jFzWkWaYNSCDetMFpQpJ2jmtYo6sF88JqgaffKERJv30ynfl8tkPvW8qam8+dNMOXUmwmZjSaZM4mcCWZqpVdTMk7V69z8SEhQsxU0WYv5cOU0AK9iMztQfNOf2nDwpHhO8OmX+Tsxb97e8N/8nebtbD2lfu65kCcrsBrCiPdESHnlW/ti5XfKbrLAA8x7HLoTpOXxY5NhxyRmSxQw5ygaxEslAtxQSICMrhSCvgdMQyrwGHiK3gAACCCCAAAIIIIAAAggggAACCCBw7QloWUD9IlcDVSfNF/THjh2VAwcO2lJ+OgfVqlWrZPPmzQneeIcOHeTRRx+VeiaTxclCSfCAZOzU89aqVcuWFdR5tV588UVZvXq1LW341VdfiWZl6dxZWoqQdu0KaOZfLpMZWFCzrLKGiJyLNKlWHhOHCpQTZyPkxWlTZFDrOyTYbDPpgmaarGiJiDwnEWcj5YKZM2v/8aMmqBQqJfLmk7W7d0t9E0DyO23myTLn9Jh3rGqx4lKtWAl5/MvxMrzd3VI0T15bHnDe+rXSvFp1yWGCZhooO3bqtHy9YqlMePgx0XmutGlw99jpUyYYFSXnLkTJ2r27pP+3E2XGEwNNyc3zctDMt6Xzd+Uw18oUGCDhJvD2166dsv3gQZslllp/d5LzNuTJk8eW/syVK5dbOjQ550kPx5CRlR6eUuqPkSBW6htzBQQQQAABBBBAAAEEEEAAAQQQQCBdCmgQ5UoyddLlTfvQoDUo0KZNmzhHFGC+cNegUKgpiaZZVhok0r6VKlWS22+/Xfbu3WuP06yszp072y/i4zxRCm7UL/qbN28uzZo1k1mzZknv3r3lzz//FM3QCgkJIYh1hdYazPTVdt4EfVasWCGlcuY2QSAzN5XJyPKY3x/asmTOrLlSsm7Pbuk9/iOpX6acFM2VR06bbKhdYYdlp/nJY97h7MFZ5OiZ07Jo8wY5ZTK16pQrK/4miGXSsOx5gs37/nDT26TaluLyzW9LTeArWnKb41qZeayyZwmxgarT4RHyz5EwKVegkCk1aAJp/+VYnTTbf9u2VbYfPmTOHa6xNel5c1P5duUy2X7ooBTLmUc61rlRipvAWJbMQbL3+DF77BkTiMtjxqUZjA899FCqBYLtDSbyDw1I6482DfJc6y0tA1nTp0+3mXdqqiVZ69Spc63zpov7I4iVLh4Tg0QAAQQQQAABBBBAAAEEEEAAAQTSXkDngdEf5jZKe3u9ogZ+nHbdddfZL1Rr1Kgh1atXk+LFS9jglc6Jpf28M0UWL14kHTrcbTO1NAOlW7du0rZtW1tCUPundtP5jVq3bm2zxGbMmCFPPvmk/bI9PDw8tS/N+a+SwBnzbLWsZQ0TPLIhJ53L6L952LYf3C9/794lb3W5z5bw+2zpQjMXVbiZl8rPBLQqyBO3tTBBrBwmayrQZlIVzpnLzGX1u50fK9pkaXlMFpc2fzOPVXbzrt9Wvbo0rVrVBmajojwmmytSDh49JhHnzpsMqkibnbXn6BHZc/CQDagFmbFkNXNntahe4///nuj49McEwi6Ycf6xY6s8N+lraVGlunSp20AKmPFUK1ZMGlSoLPc2aCxtRr0i+/btk2HDhqVJQPgqPUafvWxaBLJ+//13adeunWtQsGBB2bNnD/+QwxW5egvmbyoNAQQQQAABBBBAAAEEEEAAAQQQQACBuAXO/vdFNIGsuH1Sc6sGrHT+qrxmTqBgO/dP4q5WuHARWbRokbz++usyYsQIOy/VpEmTZO3atfZLeA0waSZXajfNELvnnnukVatWpgzigdS+XIY5fw4zj5OvNf09oQHT4ECTgaVpTiZAZYNEZqCvz5ohdUuXlUzmnWtXu460vL6mDVZp4DUoKFAC/f//Xbxg5p8qkiu3LSt4xMynFW2CTGdNIP3c+QuSLTizZDbZWDmzZZXMpkzg4RMn5UxEhEz9c4VM+uM32WsCV9pXE7fOm+MWb9kolQoXlT5NW5iAVHEbfMoXqsEyM8+WZomZ8QSYQIW/Wa5nDpr/7FB59NNxdi6tx2+9XU6Gn5WcebNKDlMecc7A56Xqc/3lBlM2s40JCNPSXiC1A1kff/xxjJvS31kahG/fvn2M7aykvQBBrLQ354oIIIAAAggggAACCCCAAAIIIIBAuhIgkHV1HpdmWHlnYyVlFJnMF/XPPfectGzZUvr06SMrV66UjRs3SqdOnWxQSfdVNxktaVEuUkse6g/t2hVw5p46abKmIk3AKbMJRvmZuaVMOEuOmTKIQQGBNnCqwdMs2XOIv8mMMmlR4tFgl+kbffy4mAme5MTpM/L7jm0mGHVOBk36QioVKSah5u/Bhego2bz/X1m2dYsJcuWSZpWryYKN621g6o5ateXDB3pL4QIFJFvWbOIf4C9a3vDk8ROyy5QKXLZlk7z243S5rXJVubf+TZInR3ZTajCLmMmwJCosTPzz5RP/QoXFs3+/vHHPfdL8tRfl/kZN7MPKeiazBJnsxWAT7BrQsq088+yz0tIEZdMiCHztvi3Jv7PUCmRpqc5vvvnmkoH973//I4h1iUrabyCIlfbmXBEBBBBAAAEEEEAAAQQQQAABBBBIdwIEstLdI7MDvv7662XJkiWiWQYauNIvgXW+Kv25+eab5YMPPrBzv+j8WjQEkiuQ2WQKaragzml1xmRl5TBBJMme3WZkFQzNKev27ZE2Zu6qaE+0+EeckWgTpPIzAS07b5YJXmkG1hETdJrx159mTqvD8kybO6VOxUqSyZzTz/wv2gTH/KKiZc/RMGn/zhsyb8M6ebpNO2loSgQGZMtuzuVvSwPq+DUwpgG0nMVKSDGTmdXAZDT2uKmJjPx+ioyaOU36395GriuQyZYalPAz4okwgS9znShTzjCbBMuQdnfLl8t+ld5NbjWZXmclk5kfK8BkdN3XrIW8/dMPNsvxlltuSS4Vx12hQGoEsjRTVc+rrVChQrLfBDS1zZ07V3bu3ClazjUpTUunJvYfIDhlVhPbPynjuFxfDd4ltcSsZlrqfJn6DyXSqpm/3TQEEEAAAQQQQAABBBBAAAEEEEAAAQQuL6CBrAhTvouWvgR0jqqePXvaOaq0xKDzpeXChQulqplbSANdY8aMcb/ETV93x2h9QUDfqRIlSsjBEydsEOvs0aM208ovd24Z2PoO+XHtX7Lp332yc/8h2bR7n4SFHZFo/V1ivgyPMgGsA2b9rTmz5MCp4zKp7wBp1OgmyVy0mATkySv+ufOIX3AWk9F1Wh76eKx0rFtPvn/6WbnJ9AnInFk8JugVfWC/RJusq+hDh8Rz8IBEmfmrLuzdKxIRLv4miJa/ZEl5u1sPKZgzVMYv/kWOnTr9H5vJBDOBLFv+0GSGaStkygeO//UXE3Dz2LKHminmuXBeQsxcXT1vbir333+//RL/vxPwcRUENOCkgZSUat6lBJ9++mn7O1HPrQGbcePGxXmZadOm2d+f+jt09OjRdk44fTdKmnfN+fvQr18/W8419gn++OMPadOmjeQzWYDaV3+0TGiLFi3kl19+cbvrf29r1qxpr1PLlLKMNNmDTtNSm3Xr1nXH8Ntvvzm77Gfv3r3dfT/99JO779ixY/LQQw9JqVKl7LyKuc3fUf0HDTNnznT7OAsffvihew4N9Ol/PwqYjMdcJhvyjjvuECcA5/RPrU+CWKkly3kRQAABBBBAAAEEEEAAAQQQQACBa1CAQFb6faj6ZeXjjz8u69evl3fffdd+OakBhB07doh+cVu6dGlbfnDkyJHy559/yjnNpqEhkEiBG2+8UU5FRshxExQ6aYJEGlDyN/OiFSteQib36SdjF/4svT//n/y1a6dkNfNbaXBVgwQ699USU/IvV0hWebZte/HPm88GwKIPH5IoE/i6sG+veEzGSLexo+XBm5rK0+07SYApGxhlglbHTbAq7NhxORUeYc51MegQbr7o/+fAIdm2d4+cNeUCo01WjZYr1Otphte/JrNKs8U0CKAtOvKceMyyzQoz65oVFqkBEnNCE+IyzfypfU3mST0zt9eePXvk4MGDdg9/XD2BlApkaZnVZcuW2RvRMpE6j1/37t3dG/v000/lvMnoi900GLRu3Tr7s3TpUtH3/7PPPpNdu3bZrrt375a3335b7rrrrhiHLliwwPb94YcfTDA3zN2n9zNnzhwb3NqyZYvdrnNR6pyIep1Vq1bZrFrnAF3//fff3THosU7T/05PnDjR7tu0aZMNduk+nRexWrVq8sknn9gMM92m96FzKLY1c731799fN7lN33PnHj/66CMZOHCgHD58WDSDS/8epFX2GEEs95GwgAACCCCAAAIIIIAAAggggAACCCCQGAECWYlR8t0+Bc38Pvqv9JcvX26/NNUvbfVf5Z88edJmAWgQq0GDBlKsWDHp0KGDvPzyy2Rp+e7j9JmRaVZIpPmyf6/JwjprAqAnjhwxgSYTyDKZTTVvqC1f9x0oP/R/VjqaL/uzmAwqEyWSXSaLas7fq2XUrGnS6vqaJnB6XqL/CzyJCUyZiJL4mQDSB3N/lOrFS8rddevb+40ypQd/MoHWp7+eKC9O/06Wmy/9D5ttR0wgYMjkb2Xhpg1myi0NQdnIli1FqGUJgzMHSfOq1W3W11ETPPOY//mZ0obRJlCm5Qo1qPbr5k3StGJV8ffzl6BALZlme4nH3FtIJhN8M1sOmfuiXX2BlAhkaUDHac2aNbOZRvo70Zkv8MCBAzJjxgynS5yfmqWk74RmXo0fP95kEjZy+82ePdvOR+hsGDBggM0+1PURI0bY37maKaXX1KbZTd26dXMzze688067Xf/Qczlt/vz5zqL91OCY03TZyZpu0qSJzZzSd1t/7+/VDEXTNHPy1VdflYcfftgNRr311luyePFi5zQxPvV6GgjWzN3splRo165dY+xPzRXmxEpNXc6NAAIIIIAAAggggAACCCCAAAIIXKMCGsjSpv9SnJY+BfRL2ptuusn+6B1oRoKWj/r+++/tv7Q/ffq0aLaAZik88MAD9ovL9HmnjDotBLQkmQkZydgFP8tHPXqZ7KhwCTRZHiHmd4W/KZeWKSREAv/LfjplyqS9NOM7mWnmwCpmSgYWzpVbuox9RzrVbSDdbmwkJfLnE82K0XYhOkrGL1ogn/Z87GJmlMm00iDZ4dMn5YnmLWWvCZa98dNMuatWXZmzbrU8eksLaVKlsgSYzClzEjFpNPY8+ocGsjRYNm7RfDlq3m/9Uj6TmQsrxATVAk3fMBPYesvMezWtzwDxN/NshWQJNgf5m37mNCdPiGZ5aXOyuOwKf1xVAQ1kaVDFCTolZTCaYTVhwgT3kHvvvdcu58+fX26//Xa3xJ5mIcXOqHIP+m9Bz6PZTNrat28vxYsXt/8wQNe3b98uFStWtEFSzYTVpvMQtmrVypYL1HWdZ61ChQpStmxZqV69ugnCXsw/0rJ9jz32mD32xx9/FA00aZs3b579dP7QcoIauNL/JnsHu3Qs2vT3uv7DBW2aQbVhwwY3eFWvXj3p0aOH3ffCCy+IlpqNq2nZRf1vgV4nLf8OEMSK62mwDQEEEEAAAQQQQAABBBBAAAEEEEDgsgIEsi5LlK466JesWmbwjTfesF++aqkrLVel5bGymbJwNAQSEihfvrzNQNFMjj937ZQbSpYSzXY6a7KrcptAlJ8JBmnTjJAHxr0ve44ekT+Gv2KysoJscOqCCXB1eu8tmf3hKpn8aD8pkj+PzYbS8n5apjA0JIt4zBf7/iZgkdUEle5r2swGxyqb8oCVCxeVJq8Ol7xmX71yZcXffEnvb8qwRZlSgqZooZw7H2XKFp6UvKE5JDRbVhnZoYt0NkGzL3o9IdlMacPwiEgpmCeXfLJwvpQ05Qz1PLlMPw1emQGbObcOmBKJp+SgCWTp+AsVKmTvhT/St8D06dNteTy9Cw2EacDIaVpS0Jknau7cubbsqmasxtU0a9UJYOn+0NBQ0b8POveVNqdsoAZN9ffs6tWrbblWneeqSpUqotlSmgWmWVqx/2FI4cKFbTlADVJpacB//vnHvn9awlCbvov7zXuu82VpkEqDYbNmzbL7NBDWrl07u6y/y52mATrvUoDaJ7MJ5Oo5lixZYrPAYgcFdRxOoCv2GJ3zptYnQazUkuW8CCCAAAIIIIAAAggggAACCCCAQAoIeE9e78zL4b0tBS5xRacgkHVFfD55cCaTwZInTx77o1/E0hBIjIB+Qa+ZGjVq1DDl+n6QiT37SID5Ej3cZGKdNfNO2Ywnk33y7R/LZO+xo7LkhZEmeyaT+JtMLNNRAs28VV888qTJ0Joqnf/3jkx74mnJb0oRZjZ9KhQqIiu2bZNiJjBlarGJf0ETRNIIk5m7SoNjuU0AolOd+ma+q6M2o8rfBBGizNw9nqgLcuDocXl/3k9yW7Xqkj9XqM3Gqm/e6y8efVI2mDKC5QoUlIpFisp5cy49vm+zVpLJZClq6cENu/dIcXPNcyZjZ5cJ6g7/frJ0M9k6WpKT5hsCyc3C0tF7lxIsUqSIvP/+++5NaUBH32kNWuqPvtujRo1y93svaIAndvMOEnn/N1vPoQEvZ5sz59SYMWNsAKtjx47y4osv2nKuzjk1yKRBLG2ajaUZW065wMGDB8sTTzxhM6O0jKAGtXbu3Gn76jxdzrvqzLOlOzRTS3/Hezfn/19ohpWWUCxatKj3bhuUc7LDYuxIgxWCWGmAzCUQQACBxAhs3LfK/AcnynYtmqeU+RdGMf9jkphz0AcBBBBAAAEEEEAAAQTSv4DzxZZ+QeUs+/pdEcjy9SfE+BBIG4HSpUvLI488Im+++ab0+3qCvNG5m2QKCJRoT7REmhKA+vP1sqUyoEVbCdSsKhNs8oSfNkGsQPHPl0+ymKytQa3ukMkrlsm8dWulU/0GNhA2utsD0mfCx2aOqgBpUqmK+Jn5h/RL9wD/AMmZPZsEmZKAxXPnldl/r7JBKo8pYxhtghB7w46Y8oAzpXvjm6VmmbLiF5pT/IKDTYaXn8neKiKVq1QVz+lTplbgBVuiMNIEsqoWKS75NNhlxrdk6ybZ+9sRGy+buvJ38csWImPHjnVLvaWNKleJT+BKAli7d++Wn3/+2T21ZjkNHDjQXY+9oHNdDR8+3ARjdZ60mC3YvFOxW+xMJme/ZkEtWrTI/h3Ruba8/zuv/93//PPP7bjWrFkj+czfCW06L9YzzzxjlzWI5cxrpUE2DXp9+umn8qeZI+6XX36RnCbw6zSnlKCua9lFp+l/szVIF7s5Qap9+/ZdEsTyPm/s41J7/WIOZ2pfhfMjgAACCFxWYNLysfLFryaV3fzsPLz5sv3pgAACCCCAAAIIIIAAAteOgH6JpV9e6ZdMzo/3F1vp4U71SzHnX4anh/EyRgSuJQH9MlvnkIr9k9b3qF+Cv/baa9KlSxf5ZdM6aT/mTdlx6KCd10rHEm6CWFsP/is3Vah0Mdh06qTImXAx9Ssl2mRimY2SPTiLDG5zl/y1a4fJ4rr4RXtJM0fRmPselO9X/SHd//eeDJ86Wb4xga7zJitLW7TJlPH395MIEwSLMgEzOX9Ojps5rwZ+O1E61Pk/9s4DMKoy++L3TZ90eseAdGmCgICFIlgAC2DXRcUVFQtrXVb9665Yce11VWRF115QsIKiggIiKAoC0qQK0kmb/j/nC2+chIAJJCHlfjqZN+999bwhk3m/d+7tKV0Ob5Hv3sL+6MYNEl23VmJ4Rkw34wSLUTvMPcOfJDtysvMBG/J0jTphoAzv0VO8cJD1bXeE7MAcK9vvZiNQFfxxMACLchD8lCSv06ZNm4TQqahiw5+ijhW1r1evXvLWW2/Jtm3bTOi/66+/Xlq1ahWvyvCAr7zySvw1j7Vr1868Jqiyc1516NDBgK4TTjjBHGP4wtdffz3eLhFiZWZmxvePHDkShsbIPh89evSI17U3GG7wUBV1Yh0q5XVcVUAVUAVUAVVAFVAFVAFVQBVQBVQBVUAVqPYK2PCqqlwUVUdWtX9LqwCHSAFeRC98kZm/V3ihurwLgRpdK507d5abb75ZznrqIWmQUUP6tWkvNZKTpUfzlvEQbVY4YgAU81ZZe5wiDOu3busWhBzcLgFAp1Shy8WSZnXryX8uGSWr4cJatmmjnNy5i3FUcX0M97cVjiq/xy1OjB+JxmTR2rXyO+BYdwAsy+9HXquNCD+IC/cIl8bwhggSJ37o48wBREMbhhAc3Lmr3Pn+m/LO325CqEOXOOvWl84er3Rq1gx5s3LlzW9ny0svvSSjR48ub1l1vAQFDhZgEV4RYtmFuZ7OPPNM+2WB57Fjx8rChQvNvmeeeUaGDRtW4HhJXtDtNWnSJFm6dKnJOzhlyhQ55ZRTzIO5CJmTywZlm/E+Tyx0Yy1evFiys7NNTi0es+HVgAED5L777jPuRDv3VZcuXSQzAVzx36NdCNAYOtEDOMvC9dFldsQRR5jH8OHDDRC36/O5KAda4vGy3FYnVlmqq32rAqqAKqAKqAKqgCqgCqgCqoAqoAqoAqqAKlCEAry4XFkdV0Usp8AudWQVkKNEL+ycJCVqpJVVgQqoAIHaDTfcIAsWLJC/4dmZliqvfDdbHvr0A6mZnGLyT9nTJmh7YMp7smHLNtmyc5d8vXSJPDH9Y1n22wb5Chf9s+DyDKMOQxHuhGvr61+Wic/lMc4pAjOWXECp+b+ukpb1GpowgARhBF2ndOxijjOnkQFYkajMWvKzvLdgntz65ivy1Kcfy/ZdCLMGqMHSpXlz6d+2g/z9tZdl69o1EoEry8KFfkedupKclCz1EY5w4sSJAgpn6uuP8lfgYAEWZzxt2jT59ddf45NnqD4bJhV+HjVqVLwe261cuTL+uqQb6QifSVhFiPTpp58aGMqwgVu3bpXJkyeLDaDYb2E3FCFW4dK/f3+zq3fv3lI4pGGiC4uVRowYEc+DtR2AePDgwfLRRx/JzJkz5dJLL5W3337b5OIi3KOjs3Cx/60V3l8erxVilYfKOoYqoAqoAmWgQAT5s6Kxou+oikTD5q6m4gzLP+Ryglm4EylcnOqmTigSLHbdxIrhaMjEwU7ct79t3hWVG8wu9lr215ceUwVUAVVAFVAFVAFVQBVQBSqCAlUZXiXqqyArUY3ibduhnYpXW2upAhVfAV707tSpk9x9993yy/LlJhTfqaeeKmvgsqIbikCKKIgOqHN7HyP/eu8NuXrS83LXlHfkv5dfJY8hD9YjgF4EXG/O/kZen/21jJ/6nkz54Tvphtxb+QXXDZDbZ8P2bfLF0p/lpA6djRMLlEmCAFk5oTzj0pLcPLGSkkzIwWPbtpNzevaWhy642OS8euazTyWLbiyUJJ9XRvbtLz2atZSrn39Gps+aKdFdOxGeMIS8XQ4YtizjoFGEla9+ef8sDYDFOT/33HPxqXfr1k1at24df11447zzzosDIl5De/bZZwtXKfbrBg0ayEMPPRSvz3nQIVW7dm05/fTT5bfffjPH6MgiZEosXbt2laZNm8Z30Rl13HHHmdcEWMcee2z8GDcKQ6xkuCA5XhL+HbAQojE/F9sxDCELc3A9/PDDZrsi/dBwghXpbOhcVAFVQBUoQoHpP70tP66ZY46c3u0SA3Sm/fSWrN2yHH88OeSw2i1lSNcRUietgaxGLq1PF74ha7euwB9mTsms3Ur6dxgmTWrZf9zlD0BgNXPJhzJv5ReyLWtzHIal+NLliMZHyaAuTLyabym2p0RoxrksXPONbNu9WVL9GdKyQUcZ0uVC+eiH12TV5p9N1XN6jZb6GX98qDJ56xeL30O72bJ55waT/LR+ehPp0LSHHNtmkPkD0B6DzwRk3yz7RL5d8blsz+YftmGEB3BIelIt6ZzZS/q0OxWJXPdOmJnYh26rAqqAKqAKqAKqgCqgCqgCFVEB5ouyw+1VxPmV9pzstfoRxkuLKqAKqAK86E43yPChw/DdPyq7EBbNBTCUjAvwjWvWlqcRKpDwyZicYLAKo84rl18rc1b8AnA1X2qlpMgFvY+T1o0aiNftMddH8uDO2gr31ouzvsR1DKecQoiFZ0KmZrXqytMzpsmI3n0wjlN8cHMlukl44+xzIy+XFjdcLef26C1+uMdcqamSjLZDu/eQ047qZk6ahesrltcnu5GnaCMcLOcNGVygH1NJf5S5AqUFsLZs2WJcT/aEL7zwQnuzyOeMjAwDhP73v/+Z43Qq/etf/yqybnF2XnnlldK4cWMDd+fMyb/eZ7erUaOG3HjjjTJmzJgi32MEXY8++qipTqdWCv5N2IWhBQmmWNq0aSNt27a1D8Wf2f6bb76Ryy67zLgkg/j3w8J/F0OGDDH57PYH9OIdlfOGBXqo4LicRdfhVAFVQBUoSoF/vvlXyQvl3/lzNkBQ58N6mWrvfjtB5iyfbrY7Yd9Pa+cA7BR0YKX5a0jv1ifJJwBYhR1Vyd40uXLgP6VmSl3TB/9Ie/mrh2XRunlFTcPsa1yzuVx2wm1xkEUH1bPTx8kagLPChcDK5XDJum35duorBvxTmtZuYaoFw3kyYcZ98uvvywo3M6+b120rfznuBvzxmQ+l+JE0Yca9svy3n4qsz51HHd5HhnX/6z6P6wFVQBVQBVQBVUAVUAVUAVWgIipQ3QBW4jngHeIVFWTxDvuWLVuaC4aJcz5U28xrVDgk1KGai45b+RWg89O+SF3aq6Grw86nU5K+OZ9GjRpJtwaNZfzZ+fDAAydWRmqyAVOmr+QksdIywLMiEkOYwDBcUjE6oQCh6MjgdY28YEh2ZWUDhkVMGMErXnxWBrTrKM9ddgWuZeTX2rB1u/S99w75x6AzpF+79sbx5cS/MRbmRKIbjI+bXn/J5NN6adQ1UqdWDXEidGAM7iuODSImVs2aEt2xQ56GC2zsG/8Tgge6dwoXro35irSUvgKlBbBKf2YH1+O2bdtkLXK35eA9fthhhwmdWomg9eB6339rhq/9+eefhb8nmiHnGwFaRS3qxKqoZ0bnpQqoAqpAEQr88OvXcDk1gW2+L+5ICsWh1a7c7fLh968IYVavVidKdmCXzP5lmnE1cfvLn6cIXVwsv2z8MQ6wCI/ohqqRXAdJU1fI7OXTzJ1MBFIESW0b5ceOpjPKBlj8MO3ZcqA0AahaAzhltyliuvL5oslxgOV1++Wo5sdLkjdV5mBunPNKuLdmLv1A+rcfapov2bAgDrAI0nq3ORl3WtXDnU6/mrVyLfNWzJB2jbrG51bUuLpPFVAFVAFVQBVQBVQBVUAVqEgKMPcVLxJV16KOrOp65guvOyY//LDQhNIiQNBSugpcfPHF0rdv39LttAx6I/gaP368jBw5UmpOeVdG9T3B5MjavH2nyXHlw3En4JQFAGUBgOOKPmYRkyhcWVG4WUMARQECLRSGC3znu7ky/qP3pBVyYd0x9CzTRwR1mRPL73HLhEuukKtfmoA0CgE5ueOR5rhpnPDjxPad5IbXJsncFculp6OVpEVi4qlZQ6yMGhJBPq4cOLBWATQ89dknJuxcly7510oSuijXzalTp8oHH3wgw4YNM49yHbyUByvO52NVBViUsiYAKR+HotAZ2bFjx0MxdInHVIhVYsm0gSqgCqgCh06BJG+KXNLn7yaUH2exZfdvJuwetxly7/xjxsRdUAy5x/B/LL/v3mie+YNhAE/sdLb8tmOttEI4wC7NjjXH+PzbznXxsIDbs383+3mHE2GUXQZ2PMuE9ONrusUY5u+jH161D8efd+ftMCEL7R0jjrtemsF5xdIl8xi5771rzTbDGvZudZL4PEmyCePbpU5aQxPakGENGQ6RTjIebwDnV4Mah9nV9FkVUAVUAVVAFVAFVAFVQBWosAoQXNGBVZ0Bln1yFGTZSlS/ZwKrJUt+lqeffkYmTZpk/k1UPxXKfsXHH398pYBYVOKiiy4yqQZGjRolr82dJWMGDpKeh7fCTbsZkhL24fqGle9G2bUrLhxDiTF6C8HV1qzdsnTjBnng4/dlPXJhdWjcVB5H/iwXrous/31rvA03mtaqbXJrjZzwlDw27SP524mDpUF6hgkvyPQH27Ky5K05s+QwOMEufPYxeWHkaOnU5DBxI+QcZoGbg8OyfNNvchVA2G7cTPzu44+bcIUFBtEXZaZAVQZYZSZaFexYIVYVPKm6JFVAFai6CrSs3yEOsLhKOqjsUje9cRxgcZ8dPpDbQSQytYuBQAVyVkVk0451xhW1K3ebXQ13NuW32Z27Q3KDf9jhj25xQrwON3q2GigfIycWYVdi2bh9jTAMIUuKL00y67SJH85Irg0w1QK5u5abEIobtq+W5vXaSd20RvE6C1bPlMXrvxOGHDy83hHSumEnaVG/ffy4bqgCqoAqoAqoAqqAKqAKqAIVWQGCK95hruUPBQiyKmpYwT9mqVulpQDh1ebNm43z6oknnjAwNy0tTU477TQ566yzyi1kVmmtp6L2c/3118vKlfnh/SvqHIuaF/MQDRo0yLwXHvxkKgjVVERu8ZhQgKnIP9W8bj2pm5IqFsL/7c7LlbXbtuLG2x0GKuXAjUWYleZPAnS6AtApc2+HFS5R5IWD8vUvywzsciAtw4PHHi0fLpwjT23YKAG4tWr7vXJmyxby9/atxO1oK1fP+EpGTngS11NS5ejmLU2fs5GP6/esXWYeU6dMkf79+xe1HN1XBgoowCoDUStplwqxKumJ02mrAqpA9VQgxZdeYOEupzv+mqEEEwsdTPsqBFQMTcjwfSs2LcIff4G9qtoxeLfu3hQ/RrcUH4nF4/ICUqXjj8odibvhEvvD/ZUTyJZxb19e4HjimDv3wLNWDTsaYMU5sQRCufLz+vnmMWX+JKmT1kD6HXGGdMrsZe6IKtChvlAFVAFVQBVQBVQBVUAVUAUqiAIKsIo+EbwgqaV6KMDcQGPHjpUJEybEnVfnnnuu3HPPPVK/fv3qIUI5rXLcuHHlNFLpDsNrDrVq1ZLp06fL8uXLZd68ebJq1Sr5+OOPZdmyZTLn15UmbxVHZV2GPsvMzJTu3bvL888/L30bN5SOtWvL7a+9KGFcG2lUoxZyavEaiYVrHCFEn9kuO7J3yYlNm8ioVodLt/r1xIf8Vpcc0U4uPiI/Sgz7ZVQbP+BZBLm1nunfR2Zt2CDT166TaT99LxE4v3wpKfLAv/8tw4cPN7m8SlcF7W1fCijA2pcy1XO/Qqzqed511aqAKlBJFUiEVlwCI0PbxZ0AtOx9RT3TWTVhxn34g26NOcw/2hrWyAQ8aicbkHvKBki0zbPEYK+3SwQ2+qJKJLr3ftvJxfpRJGPNDf3h5rL74NgsnBOLy+GWvxx3nXyz7FOZs3y62CENzUH8+H3XRnntmydlG0Id9jvidHu3PqsCqoAqoAqoAqqAKqAKqAIVSgGGENRSUAG9IFlQj6r6Kjs7W+6//36ZOHGibNqUf0PkBRdcINdee6106NChqi5b13WQCrRo0UL4YCH8xIWIPbmw/uiYoQRZCEg/++wzmfnrr3JJ+yPkog5HSAzXFh76dr4cWaeGAVW1kEurlq8NXF0OceDaRhJeOxwMUYhXuAzhdbkkGfs8gF50DDLHVjacooFQWE7GPAZkZko2cmgt275Dpteqa96/f8xEt8paAf28KGuFK1//CrEq3znTGasCqoAqcFAKME+WDbAYwu+83ldLsjfN9PnG7KfjfduAKTFkYSgSlO1Zv0uNlDrxejtztiFBalb8tb2RWKdWaj25YfCD9qH9PjOX1/HthpjH5l3rAdUWy/LffpKlG3AX1B5YNnPJBwqx9quiHlQFVAFVQBVQBVQBVUAVOFQKaA6svZXXC5J7a1LV9uxC7qIXXnhB7rvvPtm2bZvJd8SwgTfccIN069atqi1X11PWCuy54TVxGPsahdfrlRkzZkirVq1k7Kxv5OVTThQP6nerV1c+XbNGbuzSGRFkEDHG78P1C1yrAPvKAZAiGHMiNCHiAkpWLFd+37nTwC9HzBKX2yl109OlDXJyRVFv5cbfJBaNybi538mdyIGlpfwU0M+L8tO6Mo2kEKsynS2dqyqgCqgCpaCA7bRiV71bnRgHWMxptWnnur1GSE+uJelJtWRnTn5y1Gk/vSXDjx6Fe5ks/HEXlQ8WvLxXG+5g7i27MCThum0rpXHN5mYXYRiBGfuth1xebRt1wTxSZe7yz+AGWw3H1Qbpdnhf6ZzZ2+TJ6tlygNn/2Ee3mPYMM8h8W3RuaVEFVAFVQBVQBVQBVUAVUAUqigIEWMz7pOUPBfSC5B9aVMWtLECCd999V0aNGmXCsTkRru3oo4+WRx55RDp16lQVl6xrqgAKNGnSRMaPHy/XXHONDH7nfTm5WaaM6tBOPly1Wu4CeLr5qC7GXeWG48oJBxafU/1+8+zBe9TEtYEji2AsjDCCeXB37YSLcMvOXaZdEPuuQX4sf8OGcs4551SAFVePKejnRfU4zweySoVYB6KatlEFVAFVoBIr4HX747NnyL5GAEt0OH0Fd9P6bavix+ycVYwPfUybk2Xq/JfMsfmrvjJh/RrVbCarf18ad3XFG+7ZIJxq1aCTLNv4g9nz+jdPyXFtBknjWodjrKny45o5Zj/hVYcmPcw2IRrnxLIZIIvhE+kW25m91QAucwA/6gOQKcCy1dBnVUAVUAVUAVVAFVAFVIGKoIACrL3Pgl6Q3FuTqrInGo3I66+/YSACQRZDsrVv396EEWzTpo24AA20qAJlpQDh09VXXy2NGzeWG2+8UV5fukzewIOAKgAA9ePWbTLiiDZydru24kJdCyArNxCQrNw8XP+ImGnxxlwX6jPMIOFrTeTso1NrDdreN/dbWbx9u3z7ySfi8ew733hZra869qufF9XxrBd/zfqJUnyttKYqoAqoAlVCga7NjovDqmUbF8p9710DV31+bOkkb4rkBPJDA27ZvTG+3p4tB8r6rSvl+1+/NvvWbl0ufLB0bX68LFk/X7IDu83rxB+Du1woL3yxwYQgpLvqrbnPJh42CVRPPeoiJF/1mf392p9ucnIRZmXl7ZSXZz5SoD5fOB0uOe2oi/farztUAVVAFVAFVAFVQBVQBVSBQ6mAOrAKqq8XJAvqUd6v1iCs2qJFi2Tjxo0SQr4fBy7O16xZUxo1amRyD9WqVcu4UEo6L/b1xhtvyMMPP2z6jwAYHHnkkXL77bfLcccdJ0lJSSXtUuurAgeswBlnnCEMW/nVV1/JLf/4h8yePVuuP3mILPh1lTzw3ffy2IKFcm3nDtK+Th3pUL+eZKQk4zpEvgOL10HMpRC8DofDsgnQauHmzXLH7HnCrN1z5syRrl27HvDctGHxFdDPi+JrVV1rKsSqrmde160KqALVVoGjWw0wwOmLn9+HbT5kAJbH5ZXj2g42QOr+ydcisGBMlmxYIAz753Z6AI6cclavK6VhzUz5ef0C2bj9V6mX0VjaN+kux7Q+We5658q4nm7XH3cp1UlrIFedOE7emfu8/PLbj7Dl/5HgumGNTBnY6SxpDbeWXZib66/9b5XPF70r81bOQP2CoVha1G8vJ3Y6Ox6W0G6nz6qAKqAKqAKqgCqgCqgCqsChVIAuLC1/KKAXJP/Qory26IT64Ycf5NVXX5X33ntPVq36I8pGUXPIzMyUXr16yTHHHCN9+vQRvibo2lcJwMXy6aefGng1a9YsU61Dhw5y5ZVXytlnny1+hGrTogocCgX4vj3++ONl2vTp0qVLF3lz3myZe8c9uPF2q5z/1CNy17fzEcnFkhS3RzrXri2Xtm8nTVNTTI4spMOSCO7pfWf5CnkZTq4dgaDUrVdPlsybZ4DvoVhPdRuTvzvUuVndznrJ12uBOufffl/yttpCFVAFVAFVoBIrwHCBdFsxLF+dtIb7vQuP9VJ9NeKOqcLLvvW1ESYkIfffNORhqZFSp3AVA8a2Z/1uHFYZybUlzV9jrzqJO2jx35WzTXblbhe/J1nYhrBNiyqgCqgCqoAqoAqoAqqAKlDRFNiOO/i15CtQ2QDWeeedJy1btpQxY8ZUiFPIC/I+X36kiuJOaMeOHcYJ9dxzz5m8VGzHcGt0RfHBC8S8/EcXFR2DOTk58WgcrMsxTznlFLn11lulbdu24vX+8b0riFxBdHTdcMMNQnjFuvXr15ebbrpJLrnkEg21RgEPcendu7d899138sQTT8jIkSMLzIYOI57DsijJyckV7vx//tln0v+EE+S/l42W07p2Q5jLmHy2+Cc56/EHpVv37sZdRfuVCSGI1AncDuMRxeOII44w7/Nhw4YJf48dSKHW2citVdZl6tSp8sEHHwjnyocWVaCqK6BOrKp+hnV9qoAqoArsQwECIbqhilMmffWQbN65XpI8KdK0TksZcdwN8WZ0WDGnFgvDAhI2FVUYb7pmSl3zKOp44X10fxGGFQXECtfV16qAKqAKqAKqgCqgCqgCqsChUkBdWH8oX9kA1h8zr7xbCxculIEDBwpBFguBFZ1R11xzjTRv3ty8JngixKJbi+H/CF0Zfm3SpEnmmfumTJkiH374oQkN+OabbxpQtWHDBjn//PNl7ty5ph3BGMMIXnjhheq8qrxvmSo982MR0rJnz57yz3fekJM7d0GOLJf0b99BerZoJX0HDJDpcGstW7bMuBZXrFhhoCxDBnYH4Kpbt+5+b+6t0sLp4lSBCq6AQqwKfoJ0eqqAKqAKVAQFWtRrbyBWTjAL+a8WyEMf3CQNMg4zTq7fdqyJT5G5s/jFRosqoAqoAqqAKqAKqAKqgCpQXRQoz1xYBBR22CW3210uEhPS0c3xZ0UB1p8pVPrHV65caVwYBFgej0euu+46ufTSS00YtP19L+O5IpyiC23nzp2yePFimTx5svznP/+ReQij1rp1a+NKYXhCAi46s+6880654IILzIX+0l+J9qgKlI4C/P34zDPPSKdOnWT2L8vkuDbtcDutJT1btpYFCxYYZ2Lnzp2FDy2qgCpQeRRQiFV5zpXOVBVQBVSBQ6bAichdtXbrcjxWmDnQlcVHYsms01r6HnF64i7dVgVUAVVAFVAFVAFVQBVQBaq0AuXlwmJ4OUIrG2CVp6gc888glgKs8jwj+WOtXr1aBsBZsn79egOwGEpw+PDhxllS3NkQdGVkZJjcWMyPddJJJxkIxj7nz59vujn99NPl0UcfVXhVXFG13iFXgOFBGzduLAvX/mogFic0oH1HmfnltEM+N52AKqAKHJgCCrEOTDdtpQqoAqpAtVLA4/LJFQP/KUs3fG8ezFOVnbdbkn1pUgPhA5vXbSftGnetVproYlUBVUAVUAVUAVVAFVAFVIGydmERXjHpfUUuCrDK/+wEAgG55ZZbDMBizqv3339fmBfpQMuaNWvk3nvvlQkTJpguCAAILwnK6MzicYZa06IKVAYF6Eps37695CTkAmtYo6ZxKFaG+escVQFVYG8FFGLtrYnuUQVUAVVAFShCAVrw2zQ80jyKOKy7VAFVQBVQBVQBVUAVUAVUgWqlQFm7sCoDHKoMc6yKb0qGRXv33XdNKPdrr73GOKkOdJ3Mk8UL/kFc8Cc0HTdunFx22WXGfTds2DD5/PPPpU+fPvLiiy/K0KFDD3QYbacKlJsCdBj+9a9/lSWvvhkfMy8UlHbt2sVf64YqoApULgUclWu6OltVQBVQBVQBVUAVUAVUAVVAFVAFVAFVQBVQBaq2ApUBDlWGOVbFd0k4HDKQibmq0tPT5corRx90XmICLJa33npLRo8ebcIT2g6vUaNGCUEX93/22WdVUVJdUxVUgOD16C6IFuPgpe+YbMW/m+vGjKmCK9UlqQLVQwF1YlWP86yrVAVUAVVAFVAFVAFVQBVQBVQBVUAVUAVUgVJUoKxCCVYGOFQZ5liKp7pCdfXWW2/LsmXLzJweeOABqVOnTqnNr1atWgWAGEMK3nXXXfL777/L22+/Leedd55MnTpVunY9uFDykV27Sm3OZdGRMy2tLLrVPstRAeZ663PjGIlFYxg1JgPhzsoHWuU4CR1KFVAFSk0BhVilJqV2pAqoAqqAKqAKqAKqgCqgCqgCqoAqoAqoAtVBgXA4XCbLZDg3goOKXBRgHbqzQ3DKsH4sTZs2lfPPP7/MJ5OSkiIvv/yyDBo0yDixLr30Uvnggw+kQYMGBzx2YO3aA25b1g3dgIIKscpa5XLqH+DKcgJeaVEFVIFKr4CGE6z0p1AXoAqoAqqAKqAKqAKqgCqgCqgCqoAqoAqoAuWpQCgUKvXhCLD8fn+p91uaHSrAKk01S97XWsCfpUuXmoaDBw8u4JoqeW/Fb8EcQw8++KA0atRIlixZIk8++WTxG2tNVUAVUAVUAVXgIBWo2Lf3HOTitLkqoAqoAqqAKqAKqAKqgCqgClQ9BTZt2iQLFy6UH3/8UdasWSMNGzaUzMxM6du3b6mGVapoys2fP19Wr15tptWmTRtNUF7RTpDOp1opUBZOLAVY1eotdECL5Wff+vXrxe12y1FHHXVAfRxoo9atW8ttt90ml19+uTzyyCNy6qmnSu3atWXFihVCh1hycrKwDh1ahF5aVAFVQBVQBVSB0lJAIVZpKan9qAKqgCqgCqgCqoAqoAqoAqpAmSoQi8Xkn//8p/zrX/8SbhcuDHk0Bkm7eZHN4/EUPiybN2+Wf/zjH3L99ddL27Zt9zpe0Xfwzvfnn3/eTPOWW26RcePGVfQp6/xUgSqrQGlDLLqwKnJRB1bFODvTpk0zn3/8vGvVqlW5TopgasSIEfLOO+/Ixx9/bG4cKfzvgHV4k8WZZ54pl1xyidSvX79c56iDqQKqgCqgClRNBRRiVc3zqqtSBVQBVUAVUAVUAVVAFVAFqpwCZ599trzxxhv7XFdWVpYBO7uQMJ53iSeWhx56yACwnTt3yt/+9rfEQ7qtCqgCqoAqsB8FKrpDbD9Tr1KHePPGp59+ataUlJQkjRs3Ltf1RaNRmTNnjtAVzFIYYHEf5/jzzz+bm034ufvyyy9J//4niNPp5GEtVUyBnJwc4UOLKqAKqAJlrYBCrLJWWPtXBVQBVUAVUAVUAVVAFVAFVIGDVuCXX34pALB4h/eAAQPMnegzZ86UF154Qb7//nszzqOPPmruFu/SpUt8XDqwGO6oMpf+/fsLL1yy9OzZszIvReeuCqgChRRQUFRIEH25lwK//fabrFu3zuz3er0mlN9elcpwx+effy7nnHOO7N69u1ijsN7w4Weaz+dhw4YVaPPVvHky/j//2WfYQZODC47j5k2aFGhXWi/eg6PtLbjJ/jt+fGl1WS37KcoVXy2F0EWrAqpAmSugEKvMJdYBVAFVQBVQBVQBVUAVUAVUAVXgYBV4//33412ceOKJ8bB63ElYRcDToUOHeJjBL774wuyPNyrhBu8w513nRYUl3F9XwWDQ5CrZVz6QQCAgLpfrgO5KP/fcc4WP4pZQKGQuEHK8woXz5H6Hw1H40F6vqcOOHTuE4auKq8eBrpNjcW6lEVrNvjvcBn97LawMduTm5sq+YMT+ju1rKofyHHJOf/Z+3te8q/r+ohwoB7Pmov6NHkx/2rZqKrB06ZL4wlq0aGF+h8d3lPHG9u3bZeTIkcUGWPZ0+DvkiiuuMCEGjzjiCHu3bNm2TWZ+952kp6aKB/m9tuIzxgW3Fl/n4IaTbLh7ssrQ4TP9m2/k/c8+kyA+Jzm+FlVAFVAFVIGKrcCff2Op2PPX2akCqoAqoAqoAqqAKqAKqAKqQDVQgBfC7ELHFe9ITyy8OEY31sMPPyzPPvus9O7d2xxm+EHCLUIVu5xxxhlmH+8qTywbN26Uu+66SwjJatSoYaAN215zzTXCMISFCy/o8TgfDJ/0l7/8RTIyMqRhw4by97//PV49EomYfjt27Gj6JAzq1q2b3H///QaUxSv+ycbtt98eH++xxx6L12aOMHsedKV9+eWX0q9fPzMXrmPgwIGydOlSU5/H+/btGz92yimnyNy5c+N92RvU+7777pPWrVsL7/ivVauWeWZ+E16QtAGRXd9+/t///mfgIfPn1KxZU9j/4sWLZeLEifE52nm97DZ8Zo4VnrO0tDRJTk7ahwkOAABAAElEQVQ2Ocs4TlG6J7YrvP3tt9/KkCFDpE6dOqYf9sU+TzrpJPkMFywLF4aWtLV78cUXCxzOzs6OH2MdgjyWLVu2xPefd9555r113XXXCS8qE5hRszvvvNPUpY7Mwda8eXMzH75Px44du9d5rwjncH/v55tvvlmOPfbY+LonT55s1pf4g/+ebC35HtM79BPV2f+2Qqz966NH8xVYuXJVXIrDDz88vl0eG/xMK/y5W9xxGeKX7YuCv08iz+VShEishc/OnkceabZvvuyyvbreCVfXu6j3CD5L3p8+XX4HBEssuQBfX+L3/yf4jFuyYoU5tAPjTv/6a7Nv3Z6/Gfh7af6iRbIWn/csrG8/Fi9fbvbpD1VAFVAFVIGKp8Det+RVvDnqjFQBVUAVUAVUAVVAFVAFVAFVoJor0KtXr7gCmzZtMlCA4YlOPvlkA2lq165tQgjGK+3Z2IYLXT/99FOB3QxNyMILa3bhxbk+ffrIsmXL7F3mmW35ePvtt+XVV1+VY445Jn585cqV8b6vvvpqmY4Layx03NjQjXm6CFBmzZoVb8cLefMQSomPDz/8UN577z0h9Pmzsn79+vh41MAuGzZsiO9/8skn5c033xQ6eOzCHCqEWmPGjJFbb701PjfOk+NzHrNnzzaasg0v8jFkFMFS4cJxn376afkOd9DPmDEjHt6Q9QhymAPFLpwD+2ffhBr2efj999/tKuaZ8yqcw2zJkiXCB9tPmTJF2rdvX6BNUS8IURhiktAwsTCk1ccIG/XVV1/JggULTAhK+/ivv/4anxfhVGKhK8yeM/fb/fL82ft5nrm2b3BXv134Hvq///s/2bp1q9GJ4NAuBHp8UJsHHnjA3i0V4Rzu7/3M+fIc8Nyz/Pe//5XTTjstPn9uvPzyy3Fdrrrqqn2GCSvQqJK+SPz3VUmXoNOuhArwRgu71KtXz94s82d+jn700UcHNQ5v9OBn2GGHHWb68ft85jlpz3Ni54WPfYDPmjHjxskWuMHskuT3yzjchHDRnjCFT7z0ktz91FPmsBsu45X4PPg7QgW+/sEHZl9mo0YyH5+132MeJ+CGE7v85YYb7E3zvBw3O9TDTRBaVAFVQBVQBSqWAurEqljnQ2ejCqgCqoAqoAqoAqqAKqAKqAJFKHDcccfJBRdcED9CAPMSLlqdf/75UrduXTnqqKPk7rvvlkS4w8p0wAwfPrxA2Dw6k7ivES5qsRCqEPLYAKtBgwZy7bXXCl06dh1efDv77LP36QwiwGKova5du5pQgZwXC51dNsCiI4jAhi4durVYCIISwY/ZeRA/XnnlFRO2iXnB6KSyw/8Rktx0003GoXTvvfcad5AdZo/rpyvMLp988kkcYBGu3XHHHQZajB49Oq4jHU82tGM7vqYLzi6DBw8WOpu4fsIgQsCiCuGSDbCcCCXF80KX2ZG4I5+FkIlOuOKUG3Ax0gZNdDbRecULr3RLsdA9xvdQUW6A4vRfVB2+Z+bMmSPUhmCHQMsuXBcB1plnnmngD9+jdvn3v/8tiRek7f18PlTnMHEORb2fL7744ngVwsXEvDjU9N13340fv/DCC+PbuqEKqAKlowBhkl3osi2vQiB/sOCWOSkZktAux+D34R343d69Uyd7V/x5CD6P78Tn7+FNmwrdUZcipyU/Rx657TaZAbfv0/gMrQOn7434LFuAmwJYLsONF1fs+V1fIz1dNmHOdukAd+wk/M5l6dSmjbyDmz1647Oa5Qk4wZ7F5xQfH06YIDXRVosqoAqoAqpAxVNAnVgV75zojFQBVUAVUAVUAVVAFVAFVAFVoAgFnnnmGeNY4jMvaNmFziE6g/ggoGGoMxsm0JnDB/MU8SIay4MPPiiJuTkY3o53ibM0a9bMQAmGo2O5BYnle/bsKXRvEQTRyZQYys9Uwg83cmosXLjQhJKjo4fOMLq7EgEVHVfHH3+8acKL/JmZmWab8yGoYSjCgy0M+0cwRBDHwnk/99xzZpuQiC6to48+2rxmqD3CHhYb4HGbIQPvuecesx6GVhwxYgR3m3CJdCAx3xjL6tWrzTN/ECDyPLCwTWIOMwJCalhUIVizy224QMmQiSx08hBArlq1SuiwIuyjU25fhWMvQogoFoK7QYMGxXOicfw2uHDZsmVL6YQLpsXJA7avcYraz1B7XD8Lc7M1btw4Xo3zeP31181rhptkiEX7fchzY5+neANsHKpzmDiHot7PPM5/N9SZa+D72Ya1PD+80M1Crbt372629YcqoAqUngKJYXFLI29gcWfGsQ729yY/fxia1i4pCL16zZ7PFnuf/VwXn2Oj99y0QidVHsIBn4zPToYH/AI3DbD0xefYxLfekqcBtZ6BSysNYXrvQujW1vjcuAGfXz2GDpUI/k44EWFQn8Pv52SMx8J1HN+jh7yJz8lZ+JthKG5q8eIzQ4sqoAqoAqpAxVZAIVbFPj86O1VAFVAFVAFVQBVQBVQBVUAV2KMAnUMMl0eHFMEA3T0MD2fDE1ajO4QhBqdOnWqAQnHES8yN9Q/c8W0DLLYlUCC4skHOtGnTiuxyKC6YMRcSCwEWyw8//BDPxUW3GHMK2YUhlXrgQhpdPMz7xHXY4M2ucyDPBHaJYIRQzi4EEDbA4j5CIrsw7KFdCHr4sIsdPo/wio40uyQ6cezwejx2+eWX21XMM8dkDjC6tRIL3XQ//vhjfBfDQyaWs846y7jJuI/naH8Qy7Isk0eL+dIY4o+OOIa/o6Z03tGlRZBZFsV+b7BvOvcIgGzXAvNM2YXjExDa8C9Rc7sOnw/VOUycQ1HvZx6nG4tasvDfoA2xCEftoi4sWwl9VgVKVwHbacpe+TuvvAo/U5iDq3DI1ZKMz1yQtgO5JO1+3fOZ8w4dwngULr8k3EzBYyfBtf3YpEmyAi5eanQ+wp7aAKtwW32tCqgCqoAqUHkUUIhVec6VzlQVUAVUAVVAFVAFVAFVQBVQBaAAHTV0SPHBi2oMG8dQbh/syX3Bu9WfffbZYkEswobEnEVdunTZS2M7tB0P0D1DF0rhu+DbtWu3V7tEdxPDQCXCMVbOzs6Ot0mEQ/GdB7BROE9K4p3vhS8g2uEEOUwiCORrAiqGtSMMZGi5xLnyOIt9EZUXVhn2zy6J4MzexwughSHWcoSJShzXdqnZbey8YnxdHH3ohjr11FPj4QIJ1vigc44AiVCMoRybNGliD1HgOXEuPJDo9itQsdCLojS3IVZJNLe7Lao/+1hJ+ivJObT7t5+Lej/zGMMx/v3vfzca0/HHvHJ09NnhIvmeSAz7afenz6qAKnDwCiR+7iT+fjz4nvffgws5psaPvx83BJwYd5Luv8XeR0eNGiXpBxCqrw1utpiM7sZcdJGcgRsSChc7fxb3L4Nz90zkp1yP3I10eb2JcLIXwe3L0IR2qMHC7XmTRqITKwc3V2hAwcIq6WtVQBVQBQ69AgqxDv050BmoAqqAKqAKqAKqgCqgCqgCqsB+FCBAeeONN0wOIeYR+r//+7+424muJ8IJPrifkIKF4c2KUxjiiA+70EVTuCTuI9hIvBverltUKMBEpxIvlO3YscOuHn+2QzQxVGFplMSLnOzPBk3cLq4TiRqfdNJJJpwg23GOhHt0NdExRmho7+cz4U8i8LHD5ZlKe34UdcE1UR9W258++8oflTgGHXh0izHfFEPdUXO70PVF0Ml8X3TIFQaKrJdYn6+LWgf3Fy6loXlin6XRX0nPYeL43C7q/cz9BGynnHKK0ZewmKE7GT6RedVY6JZrijw2WlQBVaD0FaAz2C52+E77dVk/d+/ew4R7HTt2bImHGjJkyD5zG96PG06Ww021C25g5r8aBecz82VdePrpZpxLkFNwApyeTyFs4K/4nOwCR3EW/iZYsnKlefTCZ9O/MaeX8bvoNuRlZMhB1rkNIWmbwEHGvFm34DPhW4T7fRBO6wzkpmTpjXZscy1CEXaFa3cR8hvOhpN3DcZY9M03chjc01pUAVVAFVAFKo4CCrEqzrnQmagCqkApK7Dwp/ky6ZVJEnWEJc9lSW4EFyOiEbHCAUny+iWCCzJWDmL3W36Jup3icLnFigQlLB6xnC6JBHMlGIqJBzHA3U7keIg6JJSzS8Ko44gFxYULXhHLJV63A3350I9TXFbMXPCw8ByNxiQWDYjX4ZQg2sfQPhjEnV7RoAScXnG5YugvKBEf/pAOR8TlENwF5kK/XsmJxDDPPEl2BSTiTBJm/Yjk7hInLqxlJKWKH2tISc6Q1Tt2y3ZcOOKlt1ggT/wIs+RzRcSH8VM8SZIdDIgrmiWWoA7HiUQxjzBeuyXq9EjtFK9s3bFVIuEQl4eLchYu5DnEHYtIyPKK5U1H/YhEAruhDyQIYb4hhzjCueLwJYnfGZWcvFzJQ79en0tyok4JRd3iwXHE0pEwwvkEQlizzy8x6ODAndrJHgvjO8QVyZVcjOvAODGcAyiGi0e50NCSSCyK8XHCcB5CUZcEJVli0MMJ3Xkh0Qldd4WgN+4KjFkO8fGCo9uF8xLG3GKozwtuUWiI+TrdGBvnGxo7sDanB2MFciWMdpFACKcthj7xXsjdLg63T8Ix7I/golc4Ki4f5obXFhbPi2/RALRDf8K58D0UDIkLMdQj1BX9uXj+oL2FNfkcCPGRlyNJMTfyZDyMOw8PPs9JKf8T0e5UAVVAFag0CvCi/pgxY0zYPU66Y8eOcumll+41/2OOOSa+jwnki3JMsUKi44aAhvl76DZiYW6sDh06mG37h50vi68Zgo/Ok8Il0fFkH8vMzLQ3pUWLFsbFFd9RgTf+iUT3zO/FQnD12muvxaFPYug8G8Dx85hh9NasWWPaLF682IRKNC/wg3rb/dn7+JyoD2Ebw+ztyyWV2G5/27169RI+CMi++uorA9yYn8t2xRHu0GHGHGQsiQCzMLQqCqrtb+yKdKyk57Dw3It6P9t1GFKQkJCFIQUToRXzfmlRBVSBslGAYWjtQldweZcrrrjC3MTBELvFLSeccIIJA1xU/QC+X7354YeyfI+T93c4lt/A6+0AUTbEqoM8gu8+/bRcd9ddJpxgYkjBTHzudNnjgv5k1izZid/7LNtwwwgh+zrkpeR39jC+g86cN082wbltQ6zhuOnhA9zs8iFufHgbrlKWRoD0hF8N8KxFFVAFVAFVoGIpoBCrYp0PnY0qoAqUogJRXDDJzd4ijiSH5ORmSwxAhjAoHMoVnzOA52wJBqLYFxAPYAYoBBKBE2SFsQ9wBBe1ogFArRyCC0vyACx83mTx4CJLFMCEoMMStItagDWAIoBNPgtQBLzLAtByAJ7l4A9wPy508eJNTm4OYIhbctG7x58msbwsQJOgeGI7JAQwFgoBIFkZ4B7bxXL5gdIARgBhXIBOIXcSMM4uzN6S7btzJcvllPVbsgGe3JJqBQycstxeQJksgCC37MLcnVae7ESf6ZID4JKBOYYNoBIAsEBwFyBUmmzKAoTavdWAupw8ByBaPphxAzqF2Rf6FOgFBAeA5DSgJisK0ESoF9wtOagfBWjiWvMA5zwANwHcoR4AEDPwC3N3A26BLGHmEYlh3gHUjwGSuaF3xO2RbIAxj0WAFQI0BHRzAjRinxNjhEN+tHMDDGGt0DvVmSO5oRTJCwGasR8AMyA2wDoB0HLgy0qegJkBuOEcRXCOXckAe+mYXw5Ok1MskLpwLnTH3C1PSv65B/giuAy7/TgPQGmoFwMswztFXNk7xOGvL0muqAQdXmjmwcLQR8ASXywPfTglxdom/LoUBiTbnZMHWFVLHHmrJeqpIRGXT7Zs32n0QxUtqoAqoAqoAgeoAEFDv3795J133jE9MIwg80klwiZCiwcffDA+Qp8+fQqE/EuEFXaoN7tyz5494xBr/PjxcsYZZ5ibJnic7pz777/friqJoCy+ExuJbi17f2JeKYbOYzg95oZioTOIQIjQhrmqGAbPzqVltz9Uz7bTiuMT9tiuJf49s2jRovi0EmEgdfkf7pRnoROK+a3S9tzxzjxmXH/hwjwrzBW2efNm87fSq6++KjfeeGO82k0IA8XzSn369+9vcl7FDxbaWLJkiUxCHpSlS5eaEHdTpkwxjiG6hh544AE5DXlRbPDC8eySCNJWrFhh7zbPdnjKAjsryYsDOYeJSyvq/WwfHzRokHlP0H1FZ5sdIozhKQvnNbPb6LMqoAocvAKtWrWKd0JXLF3BiZ9t8YNltMEbSpgTjzeS3H777caZu6+hGPr02muvFYYRLOwutdswjN9c5Lb8s9IW4Wg/nDBBCLlWr1snacyvBdCUmnBDyX8TPqft/m5HaEE+iiqEWy/is4EgbRGAYGPkK6y7x+mW6GAuqq3uUwVUAVVAFSh/BRRilb/mOqIqoAqUkwIWwEhykkgO3VJwyUQdMQMv8mh5irjEmVRX3OFtAEsxwCdLXABFIB/4HyAK8CYG0JSeAqcQUUcEgAcQCvdxSdTlxR7cuQuA4ySwCWUhPE8aHDxRcSKvhuXyAKSEDPjwZySLLyVD3AAwSXDpWCGADwCqIEBSDMCM7iCB2ws7cfELEM0NRxbm4QLcyckNYDe2AYBAs8ThTYNDC4AHkMUJCBONeeGEcorP4wU8AcjC2G6AKywH0I3OphpwAwHEOAFVwsQscFAB6kTRt8Nyi9ubZECVLxVwD06itFQ4zqCZBRgXisCpBUBE1xrvrg7C0UVtQsbNhHVjkDCcSriWBScagBeAFI1HhD3APYBdAELQ1Il1RQisME+BTuluKGelyi4AtRjngT6dcFzBIyUOfIlJRj23l/pFjavKiX5BqoyrLYjNoAPOMDit6Jxi2zCcUyE4sqIW9HF4jG5emOKChFGuFEmF6wuzNqGUgLXgJMNImDRdX06sNYa5RwNbxYtPQ2dSLXHj/EQxZshVX3wRnKtoGl5HxIN51QK4DIOQWQCAVnIKgKEX7wYATAthPfyAm44QQGMATjg42Pxwa0Eb4DdJqlETev0Rpqqc3v46jCqgCqgCVU6B66+/XuioIVQihOBFtDZt2siAAQPkxx9/lFm4CzsRThEKJRZeYLfzOj366KPSuXNnOfbYY02YvOHDh8sjjzxigMk83K1NIHPZZZeZz4/nnntOZs+ebbpiiDXmXSqqFHXRi/CFYfk+Ql4OFrpUeAGQzi+CFYZIZCG8OhMhkypKseET5/M07oA/CqGd6EgmnPruu+/i08zJyYlv8/zYEIugi/py7QRDBB1FFWp23XXXmRxLPH4vwj6xT2rxIe7GJ1C0y9dff21vFvlMkEJN7bCFo0ePlqtwRz1D3THn2dy5c+PtCEDtkpj7ifOni4vHP/30U7ntttvsapXu+UDOYeIii3o/28cJuJj36qGHHjJ626EECX9TU1PtavqsCqgCpawAP1P43Yyfg3SK8t9efcCX8i4DkZtqwIATcPPHZzIBcIkuWs6JcyO8Isw+HeEAixvCtrjzpyuLj9IsBGkMP6hFFVAFVAFVoGIroBCrYp8fnZ0qoAochAJOwKSoLwXgAUAE4CgJ4MWdnA4gFQUEgeMoAIdMkhfgBiAF4eJisFARiCDgnbjSUhEqLiK5CBPoBDDxxeC4ctVAmLwsA7TcgCNBOLMYStAFIBYGUEkCtIgBdBCWCGENYAgwEKBJnqAaoJgPoMYBJgOYAoATgdMoGvHCRRQRL/pH4DxEz0NrOJ5QC1AGfaKhE2H/XCBE7ij6CXkk5vThrjuPpAM2EchY0RxJx7pcOB6MIhwevkC4CZAQrs8P6OUCwIu50tEmBC3AomhVQki8UCAbY7gkF3SI4f1iWEcUWlgIgwh6hXEBteCcYn9eQLogoJZbsgB0MCc4rHLxHMC+KFxkPmoEV5JgHUk+jE2iBTdVyE+vmh+3sQOC+ZIFkQgBvhAGEMAuhn0WHGMugKgoHWc8B6SDRjecC34RAtALYjp+UCYvHVM4l0609aJdkPPCOfN4ogBHCBlohiR0REg/GMgCMZwXwEMHLrTEcM6TARGDmDOBoQtOKx9ccDnQL+ytYRxiYYRxBNfCuYyJN7ILISL9aMNQgimAntAMQNHtRNhFjw9roGbwb8F9lof3lgsAjet1EpBhO+ZKBdSC1tA4CWEf6QrUogqoAqqAKnBwCvTu3VvuueeeAk4dum/4KFwIVBj2KLEcffTRBoJx38SJE82hxx57zEAsOqYILQhdeGGQwCMRerAyIRiBFi/QlaQ8jBwdzNW0CgnnOdfCYRB5F/0TTzxRoS7+X3TRRXFY9THCLDGElZ3zijlZ7FwsdD3ZhTmzHn/8cbkad73TocX1PvXUU+Zw165djVsn0R1ktyNoYihH6r8Nd9nfcccd5mEf5zP7pFtuf4WuLkIVwisWnis+Chc6sgYPHhzfTQjKi8C/IewUXQ2J7xu+Z5irzA6TGG9UCTYO5ByWZFkMKUi9E8uFF16Y+FK3VQFVoJQVSIEDiZCdN21kIYfUypUrDwnE4rIsfMdkqEA+tKgCqoAqoAqoAmWtAC6xaVEFVAFVoGoqAE8RoIRTagIo1fA64baBY4ewCUDEFYGrChdYfMjpFAGECSEXFOGODwYaD4EJ9oFHwX2D/FdwOHkBlJyBXRKE44l5mVwAKm5AMQvUxQGnjs+bH2rOjbvPfMivlQZnjg9OpxhC1jlxd5cvKQUOJ8Ab5FEiBPI7ADcAuxyYRwbyXqXBucO5JDmDQD454o9lSypcTUkY12HyagG2wB1FExnDGfoxhieCsHiYC51ZgucQQuW5Aad8gDUZCJfoAyTyIAyiA/DKAejEuxa8oDR0bvnxwgFY44libdjnwVqwGkAshgb0mLCAfiuIkH0W3FEYD+tMA9jyI9SfD+uIIYwh5+InUIJzyoX2AqDDsAx+1ovuQIC+HPECYXmRm8qL40kQ1IdzQE8SNfIj35QberjRUQpCQXBeSQhRkQzYR9daRmoaXrugDfRDIz/IlA9hDpMBw+h28yMnlwfwKg316ZTyI7xgCvpjey90SMFY6Snswy8Z+MLnYf8YC/gQ9QGdkKsqhW0Av5Lg3MqAzj6sKQ1z8HrgnsOanXCsxQgF4aRycn3Yx7W4MD7dZX5/qtTAeaLe6akZklGjId5vYeM4S8W8PZjrzq3rcTGPdE6LKqAKqAKqwMEqQBcTL94df/zxxiWV2B8hEx1DBFR05Nj5muw6d955pzRr1sx+acL/2a4d7uSFwc8//1zoykq8s92Dz3FepPvhhx8OKFRa69athe6uxPB69iSOPPJIA9bOOusse1eFeCYIYqgoOwQUARbzgBEwzZ8/P6791KlTTVhEe9Jsx5CPdmhEugYYTmrGjBnxkISsm3h3Pvul62rs2LFCEJVY+JohIumcK0658sorZfLkyeZcFq5fo0YN46JjPqxElxGdWgR1iY4suokY6pHQrbI6iw70HBbWbV+vGcqTcNIuhLt6MdtWQ59VgbJTgCFSWRhqlZ9LWlQBVUAVUAVUgeqggIW75PT28OpwpnWNqkA1VGDxsoUy+Z1nJS+Qg5B2ADR0PgFhMBhgALmXnHDxuABLYoBCYSR+jQLoOABFAtnImZXEEHkwLPnh5ELoOwth+sA44PIBGANsCgMQOeHccQDShIIIO+dOlVzcvZuC/gijcoJAaIAuHgAU5nLCjWrIv4VsWAhLGKM7inPBvJyAHBEAJocXkCuYBXdXHgBKksnh5aSbCgApBjeSA9DM4UlGXi48A7DRwRQDcHLimfm6YKuC4whx9FAYAtAZQngfOJ4iaOOG/SovnCeu1Jr0d8GZFYQemE+Y7XYjfxVAG5xTDAlIFxZ1AMdDaEP0jyqcRwAWKjqdnK6YRAh2kCeLjiW6xqJwUDkxPy8AoMkTBlCIDxesFTmwGPoQ0IeOKDfmR1dVGA4249TibOD8csPZRBcTMKG5c5tj5uXuBuBiLjGsJ5iN6I/QB/sjAGxRioltowmeeRcgpoK+oBW0pNj5uiB3FcAkQzNyPqBskAk5s3DenMhjxnlhVTgXCDmIxRE0Wch7xXEwOCAf8mKhP+bLYr4tQj4LDj4n6oUDO+DMgiMLYRMtQExHZLcE3RlmLi5AQ68jAKgYk0BOruz6bYv8+4FXcAd6DZ4eLaqAKqAKqAKlpACTtv+KZPB0ytAplJmZid/D/CW+70IYs2zZMsnLyzPQgoBqX4U5nBjarm3btgZ47ateSfbbDqVNmzaZOZfU1VWSsUqjLsMvUi8vbtZh6MbCYDBxDLqVCBL3ldeL4afotmJh+Ck6eYoqDBVJ7QkSmzZtasJTFVXvz/bR1bV27VpzDvn+IBD7s/cHx+b7iYCmPPPM/NlaDuZ4Sc5hScbhe5kORobyZKH7kfC4uhTmtOPvkdIqBMaJcLe0+tV+iqfAeeedJy1btpQxY8YUr0EZ1+LvWvsmgsJDMbciXcP8tz1kyJB4WNrC9Urymp+N/P3NwvC5DAdb1iW8dWtZD3FQ/bv25Mc6qE7KsTHd6gz3S2f3yJEjC4zMyCqJN+0UOKgvKq0CvJGIuTt5k5Tmo6y0p1EnXgIFeGO+FlVAFVAFqqQCDkAqwhonXFA5uxAGD+4fH6BJEGHmPPhiEA3n4EEQA4ATzAHAQDg9hH9zAUqIBYhB+ASI4bOyoI9XIgiNB0oj0eydACYEKQQ+YSSDZS6qXEmDI4nBCNmfk+HtAHaYA8sFFw8j+DkQno/5tvAdAYCLrifk2cLFs1gecjPl5YDjIE8W5hDGRYEIjvkxb4IiC1Aphj4IwUCDcDEH8wAQcsLRRWgTwiJdAF/oEYCFpxL1cREvhjWmw820c9tmA+ycCDdIMMd5sx8v6kQAbVyYgwVdYnCcORAm0YT1wzGLMArjxkz+LPSOdUUBdizAMwO4sA4DfoB3QoRCbIN5xwCHnAQ7cDkRIhEqJSFRVQzuKOYQi7IeoRIdbVhKDM8BhOTDBgkX+oJWHoY/pAMK4Qid0AHHvOiT83QAHpmLUNCG6yTQwmAIp4i+UY9h/iKgZcYBB1cYQxByXmFoFeQ84epyuRHoEW3pqnOihQvvjXDObnH4cDET+ljBnZgPw0yyPj4qAQa5foZXxJnHcABheM+E4fCz4DTDisx4TpBOB3KdOXCuKDPsWuJHTjQMhhdaVAFVQBVQBUpTAYIVJrlPTHT/Z/3zwiBhTHFKixYtilOtRHX42dO8eXPzKFHDQ1SZLim6xYpTmM+K4QN5IbRZs2YmRGC9evVM040bNxoHl91P+/bt7c29nuvWrSt8HGypibwpfJSklNbYJRmzrOuW5BwWdy4Mu8hcaTbAYjs617SoAqpA2SvA36/8HCOwoIuVoVAT3cNlP4PSGaGyQaLSWbX2ogqoAqqAKnCgCvBanBZVQBVQBaqkAsw9RbdOBHDIj7B0Vigb4eeQFwuQReCccTPfFEiDF7mcCCo8cNsw5KAbbiovQEQYeZSsQBZcVwBeIB95Jnl5BM4pwBN0wQthzCWVnpIKBxYADXaafFfhKOAMw+e5kXcrSLQE6IX6MbigAHIIQgjH0tIy0Ge2eOH6Yig+gh0fQuRFMG5KEpJiEyJhfwTOnxjgSxSgy485EspIBM6wcK7E4CxieEKLwAxzccYQQhDzoivJwvpjcHsxlCDD+DFsIqEanVxogjRPIbAVhEuMwOkEBxitZnRPEXSFMU+QHQNsSGNM/irCNLxToqgbyAOMo9MLlSMkhQhWSIcZVo55cLFeo5GFfnhnH91XvGuC+mAP4BOAIfRg2wjgmRPrMdAHXeX3ANVAuHiRhODKAwGpoYFfmD9zXBEsOQG93NDBa9xPqAOtXFi7F9rTO0XtYzhfYHagmQgByGRZWHcsgnxcgJiYBfgk9gFKWd5Uk//LgTFd0NCL8INhbDuQ58tBmIVQkTG45SJBwC4DIzHvEIAm+ne404y2EUC7aHYWRobAgGAxvhccaK8MCydAiyqgCqgCqkBVVsAOJUf32qJFiwz8YpjEvn37mguudh6tXr16mbCPVVmLqrq2mTNnmvOZmZkpzGVml0GDBhn3mv1an1UBVaDsFKDblb9XWeiwue2220p1sJ9//tl8fyvVTrUzVUAVUAVUAVXgIBVQiHWQAmpzVUAVqMAKACIEQGsidOdEswGvyBVCcFYB6iBvkgE5cOLk5sKFBYjFsH90CYUAOaIAK0nI2eSEwyeKLwcRuHSYx8mNXFBRhPfzIddSIAzcgpB3FkLPCeEU8jE5mfcJ+ZcIMeimCiDsXnDn74BZgB/IqUXw4gIMsdAPnVcpST7k3EIuJsArUBLAoRy4ugCsAGdigFh0k5mcW2BKPsTrI4Tzwy3lwDEvwJUHOakIrghJjMsL4ftieEHYxTqwLeEYQA0gG3ZhH+ANwJgbkMYJ0EOoZlxFCKnnQJ4nwhoCMHQLABM0EIfQCr2if4Au7A8hvJ9FpxnhFo6gQ8BAADCAPt5h7obrimEQ3YBAXmhGt5nHj/xgREqAR3RvhfHKzA1tHHB6ESK64CBLwjoZxs8AQtTj3F10NmHuTsAmL0IPmvxXyHOWDM2Yg4zhAl0EeZgbISTzVhHgMdyj24OcW2Y+WAFCFjK3GcewCAFxbqgVARtD4gCtmXxpUcInzDM3h+49jIlx6azzcJ10pgGiOWB5yw8ViZxq6Ae+N/P+cqF+MHdnPnQEpAtk50k2QjFGAbq0qAKqgCqgCqgCVVmBoUOHyhVXXBFfIt1Xb7zxhsxAPqxdu/A3EArD+tHBYxzV8Zq6UVkUYH4wns9169bFp0y33UMPPRR/rRuqgCpQ9grwd639e5S/ZxNdkQcyOvvq16+faXrppZeamxDeeustc0PhgfSnbVQBVUAVUAVUgdJWgDfGa1EFVAFVoGoqAOcNYZAbkCcJ4XCCQcKJoAQjWXBhIfQfYQ+e8wCykMLKgBA/3D8W6rtdGQZsMN8GvE8mrB7+iofjBg+6eKJwayH3lRPQiJajvCAACZ1PACAuD5xDgDgRuJ7o7oqEkRsLdbPzsgBEALqgdgSuJgsAZzfyb4EGmXxRBFt0HDFkH8Pw+ZBPyw24E4zlSRAQjaCM4fDQGOMgTB/yMxHcgO8g1xNAHB1PgCkOOoiAVTyIre8FdNkFmAVPmHiw9gjAFYFUHteC/FLhYC7yfgE+AfzQqUR9wiHUR/9hAD+GBKRzC4tCjxgJXCyFIfcAg5hHCgTNhDcMRQD40C/b4wlrwEwwhhOgyYl5R7A2gh4PIFQAawNHQiWAJ+QS8yDMIbsK5kELDOAgDMMW147GeCBnlgOAEX26jcMKbjEOAt1Zl20IJ0m63NA9ynNCIAmNmc+Ca5BwtoGWmCzWT48WwwlCR6cfUBD7EKIwSocecod58Zpj+xmCEG6zMKAmDVtR1GfuFJcDOcqwJlA9vGaGNegCOBkGJKPzz4f3AM93EC41H8I5BnPR2KwIT1pUAVVAFVAFVIEqrMCTTz4po0aNkkmTJpl8VARZDGeXmZlp8icxDxZvDtFSORVo1qyZDB8+XHheMzIypEuXLgZcMt+YFlVAFSg/BRo1aiS33nqr3HnnncLvqxMnTpTx48ebGwEPZBaEWJMnT5Zp06bJo48+amD1BRdcID169DB5wk455RTzPehA+tY2qoAqoAqoAqpAaSigEKs0VNQ+VAFVoEIqwBB7LrqO4JaiCwf2GAMXckMIL4c/1OlcAupBHqRkSUHIuBDC9AUJP7xJ2A5gTUAdgBRWCOHpAC9yAKoCQcAjOGxIXegWMqHy4NoipHACAkUiuXAqIVwf+2fYOuaZgmMpkhcxuZGigEbMY0VIk5O9W5JSkPsJ7CQHYQWNYwpgyULfPo6L/QwlSHBDYGOcS4BcQDaALgB0gESEPxgZ8AScyZ9ickzBQgWsAqdXICzZgFs+OMocyDlFdMOwhHSLeRieENDLAYcUcz2hOXgUXEVUBCCIa7dccDrR4QRHE51EFkCSG6H9nBiX4QLNnNBH/vicLNASoBmIEtpjNLRl8EDqDtSF44RU6B+WOIZMZJg/AkG6oRyAXMj6BT5HB1V+OES6rDhHJ+rn5eFcACrRxWXyXgEymRCKdIORv6EPwjkX9keRowrWM9THMYBEzNyEF7SgbQShB4EZwcWoMzRjyEIQTEIwD1xc0Rjmi1kzjKCHYSbR1o33QxBfDhmKkH4tAi6el3yoRveZURbAiwCU8wJERN40ixpFLDi/cC4pqRZVQBVQBVQBVaAaKNCpUycDrKrBUqvdEtPS0oy7rtotXBesClRABeiYeuWVV2T58uXmxoErr7xSDj/88AOeKb9znnzyyTJw4ECZMmWK3HXXXTJv3jw555xzpHv37jJu3DgDtfRGhAOWWBuqAqqAKqAKHIQCvIFfiyqgCqgCVVIBk0cKTho6ciyAERdID8GJC6DFB0eUx58GKEFgwhB5CDMIcORF+Dk/gBXD4fEPdDqrHAQ5qMQ8V/T9eOGACiLJEp03BDdJqO8H8ICXCFAGAAnwihCL7fx+P0IXoj+Mh4xKCH0H1AIgRVeTD3AjNzsHsCkoaakpgEcIhYdx3XBvMTyegSkIOciwgk66jDB/hvtzezk/OowAWRAu0Mlwepg7Vgr4xrxVaIvxibtgB0PoPMAqwDw0Nusya0LoPs6FaydgIcAhsHIDxLEfNzRKAncC6oIDCc/oMv843yqcPwocT2YO6MCFOVuYiwsVCZLcgGwezIshHIGOTJ8Mb0gWF4UDCxas/HljTONmQ5hDrsHjSRKvPxXnhxCPzi1CNswN4fwYchAt8cB5wHmx2B/W5qIOGJdwK4gcVLDcmdcG5lE7rI3Qj2EiYVMTL6Ee+nFhH8MEmtxoAF/UjkjOrAtQjbAyyBxXeFB/ro/50MKgjgRXPpx35uwy5wLvDZ43C898r8ToPINzC1Y3CSBcpRZVQBVQBVQBVUAVUAVUAVVAFVAFSksBhvIcMWKE6Y4hWwmf6Mo62MLvNqeddprMmTNH3n77bfOdeO7cuab/nj17yi+//GK+zx7sONpeFVAFVAFVQBUoiQK8jqdFFVAFVIEqqYAFIOSC00fydgN4AHyATxAgeZNSABYCkpeNPFnMTwUgRUjB3FmIwYdQe4AznmTJhUPHAqiBGcg8nHQLAe64fYQ0DklF7iu/BxCMTAYgxwsAZKxRBnbQDQSYwfaAGiY0IMIDenxpADMMA4h9fjjA0AcdRZEA8ipxfnBpESzBxmXgTBLqMGeUhXFjcPowBKDDgTxa6NdAHeyng8pJDxWdZ4RbgDwRgBYTCpCuITzIdqIW3Eeob9rSHYT9hDGETQwnyLU6sS4CHzI0zpHghqH2sAHIxvrIo+VLBbsjSMI897jNuE03lAF9XAhmwXEYXpC6uyEi3WwMLRijuwr7eU4c0JzjEEZh2sYx5UV9hzlfAIMGQDKvVz5EMnCQIIrnDXp7PNDPAm3DPqcvHWtGuEZPmoFqzE8lXhxHOEI6qTBDM/8IIBdOG3KKIcwk1usFaWMIQS8W7UtKBazDuBiP7jPO10yMbwLMleqyOKBZDCfeS5cf0BfruTGeF7nWXL4U5FPDPDBHgrkY5rcH+5m2+kMVUAVUAVVAFVAFVAFVQBVQBVSBg1Vg9OjRJn8V+1m/fr0JL8ib7Eqj8DsanbUNGzaMd7d48WLp2rWrnHTSSbJw4cL4ft1QBVQBVUAVUAXKWoH8q3FlPYr2rwqoAqrAoVAAgIUuLAdAjHHlEMQAYNFt48MzgYTDCyAEaGHBscQweQxX50mvDQeVD6H+ADQAI1yoQ2ARBGSJ4DkXeZMIbEL4w96FUHMW3Dx0ToUBOjzMY2UABtxR2M8cWB7CLWCMGJw9zCNF9sMHQxbSHZaajLB9CPFH9ENnlQvOIeZcInDjlxDCKINP9gAg9ITwgEBVGN9J5w8a0gjG0IeEJgQwhGeERd7kVNQB4uLcAWVMGEBSNxSCIQ/m58A8PVijy0NIB4iFUBIWQJZFUASYFkW+JzrYQlFCIKwbObMIumJwncGWZPrCRj7pQ58RuI8sOKVMuEaAv5gBYVgL+uCDUMssFmt3MS8GF4A5urlurCfG+aMCuZED58NNsIfnWBhzgSZRjotjzGvGfqgz101lLTiqHNDSOKoA7HgckgOu0eEGIIXz5ML6zLpx7qKAZziMcaEh3V9whPE9QKAHXx3GwwG0JRClg82CPsyLRUDn8RLI0XWXDxQpBB12MYRcdCBnmgULG0NOci/H0KIKqAKqgCqgCqgCqoAqoAqoAqpAaSmQlJQkr7/+ujRp0sR0+fzzz8usWbNKpft169bJWWedJatWrTL9NW/e3OTH4phffPGF9O7dW/7yl7/IggULSmU87UQVUAVUAVVAFdifAgqx9qeOHlMFVIFKrQBhBB02bsIJuGEs5DRiGDvmknIANLgQ5i+ai1xUcF/FAK2iACF01lg5OySYh1xKgCUMDUc4wrxNPp/PhFNIhtMmCnePG3AmynB3cAFZcOEkEUYBbEgI4eMIqAB2IsyXRbADSBbGPubJooPKgCJAlgDCGIJSoV2+c4fAJAhIxFHp5CE8Ms4lACyTuwp1eRS7AYrQFI4mjwd1AaAchELomwgIK8NrC46zXXgdMaEAPVi/gWKYL5FZFC41upkchDMIfUcXmBPPdBXRfQVkJX6ELqRbjYCHubIcmJ8XkMgZQ64xwD8CHT476IbCfEB6oAfD6uHjxe3Ds0FuiPAXBJQi8AIgwniEYARLIZAqtieIYvMI6hAUMRRjJJiHNRA8oW+6w3CePNjvxlqBsYxTin2QUoWRa8zFXFjoL4y8V2RHdFKxX8I6wit2w/m60A81wfLEwrk0of+gaxhAjqEYqS1ImNHAjdCRBF30uvGAgZ3oi3rl5eXn8yIGi9oacm1YT8iFMI5weCXjSx7Xky8OnrSoAqqAKqAKqAKqgCqgCqgCqoAqUEoKNG7cWMaOHWu+g2zfvl2GDh0qP//88wH3zu+L06dPly5dupiQguzoqKOOMvvuvfdeWbRokTAfV3JysgFovXr1kquvvlqWLVt2wGNqQ1VAFVAFVAFV4M8U4JU1LaqAKqAKVEkFGC4vGkTuKsIJQiD+B85BwpGXkwVYBMcQ4UUIzip3isnnFAWcCQNEuNE2mJvLZFlkHXgNmIItH6AYAU1yaiocTIBP6IugxAIYigKoMM9WUlpNSUlLRXUAJcCfWCTXOKyMy4iuIgIxgCAT1g8h8PLyonAvhQ2gISBK9iehT+bHciJ/E5xSTuRwgtvHBfBGF5MPebYYTs8LroJkW+gf+a0wDwvQDavBNuAX5sjwdhgK4MZrgA4hEqEQNfD73CbknYSyTShBNyq6AWb8mC/nRxeYuJMNiEr2eSQd9ZN9lqT40Vcwx+S6ctMFZgAT8z8xtB5AE+ZF+BWBFmHGMIS+1JgOL7quWM/B8ISYo0VQRACIPhyAVF4AQEI1usZiaOPy0eXmEURvFB8W7sb62Y7ONA/hE/riecXJM30y11YynXPo14Lrjfm9+BwNxbDeZAMvCeno5grz3KAvQsYIdCMotNCPCw8vxiXIYphFNDLzZ/hBak9AFQjg/YJ+OFG+T4D/zHsDHZi6XI85B+gzSgcZxqOcWlQBVUAVUAVUAVVAFVAFVAFVQBUoTQUYKeOSSy6RUaNG4buWJVlZWXLxxRfLpk2bSjwMc2rdeuutMmjQIGGeLUaVGDBggEybNk0aNGhg+qtVq5Y8/vjjBlrRqcXvR88++6x07NhRrrrqKtOuxANrA1VAFVAFVAFV4E8UwKVBLaqAKqAKVE0FYriLzEPowvBwABVRAA3YjuAsAkwBqDL5pwxAgWeKsMqAlzAgUQoAF2EQ8RXoA2CEGwTDCWjiAlzxIWlTEC4mB/YRPrkRni6MZxeq07WDF/D5ROH48Ug4kI36SXAV0blESAKgwxCHCNEXQv8ed1SS4f4yIAV5pvJHzIdaJqcTdsQIUuD+iSE8HZ1WMUA3vDBOIs4BFiUDXRxwh5kNrIOuJLbz+DKQ+2sboBfADgAZc2UxFGIgD/MFo+Gc6BSKYD5ewC5gLqyZTiMuHWsgyGFeKye8SC4/Qili/j461FAP60yGC4xhEcOAUXSaMYeWCX8YA4BDyMNoKBduNb9xgLkAE+mOstx0bmEMwCzO32Ag5KcKY33owMC3UBD67tEvhjVTX+qcD4PoloLLDiEQGeowCmjF84LhMJc8A5ZCqI/dWAM8bZgTQxsSDobwnvBhnQRfhH/MZwXDlDnHdJlRsxDCRbpdqXiP5MvpgVB0bkUAOB0Yh++drN1ZGA8hJuHYI7Ti+aGuTsAxk38LfdG5F0EIxhjcd0ZPDKNFFVAFVAFVQBWoTAqsWbNG5s2bZ6bMC5fHH398ZZp+uc119+7dMmPGDJk7d675e7J169Zy7LHHypYtW2T16tVmHm3atJF27dqZ7VzcKPXhhx/G53fGGWeYdvEduqEKqALlrsAvv/xS7mOW5oDjx48X/i6aNGmSfP/993LmmWfKRx99JAz/92clG7miH374YXnuuedk48aNpjrbTZw4UQYPHmxgVuE+0tLSzHFCr7vvvlteffVV0/6dd96Rc889V26//XZJxY2fWlQBVUAVUAVUgdJQQCFWaaiofagCqkCFVMCEAQT1oLOIubHEAtCCmQc+HAM3PIQP4CYEJmRBIbhyTE4pgA0yGg/CA4YIn0BH6NxivitCEsIwNwBLFNCF3AUECDmQAK7oAKI7CcDIhA2Ea8uPMIFBhCx0JwG4IExgBA0Ibgic/JgbYQznxG6Y4ykCOBaNwHWE/g18wWwdTj4AQxwMz0dYAgZjnD0M70eXD/NAeQGaXDBW0SWFg4BVDI0XAZyjy4ojsC3+N6ERmacqD04p5ryiAynq9OMAARS2Ad6c6JPjxABu2E8QqInOJW4z9CHX7IQ9yWmFAbCwbvTlIvXBPB0WHFmAVXQomdxZ4G0EZARATjjMqDnDBVL0fIBGRxz651oA3wiJHNCGd/Xl4tlDAEfYhv0EjfltEVaRwJB6sh3+I3yjk43gilpgAtxEG+TzCgLauRFeECeWQIvrY4hI5rNyAGyF6cbCOgjK0ArnBfnUAN18XCM6CmF9hHMW2vFkpael5wMvjO/kWqAjanAKWAvyi0GXGOAfc5DlnyNzwtC3FlVAFVAFVAFVoPIo8OWXX8qFF15oJsz8JzNnzqw8ky+nmW7btk369esnP/zwQ4ERX3jhBaMXc9Sw3HLLLTJu3DizvXXrVhk2bJjZ5g/zNyjc7FpUAVVAFThQBfjdiTBpw4YNJvQfoTp/z/B3Uf369Qt0G8VNmj/++KOB7/y9PgMQngCMhTcsXHPNNcbZlZGRUaBd4Rd0arVq1UomTJhg6j/66KMyefJk49R6++23zT46xP6sn8L96mtVQBUovgJt27YtfmWtqQpUYgVwuU2LKqAKqAJVUwEDS+jswR/0Hrh2CGjoLHIBVDgARkhTgDSME8cCSYrFAHQAIwg1WCcGSMJfkm7AF+a/IlgBwgCYoOsH8AP/mTB5ADQEHrQJMYdVNMw8VUkG+oQByPy4i41cyQv448EFChdDBJpQhAAgACl0EDkBdBh/nKEJfUkpmBqAE2AKL2cQzDAflRvz8yCMHcd0o57HQyjEcIaYC+YTJVgywApTxH4CIifm7YYTii4j9ulmXVqw4JSis8sAN0AnCw+uNxLMFhdgkRdrQA2skDNA3EKAO3OBBXDHibxiBFYx9Bk0baEPxnPC4eaIAtwAGLo4X4wFZIXxGDqQAIzOL6wXc2feLZ4fvDSFzqwIiBNHZHGyf6yHIRG5DnMEa+MXJQOy0Bm1JNwjBeRxdhWGhtwiEOT5oS75550ACk4wnkM8MAGcLmrClozLmO9GY8hFhv8ze1HHuLNQw8Xzlk/1MK4HKc/yjHuP+0woR7jUmHcNtjDk70I+MdSJQmOGRswHd3sWysVpUQVUAVVAFVAFVIEqo8ATTzxRAGA1bdpU6tWrZ/LJVJlF6kJUgSqugO2SrOzLrFOnjhAeMQQgv+d8/vnnJn8Vc2TxpoRnnnlGzjvvPAOqevToITfffLO8//77QidW+/bt5c477xQ60ri/JOCJ39F69uwpr7zyinGZ8qaHzZs3GzdW586djTuM4Qm1qAKqQOkpUNndo6WnhPZUXRTQ272qy5nWdaoC1VABAggiDTfcNoyd5wFcCCBMYASAxthpAEqiABmEPwRPhEMGiADIZGdnSa30dISGA1iCD8mBvFBBOKmYLykLOawMPAGZIhiKwu2UhJxRBBYEOLwLLhzYbdxDTuZ1Qr1YlDmzMA83QAzufCPoMOHp6BDjuEQvpj/AKISf8yAUHUPYMTcT75TDT8AQgBSE72PoQ5fHZ2ALOgL8grMMYfs86AfchFYgjM+AhoBtAEmxIKFMfmEeqyhdQ3AUuTwAeYbn5EMbt4OOJDih0DICyGRcWWhmcmTBvcT8TzFAtFggC9H40Bb9MKQgZ0c3EnOCOfFgMSEQMR+LIAtxFiN0MgFI0Z3FkIiYBKAS6xL+4RnwiBDPg/osEcI4wCQT7pDuJ7RjnxE8kgD5CJoicDqxWpTAy9RhS4RKDATF7wfgwjnnl7dgHpxlOCcGbGFcs0KOiWMMb0iNouiLYJL1mQuLoSYJ2sIIV0j3Fc83wyXyvESZQ42QirwKsQgjeF/QwWWhjyjWwFxrXj9CO/J84T+60rgWLaqAKqAKqAKVVwHeyNGvXz+zgMMPP1wmTpxYeRdTgpkzLN7VV18dX3cJmlabqokXkS699FKTG8ZefP/+/eOhvHiBV4sqoApUbAX477lly5YVe5J/MjvefEdn1JAhQ0xYQeazOvLII/dqxe9HXuQsHjp0qNxxxx3SuHHjveocyA6GnZ0+fbp88803MmLECFm7dq389a9/lZtuusl8dp5wwgnmu9mB9K1tVAFVYG8FqgqE33tlukcVKKiAQqyCeugrVUAVqEIKEM14kAfJApRiDqQQQAwhQ4wgg3mKbICCNTNUnBOh7EzOKoQBZD3mt+KXAIIesXziTSJgofOJEAjABX1m5+YY8ELY4QFYCqENTVmW229yIUUDuRKBE8rFvFVoaxxRhCIATbxjLQogZsGORNcRw85ZAEsxhL6LAay44H5iWLsw5m1gDZYRjcBZBWcWHWN0QhGA0SUmYGFRbDtdCJaYB6CFMHiciNuBNaMvuq4IgAhjgLry97mT0R/C7GF8k9MLOjkA0iJBaISlcmw6mUBpsG6ApGCuAVE+P+AQoEyYrjMcITQjaHOgf+PQIhjkPgIyzMkBeOcEfGM9grkYck4ZrEZ3G9xLMQvgD/WSydQIxjBmlLmkcA4I1AjOuMRoCHmwMH+evyCcUAR5xjmFNRCi0REVAbjzY34MGWhgJYRz48sZ4RTlIqjKw7k3TjAcyweYzK/lNRpY6JuhCIm6HMb1xhxqcK6xRADCME4IumIaOI4+UY+OswDAlceXDr1yxQ2wF4GAFtbN95EHEI/ja1EFVAFVQBWovArwc84Opbdz585SW0gggJyU+AwqqnDMHTt2SEpKCj7X93wWFVWxDPd169ZN+ChJyUO+SOaFLFx4A0oQYZr3td7C9akzbxIpTj4XtqVehI3F7T9xPLoQkpOTE3cVe3v9+vXxut27d49vc4N5Yfg4mFLSuVGDnJwcScfNWFpUAVWgaivA36ubNm0ysOrbb7+VWbNmmXCC/P3JsKWFC8HVwIEDDbji76tGjRqZz5jC9UrjNcE9c3MRaP3tb3+TdevWmXEZ+uyBBx6QPn36lMYw2ocqUG0VSLyJptqKoAuvVgooxKpWp1sXqwpULwUsQIoIvsgzFJ7bCRcQoIrL65bg7hwToo8XOwhnGGIwCqdQEE4b5p/yIyxe1A04gRCEWVk7cfEEr5GnyiAbgBjQoXx3F9xPBC9ugKcw2gfycgCE4GBCuMAgHF9ejO/FxZcwQFgAzi5+aXAAfjl8vUv5iwAAQABJREFUqSYcnUVXE6CRCRGIeUUBypi/ia6v3OwdYiWlIbQh6jA8H0BYAA4gN51cdHQBFPGZLqz/Z+9NoC25yrL/t07Vmc+5Q09JJ2RoyCgQJlGQ4UMUlGEhAoKKjCJLhaUuxKUMAi5BxAFRl+gSlah/B9Q4IQLi4iMQkDkfEDJB5qE73bfveMY6VXX+v2ff1PWm7YSYdHdud787nHumql17P/tw7u361fO8AkaCQl3qbo2ov1Vj2yIHZAG7ZFCq8KNaZ44cvwi1sgRggEFZX2d86AswxnE5VHBHJcQe5oJ8gnjMVcCOUQPI6BcNswzHFUdUFGBwdMkJVYI2+siiFmBHMgHQVLOKMULdmGtAWIAonF6GcPyM8pG1tSbELgaFgViqXxUBsdYXjDmwf07/glf1eis4oORKCy4p5iE+JJcWP9d1VR0yxl5vtoFJwChiF8d9Mt6pVSXopWjJ9bELaDI2+s/QRQ6sjGMkQKeU9VYMYK0q5xWfC44x4T+5ruS+G1E3rAKYhBmimWAd4804qcnnrEmUpJxnkeIEmVWjsQ7RGKA3V8AVcAVcgZNUgS9+8Yv2ile8Isz++7//+8NJxNe85jV2/fXXhwim3//93zdFLgny/M7v/E64il7v6SITNcXT/eAP/qD99m//doA6w+HQFNckYCHA9ZnPfGYD3ujvG508FMhQe9/73mePe9zjwmP9UH0Sba/2m7/5m6bx3F37t3/7N3vDG94Q3n70ox9tf/7nfx4ef/jDHw5X1evJK1/5SvuhH/qhcJJSdVUE3nTV/xvf+EZ77nOfG06o/uzP/myItVLNlcc85jH2Uz/1Uxu1tkKHd/74+7//+zB/nfjUHNUEl777u7/b3vOe95hccIe2L3/5y/b617/epLEA2rd/+7fbL/zCL4Q6LT/8wz8cNpdWf/RHf3SXXa+44ooQmaW6MQsLC8GFoLH9+q//ul1wwQV32fZwT6Sr6r/ccMMNG2//yq/8SnitPN5b3/rWEO2lDV796ldvuNo2dribB0tLS2EOH//4x0P/8/PzdtFFF9nP//zPB3fFobsJpL3jHe+wf/3Xf7W9e/cGoCeYp6uztd66eXMFXIG7V0Bg5corr7z7DbbAO4rn+43f+A276aabTN8RBw4cCGBIoPvQprpWT37yk03z+uxnP2tf+tKXwia6sE7fz4oU1L9Nj3bTRQhyhMmd9YEPfCD8DtN377Of/ewQeajvNb/Y78isgiChN1fAFXAFTmQFHGKdyKvrc3MFTnIF5JJJYvALgCEAiXwA1Khzkod6UgCL0Uj1m0RAcNvIKRSAA9ACd5CuIBY4qeP2SYEqFWhFVKkpoM8SouqKfByASMI/BMb9JY6h93A1VQWKgDAcU3xopMy5/mr4R4Ii63JerOHOitg/pjbUFNdPJCBDLamImleq6aTaWRrDhBMxcl01gWKqtaUxa5SK4xM0mwBX1p1iigGcAM5UB4pWIdpO98wrz7QfoAcwE+OskrsqApYJCCkmUAQIdAMokjuNE2XAtwxYJiaUcnX4hOchJpD51LkSXAcIkKzATQW8Ub2rOG4A6qiTNVmySbI9RBsWWKckrQBRwbxi6YJbqcI4VPcq51hJDJziZF0KSJILbZwyRvqKa4ybY0t/NQEn1fYqopzxjAJQkusqjIP3pxmgC9CmJqgkDaW/7mXCyyZTYiBnOCYgDECpY2Xor+GptlgMSCwAhXLmJYJi9CF3ldxmaYpmjDXAQ/6hN8WFJdmqAKygHc6sDOBVYX99BgSt5L4KdcB4nI0ngNC1cDIpDNB/uAKugCvgCpyUCugko07cqTWbzVCXREBH7XOf+1wAKLqiXtDln/7pn8Lrm3/oSntBGJ2IFCjSicEdO3bYxz72sbDZpz71KVNEk5qgjsBM2T760Y9uQCxBnr/8y78MgEh/Q6gmyj01Aaly3JudPbrKv3z9Ix/5SIBhgidlkyPghS98of3ar/1agE+b3UqKmNKcZ2Zm7Ad+4AfKXex3f/d37ed+7uc2npcPpJ1gmvZRfZeHPvSh5Vv2D//wD/biF784wL/yRfX/ghe8IMRYlWOU22BzU90WwTfpUTadANRNmiqK60UvelH51mHvdUK57L/cQPPUrTyeHpfbaA3vTfva175mz3zmM8NYyu11wvrSSy8Nt9e97nXhRHD5nvqVW26z/npPLr/LL7/cfvInfzKAwB/7sR8rd/F7V8AVOEQBwR61D33oQ4f9Hjpk8wfkqS5M0PgEzgWpBar27Nlj27bN265dp9gjHvGIALsFhk499dQNOKTvUMXCXnLJJeF7Qd/Ln/70ZXzn/p4pMvZYQCR93ytSUM5UXZBw8cUXh9pZuiDCmyvgCvzvFdB3gdrzn//8//3OvocrcJwq4BDrOF04H7Yr4Ap8awUU5xYBkeJ2FzgCmOJKZbw3lgOIRkTuKQwu4R8ASQAZcjNBPIAlUyhGLjCB4yZE6vE85jE0A5oiSqLaR0AYTv7oame5mgRq5OhSnaeIq6I5HNAEMEWvVbZbd3mpRhU1rNSP8vHoSgAruJmAInIB1Wp1jp0xVqIJ5U6ibwEmOuL4/A9AkgKiyCBcd30BTiIBHMUIyvkEtGo1AFy4oSa4hQRjaiJSROIJ9AjQCOoljHc0IqqwP7DFAwu2uHcJ99fIetwEvuqMT9uOgTgMmgPjNGNcihCc8rwz07C5HR3rznVtdud25h7IDg6mUagbJveWYI/2jRAjOLsAWBUgkuYfy5lFX1XcUjEOp4J1qvGegFFBbF8lQQtJDkBkwLinmsxnLWitkzIJDqkKACkgMeCSnFTSr97tWsr4I/QUMIwEl1h3ubkEtRrU5crGg+BM07prm4SBVqhZlrIN3fBZuXPtGb4+NzoKQwBfakLooX41J9ZD61DBWQba412AHtQs4rOjfsNnA6CoqxzlFvPmCrgCroArcPwocPXVVwfYU45YdRvLtm/fPnvTm95UPg33v/iLvxigzF1evJsnAjxqD37wgwN8kQNLQEqwqQRYXX6fyXWzZ8+eAKT+8A//MPxe0b6KZtKV7XJmlRDr3//93zcglt7f3AR+5AhS0+PS4SR3kxw+97f9x3/8Rxi/jiF4oxOkN954Y3CJyRElp5jmsnv37uCyEtjR70hpVkIsQRo5t8om59ATn/hEu+qqq+xP//RPQ1yWXAeCS3KjqfV6vXBiVu41NcEtnahV33K2vf/97w+vH/pD8ElOsBJgyaX2kpe8xATjdFJIJ4oFfuRQ2wzuDu3n4Q9/eNhP8y8BlRxw55xzjum9+9IEMjV3wTS1s846y376p386nLT+i7/4izC2d7/73UE3uSzU5MwoAZbcFQKh27ZtC5+Tt73tbfz9N7XXvva1wZVx5plnhn38hyvgCtxVgbKmzFaO59q5c2dw1up7Qd+1iqa/N01uVn2Pyg0lV6y++y699JPh4ga5SfWdcawiaxWP++Y3vzm4Zz/4wQ9uuI3vzTx8m3ungBzF3lwBV8AVOBEV4MykN1fAFXAFTkwFgiMHZ4/gk0xGcjdlOIvSsQALcAeAFWo+cbJDUYEJ0X9V4FHOP/YFRfRaRBSh4I/i8gSp6GUdbPGoou24CVLk9FmFumQ4dSJAVIVjJtTYClAMWNNsUWeBfgSaBKgiQSU5noAbeSFwplpbuHh4nw6AHmMICmCL/kVLBGx4A5MVcYUAoADoADkCQRqHEIvmFwOCBG4EV5Iq9cAmg7CPgIvcS4Jv+WBoB2651fbefDCAq3FPMYrVcGWe3GEM2vrBcYST6M5YPcX1Ba2I05uMU+tTy2vhNq4gj24lR71pjW7bdj5ozuZ2b7eZHYA3qI0iDgWyYn5MZadirIoorAJ65MTiKVsI+MiBhYasgyBQMZHjSW9SQwtYpK3kCIvkTuP4deIAdcJKVw2q5pk0K6QDcxDki4lr1HP2ol+gmQgSNcsSNJfLLAHsqQZXzlgSjQWnlhRU/w1cbxq5qFURal9pXPQVNGcpiCcEcaK5aovJdaXjrju3JoyfDwt90xn3mpdOHOnw6t+bK+AKuAKuwPGjgE5kCsYcrgmmHPqeoIiuNL+3TdBEUEK/JxYXF8NuunL+ne98p331q1+17/u+7wtOIr3x0pe+NLh55MRREyBSEwBSJKH60NXsghtq//mf/xnuyx+KkhK4kgNMsKtsz3ve88qH9/v+r/7qr0JEojqSS2yz6+ftb397iMbTe4okfOpTn6qHJo3Xf0/iaucClXe96132la98JehYgiptp7pYiulTK+euxzopK6CoppO7ikgs10DurHPPPdcErA5tit0r65o95SlPCWBP2wgWKfLxYhwCcqAp1lEQ6O7ac57zHNNN8ykh1qte9arg8Lq7fb7V6//8z/9scpKpSUfFm+leTbDt5S9/eXj8lre8xT6BI0+tdHrpscCfYrr0N5IiDU877TS9HBwau3btCo/9hyvgChxeAYEs/X9O3036/thqTTBK/x+/L03fCS972cvse77ne+xnfuZnwu8CwSzFnMoZpe/fpz3tafel6/u0j1JPFEPrzRVwBe6bAuXfc+7Eum/6+V7HpwI61ebNFXAFXIETUgGBiqmgQ9zivmojYueKuA0bEQxR1OB69J8og+ocqa4RGAXwwlcj4EWQRZF7uspN9ZcynFE594WAFvvq9TrAqs5JIcX+CbTodcUCxsTVcTT8OUAb4NYUuCIgprg6OghgQ9vJpVWvEVEo+MQqxICpPO4EIBMcQYw/5uSNXENVIvlU56rKtgEMAWTUl04ArVM6cR9AXQToUt0uIJrGIxdZbTq08cIdtnTTbfbFf/+UXfX5a2240rcGDqddczUcSsIsADpwywj3U8Y+KRBmzMuDcWZ9IN04o1deVwRfCijTvGp6jHtr+bYFu/q/rrEv/cfl9vVPfcWGC4sWpUNgFHoRnxgzRjmrajjZ5DSTAHJlFWiiOYcIRDTSesGYgE/SiiHxXJIJKgn8VevoJCcZcEtrlhFRKJeXIgHD1Yi8NxlSfww4VeEYct7FEVGBgMNqhCbUq9L++odcldcFM6uMK+F4kRxYcm7p2OjWaTWRRGu6Pp6wLfXGQG6MU1oDunhf7CqALoapIcsRVmH/hLlqDep1wTy9480VcAVcAVfAFVhXoHQd6feRIqHUFAX1S7/0S/bXf/3X4WSj6mGpNpRi9uReKlsZQyhAUcYByjkmwCMY9OlPfzpsKueTml4rwUgZP6PfmapXdSSa4NvTn/70ja727Nmz8VgPBHbKJvdZ2eSYKl1h6kNuIdWZKgGWaoIp+vCTn/xkuYuVc9cLm+GNHEglwNJ7eqwTtodrm6MWDz35szlCUK61Y902j+0Zz3jGBsDSOLReihBTU3xkWS+tdJDodYG4M844I4BP1S8T6JT+ihvUSWNvroArcPcKlGC//J68+y2P33ce9KAHmeJUdSsdowJ3cvcqkvbv/u7vNr5bjt9Z+shdgRNbgdIxuvn3/4k9Y5+dK7CugDux/JPgCrgCJ6wCOjmSUpOoUsclBWypE2cz4Ioz1TOCZVD+KSVlD2gEtBEoguAEd84Ul08MgAjxfAFYrTuCYiCK6loJhEwVBwgqkhMqJz5QsEtOrhynkOCTgEsMNBEJkwtKkX8CG4JZVSLtYmCUIuimjIUEQliJ6nNRG4p+ZpsAtFSuKmLyAEDqF5QT4BhshsMSTzjCqYUbKIHAxICwUYAt7M/bVTnGeB7qN+FOmuY9Gy2v2Df/37W2uG8t/MOkVqtau1G1Zt4ngq9mQ7RqtIBWckoBy9jbJriMquyfAvwmKfWhIDf9HuNBsynHnu8wR6INp6JM/G+4NrF8dWQ3XHGLXX/lbXbuI8+2c79tNzXEiGys4J6yZogjDBPm5BnYCQjGWAFswcFGP9JhSn0w6VwABQscUFVroZ0AkfReXyM50qSDNI3kSOONlLHLHRXqWQlUoYtSDq0YBJA3lTMuJ5KQ95AZNxV9Utsr1LBiPSoctyqgyDEnwLEptcOiANwEyNBR60SaVLNJ3TTWdYwuIXpDGqONIiU1K8FTjh40CXW5NGhvroAr4Aq4AseVAqopogi/sgkYKKpOTfDol3/5l8u3wv3/JpZP0cJ3d5W/II1OLuokqmIBVcvk0CbwVTaBDTmt1OTGuuCCCzbAkCIPdcW9/h4SkBHUUi0VNcXeCRwdiXbKKafcpZsStOhFgZPN2pSuonKHcCHOnU/0WHGKqn+luZQuq3Jb3W+e+3XXXbfx1p49ezYelw8e8pCHlA/vcn/ttdduPJdGZdSiXtw8ns3gcGOHo/xg89h0lXUJOMvDTvibU01rKn10Qlp1xHTi+fbbbw/vadyCf7oJVipCTM5BObm8uQKugCug72jF0eriA9VavPjii03fp5dddlm46SILfa/IEazvVv3O8uYKuAJbR4Hyb4Wylt/WGZmPxBU4ugr4b6Ojq6/37gq4Ag+kApzkycE/DWoWybkEErEmdqDKFNcU7p0QFQhfSFSHStYawITIhlw8664rOa7AQqpzVVmv16QIwgiSEUc4k7Qv26aDMf3jftIf+HTBGRD6obsYJw9gRXWuoFvhhEMFmKZzT+HqWU6Iya2j7eXISqYCJ7ih0h4xggCeRis4fMKYACFVIJxOWmT01WS/AX0LmMgRFGIA6Sph/NGkB8nq0DcOqiUiioZ9++pnv4JjKmeuFWvWcV6x/+xM3WYAMv2U14FhDeYJtqEOVmZDYgRbvNYHllUBXgJaOk4VIDVm4gPGPmIbadttRDaP26iVNNClbrctrtlaP7NP/9+rbO83b7fHffe3WWNn1+ptdMURF9faRBJSl6pBX+kSc2esgLH1KEUBO8EogTGcZ4AtzU1jqvJc71WJE8xxTMmJpVhCpEd2wSv0QYMCF1wVHap1QCDbT3PqY/F6lfWa8l5F66FFYOOwVEAtcSatdfic4Lirsk0anHU6UVhZB55ARcEv7ZsBt7SuoZ4ZO+OtC2tRR6uc/WrAsJT98hwHnVx2Op43V8AVcAVcgeNGAdUcUV2kssnNVEIsgYXN75Xb3Nt71btSjO6hTXWNVIdJcYJqAhCK31Ptqssvv9w+/vGPb7weHvBDJyLl3lIT+ClrKen3zgtf+MJQF+pLX/pS2Hdubi5spx+l42Djhfvx4FCHz+bfeYowvDdNcOblL395cKGV28u1pbmrvz/5kz8JLwfX9Z0bbK5TVta3KvfVfVkra/NrglSqpVW2zY/L18pjHA6ildscrfvNTjPNSZ+7Q1s5PsEqQSx9VhWlKAeb3Ferq6sbu5QAUxFkgqICWt5cAVfg8ArI1bDVIwUPP/L79qriCVWvUMDqkksuCXWqDh48GH6PvP71rw/Pzz///FC/UEBLv7sU77r5O/6+Hdn3cgVcgfujgEcJ3h/1fN/jWQFdtO/NFXAFXIETUoEKTh25p7IC+ABmqEY4rABFllEXSSePABeCTlPA0JTou9GoDwApiM0T4OI1RecpPo5tI6BPBWBVA+IIRwioRNqPkyG1Rps4PgEOnD+4oOSMCpGE1FRS34TOcY8TCweW6lwJnMSRYBnQZULcnsAU20ZArxwHkpxPEU6qjPdiYvOCu0fDBZwoZk/7ZtR6MqCRxqh4uxqxgHIFqe5VBCTSNvlgxQbUgvh/l34FeBNRuyqx7bMNm2vXrd2qMu6KtXlchNpNqh8FnwH+0EVwWVWZc4NtZlqJYboiHhGQxFxapNG0G4yLDReop3XdHSO7fiWy3rCw3qhnTVjefJN9a5F946YV+9v/7wu2eNuKJZn8ZOiQ44YT1Cn6NtOeZ6yK/qN/wSWOopNhzSZzAC5VGx10ocbYnZ9QKnoB1NbrYyUAowQgp1pWcnVJT8U7NpqzHEdAUfBRa6c1w1mG8FOcY1qPSgCRU7bSvEUcx6whW43XAsjSuglQCmjSCZ8XXfPBp4j99A+3BscV8JLeqpmmmMgKoDMLFE0uuTTU3xIda8zOsq9DrDuX0O9cAVfAFTjpFdjsVNoshuo+lQBL8EYQRQDqt37rtwKsKLctIYaen3feeeGkqx4LcpUnNhQTpTpRiodS+8IXvhDcOuEJP44kxCr7vD/3OoGqGEU11W76+te/HpwBglff9V3ftdH15rmfffbZG68rDuvQpvpahzb9Dhf0KZvqkgmGHe52OMBV7ne07jfP6cd//McPO65yrGWUpMaiOf3e7/2e6QS04iR/9Vd/NdTEKsepfRRL6c0VcAXuWYHyu/FEjhQ8VAFdVKGLHhRRpt8ViiUV4FK75pprQp0/OVsF+FRTS/UC9f1aOkMP7c+fuwKuwNFToPxuOjQO+egd0Xt2BbaOAuV5wa0zIh+JK+AKuAJHSIEAjgAQdeL9FOuWjYFXAkwAiSIdWZ0IufGAq3Fx9agW1vz8LlADzimgRrPdAUhpWxw9wKEqsKLB83QwJL6ubhPqTiVy+gApIgBIirOoyAY4fhQbGFEnqxHuI9w7MdvXmh3qWeHWoh9FDSqCLxHEAqxEolq0EeNLiSNU1F9FEXmCNdkQaKQ6WPSD5agAdrUAKFVcUnL7yKWkaD8OCVgTzOEB8Gt8cK/d8c0bbOHWZWu0qzbTrVsXAFcTFANWafuZDgCL/1QLSg6iZlMQiLg83FpydHXDPkC8ANySUM+qgeOqij415l0BtDUAhUzADiyt2LUH+nbLKrGDQDFF6xW4pJr1ODi9/uFvLrfL/uPzVvSI8wMkYRfjHpzEHKfolwMPM/arKEJRUI256kSTAF/B+ugYel5HS72m+MAQ+YduiltMWKMM7YeAyAnrUGH8QRtRSsBXjBtKJw1Vh6tSqaGB4gEBXERDVuhba5zxmSg47kQOLf0HsNJJnynzFAybMidBxWlEHCXrqc+U3GCCaBPGo7VkhwBI1RcGMWAd+YP06QwLMby5Aq6AK+AKBAV0JfvhWum00nuKARSEUtMFM4I6ZdsceafX5MZSU/SgamiplfDqaU97Wniuk41lvSW5uzbDkrDBA/xj89x/5Ed+ZAPMaViba19tnrvcRWX7wAc+YJtB1pe//OUQp1e+v/n+kY985MbTEpyVLwhqvfSlL7V3vetd9olPfKJ8+Zjdbx6bwN5mN5kAp05aveUtbzHNV3+jyLn1jne8I4xZcYGKBBP0e/Ob3xxiwcr6YprAfi5s8uYKuAL3rEDpxhLQKU8W3/MeJ867+reS5v/ud787fJd88IMftNe97nWhXqNcoXL6yvX5hje8wZ70pCfdpV7hiaOCz8QV2NoKlBcrOcTa2uvkozs6CjjEOjq6eq+ugCuwFRQAeigmMJ+sO3+qwIuJ6jsBThQLuNZbBQ7JScNgce0MB2vUkcqIbsFFQ22mBrF10JTAHyoADIpnUd+J6DvAUYBhAAw5r1Rjqd6eBXAApgJsITZvMgWatAMcSVVfCSCScZwYeFJhXHKJTYBNFUCKnD6Kv1MtLUESjSXUyOKYoeYS+6qWlqLzmrWY+ldCLHIvAXsK3EG8HtxCjGPCPzByxr//hltt340HgGtDgFVkNVxDdfYVkJILrSGgxdzlE2u1m+E93gbUMTccSXWcZZN0Qt0noB3AS4Ykxe3JfSYHUhMnV5OaWlW2bQDAOvQR41obZrHdtjqxtYnAWhxcZfC2AKm+8KV9dvVnr7J8qDpfuKMYbwq4UySiYFe1gtMLJ5XqgkmvGv0VAKSCx9JLC6G6WDU0DDopTpFXBMIgSPSDIy2APeAegxao035hzLi/Krjgqo0ZdGPWOKU0rhqQEvnDZyRmLQXo1I/WQOsaAaBCDjzz5kDrffFxUe0z1VgLV4RLINx7cm1pTSZy1fGh0suF+tEBvLkCroAr4Aoc1wrod7zgim7PfOYz79dcdFHG4drMzMzGy6pTohOG119/vb32ta8NjqzyzcFgUD4M9yXE2vyirpZXe8ITnhAczpvfK50Gm197oB9vnvs//uM/miDU4uKivfe97w0Oo3J8m+f+kpe8JLi29J5OsKrO1yte8Qr70R/90TDvzQCo3F/3is8q20c/+lF79atfHfRVPS7FaqmWlCIay1pj5bbH4v5lL3vZRh2spaUle/azn20f+chHApB61ateZdJGLqv3v//9/C0Uh3gv1cPSmD/3uc+Z3Fuqf6ZIwUsvvdT+5V/+ZWPYm51bGy/6A1fAFfgfCpTfkeXJ4v+xwUnwguJndRGE6unpu0W/ixRX+spXvtKe/OQn22Mf+1g7/fTTTwIlfIquwNZRoATrDrC2zpr4SI6tApwV9OYKuAKuwImpgJxAXMJq9e07SIvDKQVQAC8AFYAhuH1m57bDHtadT2PqQqnOkaL7ZrpE2AFPxLZiAE1BDaqEGlOCWHLaQCuCewsLE64hHlao0UTRpWZ7ztKR4uji4MgCnwEyAFviVACURHAGcCUYBJYKICcDdihOT3BmHTAJhPA+r2u7CicoOGIAYBGQJAeqQZ5ga3IKAaEEewByInGCZYo/3Pf1r9m+mw6Ex+o5Ds4qgA8DSehboE0XgVf4MRozEk1U59M4qRbwGPOTQ0tX+CpGLxcgYhyaj6L+FHc4HONeI6IwBgiF+WhM0gnAN2SMBweFtYk4rBIpKNfWynDCflW79LO3Wdxq2UMf+20WtVvBUSbEE+GiqhKPmAKAFMfILvQ/ZX6MSeMDImmIAlwBcjGeCq9NWN9IoAptpG+IHmR+cnchDS446mFJT3xRMe45gS3VNEsEH/k8aOIVDhADHKUPR+czAwiU+4r9I+ZfZU6CbQn6yG015XiqaSbAprFVAF1y7UXqj20qOOxQI/wvOMK0Zt5cAVfAFXAFjmsFdEHDoa6dIz2hl7/85RuwSnBFEXFyH6upDpei4tQU77S5PeYxj7EzzzzTbr755vCynF46yaim39u6Yv5jH/tYeK4f5QnajRe2wAOBJ8XhyTF2yy23mOakC0U0/81zlztCbiyBQM1N4OlZz3qWLS8vB3Bz8cUXh9ns2LEjwKw/+7M/+x+zE8yRk+Cd73xn+Fvnfe97n+m2uWkbueGOdVOElyIUX/ziF5uAndZt89ppPHLovec979kY2h//8R/b05/+9DB/RQk+9alP3XivfHD22WfbG9/4xvKp37sCrsA9KFC6seTu1Eljfcec7G337t32ohe9KNxOdi18/q7AA6GA/v4pwbpDrAdiBfyYW0EBP7O2FVbBx+AKuAJHRYEAgOAKeQrMEggRsOABaAgQgfOn1rDWzA7AxtRaFHqSM6kzOweUAWSwXQN4sU4pcE8BMwQsdNIkwiE1BVyphlVBlFwlwYUEuJCjKJZjCBdX6EHb60QL9+sAa8RjwSEcR2xPV2E8EfvJDiTnj46TAroEv/RcowXFAGOavNewcUHMXhjfer0vAR8BJmbJNhVbuW2v3faN23AKcdILGCMHmaIh6J7Z47AiArHdqdru0+ZtfvusnbZ7O46zJMQNtihm1aQGVi0hMhAnVoP+BOBEgwSOciCN4gwjHuuY6o8t14ETfK9O8fYxx4QoKePPegBCOBRuJwuRiJrvyjCx//upm+ymb9xKaTJcWLzfxsUl+CQwNFV0YDg5hTbMTVhNx643cGjpmNzW58sheD84ujhZJ+ea9hVImzLG6Z3wSye6tCbBkcXx1fS8CrSiowCltAp1XHeKFxSo1EkzDrk+R0DVWNGAipZERHEqPiZhTIp3DJ8VANyUfdajBVEEkGisVYRjDP7H6+HH+sH9pyvgCrgCroArcDcKvOY1r7G3vvWtG84pARxBjbe97W3BmVQ6uHRSdYireXN77nOfu/FUAKbT4eKbO1sZLainF1xwgV144YXlW1vmXhGHf/u3f2s6UVo2/T7WSdOrr746jFuv33777aHmU7mNovM++clPmlxZe/bsCbXDBMQuu+yy4BQot2vyN8rmJnfB3/zN39i5557L7+k7/0BggxYX2mgdBI70+IFoWsv/+q//Mq1jcOTfOQiN8znPeY596lOf2tBDb2k7zVcntcq/kcpxC2j+xE/8RHhfMNCbK+AK3DsFStivk8al++He7elbuQKugCtw5BUoL15xgHXktfUejx8FOL+q07LeXAFXwBU48RS49qrP2z//w+9bszMPEJGLBldQHQgEtFD9pIT6SM0WAGqyZmMgSBLi/5rE8fWDuygbDaiPRGwcEXRy/MA8ABpyG6kuE74kOFFw/kxx6eCMClFyOHb0tSpogo8oOLQSuYQa9AvgEZyqYgeqAHlyjpnSX7XZpizXOvyRs0ouLAGThHi9FKtXleg9DqRRA2f4yg7AhHlwP5koSpB5MbYJdRGu/cwXbP9tB61ZnfKa4Exss9vmrBGn1p1p2+x8F2DVWHckMS6dHJGjatTvccXvCDdaAUSbUmNhZCPqfx1cGtjB5bEN+rivyEMcZ1EYkw4rh9aAbeWe0rAgeba61qOPdQAnF9gYx9Y2oFlG3N5gQm0yXElD5rdnR2zPe9F3WOeUeZuZn7MRMYSjFPeZov5YK81XDrSUaETNQ3MVJJT7SfWzBJ4UC1jgrgoeLYE29hFWU40sgbZpBnzCSZcLvAEPaw3qX7G1wJ7gX0bMZDhIwdrW2qwXR8R9prjJsA8QUfXS1gkoAIs+dEIxrnW0GdsNg0tLTrQxGja6s2y+DsE01lF/ifUxXGtmr/yJX+WE4n/HRNGpN1fAFXAFXAFX4LAKqLbVtddeGy5CEXQK0bWH3fLEe1EXtKiuk2o9PexhD9sAeoeb6cLCgo24IOa00047rEYCVW9605vCrqpzpSisw7VerxdqjnW73QDCDgVeh9vnWL0mZ9pVV10VLvTZs2cP9Vvn7/HQ+uzIySZtpMsZZ5zB35FclOXtiCsgkKzP35FqchZupc/ekZrX8dyPnFhvf/vbwxQUNSrofayavvf1mfDmChwJBfS79e4ido9E/97H0VVAAEtOLAEsh1hHV2vvfWsrwOXy3lwBV8AVODEV0NWoiqVTRJ4sNA3AhcBLBYeRHkfAqClAo+C+XuVqWxwzmfIB2Wk8Ap7gqMmhNTFOq3yKaycf3/mPiQTggptKdayAUYP+SnBBpQCOeqsDyAAGcdIh1HcyamtR5ymnHldRAaawPXwrOJAixQW2uxyuCHAqixRnKPeTxg0lYsO4AjQBUgmIqfbTlFhC0EpwgCnCUFF6cpJluIVuveJrtrbcsxquoVpc2I7tDXvQmTu5n7PZWQCOXEScyKhSNyphv3w6wXXVsJWVRavPt6wD5NK4h6Oxzc3W0GLGdvVHtrSwagcODu32fT0bAqLWwqUPgDjuG7oOgrkNhynaUhcKF5YcYUwpAJ96I7alPlowpxhwOMIh1WIMtx7M7D8/dLn90Mv+D7oDqwBTCbYvuZjScc8S4FqVMVZwaEXZOOic4bISvJJLTDBRoC8uqNkF5FOEXwVAVmjBBbIMRxaQLjixgIbqSzGCiomsaD1YoxAvqYHKAVYBPmrsuKvkPNOYdNInAi6qzylOOGxexEVSW0v/d8FCNhlNWO8mNbC4B+Dl1A+rcj9hLhWOWWh8aDGVe27TVd7a3Zsr4Aq4Aq6AK3B3Csh99ahHPeru3j6hX5fL+vzzz79Xc1Ttpxe+8IXh9/WDHvQg+4M/+AN7xjOeEfZVJLJqSZVNQOzumlxrcjNtxaa/RS666KJ7PTR9dgQ+vbkCrsD9V0CxgjphfMkll4QIz2MNsu7/DLwHV8AVON4VkBNUAKv8Pjre5+PjdwXujwIOse6Per6vK+AKbGkFVONKjhs4QoAioc4RMEOEZYLrqNEETgAcarM4a8ZyNAm0pEAIRecBPQKEqAEpqGMFKIlwRqke0njYp08BExl3BusRgYIqwJWcmljiFTXqUOXsJ3ijEykW4fRinwiAolpdU4BYcGZV12tSRRRgqkYcC1ATE0OnsUc8B4UEICX3UUEdJ70XA9zSHF8WwEm1pARk0pVV23/zPhusTnD81O3CC06xU06ZJTqwyVW727lCGbcWkCjUvJKDCQ2qzG887NnsTNf6PcYtNxknS3L6zeRqQosZ+oqjTnBUTXc2bXlVUYiRreCaGnNLqanVoL8xfanJrURH3Oc2u33e1haWrIkbaoyTbVhQk4sxxMx1yHZXXr9in730cnv8Mx4PRMSNhhOqyBXdVxN2BATpyuFC/jP0Yi0BRAm6qkZZrYqrC9jVas0AsKhJxmIo6rCGJU11q+SQy4FLoCXWCjimtZHugMMMB5wWL2LcipQcTwZh7eWOmwL25LLTegvm1estACFRjQxIKLHG2HgzrCkS4Vrjc6P3BMqIEFScYZ35KdKwRv8TjpkAQL25Aq6AK+AKuAKuwJFV4AlPeEJwq43HY7vhhhtC9OATn/hE/tZI7Itf/KLt3bs3HHB2dtZe9rKXHdmDe2+ugCtwUihQuh4EsnQyWSDrWLXwb8hjdTA/jivgCmw5BfSdU9bBevOb37zlxucDcgWOtQIOsY614n48V8AVOGYKKN5PAKsKOMmIeRPASYlZac/NwVmCn8mSZiPE0E0ADxHRdFbgtAHmwDGIgQNeKWIQQCEIBaEITqk6EEfuqZEgklxc1GvSCZQ2sEblj6ApvA+wAVgJZtAhEAVXERhkMgKA8XpmNVgI2IbtFRcBPgKm4FgCkiQQk4Q+BZoi3EXqssIcEsacA4gydhoTs6d6W4ofjNKh3XrlNba6DLRhzueeNQfA6tKjABfOKuJOtu+YD9CsTn2HBgAo7Eff1Tli7wBwnO9hzETkAWVqRBCura4xDuaF26gC+JnbBmTCzZZHYyIBAX30jqiW4XbqjQvcZvQzAvYI7iGXBr14YBFtCfhDzyZ1t4ppFeiDm4lYwpoAGq6n//rMTfawR51j7dMASByvioAJWmm7AnCnjiLBK+Ye1kWaQI80tqQpKMcWglD0xWZSmFcEmQTbAI844VSTKgOiCXQlwV1HrCPjn0asvXrAgSVXW1LBvaXB81w102rEPA6JlFQNrUjuKrZdd28BpjQmPhuKKMwAkoWAGU47xSUqupCd0ETur9TGDrFYE2+ugCvgCrgCrsCRVUBxee973/tCzSf9HaYIwg9/+MN3OYhcVu9973tt165dd3ndn7gCroArcG8VEMhSrKfiBRXrdSxAlv4dqO81b66AK3ByKuAA6+Rcd5/1PSsQv412z5v4u66AK+AKHJ8KLC/us+u+eTnOGTlxGsAMYubqAku4ZQAgckKNAAwZ4EbgoVAcHmwmpa5VzPaKshOPYDei6oAqPJ4CO9aLZqtuFV1Df+qAp9A3LyiyTm6k9f2BLGwjmIIhKziI5IjKeD8ixlB1nuQWWodYwBr+qwE+6hovcYABCAmOAL1i+pgAWCLF3dFngRNL+00Y62jpgN3y9WuBKRXbvavDrWUz7ZrNAet27jzV5uZnGE/Tul2KvDO/Rp1oQ9iN6nzVyVpvAPIC1NJYAUgxIlTZpkqkn5xT2icnPjG4uOToYhu5kjBJ4TQSBAISURurwiRRERDGlpo4wgkKxfQBkwJcsR33BZAowTFVQdDVMbF8S0t29oV7AgxUv3JcCRYVRDtWiFOkMz6AvCOHFd3KSZWEWEbF/wktrUPCWPpzS9BI6yUYVuGYGqr6KIBRU6CSHHGKZqxwnIoiHgFWEZGI5BICC1XLTA38BdyT82p9CMwfZ11F27IWNY2RPvQBmeK003b6DGneeZ5alTpqOTWz9HnJrG0Pv+i7WFtqm3lzBVwBV8AVcAVcgSOmwCMe8Qh71ateFf7mOf300/m7Z6edddZZ9pSnPMVe8IIX2MUXX2yPf/zjj9jxvCNXoFRANWZ0O1JN/6bw+mVHSs0j38+Tn/zk0Olll10WnBHnnXeebd++/cgfyHt0BVyBk14BwfLPfe5zQQc5sBQl6M0VcAU4/+oiuAKugCtwoiqgWDg5m+SiySJcTgAWAYtqi3g74FBGXF0FuJEJFPFtuA6NgB+4i0RLIgEcqEuhOkrUXoqBWqpplWe4c4jdU1ShoMpUUAVUERMnJzCU1JvAEMXyrbu3KKxEf0ASuq0BV6YAkHQCnAHwyNEzpRPVUspwToV4QGBUhCMML1HoH1oC+KKLuBkATwpQSnCD5aOh5cMlu/3qawAuzI15bp+tcrXxjG3bMWPtVtdanTZwiBpSudxGckoxZwBZo6571cfCEUWdJ4GjRqNpayvLjAUwhAaVCuCMKwAF1Zpt1AM6KT5PTrDGEDcYUYgNbnI4ZbXChowhUV0vNB3xWPrkcoox1wnuqfV4R/qmj+EINxa4SNDp5ptXbeW2W3E1PcRqjHkMvFqHdiOAU4sxMzfWTuskQNSk7pgcZhWgk5xXAoOTcT/sI/AGcguwSbophlGxgUFIAUbGMQVs1QF3AZZx8iHSZ0TBg/QdQBawS0BMC6ZaYzLiVRVtSD9KTdSYJ0Q4iuLlvF9taH8+PwHiqaoZcJF+p8RSFnLSaSdvroAr4Aq4Aq6AK3BUFDj11FPNY3aOirTeqSvgCmxSYHO0oE4yP/OZz7RnPetZm7bwh66AK+AK3HcFVPtqcw2s5z3veQ6w7rucvucJqIBDrBNwUX1KroArsK5AcEzJ9QSLahLPp2i5GCJBGSfrU/OqiSOokUwDaIFHEHOH8wZgI4ZVEJkXyU0EsJAzKZ8ATAScsmFwKIUaVXeyEbl36gI/wI86NZrUFKOn+lITIvYqwKqKQAYAbQrw0U3urQn2pAn/RYwjAoDg8QECAUbodxqtu3YU5SfYFTEoOcHGADPFCMr1k0/G1ltYtFuuP2grS6k9+IwZO2XXLM4qamcJ1hFvGJxVPM4ASfUWEYUBrOFK4lhyKeF7Av4IUNEvEE4QaBrAE1BOcI3nOQdu5ewLBGsM0IJxYGYidhD9SLlIeaEV7EtAG9xJ7QQ/FtoNgVEZTje5kcZE7lWTFsfEXcVxecly5kyyoQ1xQX35MzfY9+45JziZKoC2hG0K6lNNBsvArRmjKyATjqsE3cbE/jH/GnWuVP9KzirplADdJHPBsSqsRUhyZG6QJl6Xo4w1LIiIpI+CuUVFhbnj0BPsUn/oJejEO5AqIBu/IXPBOLn4+DzEQDPBqSgbcctCHY6JHHrMv0oEY8ogE0DglO2KuIbmuLjQIkqFuLy5Aq6AK+AKuAKugCvgCrgCrsDxrMBmkFXWqnGQdTyvqI/dFdgaCghgCY6ryXnlF+dsjXXxUWwtBRxiba318NG4Aq7AEVRAwEqOpQYxeor7gyzgkgIY4WSa4GKK23PEwlGjCehQA4IsD0Rk5DQyazfuBA/cTQEWgi01gFdRmwFoALZwB6lKUoijk5trtKocwlAnSaCjCOBJtZwq1FZSLKFcQXQs4EK034RtCx7HU+pA3Rnbl3LgCpGGqnsVcww5eBS5JwoXAWgER6bUl8IeBIxinMO+ffPyb9j+O+QWqli3CeRRTB9zTYBkiiVRU9SJAFnBfjVg3qi/jEOrY2PGJEdaJSdesU6kILBH4E8uMzibjail1WmtRw1mwflEnSgi+sbE7LVxs00EtVrEI7JfAZVSFGCCjgVOry56VYBzIDrrjwA+wKQpIkrbEEfI/Fd4fb5esaV+bld+Y2jffvvttvsh5wCU2A6opkjATqdGrTC5mugPiCiYxIKgB8fhXhGDcoLxLmssFxgUC1im9VY9tJz343wU+gAz4TCjHhmDkDtL8YdJFV1Vs4p1sEkfMNe00aDHWgPrAFttXF+jYS/Eu1BRjeWroBVgj/lMcGFV+IxJ7wka1uqtEEXI0gcAKDfeaLDGWFthHfyHK+AKuAKugCvgCrgCroAr4Aoc3wocCrIEs9yVdXyvqY/eFXigFNjsvtIY9P1Sfsc8UGPy47oCW1UBh1hbdWV8XK6AK3C/FZBbZwrYmAgORbk1AVoxYAWTjG2b32F94A6cg9cTajPhmIkU10ddrHhsOU6eBkBDzp2KET1HuF+90bbRhD0AIAX1kQQrwCoAELl1cPwQOQdaCgBF8ARsQ3QgsX8cH14C5KgFMFSRq4djFoMVK5IOYIr95NxJ+6TZtQFXgjbsALxR5B9bs307xAvqWNXhGnAothuvu93uuI0YPeBOp5PY/PxcgCxyTkFOwuspoKUFiFLIXlXQLIwJADNk/MCidYeS6kAprm8cxj4mEpHDAOoUu4iLSYAoQCLVqAJWAb8QFHebemMbrG1tYNB4CYcSR2DYtqtbJTIws/09NBD0YR8dT7ApZXwx4GjnbAOwB2QC3A0AiNdcuc+2n3kGyYtV+q5Zb5V6X4PcqtM1gBJ6IXhX9bsYXKOh+D+5wnBlFYp3VA0zwBb/af4Yo9iOw+GSUr2vZhNwOGR86BLqfLGfgCILibYtXG3EN0p39k1YrAKXXAV4mE4AWIKBgl78p/ucz40AYcb+gmha3Fq9zZqB7JhXldpXilyU24wdiCJUvYTwRC94cwVcAVfAFXAFXAFXwBVwBVyB41iB8kTzJZdcYroJZDnMOo4X1IfuChxjBQ6FV3JfeXzgMV4EP9xxp4BDrONuyXzAroArcG8VGBM7lxEHV9gAc86cxU1qUaXUvAI+KIYubratU6USFZBpuQ8WIp6uSxRfgltnNBgBMobEDYKp7qzzNMalVVSauLJAPkTvEWwX+sqAJEltFgiUmkILi4pqReHKAbYobg4vVIiiE1CqA7tS6Ib6MepIlWBHLikGAtCSy0u1lAAfHCfiJvCmmD4wl1UZU47LarRvv1Vw+VRxksHf2Edf59T9AgDVqHcVQAyvNwBIUBx1ZSnus0qlG1xgtVYbeARogThVcUMJMq3Xj6IvnEUpQAe/UtBrgvNqorphHLfWwG01JD4QoDRV3B8RenVF6Q3lPpPWuMEAdz3AVkohLwGjKtsK6MgZpWjFMYBITqlsnNkaa9RiGypv2Ve/eJ097infxv70l8q9BiQSFMTZNaI2VxVX1AT4VCMacKU3stkGoAw3Wq1eB5jhRuNeMY2KK5TGUwDWhD4S6pEJrKXoWGU9KsxVdbQKoiGnvJdx9BiIGNVBctQIk/sNNQB8bM+4mA7bA63QXlAxRwuNX/8FLicYSL8CaQKKei3GsTbB+TcFrGHPC9ve28+tb+cKuAKugCvgCrgCroAr4Aq4AltfgXuCWRq9Rw1u/TX0EboCx0oBgatrr73WdK+bmsOrY6W+H+dEUMAh1omwij4HV8AVOKwCEyDGAPDUpO5RDQdOsBcBbsZjgAdQKxJMAjYkQJ8miW9yz8gw0+vLRQPoArDUcR7Fgl5xM4AMuXAKIEkCzIjk2oHMqLJUAfSpEQtYKLoPyJLg4iqIsSsyQTC2AL7UOdbakEi6BIdXiMXDUUQ/BgyqANVU50ogKwcMqT4XnAXYBQhh/ypP5PpJRUioa7Vy4Hab76iOFmPlmLAXjqWoPaEnIvz6fU2F6L45+gRuAXcKOb4AUnImDfsD+YrCnCZEBQrqqeaV6kVljHU8HgKbKjYejW00GtAvx+F9zWXdBcVYcXiNcTCpNtUMfQ8BWemEaD32GwGoBmNAFXPK0U9xhyEWkLGJqAnw5QGEKYaQsTPaPq6r/ftW7ZQzGrjkmMPaGrGOvImG1RhAhWYTXp9GKdBqYsPeanA9pYBKxQtWAUsCaWNgoeqTVRmzvGeCchE612WHQyPFKzZYc9Uhi1TnCk34MODIUu0wdK81LMGVlhOTKGfWOpSaBhCmD4i0VB/SStvoNcEtaai1mGr9gZ8J8K3gGGuMNTi22NKbK+AKuAKugCvgCrgCroAr4AqcWApsjv8qnVmaYenO0uPzzjtPd3buueeGe//hCrgCJ64CJaTSDD/0oQ+FiW5+zeHVibv2PrOjp4BDrKOnrffsCrgCW0CBKUBoCmCCMgTwkE0J+Yvx9wBkmkCldEw9JwEc3FjcAWDGluJwKiLcM0CNCrWoctWjYj8BJrmM0gz4MR3xGCaimDvBHaCJYu5kvNFjK6iXBDwS3BCmibI1G7Ot6jrJKRSAU4inU18AEQEVOhQAmwJ3CvZXLSxtW6POVQ5UUVjeFFhz7de/Yp1KZgf3LxG5h4OM49ZrwCWcSAmwSzF4TahcVRGHAJwxLiYdVzWe5FyqapDU9FINrhp1quRSUpSgakPlAJ0UV5PIzZiaWBOiBSuMSXwvoSZYox7hUsM3RZxfRN2oJqBPkYDDUW4zrZj7qa32gTfMQcAtAxqq/lfC3KoCWQI9vAaK4ri4rPiMDCdTxo97a5Tadddcb83tXesBm9Z43l/t26nb56inFdtqCozMBtYFQMllh4poXRO3wzGF80sRgKzPIgBtZ7dh1XzAuAUh2RLmhnhoDexi3TMAp+pb5Xw2MoBhlfpVdIj2fA6YL7IFJ5dqfLFVgGNaG9XTyvFuTfjctDpdJQniGpMjjehH+piivYDVlBjKEQCQITE4XHeCqN5cAVfAFXAFXAFXwBVwBVwBV+CEVKAEWboXyFI7FGidkBP3SbkCrsC9UkDg6sILLww3PfbmCrgC/zsFHGL97/TyrV0BV+A4UkDYYAJ8UkWrAfF2VSCEguJEq8YAknqR2gho0WzgvKGmU5QDHQAsNVw0PcBKwY3wOggPsYTaDpAyTKPwvlxJlRrRcYAPOasSwAjIBkgiRxUQQ+CH7aeqM4VjZ1KZB1zhEOI9RQiG2lJAMvGkaq3NmARGVFNKJEWuKhxk7TYwRfGCEBgiDdXvgVtutHliEW+++g5bvPEg7iFi8KoFTjJi74BzAl9yCBXMowI40ThDfF8FkMWxAiQDdMlxlABdJhCsGAeZVagLJWAFBIr1OvBP+lV5T64jOZwUJ5gTEdjpdmxAfSm4mGUdHFLAs34/tQbb7j84sAMrvMF85CSrogGDAuoIggGx2F99Ci6m9BurxpSgHxsUwMIbb1qybef2rDM/Y1OiH9udVqhvNWIeozG1r6Kh9XF/NRjjGu8PNX7WtEYtMSaBvpn1gW/biEssiA9c6a3hHGtTswvIyH6CkBluMR2SycoCBpijNtdkgL5ESVLPSgRLIDFoj6ZTnF4xjrsAK9ktxhWWU+dqDJxjB15Zd79RrQx9K+hRsf7KknWIplxJV6Fca2wjiubNFXAFXAFXwBVwBVwBV8AVcAVOdAUOB7Q056uuuipM/corrzzRJfD5uQInrQKbAZVDq5P2Y+ATPwoK6DSeN1fAFXAFTkgFVONpba1vAiCzRAoWgAhBKNGVBIpRxeEUZz2gRmrjHPBA7FtOdF4L8JIqRg/40m2sApO6gUEIwAiSyGmleMIpTis4FBAkwZ3UY3sABj8FlixqAMVwWAGgcuL5Wtz3GYcAVsbrgkLqd93Bo20Et3AA8boCCtvUf4pwEEUCLbCpUPdpddny3pJFjO32mxYs4WgFjp8J22yfrVmrXQ9wSq4rjVFOoxCd12gFAKO6VzVA1BRwJHeVHEh1AI6caPwPPagtNegzfjQC5DQBSGM0iZirnGGqu5UDzFR3S7cAsrAiDUbEGQoSZX3GDizEsTVR7CDgpqF6WRyzR9Rgb5BarSlwpvBAwBAET2AuR9OpHGu4om7eO7CLAIyDlYNEOUa2sDyyFjCqP6bWFbAvpQaY3Gj9HtCJGlQ5jqi5boslJQqR/pYYS3BZ0SdJkqw9x8gjap8B2RoClcMAr6QRy7v+WdA4Cv06ZCzAPbmxYlxs0m/KWlW0yIxNcY8l+JPTbYDDLR3xGhpkOMM6aAA1BHuiYw0oaCn1xuq2gnNtyvp6cwVcAVfAFXAFXAFXwBVwBVyBk0uBEmidXLP22boCroAr4Aq4AkdWAYdYR1ZP780VcAW2kgJArGjct/pM21Z71H0iZk5QRdFyg2nTdlBwaWFN0KkNSAGKKCquoIbRWg+LESADqCPnTmWK4wbQVdRmrSGIgyuqGmplEUsILBkT0TcCYgxwUvUAPvOtMYAKWAQcSXPBMmpRsX+ziYMJAKV6SSkuHsUWzs7Ph5pRWL4sBoZNqbHU7c6HmEPYDccGrUmx3/AAAEAASURBVAjwAMxW9u9jGCO745t7gTEAJWDUgGjDClF8Ddw/NfZvdxo2wqHEMDgGcI7aVi2OKyBTJdauIHuvGhxgNSBShLOKOQNe5N6SM0oRilNqdLVwgaVQoPEEIFYM6b8B4iFaD2CjeMIYnTrtjq0UveBkw64EoKoBiprWVLQhOq3lwC6iBkfEE9aJZ0xxYE3os8sYhzjjBH4inGN1dFK9rG6rCejCadUfWnemC4DK2K7AHddgOeSco04XffWBfZPqjLWAZYJvI+pkKSJxZUAUIgDq1LmO9USwQpSkog6BiQA+RQdq/vUSYAHqVNuMI1ibufSHgwCtFDcoqJiwHRXKAFC4xEKsIzGPgCw5yQQ5M8bcaLdsrYc+DeIIgW4TXFtZhGNNGYfAS82zqAA00d+bK+AKuAKugCtwPCugC3B0cYz+btB9edv8fPPje7ttcHvzt1HM3xihpqTqSn6L5/d22+NZbx+7K+AKuAKugCvgCrgCroAr4AqsK+AQyz8JroArcMIqEAE24jpxeCkgBxeOcMUUV45cV8N0xb5xW88moyEQKbMZXFojXFhj4McQ+DNbEbyIbGV50bZvmwdoqWaSIA+1looBzqY0gKKlHvWjcPdMipp1EtxGwJo+4CKPelaTIwoSFcllFfxVgCrAWAaAihVFSHxhSg0uOg1gSfF1cmeJd8RNoIscW2yTUXMppq8ecE1OqrWlFELFyaMAfwBGGIV0sqeLc6oGYFHtrjrHGacDABP1pdaGNgPIC14gHFgFMEfxfjIHwXw4HrBG0X58EibsOwG45egkCJZA0Sq4jlQzS9sOierTiaM4IXZPViZoWa/HPATOGH9wlgFz6jiZ+jjXVohkHAN2KnVcZWw+QVNFFSpcb8p2MkPJ5TTFoSZoJtfUcHVoo/kaYBAAhDNq34HVoF+C1ENcWnKRNTusG51UG4AzNJ8MJzbG+7XY71ljB+tFVKTcT0PGnLD+WU6NMOIMp2wriBk+G3KYsaZyxg2BTsgZdNYcFKko8KhIRp4A5QB+9MPmHH/Kuq1HTGb9NYBVwpwMt9nEZnD3KXZQNdcKnG4a4xiI5k4sLbQ3V8AVcAVcgQdKAcUZDwaD+3Wb8LvveGutVsvuzy38XXW8TdrH6wq4Aq6AK+AKuAKugCvgCpxgCjjEOsEW1KfjCrgC/61AFdhSw0FEmpulq7hsAFZz2zpQCAAFcGFldQ1QAZzJ1mzbKXM2h1tnHBfUTyIqDkiVAzNW+xMb4dLaNtMEAuG8SonMgxPFuJX6uKkGAKIC0JEDm6raHyCTA7zGg5HN4TiqQ2myHJCGIwmMA7ipU1sKsAKIMWCWVSY4pBrB4TQZ41oCWMG34Cb84Bgx4xHqGQx7HDOy5ZWe9VeBcZoDwKcCXAm1mnA0KT4xAJ4mzh9cWjVAkiIGKzzWyasMN1eN7TLVn4JIVXAXRdR3Unweg+E1xeUxRiCf3FaRrogGNGW4tUKNLcasmk/rNb1inEsjYA5XZQvUsI2AlsaKwYt5MQfFDwKTUpxJTfYFE9kUl9MqZGkbTrWKxiS4BwRKJ3qXOEX2W1pYs/lTiFNEsRHuuSmvd9iemaITUA1NClxOa5MK/dTtIE4oqZSmy8QwtqiTxUk2blM0ZwmDW0tgLq7PoJVcZeu1wOROU52vLANIThW9OGa8jEGDAPBVAXXSTC6vFhBuEdfelMUfpQJyADemORxSa4z+UuIWW7U5W2T9uqq7hSj9/giXHu68Aa48dejNFXAFXAFXwBU4ggoISi0tLR32trKychdgpYtQ7m/TxSrBKRUuZll3S5XOqW/ljLonZ1UZf3xPLi79TaYLRA7n/ronx1cJ7u7r3DXuzRCs0+nYPC76u7tJI2+ugCvgCrgCroAr4Aq4Aq6AK3BkFXCIdWT19N5cAVdgCykwAIBcd8sBO/WUeZvhhEvRooqUHEI4fHrAoCoAaDBQ7aaMGkz9EMWXAiEUcVcDRq1mNVseZLYtGVt/TfYdnD1rqzae7Vg9Kaw3ym2OCL19y0Mi9GJbJrJwSs2mPgBrCFCaFrN2FtBs3/KaNXGENTl2kgB7ACZiWKpbFW4cT3GBskbVGm14klxE6/WqImo9rQLbRr0e2xBjWGO0ACOBlFxRO3SkWk2K+qtWcUcBYOQemspZBLxaWjgY6lUJisVRFTBHpS+OmxAbmON8UhmnlGML5Iw4wTXAWTakzpT6UQyi6lYJblUEv8BQiBOcVCnRewJPYyAOkgXn1oj6WRmvaXwRJ5sEwOpAogQHFGGOAaQJmGHQwg3HXFkTucyabDMQKJMrinlQ5osTVWApxiC+triCk6xF/SvmJLBUhfLVmm3WEQcVIFCgqc9xSYq0DueOhqyZ6nItLPWDJg0ejzhefYKLLMA6xRWpb8bLMWPGKdKFcjiuiG5krFjCWCO8e9Q2i+MsRCJOFWMIuMxxc2meA9ULA4RNUtYGh95Kfwz0HADCIjuwtBoA1xD33DjD/eUMawt9M/hQXAFXwBXY2grI8XR3cGppadEWF9fBlS44uafWaDSIu23Y7OysnXLKKeFx+dp9uT8eXUmKND4SN8GwxcXF4FK/J83n5ubuFnCV4GtmZuaeuvD3XAFXwBVwBVwBV8AVcAVcAVfgEAUcYh0iiD91BVyBE0eBEc6mlQXqK1Vj297ahlsGtw61jHq8PgX8DIeqYQTwII9vhZi6QlAFd1NLrh/gSRNQNYDnDHq4r6gN1aSGlmpCrQxyIvwEuyoBiLUBWBOuDh7T52SyDnnq1KciXc4uvxnoBRPp1Ou2e64VYIkAUgUQoqt103HP6s05IJBqTLAhsCMGnuTQm1xgSzAJt1Sm+EBqSE0ATDnkaYTLp0VkYIRbSzWcxkAtAZ8Qywdg0XhEgzJi/sAqVqdmU4NIxSbRgJMxrjSOIeilE2UCdwcPHMSZlgb3kKBQnW0Fd+o42VQHqsJYGUqo/TVmexmvFP83QrcxUHB1DceVXFM4pQT7VFNKGzWAZ0ONjcFVqbvV5OUBqCpap3hWJ7YxB5JV6VwQShauVQDQNHqQrS4eZF9gGFouEjE4O8PJOFxOdaIWpWENAJWO+uuQDG2azZj6WABJdDyl3mK9FXM4BjQ2g8Nt2F+xnTMtdAdQCSByrACvdAe0bBIHqfpnglDTpEstsa5VcXAxnVCba1rBAUb9rQTQNaDWmOIm6YklExRsArWIaSI+seBDs8JNcYxN2e5UE+vE+b+Vz8QVcAVcAVfgCCggILJ379673A4ePBjgVY8LV75V63a7tnv3btu+ffvGbceOHRuP9bo32wB3R0oL/d2kdVpYWAj3mx+Xry0vL9sNN9xwt4eUa60EWoKLWsfNt+MRFt7tZP0NV8AVcAVcAVfAFXAFXAFX4Ago4BDrCIjoXbgCrsDWVCAUIAdK3ba/b3csZ3bKzqYluItURwkuE8BGQr2jNeootakZ1RsAM6h3NFpcAUoArAAtM4CRBFiiWlHDpZG1m8TOAUZ6QBnBCwPCzFQL4Eluy2Oi9HAuVQFWGXajG+9Yw6WUWZfjDVdXLBpE1uD4s9t2WRegUwCgcoGmSZ/HhOapKNMUSDUFogFOJtRgsqRF34XdemCNuk+ZrQGLajM1Gy+OeJ7jslqP+BsEaIIDKtSWoj4UVwzryuMJ48gYQwMQtGtn2xJOnMi9FaJ3AE2q7bS6tGa33LrEyZj1mmAJ9cGSJMXxRDxgZRwAjyCaAJ4cXRlzH+A2yxlXJpCDy0k3RQnWmUOoo4U6OZpkVKqKa22LqIslh5bAWA2ik+P8arSa1O4C/uDmkkGtqeMx3rxQLKEi+vBNIck8V5CnQDkBR/mlRsur1PiaB8DRJ94qOiVWEZAILBqjg04OCRDSpRFaSE2yAsiHw4wxt4hLrBH/J/in9auwDlPFKMqBRbRkBbAX4QyrqE/GmQAIh/0h99QoQy/FParWldxsFfpKgG+KdowBXD1FF/I5KYBodeBVE7dXDBAcj6h/tjX/L+KjcgVcAVfAFTiKCijC71BQVT6/JxeVIMahQOpQWOWg4ygu3D10XeXvhVNPPTXc7m6ztbW1DchVgq3NsEsuO72u2ze+8Y3/0Y3WejPUKh/v2rXrf2zrL7gCroAr4Aq4Aq6AK+AKuAIngwIOsU6GVfY5ugInqQIFYKUYDAE5RAkCUYpZgQigDHSij8NqTDxcAphod+ZwZ2VWq6U222gSMQfYAGjUgVNyBo2o2dQAaDSIBFwFuMBHbEAH9Qo3iMwQqNFPa8AaHDojoBUAQ7UbBoOJtXAOzdIPGIz3iC8kgm51vM/OaQFLqI81BdYI/8B3gC0poKcKPOMJ4GmEq2dcDNh+CsApbI3+hn3GiatqWyfBBTaxdrtj3LGfETtIjap0f4jrG1EIrE+tKIEnubfkXBr0iCkEcs2gg1xEupp4RL8LCz27fV+PeluAKWBRs4HrrKmaTzFzzqw/KmwRwDUgPlEGrzHurgQXWIbTKAbixDjRkhpuLXRiFhyL2ETqViWAJcE4SI9N0asA9sCLQj0wBSCucKW5xqX/5PKasBZCg4rlW8JpNgAYNajvNQ2wjWhExjtWzCA1xHbky3bKfMduW8HxxD5y2WEe43g4rBjjCPubnG0D6qBlbeYBGKMjW2QOs4xJ9bZiTkQl9IVljfeAWsQ8Sqtau82meXBx1QCSii8kixKNgXS49qrMb7imq7txYPFZGhXVADGHQDW5zYaDwmY7LeIae3zu2L7aBIhxfG+ugCvgCrgCJ6QCJZg69F6OnLtrqrN02mmnbcAKPRakEMCQy8rb8auA1k+3PXv2HHYS+ltLUEu322+//S6gc9++fRvvXXHFFXfZXxfplEDr0Hv/zNxFKn/iCrgCroAr4Aq4Aq6AK3CCKeAQ6wRbUJ+OK+AK/LcCAhVwDECGWburOlHE7vG818Png0tGjqpYkX4pwXIAjhruKzmoVOeoCnxKgRajbGwq4l2hvlQPqLREfasWcGaKc0oQLKeG1BjnjhxDEwBXj3pMozUsXbQYl1cN0DGUewo3FkwGeiIYQ+zgjfvtnAdtx7kD/MH9JadQleNGRAeqwDmmIyLtiMFTzKHqc+E+Uo2mFBgGMrJZwMxst85+ACzMSCmRftdffzA4ujTvx37HmbbjgtMANXVbIw5xeWlgB/YeAMgYEGs320F62C4j/vDAAoXhl5kHsX8YrWzX9qade85O6wJz9Fof2LQ8N7TF3thuvXXNbj8wwoUECUIzObzaQLcOTracGMM27irFKLaQgGlyi6grVbE2gC+PEiBVbGucvJE7rEXkn2pxCSnJ9Sbrk6L+tE5yXM0A6EY96oEx6IJ+2MESaB8cjijIwvo40rZ16V/OMuY4SgWbcEJx3Jv2LgAZa9S4onuej8cjwJogJkdj3BHOqYqQGbXHFAuZoHkh+sU+mTqgUpriKNNsJTjKJhMiGDl22JdV0EGaRC1OgJ0jIg1HuMAKIJjW8Lw9XbtjCRBHHTUQH5GMxFfynzdXwBVwBVyB418BuWiuvfba4KCRi+ZwTprNs5Rr51BYJQChOlXeTk4FBKMELHW78MIL7yKC/r48FIaWz1dWVvg77NZwu8tOPBH8PPfcczdu55xzzqGb+HNXwBVwBVwBV8AVcAVcAVfguFXAIdZxu3Q+cFfAFfhWCqi20WSKPQeAoNgdPT+IO6k7X7W5VmwLAKsqIEU1oiIgS53i50WeAn2WLUpwOAGwZrsU3w7QA/gxInYQcDFNBzJK8VjRdAmQbGRrwJ4x8KUgTq6BOyuPaqCmiCg5YIcS73DvRDkuMICJSl2tALvkBCKB0Cr1NkBk1sbDVaAOtbUAIxnAJ8uoZsVxVFupVu/Y8uIBHGDU8FLNK0jRkPvO3Dxusz7gp2rwtACnzj5jm13xtX2UxOpTSyrCPZbaqdtrdsF5O20RmLW8PLAd24noA+L0+qu81guxhGPiAXfuaHH1cMu+ee0CAOs2u/EWAFh/EmL3qsA2ubh2bmugEbCIuTQoZHXaaVxx3KkF59nq2tBijilApP4EguRDq0PHFMU35FmCW2mC02mIhawO1CsAiYr0w8RG3B+gDnHjFVxac8T6zc4AnAQjp7a2TLwioGuGulYD3HJwLGIGGRvuOliRVQXmGNMqbiv8YDbE9ZaxJvsBSrOsd3cG99hkCIgCXuIKSzj2lKhIOfYmACw54zIo15S6abUGUEvvAabGuPQqMXArX7UcTYfjmDUBT7F2fIRw4nFYIhhbzcR2tKkzBtFkegwV2MmDOp+FGLjlzRVwBVwBV+D4U+C66667C7BSBNyhTS6Y0hlzKLBSvK03V+DeKqDPiz5Duh3aBkRFl0Dr0PvS2fXZz3427KZ+BLXOO++8DbA1Nzd3aJf+3BVwBVwBV8AVcAVcAVfAFTguFHCIdVwskw/SFXAF7osC4bwR8KNKBFyd+Ls+0YIN6iHBQYBbxM8BJlTzahXI0CIqcAXX05CovE7UBGIQcke0X7te4PoZ2xqgQhCsQj5eSgRflato5aCaUHOrxy0DhHQAGAMAxxpko059pzoxelVy/rrtGRvjyrJpzwYTQAlwxHK5hJIAqLBjgdlAPYJjQJSksYNjD4FCwKmoxba5zW1v2x033mrDxTXLAGME2XHMnAjBHsDMbG62QYRdYrfdsWgLB1bsgoeeat14m132metUgIqtm7awf8nOOGunZdi3GliUVBNKUYZycSlCcG4usS41v2Zna3b+BbtxLlVt9V++EOo9tQE0azjRYhxsMzjAts/XbXaGWL8dXWu1FRMIIDzYsz5RgBUETqpohUZxE4DDGlQYQ4W8vwTwlvE4xs02nKTWQSflM6asRw7ICvWsgIYr1BDb1pqzZYBSTMSjamap7laBnkOgXIt16a3yqSCqb0Sco/SaducZfxs31ASH1FoAeg0gVl+1u4CGqnuldRlhEWuqLhYgS7WtVOOLAEnGQOwkDrO4QhRgcGOtw6oCndMhkVCsm+qW6XOQc8wCB1pOHKRcZClzqhONyCghicKXAmT0y/aq56X6bN5cAVfAFXAFtrYCcrqU7irdy3F16Pe3YgAf8pCH2IMf/OBwr8fz8/Nbe2I+uhNCgfKzp8/coU2xhAKu119/fbjXY31+dSvbzp07N4CW4NaePXvKt/zeFXAFXAFXwBVwBVwBV8AV2NIKOMTa0svjg3MFXIH7o0AIcOOH+EEGPJnGuGKIlItxOa2ujm2uQy0mHDgVQRY5guSoASJFAKwCN5CKdy+v4fKhgwFuHFWwImHQqp3t1Jdagj0R7Md+TeomTYsRzh9ACjhEnpsKwGMCzFCnGf1Pic3rY9kZ0v8MrqDdu7dbyvah/BVRd4Iwt990qxWAnzPOatoyjrGIWktVaksJljVwiU0LoBDEKicGMaJOE1NiTtwYw/xc1R5y5jbbvqOD46hJRE3XagC3R+N2SnAnTSYjm8V91SSSr95KLMb9JadWBGRptlsBugjCnf6gOdxYXYAcUXkc53Hf9RAcUIAybQH0SZVzCEzasWvOWvQTYUdSrai1VdxsjFM1rqoB5kiFAifa2FqNFvBHziQcWIM1ABCwCkdbE4inAlYx0KtOXa2CaMOJMhdbICWOtUoNLMXqxIAr6V4DiClLMAUcDYcsLMCx0VIdKmIKizrxfWNL++u6NZSbSL8aUw2YOJrIWUVcI/0MgZOzWLdi4JNqc1UBnJHWX8mGAoy8NkHcChtXgI8VPjP1GuMienACvEoUEwlVU90zueGGOOAqjS5j1TioQaZaa7jPOHRwo6k/b66AK+AKuAJbT4Gbb77Zrrnmmo14wP37999lkIr3lZtF0KAEV3JceXMFtpoCpXvrSU960sbQbrjhhg2gdT1Q6xaiCA8cOGCf+cxnwjYJfz9tjiB82MMeRgSyEgy8uQKugCvgCrgCroAr4Aq4AltLAYdYW2s9fDSugCtwJBWAHURyTAEjBFPaQKsqsYEJAKKO20c1q8YQCLmI9LhKDGAlzoIjRy6nOZ4n9aZlwx6UAnYDAAF3ADhWAFG4mAAfMbcqsOTmRW3TwHlUsW4daATgSIBlPSBHk7jBmBMFPcBUP6vY+aftwmVE/B6OoikAqwI32b9/BSfTErF4FSIPif/bvdMiwFOz2waWAc+AR6q5FQuUAcRiCInGmJKp11RUHjWyEkBQFzfWDLWiBFwKXEanU3dr8cCCuNOd7ijcYbjOMsYXanGNBtSxwklFjGINd5JcRgcWloFJAjsxLqsausyGsa721qFSHcinfQOsApQpDhDCpqGHBndi/jiuuMW8nhLhVwDyhgC9KeBKwLDO2Jd43qRmVcR7glyRxgxwS4F9k0HDtp3atj7PFYnTJqppiDsrocZXnWjICjGCLbTOWcsCJxWBg5YAoFbZVxpUcHmpvlWN9dbwGsDABeqYnLF7hw2AXwyNIYOw0EiOPEGrHJCYKCOQOVWAaFXgV4prK+dYRQrw40NQaHI568mAc5xWApSajxxXU62HtuHzQpAgB0Av9cONZ95cAVfAFXAFHmAFVM/q6quvtq9+9av2la98hXhdXLab2plnnnkXh9XZZ5+96V1/6AocXwrs2bMnuK2+93u/Nwxc8dRyaG12bF111VWmW9kuuOACu+iii+yhD31oAFzl637vCrgCroAr4Aq4Aq6AK+AKPJAKOMR6INX3Y7sCrsBRVUCuIP2DHaRhBc6lRrODswl3jjiEIuaAGUlSxynEew1qLI2muKUAFMCrOttDLYBKAC4AVBVYIcgC1wE84cYBbsE3AvzqUXtJdZDk+Im4ajsHdCiCLo5GNkOs3pD6VfUmfVI3aWF1ZL0xQOWWA3YWbqYEOHKAOlV7DwyCI6yP02dxiZw89m92GpiScHnh7Dlw217rdKq2hBNJMKU3xBsFRCkKYguBONuJ+Nu2DX8RcXgjgJ3mfXBtCReV6mrlNruta9t2UAsB0FOTiwuIpbi7OrF+MfF7gj0CY4JT3RniDxnXcNjHwcZQmPsYrQSqts+3bX57Ry8GiBVLYxxdAj3iO6PhMBxbUEgRTHIyKaZvOKZWluqJ4XBTvaoV+pILSiBJtcdmOm3gX9VG9Ntu1u3mvUvWOAW3GNGMKdsO2K9exSWntWMsbeKc6BonGmOW005pfYylDUBMmBfpgfSN7hDCKAFEspZj5gy6o6/C+ujTBuYlLOhoTA0yOaxY5zAeYiURIugmqBcBKadxO8xxApCTZjWcXgPcXRPqnFVweDGKEHOo2mczRDWq/lcT51hKoa8UEBdI2lH9tHvnroAr4Aq4AocqMOb7XU4r3b72ta/ZN7/5zY1N9J3/qEc9KpysL6MB5cD25gqcqAqoPuyFF14YbuUcV1dXNyIIBXcFeXVTU603AS3tc/7559vpp59e7ub3roAr4Aq4Aq6AK+AKuAKuwDFVwCHWMZXbD+YKuALHVgFF8VWsjXNIAEq1mAY4mWa6TYYBHOFW4JZqEFuXT4jKA0RkuHcS9kmBKy3i9KaQEoEr1dNqAUmWAU5ZCyhC7acp8OjU2ZatDVLgCm4cHDkJNaMqROSNxniDACUjPQcidaLM+tSyUlrdkH2v27dqO+q5TVZWiaSLuBq8h5NKriccVYCX2w70bYZ6V3NYlfbeuJ++I+p01a3aApbAWGqAnpUV6mNRp2oCuCmmI8Ywpk7VNuIBqT3Ft3tR7AQqjWwsgCQdgGIpAI5AQqYPChOkAyW1iA7Ua01A29wcUI8aV3FlHjU4Zr1F32McUNTmMjRMOR66yJo2QJPhYBzcbBM0HNO3HF99oF0KfJpyjLU+qlZ5keNPgWF19BgBvFRbLEsBetQXa/DehDpdMZCvxvxX1wBFOMsqRDj25BgTuCPeJsHRJAFnm9SskhsNKFkDYhWAtzGwqU98o9Ykp5ZXxhpMAWkjdMvTNWt1mtaBdgU3HMfrEs8YJXwWcKGlwLqcz0YkYCi0JscYYx2wXhX6l8OqmvC5qALvItX/GhMZCAQljlB1vxgMFK1Pna468xjhHmsE99UEZ5dqdg2ZGx17cwVcAVfAFTgGCshlImeJwNWVV17JBQZ8F9/ZFAn48Ic/PNx0Yt6bK3CyKzDDhUuPfOQjw+35z38+tU37dsUVVwS3oqDWpz/96XCTTnImCmbpJrilGl3eXAFXwBVwBVwBV8AVcAVcgWOhgEOsY6GyH8MVcAUeGAWwBs0ShzeQK6ZLrBwuGTmDctV1ArRUARDLA+o9dTq4sIiGg+oIDqUZRY5wOg2AQxn3KUCk3mwAInKKt3esD7QYAlpy8gWvG+FYwoklSENCIPuOg2soB4JRVclWBiOcXgVxdRnwA3ADWLlt7wI8iH2vu9Xm60mo1STOIwDUArgNsBEtAbDiTg3o0rMxMXqrwwHOripgZWQr/RFuI7l7asyJuk6AFhXHqhKtlwGsag0gHW8LXCXd2Oo4g5q8lgOaUlxGileUO2sq+ALw6c7UMVaNqe1V4RgR0YQtnGl1ANSQ6MEm9RG6jB1ItLqAC6ktOhZOCmbArAlOI7muxujUW+vZoA/IYiJsEqL2asoLbLWJ/0NHoFAVkDTFtTYA8O3cud16y2uk/rEmrJXSCBUVmBNbWNBH3GzbdmL6UkBWk6uBTa4nucIAc7Ozc7jgoHCsYUptskoD1xUajIhsLFRPDIqnK44jYNmQ/ccAtzrH6MwBNHHfCbKBzEKNMkVCwqNoiphEC44tAFfkPbbBN4aOijQMZq9qI4DDAgBHoCIuLeIN2030beHMA/AxpBRtgyON+McGQFG1s5xiSV9vroAr4AocHQVuvfVWu/zyy+3LX/5ygFflUXbt2mWPf/zjN9wn27ZtK9/ye1fAFTiMAu12277zO78z3PT29ddfH2CwgLCg1o033mgf/ehHia6esUc/+tHhJkejYpa9uQKugCvgCrgCroAr4Aq4AkdLAYdYR0tZ79cVcAUecAUUvNesU8MKcDU/h4sGDJHglhkBhJqADCorWZz2gDBy+FDjiLpQq9SIas7O8I9xIucK/YM8C3WiciL6ZmuFLcOrBgPqSOEaquDYWVyjlhTuoTqwTLF0MdCiCkCpUA8pA4ZkwJoJx5oCUGrEFOY4eFZWcDYBTga4vlaXcFsBQVaBQduBSIOlFBAFlCpS661ObN8CtamojVWjD0XpNefnrEdNjxG1n8ZE7zE73D8AJsDXAEdYQk0vOZ+0raBdkuAKwkWkK9FVQyuptQEugB+g1JCrbdmKuaumk6BPHOpYZTigKsCrdAzoApA1GPeUuL069agmQLrgduJ5Tn+q6zUk3m/CWKb0mRHVN2a/EWBLMCgCJKVrgCpgGSl8gJ/IOsTsKeov0fiBRWOcSnKZKWiwzsDherwPCBO8mtuBAw5XG/BObjfV8poS/dhj7PEkwdWF20u1xYBdrRCJiBuLca4uraAh7jkA3pQxJ0DIFGh34x0H7cwd22yZWmIzo4rNs45T+hWsGlHLqloDBDK3mFpZTfaV42vKMTNtg54jwB1MNMQS6hdojP7VGFcXgDO4/fjMNHljhYhFRVQq0rJNVGKkSEFvroAr4Aq4AkdMgYWFhQCtBK9U36psj3jEIzag1bnnnlu+7PeugCtwHxRQ1KZuz372s/n7dSW4HAW09P+5T3ziE+EmWCygJZglp6M3V8AVcAVcAVfAFXAFXAFX4Egr4BDrSCvq/bkCrsCWUSAmum5A/antO9vBpSQHzpQ4QTmQCgBSAbSq4b6KQqEr3Rc2h+OnBqyIgSKTyVjhcuAN3D+4axZxAE2BG3Vi7BLcWTmgKaOPKfAoBgKNqU+VAEAELKY4d1JAVp06UIrOSwE+OWMRWFOPsv4sLI8ZVxVTWGZVYIpcTVPG00tFe3AD8XhMTavmFBCDDUjbxOw9u70LlFqzaV/uIDAW6YBLawNgVtf6FZxlwKEG4CQBSuUTnFcybTFuSIxSBHF+RdSdathk2CJC0KyH46iGk6iYEouI22tCgalVogrn5+dxVOG0Yk5yPwmYTeWQoq8RMYKq98TQAUrjANGGgCE5zVR3qoIGiuKroGNBjZHuTMcWFw4GR5VcTbPUvwrutU49OMa0veqT9HHG1apJcE+1cMVBwIB6wCJA3JSJ1ICQcmmpDlerSk0x3FjabiJgxtgFKBvdWeu0u+xHrS+OnwDIcmIG28QmymmniMJJb31le/TdTsBnRBw26XuCS09uPcHHWDXOUFyRgXLVTdAyJS4w4n1IGWNMAW4CXbn1xz1eZ20ZQ8bngABCYBcAlCjGohAkhSp6cwVcAVfAFbhfCsidLLeVboJXirJVU62exz72sfYd3/EddvbZZ4fX/Icr4AocWQVmZ2ftcY97XLjp/3uf//zn7Qtf+EK4/8hHPmK6nXnmmQFmCWo5RD6y+ntvroAr4Aq4Aq6AK+AKnMwKOMQ6mVff5+4KnOgKAA4G1Ds6f+cOg2NYDsRaAQrhmQEwTKwNsJrjW7BPnSfVYZIDp9HqWI9owUaVCEEgmKBGFQi1QrxfCzdRjCsoaQKZADljgY9WnQi9vo2BNxiRrAM4UrrgCJA0HAF8OBrsCNgCHOL1HEAUnFpsG1GPa47ovhGwYwIImSjCjuMNgUMCYYI5K8urIZ4uZ2xVXls9CNRSLSZA3KyiB9PIBmT37bujb992LsiFcbXoU9BrCmSpKG6QcSrerkJNqSb1C4TRMo4prFKeAFQU4LZtXSAMggD1Io5RcMwUV1ZSBfjQoV5LATkjXGn5/8/eeQA6VpVr+0vvySnTqYOIBQui97eggChesSBW7IiCWEARGygoVmxYUeyVq4INVMCC0lERESsC0hmmnpLek/9517hzM+fOwJzpZS3IZCfZe+213p2Tk7Of/b4fY63juCoTl9hEvzpuqA4RhxXu2zyWFlHWl2cpjkNKA8rm0vRFzSugn6IVKe+FWwnHF8LUgYtJgF8EKNQHDOZwaz1k793pqwIoZN+Ar7D6o98UTrMItboaWKL6DjABjtiTsFQkPAd4BWwKZYBJ0D3mgGwOQPXRXjW0sHU5KNVqhq3Mse3GAV2KJQTMRVm5oyxE3juKPlStK5gXOvIGQts2+xQQrKBLCFDVpdZZBPjG6NhHj/0SKch9V3QPd1aYmMZuF3eYU3tH/4Hz8/MKeAW8AptHgaVLl9oVV1xhl19+OTUkp91OYlwgccABBwzg1ebZs+/VK+AVWJsCwc+ffgaXLFkygFmKG7zrrrvsggsuMLkiDzroIAe91taHf84r4BXwCngFvAJeAa+AV8ArsL4KeIi1vkr59bwCXoHtTgGZX+SuqRRLFhvN22SxZsWpBkWry4CImC1bNmljcylKTeSe3EwCP5VKjVjAFu4eogiJpcPIg0NJIEsAi5hAYgblIKpDpkK8ng4DLRoVmAcxeGncOVh7pqnpJNoSxtkVA9p0gRqCGG1i9wRU8GSxPsCqXTeG4JxfoUjXShVcQECkNrGEUQCawExxVdGSjL3Z7lsVt1WMrL0IoCsFdJELqxcHojHe6akmcKlnY3NwKjHvGABM4KdKXSvVfBIsUqRgpVIGZOUAacTnAaNSRN6pXpfG2qBeVjIRXx3ZByTrchO4ghsBwogJ5HXxnR4RforUa3Pf4Van9lOLMbVcrCCADPdWl7pXLdxRmmeUmMSmXFFEC6p+lvbRRlhtw+TRm9c4Htp/FrdUg0hHTGh2w3X/sAW7jQPXRq2Iw6pWJe6Pec+bO2Yd4FmUufeBRnLUCTplgXdlYgfDzCnL/GNo2AckReW2kzuM/+JAPeeT4hiGOXZytqU1HuYaVaQk0Iu3AvCKsTFGKoRZA0ddH1io+ER2R8OxBrAL4cTrMtdoiHppNNXrygIWm4ytz/ukJ4cW76dqR/1IRd+8Al4Br4BXYDYKqB5PAK+a/G5Uk7tDjivd5s6dO5vu/LpeAa/AZlBATkjdjjjiCLvhhhsGDi1FDuomh5Zglm5hxQPsIE0gTzHXvnkFvAJeAa+AV8Ar4BXwCmx+BTzE2vwa+z14BbwCW0mBEMRBEXxwFpwzAjiAmFoVYIKDCSdNHXiSqABORlWzCBiBY6g4XcQtFLNqsWrRAp4loEcC0BIO4WTiEzMM6VKdI8XkySEU5b6Qz+GiEqwCgAC7wtSl0jYt6icpak4uJUxGNBck6GhZRDWuGEcTkKQ/6FVDq8x4+jynaD2BqDa1t2LRNC4x3EBVXgM2dYA0vVAcIBSlBlYbJ1bDwaNynRjCUhVQNkI+npxRDYvgWErEVruzNNcG26Yo2N0DBDVwqCWoe9VslN24FX3XA+QkAU7xWBogR84gGE3PtVXrCrjTkgsJl1a1IucZTjOgVUvOK5blJhOEUk2sPoAHjGUxsgob2NI61PQSfKridlNUX4a4PwE0QaJyuUiUYRLnG7CRY9NkjBHFJnKOY9lU1WrUpbrp3hU2hoOsTgSktas2WWrYwl0X4kbDaSazV3z1WKfRK8xBUqSfanI1cY1FQgkrAMYE6RQFSNKf264DXEyAs+QYq8qBxT55swCyAHoANQ4ygIr6ZYwZeoXbjHpoQMI48A/kafkCUYtsEgFidXT8FEHI3Gt13HmCZwC8SY5bibpb5VbUOc/0DvDNK+AV8Ap4Be5fgX/84x8OXl155ZWDlQ855BB7/OMfb/vuu+/gOb/gFfAKbFsK7Lfffqbbi170Igez5J68+eab3W0YZmX4Prq9N8Vg50h18M0r4BXwCngFvAJeAa+AV2DzK+Ah1ubX2O/BK+AV2EoKCATtsmi+1Q3nFdCo2Zx2dZfkDkpl4lYGDMViSQAFtiJoSAvQs5Di1BNTOLRGRpyjSI4qPS/XU4sYvPE5BUCTjDqAqgTgCjiWwO3VqOEwSmWAF7is2gJHWJYEQiBoPQCKnEiZbNq6gC2tJ2jS7kzbPOpbuTg+gFACiNbsCBjh4AImTU/VLE49pRZxgOkI4ApQhn/J6jh92jh9Kjh8GsASOY3KDXNgrgJgCgNaMsQiMkycRoxVgIrxxoAtIRxLaSBLnfkIGNUAP3KsJXAvtQBfMfYTwcEVkdMLiKP4P+gOUIz1AFh1QFULeCcIVcN1pkhB3QRvqsQgdiE77A3YJTAHtMMJFY8kqL2VAobV0CBjtXIJNxlQDGikq1hHRwt2z11LHCBL5olCxOWmC3WLS0rUmmpbJJ20DJF/1dIk9cjS1Car0MftHDJ0AojF4kX2zTFCU7m/knFiCaFgOmaKYIzjkEuh55xMyiKwsx7HJYHG7TDHHy0EFHtESCY4sH2gXJd6ZyXql60scmypfxZif2nAZRGRK8w/BMhMFxv2wN3nWRjHVw+lm0DRlbyfwgC0KCBt+T3LAGJhnG6cpKG/zREneNppp9lf//rXwU/XZz7zGdtzzz0Hjy+66CL70pe+NHisE0ove9nLBo/Xd+H5z3++e78fffTR7irrYLtyueyKvO+6667uqX/961/2zne+0y2feeaZtvfeewerbpP3p59+uqupozo6p5566nqPcX3nuXLlSnvve9/r+j3yyCPdFejr2sk111xj55xzjntZx3XhwoXrWtXOPfdc++53vzt4/dhjj7VnPetZg8eKcTrhhBMGjx/60IfaGWecMXjsF7wC27ICf//73+1Xv/qVXXfddYNhHnjggfbUpz51m/9MGQzYL3gFvAI2wvfopz3tae7229/+1n7zm9/Y7bff7n7XBTDrmc98JkkBq93sXjKvgFfAK+AV8Ap4BbwCXgGvwH0p4CHWfanjX/MKeAW2awVUQ0kRgJF2HFBkNhInQg9osXwVkXrEBUbCLQewMuk4rhqgEtBmklobGaDJ1GTJ5oyPAFaomQQNSxBdJ1fVxHQFdxPOLGL9MiniBju4qYjTS+Fqgo3RZ8i5pMA/Bvlh/zEbG1fEHICD1+aPpWzJqpr12DYB0KkzsAjjlHPL1VYCEMnJ1AVqqaZUAhjTVN0r4Jci/QrRlKWTRBbKVUTuXRfg0wU41RohmwJ6FfJVamLlHAhTlF67xcQBOW2gUxUQtSA/AnBp4nZS3KDi80IuThCi42DUipVTNnfeXjikyq4mVyesnEVqOzEWudTa7K+FHtWqtMPdRMyh4QxTfa84IIwKYK6GmBCS4gUV3xcH8k0pIhENVVsshg4Cf1Xg3Mj4XABYneORYX2NFWjGvlLpKONpWi6TBQbiMgOYdeiPI4hbjBhBtAjhflLBsRbHLqJ6WhyrMKK0AUphoguZGJ4p9GGraqlrqyYalgdk6ZjOz8etwfbaXbuPHq5OVsWBvxDLbMb+DaC5zPYewbnWoJYXti3FKcZ5MQyovHlJywo5ad+1YoUIQXTReyAEIEtxnPq418ghBKhtnhM0V199tV166aWDn9HDDjvMXve61w0eC3T89Kc/HTx+xCMeMViezcLPfvYzpGzbk570JLeZojO/9a1v2SmnnGJnnXWWBRBrcnJysD+BmG29CRz9+te/djGRsxnr+s6zWCza2Wef7bqWc0QxSutq//znPwfrvvGNb7xPiHXTTTcNdFZ/AsTDEEsAYPi4a7y+eQW2dQWmpqZMnzU6uR00ua4OPfRQe/CDHxw85e+9Al6B7VABuSh1G4ZZP/rRj5xTSyBLoNo3r4BXwCvgFfAKeAW8Al4Br8B9KeAh1n2p41/zCngFtmsFdLL95pvvtMX7zPuPewhXD/WP4tSHauMEWrRooauZNLVshWWoqxHBFRTGQdUCPnRx21SrNVw9gA5cQT0eEy4IlACK4LaaXlWybj7vlvusMJYElDRZgzi6CO4uwaMwzqBelEhD5RAmAVO4oVo9XEDUTeoQdReNQDwANq2OYvHYCctRIgDbcgnhnooCmkol3ELsu0OsX4L9FHECFQAvqsnUxXWU4ArWOvuaqjYARLikAD2lMjAGUKS6WBYizo/+BNeWL5liLAmi8FJWJkbxttvvtTvvWOXATCQSc/Wdxscztvc+QDlOjPeIytOUmwCzFhBDYYh1YFi5UrcG+mmcNRxQNdxLHR43aqwv1xGkh3JTbn59xQhWq5i5kg64xZNpIJf6wfXFsViBWyUC6JJziykRc6g6Xbi5mIcAlrZNJBM4xEI2OlKwMmAgTnRLB6in6EDBuQg6QIrcseVJQFaPfQkOohHv4BBjk6tMnjLMa+BFYhETGWvINUVyoJxfTdxyNbSNCaAhW4X9Wz9hC9BKIK9Y7bqIR40TpYBWHJdO3ZaXiVREm5acbsC2MOMY5epjxTlW2W9HxwhX3JZol1xyyRoQS1c9b452zz33mFxZM9uiRYvsxBNPdE/Pnz9/5sv+8WZSQCcF9VmnGnhqm+u4b6bh+269Au7EtsDrihUrnBpyR8p59fCHP9yr4xXwCuxACqwNZn3xi1+0P/7xjyaY5YH1DnSw/VS8Al4Br4BXwCvgFfAKbGIFPMTaxIL67rwCXoFtRwHYD26hjq2arhM5F7c6rqlYmMg7XDy6TU9NA2b6zgmldeEZOHiIhwNiRYmvCwEl5NRxUAZ4oRpL0TjABWaSwlWkWD89CANoykTqQb5wT1HkGfhDKSqrY8sp4Lhq96NWqZeAOlGboJ6TYvayOIKqpTLOHVxJ8TSgDJAC9GjSD72wH6APXUYTwBrqKsXYb4QxCL5NtGPOGcOQASfE/hHlJ7gyMdmw6SIRhOwzCp1JsI0gTZqaUDFg2uIHzLM7bl9uK1cmbXKyanffNWl3LQXGAdZiRCMmcaqNUR9M8YmJLO40/msAkeS2Uj2sNk60Fu4rxTFqbC1cZD3cVIpWbFODqsfrAkhh3G5d6kx1GZOKTrXRpd9rWjpLdCLuqn4sjgtrNagbnzNmZRxiIWIINTeBIOkQhmjlgIo1YJQ06tB/raaaWhFrM98Ix7PF8WjyeohxhAFdbfqJ4dJSFKJcUaH/jC1MPwluPRxlDSIhU+jSYZsJ1d8CuoUYSxow1gJiRai9VaOfPrW02sQI5ogrZOJsK3jF8cDgJWinmluhCHAMuKj593GARZiXIhubjbqLx9F7K0l9sTjPwxA3W9tjjz3szjvvdK4swTrVWFM9mWXLljnH2+joqFsOBiDgocLrarvttpvNmTPHLWsef/vb39zy4sWLXRSQezD0j6Ci4r6Cdtttt7lIvkc96lE2FxD8yle+0r00Pj4erLLW+zvuuAPn4JTbt5xc6lNuJNXReNCDHuS2mZiYsKuuusqN47GPfexaI4c0F22nWMUHPOAB7qS3AOzamtaRLvvss49pvOtqpVLJ5HJbvny5g7lyUT3sYQ9b1+pb7fl5RJ/KManYwr/85S9OO+kRQKw999zTpLNvXoFtVQG5CuW+uv76690Q9bP2jGc84z5/PrfVufhxeQW8AuuvwDDMuuCCC+xPf/qTuz396U93MOv+vkOs/578ml4Br4BXwCvgFfAKeAW8AjuKAh5i7ShH0s/DK+AV+D8KhCAHXSBKGJjRFnyh5lSRWD/F18VxHsUAUVWcP/FYwjrcJ4gIjAoUAR+cqwF3VAtYkQSKOFgEhIqyXQdwkiY+sFgETAFEqgCbBs6d8QL1kwAuqvPU5mRyt0PtKgBInT4S8RSRgjW2U+xdj/0DWihqLeeRHFpdIIi8Qg3VgAIC9bur3Vl6LgWACvVjNk2UodxEpZWrLAaoymazgDXWZ59QFCtVOlaiVlMu12ZO6peIP6BLknpQEcYrYJTOjth1f7zZbrt1KfBImIXXcYbFE3I6pawwAsRizEUBNsbQxOnUAXIJ+jVacokJ2qx2W2muCeZTpxaW4gHLVWAObq0eAEkgqSWohZ5xHGmdNgGLGifuK0EqFcMW2JGDqzxdskJhlCmgC8ekh5aqLYYKkDLWxYWlUMAeoEsOtCaa8wCIhIboQjeMob5aDwBUi+MWp3+Btw5jSVNHSyvxTnD1yQqMp1SuufdCntpoqmEG7qSuGJXCwggmECR4yZincJ0JWspRpfG1AZRhSFaI4lptAFaUulwJxtfrAtdwrCWJVYxSV0xjj7K+YGaKsfB22GxNgEcOBsXG6WTwYx7zmAHI0GtyTg03xTbuv//+7ildAX3ccce5ZcGQ4PnzzjvPXvjCFw5v5pYFv3SSOWjveMc7HDSTO1Eg5YADDnAv6apqjWNd7eSTT3a1nQS9ponwHI6/Ux0pOTD0mmq2qQl0/eEPf8A9uWjQ5U9+8hNTPSjBrqDp9a985StrjFGg51WvepX9+Mc/DlYznSjTfmc2xTMefvjhxFdW1njp1a9+tasvpvftttL0Mye4JieWXHgCgIKQOo56TVFsd3iIta0cLj+OGQroZ00/q2ppLh444ogj1ojFnLG6f+gV8ArsgAoIZun3vaIFr7jiChcnqgtO3vCGN9hee+21A87YT8kr4BXwCngFvAJeAa+AV2BDFeAyed+8Al4Br8COqUAPchAGMCRxVckps2pl2bl3QsTICUq5Wle4ZFSzqVGpAojwHinTDpAR5XWBiB4n5zvc0rg7OsAd+JNFWaffAX7Rr1xGIV5X/aomr3cBP3EwWAfHEQwDcAV8ca+HLZvOAIUagJuO1ap1wAb706cwNzxfztUj4BQNsR/GEgPGyFlTJSpQsX19wRLiDjO5NOtQl6pWpa8WXCjO2MM2yXowG+fSqgNzGjiLmgAhRQzKKdUhNk/urP3338v2xJWVSEZttJCwhQuytvtuozhZFlhuJA84IJ4Q91qx1LRSlag8HE+CedJLLh+NyUUUAtu0LJebIBP0x8E4AS/xqhBiae7SMZelRhTQpwUUc9FnLGdxvTWJbFyIo6QBQMoD5bqaD6CLDdG7gSetg/YxywIIc+MFixHvN5YFSvWJfKQPAcAQYEHbjuKaSgEG5QaLAxzj9JOkvpmagJbGGgFqrmBeK8s43BhymTpicmSVKzVbAQBchlMuRIygQF6c41WpA+aIiERojjH6MZcMMFRzUk20NA6whOxZrBIH9kG4rMe2mlcPwKj3QSoBaBMn20xNwOIJT3iC610wQy1w4xx88MHu8ab6p1AoODgS9CeI8uQnPzl4OOv7b3/7286FJRgmCKP2vve9z17wghe4YvAvfelLHRAViFMNrqBdeOGFduSRRzqAJZgr8KTi8Pfee689+9nPNtW7Ctrpp58+AFjaxzHHHGOXXXaZiy8K1tG9gJleE8ASjHvXu941mNvXv/510z63tRZoP/O4C16uy5G2rc3Bj2fnU0DOiwBgPe5xj7P3vOc9HmDtfG8DP2OvgFNALm7V89RNy/o9/qlPfcpuvPFGr5BXwCvgFfAKeAW8Al4Br4BXYKDAtnNJ8WBIfsEr4BXwCmwaBeAboJWELZ9qWq1Yxx2FGwjgEYtmADj4coBVqh/VJNYsX8gAIoAwEQAEbqg4YCYB4Gp1apZL4uAqThPNF7MqJ7hjAKQQICOE6ybMcqddcyfaCZ0jWjBitTZIib7DRNVFBTCI32sDSoSqOoANGJWNjo27eMIIJEXgKxoFjwCo4uQXCobJHdVnAj0AUgeXT0TgrIvLK5S0aAoHUNsZhqyv7fiv1qgSb0gEHoDMuUVwQAk+hYg3LJVws0BRCsy9J+cSUGbunJwbW7MpgiYQhduMvDyBuskJNJF2gJ8UMYOZLBF9RCaGeoydWajWlItZxKmkOD25rQTIROPCONV6/ZaLBgzhSOoy5i7upUSMOmKAnXGi66aLZUtx5X0D0JagrxjAKUmtrGkcWWGOUaEA1FIdLXRL4WBzVijcdAKCqj+l2L7RfJY6Z8Apbn25oxjDihXL6X8ekFFAourcWHHyFJvVsgNeIWqh9VSsCy3krIqoZlkfF5rGkI7bfI4zB5A+Ow5UZRL0TxGthFxlWKoEF8PoUSoTCUkfMEZeS+KAK7oYwS76tIFeBWITpblqhmWBhNMS0ynH3WZqglUCV4IZb3/72x2k0a4EOc4555xNtldBq3PPPdd2331316cA0fOf//wN7l/vVY158eLFzvmlWjhqglJyWqkJLp1//vmm6LGgaY5t3guPeMQj7PLLL3eRg3KjPfrRj3bOsze+8Y0u5lDxlWeddZbb7LDDDrOLLrrILZ900knOxSSwGbQ6Dk25wHTi7NRTT7UMQFT7VtyiXrv11luDVbeZex13tSuvvNJFdQYwS8f97rvvdq/5f7wC25IC3/nOd+ziiy92v6de85rX2EEHHbQtDc+PxSvgFdhKChx44IH2kIc8xL7//e/b7373O/vkJz9pxx9/vD3ykY/cSiPyu/UKeAW8Al4Br4BXwCvgFdiWFOAUnG9eAa+AV2DHVEDRd1PFCtCEGkZAiwxOjQhgpAcokbNIJ6YhQ5xMA14IRrFOFyoSIecuCdGpqwYT0KPdwuFENF6Xk+aKhUvKKcRCDMCix4qri0dx/ISJJQTatLjJ2RMBzshx1VYkGifLG9UKtbByLPYdwFFUX4N91Imsq7NOBDdXrVZx7qUGz0UhRfPmjzm4RJUpB3hK9NHGrTSP2L8F+YTlQy1oE66hJC4van6tWsn+5E4CbAnE9XA0VSptu+XfK600VbYikXOtesMWzh+xXedlLR/vWgyoFaaPeqVpK5ausiVLi7bk7pV0C1xDGukjJ5EiAlV7S9FxilWU46qLfnKqhRl7H5cTaAjAFSUSkWskAEyqs5TN4LBC20QM5xVzlgtOUC/F8eiw3ynGpPjATCbt9qF+KG7Fsau5Y9cEDKUSQEZ4Qy6dspGxlMUARoJ3crWJQ/ToP4225XJJ7IvDyfyJBGzWSkQ44rZjPDArXFvUCYM+xRyExCGWSzI+OdvCxP5FbG66byOpiI1kAHPNmnOzNFpAUKICe4C6iGIoOd5yvq2irtiKyWnneGvweggYJvffxETR5s5b5OppKcayBkRzb5TN+GMWwAzVclIkj+o6yZkkl8PWbGeffbY7AaWTUMFNJ6eCpvg/ASy1+fPnB09bMB89oXXUVq1a5e5V6yu4QvtFL3rRoHaXakQ95znPceso2lCOqtuqNbAXAABAAElEQVRvvx0XHj8jNDm0gqYTZTPrXKkGhyIMFXWok+xvfvObncPNfU6wYXAf9LEt3P+///f/3HtUsE3HXTe1Yf22hXH6MXgFpMAXvvAF97Ml9+Rb3vIWD7D828Ir4BVYQwE5sU444QR3AY5qcJ555pl27bXXrrGOf+AV8Ap4BbwCXgGvgFfAK7BzKrDDOLH+/Oc/u5NVMw+jarboamp9KdZJK53U880r4BXYWRToA5xCQCZqOnEeO5UgHhD8IKdNktpLLZxEnXaYdSLckpYgeq4KVEpRG6vVBHApm4/WANbIsdHDWQOm4KRx1EpE7mmdOJF4gitUcQIcydUB9AJEZQBIAj9Ntk0CZFS3KpbN0CXeMD6HBGCiUZxGRMGpVlcH8lKR+4hWAcTEcBtRpsmxjwQRg+A3qwGVsqN5C3FSvijXEoAqFk1Zl3HkC+M2uWqFLa9EqavV5MQ+oAdqE8VBVQTkTU0V7c/XlxyAkruqUMhZDWi1fKJqLVxeDdxCnc5q11SdaMXFi0dtwYIC2xOtCJTqOseKYgJxsPG4CaQTHOiThygd67jXGrilGkCrLoDQTR6HVxRnmiIEVZtKFqm+3ErN1a9rvmHBQuqCRXlKdcGSSdxvcluhXR2HUzLDPNBIXCsCZKJjWzlZtnKN2l8jI2yEO6vLUeEepIamzJlDksAN1cQhFwV6kQNI+iDHB70VGRlNJS2Ng63panthaQNMKZ4xDbBLsK4gZpjxynE2Sd2kMM497VpRkyunKswbcAY0q+P2ihApmARmRjRggTOAWZdjOQVE0r5kWWsR66jjvTmbYIbqyghmKI5PTQDr/n7nDTuRAtizKccp4KT6FsNNNaqCtmDBgmCR4/a/X0nW9rxiKNXuGKrzJOfVcAtqemldRRIF4Evr7LvvvsOruhpqw09Ii7e97W32uc99zsFXxfEpplH3AliK0tzWmkC1og/lwPrQhz7kwF0AL+V48c0rsK0ooAjBq666yjkb5ZR80IMetK0MzY/DK+AV2MYUUL1L/S7TBSVyZu2zzz6DC1a2saH64XgFvAJeAa+AV8Ar4BXwCmwhBf73jNEW2uHm2o2u9g7y9de1D9Xy0Eme17/+9dvkyah1jXtHeV4nSJVxvnDhQne1+44yLz+PbVeBCEAim05wchwC0aWGFTCkKxpCZFwP8NIlOi+Ku0iAyeXjAWDk2IlwAjxCFF4bh1IImNESwAFGpQBdEUBIWK9TBynLH9hyI/WBFooBlCOpqzg/oEgLkBQGhsRYrtWrQKNRq05OuOg8xejJ3RQHlsW4r+K66nOCvEdfEaBPJp9zfbqaWZ22ZfMZ65RxZnHCOsl+FWcYT4aBXnUrAeHkCBP1iXF1+4qplq3AjTVnTh7YRFQe28wZx2E0bwyYP4oDippUjLNBtF9pumyZkTT9NIBYgCkcZwlqPBVGduMEP3WumDsBgciFowuwxACtQUSh4g7pHLCHWwlt2jjPOujZB4KF0UHuNTmVwrzuaoXhRlJtKkUnKmIvgYZ99A0BvVQxK4pDi6MA5iFOEagV4xj0ezGbizNHdb9cHa0McyHuT4ArxrxUjyrEeCiaZRHmE48nMcLFbboEdGrHAZc8Bv3JkcXBpL5VirEQg4jecsJ1AFhJnm9z7FRTSlgxQpyjnGN1QJmgXQ93ViaJc47xlHGONXHBxTMFYtvkcorbSD7t4g7lehLU0vGq14lwJLawidtNjrPR0RHAXk18a7M2HWcBF8EMxeupHXzwwe5+5j/DMKbhYi5Xr1EsFmeuer+PA7C0rhUFlV796lev8fIuu+wyeCx339paTNmW62hydAl46VgpQvHpT3/6YM3f/va3blnbL8bhNVwXSnW1gibY96c//Sl46O4Vk6jfUWrf+MY3XM0tbT8CLBXEWtdY3QZb8R8d5+Hjvj7wcisO1+96J1RA4FkQa2xszMWd7rbbbjuhCn7KXgGvwGwUeMUrXuEuzvnRj37kPj+OOuqo2Wzu1/UKeAW8Al4Br4BXwCvgFdjBFNhhINb6HBedoFO2tk5O/epXv3J/TK/Pdn6djVdAeuvK23//+9+D+iQb36vvwStw3wqITeWyAIUOTp8I4IcaVQ1qIHWBGNO4jVQHKQM0SuP2EUBpESUoJ41iBMWtokCNPlBG8EMxcoqd0+cIZiILCewQISc60cZ5BJtx2yh2sAN4goM4UBVuY6fC9VPHjZPBHdTCpaWrS5usXwf8NFRPixPyLTpI54BVuMQEsgRa+N+SnbhVqceVpwZUpz0F7OJju1VkvT5ghUVOridxarUEdBhnlRpXt95RsnnjaeCM3GBEI1JfKz+SdSf+m9i7BFvkBiuMoImgG2OlnBYwK8r8gWE4uOSckhusj+uqDuhQbF+bGllyITUANJUKEY0sY8ACfgGnBH10c8wIwNBsMRzcZCjbBVZx59YTcBPkUr0tzaHSrFqIcbaI7AuhdQj3VqeNCw6g18IdlssCvxx44z6CRoChOjW1ImwTZW4J3EcR4v96wMkqgC0HAFR9LAXIJWMpBxMFKBUf2OfYNBmXapt1cLVBvnBNcfwYd4hj0OCYGEN1tbIAdX3GuaI4ASxjP/TR5ji2G3V0IUqRftrUPuu2mIsmreON/k2OY4q4Qs0xBRCU8y4H1BoGR/f9rt3wVwOYEfSgukhraxr/rrvu6mpH/fGPfxys8s1vfnOwfF8Lw44pxf3cV1O8XxDxd1/rzeY1gaX99tvPrrvuOlefS5GCqqV12WWX2YUXXui6+u///m93nATMFEcoV5YcVkcccYQDW1/+8pddDanh/QaRRaOjo/bSl77UAeDrr7/e/cxrvWHgN7zd+iyvXLlyrTW1BFB1LIbbXXfd5T4jhp/TsmCaIg9nNh334bau4z68jl/2CmxJBQSw9POjnz8PsLak8n5fXoHtWwHVx1Tayi9/+Uv3e9/Xx9q+j6cfvVfAK+AV8Ap4BbwCXoGNUWCHhFiqc3HMMce4E6py/6jY+w9/+EPTiSE1XX192mmn2ec///mN0c5vOwsFdHW7AJZvXoEtqYBcInIW1YoN4uRwSeHYEdAAOwBKgCjVlo0tmk+NIyBKg5g7QFML50+K+lLtnqLy4BwAoDDwJE4sXwtwoVoeyg+UMyOVzlgZR5OAk1pP8Ar3VUKReEAaOZnqgJ4O0XdxXFwdwEgBKFOrNom7S7Edzi+iBsWf0jirujxOJKg/JZcTUCTNcmVlEdcRDqRGlX0TR9hSTSo+uhkcXI7p4JbCzVIuVRxwU6zeLUsbNv/OMs6tGDW1Cqwa5oR8zMXjtRlDuVy1qZUlm56qWVeuNBwtfbm7AEOqR1UjKjFKQSlFKyYAQQI0XQCQQFyj3gbyEeEHhWtza+CyahLV1w/hcjPF7Al0IRz9Cu5F0CJBfSn1oVjAGq6zGPCoybFp4oqS36YOfIqxn9WuntUuKLnYmgCjOXM5aS8jHccrhB5SOjcyBhBrcRRCxBAKBDJeHGry9IRDuLgARzHAlGqMpTlGqoHm9h/HAQZT1DpkBKIh/i8cbF1gouqIxXDtVcsVi6FRU1GH6o8RxnDMtVUrjbmE6UvrJulXUYtt4JvuO5BNubHiwMGE4J9br23xPseb98X9OZbY1Ua3YXgh0PPYxz52nX0K+siZ9L3vfc/9blTEn9wScnTdX6yg3BQCsTop/aY3vcne+ta3Dn6/rnOHm/gFua8Fqu6++25TlGIA5bQbua6D3++Chx/84AedG+z3v/+97bXXXgDhvN1yyy245EaJ2ZwajCw4OabnBIYe+MAH2vnnnz94fWJiYrA82wVFPAYxj8PbPuYxj7FhkKjXnvGMZwyvMlhW1OHHP/7xweNgYThKUs9p7L55BbYVBeQM/cMf/uB+Rp/2tKdtK8Py4/AKeAW2AwV00Y1A1qc//Wnnxgp+T28HQ/dD9Ap4BbwCXgGvgFfAK+AV2MQK7JAQSyepVJB9uJ1xxhl20kknDU5sfelLX7LXvva1rtD88HrDy4oqkrNAJ/Vm01RMXicQt1T0kE4k6oTi2tp9vTZzfc1VJy/X1dfM9YcfazvNd1PMWTFPaqrv4ptXYGMUUB2iu+5eZiOFrAM9rlZThJpNcssQTdekUJZ+RqIxwA1RcWNE/jWo11QuF3n/4egBy1RKQCSi8CaJjAsRm5cgxi4G0KoSG1fBkaSfddV5wocjtkV0oMAPQAVAo/3HAB+dGrAFBxHMBGDTJW6OCEFcXB0cYiPhNHxlNWRSYl+c9Rqs0yOOsIErq8l9KkzNKhL8+riUsGwxZrmpYnAYHEe4sUKsnyU+r6wIOz6vxNSuv2nKAS62sHlzczy/Gh7BjpgbACK7GlxVcRJFI9TVAj4lkmm0AcZA1eS40s+zwJ9iEhW/V6GGlubdIjawQrxhsx2inhZgiE7lpFKkoJxfhgOrwc9xLDviAJ+iBSOciJgqlhz4U+Rim0H2ccbpswMOBXAC9KBEk/EkAW5twNQC4g9D1KEaH+X4jWQsCcyro5tqhuEXAwQyXgRQ7ao4xxDExJg4now7BSysAtNqU5Ou7laB4zQ5NUEk5OrP5gifd5XipOU45l0AVUegimPXadQAj4JOHCeA52hOddLQFRjaqpXRHBjISNMZYgKpRZbCrQeDBN8BwxiroFkfAKeWwXXW5vg1a1sGYglMBXWxHv/4x7uYRDeQtfwjJ9LSpUtNYOfqq682Xfxx5ZVX2iGHHGL3B2vkHjr55JPt9NNPN0Up6mdATqMt2QR/LsN5deKJJ7o5CMjp/fqUpzzF9Pt99913Hwzn6KOPdrWiTjnlFFu+fLlbVrSw6mUF8YFa+ZWvfKW72EK1pH73u9+ZXFjqX7/TBcV+/etfD/rclhZ0kk91sTS++4OX29K4/Vh2DgVuvPFGN1EBrA35frlzqORn6RXwCqxLAV2ocdBBB7moZF2AogtMtuX2z3/+0w1Pn33B55+eCJ5/6EMf6l5Xre6gPf/5zw8W/b1XwCvgFfAKeAW8Al4Br8A6FKBciE5pbv9NQCqoiaUrthRdMrMJjugLY+DIOu644+yLX/ziGqvppN7Xv/51u+KKK+yaa65xJ5BVfFpXuH/gAx9wV3ivscF/HuiLqU6Q6aSXTqYpbkkwTeNSjN7wH+5vectbXP0Kbfr2t799jfpQimZSPYug6aSiIoTUNK/bb7/dLStGSbGImvNf/vIXVyhbJwh0dXomkzGdoNTc9JpqUOnL/2c/+9m1RhH95Cc/sU984hNuXblLVDxXV3J/5CMf+T/zPfTQQ23ZsmVuDIp3kMNNJ/c0Hp28ftSjHuWuFFdtFjVd2f/sZz/b3etEoJrGo0gkZZ2/4x3vcM/pSvT3v//97mSkTiyq5XI5V+NF6+jEqm9egdkqcNlvf2vveOtJ1DVK4cypOggiwNDAOSR3UwMAksnmiZJTPaq+5TJZi+O6golQe6luVZxackpxbpxIsTJxdDhtcPMIbCuGTg6fMOAiTH0n1YZKCL70AWNE+iVYpwV0UqTcNHGAigxU/SvZrkbHgDM4gFQrCwMUrq4a8Eq1oIBf7DuN46pZnHI1sNo4vVbevoLPlBj1l3BddYFVk02gWtnVhJLbSE6wXF5grenmIXAlkJOMde3RDx21B++ZswW7jwODtF+BliQgjng0PhPhToAk3Ew40epN+gfeVKmR1ZKrTPCJfuRaq1QFsarUnKJGVYdIP/YloAWeAwbiquJxvdG1Ii6zGjF75XqHeMSClXG2KVYwQU0qCasoQsEqOdhcXSPgWRuKJWAUBuAlASTxOHGE7HP+eMqSzC+VbNjYXrsShIgbDJAm51Qdl5Zqh+XZB+Y04g7bfGagG8ctk47aismqjWaitmqCelThJPsAKAL6+uwvz3FW7GMD51tXMY/ERDr2RlxgibpligXscpyce40YSf2WVMxhHMjX5OKGtIOUHHNAW5r3S4hjX8K9FcbdFeE9EIJmpuRU4vM8EUujrdlnPvN55/yZ7Xt4c68v+KQLGOZTf2y2TY4lbf+ABzzAvU9mu/2mWr/Ne+W2226zPfbYY43ftTP714UpWm/x4sUuanDm68FjfS269dZbXX8CRL55BbwCG67Au9/9bvfd9TOf+Qx1GedueEd+S6+AV2CnVUD1Lr/61a/ay1/+8nW6lbemODoP8OMf/9gNIYBVsx1PALKC+9lu79f3CngFvAJeAa+AV8ArsKMrsEM6sdZ10HSFumpnCNiozYy3E5w5+OCD7eabb16ji7///e+mm76cfv/737cnPvGJa7wumPT6179+jfoaOlmmfhT/o8LzgmrBybA777zT9adOAmATdKiTidpX0Fz82X8eqL+bbrrJPRKA+9a3vhWs5q4u19XjilbSFV5f+MIXBq8tWbLEvvvd75r2q7HoKvqg6SpznVgYbv/6179Mt4svvth+/vOfuyv0g9e1f+1DTVfh62r24SbwJ2AmCCgngFwkw/PRugKFwU2PL730UhMcG56rnle8lTLQBfIEzATXfPMKzEYBgYkoECQBpCgViQcE0pCYB9Si9hN1n5LJLDAFkAX8EMWYnJgCaCR5npWwTRUKecBS1LmTkvPHXF0oAQ3njgJWCOqoRlWc6L0O7qhqlfpS1KdKU6Opj8urS9xeIp0HeiQsOVpgH31cPNR8wrkl91CacfQAOMl4DrDW5mdA9alC1JOqWh1wNk5trCjjGSkAc+ijAewSAqq1ajjCMtZi7H22z+RVq2sa5w8QiLlW+fxpEwtYBtbdcHMZV1cbaJe0PFGImUTWuXWiFMKKA83CwKMK/YZDxCIy5iZjlqUsBbBpAWbquI0aFIsqlYB6NR4rSlD94wwLo1GNvuO4m+rAoSYgqYlLS26zGEK3cE3Bl8TCXPxhE0dTC5gUwr2VBaQJ2HV7ESsRMSj4o1pVcfROArFaHLskEYytSpljErUasCkECEvm5TQDExVjaEJdLMCXAQSzHMMQUCoDkJRTKoV2YxzHmg4tTjPtu0etrC461tE5LJTG9plE2tUEawDwe+ia1rxxlWX5fUGFL6IdcccxP3ZpMWBlTC5b3HpdYGgEF1YVVx/hgWiHHwvpdMGCaqs1gHoRNgr3GVN61AE7SbGttY05qaw4Pt22dtPvVl1scn9N0HR9fo/ogoy99977/rrzr3sFvALroYAu7FJtuo35rFmP3fhVvAJegR1YgYULF7jZyYm1LTUBK0UWDzc5xXQb/r4x0z0WzCM453DRRRfZj370I9eN7gWyPMwaVtUvewW8Al4Br4BXwCvgFXD5VzuXDMMnuoYhlq4mP+SQQwYAS24hAS/V0zjvvPNMIEi3I4880sUBqOaGmlxdxx9//ABgyQ31zGc+00GXc88919XNEQySK+qEE07YZGILYGk/+oKrOCg5r9QUr6SbohcUoXTJJZc4+KYryxUZJdfVi1/8YreuAFEAsOS2eO5zn+sAlJxogkaCXqp3oqvf1tYEsA488EB7yUte4iDahz/8YRcNJoCnfgWx5KZ6wQte4ECUYpzU5NbSlfv77befeyzQFwAsubEECRUx9u1vf9vBNznodOWdAJlOQvrmFVhfBeRyinNCug9o6BMFWMddlMKVpdpWuq8BgUIh3FNE2AkuqR5VB/jTxU0lp1GC5RCQJgEoiUJcogCQmpxFwIyygFU8Td8tovaI0xSUAjbJwdUF5iiOLk1sYKk4YXEAUkj7Hp1r9fKk9QAmcWpitVlPpZkSwJo0MYVdgJTcPzqJXogTEYpTKwa4qdyzDMjUA6JErTwBrGLdYg33VYLIO8B3MkzsIFAqwRi7gKMaQC0KPFN9qhL1rf5ym6pV3WVPjMdt1z2ZYyuBWwgPFSBP7qFQHf6Cy0yOLroDyYSZP8AJGFMDXAky1amFVS4BuXAwqdaV1hHY0VirvDaN86qFXqiFuw2XG9tH0bNbk/ZyfdWpIwUAwr0EVQL+hak/VXRzpzO0ACwxP8EfOBTwh7hBuacAba6xjTqSG6rB8dt94Rx0ruECq1sBYIWtGKeaqFjYpoFMOZYr9FlrdiyX4lgwlhJOsVRBbi10Y18h3G09xiFbWpSIyD7aCe7l41nmWGdMq+tulXCRqjaXHGCNco33Di4sgJ9yBEPU12qhSZj3UZ/7Mg65RILoQyBeqFWVmLZ02UreI1A/37wCXgGvwE6kgACWnJL6zuebV8Ar4BXYUAV22WVXt2kAfza0n021XeC8ClxXglT6u1xtJrBa2z6DdYJ7bXvhhRe6VQOg5WHW2pTzz3kFvAJeAa+AV8ArsDMrsNMRAUGVoMlRJFiiaLCvfe1rg9zqxUQNqQh1cNWoolAEZPTF+d5777VTTz3VPve5z7luBF2CGk6HHXaY6Ytn0FSTQ6/rSnVBoU3ZBHrk7hJ8EqySmyn4Yq8rXn/xi1+4/b7uda8bOKO0/+CKLy0HUX5aPu200+y9732vFh2UUxSiogvVr6DYwQcf7F4b/uexj32sg2SBw0ygLChcHwDCRYsW2Q9+8AOTNhqT2mte8xoXsahlbfOPf/xDi+446Ev8/vvv7x4LKj74wQ92fwyokK+Aom9egdkoAAMBcuAqIvYvxK0DpGkBIqKAkTYwJQKUKhcBRcAIAgUhEtS0AnRQ6ckW7jLfSrgB8yMF6+MMqgMhwlqBbRvVuquNVAcWZQVmwn2gRseK1IlSFF4yFcexVHO1ntI4dxRbGGIck5W7XL2nUBiA1Q6zTcxaQBuS6xiXoudiRAxSCwvXkJxWhQxoDShjEVxYjKtPdKH2L0gWY3mE/QhaxcNE/TF+wuyoORW1ouZApyHgG6WicG517aZ7OrjPllD3CvcSsCuVBPzgUuuHmrisKoB43FV8Hqr2VQ0AVSa2T66rCrF/9brqYvVdJF8Ld5dqX8WYp2xKPbBVAwgoZxZsiD4awDg5zeibn28Yl4tQFJybnpzicykD+wEo4qzq8XqYz7As8YlyScWJXuwwBjndkgBrOc/iPF8lyrBbbTsNU7jcoriglk1MWj6fIf6R6lgigfEEWgHwcHb1cD8JlJVbHAsEUI2veIRaW4mIUbHKQXN97rd7jAG42aI2F28P67LPHoCs6QAe9QEBUQKQqVgf/RtujnJcyaGmsQtawcJY1rwBZPSpCY/inqsRd5gkilCwUw5b37wCXgGvwM6mQJn6hWr6ruqbV8Ar4BXYUAV0wZTa5OTkhnaxSbZbF7wKYNTG7CSAYAHQ8jBrY9T023oFvAJeAa+AV8ArsCMqsNNBLBWhD1rwhViPBWuC9q53vWsAsPSc6jcJXB111FFuFbmbgqZaUEE75phjgkV3/853vtOOPfZY23XX1VePrfHiRj6QM2n4pMCee+45gFhyZw1HPAlIKd5PLahLpdpXf/vb3wajmBlZIBfaRz/6Ufe6tFkbxFK9rwBgaUW5v4I2MyYxeH7mvY6B6pTdcMMNDig++tGPdvGFqkEmV5tcWipU75tXYEMU6EMX5JRR0lsI8KE4uDq1n9I5YuuAE8uXFwFaRAES39fBiaRYQYGvMHDi3nsm+DnCDcXfzV0sR3pefbSAFxFAUAPokwBWqDaWoItqYPVwW7WBTn0gkwCP3E6rgC2pTAqm0nVRcy6CsN/g51erEH0HlJIzqIeLSXDERQ7GADjAIEXrdTU+jR2QUi8Dr+Ip6jhN4g4LW7NHkB1zVAQgqxgGLedIigCpRFZ6PKl9CKxMUb/qH3cDl0K32qP371BHL03tLdxoQDMBN9gNywJIXZuYLAGxVBsLeASc6wJhWs6pJR3YF84nObVU+6qKDkZcH8mCGKVaOJrYp+AW4KhNX4JfISDRaudX1CoANtUOU92vXrfp4GIJd1MYCBXmeWg1xyRBdGHNzVmOtSng4Pg8Iw4xR40ttGOdGJPtA6vajK3Yop4WtaniQCPKTwHrcMihgSIDpUOS6MIuxzjFMW80qI2GA63PvlWHrIc2oE2iBBEAsFnHURYhZjCGM6tCTasxHFw9nHxducfoKyzQxfycDixrfnodTMp8OpbVe0I68LiJE0xwMAzQG/59syHvZb+NV8Ar4BXYXhVQjTnfvAJeAa/AhiqgGPqt3YajAwWtBJs2Bbxa27zU90yYpfVm/r2+tm39c14Br4BXwCvgFfAKeAV2VAV2OogV1HPSAVUReHc1PlEnV1111eAYB06gwRMsKAIvaHI86ap81ZYK3E96Tc6r4aYaXLrdV5NTYbit7xX78+fPH97MjSV4Qu6n4TY8hmB/ckoFy1pXdayGmxxqQVOM4trafe1nNtFZiiE8/PDDB3FbQQ0yud0EsATUPvCBD9huu+22tmH457wC61YA2FEDKIUFdYBZDhARF9chli4M8IBJAEYiABpeYzmDyydEnaNstGDLqKGlbfRzopg/va73tYNewKZkBoCEG6pN/aR8IWtT0xVehyQBRehiNcgBauVHcH8CMRo4j/qhNttlnHszioMrl8/jyAJykHsYj6aAbNR2og5XizpUEcCPQHWSWMEObp7mZJm6Wbh7wnEbJX6QkRDz17Iydb7C9JtlvalS22rsvAlYCQNaOoy9KvCi+QLGpoFdf7uDqMPIcttjUZqaX0kAmsAbdbYUBwh0qbNOuarYQOAYMYFMG516jAfwQ2whZafoF5cTMYsYtazRASgByxRdmKLGl+L42kCdVpuaUYCtGK6troCSsh2d7riUAGBplkeJZZ2i5lUKR1WtRiRhsWSFPHqxXVfjBwQpqq/G+EYYR6VcIaIQTZhLVPOEFbYYbywZZj2gFHBNNczwyQGQGpakjwYwLcIchbTG81lbWa/goKIeGMCvo8lAOBVZ2AFShdG1C+QCUVmvUbER6ot12TaJ3SoMNOwyFkVHZqillkzngHRNwJbeA6pnhs6ipRyXBrrlstTUIuowDhArNQCajMU3r4BXwCuwMyqg6G05KMbGxnbG6fs5ewW8AhupgJJQtmZTtF9Qs+oZz3jGIDpwc49JIEstcGVp2YMsqeCbV8Ar4BXwCngFvAI7owI73Vk1/SEdtODqKZ0oHnY1DbuLgnWHnxNoUg0n3SvrP2jDy8Fz93c/E/YIjq1PSyZxiAy14av818e5VCYmbbhNT0/b8E0RiYrv021dV7/NHMOG1qtS1ODll19uz3ve8zgBviZXlWNM9b8UXai6Zb55BWajAEjJOWCiYYCVYBHv5x5AyfoJW7WqCDDBQYTLKkI0XkawCQAV6sXs9mUVG5szYhkcPCJdHRw6c8apwUQfYC5qT9Ef0EIeHrlvmkCMqHMRATKAHepPsEuAQ9F02m8umwA2swWfN3qcJsqwS1SfNamhxPo9ATLcXF2gSwZ4m6RmVxbnkRIECwvm2sQ06+Ika+Ak02dNqE3sIJF1DNlyjHMV9ao6fC40+GxqM6fJUoMaT01gUpfngFRANIGUItDpujua9pvrl9u1Nyy3v980YbfcVrZb7yzakmV1m5ioMh99xtGxuBPjkY7aZ6MZtQmGsWy6Qb0poA7MJswAVPsrk4laPpdknkk3nwhATrXEFOGXZH5iWCngUxb4pyhDOaWm0EYRhFVqTqk+V4L4Pv3My7kUQ09FDYbkfMKZ1cXhlh4ZcfMr4caqdaPU1GrhWOtS9wsnHeOEu+H0agHRFB+YtGnAWBgt2mjWbHSsw+deXYCOWmh9jmWnWrHyyqKVVk0Cr3C+cXQzuOzYs9457tajf0QglhGAh34hXF6J/Bha8p7B2RVnjnKm9cVIOfZpgCaDd449GKM73o1WnfeZjxREUN+8Al6BnVSB4eSCnVQCP22vgFdgAxX417/+tYFbbvxmWwtgBSMXyDrxxBOd60tj+eAHPxi85O+9Al4Br4BXwCvgFfAK7FQK7FQQSxF3P/nJTwYH+L/+67/csk4oD0fh3XjjjYN1goXh5xTPl8FNIfCl5aANAzI9p+i+M88809WCUnHroA0Ds5nQSiBpS7Q999xzsBsBsDvuuMOBOcG5mbeg0Oxgg/8sSLcNacMOsGD7JzzhCe4KN12pq/299a1vtX322Sd42YG0733ve4PHfsErsD4K6L3WBl6EqYekt6sYaYyFGI9Vo6kLOAol07ZwPEW9qoZNUOuqg9soQ12p8lTRKlMlK01O46zqW3FqAqcS0Books+PYipa/bOSTKWdY6gKMAoBy4qAkiI1pqaJ6av2qA9FnasYrs1YqEcNKxxZ1HlKAKlCQJsOUKQVSVuRulaCT7VKFVDWwFXEDdeV4JkgWojaTVHgSh+3U7XGuOAqTdxOMaBVmH0KUAmUFItloErCIgATMBSOLM2VeaJBCpdRgzEpGrDCGCdrUfsX0Oq2FXW7k1jFYqXDZ1YDdxe1vXB0VVmWA61aa9lUrW/LKz1bWiZisIGWQJqwogr7LcvivmpVS4AqakwxBtXighhaNtG3bIr9kxDY4XnFHaoOVguNVdNK9bcE2BTnl8d9JYgXZ1lVtgT+2rjRqsCqYqnG2Go4qsymJ6ZwnGVsLg62LuvIORbBJZXn8zhKHKPiARVVGGb+DeqVtbmp3lcLEFUDXE2wrPlHgE1VtA5BCMPUM8sS98gLtnL5citPl6xC7Kzg1YplgHOmU5pGW6IVGxwLCpAB1O9l+0liKGuWxMkXzxfc8WlTmwv5LMTxFUhsATg1xxDHgC198wp4BbwCO60C+m63pb7j7rQi+4l7BXZABRSJH8Tib+npDQMsgaTAGbWlx6ELb7V/ucCGYw239Dj8/rwCXgGvgFfAK+AV8ApsTQU2jEJszRFv4L4VI/jqV7+aE5qra2ItXLjQ3v72tw96e/zjHz9Y/vjHP76Gw0puqY997GOD15/4xCcOlh/2sIcNlr/xjW8MlrXwla98xdV0ktNIkExwSG3PIYA0s06A4gK2RNP8582b53alE/3f//7319jtO97xDnv9619vZ511lg0DvDVWmsWDYXA37FjTlXXvfve77QUveIGrgaWIRn1B/8QnPmE33XSTixkMdrNixYpg0d97BdZTgRDxfSmcRS3gxmoHVI8IuRC2IEGYtpaph3QvkKJcbNpKIgSb+HBGckSB4h4qU6tJICfyHwiWyQCjgDLLpqZdbaoEQEWvqz5WLg3IAEwVsllqaxE3h+NodHyEeljAJ55vAVvG547avF3mW2E0a1mi7cbGc7bLeNL2nJO3hTw/b+EoEaRAKGBMkv7qOIp6OK4EWkZYN0N9qFweGIVTalUTd5RcR3yudAAmC+aP2qLRjANeYfaXIWIvRM2oOgAoAnhR9F2beMMe6wrkVOtVV2tK8XfQN6sDbYqtkBXrXRxMLUBZ1KaIKqzhWisDtCI4j6LAqRSuK0G1ZCJsI4UMjifiF9EFY5WDQ5FY10U0jlJ3LAXIKmRjwCwi9mrAq6iAHPBPAIsiXKq31cHhVccFJcjTEfzCVRZnvnKNSds62ka5YODeJUtxvREfyLZlYJzWlVsrxtwmS7jHgHqKI6xx8UCjgV2MuMEMr81xbjtFSirysO/2o3t91nTQQ3rLdaUaXGmOXQTSGQPSNQCLaZxW0jeOQ4wB0QeTBIKGcF8pXrECHLzpNsDXxCqL8V5KROQCazCWFjAO1x3Hr0W04NKlE+zbO7HW84fWr+YV8ArsYAo86UlPcm76dV0UtYNN10/HK+AV2EQKKIUjiPHbRF2udzczAVaQ4LLeHWyGFQXRNA4PsjaDuL5Lr4BXwCvgFfAKeAW2eQU4e7njtauvvtoOPvhgN7EmJ27lwLrzzjvXAFNySOW5mj9ogiif+cxnOGldNkWeCFS99rWv5bxlyL761a/a73//e7fqCHFWquEUNAEYubsULfjLX/7SReKpr7/85S8OYgXrHXXUUYPIwoc+9KHB0/bd737X5EJSXN6vf/1rO+200wavbc4Fzeukk06yk08+2e3mIx/5iKvT88IXvtAuvvhiE8gL2jXXXBMsbvD9cF2u8847zznZVBvhgAMOcMAqqMH1xje+0Y4//njbddddXZ2ya6+9drBPaeSbV2A2CkQADnJROXgBnFD9p1QiZh2AQg94G49lLdrFMdWMOECyui5VjBpXgKJKHU8QIARQI/7cAxgJ5LQVOgfAEbVp0Xd6fJ4lgRaCHBnjMwXHUZh9CZLFAFcxouZULwl7kC2ntpXqNgmURHEDhYgHHMsIdwBiak3nSopYgghBalmx/5zi84ApYcYZyYHXgDXhbB4n1TTcSW6xuo1mC0CTmoMkJepPKQowToRfJJlwLiBB6hjwqCeIA0dpUsOLRZxPgk9E4wGh5o9RE4rHDcBVg5jANrl8PQDY6ka8IRGBPbSLA4XUl0JUQ9S0igOX+jjBOriNkjjF1EeSqEDVvlLYYhX3UqmEC4v+EkQJRgoj1iqudkMlGV8bd1QW19J0seigYCaTs44iEnHDScg+mgo0JbI4rVivVC4Ry5ewKAApCpyMARoZgs3N5dCAiEXmKgAoCJZN4UADopUb1AOzJFqsru8l3XtAzDoQTbGFKZx0NaBdnCJZFdxZCdxtCSBWlGMX5d41hHOxk+gb7uO4w1k2zfshhustyRgbuMtyuTFcfDHnDMuo4FYV0EZk4SgRkjnGoveDb14Br4BXYGdUQBdNKepaEGvvvfd233l3Rh38nL0CXoHZKaC/kwWynvOc59gFF1wwu403Ym1BogCe6eLKbQFgBdORI+vTn/60A1kao6+RFSjj770CXgGvgFfAK+AV2NEV2CEh1sTEhKuxtLaDp6vvBW9e8pKXrPHyIx/5SAeRnv70p7u4E8GTYYCilQViBLQWLVo02PZRj3qUybUkCKQmoDUcWajntM6pp56qRdcOPfRQW7BggS1btoyT213neApee9zjHmcqXjszmjB4fVPeCxb95je/cfNWjN/pp5/ubsP7OOGEE2zYpTb82myWNa8f/OAHbhMBQd30pVvA71Of+pQJXqlJX91mNv3x8qxnPWvm0/6xV+A+FcB05ECIoIRqV8U5iVYnpi8MoBCeCPUjROVRv4ifwy4RdO4DEQDTxvIjN1O0Q40m3EgsuvpZcfppxnFpUTupC+SJQVDk8gq3gT7aGDoUJjqOh0TodXkIjCGKTy6k1Mgo25BOVypbmvWSAKoIIGoCR1UYF09cjAPotnpbnEM8LhFhGAWWCb7FE1FbRTxetEd8XTZN5B4QhbpZba0IXOsx5qZgEpBMNZxUX4tqXsAoxoprSfGfSWxkLmiQ+erzTHWkooCg3XcfJ2qwTixhH9gTs0YnZmXGLIDUbQvYAfkE3eixjz46Gan4vxjCyNmWzeCeop9ej3pSON5azllFdCL1pwSNEoyphk4hIgD7rB8JoRtjjURxhRGfmGCs6VScGlcVV18rzOs9QJRcY3FiEJOxEOPs29zxPAAROIUeOWpwySXVRNRGVTX+qEWm+lRAMHcgwy0iAIlEpA/VxUI+C7MuowBUpV09MTnBVk0XHaBSTGSPeXZxT5XawKwo7xB0FITsCcgB40L0mQJKMVNiFNEDt1eviaOPZ6aLikxUpCHuMuBmlNf2GAFw1XvMifhI/vPNK+AV8ArsrAoceeSR9s1vftNdMPbmN7/Zg6yd9Y3g5+0VWE8FdHHpH/7wB/d3tz4/tiTECupOCWBtrQjB+5JJYxLICkCbB1n3pdaGvaZzMbooWTdd5LzvvvuaEnh0r/NJW7LpQulqtep2qQutgzSdLTmG9d2X0o+UtKOLyFV24yEPecgaF46vbz/rWu+SSy4ZJCvNXEc17LOkasydO9ftdzgJaOa6W/Kx6j3rIvGgPfe5z3UXygeP/f32qcD29HO5fSrsR+0VWLsC7pzt2l/aMZ7ViVtF5+2+++7ui8cpp5xiixcvXuvk5PS59NJL7UMf+pBzAQkyqcU5wXrggQfa2Wef7a4gnbnxGWec4eICBcfuuOOOwcv6gnPsscfae97zHuc8Cl6Qy0gfegJputJLLYeT4HnPe57bR1CrK1h/c92rrpd+ocr9pRMLS5cuHewqiFt8y1veMnhuYxaOPvpodwXub3/7W9eNnGByr6m94Q1vcM4rOdz0x8pwGx0ddbGPuupM2/jmFZiNAgIHghgtHEKKq+tRQymZSANqajiIqEmFc6cJjBHoEYBQ7awu4KbTDgFa4lai1lMbqCFo0wW+RImKSxXGnBsLSgHsIpYQVxVGI2sDMeQu6uCKSvOzpfg6GIj2atlc3hLE5OkdnBjJWx5i1aT/NjWuIsCOSESghug+akAJpIRwCJWpj5cfG6e/DvsGNuEYmrPbIpu+ZxL4zXPaKT2m2K7BvFLsW04kvRaJJd28QoCYTrNLTS7VsAKs4UCLAMXSOLUMB1qSeTWbbSsUUhbHQZXAtVQDvqUAV8m4XF1RxkQM4X+ca4rT4ycXMAXIoU/FLEYiOKNwWSWIGYyEE1avlwFNcasRo5cE+KiMWBOYl2QAfeqCxYkebDKmRgPnlP7YEAhi/RafByFeJ2sQhxOxgVILAXvMs9/lSKJVmJsBFXMArSpOpz6v93FlSa8IMC/GcgynVIcCWtWOtNGxAUQBuxiUlXC1CZh1iUMs5NNOvzba6bMIzsexxIFHrGAKN1YUICb3WQ9A6KAU8EzurB5gMI7OYmVNHTsAVhxwFwVIZol7TDG2MPsKFVdRuytrU7jXogBHd/DZo29eAa+AV2BnVOBpT3ua/fvf/3bfr3Vy2oOsnfFd4OfsFVg/BQKAFeU79ote9KL122gTrRWAoW0VYGmaQY2sAGR5iLWJDj7dXH/99faKV7xicI5mZs86R/KlL33Jnv3sZ898aaMf60Lo3/3ud2uUsVCnutg3KEGh5J6nPvWpG72vTd2BxqdSHeeffz5/n+lv1NVNF00quehtb3ubO6cWPL+h9zon9I9//ON+N9d5Ll0orXNxm6qt6/jcX/+6wH74Z1SlNfTZtj03wd33v//9A5C+NeaytcewPfxcbo3j4vfpFdjcCmzfn55D6nz5y1823Ta27bfffgPHkP7YrnFCU1eQ6MqO+2q6okI3OZpUy2l8fNz22GOPdV6p84hHPML9AladJzmvHv7wh3MymBPLtL///e9r3ZWuallX++lPf7qul+zzn/+8u61tBe1T8Eg3jUVzlktM0G9tv1zvyyGmK4OGv7QM708wSq6ve+65x5YsWWKKVBS4C9rhhx/u6l9JP13BI92ln74oengVqOTvZ6tAHziRACZFQVik7AGjMtQpqlsaPtLktQ6OoRSQAW5jLb5wt4gfzeIoCodi1FkqU8sqDoghGA/XVTyessJYzmA68iMpHdDV2woBsuKAr8hY3kYLOavXqhbnC3uIL6fNKs4ivkRHcC9hmwI8UQcKqLaCq9OixN7lRsZWPwdkgflYDUdRMtFgf4Am4vKoCkUUHW4wwE4L2FRnX7EMbqrJCvNoWQZ4k+w0bd7crE1XmsT+sV/WrQCIxG1U00vOpQRwSS4qGA/AiQhAxttnTn3gmCBdl1flpkrEgDLUm+qx/zhwrNnkMaCmjYuKTZzLqgtQ6gGG5K4S0koQlZcGTKm/BJGC2cyYTU9V3KGKAb1aAKVWPMnrTSsTrycolwLw14gubOHGakeo+9XjgACIdLxSRPHJ+4TFCS1wmmFNawG9ctGUg0jTVaAbnx2JTtRBr46iBQXwmEcI0AjpcuNq0WezTBQjAK4wDoQEcvWYvxxrWSIRI9yn0LbDGBVPWGujC8fUuckAlCMpoBt9hKJAMOBWr48ArBdGy2oFNYFpYcbLIXDQq0VMY68RtS5AMgbsTAO2+sC7KscFlseb5n//oJvt+9iv7xXwCngFdgQFdNFSoVBwFzXpJPVxxx1nBx100I4wNT8Hr4BXYBMooOhARQjqokY5KpQaor+Zt2QLINa26MAa1kEgS7dbbrnFnUgePkk+vJ5fXn8FBKeUQjNcv3vm1rroV+ctXvnKV9rXv/71wfmbmevN5rGOoWqR61yJUmq2t1YkFl5pRjqPNLPpnI4gli4O/+xnPzvz5c32WM41lQaRtsO17Tdkh9v78dmQOa9rG7kSlUKl864qDbI12rYwhq0xb79Pr4BXYLUCOwzE2hwHVLn9s236MJ9N/J7s4NuKJXxLjEUuNN3W1aTf1vqFuK4x+ee3YwWADiNAFtVqAjk4x42DVbiCEsTUycWkllAEIPWORH5anYjdumTCCkAdRRBGqHs0NpKxOtabJkCmQ5xfCOASSqeIicMBBNBJJfNu3db0StYHisA7GsWGiy/s1Ku4viJEEgLCcfeEwnH2l7DJ5TgfgWSKNhRma8sRFiPmjvsYfTQbNWLzWsAegJNgCf/lcDsRbGrFpVVgGP2ybQ8YNoULbAK3T4IdZ4FndYBKDBiUBMTEU4JDOLcYp+qAaT5yHyVTuI6YUzahml/U9ipkLZTBvZRp83oTiKWaVg0Xp9fpJKE7QC22CzGPHstytcWTAD9qanWadQAa9cVE9nC0jY4krVjuWpX9CgDmM8QHAoTCTebG62VqSEX66ACsavZ1fABPyK94xi6aC1zH0KiG2yqEcwoCZcuXVizOGDtsN03sYSZFRCF1qcZH8y5aMBFLWKbfANplbWmxTdxi2/LpcaAWNakYZ7tRtgxxhxH6q9cF99JWgcwlWL8N6BwbUQ0xxopDKwPcomAXtbUU5SjtqZnFOygCuJsuUyet17AMEYGtcMoaaNHniroMsDBOvGIbEJnHgZWLUweLOXc5fkmAlm9eAa+AV8ArYPayl73MRQt973vfc1ez60raI444wl085fXxCngFdl4FrrjiCgdjBLJ0Maiucn/wgx+8RQUJAJZcWNtDG44V1EW3w3W3t4fxb0tj1O+iYYClJB5deKGSCLr44q9//av7nXXbbbe5YX/729+2/fff37mKN3YeP/7xjx3AWlc/AmaK51PThcbbWvvABz4wAFhz5sxx8FkXhp9zzjn2wx/+0A33c5/7nB1zzDGbFEqr1ETgStOF1CrToQuuBRcrldUXVMqNpbIe+Tx1qzew3d/xub9uBeT13gqakqK216YUqS9+8YtbdfibagwCx4F5QDVbZ/se2dZ/LrfqQfI79wpsRgU8xNqM4vquvQJega2rAPzCqjXqRMFg5CYiIc/FzqXTWRcP2KDGVIEvta1Ww8bn5GxqusYyAAeIpHpSYyM5yxeSlmF9m550zqsokKmPGycFHIO1ACqAPgCTCEApVcjj1Am52L4My02AjExYrW7DOjVqZwGA+sCWGDF3I/yBnse5VSxVWJ9aSkCnaI+6S0jWI4MvilNI0CRGvzUsRA0sYKrTFQLEVCYmLQV4aQFPahGi+yjIlYq3nGuposhDOZiAK3Fe6wJmUhlFKNInA+7StxoGJKAajwFJ5Vrb5i+Isi/qStFvI8S6ADU4DMAHYMUc6kQdxoknbADLkrjBwjm5u4gApJ8EcYC677SBZ7hWKWlFZCGADQdVChjWROdeU/WkiEmsEMvIClHgV5iIRAGtBHBvhBphk1PT1AbrcWyoKUWHEZbrAK52C+jEuCaXT1siS/QiuuVx0OVxvLFrS0PAckl0pz7VvcurlsxlnGuqjdMrlQfWxTnGmnYYeIazbiQFLM+iDU+VeH+EiSxsM4YUsCuKU4+eAHVoj/4jALiRHI68SIdxUBsthz6NlHPkVQFceaIoozi1+oxHwK0H+GvXpnCoJXF3oSO6hHHx6b3im1fAK+AV8AqYi2GSG19X8qpGqk4OCmT52qf+3eEV2PkUELQSPBLEUttll10cPFi8ePEWFUMnRgOIta27sAJh5MQScLvoootMJ9o9xAqUmd294IdOSAcOrPnz57uSC6prHjQ5jXTS+8UvfrHTW8+rZITiLpUcc19NgKVJ2kdSf5BuQNN+1rc1SBlRSYsNSbLZ0HEq4jBoKkXxrne9yz1U5KIuXpZ7Te2aa67ZpBBLKUCKJp7ZXv7yl7tSH3peCSAqZ6HvGGtripRvcY5gQ4/N2vrUczreQe00/Y27vi40OcgUhbg52+aa89rGvCXms7b9rs9zN9xwg/sOqnX1Ppltm83PpfrW54t+LteWdqX3oJ5fH8Cp46e+gvfXbMft1/cKbO8KcHrNN6+AV8ArsGMqoC8KnVDf6oCGCI6lOBBl7rwCbr/0apBUGDVldWcBWWlAz1ghbXPHErZo4agtWjBOlEmSLxMRQFidbZO4pYAdRO21+KKj6EG5hnq4mFr88SN3kv5rULy1idNH0YEhAJJqbXWARGmiDONpamXxqas4vgZ9Vmu4jthWNzgWUXRE0AFEutRhCmcLOITSjJ3YPRxHfYBUE+dPBeijOlwF4gaz2ZzliOODEtnui3Zxtb8EkdgaxxiQiJ0pGrCJAyqZTDugpef0ZVrppSni/wS2poF3+kIUI0pR9Z2kSQYnmmo8jY0W2DZiuXzK3ebOL7B9BrAXxc0VdeulWTeTThARipbALTnACsCj8fEkelMPjD/astQEy+NWymfZB2CrRUxgF0DVhwylAHVtxTBSY2ucPsboS2MZm8OxooYY9A6gFbH6VI1YwbYVAYpL7q3YFI+LExW75+5lduc9K+zO5SWAXMPKxYqVuMUE45hXceU0WvdsDuNeQN/zM2GbH8dlhxOrS3xiv1u3kX7Rdg2Xbbdkx/bg9qBC2Hbnb4iRKPGMq6Zs2T3Tdtu9NVu2smITkzW+7aIZwFMOuma7Yf160cqciKkSd6g4RAHSUrHF+07uMuEy37wCXgGvgFcgUODggw+29773ve5KdsUNKUJMNWn//Oc/B6v4e6+AV2AHV0Anlz/4wQ8OAJZAwcknn7zO+tWbU44bb7zRdb+9uLACLQLgJgjn24YpoDpUupgiaPrdNAywgud18YVcKAHwKJVKru5S8Pq3vvUtVyJCZSLkBrr55psd5FLajbaVc0su5OH25Cc/eY0+fvWrX7k+XvjCFw5W03tSfeqmCz9mNtXxUsSb6rtrP3KUKBlILiT9fTezCTIF/Wnu+r2ri0jkgJRr6GEPe5h95StfmbnZWh+rf0VZKrpP0EqQL2j6m3O41rtiB4Om7YIx6D6oRR+8vjH32qd0CJpKfcxsqm91wAEHOK0EjeRkFKQcHqO2ub/jc9111w3moZpgAnr77LOPA1FPetKTTKBk+fLlg3U015l/F05NTTmX2l577eX0VyqRviP97Gc/W2PY3/jGNwb9DL8/hlfSHAJdFY853NZ3zsPbDC/rPfbSl7508JTGHewrcL7pxfWdj1yN+jkL+tBn/3BTza3gNb23Vfpkfccw3M/mWl7Xz+XwuK+66ir3++2QQw5x519UYkU1YoP3pF7Xe0znZvSa+rz22mvXOmT9nAf96P39hCc8wXRMVSMu0Ol1r3vdWrf1T3oFdiQFvBNrRzqafi5eAa/AGgpQBcrSuayDDBlAjMBIDJhVBzAkWE4CcTpE3smlFOeqtTgxcnHi5fR1vwvciQOEOoCODtApTuRgp42TB7eS6keF5JQCPPUqZaAVYGlsrtUrRUpf4coBuFSW3Wtdroarg5QyfDFpEmvQpjZULEVtp1ibeEHi9aj7JPCVSEC2OmVXC6vPvnR1TXW6amPjBSBczEqr/g0IAgZlc85J1RATIaauidOJZD2rA6kqjCOEE6pDRGIPCBZh7CAiruqhbhYxhHVi7qI4wEJAvR72sCiD77SIAcwXHHjTFUBk4gFdVL6J7YRiFI+HKymdSqADkYyMTX8LCcx0OgQc0lcUu5YAIXKhDcvyZ1GXqyc4xbySOKRiQCu52zroklaCI/sH39E34AxXVyrWtTj1vCZKaBrmKiVcWolWiD8kqsQNrnaj6Y+dJnWoJlZVLIvLbdmylYCyNFp3gW4MelJzSrg4xqSiFJlfjxOjMep6dehj0VjGxpNNqxnOLKDfkrpqhlWJNDTbYzRk+Qj1syicBpMESsZwo8WIT+xaEY0zmn87ZBUcdxjRLMt4xwBhqpM2XaZemGqQoVgLu5eCK+cSJ6j7Jg466amIbAAAQABJREFUAcDSBDvzzSvgFfAKeAXWUOBBD3qQ6aYT2artqj/EddMJKEUE6Y9y37wCXoEdTwH9zKv+z+233+4m9+hHP9oEY7Z0fOCwstubC2t47EFtLIEs78YaVmb9ln/xi18MVlR0oGLv1tV22203B23+53/+x63yt7/9bbCqIv+CeDK9v0855RR34j1YQbBIEEDRhR/5yEfc06p5LsgRNIEx9THs1hAMu/XWW90qw7BAT1x55ZV22GGHcRFdNejCRekJdun2gx/8wDkMh91iqlEejPPcc8+1r33ta4P4PXWi38OCUtPT0yYwc19NoGpdjhS5wvSzHrRHPvKRwaL7WzMYg54MXHCDFTZi4Y9//CN/45UHPQgqDbcTTzzRVJdzuOk46HbxxRfbz3/+cwfy9Pr9HR/pHswjxd/4AkfBvlXbT0406RCsoz71d3bQ9P4RuNAxCZog0OWXX+5uJ510kp155pnuJcGPY4891kEw9af3xfDc9P7TsQwcP4ceemjQpc1mzoONZiyobn0Qp6mXBOOCeQVgbjbzEbR77nOf6y5oUn963+n3gOCfXHvve9/7BhBW8FgweH3GoL62RFvXz+W999470OULX/iCi9Qcfn8LdApG6Zgo6tKdg2HAdc4n6f0nMKqfXekTNMVyKo47WFfPC0Crht5RRx012J+czL55BXZ0BTjz55tXwCvgFdgxFdCXRKpBASawiIeIeuM/fUEQmMrgMqo3qkCntIVwWUGSXByeYEy3qzpXAB0gTkSvAb2SxOOFWHdkrOAi8zr1ivWn7jWSBa2L+yffLePS6tgkzqDsnDHgGFF2fMK2iZcLlYs2ee9yS/FFVpF1kT5Wcr6/RtsVCwGgGtNN4E/LYjniCAFdyWwCOFLEJUTtK5xgfQBSg8eK95uYrFqUGL5JQBfUCwDXY4wJu6dETB91nlpYrHqMH4sQ9Z+IL2QMcofFVFsKCEVCHtGDEQvzxbPAfuaMxLjyJ0tcYNNauJTgUwA+YBRASn+YtFoRYA2wTI4lwJPqdIUBUincWn36SAACIzjD+jjRun3F50Us2wPyaQzMMcc+Kummgz21es+BtDhwRzCrymEZH8kSzyhw1LEE4mufc0eiVqw0HKTj6DGfEGAr5hxvq1ZRJ4t6YFFqY5WnS8451obkhQBl6RRwDGdUDd2qaJzkasIRth+bM068Ycf+vWQK6AXvWlF0wHBszqjNnZu0sRTHF03iwD/VO5tuxI3DZpkY8DJKjCLvg7KyKaGHczCGpZEyxDylRZ+xdblFJSzzl/tvqtixKcUSMLE0sLQPrHSUb8f8MfOz8gp4BbwCG6WA/pjX1bi66lgnE3UCSjddSa6TMFvzxPZGTcxv7BXwCqyhwEx4JSCgk5YHHnjgGutt6QeBi0knk7fHJg0//elP+0jBDTx4d9xxx2BLnThWqsV9tWFwEDgqZq4vd7Hqar3pTW+yPffc04Gkq6++2q32sY99zDm05MySe0knrAMYppPQ+t23ePHimV3+n8faTu/ZAGCpDpWAlhwrgmyCJzrRLfAhMLO2JpijOvBHH320cyV94hOfsDvvvNOtKnhyfxBrbX0Gz5111lkDOKZaWXKObMqmuX3+8593XervP0X4CQZ985vfHOxG2svhGbRf/vKXA4AV4W9mQZSDDjrIOecEGTV3HbMAvs3m+Oh7i5reQ4INOh6a9zCgCsahe52nOO644wav77HHHi5KVXBfNdfkUv/kJz9pz3nOc9xnpN4bcsxdcMEFrpvvfOc7pnpkQdN7LoAluhAogCCznXPQ38z7wA0VaKP39+GHH+5W08/MbOejDd/97neb3If62dD2eq8KYAnMBC5CRUFKJ7X7G4NbaS3/6L0hh9RwExALmhzBgpBBU0zoMHQNnp/tvZyXuiBL89I5qNNOO829NwS65CrTMVW9NMXqnn322e6Ya1mfEUHtMYFrrRMArH333dc9lj6qNSeHnm9egZ1JAQ+xdqaj7efqFdjJFJDriABArPmCM9SI4guW8oNTRNsldYtkcCXxpQs40weSxFI5XDY4eIiJ6wFTyMVzzpxoAkiBUygBpGp3a9ZfudRigJQcDqAatZ7GqJvVbJQAXQkrripaMha30opJovNSxP7hUAKGYCyyO/7yL9u1vABYAughKjAZnyAekKi/UMvF3ZUnK5YaKQC5cPeUmvbvW263kUU553gqFYkohIXUqmFqRvWsyqiTEeowAZDkOKoCrVI87gOjBLUEmjpAJueWYir9HlF8gKcIOmRxR4GxbA7upF0WFdAniWtKsIUaXkAY1eKKsn0I8NfFVRUHaumKwBB1qpoNgBiv64t/FzeY3F1GX2AmB53EchL5nItA7BK/mKRWVIL5ywknMKQIxlgsBcQCshGF2KcemQBUAr1j6BxX7CNdRgFHYe4TySyxf13ngtKxgz9agn9KQLwI8ZARbce6+XlzqEFGJKGxPfMuAvWWT5XtgfOj1phabtf+u+WiDletrFobd5bG1u3FLB3r2M3tqO0zynZJxklfHcAipi9qjcVwqo0QU9i0yeKkzYNg5RijIKBccMbeVAcslclS2wsIiTOrXOZ9wJf6DoBLbjcLpVz84072o+en6xXwCngFZqWAYlRUk0Qn9XRCQ1ei6gSVbjrBrRMyOtHmm1dgbQoM17MITuKtbT3/3NZRIHAVBCfHFVv2xCceQKzSf+NYT7qTe+s7Mp0I3NRtOEpuU/e9JfqTE0stgHFbYp870j500jhogh731wQbgqb39HD9o+B53csFFZzkFxh5ylOe4tw1OlmvE+rnn3++qw350Y9+1MVoahsBLG23Pu30008fQCKd6D/vvPMGAE6xcupLn4cXXnihg2iK/ZvZ9Lv3kksusWBOihJUvJmaHGI6ga6Iwdk2AZV3vvOdg83OOOMMB8mCJ/R3pBzYQRPsmW0TzAmAztq2FSAQRBiGEwIHQRNQUHSk2vHHH++gjwDSpZdeapdddpkdfPDBsz4+r3jFKxyA0jGenJwMdrXWex1/fcdRU5S/fn51r/a4xz3OXvWqV7llOd00HjXBnGDOglh6HwX1zxRnGTRBk6DNds7BdjPv5RzSe0pjU1Ns5fB7VdF2s52P3gfnnHOOA0ZyIQoK66Kmu+66y+1j0aJF9tWvftUt65/7G8NgxRkLAkAf/vCHZzz7vw8VvTncFC+5KSCWftcJIgZOyFtuuWUwH81dDqtAT8VaBqBNLq+gyV0XxG3OnTvXQT5pryZ3lj7/Ba598wrsLApwitA3r4BXwCuwYyoQBXAUAA7FOm6aXNJd0dMGcGBIwvUDhKFuVZ2IwC72nFAEhw/1qKptvD+4rOLUyIp0o9RUIqqvCrhqUxNq7oiVqY8UKa+wPEBDcX1tgEeULyGpQs7uXjJtWfYXAcykcTUR3Gfz5o7ZCmoyydWlL9F33HS3jSZy1tklbVOVqo2Ox0xgZflK6mbxh3yN+lmFkZBNlonB6ybtntvKNj4n4WpOVYBcofAYkYdE4U2WLD86brW2CsCmrVSpO6eZovQgP4AYYBOurwQQCR6FSykOk0vhamoYTM/23mt3YF7fRgpE7/0HUkUBeapnFRX8w1XUB5apNpau9IkAyCAynGwA0LRqAB99yUZIAFYHuiYHVSScYY2GG08TsNZs0gcAKp/P4HqrMcYmEXsAQ4CbHF8ZIJROXlSIOuyxzzTw7/+z9x5wklVl+v9bOVfnMIFhhjQEAygiEhRBQUAxYMKwJtQFUcG0ov78g9lddUEXdQVcXcO6KrooIoqYwICKIBkkzMDEzl051//73Oa2NU3P0NP0zHS4Zz536taN57zn3uqq873P88ZYVgYMBsmDhccilo3YNwK5aii74oC2MQYvhjNYEbJ9QsCL9lIDa+aAR7EJOBcGjuWobg9+0c0GII7+yGH7J1WbfhxUsSyUgq3C8lJW503YKFAqximHxgCVDbKKBcIWIddVqIhCrJG1vrYA9UWZRt2TwLQK7fD7GtbRHrNCBSCGD2GjISUWtoLYFabi2CSijMtkBf0AgLTGK14EvAh4EfAisOMIaABNk2xlfvvb3zpWSXrVJMWWnsL1bAZ3HMOlsFbQakJZj+rZK/MyAhrAlbpEapHWAUl3ENQdrJVaZGfKzm4/k2O7+bCkaFqoxbMUnH3PteZPclVNOzqaaxenbaRGmU65JQWxC7C0nQaszzvvPAdi6f3jBaeCU8qn45Z/+7d/26Yesuh8zWteM6nSEKiaDmJJ2eMCLB3riCOOcA/pvMqibmchlpRQb3rTmyaVNFJC6f3UIpXTriiCAmeccYbTfuWXcov+ZriKNy2bGg+pbwQUVQSyBLF2tijfmIrAkgDGjkpr7iMp6NzPRO0jKKmHNwVIZRmpv3l6oPSkk05y+kvwVJMeEFA91S7lTFKR7Z72V9kdbXZOxH+zaY/2FTiW7Z6uVxX374ViKEXaY8XR2Wme/ic3ARdgqYqtCkspqlyApXWuck7zrbahrmWjlsuO1AVYeq95qdZ0/3vFi8BSiYAHsZZKT3vt9CKwBCMgyBALAxhqyqsEnEEZE5AyCJABd3BUWPEI6wFaTWBJkYUlbOPqfqzysKsL1AFSgJVQKoz9XNUK/CCPVEbI45QwP5KjAjmbBFuKOfJT+cmRBFiJpfGaA6JIpeWXUor8T3H858qPwC5cAW35ar6gPXwf6i+UW2WfjZEzKYKNYANLPggRXzjJv5QjrxQACDqC/V3JevrjDrDJFMkfRR1D2N5lR8aAWuSt4hzNYJin7bIW4QtujQGBCMqnpHJcAYuq5L4Sb4pxvmXL4iiwIlgIosTqSTuQqom9n4pAVZz8WTXgjfmbVgTMRELAOKwRG0GyPIlZgWOaDeLJeWKAuhxe4KkY8WDfUoEcU6iRSgCsJPmqasNZS6FS27hh2JLEA5YFhAIWogbLFRrWnmoDbOWsswNLRwBiYShvY5kK4KrmHC9M5fUFtsgX+KZsDFHPCXJViZPybKWAdHSeo3QaGsyRxJf6EOd0LGCkqbKOZMDWD1fwdM9bOpWgz8k3BmhS5iofZC8UJs7kvfKPF7EUBFq20deAqkIepRYKtAwwanMOdRixllINamkFoFQMIJhKhkhcS8YwlGU1cmhVgWxBSJVUcqFghJxn9LtjwwhAdNRqip1XvAh4EfAi4EVgJhHQj3tNGrARwNJAjSxsNGnATYotDdK1/uifyXG9bRZuBDxwNf/7ToBJg6kaoNerq4rTferCKz30NN+Kno5f6MWFWAJyXl6snevNVsva1pw/2zuKm8tN66UQnu6abrUcdI/TukwD9bo/pgNg7vY7epV1nQvcBOGmUypL0eJajbXCm9bjSunSWvTApX57SUmk0qpybd1ue/NSjUgF5O4vqz6pTXTMuS7vfOc77RWveIWtW7fOUdm4g/2yiVNuzVaApXPfdx+/vR9pl96rbq3FtWvTso0bN7aumtG8IJOripzJDq1qm6uvvvpRsMb9/NTDpFLiKL+WrjXFV7mUVKS+Og6I1arCej0KLve62tVtbm3nbNrj7i9FkRSDUs655eyzz3bUi+77x/Oqh2Zl19daZNnn3suy0ZQSyi16YGouSl9f3zaHEZh0y9R7rxVitl6nbj487dcKwdzj7Lvvvu6s9+pFYElEwINYS6KbvUZ6EdjzEXCfINqdNfEDe/qwsutO+SyPWqgKXIAqWSmPookn5/yoeGRvBzGxBsDED+DyoVQKQCNAOUAvIBAwIxUCrAysd6BSnO83UZROhfGMY0unnEd+gREnB1IFxVTKyqh8isAR2e9BzQA6IezmxvghkCNPE2AMgCIIsmUwi7rHZ91Y2Qk4jQNT8gWUPu1dPPUWsrHBEXJrYe0HSBseLGJTGITZAF6yABt+ZFTJxdUAzKRQRxXJD5Vq77RgrYBCCHs+VEV+wFsEtVIc8NMO2Dlw/6R1dsX5YotCrS3uQKj+vn6gWYFuQd1UAxZh8ycbRh8QKwzkaZDPSTmv0FmxnGPy5TnV0ccPL2JCO7q6OgFu4wAwlFGxJEqyceBQ0Klbd1+bk2urnXONj6PIiqFca8ZsNIOFINBtFAhYIG5d5KWqUW8WAf/4DyVUjjxk0EeroEyLCTDRR8EG56S9DWoDjXJgFbTIMgUgIICrgIpOubxKwLY0QCsYrKMyiwLFULLxPonUSl/qCwyy1LAV6AW0xQCb7YDMLpRWVXKPNfEwjOEBGQFKDeXLls0UgH0p4uO3kQzADovIJnCPTkFFVrMMOboqdawPqZ++mOapdxcqPV+JhMJAVB/X0ngBINnyo2l33gPeubwIeBHwIrCQI6DBb02tMMt9AlnWNQcffBBA66kO0Jo6WLCQ2+3V/R8R0JPku0J9848zeHOPNwIaPNYguabxcZ7WeqQIpgheCTrP97Izg8/zsS0CJBoI98rOR2Dt2rWTOwmICDCtWrVqctnUmVYFVOu+rdu5AKJ1mdRYbtEgdetAtbt8pq8upND2rfOt+7cun64+2laD+61FsEm/9eo8RLmz5atf/eo2AEsKrB/84Afb2Pnt7DF3tL0ULvp80aS8UXoVQBeAEqCSjZtrjajjtCro9H5sbEwv2xQXSG7evHmb5TN5I5jY2sePtU9rffQ3TqqrqcWtj9okiKXyxje+0S644AIHMF5xxRWOikn2jSrqvzPPPNOZ13+t59D7uW6zjumW1nPtTHu0v0DdVHCoh5e2Z9XpnnOmr7oX/vmf/3mbzQX+XIilnHBToec2G8/yzXT3l3uoVptLd9l0r6334nTfhVrh63T7e8u8CCy2CCwZiKUvI66X7GLrRK89jy8CysHglV0fAQ1C6Amlmf7BnpMaodjplF0dVnMBoMNWwIWRAysci1oFYNEgF1UE5VFFIKsZtJBgFGoiyBGQpmCJvm6UNUAv1Dd9KHT8KGuSQBYBq0YJSAXMyOSylkU11QRySH1VBLrEk2FgVNWR8I+OBIFBqKWkJDLsCQErRWRCFSBJAPVSEJXPFuwEA+TSSuE5LkVTk1xTUv7UEuRYAmqVsNerAm0CLG8Sw6xgSidflDkivzMAdE2ATsTaAXYFVGVR5skERU4u1GHAqH4gzOq92gBXCdqjHGEx5OcxbAknIF4Y4hVEWZbLFJ28YYqRfmcVFAsgWo3zRgB3gnK46KEC05mBgHxRbnK8bqwa9OOoXKReqSTHIpcUFoejo/px4COvFPkO8uPkpCIOtHdgrGBd2KtXa1S+6bdOLPmyRawOR0ZRMSnvF/3BfmEAkA+AB0ojvvBA/k8Aq8pY+kkV1gB2xfAlXNWbtApbjeQmrAyjQXqDDTq7uyyeIP6hbgnRgGS0E9iUJo9VmBPpXFHkVQnBS46rL7jRQMPGs2WDs9nocJ5+iNH+pmMR6AuRRy1Cu2lzBkVZtUqtBDpRsslKMIstopMjjOMrThHi2uRY5QqyMOrnFS8CXgS8CHgRmF0ENFilJ65l9yXLHE1Kwn7nnXc5kwZwXHWWXlvtoWZ3Rm+vPR0BPfzUOii2p+vjnX/bCEixImilQWM3X4e2UB4aWYLK9nPNmjXb7jQP3y0GFVZrWF1rxNZl3vyOIyBLL8EHDRbrc0e5klqVLa17K49Tq23ascce27p6cl4KmKlFCiG3CEjIinBqmSnYOvTQQx0ApUFtWXcqJ45s5FpL67WwPRteF5K07jeb+R//+McOPHHr/9KXvtT0d7kVpM3muDPdRyoWqXik0FZM9Lv0la98pZNnyrWjW7169eThBHsELPfaa6/JZTOZcds33batKpvp1k9d1lqfN2G3eOmll07dZNr3+j4kaCeApb+RAloudJMqqxXIt55jtm2ethIsnBqL1nPtTHt0fNnhSXXfWvRwxPnnn2+f+9znWhdvMz+1DtusXCRvFFc3NtPlPfzb3/62SFrqNcOLwMwisGQglsJxzTXXzCwq3lZLJgL6suFBrN3X3e7TI7sLZOnLWrYgdZGfJ3nqFiRPVAM1UBY4E5VPtWwEab7s+ZooenJjKKMqqIMATHFgRrw8bCPjNetIAZ9QF8ner8ZxakCURoXcSUCxSk0gg1xRABehFsGScFR5mniaih9EBVRCoVDKgSdFvlCXUE/lw8i5gEuInmyYHx7gqQk1D/mXwtj2BVDw1IBePoCWH7CS5nhbt45gkSeFE3UEdpWwuksAcEaLTdRGNfI/oV7CVjCI8ijkq1tbMoGNXdX23ztuq/frBdYBX6hPKJAAcoWw/QPucP0Xlb9L65RjCnUXBI24NAE3WDGS98qPMklfEBtYCgpiBfjB1XTs/KR0wraPmFYqWAQSa0E5qbmKReJCnHROJEiO/Z7UWWVsE0tFAB0wyFfDQoMABDhfCSVYsxlBPeajLn7LZ4kl549yrhLWhnGUWAKHfvorm5/IMZWkv0aHC7QnZUVgWPvyduvoAUpB9ZIAugZ9FMFCMJ5AfUX8fLR9AoXRr9hFClyFWIJAzRLUXVARwZqtHy3aALaGpRp2hWlAFxBU1oWZcUwIgXm1ahjghnUgcGwcG8liSX1Gf3MNxBOQOeLZUAyISx3lWAlryBIKsaXwJXv3fZJ4Z/Ii4EVgqUZAuTme+cxnOpNydbgwSz/i//KXvziTLGGkANGkwXQNqntl4URAg8h68EmvXplfEVCuOllG3XPPPdY6IN/d3T0Jrlqt2eZX7Xdcm9aB3x1v6a1dbBFQ37/97W+3iy66yGnaN77xDZOy9+Mf//g2EEZ2Z1LBuOWggw4yWZ5NVwRHNfYkNZJbWsGY/j65pVW9sz3FlLut+yo4dPjhh0/mxVJdL774Yne1AzVcK0EtPOaYYybXzfWM1CwaT3F/6wikCCjp4dUdFVcFo22kfGuNw4722946xVRxePe73+1sIrD3jne8w771rW857wV/BPq0XHX9zne+Y+9973snD/e+973PgUKyMj7hhBNM/avSWq8d9c/OAjuBSLcISF1yySWTYFMPB1x44YWOrbLqIyjYWo+3vvWtDsTS/q2Q5y1veYt7SOd1tm3e5iAtb1rrMDUWs23PLbfcYh/+8Icnz3LKKadMqkp1T+r9c57znMn1O6rD5EaLaEb3rnKDqfzv//6v/cu//MukZay+A+vzyiteBJZSBHb8l2WRRUK+uV7xIqAISJr85S9/eRvvWy8yuycCuxNkSfuSSEVtbKBsMWBKQEAGm0BDWeMfGrBqPGmhnjZUOQ0bzOWtWcwBKoBHrIcr8YpSqlayILmx6iX2JLeUjy/kDZQ3MA8Kaikgix+4MzJSsjbgSaoTHz8GXsBiWNqh+EKxNU7uqlyW3EvsEweKoJi3jrYgrAi7urzO5QeOoewBpoSBMOn2OLmhRq3WDFgmM25tcbbhnMrblSSPVB6rlgQgqoqCTLaBSXJDKSeTD5BCjbDNwz4wUsMfvZPBuyRWhSiM4jEnd1QEoJNmEFBQCoxGe6JWAsYlGfRrcO4KaqpolLxWwBitbxAuAZoQubFUmgTVj4QpCLhR3igpmvQlNoq6Lc/7CJBMMbQmtggl8nuRH2sYAOdHCTdGLOBBQDrWoWKCgdmqZVj3oW4q5quWiApe1a3C8Wr8uNDxlXtLajL1HO6FuAfyHovGGNsWgGWbNo1asiNitUFUcijgfPEQ4A2lFRszZ8uBTaPlvPXQ1zXaHAWmSX3lB6AJQDZQ6Q2hNsujdNPTiGozp7A25QYDZMm8MECjfdgUwil16SgA9LvyaykO2ofrLEZ/ArmoqKPwGhyly1geBipGuPa88vgjILuETCYDNK1Ye3v7NgmQH//RvSMslAiUUMnev+WOyequXX4onyV8EHplyUVAA+cnnniiM23YsMFRZukHvQbYlS9Ek4ryBWhw69BDn8yg1D8GDpdcwBZAgz3rwPnVSfrOLkB89913O/dVq1Wg1I6u4kqvrQOL86sVO65Nax6XHW85v9d6EO7x9c9HPvIR++53v8vvik0O4JAyRCBGuXH0nVPKX00uqNHZ/uM//mMbyDW1Bi9/+ctNx9XfnyuvvHKbwWYBE7e05sL5wx/+4ChypLB517ve5W4y7ass0Fxrw89//vMOnDnttNN48HGrKcePq2SV0mxXPrQriNJqU6c4udZ3rRU/55xzJnM5SfUmq2C3yDVpZ1VR7r6tr+eee67JatiNi9Rgr33tax2YqAcuFdP3v//9zi6f+tSneNi0YC972cvspz/9qaMGco/1+9//3p3d5vfGjvpHx9+Z8rrXvc6BN8PDw7iXjNrzn/98p356WEf11HcY2THKTllK9NYiqKP4SRHrPvCh70QvfvGLWzdzHjKdTZu3OUjLm9ZrVb/JlFdKf7d1jtm0R39jlA/LtcRTDKR2PA4QKvWR7rfXv/71juLXtfvbUR12RoWv74+uWng6VWRLs/forK5f5UATfNUYpmwzX/KSlzjzutbd2O3RSnon9yKwGyOwZCCWnu7Ykbfxboy5d6p5EAF9YVHZXYqgedDkeVWF3QWyZAXoBzLg8gd9UE4m2eYFLZLB/g/1VQVF1uhAw/qBROl4rwWw4ZPSKs8geQh7wSaQo7cdCOGrWkcc1ZFFsIZTvqiAFYFGSazmgsAe2dSFIDLhcABIxTEgP53dcUBRFRvDsGVQDxWkBFM1fKi4UCGFw0kgV4zlFXI0wT4gJ5qaKJOy1M9nMatzbNW7VgaOOPAmZPkxbPn4cpsvFwAtEQuxvg70qXJ+WI+1dyQsZTlb1Z/G5i+K/V7csfdr7+iAypErS/sQE+EuPyCqiNVdF7m05M9XZYq1pQFK2AoCX6SQimGzpy/HUmEFAVGCWEXyPjlqLoEe6giDI30Vtod8EQ2xTVg5w7jHqiiQ6qjXUumE3XvPCO1ETaW4RROsK1sHNoMR5E/Sr5UUV+pf5ZXmWBGwJOrHoQFbUpsFsA5sWoEFEanYAIs+rPz8tD/KfkHOn8+hIgMk5TN16tAk4TFQspwzWKCt6e90IB9SOAdCNukjXCNtKAemAlRW/BHrbAtZOU8ONJRfUk8lk3HaWgKihS1Nzq5CLUhfojrj/L4G7YymqG8G+IalIJUPA/rGsVCMxTqIV9lS9Ml4GUVZrI33O/fDZl7dsHuoMvqBK2XFVViU/PHGGx37llwu51wTfuCmnkxTcmN9kdcPZn2Rl32LfrTrh7DW64epVBn6EaTrU4Ns8/mHyh4K9YI67Whu0L55w8TT0qr4+S/6Dz7b+XzzypKOgAbMNL3gBS8wJcGW5YqslDT4rveaZHfUwd9CPdXsWg/u7JPTSzrIu7jxHsDaxQGe4eFlTSZwJSsnAeHWQXs91S9Yst9++zkD897vqBkG1dts3kdAg9/XXXedCQz98Y9/dOqrhyM0TS09PT1OHqLjjz9+6qrJ91IADw4O2nnnnTe5zJ0544wztsnVJMjkFu0jNY0s8AQGdlSkCtMAttRguk+lLNLUWvbee2+TImuubANbj615fVf/3ve+t81iwe5W4O2udKGa+35XvKqdau+Tn/xk57eozqH46PNM8EMgTf187bXXOjaMF1xwgWlqLVLlCRS4Zbb94+6/vVf9PrnssssciKPfzaqTptaia81VCLYu1+9KXScukNM6gcrpLA1n0+bWc7XO6/Nf16bAm4pUQSqnn36681DDzrZH9Xct8gSL//M//9P5zXz55Zfbk570JAeQKVeW8lkJMqs8Vh2cjWbwn5RuC6Eor5Z+48pOW7BY8PBrX/uaU3WBy1e96lWmfHRe8SKwVCKg8UGveBHwIuBFYLdHQAPKGrDYlYXv89jvlYFSwCwUOFVAkr9Rss5I2XoQFnUHatZLrqbyxiELrfu7lfnhkMNOrko+q4bUQCWUV0CXIDALzsEXdVQ3WBM2kVL1taMGwsavu6ud/FIBFE/t5JwKM0AuqIPqC6ihfE01ASFs8MKc37EkpFLKq9QEzKSTwC9ATRmo1UBVVcPKkBngFbmvgDFBZEupBFZ6KJp0Xn1pifBFpsIXXam5yvxwkUVeqQ4g4ctsEnATr2etHeXVmn17rG9Z2to7E9bb12Mhzhnjy3sCyzuEVQzmA7Goo6MMqwOfQk1yiESd5fFElDaSKwpYJsAUR8Ulq0DBLCml4kAqWAAqszxugdjpAZiKKLg6GRyMxSMsJ/8ZGwi+YUDo7COY2Ea92mgzKbmsp41cU8R4y5YRjh9EFYU9I+CoACQqAb5qzPuAkFJgSdEUBO75gYc+ICQVcQBfgziFgRl59smNEwv6t8l+AnKVqs8GgIHrB1kHmCoVxoCDI0Ap7A9pQ44nmbLjBYtiS1gNJsUKHWCl/FdFbB1L+YLVy+TeqgC56qjkHD6m9pAfDGgpC8eoL2fdqO966HeEWEA/lGnAv7EMyjQBTSwdSxXAHeo4j2Ht3J2uHzRKyvxSLCTu/Nkv7MhEm333rW+3uz99kf39s1+wq9/1fltZqdubX/8Gk3XRSccfb7f97FpbTR8cGU9b6a577cPvfq897WlPs89+9rOmhOepZMpJ2qsfAfry35rDY+dq523tRcCLwHyOgJRXgll60v2LX/yiM4goSycN5ulpZz2hrafW9dTwJz/5Sce2RrBrqjXOfG7jYqubBjfdB5wWW9vme3v0cIhsAq+++ifO/aB8QN///vcdACxIpYFEDVB+4AMfcJ4GlyJAeWcWC8DS9wOveBFQBPR98ne/+53zvVE5pKY+9KS/IYJc+o4qe7cdFSm4fv3rX9vq1asnNxNEETD55je/OblMM3qoQgqi1qIHLGbyN0mD+7IYe+5zn+s85OgeQ1BOkEN563alxedvfvMbR/nlnnc+vAqy62+7W2RbKEWcisCRVFfKtSQo31r0XqoyfT9oLY+nf1qPM938i170IpO6S9dL6/UmSCVV3fXXX7/d/tO12Pogjh7sm67Mps3THUfLdL4vfOEL27gZ6VrTGIXKzrRHwK411v/+7/9uy5cvd46jPvzYxz7mzOs/gVLXUu+x6jC50yKaOeqooxxlmlRZUo/poS3BK32f1W9dtyyWv8tue7xXLwLTRcDHUxsM83rFi8DSioCedjnzzDOdPAmyC/DKro+ABihcuXvr2fR0ya76g3vjb6+373/mQxYJQiCAIT6AQghFUYWPvXQ6aYXsmI2RU6oEDImj0iqgtMowb6Gw9XanASLj1k5ep1AtC7QBHgFVlOepSb4rfbmssK1s5jq64g5IqSCp6ulvs9Fxcj8VsMUDlBTzdRsBsmRLaJ/IBZXLFlBHhcifhA0g9ndbBir20HAZANOwjmTE2rEZDNXzVvdjywekkrJoLNu0sUbSUUi1tadtfGDY+lKY5YVQMdE0AbKkv2rtKMoigbqtWZm2tU/otu4V3dgPpp2nsgJSiwFYqLxj49dgx2Qi5VjjFca3WoSBihDtriBPElATxKqisgpRZ+0k+brUWGFgWA3iE0NN1QAWCUQ2m8oVRSyasuArYJ84OgG5AEBFYrJ1Y8b++pdNjnorkyNHGVZ8ijvBIwZmy1Z02frNWRvNkiMLhdyWkbJtLSh3Fcow/BJrALw0eb7yqOPK1RoQLWJwI9uSkZ0i/QnU8qEAS3cCC4ltDFhWREXmY50sHvfpTVsnoNFPLMq0L4LSqiNOvjHOX0cRVgNOVlFoyQBQ+ckayqFGu+pYOJYK2DOSb6zBNZOpEm+ugZ62NkBdhrjHnJxrwRD2jMSszrGl1CqQu2x5Z5prIm+DmYK1962yD174KWvjCTOvPDoCDYisnnTVjzgNpOnpx1cwOPDBF7zYzjrhpIkd+JzwpdMOxGyM80OJQbc6+5346Y8CbeP2zbPeyedI3LHmpLMmQCfX6Zsu/5L96KY/23tPfqG98hlHWQaI+bXrf22/uP1W2zw+Zv8PD3b55bfRp15ZGBHYPLrePn/NByYr6ymxJkMx72buuutO++hHP+YMgGsQfD4UPT2sQT09la3JHXhx6ybXBln0CIRpah2AdLfxXuc2Atv7fji3Z/GOpghItbF+/fptJveJejdCuuY16K1JT7zPl/K2t73NqYryxsxlUe4iKR3U1qkgYS7Ps6uP5bZD1nWynvLK44+Afrcqrvo7obg+llWZHpp6z3ve45xYLgHKc6QiiKLPOamAd2S7KZWFHqjQPdjf3+/suzP/SRWlv29pvi9roNtzgXjs6MmiTS4Oirf+/u8oj9fj7Z/Hqo2gpRTkuu7Uf1KO74qyM23e3vn10Ilgrq41fVea7lrb1e2ZSR22V/+FtFz5X9VWAb7pFJWf+MQn7IMf/KDTJKnxWnPvLaR2enX1IjDTCPDsuFe8CHgR8CKw5yLgPnm7K0CWD8VRjYFuKX2q5LQKAzXgFRaoVYAQ2Mw1fA588aN4irFNPlO2INsrz5MP88D2sM/iQKEa1nEVgR0fr0CUcATIUVZutSA5t7CYG8sBqGLW2Z6wYq7g5MiqFFD/oBTR9nXyPxkARsqnWIRjks8pEiF7FYqjdBA1GHmbBhsVJ6+VwBdOCFgLojyivmXq2AQWlbDw04pisYQCDJjDF9wodoDhANillrO+3qj1JAMOaOslz1QKeBNnUD/OE2fQIo5Rd2wMFWcdL+I84VdBLRRwAJaAjnKG+ZqoibBAlN2ej1jILtCPaktPD1ZRpIWjcasXADwALYGeWGwin1UYAFbGLlDnamvv5sfaqNPeINv5AFAd5AqrE8dlAKb8WMnJedUEUumYOdRqUr5xIhvPYe3HMQSl/H5iDtTC59CS7VgvjuYsSUyW98Q5FyqsADEDOEXpL9k7jo/6LUKdZOMYxqYwziQoNjg0BuDrQokDeAOe6QdKts7x6Q9ZQzaJtQWSKOZQ3aGGiwlUoihT/xRSnItBnxIXTpzzyJLS3yhaz/Ie59pKsT5XRA9HF1fKfgCW8mlhp5jP2Ei27CjyigAX5dryyqMjoB9qZ7zylfYDbBKSwMluQOOneXrysL3X2FuPP9HZwUdybR/qPy5KJlSVXNMNvsx/8vvfsSP3298++rIzLLhsufnCkE23sF2TnABfecNb7Ia777LVWF/s1dXtKAQ/9+rXAyubtm7rFjvuExcyyP5R+/nPf27HHXecu7f3usgiUFV+PXLpTVd2tG7q9tq2zmdjhM97PqWmrp72/c4cv/UAlZpy+03kImxd7s0/vgjIBkf3unu/Kw+HLNOUF0eDlXqvSU/Qq2jAwAVaehXgmvr0trOh99+sIuABrFmFbcY76VpuhVbK99NaNKAueKMBU01r166d1o6qdR9vfn5H4KCDDprfFVxAtdPvhbmIp+6tmRTZqbVa181kn9ZtdD8feuihrYu8+ceIQG9vr2maSXm8/fNY55DCSMrXXV12ps3bq4seQpZCbUdlV7dnJnXYUf0Wyrpf/epXpvx6iqcUWHqQ4+STT3aqL3B9zTXXTDZF+Sm94kVgsUdgQUIsd9B7sXeO1765iYD+wHllfkfAvafnGmTJ+s4PmIFPWQ7wVM3JDk55p7DRQ1E0hioqhFWe+WRr2LRO7PTGshmLNUvYyGH/l8AML9gAwoQcW8FcCegE4CiViyiCUCcBLBIod8RZcoAsP+qemsgZQ+R5YFYA6KFET8qX1S5QFq5bESCUx/JM21A1i0YDlgLkFCvYRlCHaAi7PoBQERtE7ascURngiJ/jSh3VxNrOJ4VSHPUPipMGQG41+bdC2CSiGbNUWwSv6hiwKWJR8ln5HFAzYR+oH2MCWEG+BNVReAk8VbAqDIfjLK85aiudp453otQxylsVJA+VfhTpvdpRq1aAPBHLo2aULWIRWONjkC8ABAsGaAEAbHwsQ9zZBxu9GudRDqkOINSD68YdZZUv6GP7umWKKLpSEYsAyALjxBw1WgH1VgV7RNkf8sgwsa7RY0GEN/g50g/+Bqo11F61WsDayCkmuz4n9xn9UAQApqlbvS4Ih6oKgJjGtlDquwH6o7x1yOKADh9tlpKsTB2Vw0vdFAAMVoBWTdUb3uSnHYptKh6mD7AQJAZcQhYknlEUdPkM6rxQyjZuHbEcKrsU7RjIcT6gp+BagWMJkiViPvKeATbn9y24R2qn+14WCGObNtuNF3zC9u1f5sQpC4h81ze/bl/7za/sDc8+3ngElvtxEFWijCUnipRxDw4N2CWve7MFunusgapK14sgFxef+VkW0I/STTU7/7QX2/dv+pOd+MRDrauj3VkeDEds/+UrbN0ll9qP/vh7ex5Jk9+PtcgFF1zgnsJ7XWARyJezdul1H3Nq3d++yl565FvsZ7f8r9218a82nNsKIF1mh60+2o5/wosdEHXN3/7X7tjwZxvLDaGuXG4Hr3iqnfiklz/qadINIw/Yr++40u7feie58ibyaQr6r+zax07gWAcse/KjIpUvZ+yqm75h9229w/KoNnX8J+99lD37kBfaF3/2YR5YqDgPDbz9eR/fZt8iEP3qW77Nue4w5f6KhROmthx74Cl20IodDxZscyDvzYwj4ObMlRWTivJ4CGa5kwu39N4teqjDBVp61bSrnph2z7kYX6Xknk6hvxjbujvatJUHNwSs1q1bNwmuphquCOKuYUBdMFavXr5om1dqs8dzneizyiteBLwIeBHwIrC4InD00Uc7D5fIFUeqTln6Ku+zxnWUO3rz5s1Og+UqIptsr3gRWOwRYOhu4RUl2/zKV76y8Cru1Xi3R0B+x/K09sr8j8CuAFk+KFFRiqikHwjD1AQwNYEdNZACNnFSCfENAHtBFDt8GnalEgCPiuUBJ34IVZPcUCHs7CZUQkAoQEYCW7pQFYUT4p0a4Ifhcqzq0gywZ5xtlUeLFFc8qR8BqlRR/3AMKJffj8KK8XWc9IBHcezLIuRoUo4rbPCgbMVClkGwhPnrgLUAdQUeBbEqHMdirxaIYC1IjiwAS9BRo3ByAFMU1VR/u+pI5WlDAyVLXz9AKNQA3qRRfAHo1ERgVR0g42d/JcRCf4S1Hz5+YCYfU5O4VCpAM9bUysAwqI4Gaf3UWwBL0CwUjDp2eVHUXWUgXhgQJmAQAgbISk8WNWHm9Sr4pWpWiGMJUFWv+Zx1DfJNjZK7KgYNkkKtXCGmhk0gSqwgHeAALyBakHNUAX011GvBMBaGwMg8YKstjroKZUIn6rdNZYKJiifB+gb9WKM/w7Q/k6tYb1tioj4oL8rFskXSUeCXz/LjeRtloDvIoHI6lbRxcmh1d7Q5YCyaoF0CT8SnSJy2khvNz7kioYKT20q2g+0dafomhIUgsURV5vOThwsAGeAaKpA0KwF4C3L9SI/WIGadJMqKoAaL+rycWNN9AsnGz8bG7fcXfsLa99rbUVI16dMUCql3nHiynfX1y+wNz3o2ycrc3Hmoq+h2FS4Tu/g1b3QUhU1y3CipWQEopusqDsgMb9lsvo4u8zHYvBaV1pU3/cVR1HGxWp3j+2RPSH648IqV9pLnnWqre/vsNV+42Mk/8PGPbwsWJs7o/T/fIyCL1K3jG5xq1unnS6/7uD009A/wMJTdbNfe9n1Aec42jjxo6wbvmWzSwPhG0ySV1SmHvXpyufa/7JefcKDT5EJmdC6t+/pvPmsvf8Y/O4DKXT+Y2WyX/vJjli0CVh8pOva1t37PBnndMv6w81kX9PMZ2lK2jD0MuP1XGy+MTC4V1Hpw4C5nOgaQdWpL3SY38mbmNAIaBDj88MOdyT3w/fffPwm1BLNk7SLLJk1ukc2UFFqaZPnSOj+dzY6731J9FcByv/ct1RjMpt2Km6ygBKz02jqv71+tRdedYJULrPQq6yevTB+BVlA9/RbeUi8CXgS8CHgR8CKweyOg75SXXnqpKeeZQJYU7Mrr1lqS5GdQDtiZqgpb9/XmvQgstAgsSIilIHtWHgvtUtu99dUAw0ySoe7eWs2Ps7U+9erGqHXZrqrlTM7hDmjMlSJLT6AmUwAOQEOpLIgTc6BGO/Z9gkDKA1Vk0DtIbqk2VFj+KrmoBKegEMqjNTqctXSigxxLgBrs/GLApSB5pWr1IjZ9MYBJFjAF4Amh4iIv1uDWUWd5lS8Y8BSroywizRUcCYVRHts8xhdyALRkDPBBHqk2oIfEJdVS3rrasBhEnSTLQuVdYoyUwdaqbc5hhcj+etrGz/IIgEngBGNE6wF6JcMNi0LHBJ66OsOW5oQdHZ20KQqS4jwMYoQkNQK4hXQM5mE1DsiqMuARA7JUqiVHscXJnRxYsk4MArBiJO5SXiyprGqQuVicnFK0jZ0dSFeTKkpUDogUAGpVUWnxxlFq1YA6dRRXyiulmG7eNGZZAJZUTIJjdIfFqKusGX38Q+TmqK6aDOwODRcAVsQZi8UQIKlRI97RhvWiMEsg0EoDBgNxn2XGUWQBtwiPpWIRG+b40jyNDowDwiLmB9xFfSjxUNRViGWUtgo8rt5vb+pSsBj9lurrwe6xaIXxLDnysBwEbBSxS1w/AsSic3A/RN+GYgwbwSCvDw6Q54trobctjv0gdQfyhVFzSbUViNB/ZeIJTIliRdms+ulHKbOotFe2iYCeFv/6f33Nrnr3+7kPYtYY2Oqs9/f0ApcStk9PH9d2hHug7KjnxvMFu3PDBrt5/YOOUkZ2gwetWOGAVOcCY+8Mg3u/vvMOO3j5SlvT32cpAwZwI67gftg8NmJ1Pg8Kuo9lTYgtZ4Ptm2PYXqLaesrhR9j33/keO/Uzn7AnYsXwyjPO2Ka+C/mNBj1lQaHPkKVSBKx8OZ89Y//nopja12568Lf2AEoqld/dM2G78cRVT7d9+w6xv9z/a5PaSuX6u69G9XQqnycT+et+cvM3JwHW/v1PtCft/QyUlVm7Zf3vTbm5BLN+e9dPtoFYV9/8rUmAFUXletxBpznHu3X9H5z9nBNN+U+f1T/88+WTAKs90e3UfSQ3YH998HqnDjdQN6nF1vQeOGVv7+2ujoCrtnre857nnGoUcN6q0NLgtwYVNE2nhlCujalgS79jlmouPg9g7fiK1XfXqYDKhVZTc7i1HklqQKmrNAlYrV69unW1N7+DCMhSUfexpvmUB2wHVX7UqquvvtpZNl/yDz6qgktgwVFHHWUXXHCB09K5sCFcAiHzmuhFwIvADCLw2te+1uQYcNlllzkW2JtRX8lKUH/n99tvPzvzzDOtD/t9r3gRWAoRWJAjGvKx1+QVLwLbi8D73/9+J6fB3nvvvb1NlsxywSMNGMwEIs2HoMwlyPLBN3xAkRrAKghoUL4pH5Z4AdQ2ybakjY5U+QIgBVEAa0BAERBH+0iZVEe5E5BqC1u/dHsalQiaJeCRlCKwLOCOVDhG3imgDDtJeRQDnCj3lCwIk2FgFEqsTB5rQfIwSQ1UGSkAmMgpBeRQng0fEIXTO4qwENZzASYxmWo9YEOZgK0bqFrVV3ZyOQkeCZpAsjDOM+sE4iSC5KQCzDQATN39CWAJEAVClQAAYTQI4AG+AGVEeSIx1Em8D2CDGEaFIig10VbaTV1r2PjhwEe8/IAj7PjYVvtLtaXB/yDKMl5QXk1Y9dXI9yVope1LXF9BYI6sCqW+InIcXzloQk7erFymgBqrTjtQRqHGEuvq6IjwFPYEtJPlY7BJni3qlEWB1eS9ziWVWhUY1kVb21PYLtLWiKBdHOCFNWQcwBThvzp5sUbJZ5Ykj1UpW7FxLAbl9QiLszDWkDHs/fD7Q4STt56+lA3l6TugSFPWgyg2pOSKRLEsBHDksRqssm8H55LlV4RYpbEtzOVrNogqLghUW9GTtJEB5RNrWBs5xWqCi51JLO8qNsr+EZRcAnEBrrk6No9lIGCLE958uM32eB0+8pGP2KGr9rY1nT02ysBvFGAVA+o2RwBPXFN+brL3P//Fdv53vm1vPPbZ9rEfXYFiMWavPvJY62trt3s2b7Rv/f639rIjjrJjyP8g685+BoVPp59f/oXP2b++/DVYsaGM40Laq7PbOrgPfnvPXXbM/mu5f7GC5HqNAbgEhaPVzebv7LSDDzzYvv6Wc+xN557nXNdHHHGErVm9mpuCm3KBFw2uSymylEDWsw56gZ305Fc4Pbdf/xPsk/93zmQvHrj8MHvV0e9w3j9lzbH2kSvewudd1Xk/lN3iQCcBqiP2PZ5cavvZWGHYXn7kWZM5qgTGXOvCsfzQ5HEFtu7edPPk+zc86322qnt/5/1ha46xr//637h2/za53p25c8NNk6ox5e5616n/NpnDS/t/749fdjaVkuwtJ3zI3c173UMRECx4+tOf7kxuFTSgMN2kRPBbtmxxJndb91W2hFPhVk9PD38fO0y5NxZrcb/nLdb2zaRdUk3p2pB9pQuo3FcBrO0V/e3SQJWb08Sd12vCyYG6vT295TuKwKmnnmoXXXSR/eQnP7Fzzz13R5vOy3WCbyoHH3zwvKzfUqnUM57xDNPkFS8CXgS8CMx1BPRA1Ic+5P0GmOu4esdbeBFYkBBr4YXZq7EXgd0XARdWLSRwNTU67gDH41VkOVAFeBIBiCTDqLFQBZHoCmiRB1CgKEJ6XWIAQdZ4jUbQsgwqCGoI3MBOLAXcGRos2oq926xNEApruizwJNWuj84Qai2oD+qcoCAFxERPxIQCE/m2wEUWSABIACa4ATIQ3rSu7hhPagOyeG0AgcIMyodCqJmK5OoCmAkcDWyp2ljVZ4OArDLHQs5lpUIOCz1sAqmZ7AvTLG/Hyq6js836OrCyy+WxLORcJQbsV/ejLMKSDZWTbO6UE6sMnAlHATWAglyJXFZ+KJAB7wB6sgYMoRaIYeEnKzbpogrku/IzUIJsC6KHgimRQqTFGqCQ6FKQ/XQOgbgQKrYKsqoaca4Tv3A4hj1gDviEuovwKLYCTl1dZA/zFwB6DevpTdvDW3IWQSGVA4B19XTjKpfnnOQbAzjGsAjsbAfqMais9u6zLMKATRoFVthy2TyDPljHkUOsgoKqWkdZJqUd488FQJ8sCJucWFaRGXJU1cmd1cCqcAV9HsLer8F50svbrP+JezkqvAYkMhJJWgiIEUAh1kD9lURt174ccEHsBepoGuqgqHWFUNEBzQQtVy4DE1K/GpaEISU3A85JtgUmsPEM+7RFUf2gXiN2pbz6YeGDEHp/Tsrw8LDzFFkHYPXa22+1NSihVnZ2kQ8uhLqw3YlVjHvvgL5+O3b/A+20iz9lPzjnvbaflAvYPiqWB69aSf6iQ8nNhooOKJxKdluAXB+QUTsKUHXdnbfbEVh7xrDSrHJvfvgFp9vZ37jc3oki6yCUWi948lPtiDX7Aii6nW36dF0zaHzswYfYGuyWrvr8Jfauu862s951nr33ve/lGtFNvLDLUgNZT1nzzMkOS8c6uL8Fk7mZKYfve5zzqv8EjVLRdhvNk3eNUiEnoIosVZ+6z7Ocefc/5bp6aOg+u3PjTe4ibEhdu0ubtDPUymXksnIBlt5LcfqMA06cFmJtGL5fmzhl7fJDJwGWFhy88qkoY3nQoFHFAvFuR/2lunllfkXAtQ+cWit9F5sObmmZ/tbed999zjR1P33OCWY91iQLmYVUFI/FXlw4taPXx4qD+r0VUAla6b1yWnll7iOwUNVXbiRcBain/nEj4r16EfAi4EXAi4AXAS8CizECHsRajL3qtWlJRmChKa4eq5PmAmRpEKhcqFsygTYItYzyHVWwgqrJto+ByxEGkAIAiDrraiicYESAroBlyHkUw3EsC+CIYXU2grVcHUe40cFxW7ZPNzmoGhYnV5ZSURUKgAyUW2EUWUEghxJfCXZJ1qQ8WzWO0Y71XA6lUxmVUjzOgVBDJbDRSwBVhoFkyv+k/FcMxdsDubKNl4BDUXJvBYAxHES7RKNhy45kUP5ELEXOq7buKHXgHJxv5V4p8wmiAMYavirKofgj9mEYGQLGkuT6qjPoWWUQtCMJkOKf7AJ9KIXCoRj1LTK8Su6tqtRLgjph2uS3KsooKcwK+axj6xegLk2Okxkf4/iomOjEBuBKObFUdLwi4CCVbnOgXhGYJcvPbycAAEAASURBVGvGNEBHMYyidiqRc2t4IIMajXMRQ/VJGTvFPO+rxKyviwE5YtZGOq++9gSQLmGZbNmGhwrAKyzgUMhVUHD5muQYk+ILtUSDStYBSg0AmK9JPi3aUcFGEC0cyi+fbdxatYGtNTtsLRaQtYIVs+ts4J71qKziEv1Y+6p9bMUqwJ4/ioBL9eF6AGoUSw0UGTHgCvAKqOIHCiqLmNRnPgauU0AXMm2ZH8WPbOoM+8AUF87gKLnKOuMAFp60LtYcNRm9s+SLLJL0BNmnP/1pru2AfeoVr7bDsUD42vW/QlV1vf3m/RdaiutJCikfELK7vc1u3/SQ/feb325PRFUb6erkpsw6cfSzPgUETjmqQxZx7CbXj84R0XXKNfGnB+63q/72Fzto2Uo75oAD7btnnwe45aakM7TdlTf/xV76xc/Z1ed9wHm/nM8LHwOHn/+nN9mzP36BbfjSZXbO5V+xl954o/34xz9eFP23lEBWKtq2TZ8FAEEuxEo/YhfobiD1qVv0+dhaHh6+z2576E92z6ZbbCCzsXXVI/P/ANTDuQlbTK3oSPY+atvO5PRWH4PYH7pF5/noFW913zqvdWxQVXTdZovj2K1yL3hlQURAD+O4eYmmVngE5elUwCXIL7vCXC7H380RZ5q6X+t7WYVuD3R1dnbwnYMcnlgDT7xOPATQuv/unne/2+3u8z6e87nfrwWeNAk+bg9QSVk1kyJFlewkNUl95wIrF1apX72yeyOwkC0FXSWWB7F27zXjnc2LgBcBLwJeBLwIeBHYvRHwINbujbd3Ni8Ccx4B98e1q8Ca8xPswQO6gx2zVWRJVeRn8K9ZJy8W6p4Qg9v5fAmLQGz2AB5S+QSxEwtgw9coY3OH/CqbA80AeGr4vyUTadQ9ORvE2aUQlC0jObYy5LJqB13UUP1AaKIQJgEUzPesyD4aDA2lAxYE7FTrYBTGN7MZrPdkzcfAu6wMoUUT+XmwvSvkyL0E/BkuhmwrSbNy5FRSnWSt1kAFFRRFAijlMrmJPFXYGrYD5eLxILAqYt09MWAMiipATxy1WADbtBiD/w3yVfkt6uRsKgOONDAbjQO7GDghUxOwpgaQkUIIS0CqpLpBoRxbtgrt8AH56oCaKKokx/qQbQgLdULllUo7kIrAYkOIfR51LQFxqkiWQuEgFoJSMjjRpy0NR30m9VKxhHqL1xzAKs+2YcCQFGtDwLk8YU8lAiiwaBf5xqLESaq14cEMyi+fdQLCdP50W9raOpL0D7BvPAeAow4EuQrEyxYEjBq2dThqm1FDZYhnEUAYTbVj6Vez6/42avsuj9iyDqnl1CcTQGTk1ltt49+jDsxs60xZ18pex3IxDZAqZYac6yePUq+9A+VcWxftQGmF4ssvi8ImuYZQeFTpsybWgQHyrS1bEWOQq2hZIJgfyNiZ5Eqj7ku5yA7zmGOOsVtvvsV++t4P2OGr93GuK8Xkky9/tb3hmc+2y35znZ1/2ksmw5Qlhv8F4Hrrcc/FrrGDu1kukVw7XGvtgFm996Hg8gl6wR3qWzY7yr5v33iDfeRFr7Bnoap647OfzcWtDQHZdILgl0od4PXm459jJz/5UHvpJZ+zi854vZPLrZNt9unuRV0DwOW6+tL5H7Z3f+7TdtZZZ9mXvvQlZ9+F/t9SAVl6MKC16HPOLVJfzaT8/t6f2VV//YYDj7R9HNXmmt6DbHnHarv21u85h2hVWQoyucW1J3Tf67UOoJ+uKC+hW7SfVFdTi3ueTHHEg1hTg7NA33eiANZ0yCGHPKoFehhDMGv6SXBrYp0+W938SY86yDQLYvxdc4HWzF//AcEejyr1sdRH01R3Voum2qa2wid33oVRre+3t0zWfztTXDglS0hNeu/Ou+9l7+qV2UVgav/O7iiP3uu0006zz372swvOUlAWiC7E8uwEH92v83XJnXdO5Om86667nCq6r/O1vl69vAh4EdhxBKY+RKD33mfyjmPmrfUiMJsIeBBrNlHz9vEiMA8isJjhVWt4HxfIYtAy2RaxZBQgArhqNrH2Q0UTiwExACOygmuQe0c2gONYzyFjsiqgpaon9hlILAO1mqi0BEr8QLBxIJZ/C9AnnATAYHfHQGgQaBUAxhRQeEnl0QCmNLAtLLFPk3xWiWSCQfcx85VReQCH6ljvRdleCZt82N4FGGgdA75syFBHxi2r2F0lWdas5rAzDGC/NzEGH8IWjbfk6aqQ8ypGGwK2DFu8KO2ghta/ImntfcssCshqMJAq8BdgH1kjBrEqpKIojHQwtge6RCJx2le2KNsJAskOMYBNoBQwIaYa7UiSXwGDPed4GjSoAb6UtyuXG8OaEOUS8Q1JtVUpO8ov1VEDan7i16hnwFiElNjGyFXVqPlZVwDyARNofigYc2JqFdkTNmxZF0CuPYryDFCVJr8UkPCJB3QAHVB+ZXPksuoGPhZRyVUBf1krojrL56s2PFIDitUtVygx8OtHEUUuMDRYFaBTMoHiDcVYhj7NAi/9WCauGyfO9OOBywFN1SyDS1g7osxTzDRILJjJI9bWwAZwdHyYNqAuQ81VBno8+PAgT0vnLS6ZGJAtNzRivQDDsvJeAfcGUYrt3dsBVCw4Crok9o0aSB/NE/4lTrHOPvts23jf/XbHpz9nPeS08mPj18T6D8rIvVC3A/qX28Njw1wXgqlcOHRDmYHDMrAzIsWb7hmuywGecv+fP/wOm8G1tgZrpRBwN8A93OA+1faf/smVdkDvMnvavvtxjQIW2dePMtCHWo4PAGvm89Ys0j8AaKm41gT77RtnnmP/35XftS+99kzr5NoLca0nyYWmHGfa54I3vNkOP/csu/DCC508JK2fTwt1fqmArMfTP9nimP34pv+ePMSrj3mnHbLX07g8fTaaG/wHxHIu2InNOhLdk9sPZjZxGesT+B/0bPPY+sn1rTPtLfvJ6vAlR5zZutqbX4IRkBLHzXu0o+ZLFTQ96Bp18i1pvTtNABse5OFBk+Fh8g/OoujvpL4PKA+mLIud+UdepS7a0fsGf0e1jbtd66seltH3Wn0f0/RY863rtb2O7S7Ta+v8LJq5zS5qUyvwk4Xj9tRvWu4C520O4r2ZswjsKgD41Kc+1RlwFFwQFFooFoNXX321E9vTTz99zmLsHWjuI+BCqx/84Afmzs/9WbwjehHwIrCnIrC9+1ogS0DLg1p7qme88y62COwRiKUb3HvaZLFdSru3PUv9i7oGIly4s3sjv2fO5rZ1ZxVZjGujCvJh6YYSiQHwBhApgJIpho1dAxVRCAvBEtAkCogqCYIwOKMBbNEXNBvAmJoFgTQ+BrIr2AH6fSF7+KGcPbR+HDjlt/7+NPAoRTLtEHmcQkAV5YZSPiZs8zIlUm6FLZMvWBrlUCiP1R02gj4N4qA/qgDQqtRnZKRpDw1if4eSp86T12kGRwIAkTjWe01yPUUYaPcLjAGZeMuxUANR576+DmAWdeV46RRQLQkAIsdUjJU+2iBFWIXj+QFLGgwTXNJAjEqDAZ4g6i9ZFdaAanoF0znKmArr9KR2rV5woIHgFiMyjnJFr7LZC4aoE/v7aWuTNjjqLgRjUpn5/BHLV1BPEUOxsypxI9Q2Mqw8WSjYiNFIQaQKhVquYDGO092WADg0UVlFrH9ZJwNsqNyASQXydwWCSawQg7ZhI4CDGIUdOAcszJVQS0VQR2H7RywLgCypy7JYAW7aUrKSBsRQfI1nsUrEMlJPj8fIdTQwMmYPlWhPs2Q9UEHZANYYAEvEyZ1Fr5dT2ASNkjcsgnXjMmCL4tiIADDJTQZvieYYkA6VLA/gLGL7GK4N22C5gcotasOjJesOjllWebKSceAYfUj8Moaqbs/cOvPirD/96U/tm//933blue+z3jQ5r/qXWXN4yMrcGwJUdCz3nN++/tZznME/P7mw6lu2oMhLAG4DNpjJWie50ALL+m05SW1ff+xx9uVf/tzuuPZqa8cmqwuLzK2ZMbvloXV23NpD7DOv+idrBx5zkzp5sgSuKhwvjxXhX9c9aPcPbLWTnnio7UUuNgHlvbq7yYOkPGtAM64h1encE09xgLePnGhpBiXPOf5Eex+5sb729a/Pi5jORSU8kLXjKN4/MPGUtLZSfqsn7HXE5A5bxh+enG+dWdV9gAOtBK+UY+umB35rhz+SV0uq3l/d8X+tm0/OL+/Ye3L+9of/ZC88/PVcfxOf11vGHrJf3P4D62tb6Uyqh6sonNzJm1myEXDhyooVKx4zBlIKukBrtq9SiLnTY55wnmzgxmi2r2E9BOGVJRGBl7zkJQ5gkLrp3HPPnfdtVj1V9Lt4qf82no+d5Y55adxr6gC3IKkLSg844IBtqu8u32ah98aLgBeBeRsBVw3r5id0K6qHDHTvt97/7me1++pu6716EfAiMLMITPxCntm2c7LVFVdcYZq84kXg8URgKT/JsNQAlnudzAZkOflDgCYxgJMATCDEBGhB5kQ+KxRYEaAESp94BAUOxCVYA10xVtEGTEkEAU5s20DRI4jl5EECVgxUyIGEGikQSNjYIE805xrW2xci2TY5oipF60CZU2PgGzkV4AsohWJKTwRLoRUib1YR+0BBoxLwaQSCduvGPLCDOqEfSmKjV2bbEBZ8ZaBJWJIlgFYNFZP+xYLYC5JLq7s3CmhC6QVk2++QtRy7QpOALACcQBf5sCJRVEZVjoMSC5LXQGkVBwjIEke5gkIct0odg6xXXWTR5kOdJYu1CGolAYUgkqgyCiutlzpLk4BVUOoW6qh6SWEggOVQKpRGhdw4UIjlqMkUex82iBXygBXICyULwAGsAWtsl+4MWg4ItP+KTqwZY7CGMLmxqoDEuj28fgh1GNAHOzdOCaQK2crVvU4sx7AdTKXjxD7iQL4SgOzh9cMo3YBXqNmyeBIOjdVslH4SYKpB/WKAjPGMYBh9T384VofAvLFawgFosXqJVqC3QrEVAwJGoiFyfk2ou/KVUa6drDWjXY7NYkcqiAIsZwMPMRBIDPrSMc6T5HrgvEM5FGxmec5dxW4wikVljIsJo0GrB2KcY+mWiy++2I478BB7BuopvChJPAdkzOWBUxkHIPmARn5ygjjXDGFqkAtG8ZKl5tufc7Jdc9vNtqa/x2LA+2BPr/UAHT/4otPt8z+72g7qX2H7Ab10vSZQvrUDdKUQIAGbo75qbNjgKPjueHiDfe2GX9mxBx5krznmmeSC+8fXnziAM84g5TgKLSnyVM47+QXOaxOopQvxkJV72deu+qGzbDH954Gs7fdmFLWoW7aMPWyCS2uXH2r3bbndrvzL19xVjvWf8vIJLPWkl9mBKw6zuzb+1Vn/gxsvdeYTkZSTUytTHJ3cr3XmKWueadfe9n3HvrbI35iv/+YzdsyBJ6PujdpP/vpN2zDygN3x8J/tgGVPsietOrJ1V2/ei8CMIyCFUILvAppmW/Q5LdWTO0197y7Xa+s6fdYIfk1d7m6jV6mxJuyL+av8GPNRPuMFpdztWl/Vztb3s22rt9/Si4CemNekAUcBolNPPXVeB8FVYc3rSi7Ryk0d83LBlK4pd36JhsZrtheBRRcB9552X90G6n4X4BLc0qumqWPhHsxyo+W9ehGYWQT+MYozs+3nbKtTTjnFpj51MmcH9w60aCPg+n7riaal6DGrQQABkaVadhZkKadNBfVPqYDGBmiVbgsyhg6EAUKNAx0S8SSwBJkQUKsnCTBCLpMHEmkEXfCHsXLWl+VsxnGkogJ4RQEsSlPFgEud/dB12eZhxuZjJSAGwIeVeq0LIGFJqIfpZRnYwAawiX1gMK7zBGwzgOiW+1GXxFI2DGRJY1FX4ZgpBvRzDNZLSVIHTgWbWPRRkTBQLYnyqjfus7Y07UB51bccBQngLK68XKjEugBFvahLskVAW5A8QVJeURepWSrkxaqRL0rj+37qoQEeDSbVaIMAmYCWIJYD2FCuSb0VQ11UJVeLAwU4PniGNshKCLWXRTgWebAeyeUiOBbDorBUGKDeqJqI0YaNsivyYb1Iri3OKUXV8lW0i7wwe8Um4E9RwMIXwzaxYQWgRntXygFbUQZ9e/u7Lai8VOS2Gh8eo60NGx4q2sYtA8z77b77B1B9oSHD1rEALGtGAIuorIocS9Zy6n+4m5UBFBHqHE/EbTndO4aKq4gC667RMQuu6rX2EKCQHDThUMpqOfLRFJmITy7jtyJKrmZ81OCD1tMVtRxtk+VjL/CNlbaVmIRQAkWwm1yzLAHkCwPHkpbDBzKOyifA1VPFqlK5wJZi2YIC6tprr7X/eM0bHRDs7+i0xkbAEsrAn996i73huOPNj91VncRzPoBjg2sA2aATKll/nnHk0fbsT11A7qrDbG0UC0rUBr6uLvMPDdmBWBA+MDRgzzhgLaot4OsjRfemD1Amu8IS18Hf1q+z8/7nv+2X53+YaxRy3bJdnb4cR6k1ytTOgGhIN0hLaWJfqNKGAlADsIuxeCBr+l7dp+8g60j0OIoqKau+dcPFfFZhx8r1JZWUAFOlxnXG++HsVgdg6UgvPuJNNvqrIZOCSvvdueEvzgkEuY498BS7/u4J66fWs4b5vD79iDfbd35/CQrdiv19y23O1LpNIpK25z/lta2LvHkvArs9AroHXEvAnTm5oNNcFR1rZ5X5c3Vu7ziLPwKuGkuASGMVUwcl50sEPBXWfOmJbesxFV65Y17z9TratvbeOy8CXgTmOgK691vvf3126+9LK8zyQNZcR9073mKOwB6DWApq6828mIPstW3uIqBrRk8wLLUicCUF1lIGWG6f7wzIEnwKYDlX81WBTAHADfZ22M5JmaRcTiSJsiLqqzCqKT/QKgGAqJHfKBQJ2PhI1RmoaQC8ZPE3MkL+Hj/HCTewsQuxTQxIRW4HzpHLKudEGkjit4ceHHXySaWxp+voiGJvV7PODupQ9gOXytQnbg+vG7aHBgBhDIIqH1VbJxZr2M7JCrBSqZIbKklfK5E4aiLUTDX8+GLk/ekHnETCdUu1xVE24cfHAGmCduj8Hd0pYBFWfgCoChaBEQBWyEcuKmqYz2UcVZYzPs+AKyOxxAKFGGosHAEJUgjrPerGOaBZwDksA5XXChLlw04PqRdnAmCxvAJ8S2DhVmb7IMcIhxnIZbmsGksVYhdOWz2f4z2WeqifIh1xBv8bli80bd+DyB8FbBoezVmd3FYNAJog09jmcXKXJW3ftcts9ZoVTg6tPBZyD68HiNEvGez9RoarNpLJk/+Kp7uBXn4/EBGwFkApFgAsVujXgEOsUN7R0W0cr1SsmJ+6VWnW6HiOdvstBczsjmGjiDpqlH3vH8ja2p6IhQUz6jmLotCJAQzrtK1CvYORpBXIvRVk3+xAHkgYs969aCPn6Ozb11HRBYBzDtjjuFXUX0WAp9Bnro6NIbHdhBJNMZ1tWUjqS+UDaS0/+tGPuE789uyDDlEiNOdaEh2OcK/dsWmDXXzNT+xtz30edpsM9wOz9BmXAQCWuQ9yXE/3bt5k5530Avu/v/zJ3o2VYIh8Zf62NuwvzZ518CH27cu/YndxnPed8kJLkytuhPxpQ+RMO3y//ZzrdXBs3N733W/arwBY0UcAlq7rIeBUBTVglbqc//1v2/EHPcGxFd0yPMq15ePzIgY0RmkHuPrdvXfZ5jEt50J6jKJ7ZIw6LrTigaxH95gg1T898912xY1fcZRQ2kL9u7JzHzv96W+2P/79F3bjfdc5O9728I12/CEvcuZT0XZ76wn/DwvAK+yBgbuApMO2qnt/O3L/51hnsncSYgX5rG0tB6883M4+8UL7wZ8ut02j6xzYr/VSvErddfKhr5oEZa37efNeBOZ7BPQ3bK6KB7DmKpLecbYXAT0kqQFFDTBedNFFdskll2xv0z223B0Edeu6xyrinXgyAlLvtea70piFp7qaDI8340XAi8AjEdDngib3c9wF3/q748Es7zLxIvDYEdijEOuxq+dt4UXAi8BCGsDeXb0lkDWTp3ClfqkAEoqgnHiDfEcIPJTTyY9NYBBgJGVRRzu5i6rFCaUMY9TSy+TygCDgUR5ruk5UTzUG1MNY+YUZ3Ebkg20g6iSenJeiK491XDjIQpQ8g5vJo5SMWCbbtA0PYa2HxV0CNZOl65yvYf1tnTawKYuVXsS2kA/IgUfYDFaALVG86AqoQYJY01XrKIhQiJXJrdQE1jj5u2TvV84ziBpnoL/uDJSvTPcBjbCwauvGBjEMQAHgoFZpsl0F+BNC/dRslBmMTzuJ3BssE6gqk9wpiHpJObJq5AULAfqCKAuqgDTHzhA7QiVsrwL5ogzmlwtAKeCCH+vFBjBHOEY5IqoALZU6IK7JuiCWfFWUYSHqWoHuxeMRy6GiUhwC6YSNjuWwdgOrCTqhpIpEGZzddyX1kG1gJ/tWLDMyYuvvy9mWrVnHEnBgKGM5QiVoIdtFH+cpojQrYfNWoSJFYtVkfKyIVCpCN1RpI5UlLtSFmqL/sgDQIoHSrAgcibWlHfUd7xxoWCWH130DZdsvabYvNoaCiKp/gH6Bezr9yhkAHhWmoK0r5OnzCCqxoKVXY4PHuSCAliRO9doo8M6PlWON/ozY1q2DVqL/gzEgJXVfiuWX113n5K2K0x8+ris62QmDrAJl3ze4LmPP+dRH7HnkqOpva7f7tm6xPz94v+2PReCpT36qA46+ev0vuQeads5JJ1sQQEqXP3KMiH3xDWfabesfshsATVK6HLJqlR22zxoHNpSAuaP0l5SEUhYK+qoIdF1/3z2WpD7ql7cc/xxsIit22Q3X2VU3/9WeeeBB9q4Tn28ZBl4jqAifuNcqJ+9WJ2DzQx/6kH30ox9dlP25UEDWMvJHffKMbzl92fqf4NF0y91tLnjp5e7so17PO+VfH7VMC/rb97KzT/qIZQojNl4YdSBSLDxhxfaip73RNLWWGurbcbZtT3RNq5paP3Tv5OatdoXuwn5ybwlkSSE4mNnIdd9w1GDuOd3tvFcvAksxAvrOMpPvfksxNl6b5zYC7kCiC7LmU34sd+BTLZZqzCt7PgLuILRq4sGrPd8fXg28CCyECGwPZum35lJ0nFoIfebVcX5EwINY86MfvFp4EZg2AlIluMqjaTdYogtTyqszw5IFBAVRTtWAK8n2BACjiQKpTsocPv5Q45TJmSWFknIiFVFNSUlTAFb4AzXraJPSSPaDqJqwyotEAGC4kVVQIdVR/ZTJ2xQCiHWnUTWhBBKsqTiqm7B1dWO3x7h5GeVQsQxQCnMSgFee+bs3oNMBkuVQJcFKsNrzAYwAXrEIxxMwQYPFcmruWAqGUTT5uBaCAJw8dd+8Ydja2/oBTdQvAkgRkEOtFQUsFQED8WS7Y2MnxUmF98XKmMVS3VZD/aQDK79VFfii46ndfhRJNamuCATcy8LkxeKdhRhA1XJZ5AnOiA+F/FFgDQouoEIUCFAtA8RQFOhaFSSTbaLkaQEUT8qz5eP4PWsilsWWr0Q9fVKbIf/q6gpYd88ywJfPspkSSrcNVqIvBskzthXLwPFc3QFxinEZ6AehsBIxIuWUZWFnOSz/BLRCqGuU36tI0GJ1LBHr5PtSUCGWZO2wkKMci4MvysQnZHngYRiQJ7VUHGvHZqNiHb2dNjQ6YsvzNVR3QlbUF1DoD2Mvp/Uo82ChnKNO/aOo9LI2OFC3rZsytqorZiu6sRDsIz9HGkUX1o7JMPUkr02gJ2qDAM0iirOlWoaGh4GF3AgCT1xHjvSO2V/cfqvt1dFlbzz22UDErfbXdQ/YRvpgZWeXveSpT7d9UV0JIAlM7dPTZ2/66pcm7C/LqPeKQw5EEpwSPDxy7QH2dNsfBWQd4Fm0gdFxB0ptGh0FlOUBEAW7b9MmVIvAWdRUUerzwqcc7lhnql98wDNW2KlHHWPve/6LAFk32Qs//6/21TeeZd2pNJA4bf3U4arz3mev/uLn7T3Arc985jMeyFLwlkCREqot3uVMj9XcEg9EfOaqd7GHj2uzzY7c7zl2/BNePLnbPZtumZzvA5BtrwT47BTQ8ooXgcUQgbn6HiuI5RUvArsrAgJZsq+fT/mx5Ebi5sFS/byBzt11NWz/PB/72Meca8SDV9uPkbfGi4AXge1HYCrM0meKPt/dhym2v6e3xovA0oyA92tgafa71+oFEgE9Ge+VbSMggDXTgQyJX+APlvRVJnJZVbHMY1k0gdIJ0FEgvg0GtYMAJsRVwA+AUxH1E2ClXQPo4AyBkih5qHys8wG9MljzaT6WAiABcuIobZR/aRyIkgYehXxltuMkDELmi1gVRrDu45M2BNHKZyu2dbCBJR5qKEEfFDsR9m9QL43yKx9VvY7KqwkMA6ZVsToMofKCBzEgGrBIyA8cwjKQ5Zs3jlt3fwc2fSUsDiMosIBRAKoxQI9gVh1VlaBTkHWy9hMUE9RiMWBgIq+VVAPKZcV/jt2gLPGUI0y5f6RoCjNgFGBHdicSiobyT5FPC5stqZtkRxgECDRlu4f9IAeBUwC0DLjFseuAQIJkpfGCDQ8D8LBT7OjBdhHFUwLYU6DumzfkbHCoDCwL2Abs+nKArCrzdUBXApVZrkCsBNOgawKHUuQ0UJHFOIbc3cRHatjUhVF30URiSLyJqyBcOJpwci812UiKRsVJarcwVoN5ci/lUfSlyYtWoF5Fznf7eMMOZJu4HxtC8jPJOjELpAuHsZYjNnHqE6A/IuTjqJIrrVRs2n2bSzYOozo4nbR63I9CzEc7Uc3VtY1AJNccII8LadsLeYm8cy1QBTh99J0Dsmj75b++zl78lCO4rqN23BOeYMccdKAz8O8HTPnpT5+s1ugfXXkxrmfBrZvXPWg3k99qhDxqUg2m6Id9UWw9C6vCMPfOH/5+r/3yztvs9k0Pk+MuZWlgrPY9+oAD7dNXX2mbsAQUEDsZ1ddhe6+xtkTCUtx/zXHs/7AM9ff0WJJlrwB2Hbn/WjvjC5+zy990lqPk6gOWxVessu++4z12yPveacpxcMIJJyzKXlwoiqz5GPxkFOAJnNoy9jD2sWN23e0/xBLzVgBYJ5aU61FXbZ6s9lEHnDQ57814EVisEXD/Bjze9nk2go83gt7+s4mAnoh/1ate5YAjAaQ9qchqVWB5A5yz6c253UdwU4PNKgJYe/LamNuWeUfzIuBFYE9EQDBLpTVflgey9kRPeOec7xHwINZ87yGvfks2Ah7AenTX7wzA0t4S5BSAOuGYz7Hgk00c494oe1BcAWqisrvDyq+KKqcJSKowjI4Bn6WAWE2Wp9OAEVRQZWBGEtVOqVKwRFKQRsqkCeUTOAw7PmAPoMUHbao3HlEgYTXYtzwEbAkCqVAVoYJ68OGy3fr3HDZ42NWhLPIDV+REWAV4hRm0Rx8FaaqjyAoDQ1B6Uac29g+hEkFw5VirVVBzVWjE1pGKtT846Fjr+IJYrKHECjL4355qs8x4ljH5OMcjnxaqKeUAK2EhKMlZGYVSnP0VmxCqIsGfCvEIAsEEo2rAnDCKM6nDHEtBFGwB5cUiXiEG9wWDmmyDLksVwh0uz0R+LMBSswk8A0CNZkZQsxFJP+0oF2xgMGuxZMLiyvUFiMrmaiiZMpYZKzDfYMBXgIvjkeOqJq84zl1BgRWkbj29gCesAsuAvwrqsWYAiEeOLM7EOaM2gvotp3OxfXsaq0CWN6lvhtxgET9AkX86p1/LaIMgShGbuQC5vCLEdWw8Y4lU0qrESP3/QDlqa5OovOj/AEBRedKUuwusxRUFQAN4yTYxgD1lJ2xKdcyOV+yGGzdZ34p2C3d2AjnpRjwOBR8bpYIFEwFiI8S29EqYa7wkKCpoy7UXABKpfwVxdR8qz5SgaqRvGd0/8ZWkyb0lsFQHlA7TP1/4xTW2NTNmP77lJnsBCqpl7e2OQvCvQK3v/vkPduGV37f9evsdYPWOk061j699g0WAUj7lvUPJpXuqKfUk020P/N3+9aor7Yc3/cnee/Jptqq3xxL6UACMCXb6uYbqwO29u7rtZU9/hv3stlvs9MOPxAYzD7COWXjFCvvAi063D5x/vt3wu99xD3FjLsLigazZd+orjzrHLr3u46huM3wO1K3VQlBHlYWlANYBy540+5N4e3oR8CLgRcCLwG6JwLe//W0HVghavO1tb3NghaDF7iwewNqd0X7sc7XaB+qhJnfw+bH39LbwIuBFwIvA9iPgfpZ4IGv7MfLWeBHwIJZ3DXgRmIcRECiYq6dX52HzZlWlnQVYzkkYLAwx4D1WGUcdhdqojuLJH0MRIp5D7iKUQE0GysU2lJ8pHpgAJ3AjABOWcyieGuwTSwB9YCttvSmLorjK51AUtbVZFasyuA4D2QApn/JIYW+GIkfHTMZCVsjkUBbVUW/5bdNw0G5ZX7LBCsCLge8AA/U+2fgxyFkBoChXUBi1USrBoDj7l5xcW36UQiiWyOUUQA1UoN69glpArwqk5KHNBZRY99t+h6ywto4k9msBa8OCUPaDfpRR+WKWnE3koAJe5TmGOEw8nmIdcWGQP58ZAO70AhgAcCiw4D9OLinZC8rGL4zqy1AcUVMUYylAXJbrsjoBilDCSP1VxxYxGEpQ/aJVgBSZjHJG+YFTFRsaHHMsGpVPqpo3G9iaIT70x3ie/FQ1tmuQP6ZqWfJjQZ4cMNHeFree9pCjwNo6UrYto3UsFMmpFU4Bo6QYA0oBx8awfsxniqjqUNIAAGvAijwAMYq94AAWdhHBJ94rn1koWHfUX+rvJNuXaW+UHFmymksRXxAmMC9iFaCeVG6j5YDtFUF1FtXxwpwXVRmQskBbS1hLjhYE7ULWxjUVpm5dXCtdXHCjG0ds0wMjtrozYQnoZIPl7fRFEBtCKdeWYunt63NyXxUAnQ2sLf0+IsX1/6wDD7br/363nXDwEyYg0tbNxBQFliNYw16T62vT4Ij9569/gWIqbtd+4EILcy/7BKfYqLZ1qx24bDmQmnsKVd3Fr3ujrV69jwOhIJ7WxFYQKZ0DzLgYzI8toL89YId1d9m32O4Xf7vZ3oBF4XfPOs9RLspmsJkZJ38d23V1WmPTZjv35OfbURd80IFYBQBYHCtKH4qw151wkn36Rz+03wGxjjvuuEXbrR7Iml3X9rWttH954cV284M32MMj91uWXFqlWpHccF1Ofqsnrnq6Le9YPbuDe3t5EVhgEdADQ3NRvFxYcxFF7xizjYAUWS64uOiiixw1tjvYONtjzmQ/qb8EsPSq4uVKmUnUdu027nWgs3gAa9fG2ju6F4GlGAH9bTnggANMf2v0eSNbW332e8WLgBeBiQh4EMu7ErwIzLMICGDNVf6Aeda0WVdnVgCLsylfVRwVzt8HirZ2BdZiyocFwKiixNFoeQToVCbHThP1UCdqnASWfTUszEqVGjCnan19XairyJCETVwAlVSJvokDPzq7U4YQx0KxpKXbsKoDjkhx0miULAYhk6XcfQ9stkwJez4USvduqdnd68cBM+SRAm5JDSUlVp3BHSl0aiiJoqifkqh65Pcnm7sqACaFgqwOQEkllV8L5VAKYBSljngfpjsBa/gUZio++/Mf7rM2VGOrVvdaPzm3ItGYlVAoSRIUwt4vC1hqkNQpEmGgHlVKBWu3EEqYzq5lwKMqyiT0S0AGH1Z6fsBVjXr5sDSslvOojMbJsZWiTeiUAEVt2DmWAAQVoJfYW02qJuI4OjqE4sywBhy1IVRiTbZlBcdD1UYerU2b8zae99nDW4aBXmEbQb1UAo5VyLUVkgrNV7NVPSnbOlq0m+7FYpD14VTCgVAZgFUigSUkMEJ9I3WdrB9DUpGxLghsSmBLp8GyEnaQASwga4CjeIocVeTgqtMnmWzesY+TSkqxL6BMi9BnGhjzAwxZaBnakiKmhWDcqoGCwTysRCP1hzKi6wAK2ARajpGUK0I/jnM9VILkyuHaEARJY1+osinbsP5k0PrwsgzVUc6xDDM9Z91S++/oo4+2b33rW3bXpo3Y/wlQdpqffFdvf97z7bTPfMLO/K8v21ue9Vy7AaD1qVe+mmuBHHQAw8GRMfvEVT+0fzr2WXbUwQdbYMXKCSBFHzeAUz7uk3f/zzcAjHX75f/7qIWAZY2hIasDtFwQplgLUDaxkKzWhhDhAcmAm37Ucs954pMcy8pP/eT/7JOveJVzbTgKMM7tiubUYwOArTrncAr3jgCzD9B19P4H2ve+971FDbHUZg9kTXT9zv4f4nP/iP2OtyPs+J3d1dvei4AXgSkRmKmF9JTdvLdeBOY0Aq6tkwYV9ZS8pl0FMabCK+W+8gYx57Q7Z3UwqfHU/yq7qu9nVTFvJy8CXgQWVQSk9r3kkksckOV+7rh/gxZVQ73GeBGYRQQ8iDWLoHm7eBHYlRHwANa20Z0twNJRBDryKIQ6ejpsNI+9nJRGRo4j8jzJji4JuCohfKpXyL9UwyqwgtQpGbMUCqF8JYQyq06uHeznRpQjqmy5IezPQqgxgklUNmFeyYuU50hN4AcQaevGMccisIr9XT6DjR8D8nesr9r6bNOyKLIajK6HZOkH7BpBGRVPd6DSyjHSXrM0wCYSbaJ2og4ofjCuI78WoA1rwTwARrCsUtAAejtWgZ2cl8F6lD5tKMJkeTieqduvfnG37bVyq/Wv6LAuck919wMMyO+0adMQApME8Ai7PaBYDEu3KEChhsqqUgW8kf9Jyr8mcKAwluH0nB+oU0V1lQTMSDFWB5z5qXcZaFQEAMlCsEa+KA38F/JVVFfDTMCnYdULa0IsE0dGsAzMSqHlA6QBrVAtFbBuLLK9AJgsFPOlnPV10w9lv929AdgAvMuUJhRxOoefbbo6sOijLsoVJgiousTppwIAUjnNqkBBR50D4KijUosAKwTGilgK+mlHIh5HQSVLxQqwEOtGYJ3++AlmjeXytgyVTrVQsDZsIWvANB+wc4C67gv43JgBgqASQzrHOcj9BQBcRk6tEkAjDBABkTk5w/JQzRCAQ5aVsQj7jYxiQ5m01W1BGyMW9OqSLM997nOddl9/7132pJWrrDSwxaKB5RZavtyuePf59sDGDcSpaicdeqgDsLRxBsXTDX+/h76T7dparidUdVu2OJaWLmH620MP2taxcfvq2W+3ADZ/lU2bbICYbx4bs14gk3JhdaRTdu/GjXbRz6+2Fx12uB299kBLAxObwC7ZTD6LQaGzv3GZvf05z3NycwW4duoosGQ/KIBVEOym+LjG/IKy2pf+Vx2evNfeds1ttznrF/t/Hsha7D3stc+LgBcBLwJeBGYSgdZBRBdmufvNhTJL8Oree+91AJl7XJ2z9bzucu9190fAzYHlAazdH3vvjF4ElmIE9HfFVWSp/d7fgqV4FXhtnhoBD2JNjYj33ovAHoyAVFhe+UcEHg/A0lFkT2bRpGVGhqwDuzhBj0gnSgwpaoA2eez+4EXW2RZ2VFsBBsuV0yrIAHhvGyohFDd1oEYd1VGE41QaY9jEpeWG5kCRAnBGPeYLxGzwIQAWFn4VYBUbMtwdsU0jTbt9I/mpsLBTvirl/mkIfqAoiqAWKtDfUp5EUAsp51adOhXYN4BHYRI7urY0dUDVJcAVxMYuCuQKULcaNnZ5lEY+FFsbUXElU1HzY0vY3dODjR/QaN2Yrb93o0WwNowlIuTxktUgFnwAKn9nt5OvCQIHxGlgCQiQ47wNrPqi1LHEYH0D6ALVQsmEskjKFFQvYdZVpVgCWkU5ljBbkdxBAhCD2L6NjJZQW2WBPSEb2gIIQ/2kvEcV4NTYWJn6kt8IW0XZ+0nZFkI5xZH/f/beBNDOqjz3f/c873P2mZKTCZIgEEaJKFiZFJwqztqqVMWJa7naYm+11vZW7f9W6li1t2r7r9raWjuJoqLWqoggMigzBAlJyJwzn7Pned/fs3Z2OISAoEk45KwFO2fvb1jfWu/37b3Wu573eV5LWdpmwPEKpbaTHhRTJgAIVONag0MD5K0CUwDMagH+9edgSMECG8hlbM/UnI0MDdkUQFk7oPsH+wqrN7mfNUAwMeySSSQeASDm8gXL5fqsXCxbOpZ29zMAGNHiFQJwm8aOUdoaIzeSVBURo7P+vlHLi1kXKiIbWbYh2HAR6quR46oGnSvIgxNE2rBGvrMUYEs/z1eAPjdoSwM5u0Rm0ApUdtOesp10yhr2CQRZfGXNmjV24okn2k8ApS59zvNtYmbOlmCLCIy+BOypE5AK5IvgDCNW4kevutK+Re4rgVHKS/XFH11tL11/uuUAnJU/S6XNcRf/3Wfs67//HsBo4CZAr7u2brUvXX8N+bJyds2Ge+wV659hq3g+vnLDT+wvXv06GwLQkoTo/KLn+G/feIndvGWTDbK/H3A3xPdTYJbK733p8/a6M89y39sMQJkuFaCOFuysNLKVu3cDeC2S4oGsRXKjfTe9BbwFvAW8BR7VAvMXEecDWT1mlk5+PIBWj3Wl83qygXrvwStZYeEUD2AtnHvhW+ItsFgsIEbWZZddtg/IWrdunYmZ64u3wGK2gAexFvPd931fcBbwLKwHb8mvC2CpJknelQEosqxdN5ChayEFN5mvAjjA1gG0ETMqDmsnBDNLzAwdKwAlkWUfYEu9ITYSoBKL1+UGgFc0DpunYum+fsdaAo6xCuybNud1YH11xKDiOgKrZpD5u2tr2doAUmWuleJvu90EJJEUHu0BpAkBYAV5xSOwfTimKmm8WMIBMCMAa5l0BKE62gibKhJF0pDjKhXYR/RLi+liIbUBYpR7KpOKAoTFkGzLAhSRewj5wdnJKgvt5H3K1mzb1kkbHoHFlZkCDEpbf38ccAuDQCzJwO6qKW8V11aJsUAfCgHoFAGjAAyaklATCAOAJXZMHZCmBstpenLOgWYzsxXkActI/dVtZi7vwKGh4T5rzTVsZroIY4bcV4U69cKQyiYAmwC2yCtGb7lHgEeACUXYVE0Asxz3pkr/suT+igdqNgQAWAVsawYSVqTuvkwSoLAGQyyCrQGqYGZVAKzmCnkYV8pHBpAE6DU4kEPeENYZdUsOrs1LucgqAB5pMbNgwPX1pxwIVWVfGGBRzLIQzLsi6avGCkWLIkO3bgn3DXnBJjetA3CoXFgQ4Gh5ABZdGRZc0orQyvroU6hdt/5EEAyTnGb0p4DsYTMctG1TBWyyOHNiCXh6+ctfbn/5ocvtju3b7JSVqxxjKgfTLVkmURp2VJEs4Ms++REbBHD91OvJbzU0bHfu2Gaf+u5V9r27brfLX/1aO2rJiGNESdpy+9SkDQJsiTEoFt6Jq1bZJ457mwOn33z2s+2iz34aRl/FgVRLBvrJhzVgHZ5baIM8D3yPeFbTiZidd9KJdv7lf25L+U6vG13ugK5lgKdig/333Xe6nFlJvg9hGHZqa4t8azOwDjfs3mlr1651bV8s/0iu08t6LZa77fvpLXBwLODzux4cO/paFp4FeiBTT15uf0BLLdYC5Py/ej8fqJr/Xvt6i5OveMUr9r3Xdl+eWAvo3krS64lgYO0e22m33PVzI7MsQVz4Y/hlym0s/62l9zINf7UhQECf/NkWAVkdfE5cIjfN1m6yJaMsEHIKEgHOjyjwDr+1if8aZi4dxx+VxLz8Pb3ks8p10bXaBD7qs4IadS0FKjYVBcp7zeLlJ7ugR67TIahSLwTt+duV6O5wXfkDCh5kIs/5RIPSXuWQ5tL0jG0ohYTC8tloK9sla69WKzVAkHzFr3jxa/jsi7fA4rOAxhH99ihQQmC6z424+J4B3+OHWsCDWA+1h//kLfCEWcCzsB40/cEAsFRbhInykgzgBxPvGnmrYkzupycBJ/pC1pcmyxWycUEm5pooN5nwNwEjEpE2TClk5QBSKgBNrJezcBtDApBjmGaHo0ysAb2Uz6oOiBJkcbsTZKpOvqlKGcYQoAxCebZ9AkCnTJ2wdfqyScsg+TdWJK8SOaoisJqSQfI7sciehP0DlIOMHlN1riPwAz4Rx4UAeOqWoJ0JAKkA7UvTlxag2lx+1uWVSmUEAplVmmGLwj6Sg9KMCGgCCKqQNwjZvFiUtuoKOB4T40VArRlXjyhHysOVSoUtB+AjIE8L1FkYS3TQkgLquH4YxKbN53CYnF94FlWYSHpNT0gqsG4lrlNCqrFcAbTJVywDe6tAPzdungDkQZZvsmRBALyh0RQ2C9sDO6YtCthUquO14Jg02uT1wpZVQKIl2CnB9ZLYLBElnxn3YulQxEinhHQfvQOFDHNOAuBKFLogjKg6zpc8nhgsuhhAVFD2B3TocOMEEgrUitH2KPYen9ptK5YO096Suw8V2pyEEcYDYEX6kUNOULmW6rSnncxanXtV5Ng+AMI5gZ8J3STkILFdAfZQB/smYPvJhSvC6uvvS2IvNQdW3VwR5xK5Qe5piWdPfuRiLe94xzucrveffe3f7Ip3/CEOrNkUuauKlYjLZRbj+/ApJP8SgIxfuOR/WlC52RJJO2dw0M469ni77J//wd7z71+2z7zxrTaMfGaU+zpInrZJQM20cpotWWoxnGM5720YXAM4v//z/OfbX3zzClvGsx1ELlK54Nrcyzyvr//sJudMv558WxHu33f+8H32J//xFfvhvXfb7z/3hfLJbc/MrD33xFNsOfmz+tIp24NU4SDsMclO7p6dse/ccZtd9qfvWzS3NM7vlPLH+eIt4C3gLeAt4C3gLfCgBXrMLP2dD2jpiB5I1fv74FkPvhNwJdBKpQdiPbjXv3uiLaB72ruvj4dhd7DarUCtm279MZ4iIJImqPijIeTN5Xu0wlLiAAxCch0UCNcIkEogEe/54wLopF5ADB5Tb3ki2o8KBS/wpS44hQ9FTZYiUFP+pz4J7FIAoPzJIH4Ppzu/2EnP4xPG5IbJbwZ4Ujskmq5gvTY+GVenYubc5BjWZwFXypOsfshlazPvDjCPpwmuRR0cpxY+XYDEyk5BRRLs+HLyPUP4eQn857VL1hwsc/p6vAWelBbo/fYIyLriiiv8WPGkvIu+0QfLAh7EOliW9PV4C/waFhCAdThZWL1oev2NSBvvMBT18bFE5B4sAEtd6jBhnsuXmYhrwh22MODLCPJ6cSbFzLWRj2NyDlMGrMYBS2Em0CXyOsUBWcIAJYl+gJvZumNGSZqvXZxhYh8nj5Mi1QBHqKdMXqkQi7sQO1ydAjmKTV6gUi2AlSzsqEFAsRkAE+VqigLQVMm9VYMVoki3Fg5AkJl8vRVyoFsUJ6JN3ihaxWQ+aknOUTRdmgX0OoiVIvCGl+Zs984pwLa4TQOu0AVXFw2CQUbOKthaqiEShYmUJJ8VzJM4rJNEWowitR3HBu8mX24COJWQAxSTTBF7Ha6TJQ8XkXxEyYl5keuLOSaWnhMXace5JZhPU2gA5kuAXAAOZeX3AuiR1OHGzXNAfTFYMC0k/FJ2zGDKxsdrtnVPFZYLThcO1zjygiHAIzG8lGtIkXgCClIJIu4ABQfI/xWP0H/aIOBMIBwuDoBTCNZV1aq0u9GWI4aNsTNNcvdvCuAhRH1izQg4yiIR15AjhDPVwM4ZrtHkRiUAp+rUm0E+Tm3XAn0cup7YaAKlJKsogGuWfGC75+ZshtxIyk8Wx4uDaIXTFrDJCqAfzDh4aQBk7KM/HUkLYvl2tUQ9QZtu0362NQHInON5GL5nC/ESS5AN/PjHP25vectb7LJ/+Qf7xGvfwLMNGMjzpVeRe/qhK6+wez/yKb4LfCdzOTQh6xYcHjE0KmFmvcku/Njl9i8/udbe8YLf5HkP2Rffcqm9F2Dro695vS0BTFZ0apXnMsszrmfq5BWrbAJ2niJSOwDDHdiSE+TQuvxbX7NXn/lMe9bxJ5Bfrs8CPAMZjPapy/7QOsgE8sC4usZ4/+rTz7R+npkQbf38j39oJy9f5cz7rq/8g61Yu9YuvfTShWjug94mD2AddJP6Cr0FvAW8BbwFjkALzAe0et0Tg0dlw4YNJimoXvGAVc8SC/tvD8CSpNcTUQRKZcmP3CL3bpflhM+H8oOcOaXsFRglZpTeSKEjCujT6kRcTuEW4JYCEon0AvuqueYLTAoAMDmwCp9VEFSQ+iIEdAo46rA20MYvkzy6wKc4vpbmwQ2BTfhTuJTMw1G30PH4rjqmQxCocjk7BxPQSjL1DrTCf1OeZfnMaqJQKwWccTjn4kepD+zvhJBkB7wKIMsvAE3H6YQAfnAEaXfcaF+8BRa9BQRkKSBCY4pefgxZ9I/EojWAHxIW7a33HV+MFtBipMCIHoi10GxwMAEs9U0T5CaTZQE3UjAYj/dDW5qxlQBJYiKl+pk0w/ypI/sWiQLwVACVAJS23Ve24eVxcirBChpFgazIZD0AowjGk4CeInJ2wRCMHwCNNPZUPJxYVQkApzqT+vFx8ia1wlbDocgwQa9Va0g2SI6BeTntiMdhVHGy5BsitKUBsNLiWDWr3aojc9cH6NawVAaJwzIL8+S8KrAg3yFfVw0wMJ0JAZqkbAKZupmZij3l2BGbHZ8FJGzbCKDR2HQJoCttSaT7ZidhpvSLowWwRh1yMGK0OQbTBSiI/E2wnJIhC7vItzqOSxNpPphNOEwCsrbuKpJXizxP9QqfiZwDDJuenLEUAJHB8qrRn/4lA7blgSnbNVaCGRa0ocGgrVu7zHZun7X7Nk6TC4vYPhyRBo5KvtJ2/a/hCHVqWAEbxgEeUmCpaf5pAkpJ5k3g1LLRDO0vIv2GvGA2DqjGsXhs03OAYMpfRkifRN4SPNclQKdMHGcHIE0SF0HACAFHVdh0krAIkWNMgFYQT0j5sBoAhVWYeHWOoRuAW+xDxqLKM9Mir5icLGqwJVEeGVToKlxvYhxgLdyy5QCcOcC+ceQEHQjHvYvjxAVxFhstpOdiKUtwv1PkAytRdwtmGIbXI7loy8UXX2x33HGH0/T+rc/8lf3TJe9EYlN2IVJ5bI8NY89cirxXAMKd8XG3vV0q8P3EoQVgvewFL7IvXnO1vRkwKoMc5G8cfzz3NWAv//THbOXAoI325ezCU9fbc0891QHTXdmStpOrBDEG/KzZ/7nyP+1VZwBgHXeCBZEO7MxOW2vHDNfCUdZ1qEfgWWBm2pYjP3j79geQG2UhgDxb73vpK+zH926wf7n+Wls7stTy1LdQf0ed8Q7SP48HwCLW1qaL48iHboettg12ZYV7OmQDqRE7ZvQkFj0OT8DEQer6gqxmtjxlO6c2u7Ylye+3euTBBdEF2WDfKG8BbwFvgUVugd5CY+/vIjfHk6r7PQBLUl49acgnogMhgUawr4L4mA38Vwfw4KW08QsVxIWHA/hDwCZOUQg/T3L5bcArqY0wWXXgl6QDndwg9YjNJR9U4FIHQCvOfBrHFNdYEZk4W/gsYbbrr/wtyftJ10PXIC1z168iYFHMLRWF9ImZJSZYi7oFhNE4gvykXtI9noPYpOtxHTnltCOC3+WC1zr41QSGyq9mLy+uFSFnrmqmHvnHvngLeAt08y1+8pOf9Gws/zAsagtodPLFW8Bb4Am2wKFmYT2ehcgnyhQHG8By/WCyDRbChLrtZO/qoEjjVWT9ynVbP8T2UguZOphMMGZmyd0kbfG+/jQ5k3AIisjkgdBIOpBVcWuinZDOdXNTySkIEpHWFEgGkFIA1BoaSFiFPE9i7ChajvRWSCCAgLQARGD0hGDvhJmwu2g2wBRJ1kUiSKHhREgi0DkSOCKpOG2ulCwCcCVwzTGFJG8I2FQlZ9OSpYOAUEHbvWfKSEVl/YMwxGAVDQ5lqStgszDPGjgNqXTU5fhKwYbKLR0ij8+cA31SSXJ0ke8pP523oZE+mymUcHj6absALoAm2pUiL1ET4CifB0TAoejQ3wrMqsQAsoowlzqRmG3ZPm5LVwzD/GrZ7XdsBydAwhC7jq5A7g1v49ZbtsHMuC7JAABAAElEQVTWoj31kO3CLlGYSg0WtVMAVAKTooADeilCsFMCKBsKIUdYAshKkPeKXFVIFCqf1kwB2wAoNQANStQvO0Xo3wwMqSR9cdKJAFZiqIXof7VS5niARe5Dpd52coFlSf9hWzGxdL7YWFHkGlsYNSKQgnsLtIV9cA7ZjydlORh0YtlVc+RhKk0K5XIMrTTg5Q5ATbTVeKZgmyEhqAjBAPcgiTxjAxbWsuUZq41ViVpE1hBW3PCqo7Dj4vbAFJH50Y9+1E466SR7+9vfbud/5M/tGMCg8084GcbUnF1y7nPdV7aDXJ+KokCD8mNx1gVGzvDMThYKLu9aJilZu4CdeexxdvUff8D+8dqr7aVPewbSgQOw85wHDJhScBKhYvbp/DFYenft3G4fO+aNMLAy1t6zy9UtuZQaz0OYZyja2IP3z5NAWxNIU370O98AFHuq0+MPLx2182A+nnvCiTZNO479w3fabbfdZuvXr1dzj8jyeMaNWqNq//bTv7ENO285oC36k4P2vFN/y047+qwD7vcbH5sFtoxvsH//6WfdwUcNH2tvv+D9j+1Ef5S3gLeAt4C3gLeAt8DjskAPxOpJeT2ukw/awTCWxIYCqmLK6oL1HEDlQu1QFsG9kJ/WJnjOsZjwY4IASW0C64JBBXHCjGKfGF0CwTTHlZaflAr0tkMeLL3BHXX7NI1uwdDCmXLz5wBKFgHeQ/DCX8RHUmGODkzGIZIGhLElhAoJ9aAD1LieOx+QzMka6hxdTyAavhafWlxEebGCAGSatwfxpx3gBgimvNJCusiGzDwdJQXAMTGyfPEW8BYwB6YLUBcTS79PPfavt423wGKyQHe1ZzH12PfVW2CBWeBQ58ISOLTQc5kcEgBL91mTbIAJAUURosK0YJ3kfRmw5uZxROqYSQeY2IfJCxVJhK0vl7BsP9JyAqyQD8wCaEkLHHqOhaHj1JGxq1cBxABlxEqSBEMHBtPwSL/156K26ik5G12TsZG+qA0w3+4nf1Z/X9ZC1Oe0wolukyMhWcUoi+uS+KvC0orCHgqjCSit8AbShwlQEQEyckxyQwOAJTgiyPZFYRxNjE8j/zdreyZZfIchJCcjDBAjJ2UqX7MaTkFToBOShQJjJCs4Tv6qIm0Oc/4Y8oiVACwsFuknOb7ZjgN8sQ0gr4DsXZm+FgsVm5qYcvm9GuSu4vLkiErZbLEKo0UAUhmwaqVNIyn4wLZZG5/pRgb2A5hNU/+dGwu2eQqwsI6MIu2IwrgJtGvYNQozhvxhsF4S9DmAg5XLRC2DRl8smkDeMY4tuB/0fRh2Vw0QCm+Nz5C+OLfryEjWMAqbKwoDCyPj3Og+SzpSTphLQAwQFwbIknwjJznGTAOQog5YUUVmMAVIloENJ0epAQNreiYPe4tr4UjFaavyf1VKsKyQp9sNwy7CZ9XTgbYWRmqwjzZmWkUbQd6wDLA2VgLYAhzdXeeewZCbnqoC4JWsQT+b9HHHlgeQa6T+RV7EXHrLW97iJt7vft8fWwEw9nPX/dD++YbrYDctQRqzuNdCHbtp0/12+5YtTgLwfiQFP/7db7nv0HfvuJ1cWgCEfJfFrioAev1i9y53P3sAVpnv1A2bNsLu6sPxx+3n+dg0PmbnrztZLjvPC98NnkMd97Wbb7Sv3Hi9vfX//4zdjERDA6aXyshAv33w5b9t7/ynz9su2tEqFh1bKwSYNcBvaopn9eabb97b3iPvz+MBsMq1on3me3/2iACWrCMGkcCXu3f87Mgzlu+Rt4C3gLeAt4C3gLfAEWWBHoAlFtYTWeTJhcScwkcJE0QYAjhyfiMKIiH8DPk7IZjuEQL+oviSQea88iE1j5P/pTxTUfnB+FIR9xe/kXPCgE86J8bcXPKCmh4raDCEzyNVC22PU3+c9xF8MfnRYSIbFQHv2sI5qhtPGL9M9Xc/J+JJi1NHVPVoG/NwyePreiHO0TbVF1Ne4b3XUe5pEC38MtrP8cppHMeHi8fVP0keCgjzxVvAW0AW6IHqvd8obxVvgcVmAY1DvngLeAs8gRZ4LHmifpXmacFY4NVCl7w6ZAAWRmO+7ybgyocUgQnUVgQaC9cV5OJKjYDtnOxYLt22IowfsYJqwZrVoTclkYtrozEXgCHVhsqVApSSXEMa56GYF6gRtiqSfQ0HNDE5B+zoRpKRK2mCHFpkcGriKIBnkPOnm9upDuKUySAjqCg6nIoGsoAlFsZ1j2rlknwHjgUoIc9SG/QqQX6ocIA8S4BwVXJwNZrkWULTPJtLApygSU7f0mlYWwAzExMNS+I07JksWzaFtF0yygJ/A0AGBhc1HzPab/lU2WZmizDIFHkHuIcjEQQdko3ytE2Jc8GyqCdqY4WajYxkbBK7VBu0DeBN4oOyWxYAKJlJ2xggV6UatlnyDKUAAVtIWkwW2zY5V4EhhrAFsn8tXYOONehDSIwnHBEVgU/SUk/AOgt1YLfFxTSrw5qDUZbLAp7VAScAKZAmFPssiT5GB732MPnCxBQL44kFpGOInQRMoj1oA8gNRkElK2XAQByfo0aV16pJX5CUcw4W53B99bcFiCj5DGmxV7nmCLmXGlwTpMrZM4QDJeaUHKgqsoNxcovlkDoUU0+5tKoYXzIc8U7ZViA5KVnCQEB5r8J29wNILS4ZtmKQe4DsYYe/UdhZwth86VpAEWR/9md/5l76/TvllFPsR7+4x9YfvdrlyJLc5elr1toXrvmh3fzDTTCw8vb+V7zaVg+M2J989Sv24/vuseOWLgN0rdjdu3bay9afbn0pyY5wB/mezvK9+sZtP7OTlq/ESQaAxPb6/k7D+KvyfYnsBaQS3E/JC6qcddzxdsnff87+/s1vt2OXL3MO+XknncjvQ9r+73eusuesO8mec/JJFiSHlirkVAeKupOPsH8eD4Clrt+942Ybz+90VkhG03b62vNIwn0i38eYbRq7227Y+N9WrML0pHz1xr+zdctP43eh+1vgNvp/HrMFhrPL7DeOfb47fiBNzjhfvAW8BbwFvAW8BbwFDqoFtDjcWyDuLRgf1As8rsoUjijWk5hOBMsBUgV5L2UJSe0J3+kG8uFz4buEY8oXjDy8tvMK4LPK+ek0HRcKv0S1wYrSsUj4CYiSIgjO3r66nb8mKQ78If5x82hO6ua2xm9SG/C+aIP2KYBQsu1cXwfhJznelS4uAIrgSuXNcswtXZs6garwQekDbZCSBuGGNFZbCdp09apO+WLy/wDNaKMv3gLeAl0LyI/WS/mx9Dvl2Vj+yVhsFvAjwmK7476/C84ChwrEEji00MuhBLDUd8kbBJGNaxS67ApNxcuwZZqwjrSGuq3IpBtwRtFpTSblESLYOIFcTeS2minY0FCS3EpM1jtV9qMGLsAFiKrVlOweDgXyYiWk6sohwAom75rM7wbEGpvtAMDAAGHxHHwD0KmG9F2CfE9IQigHFxN8sZFCgEgCocTCCgGK1AGexA5SfqzZuTo5uxKAOABpgCZiEuX6s07ubHquujdXFnWSqyoeRP4Pd6IKsJNMclHkGxLpPvqGk1Gv2datYzaIdCBIGw4NebWoMxHXQnyHXFsFclKlnQNUbwG0hZNdhkuhjmyaHCXyAcMgmxyvwSpLkw+sZEUApiosmHQybZksEoOATXPIGFb5S4ouAK0YNpOcH8wz7NKAhVTnfTqOQwJ4JQBL7KsUkXgdJCRiMTllAaQYu/cgBmi1Y0/F5fySXF8SMM7JLmJ/4AjYdbC7APsGM007fjRNDq6EjQMY7Z6s2HGjWbtvV4EcSVG7daJmq4aidvd2WDRytwCuhnMZy4XaNk6usQgPQQSnrY4Nq9xHMcE63JsozpIYO0pg3Aa4G0cmcN1Il/VVQuIxTXuqPBdxwE6BxA2kOOL0p4bTmEXWMQwAWodFhlKj25YaRbvSo1j6Sj6syH6SF3zfe/7Ifu+CF8Dqm7Whvj4A24hd8pzn2tvsgq4Tjf2UKFog053bt9mNmzfa0YCPv3v+822EHHLysAVQSXbwfnJs/fyBzfaXr7oIABLnme/gmuGl9t27vmSXnv88bgX5yuIx53SrQXLGjx4csvNPPNn+9xX/Zn978dusn9/PCOzDp61ZY+tXr9YaAQsB+t0I2UaAsxLA7/Hk5TrSyuMFsNT/+RKCZ697kZ13wkv2meXo4ePIfZa1K3/2RbetUi/ZHnJmLcsdve+Yg/mmCaCtCOMDlUfbd6DjtU2/AfrqHgh0U94HbXfSPI9Uwd7t+q2tEBAQC8ddJPIvOXzfbo1hej4FrKusGFjjXvsOeJQ3dWR4BCQ+1tJQLgxKxMv2PFaT+eO8BbwFvAW8BY5gCzzRLCyZlilIN1DSSQZ25wMd5a3Cf3GzHYAgKFkuOE8TXkFBAfwqFzXJuR3mEOBAAEI62sFhzj92wZcClwCWxN6iEvxWPlNXV3JQvhDnsS8Aa0pSgAKrlDOrhZqBYClNkHS+5sdiiCnXlgCrIH4RHqc7X46kALWg2qb3zJuokfN0PvXh86otYnkFUDdRHfKnXa4s1YC/pzxfvngLeAs8aAGB68qN5UGsB23i3y0eC3gQa/Hca9/TBWiBQyUlqIXIhV4ONYCl/jeJLNMUOgbzSVFpkinQQreAohCT5kikaQUm1P0c2+DYuPIkcVxJ4AsT9EK+ykS6TV6qpiXJ1RRAk3wuz0Q/1DAwECbsFUAKItnCLGYyyWb91Apzkq0jWg4wpM0CuqTomtSpyTkK5Q4sE3ApUEcsomw26STMBPYIzNI0PZEEKmMS35orAVY1rYS8XxImUAGgqNYMw4Kahb0EAAQYFINhtmdqjsl+mGPi9AkZBhyNSbblkPeTE1Mld1MjOIusRBxQCxCJX37pmxfIeRXlukESBhfJAdYkb5fys/XD9qooLxd14Y6wrQ7rC/YYQFqJ40LYM4de4hSyeTPIB5aQWCzS9znyWMl5qSOhVyNXlpyaKnJvAuwU/xdkUTWTjhNvh3PDtTqwv6qw0KLkBkMhzug2NgzZbthckM9gZcUBsHilggBaRfwc6cKTtywXtiVc/zjkG3dsLwO6NS0Pgy5Faxv5vC1PYFtkA5dSYRzQ8aRlMds1IUYdR2D7ErewDPOLFWrak0YusgSgBjDFNkl0NGmn7puuFyG/1zh6iifpM8BUHww5vD0iHWMWB7yU3nsiQiQjthqvAsghyViBnRaMpFhMj8EMg5lHW9peTlBfyQMWLRJcdtlldtXtP7cXn/Z02Hxz5H2LWD/3JgzQ60AEAKsQ92iQ7++5K5bbuaefbm2kHiXTWOeeFgAh9d2e5Xm7+POfsaMGh+2VzziT6+Eoc8uWDeYcUPVV5ANfe+azHFtLvwcCF/TSF+8C5AY/+V9X2bbJKQDahEVSAxaA4dWhbr4kFgBcq+3Ybv/rX/7RybScccYZB+zPk3XjrwJgqa8Cc3pFOZvOOu6FDwGSnr72PO5R1YEjAlWSsQcDLG7ber396O4r3elrlpxgL3naG3tVub9f+clf29jcDvf+Ret/x56y9GT3/ks//jh5z8bd+3e84P/Yzzf/2G66/4cAZNtc/TruZU9/swNxtP3G+39gu2e3IjvZb2tG1tmLuU4yxnd/b/nBXVfYndtudJ90np6J79/1Vds+eT/PT9COGnqKO2c4O2oPTPzC/vuO/7DtU5vcIsvRQ8fa+Se/0lYOru1V5/7KLtfd+x372eZrXFvb/FaopON9duKK0039mQ8YqY0/ve977pjnnPRymyUX3483XEUQQM0x2177rHfapj1323dv/1d3zPKB1fbqM9/u3vf+ka2+c9tXbAdtK9UK1pccMB33glNfY2Jx7V92TG829V391PEqsUic/h5r56y70F13/3P8Z28BbwFvAW8Bb4Ej2QILh4Ulfw0/UwFZ8tfwJ6U44LhL+K/yG+XntgG4OgQPKlCQPy7ARnNmzV86mqMJ9OI4+WiSZtcch5gsNim4kDkw/peCCt0bdnTYLvCpmw+LzZyjyTRxmC5IUVgWV+MffDuuo/m0y+2sPNK0CBePegmE5BwF48hXUj/Y7IISHTCmz3v3K1CR/1U51+Z45ezSvFtt4D+pX/jiLeAt8KAF5rOxlB/rhBNOeHCnf+ctcIRbwINYR/gN9t1bfBb4VRciD6elDgeApf4ot5LivSRnp4k8c2WXW6lcLFmYefamAoAIaMlTyWfVYvIuMEYMoVAQlgbARAg5uRqMC6btjnlUqTaR6EsCJAEwAXKB7VgagCUGa6RUKOMYIJPH0QLAxLCqc90mSXXF8ioiY5iBMVJje1SACdfK8VlAVAiHoYlMnhyJmFhHgDFBFnuDgGW1OvWCOkWRC8yTi6oIs0oygNlsiqi2mgOY6izkB3BS4kmdgyMj7wKgqASolGNbC4YVHCcYXrgWcn7YXQA1isGEqnHdyZ0AQOloF6DizHylbCnlwCrNOr31paODLkdUgT4uWZqFJVaxjVvIj1Vuw7ZqAl41LTU0YtFGGWYYbDUAiLoYbPQ/QV/bLlqwwYIqTCf6CyGLqDocFdhXg4NZV0eQe9UCMKwCSOk+TAHgrV0zClDBdQCGFJ2XQiLjxKMGkP8LA6DVbdu2PHKGOHQCx3DklK8qBOgUKMdZNIdxR79rVclWtG10gPuGMxQDnCjOznbzc3Ff5uirwKzhfqIMqUfAZ0qsOd0vx2bk3iE1ONPJWi4O+Abgl+5P2db7Z61vedoqBe4xQFtDYYZYuR1I4RNyP7h/NIXrkrsrybOkiMNfscieR3I55phj7Morr7SXvvSldtOWzfb+l77KdXdsZqbbbUwb2DWOM4sN+Y50/3u4RX7OuRd/4TOOSfeNy/7Isa0EvJZ5JgswCD938SX2ms9+0jZPjNl7X/Qyfh/21rH31qyCjXXqyqPsd/7ur+2qd73X+vmCK39asD/nwNHJu+6xG+6/z6677177xF/9Fd9BmJH7FTnkCy2IQMDtL2P8/jrjxioAnvt23+Esob8f+eZldvLKM+y4ZafaagAjATUCRA5UygAnPZDqQPJ4k4U9+/bXGoCJe8tkYbdN5He7T1+76fN2y5Zre7v4rZ2zWx+4zubIwzXSt8LJGfZ25iszJuBspjxpb33O+wDFu9+tQmV233Vu2Ph9u2v7jY6F1Ttv45477e9/+Bf2rONeYN8DwNoH3LGu84vdt9uO6S126fM+aL0+6BkVAHegHGBqnwCrnZxzyQX/ex+Qpe09Wwh4kxRjr8yVp91xYnP1jomTD2N+uZ1+/SdyjWKc9YrO02vj7jvtVWf+DztllYDdbtk8do99/urLWTNSBPaDpdaouvu5Zfxe+70XfsiGMqMP7vTvvAW8BbwFvAW8BY5gC2hBWGUhsLDUDs0rJWNvUVQ5mA8HXU5mwCOC63BGBRHhUzE9BqiSyJ/k+9py9OSTsF8sJ+XOErgkRYPuwQK0XOXONw6hQtLGB1OOLM1fWsyby5NzNjs+ZU18sIZkRZg0x5HF7xvO4UtxjRA+HVeU/ynQKYRPpbbyyflde+E1OsBkm/aLESYpd11Wvqqm9KEQkygBXFxXUogC4uQzumPUF1hh4nyBbvHyxVvAW2C+BXpsrCuuuMKDWPMN498f8RbwINYRf4t9BxeyBcR6OdhFOZYWcjlcAJZsoOCyABP5OCBDrQK7hlm+ktS2SVY1OVtCYixlEfLqRJlUtwA4goSYlQE0OgAV9XqI9+RD0qQdNKJcY2LNhH2ijBwCE/EkdQQALlrtGowmGDlcr9kmXxYAWBNgJBgg+S71Kh+TAK/h4UGkzkrUDczFpDwYhsFUqrgcUA0WEVtyRLh2AwCnQW4nN4UnZ1QANk8dB6KtSDrm8QGcF/kiyhsVTnGtErJ2gG3JdArABmYKMmllgLnhwaRjFXUAVEq0vR+ZwToRfG3aHOP4mRnsAWCXiKcMQhbMMvJBIVs4BzAVgaFQLCGNl+u3weGsbd82aXXqXLq0zx64f85m2FdGTrGJfYLRBMwsegmzTEwmJeB1LCZyRNEJGkp9yFCM5rAHjlWJemLYU7ITqWTYJieLlhtKW2l6zqIZco6xTi1bpwHRWnXaxHpsBrZaKT9n69b2kbMraLvGytgWhwv5q2VDMStVIjY926LuqqWxrRgPARa8R7HB2HQFFhl5xGhbq0MkI02qcYxARzH0UgBrArkqPB9ZmD+FctEayieG0yeWWCabAZRIAFKRFwx7N7jHav+xyBhKQlAJj6eRXpysdCxBrrAy4KCeN+nTJ2N8F9vcG0UT6gH5FYsk9xZ6brtfsWv7Tnvxi19s119/vZ1//vn2/cvvsJUDQ/aiU9fbi05Zz7PL95QoTOVm65UW38E6ANX9E3vsi9f9yO7YvtXGeEbOWH2Mffy1b7A+7tmuqene4e6vzv7s699q7/rXf7Rz//IDNpjOcI8AG7k/ReQx2yz+v27N0faXP9tmv/lXl9vfXPRmJ1kY3DNhBb5bH7zyP5AkvN2e//znOwnEh1Q+78NC+w0W4/fRQKxfB8BSt88+/kV2+9afAirtclYQIHT9ff/lXpL2Wz18vJ161G/YKUed6YCYeaY6KG8FYB2/7DQ7aeXTbdvU/Y6RpYo3wwrTSwypp6051+7fcxfSojfzG9CxrRP38f5ntKubE21+QwQGLe1faU9f+2wHCPVAKwFgYjllEzmXl6pUywOQfZ/fTX7Lef/jDd9y7C/VJdCoB2CJ2SQb5VLDjiF1w/3fZ2zqAHxtdm1at3z9/Mu79wKwFH28NLcKFteYPfXoZz3smPkblHPs6zd/cR+AtWroGDvt6LMcGHXvrltdG7928+f53TqF8awLfl1165f3AVjPPflVPOvHMYY17VbsKaBP/fq36z9jv/u8DzCe9RDf+Vf1770FvAW8BbwFvAWOLAts2LBhQXVI/mAL34+kyfiEXUWKsHxZ5sRS9HAy7QBQ8jvaAomEDjGfFZNJ0hsuiI6/eJD4ImiCELAn9Q4BTrxh7itWFscBF4WaSLlv2mrjm3dZrVhlbowaCVLxLXwgHEjmGEBKVJvqS9iqk9ba0NEj+CcolbiqcE75G1LQKOCUGF9yBMXG0vYOgZNtfDddh534i1xXldEXyesL1VI/A/jMArMks8/BeGj02U9BFtQz6RuzMCwgNpYv3gKL0QIexFqMd933+Yi1wEJjAOxv6MMJYOnakjdosPgs6GIURpI4VXlmwi0YTqgDkq8q4HLv1JhgBwE+SoAXMWThtGCuvEwNJPVyIyPIwdWQ2yswiRajJgorCueBSXhEsnIwgOqc224HyRmVtOo0uZ/6AYGKOArI5YU1Iad+sBwWBYlYA+QpFouAWFFk8Oo2hfQcV4LxVWNxEYlA2peA/VEF4AoGxJRC6q4vQx0Vzg+RN6tlLUAN0i7JNQBUqTv5wUqpDOBTs1lkuzLZNPUHrIi03lixZsuXD1qB9kcjyo/Stunpslu8LBFZN7tjiu1RmxgnbxQAXF8qanlYK0uRIgwhnTe2a9pJ4kVhiO3YnSfXFww0LFqsFbFR3OWGEjBVqhdgjUlWjNxQOEEYyjlOTcC5fhorYAiMzDkiAo8mkESMIyPYxoa7xvLYseXygCnar8WCKUQzwDbl9IItNVewE5/Sb2WAp2otBICInQuTls3kcLLKMNQaNkEyrijgnPKJCfAD3wCUrAM8IZtYbQG8YTc+56fzgG7cw1QG1liV46qWglFTwzmrIBvHHeb69AHnS45TULKP2HrLFDnJqHspzLsAjLilAHBhAEKgQJsDdAsi81iAlVUHJCxyL4Zzg9ikbjH63FRyLMfU0lPpyyNZ4MwzzyR/21b75je/aR/72MfsU9//jn38u9903+MMEqkJAEM5w2JWitlYAZTtlaXI/g0BSh03uszu2bnDlsGeUiLoKsfcs2uHXbfxXtsNs2tsZsLeesI6O3v9SbZlLm/TfO/wrW2A+lfzHIRxotePDNv7b7jJXvLpjwA8pMljFLHxAt9Tvnef+MQnHIClZ/hIKL8ugCUbSCLw4nPfbVfc9PcPYQ9pn1hBYjHpJZDnzc9+r5O4076DVQS+vP6cP3DPicAqMYzE4FIR4PSm8/6IZydlZxxzvv3dD/4/E8NIRWyuAxXJDL75vPfCypXQrI7bYzdvutq915hy0VmXkWvvGPc5So4ryfGpTMyrT+c+/9Tfdvm/BBytX322O0Z/9yD5J9lFlZnShPt7oH9eccbb7HT6IzDJSV4e6KC9266+++s867BKKZJLfNv5f+ren/mU58LO+lsnt1iF1St5wwuQPhSQNz630x2jYIvjl5+2L0/Z2iUnOunBwcxSgg9W8f3gR8wXbwFvAW8BbwFvgUVggYUkJdgzt/IZa06Lh+ReYEldkEhgEGO4pLfbUirQdo3ayA+KauVk+gQGMXcWUysAm6tNYI2k2duqBDa6gDBJ7FfnZm37ho02t3uCnMPkfua4YBGQjODKMnLpeQFaBBdGOLdJ4M71V91sgysG7bRzTrS+0SX4nSBNug7Rh7i6LmiTxnAN/GCxxphLSCpcQvXIXQB2cV1YVyp6T2YsWk6bxNpiriVJwzAgF6L8BEd6FMsZyv/jLbCfBQRkiT3qJQX3M4z/eERbwINYR/Tt9Z1byBZ4tMj4X7XdC1l2TOyEw80mkYRgBQAqkkzaDvJJFSWzBJgkbe0oi95tABPmymiNB1iIRUIBgEbARQQ5Ob2LJEI2Nlu2FoBSBJCFaTSgFFForHq3kcULcnIFgET5tBo4GGM7KrYbcl2JiX6Qibqi4koAGFlAJQFY4CRWK1Qd2BIEwFLOpSbXbLJIGYWtpGg5ydnJEVHOqjJtbxP9FiLCTrm3JOPXRlYvEABYqfGUdJDA4zhdX/rjuoai84IwhQr5kmOhcRlAKfJY4UCUALTENgkBWuErIONHdB3nFWFqCDhKovNXYVE/Qb9rtKldBsyBoSUAq0MEYJ33Na4BbAdrKQFYRZ0AXjFApTJMJi20SjpRdpE0Is12knoxbCdJsQaAgpLzNhpdFtbEDMAb15UDlQJkLAHQNTFSCAepH/ZVEdvVAMhymaTt2jkN8ylp8RbMKnJbcZNsE9vSYtABhKUAHRO0P0ky4yjg3xR1z5W6yYNbXFOMkJlSjX7iIgFMSRZQ7Y1QTxtQUUhVFYdPThMulLNlDiZaAUnGGADHBHmt7gKobImRx/4s10nHyYeFHapN7gH7BIBGcQRL9L8E0BLAcQsCqCkf2i9bhP5Vv/NH2nlDQ0P2pje9yS6++GLYkHW74YYbTFGxU1NTzoayo0Bh/ZasXLnSBgYG7MILL7SXrVlt565cbldv22HfvnabbefZEYsygyOfA3Bawffit49fY6sypzogTMjV8Zyr732C/WIQ6iUH28bG7dPnnW07CkX76e4xolAbdnNgmV33k584CUEXvXoEGP5gAFg9M0hGT/J8yhd11/abHAtJOZ3ml/H8Tvvcf38AZs8HHbg0f9+v814sJYFLvSLGUw/EOmnlMxyA1dundvZArDrRyAcqyqfVA7C0X/X1iuQJewCWtvXkA/W+jgxfr4z2rzK9ekXs0LHZHY4Zlq88yBCUdN+BisC3p60+x+2anzfrQMdq247pTft2qc/ziyQElTNMZfO4ZJJeyeMfsOG+ZQC7WwmwaNpff/dPbAl9E4Cl/p+97kWHhDXnGvEE/XPvxrvdb3dTvyFuZc0Fh+99R6PcWpp+X3iv54njurlH9Jad2s4YoQPc06a3nKTf97r28wqLab1XCokNvGfB0EWj6+DuM+o+761Pl9RbFVWva0tyqfuJ2Yiq7V6YsZ+7psmHu2r3YLfPnd9tt/t9ZJeuxVDEkfxDJfrNclfn2JNPeKqO8MVbwFvgIFhATOeDqapxMMflg9C9RVvFQmM4BPkdlz+h4UC/7RqbnEIBLCgBQZq/KvduC/9JAwmeY/cvIJDyUWkk0dASQJEEV4VzcHskO4hfGwXIKo3ttj333GctAgNHyIucBcQqojDR7uAz4sMFCdrTPKaF3zqLYsckfmeS8WjLpinLF++wZ15wki1fOwp4lsS/wrFm3Gswd9YQ5BhhjElB2uikDV1wZ5Sxk8BO9YtXi5ecxqAbQ9Va+WKcow6rlQSx+eIt4C3wcAv0JAXlK/u8WA+3j99yZFrAg1hH5n31vVqkFjjcINHjMfMT0TbpaneIOpuBoST2Rj9yb1XYNiWAmqgABybZAkxG+slCVWOyDoAhqb8mCFF/Jg7jKg7QBdiT4KeSCbby62hiHoblJKdBDJ0qTCGxqrZMN60aAthhvl0FIGkxWW8AlsSQ92sQldahXrkRLm8TDkaTfXI6tMjVYnFK75vkkWoBHlXKAFEc05CkgtqEg1EtAbzQ5hZAUgKpNEnZlYiMa5L7SbJq+AnIAKYsCUNI8mg1mE+a++uayuWlKL0a9cdZ1K/yOcFxyuMUxjGQ8xAClGvQIUn8hblOEyekUipSP7ahcrEBErC0YukweajIxVUDIBS7CpCtAwNLsg+SXxSQFuJvIk69tD+ZiDggKgDIhFfiNNfzMMTibM+zfhvEjmm01TkURhVSfLCp4tg35jws2Q82GiBihpxdOZyqNCyqudmCkyXM0PYUdhAoGYu0OZe6AL82b56GSQUTTGAaTIkiObumABZny+T6glmjRcI4ecwEFtboXDwKgEE7FDpYquMsAfhFsXHV2TCALQH0cKimGxG7a9asPx2zKezeRpIxGAYkjcatALhYL5JDiWRrsl+Ll+5puVCwxAC5k7ifvjx2C2jRVWync889170e7czzzjvPvnzttfbM5cvsfeee7UDZj/z0Rnvziev4nkryMeJYj9LbHxLbiufFOcp8QcRIEZgsBl+Z34UptDX7ALGXAHCtQJ5yJXnRvrThXjv7nHOtr6/v0ZrxpNp3qBbKxIrS68L1r7cpZPAk4ffT+763L4/TLHmqNuy8xbGi9jeY7sX+5UDb9j8mE3/ofZEsTq8IDJpfIsiz9sojAcvp/eoTAN4rD6/vkRdWBFBJmlByfpIHPBBo9kiA6FB21AEPvev+sr+T+S7zTMf91x3/bt+/86v7Tplvw3x5b5459oop9qVrPu4WpnSwcm3pJSlIAWcnrzrDnnfKq/k+DO6r68n85u5777Dv/eS/rEw0OqMRg5FyhSjuG3hHC2fkCmGZjk8MePRfAFCHYzQ+KmK9w7EapyStqOFJOTcl4xTleSspGoRj48wFYkgk8bPjxhnltmzwHLhFPa6hOYPyRko+WIBUUBHt/P60FbxBFQryaBLsISklwtlpAe0jQEayTE3GtABjmgZ21dNRZLsi3Nmnb45Y3pJZdX1jztBxFyPynjoVdR/joEsueod67ou3gLeAt4C3wAEs0GNhLSgQizFIua8CbQUpRvD18E35rdfvugAghgSKBhD5Q3xmjHNb8AXlm+kQ91n/8EFAkgIguvNgxg0k8HfcvYl8wjUbHemzXF8cifoYMusNFCYqSM7XLDRJ0CG+XlWBjfg5TaTSpwniDDO+7N5dtBuuvd8uQEJjcDnSgox1bV2b6wrP0vUV1Cm/VkGZGufkN+Oe0y/5qrRHrDCNZPhiDIluDFVzNa4Rbvi45kM6zxdvgcVmgYUmg7rY7O/7e3gt8KCnf3iv66/mLbDoLSBg42AWLUr68lALdJj0JwErYoAiLcAJgRyIKECHAqxhEi7AaiRdt/5clLxTLAQh1wdpi4UgFqgEXDHBbgqUYRYeYTYO/mXBBhuZhMcBZcowe5KAKONEpXXSOcAcJvqcBHkIxyHiAJwmAFONSboAk0hEDCXq5hhFtUUdoMQ5HKv8UmJRaRLPkhP+CotnbRwBHBWBWXVYY+BeOBYZDmkB7oRhKkkOD39FCBYOQ01SfLS3wYJaHdCmBtOqw7WrtZSVpmYtlSZXE31vsC8C+6wM80kJeSv6i5SgXAWBbFU60KGPDfJexVnQrxYa2Cjt2rZt+wQggYAzQDYW41KAdGJfYWonV9hsIc/Hsyj2VrWDnB4AURsgjKoACrkfySgSfwBLsMIE4BWwexSN9jIgQgjHB6zNMoBVZeQPQzhJShYcIVdZGinHHFJ+ZcC8Nsem0IOs8F5yjgKLIuEGgBv5tPIAa+gWNoJJgKyQTcLIKlSaNg2TSrmtWthZ2utqDzfS5cLKxAVs1WBfsPBHrrEahhaQJQcvgqPVoGKBgE0cL7Fywlwnz7YYdeWwYwNwEFNbOJ60GUCQ5cM4f7WKVcihxo2zaJnFUe67L4fGAp/97GftjDPOsLd+7wf2D78ZsTNWLucr3rF//cVG++2nHONYjCuGh3C8w3zP+J7vuxcsAHBPAzxDKWRT+vjyuwVrvlC6j5OArXeTV+ufN26yrT+4+tA0/gmo9WACWJLDU/6nQnWW36uWAz16XRpML7HBY5aQW+o8+8LVH94nNSi5P0n77V/0W7d/kRzhLyvzQSYdqxjkXtH39/GWh9f3YA2ReYDWg1sf/k55wb7wow8jJ7jN7RSQsCx3NEynE2wX7CeBWirz2+o27P0nsTdv1fxtj/ReIFUNaZ5eqc9739vWA8t0n3rluNFT7ZIL/tSuvffbtmHHLfxGaRGpWxS0oFxjkoH8/RdeDtMVIP5JXmKMSX2M61nGX4FCGosDjCUdQKg29zXg8n7U2Qa4DcCk8SiIfLDLM8K4oOdTAScusoU6BIaLGS0QTPOBAOONJJm0qNdmTNLT7BbjiEwPgVC57RzbYpwXe1rR6bGQcmEqX6PGfc7jpI5jPnMd6lIF2iOmtPus3yvaLXBLgJYCMoI9yWL3bCpund819UfH6ceO6zCEMvZX3Xj5JL+NvvneAt4C3gKLzwL81mu8UpBCFD9Ns4eOclsxfml8b+Gb6Lff5cdCnUL5oBUoERII5IYSBWKwjYFBY5vGnxa5mxVsOHb/AxZEev+EdUuQnx+xHP5elHmxfJ8iigQzM3kb3DXHGDbDGFXFR8IH5DwFa8hf1ji3ZfOM3XbjRnvm8zJdCXzGTpd3SyMhfqb8PbVHeZ1DkuLXyW6Yo838la+315llTFP3BHgxfGknGzjaF28Bb4EDWGBBAe4HaJ/f5C1wKCzgQaxDYVVfp7eAt8ACsYDit5hAs5ATJzkRnCJrVvJsk7wd0mGZsI2uTNoEk/k2AEkQmb5AknxUMHYy5KUSkIQnYG3YQG1AjOwIgAXsnARATBUJkYH4sGVY3OpMM/meKSE/mLMND8xZComGMgwtLXolEjFLwAYqlOtOKlA5orRopevXqsjr4ZGwFsZkX4ATC2q4KJKwk8xgIsF1BUqBVDlZBUXZieXDwq4m9mKWaBFLDLIm0XGKwAsgpVckao5lLPotB0aMKYAiABZJ84mZhuthJYCdKqCSnJ5wDAYZbKORXAIJQ65EWxoAQRHOkYRgJpuwmdkSAAC5rKYF8nAdjolSV0R5qHBoWjhTkrNMEEUeY3sDpyWbApRTlLicFa4TQVKyAvCV5F6IHSZpvwjSh9MwmATgZVI4VLUybCucHST6FKGuaPhcXxRJMIAnQCPnOEkbngW8eJK2M4pt2zrrAMYMkYPxAIu5LFzvHmtavoH8IlduAFxkkI8MkxOsTZ2yt1vgY3sMYKsIwLUUicKobkaMew67TNH4He5/EyAumYgDYHGfuM19tHd5uNJdaASkSkcVUU/vuKwIIJDxbAZGD5oalub+VVU/tuFUXw6RBY499li78847be3atXbRt77NdyBgWZ6nIoECV27eYl9+4fNw+iO2a2qS74Ik5Hi+HqEtWZ6TwXTaBvuyto0cWu+85lr74/e9z5YsWfIIZzy5Nh9MAEs9L9UK9rWbP7/PCMr5NEQupflFzJWVg2v3ATfzgRQtbPSKZFX3L8rj9GQsypPVA7DWAFy97lnv3AcE/ccNn9vXpR64tG/D3jf7A2n775//WeBHLjW0T0Lxt878XZPE4mMpRw0da0eddSxAbxUpyHvdPdqw89Z9+cIExt2+9af2G8c+/7FUt6CPUb47saTcWEvAichTWt2D++TGBcfCIoJdcrhiaCuIQSCQxtK2gCJyaWqxjmGou+DGGBHht6ajcVdHMbBEGI8VUa5ACy3Yaax1ier5K+knSUAxwrjADDEBXUS6BiRVTF0tBiZ9I3S9tuYKGqgoAR3DHhdVz7F7r8i4pOOJjOf3rdtSLRZyqI6nfpUA+wTMNRjLtQDqi7eAt4C3gLfAo1tA88qFUjRPkM8IruTGqwbBlE5KUA0UG1c+LZEKTk5WyYcZZ4IE4ml+FSQgsc2r+57xwr3XmEKABuze/NSYjW/abqcdNwiItdr6USFQUIZTG8HXTOPvpvHNpF4in1hjmKSTq/iBRfy7JtdToIdUOG67dYetXbfCVjN/dqCV2Mo0MYxPJgBOYy//0D62EjQjT0vMMo1tArAkLS9gTsOXYyq7wYyRjT4KePPFW8Bb4JEtoJxYvngLLBYLeBBrsdxp309vgUVoAUmJadIfj5PPqQLIBNtiaKDfdo/nYTQlbGQJnwejADExl3+nCXBSZnEr2Z9EqidMIluQCSbOUXJIlZmgFyuwp5CjkvRYDZYQBBwm8qwXMbnvJ+/V1smGk+jThF7ydHUWZYuwhRowpJogHC56jmg5AVtiJVUF6CTjLC7VAWTiLFCJgSXWFfJ5yJ41iIzD43AMB03yw7SjRFRckmjyCkBbBUZVmLbXYDVVxZoS64mlLC6HcyLmVpn+ZZxMYTcHWwuwh1xeXEcAm5a0wjg6hbm8LV/ZZzWkI+owhwIAMGVAumxf2IaGBuz+zRNE+iMdMTPhkJoQi3kRosUFMKntYjcpcr0OaJBEslEyiuBARKOLGcaDR1vaLA52kGkcHhmgJ7SbfFJVpCskGScbDQN4BXGIcrkULDlsDfDWhD2XhkknaYwGzC8RBWKw16aR8evrCyBHyPZOHAnEJHbskDepbNvrCdtVD9lUaRYbZnB8ANtwvHSMADQtLkZgnTXVHprWqFfZBhjGvSpz/yVfmCW6voF9Yjwjs7OzPB8payBpGELCQ92J5gDpuLYFcLYyfdwz6qSOPHU18L4k9RGGjVaqlsGyACXpyyNJly3Cr+Uh6fKKFSvcvbrtttvsve99r12LvOBTVx1FNGnEnnfFlbYm22d/eubpduLQMJKCGZ47GDrdNV7nZPfAhCLf+V2AV39zy+32lfs22u9eeqm9//3vPyRtPtyVHmwAS+1fnlsNKJ2G1UleOcoVN/09gM3vkS/uQebOdHHcbn3gOrdf/xwLA6hXBL70yjSsLrcI4xYujPvwgGN49fY/mf72mFZq87MAgHpMJgENkuz7ZUXA3+Mpo7mj9oFYtyFhOB/EEqNKso7KebVy6BhbM7LOJvK73D2ZyO8GwKrYG8/9Qztu2VPd6zdPu8i+9OOPO9lHtaFYzT+epizgYwlawOsR67YDO9vFdgMUaQFQoyGxEU4GmNU9t9gmqVsFMkCxdhHh7hgX4KDRuBtg4X43GN90u1xACOOgYDFGcq3CsZCnKPm9x+o47dOqHvMKYUwudyS1BYis1wKf8nVJ2lc7Gam1+ufeC1TTaQyGXEtXEphGYIiANs1zmAcEGdtCSBBqkZBNnM1IKyBM9THvaPO9mg8au+r8P94C3gLeAt4C+yywECW5GFbwY/EhUYtQEIXyAAvwkZRshOA8sZoc+1aDBAATYRLd8YdxSNJ+Cjrs6C/ntvHZgsjNtvDzmrBzN91KHiz8meXLBqy/vw+pd3JsicnFufJ3dW35i7lcxoaHYGXNVmwWdY4ivmQdSfsZxsQ6jVJwRh5ljTt+tsVWHPsU2os6hsZLjYMMY/JvFUgieUAFZ0rutqt2Ib+Vi9C2Fm2XX6pRtIPDJyaXwDiEf10f9t0k/8ZbwFvgIRYQG2vjxo0P2eY/eAscyRZgWPHFW8Bb4EiwgFgwvjzUAsp3EdWCj2QP3AIO+Y0AaYAUrMREfuVgGoCIhR8cgRDyfmIQxRMpJtOSUSgzYRd7qcvkkng3AWwASTo2bMksIBf6gsozUSjM2XQN6bpZLTQhJ1gqu8hnLVjVqjCUADVCgDUNEC9J38Vg9sSSAGaAH3UckST7dF6ZY5V7Q2yQKs5FHkmz/v5+rgvQwgJYAjCuXFZurjqRcUif0a8mi1NyXqSlFyLaTVFyApW0L01erxKsrgzSezPkt0rCMhPg0uRFUDaSg2VbMtJvK1YNOYdBObOUi6NeqVpfNm4J8ktt2z6F7bpR3hEYZcEAIBtsFjk2aRgruyeKTvtcDLMYTpIUIRSRp1A6gXeS+9PCG1aD3QYwB1g0iRPkZNtY+ZPjo/xYYsoBC9JGZBE7RN2RSyQGK0pyjrVq0LIDcRwngCQu3IblNZevudxccrYa2Gp3OWw78hGbLBad06OoPbUzRx6jCvYoFku0JezuRwqgrQNgJ1lBRbbXAbeCvNd+Un6hfFG1YhBKFc+FwI46wGYilYLFB7OLvGBhohTDwZrFkUWsVrr3dOkgrZ8KwILLWzsC4wxgcOmSYSvkZw1Mzj1/D306/aeDbYEEzvczn/lMu+aaa+ziiy+2H131bbvmTz5o1/5ig73/q/9ub/zu922Q794pQ0O2fnjYLli1AiadwCxAVn4TJri//3Hf/Xb97jHbRi6zD3/4w/aud73LPRcHu62Hu75DAWCpD/pdPef4C+27t/+r69KW8Q32oa9famL4SD5vM597jKRen9ctX997a0uyK/a9ny1N2jdv+ZKdvuZcztlu/33nf+7b92R7E+M3oFduvP8HtnxgDWNN00n37Zze0ttFwIKYgQ8vPVD14XsOvOXs43/T7tx2o9u5cfcdDkyUZKNykH3rln8CwC+5fcqDJRArjlzhjzdc5dqkHVf+7B/smcc+D7m9ARhZv7AdU5vd8fpHLLojoQjkiQiYYlGt6dhJDFYMWA445TdA8ksugl0sLEWvM/ZEQJw0vmpMlXyu4CMBVk7iiE8BRcFrkY5FQkVZUA2fmVMwzguU0mJhm4U8B2QxJml8dWM0Y4LGUFUWcC8+uDqIuOc4N/bougKimKMEBU5xba0Gal7h2sl1xdgKcq0ov2NigHW4lo5zC5e8izD+qq0t9VlRN754C3gLeAt4C/xSCywkiS4F2tXx8eLhND4kYBbjUhHfNBpUPmJJrpPrE1BKHpXkcSUpqLGlTUAkb5z/pXGsLclB0ZzcuEV+5OndNrtnxpb2w7RCVUNjhwIh2nt9ZqFeCoiU/ykpbkni92Vjlutv2Uyxw7wCP5KxDEIXfja+GGPm3XfttmcXZqlJvjShGBqbcDgbjENh5ujqR0DgFu3qivGyHd9V124SQCiZ/za+l0A6gVjdHLb4hL/0jvkDvAW8BcTGOuGEE7whvAWOeAt4EOuIv8W+g94Ci9cCSryeBrCo1itM+pMAOkXLkXi23kzYupUpFpOUIyKFE6BJNIwopKtaksrjsxam6hXAC3I+tZAMTKc5DynBCEygcrnoIsqiLFbVmaQLPNqwcQYmU8CqTP4d0MIUXRP6that3OKUcmAJWGkDcrGgKJCFemMAXA2BaEzYlexdoInyUWkCHyMfVZk2JwB4mN87yT85EcpdpdxX2qgFrrqkC3EIxM4KDw7AoiIvFE6PwLYGHobANi2ezc0C8MDmEq6kBL0h3rRgRyk9W7FQAkhC8oG2DC9Jc62mjY2V3CKd8kfVyfFEQBx2jJKLinbzfna2DAgnUAwgau+5QWynxTjlH6NZyAPKEZE0IGCf8lxxzTbtkhRiiDbJJv3coyDR7ln8mCj5QzgCEIxE9LyiYpoBLnTItSVZizJAIOp/OEYdx6Zr4Mg9MNmxPVVsz5m6ZhxZDUlEiRHWBfrELsPRwiZazK/AthErToCh2i0GWZ2IwzTPQ5W+ZZABnC1WrI7TVUJmMdFJEekecKy5JnaowfZKA3qp41oyjCExmATYGkkSeVglT4lygcGkq5ULFkCOY/WqJa6/i/ebePh7/ulPf9pOBcz686//p/3VRW+0C0873b560w12yRc+Z9uReLz61tvsE7wiPKuS9BIDQuw7PR8XXXSRvfvd77aFJCfz61hQ4N6hLOeccCEs1Pv2MXcECggI0Wt+iSBf88ozLnGMoN72fphYRw8ft+/Yn973PdNLJR3vs9UALgLGnmzlaavPsR5YdR+g0oe/8Xv8LvAjTpnPXJss7D4oXVs5eIydd8JL7Ef3fMOxTW/edLXpNb/omGcd9wK3KZPotwvX/44Dr7ThQMdr+wkrnmbHLz9Nb5/0RfkfBUIFkc9liCXIgvyGvNePuJMx4v4o4MBJHzEGBTlei3e6a8wKGPs5F8CoG8kuLpai2xnLqCyiyHUWEbX412awEwNLARxBxhV3NgOQ6gBHc+NQkDFHbWlRPwdzrvZzbY2LAtjEoNIYz2+Sk1Vyie0Z+XWsxkeKlgE5mOuwaLn3fIFees4kGqy2Bgg60TxAR4cZp5yckzvb/+Mt4C3gLeAtsL8FFqIkV5sgihJ+XTTNGCVJCgVcoCYhXzSWyPBbT4ChRhDGAf7HRxQYhKJEB9UJAVca2zTOyVNUkAY5oWulGZvbttWq+ZIlRvoIeMDXZcypVFCQUCVuRGK0YVsdPwjX0M2PBwcy+FnMmfEbp2ZrgFhcV+MkfyQBX8KHvu3WTbZi3SobSiqQsxv8EVZOYiT7JZnLO8Ap/E2Ni5zYJrhRQYWSxBdDS2MhDXUBJ+ygYuR/PYq1/6PqP3sLeAt4CyxaC3gQa9Heet9xb4HFYYEaIWIFZA8EzrR5P12oWy7RsYF+QB5JKuAICGFRNHRdABbARgJJuTAT/Zai2bSIxKR7emoGYCZuRU34k2EALkAmIszYZZt3kpOpyKSeSTfzfDcpl7xPA/aPGHItclrFmIhrQUygSVxADuelAZIEdElSsEX7FE0tECui6HAAkhogTERyQtQq8EdgVSIRoB3UzaReC1dyBCRLyNoWQFsSQKorH0GFOCQ4C9QtuUCaQB1Rt00LeJIRjAK8pDinClgXUtQ3C2fZ/rTN5AFwWkgWAhApH1edOsUmE6BWJH/VIBKMMzgvtRb1ETkn70U5N5SXoy6ZPYps2wDAwpWCVVYH/ArbwGDWJuYAw8SAAkQK0L4kEhnK/xXHkEmQMYFOspfYacFOxPKllvXBJFP/tejXxCHCUwMADMCAq9kYEoKT1RjSiuQZ45wYnloCB61Bu7RoWBawhzOnSHT1RdKRTe5pBydQ0fK6tu7NrumSHZPjs3PEgpZJAlZyk2L0S+BXE/ab7p+cuzlYd8rbVQSUS8HQkv2kGT+Q1aJkjP4ih4gUZCyTsTAAanFizNnIGcb/c1gskAVEFIvqA+Szuvy3LgLYjNirzjjTPvfD79mlf/zH9spXvtJuueUWu+6660haPWOjo6P2nOc8x0WwCcjy5bFbQMvqrz/7D+y2rT8x5YKaKvC8zysCbZb2rbQXnvY6WwEjaX4R4+jic99tX77uU7C27nG/g2JRroLJ9eoz/gfMpauelCDWmcc+1+ULu2bDN4lgRrqU35Aoi0TnrLvQngbT7CNX/j6/Tx27d9etjp0qgO/XLWJZLe1fZd+HwaZ7sHcpiNwZUcdue/6pr3Hve9c58ynPtb7koF1995W2fer+3mb3N4GEqtoq0Ev390goCpxQQIV++zttFs34Teg4YEsyfMwHGBNbYkUJmMJ6QcaQtnJeMiZoTG4zpjkQibyTWmBj+HKLhmGeYSeZxLkdwKw244oDt7iW6gnsBZF4wxjFwiLzjRbjiKLlNf5rnHIDOOcpWl6gUyCITG+wG9yiRcuArs1xaotby+P6wGzu+pzkxhcxrgJunKQ6xqoOcwrl6dJCoRhlEcbFLoPsSLibvg/eAt4C3gKLwwIKVizky8jg5p0cfZAxQf6IAiLT+ELy5+KohDBgEYCIcgf+VDrV58aStvPRGC0YV4KMOZLH13wk2WikBgAAQABJREFUj0rEni1j5ATGH84l3bgnfyhEAIYUKhhUuIa8Ls6l/hg5khUMKRaXgidKnBeLFSwqdRAGQ8X14RG7AMotD0zbIBL101LE17iG75xl/lMnAjGKpq/yMY/2MdZxGfl2iu4I0KdekIX86irsLcm/B5k/NWhHW9GSvngLeAsc0AJeTvCAZvEbj2ALeBDrCL65vmveAovdAmAJ5CUCTAAcEWMnAzgVC1Vt+dKUm8gz4wc0gZHEglJXOojFI6KVa5LkUbAboFcTACyCzEIojMxfH7mXAJEK6IHXAZiEYE3OtWwP6WAEkmiRKYSDoMg3RVEHWTxU/ZKv06JXAwdCEneREHJzSA7GYAxFeYUBdLRgxgqZk//rAxCpIy2oOlosUCnnheSBCA0nfwl5tJBEw1dxRdJEIcCvpiT+WKQT8KUovW70XBdQEqgi0EggXosI8CA5vOQUhXGCSuR6cgwzvIkU8oNzc0rYiwNRK9Ec7EEfJfXXCSALgVkyGZwXgKVOACCN9smGckRUXxPKlpyZVAqpRZwU2UOLhnKIUjGcG2zqJBiJfk8qv1cxD/sqBeMCVlxtGhsDwgFGZQGQgizgRXCWpotNy0SJOOQ+yE7E7zkpxul8g9xmZRvHSWpJkot72JVTgnlGB6I4TmKNyZnD+LSPBTw5cbSF7juHKACwJmBLC4dxGHZUwLWTjjXmpKdoo5h0DcBDLba7W8BC5CRShqsH0KHnPiRhbVWJdpeDpXpHkRXcPamFT+xRB+Si33rJdr4cXgu84Q1vsPe85z32T9f9yN727OfyFATsrOOOd+DVm970JjvvvPPc6/C26si8mr4fpx19lnvVyGswUxpHagZJ1uyoY1Q9Wq8lvffmZ7+X3466yxel3E09UOclp19seu1f/uBFH9t/077Pbzjnf+17v/+bl1KXXvuXlz39zabXgcpZSPXpdaBy8qoz7PJVX37YLj1rF5z8SgcEiW0VBoQYzi5zvyM6+EOv/eeHnXP+Sa8wvR6t9Gz8SMecetQzTa86kqjKvRULJyyXHt5nz/3Pk7SjXuV60ebK0y44Quw4MbWOFPCq12eNj8oryYgPaMV4we+9XhFW37RUJ8a0pHNVxNriAwzcuIZ5d9/aTvpR40l3rJfkEYeweAf7lv+ojJf+ZyBg0U8DBrMAjiE6XtHwHNvNl8k8gWuKCazgjy5wxjGOUdUdczV2KthEa4a6Dxo/NNoqv5Vyfapubdd+t/DH+Ktri0WuXF5dhI1aGAcFgLlIfCSTPYilu+uLt4C3gLfAI1tgIUkJqpVi7JZQhwjji+ZRzWjg7w2SR1ig01wThQ2OqeO7ip0lafcy/mSZoMxohBzDMPEVOKkxRwoXUd43kZIvzebJsYy8PhSnMHKE8oPFuMKhYqwiiJDPVfzn2Zk88wkBTAr6I6CPF26Ta1MEf0rusrw9jW0xqMw1ji3OIsmerxpepGUzCWQP2zZTKCOrDxjGuKecwgMoa0juNiAAixrUhzBzwQ5jZY3AwCpBkC02lvinjG5hJpGUKXzxFvAWeBQLKKeflxN8FAP5XUeMBTyIdcTcSt8RbwFvgf0tkCT6eFkfQBILPJFYHUYPDBryQsWQhgt1ao7FlC8iKchCj2TxQoAmDSQbJEOoCX8N2Tktzir6LARCMTMzh/MghpNkBdEf57j7Ns+R4Bb5PBg5+fycYwGhtOBYQZKViwKONJmka1HJAUisL0lySKCWZAfdAhrvq4BTWpwSS0lF+abKyOjV5DRwrha8gGGcJnkDgEs5o9rtrkygwCPHKmJRTQtpql4ssSbAihbO9F42qHJeFKaXmEXSP09n6IOiz8swsACwlC+sAsOsBmjDJbEJgBl5n5p8Fiiml6LX5XLUiSZ39YjdpQU/nCw6w/UAyXjvIvp0LJul2R5iMbUIuCR99a4kIwl8uUi1IqCnY5n+hE0DDvUnsAvnSNavhe1Cyj1FBKDsUKxpgY77MFez8WrIppswv8j1IinIOP2JavEOyYo2kYha4tN96uBkaXEwJLAP+2rRUgvKdS1lYn9JQElGrgq4Vw6iC4/tSzhQOXKRVQEEpSEv9paeAy1Wths4VziHWgxUhGEHh09yj5KQEkim6PeVI0gWYkctYGrlsYjDRst8OcwWUD6517zmNfbtm3/uQCxd/sWnPc3+7713HuaWLK7LxSJxxwh6vL0WcLU/U+vx1rHQjhf7SrnBDneJ8pso+cDHWpLRtOl1JBeNkVoE1G+yWMr6veZX3AVZaNzsMC5oTOPHHDOIIcV+xn5CIHh1o91DIEs6psOYIQCJA9wYq/HcLcYJiGJewDDVHYsZg6uzBRYgS4z/e1lXLNzF08qLSa5MxieN6woWYRQBuCJXI2CT6pbsErMGxhoazLgpmUO1RLCWLtoFpJib6FwWCXV0iDkPH/f2g6P5oBxdAtVCjO8C63zxFvAW8BbwFnjyWKDOb/e2B6ZsqVi8/JYrSE7hFgKkgJYIPizYDL6HvDONBBXeTc7UULQgrzIg0vDQIGoX+DEMLHITC+UGflTFqoyDkr0tESy4g/zHbeTlVefy5QOO8XX/5jHbunXSBgYSMLGiNj5R4ryqGz8r1KGxhyEH3wgAjGFG+SYjOHAVFDtm8Oek9tEJo6yh8YlxNUIgJV3Bzybns1RFyPEVxTfUuCo2mcbnRluMZwUcouJBW/Mobsj3TMQFc/niLeAt4C3gLeAtwLjjjeAt4C3gLXCkWiAZj9hypO80OV+2DBVuotOBiWDpIKdAVHW1XoXxRM4jIrwUsdxmAYnlJICbFPmjSkycidhGgkcTagFCUSbqyjelfFFBJupFGEm78sr9xEJVHpkHgS7UEEtIVg9JBxa6siyk75mYJhdX0uKi8rAA5jTJAdIkW1Qhx5Ik+YJEwuUrReSdYCVRXwTQTHmbtD8I0JIvcBxOQLtJro008niSxnOAEmBboQhbSmwxnACuUSPKThysBP2XdJJkBxvVMsBYgj5TB/ml+tE1bwLcKFl9WF4IC2fFIp8dWMZ5bRhjihZvwt5iAU2a7Bkk2qZnCjAsiPIjP1icfGHKrSXQT2t/deqKwCwrCeij702OUQR5CuBsDu12FwkPC0u5wCQ9qDxlfWi8KxqvSj+F9Q3DQkOr0WrcjyJstXCANiOXIUbbBOwrluysCKg2NlfmHGAi+qwFPTGhtIAX5p62uU+C/EKsJDbY3sEmWroL0TaBUVXkEaPYu0ZfFW2oCETlEKsR8VcDhJMEY7OFLnwnTNu4lwItuR+SasS1cguY03NNG0zjMNJmqnFOZQP0MJ0CLMON7EtHYc3JcdOCJ86e97+ekJ+Zl7zkJfaJ62/Yd+0lfTk7+eST9332b7wFvAUWhwW0wKaxXChPmPHHMaA1NvAj3iI4QYuBYfa1GSMcK8uNGowcjGEax8TiRReJIA2OJ7iByrRLVCiO6Y7tboxjIGvDZB7ftINo95JVGKu0aKhADAXECATTWJRAJjcznLWho0Yt3pcGvBLyJbaUgC2q56IdWL7uGnzWOKXxT1KFknSS/JILrmABUAEZ3YANtYPr00+BZhp2VG2bMVrTD7rmi7eAt4C3gLfAk8gCDngqIg9fAKhKK/gCIAhvpIUvxFDm/C2xl0KdhhE/h+oHeaAJ0gilorYHdlUItYulibQLwlOQ4zTA0PQsEumMETHGtYkJ8hvDdkoBFFUIupNCSH8ubdu3z7ogSilbbLhnjHGMIEf8oOGhJIF+CQJDYYfN4gvSljryf4yebrzU8BggmlMBf02ke5tI8Ibi+NaMW5NIt8cZr0ppfDP5RgLX5GPjB6s/NfxGSdszFOMrdpycvHzuqHw9X7wFvAW8BbwFvAWwgAex/GPgLeAtcMRawAkUhJI2OBIkb9W4ZVNa0qlbEEeg2QRqgClVLhEtRs6oCIBRAnkD5WQKjs0xFQeAYCItoCYcInktsgr9fbBzKrB26jFAGWQWSmZzDUAjjhODSlHSJcClEAtdWi1S7qomSXKXAxjFAGpqsIuUq6kpRpMWylhsErMokkghjTcJMyplswBSSY6XJB4rVUS1US96DZK+UxSb2D/NNowgkBMtaglEUoScIuGqZZwS9ieoLyiJO9qlaG4ttoVgRyjPlZhIyoOlHGACsLQMp7ZXymoP0knIBqrvUYFNAEs1ABwt+MUTIZsDSGu0Ey6vR0cAEnUI5HMyFYA1ZeQfovQLN8ZJ8glUSpCnigZYBIaUFvgKM0XLARJKkiIGMNQHA2z7zhnsE7FVI1FLkQh4W4F8U1VkCeNpm5rM0/d+crwgUYFqIHfILdBVcbiiyPlJ1lF9cvnJsHd/rA3YVeJakmjEqRJDCokLRbG7hMEC7NgeVu4x2l9GTnFoOGeTU7NEAUYdw0yqHJKS1OJkFCCwViyyXQuGHC8AjOvcuiVvxyyNWzoBewvJqTIOZJl7ny3yWYw0Ei1L+rEDmw080zmCGMKXw2yBZzzjGbYEILlXpshjduppp/Y++r/eAt4Ci8QCLp8Hi2ViULPCxgtAyEnvasGMcYzxVuMoMRP8/usY97/7J4IMISOkGxMUmKBclJLtE5CkYBUG2G4gBfWUJqZs+933WQ25pqFMN1giwJjfqhGhziKdcnQ2GZOz0bxNbBuzTXdvt+NPX2PLjzsaOWNknRjDWxxPS4RccXe6oJZQqG7QhsZdAC0CS8TcCjPWufkER4aUy1NBJ5wWIqiGljKMwUATkMXYpzHYF28BbwFvAW+BJ48FFNQgRY4m/kwSv0S+ldjELsSBsaJMkISYwAo8rKBE0URVIoT0bLMhBQl+92FYVfPTtvmBXZYeHLSQ/FxeLZwq8CFbfXTWRoYz1k8Q4dTkNAGLBFMyPiaQSz/qqAFbhgR/msC8PIGOcXyedDZhD8DQCodm3finsVAjFcOfSMlu/GrRnmZbYxltBfwKEbyoINAAY2uTXMiSil82xDIkY2dL47AcR8YuBSxKzlc5leUnxgkyDTHO+ZHryfO8+pZ6C3gLeAscagt4EOtQW9jX7y3gLfCEWaBISNrOMuDLNNrc1YDNMCEuIx+oiGqBSkrurnxH0bhAKP5yvGLJEvwyKjo7mU07MEWLVg20EmoRkuHO1ZENrFudSfeuGfJH7Y1ak6RfjUm/ZORijTLMq6iTmSvOFQGpcEAAP5QDq4E+AutJ1Ee0Ge+qgFUBOSaAJcKb4jEAETG9OCYsaQbAK+W5iuKItBVKzaJZNJK0EvlmEnFYYGBdYknVODkuoIYTSzCYWL8C2Am7+qYB6SRrKMdAUXtxHAg5QOWy8miRKyydQhsd4AegS3k+QizwhUIxwCpyd7E9zf65uTnaGyYJcN4a5A1JAUoFOFZAWAPGmqQIYzhQNbTao7GUc6QUUR5mUU0AUJM+1HFm6o79psU1gC0ArtlSERAubEP9URyckm3cFbA5GG6SJKSrBL6HbDd21j1Qmxs4PLM4NzEiDKOATkVAvyHAvxjsshj2qXJNLRT2pzifcxIAZZzIPVCkXwsAUuBXwt13sb8UmT42tscGiISvAEyCbRKZiLyk7gvgV5X6HUhFNKPAKwGQ7XqNfXHbBZiZ6rB4WajzfHX3b50CkEP3va+/DwcPVhrOW1NOnLxQXw67BUaXjtr7L/9Li2b73HOwdPVye+a5Zx32dvgLegt4CzzRFiBkgzFL4z/wD1HoRKgzZoYZY4MsCooRLPZukO0txi3lktKKnNhOLu+U5Gm10sa4IhlADS0acFsaA4g0l0NV3LXDxu7dbBHGiFQ6YgODSWSWiJAPMW4jmxskf2aT8+fKbds2yzjGqBqxqn3/G7fbOc9r2VPWr2VWEGfwV44SydMqZwnzEi4b4JoM0jQJUIqxlqYRqMEaIL3RAbp+mzHO5eDSQifHOkCLAyWn66SnhGb54i3gLeAt4C3wpLGApGMjjFEKUugo4IIxoMHvexNgKIwqSBvASrmk+KW3AlJ+UdhaReebwXQC4Iq0d9kY+2dLDduya86OGknj25BbC8Cohb85OpSwNWuHneR8PE1OTHyqCgF+2WwYX4ZATgLzRlcM2zI5TFx/bo5zqb9IMKHyIFcFWPFScGU6qvzPZlPjBIfiB2cBvNIEDRL1gQoGvhDjVQgfrog/PQEjLIk/priSNuc3UAdRLmiNp03Dz2LcEzPMScHr2r54C3gLeAt4C3gLYAEPYvnHwFvAW+CItYAWqyT1V4P9VGFWHRc7R5IETLDrApUAjBIANUIyWPNBuxsJPkATgRgtnIMqwIXyWCm6rIPU3AwyCOSmZQEq4PI7JTi/gVyCIrFTmSzgi0AR5aEIdCUHWTwSu0dLZn2AJNVy2fqY4JcE0hCJHWRBieUonBEtqIlh1bJskkUvwBXJAyknl0AloVuKipOMQ2YgTrtqtA+mGP1q8DeAbITC1NjtmFuSJlRGphYLWgUaXAeASwAUKaqu0Sw7J0igmphcKQAqLXSpfhlGAEwTUEqSfyUAtywReQ0W9cQEa5KTKookRauqhTUcIzwPgWySaQopLxQLbmEYSMrlpUTBcroqAusICy/J3jCnUpm0s4kYUG0WANW+JMhak0U/5RRWDg+BVWJ3KYeWJP7qgGb/j703AbY0q8q095nHO+dYmVWZNTKIJVDaBqOoRCuC9I8SaiCOgNrdoXYzqdigNmGEqN0E3SK28Gt3hN0d2g0Y8CM4ICiDIiBYxVQFVVlZmZXDnc88n/M/z77cjKxSsKrIyqFqf8XNe+53vmHv9R3O2mu973pXGZk/ZQB5nHE+ZeayQcNhZQH7gFbqsPOwuA/JR3uH8NBkIOaZ45T5xaooZuizMdHnVkKC0aCrACAlEDgjUBsyhyFMRqUahzz7DMBejwor5Q8FE5ks5yFNyXktGycjHSmA5VysfMvC2JdDb2VWHVlCe6dNuU7aLo0F/Bzd/O3POnfzm869Si+SBZIFHk0WsNpKKUB9ZaysooJWUEowyqpi38+wPsBr0Ihen4+zwUNb/SzTfIIfMo8GKTz6Z6/DCfwydcgaY6sTTt9xImTwUwvIB8/P0cSeSu5FJHk7VGFPYbEP8aFDSn0HLEN6I/yE6wdKv6yk+ov3fZ7kYy085uajgF4k+1ivjPFnYlcSImK/Lny0xBBWKIBYkkTKVD+bPCSJiR82ASioZZW3g8Xb8Te/7f/lUsIJpC1ZIFkgWSBZ4IqxgF/bNWIN+wkTzIQu3/OjPsQFek6N1e4jNskJUtHnim/+CGgpYbuNBGE+Q/8plCZqkBpLkCXbAFAnkK4fEXANiHuG/Awk6RHL1fYgM0/sRzTFPuO/OYiQhbC0tEzBFPLxyNJvbW6FbWRItja7kPRQ7tCv4qMq+Bil361khg+CXy2E/XuW8KbQHzmmTxyWx9kqM9/D74XODIUN+g/X+6EqEMc9JVoa/w2JGaf8VBizSicSDOcWuGjakgWSBZIFkgWSBbBAArHSxyBZIFngEWsBF8UCWKz32ZTeEzyyTxH7AU3yJJMENAosviOoRKJIiYUMAJLHCFTY26lNpY1ASA1A58xGl4ooZPc4tqccA4vzAqw4G+8qAWTSXGnCPNdQmnAK4NQDHZuOWlQeAcgAbthnyUSZPZRKZss4r0CSLIItACgZ9vfoC1Wh2sk+GnNUETUJMhANYhbMA2BLtSPW+gQM9qziNUHM3pWFCJjIZpNVrnyS740BYQxSZoA8lSqsceY1Yl+JJF6BIKFPk90igM6Q4GLAPKdcM8pWAMIAhZFssx8UyTcSap0+4Ey9HsZWKjEGe0VZ+SR4N5PlDlDFRPifcoyMV/CL9/LqG7EJHhZhpSs+4TgmBDMH0VcXuFPyT+1zMo2x4kmoSXCozz3H3KeNNIWijSOCtSmyjsoFClSZhLS/iM+4TLWb4KPPz0q0AWxB51KqUVUHcKbEkrIc9u6S0ehmRZcA3oj5OwcbHVuxxQck2qZAhNZDelJgyyRgH3DR12PmuNVsIdXBWNhfgD0/9DVznpubY35T2IybgHZl3k8BWDR2+idZIFkgWeBSWEC/SUKsQJWxvkb/IEkkwz5BnhmsdBNnflNnqZ6SUCEIpBzfjsQfvlGXwfe7vk8SCCfyg8gtcsPb99wbisjHHoXRfviqFXqK1CIYJWGjSUX22lor3HlsM0xOdfHrAFgAWuO4jpCQQuKOavH3vevWsGelFhYOH+K+rCMgygiu6dAiqMb6whEqC5hjfMoN84aOMo5zRk8UjxfQwj3xPr8ZpmNllrq5tCULJAskCyQLXEEWkNQwT1VTHiZCs0nsiqTflDhqqnQE8ZLxXwm/lDWmNRbVnxh/EuvMcFaqUgwBpcrEV12qgMf09M01UK8gNkOlPZw50wpPeJzS8VyXc+1RZSWyUvYTlTaI93LEbsaKjWY/bABgbTWQKESBxJhXeVuJkN7LvsrK7OZwQFL6iihuVJAprHNtiRn2nDQOJ0ymemsWVgHe5gHj3GdvyiHxJFPAzTIGpiegpWKJaiFXwvbOd74z/N//+3/PDfWHf/iHw3d8x3ec+/vkyZPh537u5879/ZjHPCa87nWvO/f3A33xIz/yI8S24/CiF70oPPe5zz13mrH3nXfeGW688ca474tf/GL45V/+5fj69a9/fbjuuuvOHXs5vnjDG94Qbr311vCkJz0pvPKVr3xQQ/xKNjn/Iuvr6+HXfu3X4q4XvOAF4WlPe9r5b9/n9YM59mI99/sMMP2RLPAotkACsR7FDz9NPVngkW6BmOhh8W/PJP4BTCCrA6Ak67lKA1t+sUgmEYRMnPTq6XgQprLNAHtMKpk0spKnjBSCMoGbmxxDAsn3lM/LA3IIeLjo7yGroMTDTACGhXiWnhnzFRJNAkGAGeSbYg8LJYK8MWFGTKDF/BOJtBL3USJI4AbcBrk+wRbAHn4GBCoCbWqMb263uQ9JM4KTAaASUQPBSZ9eUgBegCtWcwmizbhhH6BKhnmFMTjWIvMXbBKsUnLISqRel0CGnlrdDudyTVnnnBSDotmIfWOO4T59qrKmjH3CNedq1XBycxswq8z7jlEbUnVFoNREupCbxUTgkPFWSBi26Sll7myOQGWGXawoswptAhhVIsAx6DEJ5/Owyky5pDFAVJUeZVMCr4aVVsxrRxqJZ0dPrWYTmUbmVuTZTJh/X6AKNGvC3BZhv49g9A0A8wyqJtiohcRilXFbNSVIKdBn8OU9BSoNlmbMRZsMAbAYTtSNLzM+bVmISUGePvaxIsvPQJEEoVKDWWwqaGj/s7qykMxn1GnBnCyFqhV4BI7eJ23JAskCyQLJApfGAkoC5vkihvax4+9Jju0APiTQ+H7XJ2VZB+gzlOmzjklfpHTgLv7DYRwrgMRv9s/0xfjn1upaaJ9ZDTc/9kC46cZrwvziXKx+Fhgb4QMW8JVz9BSRcGFVFzrH+IWdxvf22tLfeN/N7UF4//v+ITz/xSuhTHW3fRhdu7DKYHyMh2OswIqSgfhX39N5kXNkYz//TfFjAnCOz8Sgc3YT0HLsaUsWSBZIFkgWuLIsMCFukjjXAkQqEO8UiGcIzGDhAfbgB8Y4LeM8K6KMOSUuuJ9wJ24qS0g4HFMqNeAaecCwHCRJ5c7vPdOG5KdMOjJ+VGLB5oxygiplcJmwOKcE+zg0+Xtzu8dPn5iKnlsxbsMPeofoi3bIlTnGsL7WpPcV4rjEl1XIjTl+E2ziM4mbcIQVYi1da5v+yl3GlSVm61BdZuzXo3fWnIRLfBtvQRKBRFhhrlfAJmj03ve+99xIy+XyfUCsD3zgA/d5f2tr69yxD+bF+973vhjHPuUpTzl32t/+7d+Gn//5nw/f/M3fHASD3Lz+7ngeLCh07sIX8cXHPvax8MEPfjCSiB/sbf8pm9z/Gs1mM/ze7/1e3P3Yxz72q4JYD+bYi/Xc7z+f9HeywKPVAgnEerQ++TTvZIFHgQXiAh4gqgZ4UpoHbAA6sipnAjiTRyIhAjo0Wc8jVSfT2fRWF6k80ka8F2CsIdHDvrz9pGC4KZ/gin7AIh9edLSgsj0TFtpWUYn/uCgvl2ssxHtU88iGNojgyuzfBUJMMJFFi9VAIwIT/1IuyISTgJhSf3WCBvts9SOrjuoggTYBMsYkM9wKMtb6EcyqRqAMaQhYcwYPjq8apQNNZMmK20ncKVGY51yruwrMX/CrUkX73Eon7BJjHcbASEINoGgL+aNeHxklAqcZ57XbHWQRF8La6gYAkzKMTMrkmvJGTNDqJNnhUfoQIGgOAEhpwTGgYK02FxelI55HlWBmyjPIIMuXL2XC6mojgor1qkHXCGlBAhpk+c60SDdy3YzBGUHPCKCwYj8rwSaqp5SoIK+H3KCMvmxoElSVOW4AOKb8YUcteCquYuKQrKMJQOMsHgp90GAFch1BuEyG58lUKgKSAHKCkQZ+Ao7NVissLy9xEtV72GmW35FclCU/MuHJ+KJ9mC+nh+b2VpTgKFJF16TqTuDNi3nbtCULJAskCyQLXBoL6GPLJs4kHPD9PqNqSjKC3+V+Q0v+gGXB4Pi2hgkeASSOi0lAfkvO0JHbV8v1Ag0b8f0QRqiavvNTXwh7qLS+mr4hyyvL0b8UrDjmmsVJgWvskDRktLdaPRKASN/iy/sDGPLI/XaRzdX3c9Vw592NcPz2U+GmJwti7aw0IiGHSl/XCFaF8QakC0eKD8TnZ5jDLEraQvawlwhECtcZEnhyyDqhBYUfZt74O/tWXswt9hH7Gm/oNS72uL/GIV+Wp0saSluyQLLAlWUBvv4AePhOj/2vUI0gTi3O8f2vz8AfSbqwj6+xUIY4rET8lM8SnxiQ4guEmcbGVsSChJcxxjQWUq7daqh7z3bDqVMb9LwSZ8qFjbVG+NznT4fV9U547E37qSxeJv6j2rjRRUqwS1yHaseXyXmqV8QuzsY5nD81Jor+CfIjMroZ4lK4HGFCP+pcCd/DmPS4JWLUHuTHqIrBOUVitSlVX1ZGtzhvC5DN+LoAucTK6bx+7wrcPvShD8XntCvl+1d/9VcP2yz+zb/5N+Huu++OINbuTQ4cOBD+9b/+1/HPffv27e5Ovx9mC1zM5/4wTyVdPlngsrRAArEuy8eSBpUskCxwISxg8kmZPiuSxkNZXEJS0y8nslgQs7iukHjKZHbkF4q8rtWrUWpvyDkFFvglKrb6/Wz40qk2IIfBgQtqr0lyiPOyJJCU9LMSR3k7/84C2ggiFbJDqnHsoaRMXo9YgiCDUdRqRSqIFsIGAYFBSK5UoxKqw+hIWAl6AKRUAGm22o3QBTgCcwplwBviAiIUgZIGYwBoYYKx1xOVUgtIHfpen+SYuTgBpjxJrz5AiozsUhGpiGwFaUTuSUBkU95yjT5PJLRMrE0IHIqcaEBh2qwLQtZEOx3xP6qNZPpRRcW4TKplkLQQnDOxpHQB8Ue8t/JMQ+67udkMFeyojXpc2yQaVg5b2036hFSxm4xCq8Ho78U4lmCq5zP2+VLCj55aJPZObI+izF/JSjnGZA+wCuDXGLbemEqoMjflcVGppSQGYwZgKhLkKOk3GfWYIMEYz8TkpHYa8n69Ph+GPBOmQbBEJMcmO38Ma9FKNqUvRlyviG1HJAWVDawC8mn3DprseYJDXxs0Glwpd2FVnxV7WQNJbCOo5rWazUbYt3eF6wEQcqyfxbQlCyQLJAskC1waC0RfxXe7EroFk2J8X/eo9LV3Y/TfBYgZ+Ab9+pTvdr+yBYEErab0w4rrB9YAM/2UWUVkhZUhbp46FVbv2QjXPfkABBaqs/FLOa49ttpXAIk1SJST1SezfqhTkbW0UKBfCax6ZHGHSAuS4ws9GPEZ/GqXZOVtn74nXPeEa7kHp3Oesr0zfOXMcUGawWWxQU5hkHhH7gPLnf1WcU8hYcwAzvRRUlMkY2Tw7Z4T1xCemrZkgWSBZIFkgSvCAhIcJD5MAKIiiYHvdnsvEqLGTXgnkvLwH4RIxEKQGqKPIE6DDKmjMDY1PlGGsI//GkGe8DzJHVuNUWgATpXonbz/wEJUwSjzehlp2xK9uO4+sYafUYEElQliMX2PBAorvvSZ+kG8UIyH9Js4H5AyYmhi0TyS+RmcorviOFWywBGN8K0NSJKGvDnAdX3nQhkfyIHG7Xq2GbFtFraGc7H/8pW07d27F8JKKyhJ95nPfCZ8/dd/PTaYhb/+67+O07jmmmvCPffcc58pKQPYIRewuLgYfH93u/3222OsvrKyEg4dOrS7+z6/b7vttniMO72nknw33HBD2LNnT/j+7//+eOzy8vJ9zrn/HxsbG+Hee+/lWZTDTTfdFF9/4hOfCFdffXW4+eabY8xrXPzxj388jtOKr6WlHZLn/a91inWRx/m+c/9Kx332s58NX/jCF8L1118f73H/6+z+rS2t0lpdXY1kVquoHve4x+2+fdn8fijP/bIZfBpIssAVZIEryyNcQYZNQ00WSBa49BaIYAMJqIwgSJPqGxfUMLHtcTQcASiRFFoEVBki/2dlz5RFd2RDg29MWahn6XXxxbu64EHjsEfpPBb+7W4HgKkcqhBaC6VqaMGIK9fnWGwDroCOyJQWTMnNaLDrvgJVWVR7zdUWY78kYB1YbFZy9ZAYKsXeUqNpn+U6QAjJMxnTXZjdvQ4VVVQrZUmaTQlWrL7qI1c3RyUUmAlg2k70YhCxtA+whJ4c5UoVgM74gWAHxrUL5gEBTJHf9pYSDFNaT2ZbSWk/AyGY5BVAtiFN5pk1cwTwYf6NlvOhkTD2ssFvjujH6qY8ybLhsEW10XyU/hMgM5wx4Oh1u6GABFKeyGVEoMJNIhBlj6gBIKIAGKgTc6kDmlExhfRfjkBmbg9VXmi0dyHpnd6CZUiwpQY8xW8w9pgsZVIjbJvjOjaxV3RR+UWGxjFKOuZCA8DNPmRZxw9LsFy3D5kgGwxEbGjvLJOJykByKklJQb48i3XlDpHncIw0O64Uc1TulZFQJLkJaDbgGfZ6Myq8bKpcBMziGdDvSvnICs9qxuekSoIRrDMmIEvzi0xxO6zMLYTiFACP8ds/DWNf+v9DpBEkCyQLJAs8Si3gdzmuDB8N25uvY2gg/KZnosk8/JqMcckfAj1WZVk9JdlBeWDXEjl8pQAVq4TIiM/mYIxvNELz+DFkbK0wVh4JIgdriykkDbN7Y30699LvxEoi/G+VxcO+vXWknTKsBZApbvU53mSgiT4IMvjue09vhy/ddSrs2TcfylSCz/CNA96r4OOLjBuUKpI3rLEW5IpECsg1WX+4s+CV7HcTl/yDz2NS3ONSuCHJHynYfJT+ny5NO1kgWeBrtoD9lttU8FYqkCWJL5Wxt7KnwM+EONZqK2Mcq5WIcIgfqcYVHSLGU4EjVsPy5a+koHLyZfosz/rEwkrn83evn6PyqR/27J8Lt99+MvazKqP80YDM+NnbTlBhPBcOXb0PlUFjSa8DEEaguHML7hNdEtcW4MKPZagEE+TyNd6J+ROHB4kgxHTEa1nJIZAZcyiMFIij6sRd8xUiO4LbLsCVPaaHfYiMBGt5iI0FfnpKj1xBm72W/8W/+BcRtLL6SiDnc5/7XASYrIj9pm/6pn8EYlkxJWj0Pd/zPeFtb3vbudm++MUvjn2uXvKSl4Tf+I3fOLf//Bff/u3fjs/H6bPZn8mf97znPRH0/M7v/M64//3vf3/sNRX/+Cf+ede73hVe8YpXRADLMShJ6JrE7Vu/9Vtj764f/dEfDcePH4/7VF/5oz/6o/At3/It8W//EYizT5fyerub833Na14T/u2//besRVyhICNJmwH/fve73717WHAOjUbj3N+7L6xq8poCfOdvP/iDPxje+MY3xlj+/P2X8vVDee6Xcrzp3skCV6oFdr5JrtTRp3EnCyQLJAt8FQuUAA8qIFco1rG4t2KIxTzgik1iXZjZ76jNQnlCn6wRCawxTOZt9L5NLh072QvHzlAdROKKZTkSdTKmOadaZ12eCR2O7wV6L2VLYX2jCSOuEPbDkBqyiBTUGSAlKDPNRaXBRhfwS0CmTmXW/ByLcoKNmXJ05rgIBiYALhkqpaaMr8QifwjbSbDJRJoJNXNcgihNJB26vGcfqRz7XUT22Feh+kc2uQm0ElJ2Js2sMMrLMkc6sKoMH4HHiESeAZDsOwEsgaecIA9ZJheaBg8tZARl3OXUqCBBpiSeEn72lHLuEwITry/wY7+wsWAd86zW67D5mqGOFKFJNIMqcnbxvRqSh/Nzdd6b20nYYVNZ6lVApM0tJAdDORB3hQl2sXKuzvGCWIJNPe5FDpHrAAEayDD2JjKFBkzKY9jAeMRxPh8sGorMlWweiUYCNX6US7Q/Vp5jBMMGHO/YvZ5gn/iWYFoF9pksd+UIR/zoIOvVahy/QJx20N4DPjMCgFbBeazVWGYHfc5+xuq1ecZukLaTVJww+J0w4Kt8WNNbyQLJAskCyQIPmwWsSt7caoVtGsRLPpCQ0ABAajQ7JPZ2gKoS64Q8wNOw34LIMohJwXyhzJjgkPM1r3+wP2UFH1vEcbROHw93feYMCwyrqyqx2kk5YKX9ZMzP8E8Te29xXp5+m6VyNbKs9+1bDEevWQp7ViqAVKxT8Gn84n47QFiL3iDHj69C7tgKne2NsLqxSdUWfhZH0safdQDNBvjcPASbSPj4cmJQn6U/KjA2xzmgukvyjaDXjjDhxfdE2uFC/DxsH4x04WSBZIFkgcvYAsq1z6HgUQbs0b8YE2b4XrdXFAEZxEyroIjr+O6fEpf0OsSx9Due+v1PHGj80yd28rzKfAU/RO8siIzGLBT+Upk1C3/36TVi42m4/obD4TGPP0ol0J5w9OpFqnn2hL0HlqNva3PdJj6zSVUYYRoxElXCAFFeh2iLeJV4McadvMeYC5SF5VHTkPxRpcdV3ipo4yx8agEFkhxxswTNEdK8m91J2GoNGLskEPod4y+NP2mZRXytysYOCHYZP6Z/NLSnP/3pcd8H6fHktluFdcstt8Rqp7jzAv3ztKc9LcbwXu7gwYPhGc94RpT/fyiXv+OOO8Kb3/zm8NKXvjQ85znPiZewl9e3fdu3xYqql73sZZHMaW/pn/7pnz53i7uRMvxX/+pfRQDL5//sZz87WJkkgeeXfumXwn/5L//l3LG/9mu/dg7AEuD7oR/6ofDhD384fOpTnzp3jC96xPo/+7M/e67y6+Uvf3mcm+/9z//5P8Of/dmf+fKy2i7mc7+sJp4GkyxwES2QyHEX0djpVskCyQIX1wICHF3AoRGLfRfXVuUUIggD4MDiW8lAm87KgraZbRH2WJeE0z1IB3JklF4QSBLOGHKMIBGIEwvFSlhaWQzrZ9dCCfBCGcIC1U/bZ+8JC1UY3LLfYFvbHwqaHIt4FvYs9hpNACNecykCkSGMuilSDSzqvT/7siSeRoBHLuqtZuqL6siC8kcwizya4xkXaOhLcNCndMnkUFHwCjZeBhCqSHDSJ8k1jfJ/jJnMmPJ2vT7SgNiiXGFcfvMzlWGPSi8DCMYIlkOVGeAYNhvQMESArN+mCo2/Bb6KXNuB9zpdADETeYA/2ob3MlzDXlwmCWvIKA4JlpQmjCARAQ3xDQEUVuSesuFtPO/xgnhgTTGRWCRA2ewCMGF55ZBa9iPjfiXAoylgm5VXo+EgLNYA6EjgWRklw1s5QgEme2JxAslJ7KJtAfkmkZ1IIpFnL3vRHmBVNNj7MP0E3qyQsp9VkZKuHJ8Nddwdcwnmew7AsK2EIA+mTFPiMdcSidqVH1Ruwb5k9uxaw241ALxprxNyjGffEpKUnFubkwEpqMmD49y0JQskCyQLJAtcGgsIKPVabfzYJKwBZuUBqeyXKbnD9cEc+/P4lhbf3QI+mWIV0okVwCbckLwV4MLXZvEhefxxG8bw9moLP4ybxwcpG2w/RaVvx/hHUS//s5LLRIw+1t4eVnBZNZ3PQ4DAf2TwTV1IMeQP4/VJ8bFsgHkPoWZ9E6oMVdcFfFItBwgH4JZ1IcCaIItPnmP9Ys9NJuWdcOs7a4cxPngMwaJrX0jJKiQzGw37dDqutCULJAskCyQLXCkWsPrJGKri975xJRRJAawc1VKGhzgVvu+pfSImmeHPJBeOiL2G+AbjM2NL40DjTwXjJeT1cCOSMYf4Rauljq8Nwwc/end4Fte/+vCK5cgoWiBjz32bVIHZo3l1rclPO7Q7O5VYVjZPjKkZggRB/5NUoeR7rlZCpQI5fWNsfR8qGlkArQzEym6MgSVgAKQxbpUtlPxXTUPSSE7yKe+Nifn0j1ZtKbl/pW27YMbf/M3fRCBnF8wSYDp58uQFnY6VV09+8pPD3QBJz3ve82IVlTf4u7/7u4d0Hyu+vu/7vi/G0ddffz0S+c1gfy0rp+yZfe2118bqKuUHlRg0Jv6t3/otequd4qNTCB/5yEeinKEA1o/92I+F973vfXFMVk+p5LJbaSbQZTWXm5VZT33qU2NOZnfQrp1e/epXB4G1V77ylYCh1bieckze1/lebtvFfO6X29zTeJIFLpYFEoh1sSyd7pMskCxw0S0gaMW6G/CDihmBFYCJuMxmcc9yOgI/0NaorgKQYJG90RyGO053wt45GqiDiUxYXLdZjLtNBCMAZubUEeR1a3s7LqBMfrlQRwMIMIVkEwztPIBYvVZGnq4TqlyLTrVUCiFJuLdGFQ/BAD0wmsjnNbnfJENgQcWT8gw5NIMEymya6+8SFUXDSY/ggDkAuhRouAtOE8YsCg1GDFKilBBI0BSQbLvbCPMEHW2CmykBRZkStBLSeDbeFYOx11O9StKLQMH3S1RBWTXWh+qmrJGVTTOYcSOCCW5D4o5KM14IVgkImXAbAAQtIMFopVIXVp7VYUoKyvITTDLY6gIiOb4K5+dI/Jljk7GVByR0Hib6RhwzAzyaKhUIh68Py9zKsCFzsqprBnPdPlOCQIsseGdUsgnW5e03VvAe9uUCgOL+AwIdphTa7CvxzEXG7OM1BqwSwMzJXgTYa2xBHWSMMt5lpnOrHYCLc+yD0qXiy3AuBmMEh0WBKrUbIwBKgtOEI/fJ+jy5p31KqoCCGQJGEMewZwF5SUC+An9PJjUSh8yP503+ESunLVkgWSBZIFngUllgfb0dttabkZm+Df28xPd4LvrnbGg12/hrQCNrgknC9fD9AzpYZvO9sEQF8tLifCjhW2NpMYSJKQk5G93rq2lrFSWEe7xYX9uO64N52O7LSzV8TCZ86c57o9xtDUligbTtZo8k4DD+DPE5BmJWX+8IEFpBtSPA1GkNqRqjlyMM/DklbiGXNPm7AlFEf8yiIdQKdK2cq+GDAa+y+Ch8rElLlIijLLDusM0YW/jtfhcJZdkyl902C1tb2+H06dOX3ciu1AGZRDxy5EhcH12pc0jjThZIFviyBfgeHxHPGKjWqsRhEAbHKFnkkI+tEWsK9BjjzAhqYq9i4jOxrjzkQOMyJT9yfCfgZvATEB8zqGpsQsAgTpLwlyGwNPq57c4mcc2J8J34lGsOL0Pwa4czZ7aQMoRAsdkJaxvd2JurSy8rq4VnXFApfQMcpQxjUKUvwodZNjwaIoHrOAGv7D9tz60BcdqQwU2JpxQZzPDbuFHp2wKxmsG3lctTfKVujigqKpRMDISvsE1QSXBHIEYg66Mf/WicgVVTf/iHf3jJZvN7v/d74fd///fvc////J//833+tt+Vm0CjvbQEsZ74xCdGAMv9Vnu5qWqzubkZrrrqqqDsn5tA1A033BBfq/DyAz/wAxHEEtCy0koATOKt267Uoa/tw2WfK/tk7W7e2/O9/1/8xV9EOwqQCWC5advLbbtcn/vlZqc0nmSBr8UCCcT6WqyXzk0WSBa4rC3g4kpAqWSFE4vqCETxeyw4Ii2ahXesrFGujv5XJ1e3kMyrUKnTC3uXF8LGJpVTACLqdC8ghedCvN2hmgfwxb5Jk+IgVAE76oAWbaSJagQLM/pbKfMgG248ReoP6YVFmrjbL6MbJRioLrI6ir5K7W4T0Ih+UO1txqE8xAzJPXtzcB+qoAqATLLaciTNZiz6h7ColSFUUoKo5Rx4NGjTCBZgaR6m3aDTioBdtUJiK4It6IoDtIwIKLKAPxPsITjF6OKzs2F9jx5cMuqmJNwE/uqMbX1tPZRrzJlAQok+pYl4OwZGpsEEoqYEPiZLhl8GvZg1wQeBCuAOsFCsdGOkUcqiCnOrR+BVwQ5TxiJTMAN41wDIy/NaEK3FfqUQxxMr1oCTmCMDjpKHpA+pcANYY3wCfDLavbbBF48F1jy2J5jqsTA2wdcBCCsDOjqmMkFUJodMI2M1UahG/NDoiDkI6Cl7aCBVARAbk+QrYner+PpUWBVgDQ5IFsp+jM2SuV6e6zl3e5XIeF8gyVnk8+Pc55wXQFiOhGKVqjiEHneYknwW05YskCyQLJAscGks0O2MSch1Q88qZXwBX+r0PsSX4FiUfrVfiEBWCYfSw9mR9oM40Q+TbjtsIEH4hMcc5RQSbPigIaSVs8jgNtqQSzhfn3L8+FZYX22QuBsBepVI+BymsfuIHiOr+DtkajlndR2gbKsfSSt791ZDDX9YhARjhbg/Pa6t7C1uhiQNZAncdBPf2B13qf7GP/FelPOFqJKlP0qvlqP/Isx15JiioBM+cxIZ8YyT/+z1STEWFciQTSCMxETjpTH/V7zr2972/8ZeGybC0nZhLHD48OEos3TdddddmAumqyQLJAtcMgtIvjRktep2QiwxI47DVURZvxxxSKxa4vve2Ez5QOX3jEOJXohpUMogvrGvsdLxBfyN4YiKFBliYWMoJQBxMxwdwqe+1ABgujM8/voN4kHiMnoGb+Dr2iiDdACumsj+wTkkbgOcglRotDfj+hN8qHGqsdGODDwVXIBd8CyI0dyHrCGx1nSqcgZxKaPNAa6NqRIGi4uEw8kEImj0x0RRxNP2hDbmxTV6l0tm/4d6Y0mWgkH2xPpP/+k/RUm83X5YXw3Eij0yz7upJNALua2urt4HKPLa9qg6f9u/f/+5PwWy3Pbt2/eP9rnDXIs/99xzT3xfsOv87eabbz73p2QVK7F2t8c+9rG7L+Nvq7zO37TFa1/72vDWt741ElwFBbWpvwWyzOFcbttDfe6X2zzSeJIFLmcLJBDrcn46aWzJAskCX7MFlAbKkglS/ztykAEnshFAyYUOEgkZAJEcgEhjewrAQs8KwJCQqYUzZxsAHyS6Mkg4UH11+Oqrw70nT3AMjdk5P6s0HdU88yUqgkgazdXtndSLCzmW5mGM1J+sI8QQ6F/B4puIYxuJvBXWbsMSSbKBQEwuLNZDWKE8Xob2kMV8C4Z2mWopK4YUB7L3UpnElXKGE9h1Aic57tcFhCHugClHJRIL3C4VQLMOYyszHyqaLA5zXMoLyr4uch7TA6yBxY09lpZroYlc0RbBifMU8BpyfTtn9Ef075LBx37DhpkgH8FGhX4e0zLyjCTpCkgcFdFCVzpQ1lzWwAMgbuc8Ai0ljLC9FVFVFsC+XoD13oYN7viUYBxjE/XO1VJU0mJsoINdreKKPUQMugh6lBLMMV9uEYE9QafQaTOfEqOFxQeQmMUGhwDyTvJMDeisDlMqUeCSEWLHbJjHFhkWvVNe5wku2sxXBrt2tqotZ9BEkCjI5n9Wzc1M/mGLPO9Z8VX0ubBYnxooeg5js+dWDvtVkJ2a8hmYMh9BxJ4LbO8dUTbGnLZkgWSBZIFkgUtiAZndgkL2qKri9/1GttLY/WP8xJQ//O7W6TXxU5EZrtxgDoCI734lkkYQXLYanS9LJFHFDCCF+8G/TACuKpBQ8In4gwJZOSui+pynZPHRI0uxItp71anIqs+XYTQXw+1fXOPYbgTSZK/LpNd3yUx3wWKiUhknWfJb9KqU19EHDNO3422puuZ47sM/zIFKc3JdEwgcShhO8W8D1h5KC1eROR4jlWjvksthM+H1B3/wB7Epu83u3WRvy2BO20O3gEDg29/+9od+gXRmskCywGVnAd0BHoU4BHDKEJWfJhW2NYh6fYiVZQClqIRhvIHvMUbJQ7ZUTaKi5CwkxBLHVIiBlKTvZ1oxDh5NOxA5CDfxC/YK7uNXpgRan7x9I9xztolcLT5JP0Qko5yhKhWER7HSql4FoMLvdAniGgBbxpkWiwmycUeuR4Wt8SzjK+FvCX9R0sBV6efwpUq3e1+JIc5PQuCUSuJsnfgNFZEJMWce/4uUBpXFQ3w3A7kCN6XlBLGsHnL7pm/6Jp4Fwfg/se2CReYOzt+sQnowm/71q22CSsr6nb9ZWXX33Xef2/VPgUOSVr/S5tpC8OpjH/vYud5fu8fuVmj5tzKAV5NP2d2UH9zdrKr6h3/4h90/429lEt/ylrfE18oVfs/3fE8EsI4ePRpBrF2b3eeky+CPB/PcL4PhpiEkC1xxFkgg1hX3yNKAkwWSBR6oBVjOhzIL9lhCBFhRYLE8ZiE+o7qnZXN3+l5Z7XMSmSFaTdD/ggolkj8u/LOAPmjzsEg3KTQKt/79p8Ne2NUT+kh1qaQqITM0RwXOqNeIcnGNJgkivlFdaLOeBwiC4QaoY+AhECUTTfCphYxgFfb0bNigMqoIy82qMCATslUFggw3m8y7aO+SlLKSqED/DBf4MsYnw3ZYoOdSb5vIg0Wjy3oXrMoRciuYXvbkmMTqoUqcD+BKvUZz+DVk+Eok2ZAohOG9RoDSbgPv0PejgS3yuRJVTPS+cpHKWNRMnyrHR7Bhv6oBgEyBMSgHuG/fEvdpA+KoaQ4oRgJQMMgE3GDUxS5lGHgk8gCw2oB5jk8QzQqlmWAU4Fe1Ughb2x2SclZ0MX4m4iI4x+sxv5kEDD3BR6ujCNa4Vpb3XJorY7i4wN/YQxnFEj26el+e89F5+OcGevQN6zN2u5s0BKMMwrAz4VG09YznVOM5x6QlgZjAVoWxjHj+BmkjGIY1nm+LHiplQMfxhAo4ZCftmxbZXwRiNlheQEKw226FYp3qrCFAItfabm7yzJbRr5+G+YU6iUR6i10euUM/XmlLFkgWSBZ41FnAqlscS/Sj+hwTf1AqWAXgk/Bd9uTQh1p93IFqXiKB1yGR1sf/lCtIBZ46Gba3W2Gd6qs6TOIsErdT/OKANYXkkcfetBIq+L4uVdT2WVRqNw9AtbJSDssr1VihvGffAmOw+jcb1jdaEdjSdw9YG1hBZY9G6BH4XBKNrAGajTYyhvS6pPq6gDSvEsc92PH2DhkCbm21i/jaSai7NsC3TpFHHsvaBqgzCaUPZHI76wPu+9VTWw//R8Ix2hvDpu4f//jH4w1lVb/qVa8Kz33ucy8bkO3ht8TDc4fPf/7z4U//9E8fnounqyYLJAtcEgsYGxmrSvzrEyxNiM1UY9u3p0y8OOa7n+97ejVP8/RthFhpzGfcZFw55rx5lEQML3EJxIbEVrzIQ/ob5+n/zH4VOir2WuR8fcQAf9gnRrpxf52YKEDAxIfw3Y2SLcQ94jnAM/s0TlEbOYMEf6+zQ0S0vxWuDVKfFWHErlRmEV2FHGCUlcFZyB4LWaTbYX5MOWjI8UaxkgK9saDYCMWOKTGw3joLcbJSLYS5IiodVHJdidtuf6Tdsd//7939/lYCVhBIOT2BLMGu9773vaw7kCl+ANsuoNNFGcbtK4FZ3/Vd3xX8uf+m5OHXsgnQOf5Pf/rT4Y//+I/D85///HDs2LHw3//7f4+XtZLrSU96EpLIldhf68yZM+F3f/d3o++3ssrj7g/g/f3f/308d3FxMbzwhS9kLVSMQNcusLcrK/hQxr2xsRHHd/9ztbvyiOdvD+ZYz7v/c77/3+dfO71OFkgWePAWSCDWg7dZOiNZIFngCrGAkIcyP+jAhVl/xCKc5rEslgVoZqy0uySgqqNSWNsUjEAeEABD2T+TRy6UiizqFWSYcN6BfXO2tmLRD0DFApE6qGQgfVcAAEAASURBVFBmMc6/SAoBbA16IVedj+DMDOCmzKIbrQYk7axSYhlvQMEuK7D6BB0FgJwmLLXuBGCJRXoeubsO1VSjYYZ7I1cIAEUuLMoydKhimikjBJNNtpzr0xqye1utFrkqA5R5QKYu5yMLCAvbPk2iJlY/2Yh+COB06DBJN0CVLpIQyhL2CISs/uryXgHApw2QVa7s9M8yrLASqgv4U0A20UWi9jDZVmXx6Thl0ZXLtdgLi+iKYEZrM0H+1wfoIt4heGIPAU0eMK9ABZOs9yzJuQJBUzyQf13MNmG2T0V5vAb3DTwHpf0KgGcZjKZQkkERZPIYGGWZ+2qjFeZFGKmU688A+zgXOI3KuDygHJIX43aYX5LthiwgwRTtRKiKI6BCJkqbxNuRDBwS0BUIyOwbYuWUkoEZ5qO8o1Vm2kRgTzBvzLyUNrDHmvPgkmFtfZ0k5TKgF5VmVOxN6PVVX5xDwgnZSM7rAHrW9yzHcfBP2pIFkgWSBZIFLoEFKOyNFVSm1bKAVC18lKz1WDWFfy5AxphAvtgkOZhhfWDPhja+Ooe/mNHMvrexHn3ZEKemz6qRkLNCuoUWbwmHV+IGSwvzYWlpHjKLfS2RceJneXkuzEEeWVzSD0BSwYFvbGzGazQbfdYEJBUBnRgWwBpECvxzER+kfykWqdiCyJHnXhI2OvgVySCSZAZINVmFtUbvrAprhgnvxzSfVWUwagaMTQlkE45WhE2o9Fby9lJsgle33npr+Nmf/dlzjeaVuvuP//E/xsTUpRhTumeyQLJAssCVYAF9QZ7YSBCKaCbGcn6TN4nn8jGgwj9AwqghAV/EhxQ9gddWYEnaxDngEzifQKpA8KMEYYU4pVDcCgvEhf0h5EdiN2Xdi1RuGR8pPXvo0Ap+jH7RSOs3tqlYJr50DPa2qhLvtFG+6DXoDdklPqU1UZS6xQkVpzhRfNOEqmFZgUBmsSJspY5yBfFyHSUO46xxBsl8ZiSGVeZ+tSxRGudZMd3s6ZtRR2Eqe2sofygvcgVuVhcb5+72bvpqYIYAzx/90R9FWT6PO3DgQPSX9oV6IHK7Ai933nlnvIbVX/a5WliQOHNxtn/37/5d7ItlNdWP//iPx/ErXWjcLBCrpOKuXOAv/uIvhp/+6Z8On/jEJ2IFlxKDjl2w6nzQ7uu+7uvi4N333d/93bGS6z3vec+5CW1tbZ17/WBfvOENbwj+3H/zObz//e+/z+4Hc6wnPpjnfp8bpT+SBZIFHpAFEoj1gMyUDkoWSBa4Ei3gomkKAJUjqVOmH9QA4GZH/9s+ScgWFKbhjhMNQA2kFvgpl3Nho0HiqgcQQWN2jy2wGJcptrVNJRSAigxoGUNN2GJ9qqoWabKbLwLsAJJVkO05Q0VWF3CqBmUtD9tszI+ifLLnYh8pgooJmuAtgoUBSSXeonppiB45FVnAMOSrCCwAVRpdAJRabAIP1iQWE9nZ9nfatl8WgUuFcdgkdwYY06V/k1ITJe7LEKMMX5kgo5gbhBUqyNQ2b1L1RUTBpQDm1ENnznWSZB3GUkHScCryRKAT5SZIiOUJGsYw9ASitIH3kc3ebHp/AL4JiTFAIfbuMOisnmIWAkUlIp8JAFEVdmAX22QBm6yD6pPwqxep2CK4mTCxNsBbR9CLwCWCRwBfOQAsMKkIhllJNzIZR1KOXbD0rIwqhhrBWJFE4zRbDgXBSOaKEiGJOhofq8bIeyPANkrNeNb0IzNC4/5KCJa5b5bfFeavjruygKT9ds7hmRvo+V82K9OQRCVJxpKBHf8xSJ53Kdq6CLUxA5C2DaBWpD+JoN+CVW8w6KwMqzGPDEz+IpMxKExbskCyQLJAssClsUCNiqb99KHqIFlDfoyv8jIsc9YEShZZtQt5ZR5Z4EGvFckTOfxfD/+a0y0CLG3QP6tEg49ZZswaYQxhBHk/2OpzaCQNkFTa3GyHlT0rXBfwyvWFMr1UOFsxDEUen4t3xNcM8IebW13IMyQG6ZOprytS3V3gPI4ObZN7rj3wu3trBcCvGr6eBCS+dEgPS2q8IU1IFNkByk6u08MEf1MFsMoAduF4YxJwBDCm6OBwQrUYScERvndKEvJibydOnAgvetGLIjvb3h4m1d70pjeFF7zgBV9RVulijzHdL1kgWSBZ4HK2gCTBElLzxh3WSxXxJQJKiwu1kMNZlIk3JEPO+h3IlqiIwLqcjCRSGIHiM5A7n6k3C0lwSLAkcdGwpIE/EggbQrgzbiKw+3J8h68AWDp4cB6iJBW/SxAjBKW4mnFgyd7QyMuP+2UUK4axX5ZVzMrHz6NesYGUbaPZC1V6TdeItVW66HUg+iHfXyS2zXHPPfhY1Usq2RGkxMB5xEzEe2tt5so5avVmmEcOQqjx85W4GatbbfzBD34w5g5uueWWrziNl73sZeEzn/lMBKEEdFoQVd/85jeHd7/73fHnK5745TcEhT75yU+SD+jS//MMsXrzooJYgm1WYL3yla+MEoqOwe2mm24Kv/mbv3mf6iTlDDudTiSyrK2txdf/4T/8Bwg+G+fkAz33B37gB2K1lD3ErN6WDPNTP/VT8fi3ve1t4QMf+ICHXXbbg3nul93g04CSBa4ACyQQ6wp4SGmIyQLJAg/NAlZhzVG+020hTcBq3UqeLiU5VRbqs7Gl+jTERSLO1xVALquUBLqUrisTFORJEinxMxgJhllVRPNb5BPaLOQXOcYeSi0SU70JfalIRG1uU6ElpQywaziDicZmPy10igBeqGgiiTQaoxUOaFXlXNbqAFOALYA+ZRbzQ8EUrjMDYOrTjLdP/w3SZ4ydnlaUt2cB40xuqRFuKOGtBGasEhKImxB8KG1UgBFeBXRhVwRdWvT3mJL0EnyxR4ayFCB7VHaNozygFVnex6DCJNeY8VjZVKnYB4ogguDDiqgM+6MhAZSyjGkGaDckecaJ2IZ0GTccKtfItZQa9PcQ+1jRNohjBBjimDzj65BVM3mn1rogmKw9QaICz8ZrlAHBsjTxygII2ZQ+Si3xELvYr4Suu1IUWTXfCXBmWSvCrH7LIT+I1CJXLKKpPoZVbw8Sg6IsN5sxt5zAJvct8nz7VFrVqGJzDlaYDTjeCivnbpBmj7C5uRryUL1YseX8rK7LM98e8yljzykBoT28TCwWkb7oExgW+UwtUsml7EaOufeo0ktbskCyQLJAssCls4AkjD4EldZ2HwZ7Pyzso0ElBIexjG8AIPsb2qZ+HiKCvT8GVtzi9wSfop/Gf/TwGTauH+NHe7DQCxBWMpwnSHR2tROuOYL/ZYrRH8GEtz9WG//RqVtZjJ/AaTfQLt5qDmM/yk6XPiPRj+PPohvW9yKvxE+H6uC7TmyGOpXddUgmc/P4THw05dEkHSGg4G/0rXX8tD0lmR5LDdYxuJtGm/UN65UFJKOGAFtWf7eb9M5k/hdrO378eDAppbydybSlpaWY3Hrxi18czm8af7HGk+6TLJAskCxwRVqAuKWAYkeBGMdKK1AmYiCqk/ApxrBEk2GOGDbT3owVxK2G1U1DyIFUOlUXIPkRM/LeCD+hpHun2w6DdjtKBg4hO+SMTfF5OWMq7jGPvzq0Bz9DfFWCYFGhmbMS8H3Im8ZGSgnaB3LYZxyce/ZsH6ImcRSyumOIfitzSBCehrw4zYXN1S7HUS1MFZbjmOHbDh7eF+PvM/i/qxbz4Ya9YGvEcd02MTbEEauG68xtCz/GnyE/KoSDSzrIy3979atfHfw5f3vHO95x/p/x9X/9r/81+HP+pmqL+379138dm54NR48ejW8ro3f/zffvvz372c+O1Uz63muuuSaCZh7zQKq4PO7HfuzH4o+vz992pX/P3/e85z3vn7yuJJW3vvWt8dBjx45Rib78FYG0n/iJn4gVW7vj3e259au/+qvnbqVNrNp6zWteE8Es+2ntHqedzt/+KZuc/76vrQB/oPZ4MMd+Lc/9/mNMfycLJAv88xZIINY/b6N0RLJAssAVaoESC20XwCaiWjLISD5NyBgNAbKKLLRvu6cbatVKmGNxPiDJ04FpvTRPv6YiyaIR0nIECh0qeTpbmxH4WUAqqLnZClfRB2kT9loLaUBzQmN0FPIkuhZgwSmXoITQTGkiF/sl5BFgT8ui6wM9NQFMBoA/fcZE3EGVEOAPzG57QS0iXbdBwkvApQTzegTbewqQpqRQbNROIJMHDBu2kf4DpOLCyBgC3nA/m+UaXIjQ2NurBIgTdcbZN0UvnTQdiSRBOeGWmC3juoAwjEkQZsx+k2AjEnUzARiuOSAoId4gWLFPB4EEIE6H5F+fxNwMZjmFSpxrpRRgGEAUJo2Ng5WcEHTKATQJXlkxZl+xCQEN+bYoCTjiwSgdOGV8TEvcL45hxB8m+1i3Ehz1Y2JxiA1GHDcEwFLjG1gttKjgIiyi3UeEwCJQVeZ+yjzmS8yKAecjgISkIzedoOmOuahUU8YR2UaCpDKvOy2aF/NclUjM83lx7P5oG0HBjc3tqCevvrzAF1fFTvbq4rNBTxQDrQI2EHwsEfBllxYB7oY89xJ9z9rYhHtjC0HCtCULJAskCyQLXBoLSPoYkHCb4M+U4Rvh8wv2p9S/8Z5Vt1OYwYJZGcCtoqQF/OhOT0tdKwfp2yBzKK07E32CcDLGL3VJ6N1zqhmu35D5XMH/TMIqfSi/eMfp6O/sRVkn2dihYnpjCxALwkvbPiOcr1eJ157hK1gfZK1i5toSMAYQUOyVOQOc6pDQm7EmycJW16Moi2tfr72sWSY6UQgWWc7JsAYQHJvge4vbO8Cb0rwFHfZF2O699yR9Lt4afud3fic0Go0oD/STP/mT4RWveEVMrF2EIaRbJAskCyQLPGIswFd9WC4DUgli1euxp1WGKl9KiCHeQZAYt0Jp1Eb9A1KFfRGN82LIMQxnjp0MLc7L5oltKMTCcxHvDAi6INjRTzHPgcrD29e4DtNzz1Ix3HB0Mdxw3R56bs3tVAHbB6tYCzOrvogXjWeVt50ArI0IglcWWvgcCRLEm7hNJfHzSPXW8KP6yiwxd5776Zt0XmPirXaDSA5/1YKUOdo7j4RuLmwRR/cZi7H3RIldSY4EczkIGZ76aNmUHzx69OhDmq79nKx8uhy2a6+99p8dhnmF66+//p89TmUdQaW0JQskCyQLaIEEYqXPQbJAssAj1gI2by+xMG8CglhtI0gj8IQIEBJByBgA7Ng/qks1DStuQIwZTDEW5SzsXYl3AHHWkfsp0YMpQwasvboRHnvNQvjIl5ohD4h0VW0S9i/RdJYIo7nRD9skoQYswm2qngPRKQpQIeXjnYBmojxQfS4X9gCWNWGmbQJuDSaw6kialZGjk/ldo/qoAVBUr9SBaIC9eM8GuTE4YBHXkdHGAjcCJcxNAEtZI4EvtzJAzBSJvC7s8qoSRIAoXSqbXCiOSbSVAJT4RZUX5xDoxMav9q5izNorX6BijKAjSjGa2YOZbtBTYo5KGIkEeQ1BmyJjk6VurxEbhuVIkg0NbLhuHumjJlVJLqgF2qzL8nRl9zok5IbYP6OUH8k6ZTC6JvNItJlAjEx0gyQCmBHXZ1eoYM853icGiwzCuRrW8T3Apj79wMAhI6iGBgWsvwlBGTrvMNlNEQo0Dnn4HfaXiowTu7l/zL2LBIAj2PVL89XQQqYxD8s9i50N1LKwGN0E7crYfMRnSNkOwULnZT+UETabaS+MYB+VHPvKfFb6gyZjw8Uyzynj1rZpSxZIFkgWSBa4NBYY4GM2qcLSXxaswILYUqpBNuC72e/0GT50hq+kR30olEm6sU9/57rBal77Sdmb0pIpk3gjvudlnetPJZGcgXG+trYNAWQGkFULx+9eC6v00qrUyrECag2Ay2Rhh8oq+15xY+6pD+a1Pl7CA4k8CS2sSOJ4YgUx4FkOYAv3GXtrwtXYOZdq7TFrmzO9DudCpsAnVWTS81oP18cHZpCPygBmscpgTrDy8X1K+LRh4SvttzN3ziVpWKXayx+Zzw9lszeFkj8yppUz8lrPec5zIrP88OHDD+WS6ZxkgWSBZIFHvQWMsZYBcroQ5MZ8nxeIf0bGrRDl8tNumMt0iOcgGBLsdNv25a1FgGqApLuxYquN98BxqHRRQxpwhMxgn56KM9l++KAyTbQIw8KNV1fC4x+3Nxy+aiGs7F0Kc1Qlz/AxqoGM7W2F38zxY3Q2Qj69g0T9CgDU4sImErmQGfWTxEhGXiXiX+EulOSJt4nmiIUqxGvLy7WwQGVXHd9bxVcu5caxmni9A+ECkogKHrhhYnaryQDPOGYGMDfAX6UtWSBZIFkgWSBZQAskECt9DpIFkgUesRYYA3KQ5mFJzOKd5FCLBb29I2Qti/mUYKcJtFhxA7kZVjNAkgAWcnlDJAYnLMgHABxFFtbLNBtdrozDZ483wg3LVeTuQjiyZxoOLBTCnaebYRWGtzS3o1eVwoG5Aj11SQSx8K+X6+ELxzphtcXinERVjwyZSahFmG37CTTu3uiFNmtzq6aWqfDqoQUE1xogqxsl/KxYygmsEGH06eUh6GKDXvXBZbi5mXIqIHEnk9xklAHGmMBlZFNcAgp1zq2IUgJQmb88oEoWW9jXSrbblKZXU6qpCD8AgGgsxbWVnDBZ12Y8FSrEbFSfZwzaowvINiWQUSIxCxA1UPKPhJVShCNeK6vXYqw2D1a73cTZFNb7mITaCBBxpygOAIn3u91WKFQ4lwDF+1jxZOAyImgxsVdj/Cb+xiQTxxmY6Fy/RgBn4s9qNN4NcwRDk2GPCislMdgjkDS/yBzb6MPDVOT+SmUIJBkclbURz8A5K6GYJUkoG5HTqMxqk4BEYpDPjvMd0ixZAFCmvM9PTXl/m8D0InPIRSqP0cWeq1sjPiM7/blKgIFEc6FJtVYNSSdOjM8q/ZMskCyQLJAscPEtoNRuh6byWXyKiroCVzLDY3Uv3984R77rkfXDD04hOJBz00lEggjuOvoyCQ5W4maUitXF41uKSPMq09TC/yjXt7XdDttb7ZjE27dcRh5pFk6e3Aj799VDtQ4hxlUJ9xrr5/RL/I6wmJVe+JUJviKLT87EH5WjlPPFV+G3M7DZ9VU4FAaEr5TdnrUPJsQKFhYsYaI/0idN8WESYMglcp7jnoVf+ZVfCR/9yMci0USyyO4mcKWf1tfZq+IlL3lJePzjHx/JLLvHfKXfXud//a//FWzqLkCmPZ/ylKeE3//93w9Hjhx5QNf4StdO+5MFkgWSBR7tFvAbvwKINYdEYL/TgAjRIg4k1kGqfI6YsEpPKfs7WolbQW7QH/iNoX0GKX38izJ/W038m5r6hHZWIfd7EDWMHon3ivlpOLq3HJ7ypH3h6usOhHlioJJytZAXJfOpLKK7UFlCwoa9kpXgHRJ3TYhDrZaStLkAQNbluC5yubibOGb7PY77xE8lYsgZVcSonMzlq+GGq/aEHNfpoz7S4v0egaGVxSqAwD8ksssRV+ItmdOAOE5CZdqSBZIFkgWSBZIFtEACsdLnIFkgWeARawHW0CSs0AJnEVyjIXuLZrFTk0E5mNHNFgvxIgAD/S8ATuw1ZSLK/kv9TpvjXLBTGQRoUQJcocU7mt+AI0gf9PjrliPK8/XDJ+7YDtccKoUXPWmFgIIFeasfTp/phXubXI+v2Mmow0I8F67bm+c3SSiCgBZSDnefaIbtbYAmZH9E0Pw12GJxXyuGypjGvDmqrWBsy2Wz54aglAy4LImqDMHMAMCoADs7A8Dj8l4AywSUTDxyXQQfgFxk4azcEqwzUZZTk4Kxx4a+vLShbheQajSiCk0wh307eTvgLBJagkEl2NsTwR7esMpM5vmQUZW8F0nBPNVG06HX5VzOyQJstQHMHLMgoHZUNrDC/nns0GJ89qJS6s8qpjrgoNVWbrEHCQHVTjVWNizU0FDnfi0YefNUSpEhC3PMpQKC2CdC6iGv5DYkqJqNaTLMbyWYWr1p2B7Ceue+VuKZrCSPGJnqTrBBA+N6vUoVXAh17FbkfROABX6G3h9b7FtaCKdX17A7rEc/Q/zOcy1TnGVAtC7XMBAc9rpUcc0DklK5R3IzBwbY7DQB8mrYnQotx+YHMW3JAskCyQLJApfMAlbXVkB59EdDQKs5JP5iZo7vbYEX/QArhugHepAlBgBNkkWKVkFJrmCNEMkg/A1xPWTw1TOcSIbzupBf1knc3XumGw4cXIz+SjlcCTRrWxA6qJAqIyeoH7avlv2uOj2ALHxQzsQg/+EtIbBwLbN/vLbnpg40VjqzbpHAMov9J/G3HJKDQJI3U8m8XOdkeN1nnTDBL41weBnIOMoTgoVx9Vwkupw4cTICTV/tIfz2b/928MfqqSc96UnhF37hF+Jvq7PP35Tdffvb3x7e8IY3hC984QvMbRqe8YxnhNe+9rXhqU99alyPnH98ep0skCyQLJAs8NAsYBxTztJ3igisQFzXlrAH6FMD2IrwDo5CYqCkhhoyuWurRIYAShIZi0V6MVI15Te4wNEcxIsmlbzGPfYJ3odCyLVXFcN11x8Mi3v3ROUJ/R6BVVTIkOBhRZcESMl7UAohDuJ/GJOCEzVkd43vugBpffY3QbJwbfggiIjEq2OOG7RGYSvbZUzZsEb/roMrtbC8ZznUiX8bm+v0vCoRGwuWEe/NScAkRmSMZ9aQ2Mdnx/E8NNM9Ks/SXz/UqupHusFUi0lbskCywJVtgQRiXdnPL40+WSBZ4KtYwEWcqj0FpO7WUdwpoznXJp0j4bkxoRqHxbKAigmsqPP95V4XffpdKRtkf6UKC+zZqBeO7C+Es+skuCiw+cZrQjhxug2zuhS+7aY9obEOM641CGunkVeg4ftqEwk6+mQQY5BfKocBgMdqJxOesFKhBxfAUEUJu3qYhxU+x/XWaA4Pbxt5up2G7PMw14oEJN2+gJUyfsgBAUBlAJ3IpcXEWs7ggcjFfktWJNkzKwcbb4JUYREgrkvvDZNic3NzHEN1FAGBiS8bv2eo0DLh1KQELKOAOYk6pfIy/sYGMwKPDEGDjLsiwM2I4EUbGboIlFWRLSoBJHlP+10p3TdECtGKsaESfVYwOVaSg960AgtQ0MuIyqsUkeYTFOuR5JMdbgUYN4wJOsfF1GJibgB4VSAAUm6wD4B1eLEQtrvopm/3wnytzjVl7MmkpxcWc/P4GmMf8VwLBG5KGw5J7k1INM4xzibg2pT7LCzOY9tBBKWGnJhlbMdOb/FsAMqoVtvY2o7nOt89Kyvcuxc/D2NY8nv3LIW19e04R98v5Cthq9Giim6O55fhuTvfemgD8I1JKjKcUMB2cU5f5bOa3koWSBZIFkgWePgsIKnCCuMMCTxJH1LSpwBJsReWPAwSgBIT9INWROXxHVbc6qNwa0jIwnjHF5lMtN/UROkmrjmg38eA4/ok4D7x2fWwTDLuCV+HY8evSPio4ORxA6HV6lG1PIbksh3W17v4IIgu+EnJMzh4fA4kEe7DEiXeM1aIc40a/pNUYgSzJLBYBTYF+JL7we2j/OCUxGQTEG2HIa+2LgSQao1eJPgh5pqJCcFh7En17G//l+Hmm28OBw4c4Biqv6maVgrw2LFj4e677w533HFH+OQnP0n12Mn48973vjc8//nPDy9/+cvDLbfcwj3G4S//8i/Db/7mb4YPf/jDcW3g/p/5mZ8J3/u935vAKx5h2pIFkgWSBS6YBQyRDJoAkcbEWgXIGNcQzzYhQ1SJp1TEkLQnaDElXus226GL+kcdX1eq4K/waVctQqIgvpkjLtnEXxkIK117YD4fllAZeexjVpAGXCbGRfoeACsSGPFtk0E3+i/cY/SJxkEZCJLGgnpR5dit4u3Zw5nfeeLXDnGQ8vAqZui/8oxrE4n7fgt/Rw9HNDzCmROrYe2eU7xfDEWIgQMqi7ucNw9pdI6KsXZ3FraR86+ibNLaaEFS3CEtXjCbPgouNA/BMm33tUCr1brvjvRXskCywBVpgQRiXZGPLQ06WSBZ4IFYgHUzqE2PhTdyfCSe+rCvBVG6VDjli2V0ulmCk12qVSss/JWJg63WRFucfQJdE0CcDLKCS1RQlQGRukjLPfnGBSqAhuHAYp5musOwcXZG4/Jq2DzbDGvNTDjTUA2c4IDg4fByKcwjKzih71UpV2Uok3AC3fDNbZhqVAvR3Yp+USTLuGEJSQYTU70hlVIEI1Nk/QSUzKfFXkxMRmZ2ZFZRGVXgHIGpjnMiyWa/jhJRRp3cWdNggiBBQKkhwML4OsgTCh51AI5kdhc4VlsMsUFBKh1zjgASdtoBlczjITkBI10QSUDKXiJKQwhS9QmkqgQfyg/KxrPfyO5mslCmk8w5k4AT5jHh3BkBjsk+bk/lm2OmkozgaxGg7ezaBs3rB7HXVIWxtRlvj+MgGoZ6HvAJOvmpBsk4GXmgd1mY7Q2k/6Y82w7zLwBc8Waslqsa6LEvT9WcW5dsXwn72N3LSjglG4kIqZZCV175Q5mFcWww4/kczM8DSJGktDJstLEV7eb+KnZqbTciMCWbfp7PzQj715HemBFg2oOkjLxgozeIgCRS72yMjfHen8XuO2lLFkgWSBZIFrg4FpC0ouRfnaQeCrR891u9THVWhcoqWef4rR7N6QuUWVnlpISfvbMKtblQnkkS4bscH5znu74iQYaE4DprgT4Md1pr4lNCWN0chPd/5ESYm6+EW554XTh4cE+499RGWF1thO1mL5xdbcU+WV2kk7qsAcjRRV+kf7ECmX/wg1T9Ug1cwGdl8J05fFWOimhThvbOLODAO5Akov/G54zxd1n8Kc4N32gCUhCrEBOOUDwA6lgP4K/0eT//6p8LT33aM/5ZgwtU/fEf/3F44xvfGO68887wjne8I7zrXe8Kr3vd68KHPvSh8Od//ufRpx06dCi86lWvivKDJjXTliyQLJAskCzwcFgARQm+762+9fteefghpMQRMeSefQBU7PM/giJi3HFYqE/CZgsvgV+ZI27LE8ONIFeeWJuGe9ZHEPsKYU9tGvbPjcN19MLaf2CZuLgQyRoS+wSgjM9y9DdWntb+jVYdz4gr9aXKsReIm0awL5vbHfzSjv/q4dQ67DMW3Q8AdWiZPlqMeZkirLvPDsOJ452QR4bw4NXzYWUZed1KDXWLcowZ86hrGI836NdlXHlguRjakDPaxH8tpf7TliyQLJAskCyQLIAFUsSRPgbJAskCj1gLCEqx1EdSD9k3FsEDwQrQqRYSBVZJFVmY1+t1FuPK+gi2CCiZJMoDLiEnpI43C/Yje/LhxDpg1kKJPBWVRjDgWgQJBg+HrlJWbxYgVwNQDem3lAlXEVDsYeFeozn8mTVU8GCznT0L4ELiS1m8TI6kVxEIq1ghadYOrYk9uCZRKrDK/a0eMxYRLbHSqk7lllJ2OaWEuIYyeiayBFlkjZv7ygIIKb+QN/FGQi6DPnmBSiUJ58r1CWr1qDArAvr0Bcis7uJEK9Bs/ivL3L5PAmVTACcDIq9txRdDYDgw70iO2WfM6w9JihU5114cJu9sKh9lAjm/QeVSlqAlwlWcawN5K7esepJmLuBGpBUn6X22AdociwGSQJo9R2TjLZYAhdjfpMpNtnoExwAOBRRHMBDrywvIMaIJX2SuJOgUZBJMs4dWl798dlaBHagWSRYC1jkfxjcCVGpjC3uKWT3W4fWSspLYxESc47WP2CJNjfOgaG0kIodcdwQwtwAI5tiL2oKxCvSNeb4zmIlDxpbB4CWSihmSjgOOLfE8ep1WZKtzYtqSBZIFkgWSBS6BBSSmgM1AxsDPA1RtS0jgO7pA/5DFpXr0P3QQif099AH6ChN59qvUPxfxkUVZ5RBLpvhXq6qGOOtqAe8qmATgZDXuiY1B+JMP3MUMs2FlqRzWN1thfaMNgNWh+pmEHMm4DmsLASz9OY4KggUCTSQGs/g2d+lU9XdtqrSrJPQqgFd4tLieUTzKTp85xlAFUJsxIMkiJhYdQ+zzhV9C63AH3OL4nWSj6wn97j+/6Qdf+MIXxsqqdrsdJQOtvBLE2t2UEfzJn/zJSDzZ3Zd+JwskCyQLJAtcWAvoEvKET3mAqy4+Z4a6iLGS8nuSMCrlQVgE8KnCzuhQwQQtEl8QkB7E5xG7lCBgtIhXv7gawunmGHn9TKjjtw6v5MPjbqyFA3trYWnPPNei0pj4ThUOCYMxuCPuyeAPJhA6vWcM36KTwicRnxk/1yB6DnGuY+KgUjkXHn+kHG64uh6yETijChnVD6Vup/ZFJpY7tQ6ZFCBrCOlzuERMed3hkIcJUl9ZwO8CrtVzkBe5F067gZ+bq8yFnPK/aUsWSBZIFkgWSBbAAgnESh+DZIFkgUesBUzYZAAmpmhwWwk0BrSos+C38qitnJxNZAkKlPsrFkv0o4AITSJoSMWVfSoG/C6TIJohcdCflJAUDLCq6XFVIVkEA06tcYGXk/d2A20vIsP7yY9bJMk1Dodgmd1x6+lwdgOAh4DhlicsEVbQaLdD0yQSUKfWqOwaNMMNh+j9BNg1GORhzYVwdoBsIQCZwUCZaiNl7+oAIkOqlCaAMiPGIohUYQ5WQ5WRXbBfh2CQ8kIl5pQn4ab8n5iRjeqtKrIxxogAJE5SMAdQzL4gBkcGHxkY58YlQ8A7mXsy74bYwootx2siL+bWCIaEoiqAVhGQItgZC+Rwc0G2GPxwfXXNd3ppeS1BtAIgGnIQBDBTwLmCABjHDb1uBM8MmHib+1YImOoELjPY5h3QxgIVVTmuIQg2DxhWwy4DkowZGOY1kn72/WDGzAP2nnPgupAAAz2EGbP2ImCb0Y+L6035PPDIAfjoH4L9nHQJe3YB5cqAW11sIZu9LKjH+0PGXJIVz3gF8rpILy0uLgBkwhxUUorzDOKyAlZ8hrxjnt+CpEp42Gutl63Gc51f2pIFkgWSBZIFLr4F9If6HJNwMyqli/QNGSO/y5cz/lJvhr/0e5/E21R/iB/M4idLkCAK+I8q5JUC79eotrV/4ioA0yw08EX2C7FyWWAKT0Rkdcfpfmi8945w9R58gr6Zm0uakEkvo1yiSo5rLMBUz1P9hTJh6OG/rIweirbh7yZcqM3xZUg43IQk4Dg0YNIX8PH6yayIHD68ACFGvUOJIIJteLSQ10/WK7FPJ4PFLbmOkfQSvfgDNr4yg69+9avD//k//yeeY5WXAJ8yRTfeeCO+cqfa+QFfMB2YLJAskCyQLPDgLIB/MqbSSVXwG37Lj4hByxAwRjiTU6cmYWN7HPbsCWEO9Q/jLMl+NSqwhsQnW1ujcOdGll7Bxpv4Hs6vIUl49aFaOHLdvnD46P5QWSJ2JQaKER7+RYJFlpiOnVwPf2OAyP+MLa0Gmxgbc9yQ/ly+IdBVB8w6cID4lLh0315ALPxtD8LGqTOQNYdtZG2p7JIYiT86uZ0J6/TJug7pw1brOEBcKVTmy8Rv+Ft87RK+MRf7eVHFNYfk4d7kax7chyYdnSyQLJAs8Mi1QAKxHrnPNs0sWeBRbwEX430SQCatwIRYZ/MPSR7xe4Egpe1m9I4qwvzaYV4DagFoySrbJEEFNEH1EWARlVK1+jgCUFMu5sJ8ZQnABjDGvlICYkcOV8M1B+ap0BmHlZXFcNunoLyxGL96xcqqftimb9b+/fOhNFcNn/nsWthHpdYzn3EkHL9ri+ikF+oHy+GjnxkSZCAZRKKoxKJ9Mu2HvRw/o5pnQW0GYphYsQRo1QbomkQwaIdp59wEebY6QC2McQToVaYPlMw5E3RWgY1JeE3RHY+yD8xhRkVYDYnBaRuoh2Os2JKFRwqNeQMwYZscc+fsCHopiTelibBVSrMpCUCubQClbTPYUFa6LHC3qJfOayu9irkS/a+sAiNB6Hi4ngnCMQm7PNcsAQi16HklEHcQGSZhszbVbeg5AiztVJ/xMLAHVVkk9YSsctgWC0SJJUEw55Qn4FIyskVwJ4ueW0cmuj2xvHaOhJu9shy3eUElM4r8CEwpN5lVAoNeWyYxy4wpVyqHrc3NkCcI9LNUYPz2+hqRsVRG0EbHfqyyzDNP0DXQfgRnGZ7PoDMIyyul0CWYHNELZccqWiZtyQLJAskCyQIX3wIm5WCO4y8m+K8u3+U6PiuKR1TjFqjGzUCQsKcIBbok0PB9+jZ+VwWv6tXYo1FfMQJAysEcz/DTn8FgYV8edjxFwUGhPwk0Z7dZW1iZDZDVp5qqr7/E70iqqFLRVYjgElJPuPaz61T7wpS3D5YOOAfTQr82ocpXyVslonImLBlvhl6UBXy/krnK8s7wRRIsJFw4YMkprDpYGGxEcK06V4++MKcfw+c+0O3d7353+KEf+qFYub1///7YE+ulL31plA/8H//jf4SXvexl4b/9t98Jz33u8x7oJdNxyQKPOAsI7KpucKE2pTzTlixwvgVwJxAa6XNYF0Ay6iCeoWqq1ZWYh/thzxBZ27PDbpjs4TjDReKe/fRn3Kby6ra7xmGtRywGCbFE7DfF981XkevbVw2HjuwLKwf3AhzRK5kb6d8EqiLbj5gqw89uzGa1rzeTsDgZN/FNfXwW1yROLaP8US7nw+FrljgEksfqNuTADD2Dx2F9exA2kIPv8LdzaeLr9FUzKoePbwDG0c95VsmF7S1IIcSSew8t059rkbHsyN13IWGWE+/+/I/EJX8dPyOMotvtBqu1jfklt0Q540s+ujSAZIFkgUe6BRKI9Uh/wml+yQKPYgvIHBuzWLcxO9AT0juAIzCvJyaCWItPYT7bUJbDADOKgBndsIAcg4DLJiCRYBKZoTCA+bxvHlBnbIP2DrINZZJIRQCWfjh9qhmuvXY+XEXvi8mE10evCu/5/74YTtMrywTTQjUbvvHJ+2PD3L/+yBdj/6an3HIA0GUWPvjBE+HIgWK44fH7w3v+6mw40yuFxx6YUrW1N2xRwrXaDOFZAF0GGgYHZRb3nUaDBrpdkmHF0Gz0wvHTw/Dhz5wNx7enAFKMl3n1AJOsLBN4GfhadjnASokeUANYc8oHoiQRe21sUv5VhgEnoBTjE87vE5hYaVSkb1i8RgSgckhNlAG6qE4SIKMSq01PqixVUgJfeSrDJuM+tqMyiSDcui1ZepG1B+BUJUCyEktZI59GgblQW8b7SP/1e/TtWgybGyTdCGq26Cll1VkZxmGOZ2BFlOBdmQc1MwnJ8xKkKwFcKcEEFR1Zxm6UNcoQISn6aHUYMRyLavqAASgJvE0BlHo8V0EzAUIgOa4HUIZ96jS473PNEfeWZUgoR2KiR5PjUrz31Gov5rNIIrMLbd5eKiVAsalAHPf3c9ZnDJXSQtjY2OYzshIa7W5k7TsmQbS0JQskCyQLJAtcGgvkdPRQJPDMVDXx3S+ewy4hnxnEjwjwsA6o0qOxSKJQAgtZNHwUfggiiZuvTeS5figrN0svD6u1FkkaKhGISiHXlJVuBTHHUBH1uMfsI5E3CJtb3diPMyYgSSYq/WQ11iZSg/bZtL/JkJ6Y3GLHb+KFlAfM6+Pw10r2lkkw1mGzS0iBTg+Apn/CXwlOcS9Z+vbYzFLJ3MNP6Q3zVJFRdEZfrUysIIsTeQD/3HHHHTE5/7SnPS0IaFXxkW5vetOb4m+BrO/93heGP/zDPwzPf/7zmbaTT1uyQLJAskCywIW0gCSFKd/jglVKlgscQS3kh7gWdRHCG3yHUveQM6n0LUTCBFEYMvNNelGt0q/ZGKVM9ZXVwPZ8pOiK1wBQxD9lq3uJYyZTYiDLiiHj5SBb2Ct4hg/M0GNRwAkWYvQ3ftMbT9pvukwP4dBtERvhC9l//EQrHDvZIj4chtPEpZIKZ/goXC6gFj6O31ZtGZOrcDHgXmca0/AY5OMnKpDo7ta74TQHPuZxS8j4F8NGF1oGc0nbpbfA6upq+NSnPhX+5m/+Jrzzne8MX/jCF6ISi7H+/gP7w4tf/OLw4z/+4+Gmm24Kx44di8fdeuutYW1tLRw5ciQ8+clPDk9/+tMh+67EyQjaS24VBIs9vy/9FNMIkgWSBa4ACySPcAU8pDTEZIFkgYdqARfhAibU7DRJ8pDg6SHHM2MBP4ESrTSQgBb5HkAc5fByoUniZ+JimYX1gMXV8n6kg2BEF6ngWW/0kWKYD31ApAOHijFAuOGGZRbzpXD4cJ2kUSa8/8/vic10i/SwOEjmaH7RSqN8+JM//3w4etP+UFxrxP4Vt93ZC4cO58Pjv/5A+Ou/W0fqrhyedEM2PPkxywBjrfCsb3sMi7wSAUo1gkM2mFfWcDqkKqw6H7pUXFXImC3OF8ONRythdaMbvnByHP7+zg1k9Mqx/9UILXTL0Pr07lD+yL5fUSKJRJi/raIyQBFf8UcpohyBjNkxc2IlgLM+1ViCXBOkkOx5Va3VuHafPl/CW1QdsfC0x0gHffMR79tjygSfyT811WWTK4PUheluANXjtfJ9HcCiIsCXVXAtEniN5jbPA9CMACdPI+FM1tQiQZbX/PIYuwBx9qKqkFCsgEhmCeYWoRwKnPHwAOvKMTkZU2nI+2WYVLNHPZ0gF2MawGiXJdYBTBOEmpAttK+YcoECcwVsNQVcLDGuRqOJvAWZSTYThMpvRD14rmnVXq22EME0AzDBMUHAufmFaMe4KGfwyjfuZ3xTmPNRiiNeLf2TLJAskCyQLHDRLYAPgE4Qlul/1etDeqAayv6JBbJ59rnM4OMr+KgSjHL7aZLjw40Vo4/MUbk1NAtXq4bsiMor1gYDkn1W9VbwHz32Rd+pHC8OyCrtPD7X6tzF5fmwsDghGZdHNomqXEEpxmG1s+SKQmYUevRdtP9VCR80gHRTxreXkTzcgrm+udZiHYHELeuIeg2QK1+iyJuKYRKLe/BVc4x5o819qAJfKu2AXAP7cG4roQuARVawRNU1t3xIfuiqq666j2ygPvTNb35zWFhYCG984xvDT/3UT4Wbb745XHvttRf0kU4iynhBL/mIuFiONUfaHrkWSJVYj9xn+1BnJohlv8YZAdKMuKcPQy/H6xXiIPYgw0fchb8pZI1VC2F5uUI/qkn43F298Ok7qYCCvKnvK8NelFxZx78oq396rRdu+8yJ8HgqnvbxPW9UZywjMTFKxeKf7Bup0oYgVgZ/OZ7o4wCV8IdrxMRn0dLfpm/x1nY7rG5R8UXFVR1ZwCZSgRt94ugp8RTxn7RB42rjKCOrImNQ1URveHqUCwudXDgyp84G8WR3wPxm4dRtw/AlztnDPPc9YeGhmi+ddwEs4HP7lV/5lfD617+efEIu3HTgqvCcb3hieNPzXhCuWlpGJrkf3vnxj4XffsvvBPtnPvGJTwyf/vSnka0sh6+/+hpUZebD3/7Zn4fXnzkdP1vvePvbw4c/8pHwlre8JTSbkoGvDf/+3//78IM/+INI9i9egBGnSyQLJAs8ki2QQKxH8tNNc0sWeNRbYBr27amEu080AbJCWO8JTMluBn5xcc5vf/JlwCxZ1CyoZZ41AFgMFvI0oc1MYWaTBFpba7P4z4UD+0la5dRqoL8Fkgh9e2AAen3+82vh7rubsM9GSNiFsDxPjyTOuwFQ6rZ/OBNWFkph7Ww7HKaBroFDvTgN3/DEA+ETn9oKpxu58LRvKIZDB2phqzkIT3nG0XDVvjnAkR3wbEoiTSm+DiX79uMQnEL1LpSQ28sBABVLNJcHcDpyOBue+fW1cOJsP9x2ZzPccXYY5QUHAE4jApACYBDIDeAOwQSBkP0xiHmQIWQeAFplmHVWoUGck6JHsIJtqDbqAfSQ34uMPftn2bcjZwIOqT+TcFZ2Kcs3hSGuvAQoFL3q7bNFcpD9MrSysRExF+bcqSx0ZJuGAIdd0KUx41lEGoNLcy9szjhHBEuOT0BMMMsQrAboCOSGZBM7eV/7dAmkGCbMcxiHVD4JHMVKL0/kfd9rWZJF0DUjEBOo0w4zznNshIVID9LvBMDKSqshlVpqvNdIVlpB1e50QzVWtWEybKidBMsasQoNBiQ2EECrAVZ1Ou2d15x78ODBcC+L9RbHVbGVQ05bskCyQLJAssClsUCG7+FKHVCKL+MqfjTLdz4qRbFKuIgPKOPkyiT2RmfvocIJgAt2+ATflptfCfPLi/gN/FtzHX+PJBIVyd3GeiQ02HPEtiBFwK9IisEXKVs4VyuGhYryfkPWIfXYj7NZb0MewZ/iU+xfaf9NCqhCaxspYYg28k5qyCplSUjmMmP89yS0GyTzjm+G1VObjB+fSpKySr+rq6/ZT1/IadiE7f519OtcgMneGlVYy0wC+cSwJKWdC3abEEy4Xgk/ZT+SC7FZdfWa17wmyLB+//vfH5797GeHj5CQOnDgwIW4fLzGya0vhhPbX7pg13skXGj/3NXhxr3f8EiYyiNmDlYQXOhNIOvhuO6FGOflPLYLMb/L8RpGNVuoxdbwNUcXZ8RLOXpf7cQVc5QBd4gbB+NcKFC1pBLGyWPb4d6zo/DXX7LqWODJPsT4KBibhIP4POTXIW4MiWnvOdUOd9zx6XDN4bvCjY8/TDCVDwcPHeQgSJP0EB4gt07AB9mPOLnXhsTZDs3tRvjsZ+8Km0gVnjjdDMdP9sNaC/9IREUETCVWB2IHRAxia/cYL2aJuexl7OdaKXz9qPGjYBzuKTSQzK3ih5XUnacKzL7C7YGS/oVwcmMaDvE6bRfPAq5bbr/99nDXXXdFkooVVtPVtfC+V/1iBKWqxMEZ2hH4Y4B7YHs7vPp5/0948dOfGZ74mleF6cZm+JNXvSZ847XXR9AqhuQ86zMc9xt/8q7w3Oc9L+wD2PqZZ39H/P2l1TPh13/pl6Nc8Td+4zdGsOyZz3wmgOmFWbNcPMulOyULJAtcDAtc+JXXxRh1ukeywCPAAhdaN/hyDXgu9aPqU1nVJNEzYkXcA8AqsEie9eh/AaolByzHor4JgyhjJRaJpR49sXIAHnWkETKw15RW6HMMy+1YsXOSxfn1VGFls2iNt6jUWqmEz92+EQ7umSd4EGAahH37K2F5YRauu35fuP3z62F9HbCGe998M8AUVUAbG4Pw7G87EG791GY4tZEJeyCY3XDdPI15h+Hqw4s0tK2IvwC8iMMgVyfYwgqwiJwQBGsCChJcgDGiTbU6VVKM3UDF4KVemQvz6JMfOVghwJiGO04NwmePbdLjK0s1lMEC82ZROCaYMIgoAMIoKTEW1BPo4fpWfXl7IgzsRkUU4J40bm+pFEUHVh35MsZDQlAQkHOHXk9wEBtOODAPIBaQF2SksT+VYJHMv1GsqspwDUAykR3GMA+glWd/Bjag7L4xc15kcTuF1Z5HFlBZRyu6TMCVEX9CAxA7D8MiTPDJZBiBOPMINd6fAux17NfFtTWV8vFlri3QNIz3Y47Mx2uVSGQuVmpR01u7xkAPe9hvpKw9HBPjs9Iufi4A9AZUfcV9zNMqtpIBGcCcUlQ1KshoW0JCEwlKx4401YTxM/U4Fk2atmSBZIFkgWSBi2+BEn68THJMidgq1VgdCAkmyDLsm/JdnssOQ31wJkzgqOTxcU0qo+ZoUL9+6lRoHFsNSyv5SGqY4H/6VlwBajVpaankn/0Ve/hA13UVKryWSSxed3g+PO6mFdYCVap7czs/Vnzpm/RJ+LTppBgqVAVvLbfDGcgn0Yfi38c4rtGkFOoAUV38bm9rGJb21aOcoISc/HgYzhw/hTwT18DFzGcXw/zVtdiTawPShv4wRzKySPIQDCtukkd0gRdqm0N28X//7/8dnvWsZ4XPfe5z4XWve12s0LrQa9sLNd50nWSBK8UCPYAD//91OW4qEfhTMXmdtotjAb63J8ReXYh2ffowz1GZS8gX6va8Im6EM0h8RYxLjNcj/upAbvz0CUAoqnXz+J4cJMK6yhrjAf2c8/gyFEY8HqLeibMQ9Yi9Vs/2wrG7P0dvrAIkvHuRyJ8Pi0sLHEcv4fIcMY4EwxC2trbDXcdOhXtP2/NqGk4T357YJG4D6OojB2j1sTLu+yFn5Im7OiiUVIgxN6jWsqrL6udygUoxoiJ7c9nR0f6QHfasAXwdgfjhmBv6MeR/V6g0lnx6NyTUtD38FhCkfuvv/u7/z955ANhVl2n/vb3f6TPpjSQECKH3IkVA2qIo0kRXEVDERVyE1U9kV5ey1mXXxYodVgFFEcH20QWRIqEmJKSX6TN3bu/f7/kPiWW/BSQJCck5Opk79576nsN9y/O8z2tXXX21DSIdqPw7T7yTBLT641Wfs3YxaAkw/MzJlBKLCyoILJq8bgwO2vcfvN+O2m2+ffV9F1gr6/jJ5Tes10SifyK58xfOejeE2bI9tWqlvfeQIyD9jn/X/fOpp9uDi5+3b99/j73l2GPtjLPOcnHFzJkzt/yFe0fwLOBZ4A1lAb59vMWzgGeBrWEBARMe8LRlLa+CjWTg1HmTQV9b8gRiA6kLK0QwrSKSEgN1H6WYjTWGdJ6KWlEk8QqZHNIJIjIDmLCOH4CmQgCWTMMQ473BQcATgJB0S4zhun7bORGyhS/mbGZ3yFItPpuJzOBadMGffaGAlANa0W0wlUg4fn1/v82dnrbHHu0HtGKfAFMLpicYjKrOJ+QUpnW68wvQzVRrFAnrAUAkV6eMhXPw003khyVeR25P6EiZbjFJNMR5nurV8ZlYgkwQEKKAhZwd87sOmJvg+n22ePmILe8r25r+smUpvGmXdRh6Yo8rUK0h1xcVYw7gRoxwdRlpFpTkJaIkMpgQAIfhrczGEOCl8ymzEwGCym40WF5HVlBbF9jDOVU59wh2FoClji1yJhaSEwp1cOwABikI6n0204wyJy/B8QQMCSybRKJFxoy8BSxD7lsTMFIyhJIe1HaaZaJineuMI/iWFBOkeCA3zgQwTueuU1IyJR15P+tLLlDykXUAymw5AyMe0AvwTN1fcQqc2leNc64BgDoZQdaTvFRNMoaw93O8H2Xf6hrrTIboJhPAJvuT2DMnpQoI1z8w5JK/CAF7jOQRg+nCvcWzgGcBzwKeBbaCBVpRyu2kW6qI/5G0rmRk9Z2vrutUsGrx2jCuAj+AlFGNbqa0urbwI/Im1WrBlq9ERjYpmdqaKxpWIZGokzjKPvwgSXHkkZJJv02ZlLD5c9tt2vQ2mzCxx0nvNJBgkhyPm6/FcSVdXAOIqiBNHAJc6+pKW9vaopMolMxSExBrpABBhFZpuM50LbNvXGFFRBTIERGILul0nI4yurSJASbDyldskMcXlfBzHAo/JBKKHK6KmHRG43E392xGDXKXvNBZFJtuueUWu/DCC23evHlu0LuKYbrOZDLpFby3wvPuHfL1s4ByOT3vm2vRvvSzreaIJYh/Wjwga3Pd8Zffj+v+9ZFrlOmqZbYhOhUQGSFQFFHBIGWRioTPj3+irTcVT1oveVqukkEeF8UL1mVTUhDlKeOSgqRALu8bJe+UTGAFn5On1SuFzwuRew5BgBwaGbCIv8+REqvKOXkeQ/gbMl9y1wJzHktI7JfpWg5bP7KBVeU4+NJ2iB/dgGwJyBz9w8wu5tguTyQPF0lROZgk2kUG1HXg0FwHl498alWRzi3y0AS5a558OIJiyWTWiogoKUUNb9miFtB/1yeccII9yryr0w88xD53xVU8Mz4HNp3x5X+3+5971k7Zd3/za54VIFQdkKsJoZQnjFiJieHUAH63ZJH97COXm7+z03zUDWCJIqkPACp5fsit/omMSIAYdMHRx9hJn7/W1o2MWBr1klB7m/lbWu1NyFoetufetnTlcjvzy1+y3W++2R548EHba6+9tui1ezv3LOBZ4I1lAdyYt3gW8CzgWWD7tICAlmoTsBDApEyhSX+rJCW9b81CEjikolVbPAbTiAAd0EbzmsrICaoDSbwvSes1YbNVG1VYaQk3MyNIwD82lLFddu+h3T5jlVAb25QANJo2cVKKn6RcABiHAABAAElEQVQtWzpkzy6BWQ045meg+xGHT7d7H+yziT0pOrEKxO0xG8nm6d4J2gT0y/v6CzZ5auv4ORLsq4OnAhAUQsJBxS8J6jVJQgT0qPNKYI8k9AIB5nIAJEXiCc61SnLAdXANuq4AczACZC8+gJUOkpedOC+BOgPDsPSeH7bfc+6rRlXaIjkgoRAQo2M1Xur6UmeXK7axTQUgj9oYdqHji3UUm/oFTsEi198htlc3lYpmAo/Yofs7SjeXJCQ0N0oJjGwsET9JCFZIWgQSiWWXIDnSjJAxAMUQQXMBJqo03scAxNQ5lgCoG6GwGAFgrMKQ96loKPCMYzYAncJirgMuSh6qCZAlqUHZrEoyJ4mLCqhcOMrn+gxGobrNBGb6YQ+WCbxb0oBbgcj4c4H1/NzzCABjiHWDMNilPK8hygLoIAYC0pGc8TufLWA97gX2VddcnevPIWsYxk61irTpW5j3NcZmGM9bPAt4FvAs4Flgq1hA/jyBLwrxXVzBxzXwAQ03C1GzHmGLw0YvQZyo4oPkyyLICxbo2q7QNSz/F8T/Dg3RfQ0ahtuzUUAmdsccK7wdviQd99nsqXHbf9+J1jOpk7kOCZR1o8yu5MjEIQ0cqNyAQCjeoEjNvEr2KfJIAF+H+4PtjNQhszTHYGLIn8jHqJs4zPlkh4vWPjFhXa0x5mUmbcq0bmuhYKju5EahaAWCFc2/DOI/y4BeWQFakD5iFDnlc4sUAUXk2NzL8ccfbwcffLDdc889dtRRR7kuDfk7/ahQqWHtkhu85pprbOedd97ch/f251lgu7TAttyNJYN7QNbr99jpu1SytX0Vclik9YKQMRiDxfc6JApArRSzfH3MUBRLU/MUG0hLiOxXwxcoFRLAIN8jsCuIX5M/KzkSBjkZfqdCXhkhF02Rn9X5zh7No0jCBgW240/uNYQLvsd9nEOVnGiQzuBhALB1Q03rzSlfbuL/IDhCOkwhVZjCh2Xz+CJ2XsN/hsmhJraJsChFFGTZycdJL7kO8lP2r2xNkolF3mSMo4FhsejYdHBxrmVyOxE1vWXLWUB5/GmnnWYPPfCg3fvJf7Zdd5lvfggoDeT/Fkybbrd/9HI7+QvX2nEL9rQo4JU6yrUIwNrwe/XwkP3nOefyJs8d8voNQEytJ/KOL5cl+CFXnjARsCptM7u6x+sNHLfKfQ+SJzeoywQ7Os3f3W1z29rswX++xj518012yCGHuPjigAMOcMfy/vEs4FnAs4DnEbxnwLOAZ4Ht1gIq2AyjFS6JHldMEfsZvKZC0JQiOKsRHBdKiBjwfgjAJ0xALT09yQIROxOAq9gkACdEVxMgEmCJ9hkAwUm1pm3tatjZfQAZks1j29YUWuXICN3/4DpYcWEbrjCInX0f/aZJ9thjfQa2YTMnB+y5gaB1ppHM62411OycfJ4YaW1pAkax4gB3FBoKhFGnmIJ54BYX6ZcpugUBwASpqB6ljqQAgIsLJUkYBMuRa1gAfXEHdAH+cPVunSYMcs3TmNiFnnq03XadGrNfPjZiT6+vo7cOI52Ex8fx65xzHUkIDW8VUBYkQZIEhBISVmFvHIC9hgVgAQyWSGAEUPnCMYtjOMk2SlJQkn5FimoKaIUuBVzCwqwRgCU2h0Eo0IvPsXkQOuHQaJ59sjrnWEemQgEvRHeODyMecKgOyBaA9VVi/90wwKtICeqG6jolGQicBwudJA1Ar4ENJVFRBWwKqEtNNuAnBJDlg+GnbikftqlixHgqyfBhrpHkrJ17INmMJJIJmeERq7F9rI37hB1K0uzgUvx6OAi244CDPkA63SmBmC08EwW6+TrSCXfeMUAwAYEt7FMm8BbPAp4FPAt4Ftg6FtB3cDzctDa6mCvFMRuWb+J7PRb3G9/k1sSvqDM4gtRRAOQogH8rA1TpGz5BYTAIaSIH8x2+giNRNOkEZhAkro05VRTeutMBmzer1WbM7CE+aEUODNkdttU8SB/yw/KpKiYGYbqLpALtwsn4ykOr4zlOAbDAfsIcpwJRQ1JNdXxjhAKgfHFWUlEjRRsGbGvQGdbJ8boTnRQrI26OZ71RslY6wtXBrNihBVa+usblYseY7xXkWkVK2dyLpHO7urrcbguwrv9/y5133ulmZ6kYdcMN30SuatL/bzXvPc8Cb0gLqCMpm6VIuxmXbb0bS5fqAVmb8Ya/zK6kjiG/UCBnWZcHMBqs2hSIF0ZuqvnDIjyQgpFboRpBR++KPvIZ/i7Jz4jwKACK/E9gGCke84PpommILKkuKRHwzDrIa4uQ/Rqs1yCn0+xoESml2CHViwBzi5v4zAxyhn0jVRvKMXuRc5EMewR/mQzVySvl78irUavI46+SqFy0tuNjyf1EDqki4Zsr+ZHwlzQixA7Oq8L5C6xS7kmKbbxN9y7GILeskc/1IUcIpGY9+D1v2XIW+PWvf22/vOsu+9kll9kuU6fzMEE+HR0xf2sbdYm6TW7rsFZy6+UD/bbrlKkulimTZxd5RtThLYrwzM4u4ieASZ0m5FAhp6sGBm0hsoH7zdyJGknConRh+QCqEuEouTIylayjZ0D5so88ur5mjQZwQ75NWnzGDLv2vefZdOILzcd6/LHHbP7uu285I3h79izgWeANYwFchbd4FvAs4Flg+7QAMb/r6gkRYEtOrkLErrlIYdhmJYIlBeatLSnLZXOsp+JVgNlRZSsQtWu4umZFFQjwo6EKAFTV0ioKwZgu0HLfxUyNR54EwfJFrCcBWJMt2QxkAdevyViOxMJP0CfmtuZwPLd4jEG4ZQAn5CBgrzWCzNsi4I8g8SOt8kYT4ISAHTI3YJGCQYpWnHsDNrX+DlB8KjBniUNT7IK53UDQQbO9AEhUFPOBLFVdIoDUHnOqNJBVeuecgmJIF2Bq58BR/A3oQx1LQ+w7YIofv5fPOhKj9uslJBVOQ5AP2UhdUBXXTVTGXjDPJQ2IvdTlJWk/P/sROy+EVF4VYM2HfX0U4viQbiTk/ygAygYcHkmIMOBO0SIk+k062jTPSsBUjHPIc32Scxor8B5YnADF8blTwIfch5AAKIpkTRUXCWylaehmZ4m5paokBb4EM010vgGYiEmSvBKSG1gTuUA6tlhH7MNQNE6yVrTJkyc4YEndUgIBG9zLIoyxYCTuQM0GtpwyYZL1IQdI4xcJWoPiYcXZQJ1b0movcf7OzqyrwmQLrDJdY6NUcIVLTgnwq8JssqT5sQXQ6XhQv33+Z+ZdlWcBzwKeBd4QFvDhR6jXWRACRBp1G83EFEkjLOcKg6KK79PczAazLUsASZJramO9AvMxJfPXDukkHtIXvPjHOGz8oEQHu1NBm9iBHPD0dmtrb8XfRJ2cbBA/WMN3u9mW+CfNBAniK0oCw1RYxIeIAR3BX3MGctbI1I4TVMoq6uG/RJpoSzgaC8AW54LUU0vKZ7mRnK3FR6sLOUZMQ/nRHUfM505o+lF89RhFxgx/h9UuxrmGhMBtxkWyvxdffLHdeuutr7hXgV133323HXvscfaTn/zE5syZ84rbeCt4FngjWGBLyf4JGNNsrC21/81hWw/I2hxWfIV94HIo6ytxs0wVP4XfKAJQBfARFaT8msoTeU9zGsXAlA8Q4bJBsidCYZ28K0DeGMNX1MmRyjXlbZAdlPeKgcEi0CqLz6uQl8kXVQGs8nlAMdZJQI7IFvibrqoBJASHc01H6FCOpGOl8J24MHI7dXg1bBSgq7ONHA8eaBsdynGO0QvBT6Q+cC6rkrNlmdVYBABTXiU/UuM4ZfKtDN1ac8l/1UG8LuvnOPhHji91C2/Zchb4zne+Y7tNnmr7zZhN/MOzVR8npGj2sw9Cr+Ki84442m5+5CH7xIS304U3ZHctfNKeWLmMGIV7TH6+x9QZNg0ZwcPm7eJyd+XfU7o6AUcr9v2H7rOzDjrMJnUQqwz2u/uuv5/vXWvtDrUkTuE4GtMQIibyEy8o9w8gXfjBE062tXR5HXfccfb8okXuO1H79hbPAp4FdlwLeCDWjnvvvSv3LLDdWyBA8EV07wpDTQEZKk4pUEciKCTQg78L+SLBMsAPYEaTuVE1gA/pNzdgS4eZjzSEro8Cf3UdFcTcZj+lfN3WrWN+hj/qgBYicDdDKRGP2EJALEkMSUZPx9I4pDrUsiD7mDolQuGJwhgSPwrA9L9kNGlZkgLqS66YVYOp1oBRre4xJSNiY4pJJw1x1mA9zaASRDPOfBqXImLmBWCPrlE/QSUFAEOkMlw/xyJRcMAS9pDcnc4XgjcdZTDMKb7Nmx6z6T0Re3ZdxX73QoaZISQsgDAbmdvsU91OOiXKcOyTQhqSiyrCFUlMxOQTe0/tRg32r6TGr3PhHHSNTtqPwLTMTLGA0DkWdYzluQ+6tnQsbqVCHpCPWWS5HDgYAbMY4+yzIkCMtTV/pBWUiyldXDu5V4MZI1yECndignEyujWWxfhi0FeZN6LAWmsAL5mfBKydGSINguIyDDOBWQufft66OtDhZoeZMeadxZh3NZa1IQ0o5rpigI41PgvxfIjVWCYQjyHPGARwBF9EwqlgPjKtCu+LSd8CMKf7VcoXLAaAlQUcjVIkTXLeYpt5i2cBzwKeBTwLbB0LqDhSd3qzFMUoBoYpAkrmSPM6InyPR+jSdYxzhQ34H5EgIgBP+jyJbw/BBPclVBA0WzFUh9zAdzu+uCtRsx6khKdPTltHZwvyThH8HH4CX9cU4QR/LDBKbPfxbmS9ln8e94N6kc0U8Tkid0CewbcUIIzk6cRKSm64DYCsK2TdFSR1cw1bM1y1gbUFuo85H+IYdWpFJ3Qh/1R1+9C8RnVwDY8R5xAXxJlNkqWluQwT3s2I3EzmV+Hxk5/8pH3ve9/7m/a4ZMkSO/PMM+3ee+9187JeaWMVW2/+1s/stz+/3wZ6h2zC5G478Ih93Gbv/+i7Xmlz73PPAq+LBQQ0Kf7b3Mu2Liuo6/WArM191/9yf/IWBXIh5VRJ/EtXS93aAYhSbXGXU+WZ4RwgX9R3/OLRgK1Bk6+JJp/ySEnA+8kBRZQUKS9fUI6pLif1GPM+oJGIFCl8xlBGah0B6I7kiOQsJcga0RjETQiOFeRvG+Q/FXId1yXI+uJ+RMm3fBxHEv1ZwDT5szgdWNILwROSP6PWQa7XliKvQ6nkmRcLECsi1g8xNISfTOKvRMJokHcV8c9r8gBqvVFrA+gqodqhfE4dYSXyTG/ZMhbQd8wtN99iN57/YetDPpDbCrGH2WYQckhk3UGVTx87fw+7+MZv27/dfpt95Z5f23Vnvc+uPOUd5PEETSx63p5Zs8q+dOcv7JITTrQQiinBtnabS+xVfewRu3/R83bCnnsxAyvG2j770JuPswOu/LhdcuxJduQuu7naRYDnVPUR1QC6lNSTZ/vpxPr028+wBxYvQu2m1Q466CD7xR13MOKhzR3X+8ezgGeBHc8CHoi1491z74o9C+wwFlALfJRguiyJhBqsHgJ5gR0hWGMVQBhicAJsGGkAWAJaaqwvHfAoLGoff+eYWSW5OZqnrA3ZvqYPiQQCbwFI8JScrF2a/adTBPYl5IkGSzbMvOMUMj+gLwT4gE10WkUlx0dSkGT21uAggAevyyQOOo8SwE6+oEHvAtIAdeje0kyoOoxpzb4KU2zzkYQIfCKuc0Gi5AY1WUozqaQprsIUUJEDbQR8cZEkG+pMEsubwhnMOzdEXuwqgT2cv+aECRgTu7yHIbyamTuJQtlx+7XbI0szdh/dY2tHSIC4ds3iirAPUh8H2ASV/LAfSQkoZwnBLM/T2aYOMiVKfOhANAXCClQFDJIR8YqVZRNQI7EGgwKHSPpzAFeCx+qaTyIZAc69AtCk63AzuQCJyGPYusq9ANjiuNFQHLBQ3XEkRhQLw9iiRLHRxdKwE+vcSxUmBS5pnogDMQGlent7YcKHbHgkwzlwX2DcZ0eySAG20T0F84yHwg0w5uTr1ZKTcPJrVhhHjwFyiehYqTGvi30KFNXsFC4FUAsGPcbidrtjSsYQ+rtLMCXF6C2eBTwLeBbwLLD1LCCJJBEaajBGhgGIQkgvwY2gc5cOKxxgIly3WdNTAEr4mSLf2UgAqjm5BgGFr3pmZiHpN1BADpjZWMz7aEUONxWoMWsyYrOnxyn4xCiqxJ3PDvDd73xRIAabGMo5PkKzJt1cLDypOqkbjvwxbg/NsUpDKKlpriXEB/mXnSZHbRqsZc2ELCK/pA5lseolvTNc0Hu4mPooEj/IHAaSNnWXGZbnswjOUoQaxSnJJh1lkG96gw1bhR8D9dpsN+DJJ5+0b3zjG69pf88884x98YtftE996lOvuP11//J1++Vt91hLW8p232dXe3HxCvvhN3/q4oS///AZDix8xZ14K3gW2MIW2BKSgjplxcgjIyNeR9YWvn/b8u4FFqWRwqU9xuLM722ZlrAwMrjqzBIxI9ZB5y9KFlHyrC5k7tcuJx+DeedyUHyLZilLgUT7ydMFLIKg8kn5ijKECTJCN8NK/knS+vI5ArGiECCUE5Xxj8p5ewfKlqNbS+RINgLoGJ8dScqF7wKsIm8ToDWpbbxzOEEHsGR6lSuNjpQtk2/Y86P4QggYIXJX7UN5WxqyRhBlEuFUsUjMUpGadbbg1/B3GTq7mkj8jrBfb9n8Fsjn83beeee5GsiVP72ZrjnimZ4JdsXf0W01OGQ9AFkitIoElKaGcc07zrLTrv+i3fbhy2y3qVMsjsIKT4Nb9Mxo/cN33dX5Z0fV5RkRWXWv6TPtkpu+Q23hWZs/ZRp1maotWrcWJZiUXX7LjQ60SlF76Uq3WFcyZf/n5Lc70LUdycE4XVhBOrI+d9Y59oFvfc0+ss+BxGrT7eNXXGGXXnqpO9bmt4y3R88CngW2ZQt4INa2fHe8c/Ms4Flgkywg0CqBDM/IaEVxOCAVwbBeUNCRzI+KQgmkDjRrAvVAVhBrGniIIleYoKtA8K1ZT3k/oAnfliFApaCAHwpMjJog+K9bHlmiPEWuadNa7cXlGTq46OIBtAlwrDASCgKRGvz2AUqNjeUBiwBmAL4KVKCYf+uWYYafQliiU4ntOL5PiA2vBcSMg1cCo9QNJTAGEI1jK9kIAC4BG5HYjEtGuPZ6wBwBVQKpJDGoQ9Q5R10vV04Ri4SC7cUMFwsuTHKRZAgvdDcHDo2N5uzNuyZt39lJW7Imaw88l4NZVXBzxDSHS0Pu0Z8gcSKpAVwKUBiTtKBsJuBMwJsOqnlTSoQaHDsSRUaQ5EbdYvo79NJ1VAHm/Kyn4LgJ406gnPbJZq7LqgFTXh1gLtPRvvmcZjmY6gwexn6SoQgQCFe4b5LaEMAUAyRTkTJIwbCKJneB++3juMTWVoXpru4tMbtJtTiOADVkFdvbbGA4Y7Mmdlk+B3A1mnHnJPnHLhhjmbEMNiPJ4jxVQCxQVEglEjDcI3SiFShaRpGAAnQTaAqgpqHFmlMWxU6SWqyToHnplx4+b/Es4FnAs8DWsUCErimHJhEXqNhXw4/k6NDFC1l/fxEJWb7fgbmSMMYDmsNYZr0YsrkU0Xz49FEklJYMIwlMQbCV4p46crta/DZzRqtNmdZi0+ZMtigduOrwbuK7mkgNi0jjp6tbsoEBXoscI7KMOq7UuSGpXnUvi2HvOsfxlfIz+84DFOtO4mfwIRwvC5NmTV/OMtDUw8QPSXw33tfueb5qu3Q1rHN0rfWuzVh7Z8KC6mxG/jDdEUYKkXiE/UUTUdsV2eOeFgqHm2m5//77kZuCNv8aF0kLXnLJJa44/7/topAr2q9+dq8t2G9X+8K3/8XZUXHSJe++wpY8t0yBBjFDzZ578gV8cdEmTZtoU2dOch3izz252H3W1tFqc+fvZOtX99mqZWusvavNVr64xvLZgr3l1CPtkfufsOGBUTv4qP2se2KnvfDMizYyNGo9dHw9/tBC6yEu2PvgBXb3Lx7keYjYwUfuxzxMMcnHl7Wrejn+YtclNmXGRNv7oAU8Q+hO/tnSu7bfVi5d7d6ZvctM9hO1B377iCPgHPrmA4iRwjbUP2xLF61wscfc3WY70E7PxvMLX3CEqnRb2roPnvJne/VebksW2NKSf5IWFMFOYNm2ungdWVvmzqgLJkriRiOUTe0OI4MfNr4ynAytWoNJY5wCxiiqHqv6S8y8KuJ7yD9FQMTX0MNFXsQ6+ALNoZKUhI+cUvy6BuCTJNcryE7wqcuVJGMfg6TBYR1JUjlmhjx6g6JHiZxZnTraVYE82OWX7Fuyc5LfTSbDEPqgbuJrRUcczVZs1VDDlgNgqRssJLKlkiKdD340SH7cRr41jN9ydEd8dRSQLo2PjCCJmyXfbeF8vGXzWUDg+Oc+9zlHJDl09ly75p1n2Vv32d+BSXc99aRd8N1v2PXnnOtAzmBsvFwsycDfPve0nbhgHwCsqZaaOMGa2TGeJwodLK6Dinsm0FI1BsPPSbJfCjID5NH7zdjJznvTm+3xlcvccd51yGEOtOpOtbh8XiBYAQLovc8/a9f84jbbf+Zse88hh7v9xvju25/zTAByHrH7Hrbk+m/ZCf/8CdcFegVglrd4FvAssGNZwAOxdqz77V2tZ4EdygJOPoiASANj6wBSErcLEoRVYUIH6YIS6KBAvkkAJsCpynoFZmJFAaVKULAVZyvSJv5ycgZib6fYtkDQHWMuhoAlInkbILif0BWx3tyY+REGz6BRng5qHpSkimo2OFqzXWe329p+Oo5glNXZTwPwppWhHOvXD1mYqD9PMa0gkAXJiKi6i2DdOekf2OLqXFI86IpcBHmRKOfGG8LjfKKKAwyJ6VQHKBJjyumfc47qUBJ5zXUCsb4kDfW3gDw/n4vVHURyQgU1dVPVkI6IBNM2NJx3zLgD5rXZjI64LVw6Yg8vg92XY4YVl1zmeOqG0kB5N2vspZlYmg8VVnGtTNBKUuInmHWSSioTku1U3L3gNQBQjS4n2Vddaalk1AWiYgTqvCKAP0WKY7qWcfkj1pKMBaAjhECXrGl2ljTf3fwyrlN70u1oAN6VSdDq3Et1SXHJGqNFAkdnHZ1uQc6PVAvwkiQLW5YJ5NOxFElhi40ODFu8tYVnBOkM5ARDdHuNMtg2CStMM000mySKyPtYgYQOGUolh5E4QTqfhQDUwjxTNa5REoeaPSZ5jah+S4bSWzwLeBbwLOBZYKtZIF+gW5f5Gm0wvMe7YzXLQyARp4RP1PyPpXQgpxLI903AJyo+4Ns80Y70UV/TFq6u2AgsijgyRyKpSNq2iy5mAVgzdp5myXakc17qJJaPaVLEc0QJBpjLVzfx7Vr8+K06HcDynflKEfIKw8zxUT78fhQ/NRlZwngq4gCYMsVEyQ+XOO4YQFa9CSiFfxPxRpKHrG6L+ps2B98d9NdsVSZrlWDOwqmYZZstZu2APJxnEDCsjO/TFW2uZdmyZfg5nPhrXNRdoi5szfz53xbFD+ogkExRCVJKDH8rwOcDl73H/vj7p13s8oubf2Nf+uevuV2cdf6p9r6PnGXf+6+b7ZZv3+7eEzj16S9fbhed+XHLDI9RLCN2UFDH8s0v/sABXnp9w5dutM9960q76IyP68+/WE/HlXSylt332cW+9P3PuNd33/GAXX3Zde71hn8kH/meD73Tzv7AOza8ZZe86wob6Btyfx914qGc+zMOKNMbkke84edfsk9eeO04MMd7Aso+/V+X2+/ve9w+ddG/ue30zw9++k2b+5Y9N/7tvdi2LLClJAU3XKVAIv1sy2CWzk8EuS0N6m2wyY7wW7mscpZksEznLXkOTkskDHUXS6kjSsdTlY6mdUNV6x2hmxdSoBCmsIAlvqIDInCQI0oKMEKOpTyKj5zMIKmxA7cqJEpS5igrYWIR4FXjQw5BZzLEP23DPsrsw0m54x/1u0au1WQl+aI05xiPQPR02e84SUR52go6uPoz451h7BnayAa/oTwW+Xc6wTR7Kcx3M7tD1YLrEZBGHj0JRbsM3/1tYS+P2lzPumoXIpDc8LWv27+dfrad+6aj5PC45zwnPFvvPvRNdsBOc+zqn99m153z3o2HzZPfLl6/zj5w5DHMDYecE0einxx52fpe68CPJwCapHQS6Ox2+2uyfr2vl9mcBfv5Hx9zcoR7zpxh+8ye5Z4AR7zluK7AwTkJ7GqzpL01sb8dOneenfnV62xqe7sdt/ueTt5fG52IHGGeOdadk6fYnZ+51vb88AV24okn2t57773xPL0XngU8C2z/FvBArO3/HntX6Flgh7WAguByneKNA3kAbQi0a3TuQFAD2CAoJ9nyx5IE8wBTsMmqtFfVYFArBFetJwAC4ocZBvIBUAFQpGCfZEHSf01kfwIw4zQbKU+BacnyITf7osF+NRSrKYADxnSGolmW6H/RShjLAnWI9EswiRsAND7272pAFKbGmF/RO5hnGG4cmaASLfow2AgmBV65k+GsHLilY3IdYYAW5SU+usoE4HBKbl8CclRYapK5qEimNyOSQmQdgVakISSYMOwEZCFbpP4sgV1uyDzM7gDHDXXG3UyOfqSTUjC4D9m9y+ZOKdrqgZKNgGINDxftD4NxWzWYoViWsAbSiFVlQgSYYpn7sZcD2UhelAhpPpU6zOq8FoBWxz5C0wT8BCj0dXENuSYsP1rTxKoWy68VVl6aLq+uAFroDdkfOSVarXJcT0GJlIAjEmVd/QiAWjsBtQqFCLwzhwqJRa5MCVGE+8meKexxfLYRHdEP0KV64t57zbcXFi9zz0SY49FUZVX0wHXvkwlskM9y7jUHRqnrLZVspRNLM1E4v3SCe49NuZYAz4vAMQGQYTq3KmNsQ9Ll53iapxbRdOMNORun6C2eBTwLeBbwLPD6WqCOf1enNU6K72w8B/5I/6viF6OQUcJ8JnKJWOXZLF3XeBF1PaXSYVu4uGJDRfwXRR5Kh654RyMuPkiqsfiqlqRFk/hCvudF5mhSiaM2hy+kXCfCCT7LJzk/4gPNjwyFmRiCv1BRUPOzwsk4A+8hsDD/Sn5FoFVvX8nWrc9Z72jV8iXOk/3kmMNVhLhSY+cieMRhvuPNbB0Ek2Sgaq2AX1ViDsnktnTiJ/HN06YkVcW0MbbVhMnNtWwKgKVzeDXby7annHW8m4l12mHn2i4L5tqeB+xm+x++t73notPdpRx98uGu++3zn7x+46UJzNp1j7l21cf+feN7n73hU3bB2y51/vgTn/2I3XnLb+2hex61t7ztSNuP/X3mki/Y808tsQ994n32X1d/y6bOmmwf/ZcPuPcH6ZK66P+c67qtfnTDT23Z4pU2a+fptueBu9v7LznbdW2pC0udY/951Q1209dvszPPO9XFhDqBa77xSfs1kog3A6ypo0vdYJf+64Wus+vRB5/k/IN2+bUftovP/j8uFrvok+e6897/sL1MoJe2kXTi7nvutvF6vBfbngW2lKTgX1/pBjBLQNEGsEjx8LayqGtM4PSGc9tWzuuNeh7Kz2LkEcor1pCHyQdF4+NKGsoR5QNySNwuXVe2oiM+0ATDLKugPiRfKdFVXIQkyEfkYUpH6Domj1SOKEBfeZlmagWZlaV5ihHArAa5lgCqMpq74402AsEEZo0nM1IDkTqGSAEO1HrpPLT3IoRBSeBKYnAMfzRMN5WAK81vlJiHVDeUrwmI0/+k3lvg2FLnUJZKimmrRgyJX/wrblNzucYgf3rL5rHAddddZ1/9ylfshx/6iL15/gLzp5CCAYBqDA9zN7Q0be4E/BnKKOqqcm/yPKiekAOY0txtt+j5IbYQqfOyH/3APsV8rE72FYAQKqUU5cqS/b8MuUCRcNXppedF997f1W0+iLBER9aAzNJktAJBzXj+DWlEpNDvvf8iO/vr1zEva74O7eoKCeoZemYakGAizMq66vR32UknnWTLly+n1kFQ5i2eBTwL7BAW8ECsHeI2exfpWWDHtIBC7c6eSeg6LyX4IYgm4SsTeNcoAum1jwLJGHKBAkHivA5TEIrC9hIzTCBQAeatOoM0ZyJIwhBn+KmKWEBgFKFCrnOL+AtwCnmfFJrfMLlRo1ONzKIE+hECeD9BlZu9QbGqgQReS0ebNem4KpAYDIyUkAyKIS1Yt6HRsnWkJRNSAiCJwRjXdFsBQgLTKKwBNOkaVJySpI2P+VwK6RuwwjWzKkrxTR1BuiYtArrUDcSK7n3NeXJzqEgiJE2hoLRJRuMDFNPQ3QB65JyiK+CFCGbTJMStbQnr6x2z1atgd5N5JOmEKjIgvhU7TYpUbVDFN06w6i9bGLmBPOCcqngKJCt0Z+k4moclsE6dcD7OSVKCKWzWznE70D3fZ27MejpT7CfCTBAkJCgaru5lyH0zar+8f5UDBHsSaWsCHnWlkdRIRmyAAuOKMb/1qpjH8ZSIjXJs1/UFONWC1JOGAQexh+aChZD2i780f6tCUpZGCqitqwNmV4QOug6Svzz3oIw9WRdbK4hvR9e7d2CAJItnhmN3tqds/cAINgUY5TkosN9YRztSCUrWmFEWaAA8qqMu7wqlmnkS4VpDBNxjfK7HxFs8C3gW8CzgWWDrWABKiPMXqr9IIlAD70OAVwl8TjgKwIU/E88hgYyRijQJvs/VHbx0FTJISA3WqLxINlfba8Zi1BX6ArZ0+Yh19DA7Aj8XjkNu4DO4GW42ll9dwoo15MjlWCjUOR46B/LjlzTPRCSYvOKQMeINf9jW9hVsODviCBMjdF9lypI2xu+w33HwihIO+9Lg84pAMJxLnddr8c2MrMB3c658vu7Ffgaoh/DbSXw08rYiq5RxkJtpmT179ibtSQPaE3Rlv9Jy/qXn2My50+z+Xz1sTzz8tP3xkaft2//xQ3vne//Ozv/Yu108tOcB8/9iNylAxcOOPdAC/0RQ89Ky084z3KsDj9jXDjxiH1v46LPub3VubejMGsLH73fIeKfTqe86wXbdc661dba4+ZpvPft4+83t97lthllPIFZ7Z6s7t3vu/J3d/t8Dbr2qOsYpNucp7KUgu2iZMXsqkoi7ORBL0ohXfPGjJplDLUccf4j7rXXe/u6TXBeZJAQlbSgi0+MPP2UTp/bYmee/bSMo5jbw/tnmLLABVJJU1+ux6DgbjiVga1taPCBr890NgU/9BXzFiCZTQdRDWi9Ofih+XBlgKZut0q2EzDokwwor12BXpnESjs4nsiTvqSMKHQy+U/Aj5EFNfA+pjQOa1P6k134+E3glZQ8BGVK0GFcE0W/8Jo5FvswnuVw8GW+9pGgBsZKcrkaOJ0CrfwyyHzkfaS0k0vGcO8l5iOzn55mVwHpVx8FPKU9Uvpohx9T2PhxsDT+4BuESyfwDk1gLzbqxgpdFbY4nKjs2Ztdee62de/hRdsz8PczopgIxskrvetdNF+I++hJJJwf53x+6mBtMHaOnx+rMk45TG2jHZ//qmYU2a8IE4gkEmMmD50+fZp8/893208f+YA8uWcSTQecgLJ+hXNbWQwx9x74H2jmHHs6cM8AynoEA++NBtPrQoI0NDiLrXLQf/eFhVFFiDujSemGIpy0Qg6a0d9ooDNMOjiUJ/6N33Z314tRR8jx7nXbM/gfYhd/+mi1atMj22IPr8RbPAp4FdggLkFV5i2cBzwKeBbZTCxBMP7d4hRtIW6UAlIdVFAypK4kCkhhnyLyN0YFVo1BVIOhqMNA2QpBUKFYAo+geAhCq8rnKTjmG4YajKRuBLRRqoDlOcB1zxSISC0CoUUhEeZhnOYCVcAxtb2QJ8wT6hOgEiKyTgxlNV5P2M1YYZ76tGSpbqDtoRZhNPoLDvgzCP7DDc7lh6+lppQUf2RAKYH6Gx4OFuEBfYIkYTpC5uRYYTexf+UaJAM/NwWJf6lpyoBcfuEQFQMmxngWqcTqOfUc+QN2LIh11NTIRhCGQlpDGOm4Buwk4S9BlNRGwRh1gSxYN2FrAo74xhvMWAZCyAE4UxfIEl5pnJTZ7kONOBWjabTJdS4Ba5FaAX0Hrh528pF9FQ2QVAca6kxV0033WzjDiVobZV3OAQ4Brw+w3kylalmQlQvB6xpE9FOXUzea3J5/t47fP+tZlrYO5HwdN89taErqnemvMLAuQzEkWSjPKkO8jGUoD9MWwXRXmu1iGTe6jTigKA15MwpGhjE2fPIEiU9Im9HRzv8tc4wsoMxJYAxSqsyzPfSqR/EmLe5R5ZurOkoxilLkl+QLSRrFxSagAgGaEdQrYIkFwPTY4zOw00jQyTF8wZVl3T7wEbDv9lvEuy7OAZ4E3gAUq+AGana0tVLUWACgRUgRYSUpYvrSEb26GIk5SSfMYc5mKLVpdtaeQERzDx4uNjiuEFAHdATcZBfgKAnT1DpZs4VNrLfjMWps1u8cS6bjF8RUxMZIhU2iOSBUyRwDyh+ZiNZAQLEJSyYyM2gtL1tr6vqytwq+tWs88RgrRksiVnNIYmk/lumZGQlCBZFJUQREfi/tyPlw+PcY1UAekcNiwIqXBKl3dCeKYBoQX3D3v+GzdmhJ/c8345KZ0pDbTcswxx9jVV19NFzkzMV7DctRRR72slKB2qfmVLy5eacf83Zvcj2Qglzz7on3jCz9wgNCJpx9rk6dNeA1H/182waavZsG6brUv03X10xvvcq9bkJMsQ4Yp8fNyy8mnH7cRwPrr9d7xnpPttu//wr775Zvt8GMPsp/+4E4ngXj+P57jGOx/vb7397ZngderG2vbu/L/eUYekPU/bfJa3iEtdICVn3zIz6xFRzqEvCgSX5E8Nkv+qblTfMj3hCRYgRHIfSIoh4TxQTghB0I1yIGkklEiv5EnqJPfAFtB3kNiEABLuV8oyHcbfkYkSc0+lgx9kS7eTB5FC7ZzoAa7lJSh69YiB5UCB/CUy1ElS18gpx4qKj8V4QOiIb/VuSXJQ/ktgVYBFDh0DH3laiak3tN8riDnoBy2iYS81DOi+FvNSha51Fs23QLf+OY3bYzY44Ijj3FFAH9HhzUAqPp4r0vDuRU1QPD0pzrdvXLxBbktERPPRtCO2W2Bfeq2H9k79zvIugHABHBFALJmUg+48Ni3UCPIMPfqaB4TQEuKDHFy8xaAL20rAMsHQNXo77MapN5+jnnnwj/ak2tW2IVHH2c7T5xEvPOn+6xtY8RNowBWinG07DZlqvstH6xREHGe59ldPSZ5Yw/Ecqbx/vEssENYQH7FWzwLeBbwLLBdWkDBuuYi+coFawX8qaAjWAb9IZZmThGFBherA/iwDlCR1QCuxDoLwQDSnCjJEYp9FiaILxGU59HnZmw6wTeScSQICtrV+KQAfv2wBugSoxHxlQj46xyrEkpZtFqkqMRrzkUMuWatDPNN+0a+cKxhSQCuAFF8k/MbGCsCsFRtQnvcVq8e5bwAgZi9JT30JJ1WgppCJDF1AJkQ2uMNAnsfrfzskHVgkatjjBMIcCzN+qrAuhZbzl0n1yH2uBhSDrVSksL1V+jCqnBtFYpbYeZwJRMRZCqQFSDZkJRPEmq3X4nFburgYv0VTdttz7jtBelz9UjZzfsaQoe9hS6qOV1x23dBB+eDBKC6zfIVd+6JVA8JFozy4YqtWDdGkUerBG2wN2f1IlJMrWFLt4ctLyY6V6nCW53jP7c0Q6BbY15V0BbMSVoLsk4jgGejFBdXrQaEooutDGjYC/swR0InGaYO7JJBOmMYIDLKtWBYBwxWBT5qHeQlK8wfmzJZLGiSqlLB4szDembxEtd91ccA9tZU0oYHRwAHg5amwFmAJaY5XTlARQXYCWwSIbiWLIIkXOqAhHUKVzUBYABacZ6XCJKNkksMUXzUcGJ3E/jXWzwLeBbwLOBZ4PW3QIOCRx5JorFcFZYwHcVtfIfDaBdho4zkEa4XfxewoSy+GdBpbX/Znl5HQY6B9/LxjtgRxd8iJdzWim+g+1pzqXL48qVMrE8yX3JkIO+Y56mWqM2YtdYmT2yzeLoFXxpzsoG4UAqHZVu3ar0tXrLOBoazdGFX7IVVBctVtC8Y8QBR6v5Wt3dnlLmW+O4K74c5v4EMPgi/pK5qFYVUAPTjy+uQTeSbsk3kxXjdAknEx3X1UdiMJQWm+WyA/WekJbWZlt1229WuvPJKu/TSS12x62/Z7fz58+0jH/mIK6i+3Ha/+dl99sUrv2r/cdPVritKcdkuyAQeicTeU489Z8sWrfgLEEtyxBuWbCbniqEb/t7cv9esWOcALM3IuvjK8123lY5xNRKGkv97LUucLvHT3neKfevfb7Lbf/grB9RNnj7RAXivZX/eNq+/BdSNpZlV21pn1OtvifEjekDWpltefkMdST4K+VLkUN4j9uIIMvRD5JH8BckSIh8ZVDjIrOJ6mdlXkDLxBUBC5CKARtA5mS5I7quZxpAKIXKqe0pdxyJYqLuqKj9HvufyRh2TrqsSnVMjdFZVeV8gk/JRN1cQ56NuKz+5Tpg8VvmlcAZSL1vDObGiy0WVJ8cA1cKct6Rw9d+H/GlTOTAy/UEpZ3CcGPsRuCY/K7+mfDaFbH5HEsUPyJVJyJzesmkWENHy8ssvt+MAoqZ2djoJQR4G1xW1rK/Plvf322G77mpNZAXrqi/QWd7IZFTU4MB6Cs0OmD3HFkydbg+8sNhOSafMh3Son67qGvsO8QwkAcA0O2vupEl0DML6eWnRM+qj+6o5OMTz1aR2kLHP3nk73WAL7NyjAL2oW/xpUQ2FWA2VFAFYnckkOTWx158t7slet9Z1As7pmWD9nLu3eBbwLLDjWMADsXace+1dqWeBHc4CYuk0ARhSFIIqsNXCACMFCkRF3ouqEEQwXUcaTsNuBfj4AW3Eay4DwiiAagJESfNb5DMF1ZLIU5ReI/BvpTAk6bgY+7YgknLEX+r2UQcUXDfHMIsAnmmQepljO2Y04FiZgaROto7gTt1TA3lkH5D80bD3KJ1aCBbaCsCdKAFbg+RBUtUatpoGNOtpAyBhPc3Y0HwrBfti0knUocm6YRJnsZXG5Yo4YV43AHHKZBVKVMTormETdV1pnpeTxiOpyJAIZcdgigPytKRr1tlJssL+dM3q+nLFOwChWTPTjkk3TDfWzBlJm9yCzXxtFNuAAGHvrVw2Zi8uGrRZs1LWwmwvMfDqNb+tocCnc5w0KWUzpnfb+rU561tftBEGEAt8SiboqlpVcyz3qTNaYaiXbKCfuWA8sf6WMCzDhvU/n3PnLAmltmTApk5EhhEZpjTFSKBDG6ALrkGnl3Th/axDmmV9AGBx2stiFAPz/D2pvc36h7JcE4OKx0YB5yZaW0u7DQyNWoLOr7HMmAPwBOoJZHSSgATkAjYVdGu/Kh62IBE0Ojrm7oGYZWIjas5WEPuqcJHieAESSOdgBYqKub/D/dfnXbBnAc8CngW2HQtoVqP8YRA3Hm3BdwIKQfrmuxufCONc8oJlCjpiftfDUcvgGyu8FyEuCDC7QZMY/JASNIYyBuEjSmdTmUKPOo5HiC1amduRYfsYQFewGrAVzMF8YXEfHcEU5+RTAKOCdBwHKDaOUUTUsPN+5pvUYZgXfFE6nYlP8JliPPekQ9aF75NUmOaZuI5qXkfUMcaOJPckn9IgVtG8R07HSSUP0DG2jPhgitq1KBBmmjCZIVekaOXuRW5QxcvNt/jsQx/6kOvEuuqqqzbKmr3S/ufMmWM//OEPTXKCr7SMjox3eX3sff9iR590qE2aNtGe++NiJPYWOhnBeXvMcbvo7OmgGzps99z1kJs3tX5NnwkAc51ci1Y4CcKlzy136y5+eqk9+8SijYe+9bt3mKQCtWg+leZdabn3lw+52Vt6LVLLnwNTv/zx3XbG+9+mj9wcrMfY7j7W//29j9uS55a597/22e/aORee5shAN371x7bshfH9/vSmu+zhex8jlvDb4ccdZAcdua9bf8M/b0PG8Mff/bl9+eobXAylGV1+4jBveeNYQN1YHoj1p/vlAVl/ssVreaUcw8kA4gPwWnz/N+mcqUDqIwcjl9XfIukF1X0lAIs8NAmrUsodkplXJ5PIDsqJJWkrSiSNvfgPOoz5S3OLBJCJAKFcUWSBEITIPPnUMAoh8koVQCXlogKrxqUJ2QHrjndksV/+lI8bJBfLQ5ZokDinAM8Q23DdVfJbed7TTGbllj4cZwBwS/Oxgg7g4lwli885hTl/7btKjo7b4hjKZXnhLZtkgRdffJG8tWYn77mPkyP2Q+BUV5SWWXRUvfmzn7GffPhSB0AFxrLWBKCS1G4epRLlxQIflw/026n7HGDvveF6O2zePOsiR/Yx/05AVnNwwM46+DA76yvX2d8feoSdut8ByDWjQAOJdBkg00E7z+VIyF5m83bHk0+45/Qte+65EcBSrp3J5V0sVgAI+9KvfmFT2zssifrJUAawjPxbYFaaTncty/p6Ub3JOdlCEQe8xbOAZ4EdxwKuxrbjXK53pZ4FXn8LSKbsylvuss+/65SNjnpLncXFN/zY/vXskwBtvOGWsrGIPS3IxeUBJ0IE+SlmXxQaISsANKjjqUlAJoSKmNwF9HUk4qIAFSpsaf5Fgx3UAEbqsJs1y0nt8TQuuaA9CAClYpN0vOPICuUpWgWIobK0yEvyR8PhywBMYpcJCEsCUGWyJVhyAD4E6RW2V6Ce17wkwLKenjjBJQkJx6nDSpNcXbGEFjjHiMNyi8JWqzAbw5emzV8FDc5FEgwOQNG1CpAjANRAeVrPAJZ4BsR240flDw2blySRH4DFDZtnW8nsUROjm4tkBaAtQ1K0vr9oU+iaamfAfEt7jblRcPfYZR2piWgiZjNnMwtqzbAtfXrIpkyLIf0nPXa6nADyursSgEAkHZx7HVZf98QWgK0B6+yO2yD7XfTMiE2aHLF2riENU7w+PUkwWwawGkOaL+Fs3rtmzDq6kzZtJjKE69k36GCC2VktSTq3YANmCrDdkbWI6DqazOLi/KLcozj3tVaDmU6FMSugD9ah2IqadSadRN27VcMch+30Xp2AfPWKNU5K8NkXlrqhxx3MwWpK0kJAH3pR0m9XYsYOXOcVxkQ+PGFDFLQkkyD7V0gONQMjxroZN8w6ya0hCeNzzVtR0igbeotnAc8CngU8C2w9C5Qp3mSZFfJYlpJcqG5Te/Dr+GJ/lTmNFNMS+NhwrGFhOnGDdNuuHaTgNlSie1t+VoU+5jziL8P4rhC+u4B/9lN8Ww/hYsqEGHMZmRsZDOOv6NqFFDPKgEwx3wt+FR7VzY0/BmhRx64PP7R8NbKC+IcVbN+fZRV8fwudOOFGEek//BpdYnmOS7XP+XIcPN1e8tmcCzGGpKEUo0guqqFObMAwEWiy+OqMfB5+CxEmQxXX4nSPRTREnWNs7uXjH/+4qbPq9NNPf8XOp/3339/uuOMOSzvZolc+k3m7z7YJk7uZOdZud976fzduMH2nKfYPV5xnXYBXWlR0/ciVF9jnP3m9fRXwSItmYC1fusqG+oftmccX2SP3Pe7e71s3YM8yc2rD8tDdj9qJ7zzG/bl6+TrrpRtbywvPvGgCw7QU6cJ+9IE/2t4HL3B/L3z0OdMsLQFMt3z79o3HTLembMKUbutd02/3//phO/KEQ5ws8//9+f0QhdCyZBGAph/FcUkIMX8NYsXohD/93Lfa1z//fZs6a7IddcKhbjvvnzeWBbxurL+8Xx6Q9Zf2+Jv+AsBRp5S+60v4jyp+TOMNBYQrF4xDnPCJnAmQ1cBPKC8chfznuqNEm2S1KNKCWjTniiTTKYCE2FZ6HSJakq1YCFKmdqkUswgJMIvz0HytupJA1tC/IkNK5o/EEbl7yBP4UHXRaJaSSB9j7Et4U5gd4VbHf+s0OVYIn1bCn1Z5rVxLiiEiOwqe8gnAYnt1eek9B6rxicvJWSGI+oW3bJoFli5Zgp39NiHd6jq1HaNTBRAW+aMZHV327q9/2U7aY2/XbZUEgOrPZhxwtXpoyDoAq6Rcs2j9Wsg0FXt69So7upUqhSSFHcjoQyGl2277h4/Zjx55yK65/TbXMT6T904/8GB3HJFnS5B9nl232i55y0k8vjwc3GfJTa6hS+vBJc/bCsCwIsBqEl9YJ0a68me3MCc0a4fOnWen7LWfA8XS5OLrMyN0zmdtVvcEu+P2203xxS677OKO4/3jWcCzwPZtAQ/E2r7vr3d1W9EC6u758l332aVf/RG+velArC19Ov/x41+Zfj7zvrfbx0452rFctvQxt+X9+2FXx2CliaDjA9BARY5OHabFspQI+MME3hFYRBWCJRc8E5xVVBwimCbGdq99AiMIsCTRNwrghCoPM7BIIgiqk7DeSsji+QHImrCGihRS/AT7khYPEaBXWV8dOloqSBhxFk5TPEAw7iPQV2KgEbcVpPdssMC+65ai40kgUIDt0q0Rmzk1YbvTASUQKg9gVAIUDTG3Q3EnpSuKV8gzCIlSMY7zb1LwampgFgkHf3JdnChJg/aneU5cxrjEA7M8aoAvkLitLYXEHiy5YWT6VtIltWxdASYW87B6SkjsJSwWHwdhtK0O1ZoI2/TWhA0wC6QcSJjffe63ZXRcSYawrTNqU6emkQ0sEoQGbdVybM62ybaIrVhRMObBOqnEHPOvInGfdXSkYFH7rZjDDpz3AJ1o0mVPwEan780GB5lRhZpBRxIuPCx5sQMzyCrFkH5Kai4Ja1EadNeruVxxyW3wjnTVi65IKSAswNBj7JsGeKMLK4J8xuDAoA31DTDAFgYh9sxRZALeIsGTzAVBNafTiixUE9mougJ09pcHpBTLUUsA4GpsZNiSsG7F4FcXXoXfBWamYRQHlOm6cgX+9hbPAp4FPAt4FthqFnAsc8nD5gL2TC8scJxKCzOxmknNdxSpAwJEpmrl3gqMceY+MsexIvcpx8f/w/LbgEGSBS5JFgdpQhXy/BBI+odLjtgQSVDIe6kop6KMnFKOOKCCg1ETVJNjqpi3fmUG+UDmVSFDPMLMxzo+C1dhLREki0V0wV8XqVJWCTQIK2wCpJI6c7IkdziWqzM7y2dD+DMRLZyLJ9bh/25WZgPiTDzGzjh8O3LEFXzmqmLYyhSLFNdsieXkk09mJsWL9uMf/8S+8pWv2NKlSzceJkXh69RTT7W///u/t3322cfZceOHr/Bi74MW2A9+c71ba4SO6YH1Q67TqqO7zRVO/3zzY055kx16zAG2YskqiDDtkGiQS/qzRV1Rf71c8LF3b3zrt8/duvH1n7+4/pbP/vmffyHt97bpE02dUy8uWkGM5bcpMyc7QO0vNuCP237/3b9+62X/zjNHVMs5HzzNFRdfdmXvw23SAurG0uJ1ZP3p9nhA1p9s8be8kgsihQEAAlSCeDnC14OAHs2ykrxgHulUdQiX+dov4pf8AXJV1g9DeijSyStCH67PbaO8SPOvBGYoPZUsmzpgtAi80npFCBlFOqpIO916kg2UQxHxUSBY3UkOkiPxnvyPFEzk78AbrPbSfpW9SRpegJo6t7R9mtQpyusCf2XZD+mrA6sKOMeAXxQM3uMcdDTtT+cq0kYT4Ewy/96yaRaQ5N54Hs9NJs5w4YBuDct///5B+0dApRkd3XbDg3fbv935M2f/NHOvzjnwMHvf4Ue5exHiwRpB5u/Qf70CEi7zNrX9MHOt+Z/2rTrERGZkffi44196j+eL5ydHPWDtwDAKKuTzEE+1LFyx0j0DIoXGqMVMYruzuw9nP+7MeOgp3hCXKSfPccx//dmtduH3v2mffuvpNqW9aXtMncH87aj93f4H2h2P/sFOPO44u+s3v7Gdd97Z7d/7x7OAZ4Ht1wIeiLX93lvvyraiBZ5asdYO/MdrYTK9/IDnLXWKV3zrx3bVTXfYPdd81A6YO9MFFlvqWNvyfsXoSqeQkssB9hAgFQE/Ukj+ZCkQNAiIx4tEwB0kAq1oO6s7SpIJrggldhDBmQpDIVhukhKUw2H33QAAQABJREFUXJwGi4cjcbqGkHOAwZ0gSaCqBSON4hVFpyRAhgLuKp8rUSCXMOphjtUWp0pVI+IPAtBo+HccCTsfEaASiJERmHAUnzQQd6dJcZuD9N7cmSnHjlPHVgPKm8hvY3QT+dl3IgYrDdYddS0rE0hKwihEB14NEEVdWAXme0l7XOAcl+eKaCrCqVurQkJTA9wLIDXhIxmJwfqe1K3h8RTuhvI2PFq1x5Yx5LXPbztPbQBkhQBuWA/ZP39jfA4HCoLW3oSlRdbSJEBtgvh0dgIQIWe0fqhhfesGAeRk/yjH4bxBELk0mzKlxfp7x2zilBTHY6bWEN1suTJAUMAmcN0p9M/71mStc0rcJVGxcIP5IxFb14c0Uh6ZDALWViQW25gbNgjTveELk7DV0cwm+QLQWpOB7YcmfBnmNBmXNbjmDPclQmInuagBZACViPnYpg7LXZ1Set9P55XuaR2gD04jnXc+5Ipg1yP5JEa7gGjJTyrpEyPfR7YXwBbarknQLqmMKBJUSgJj7C9C4B0hG1SCxw1RJrgt/6finZtnAc8CngW2awuIRx7nOzyHQxzT8HnY6BF8YQAwqUChT/5eZAUfszfKvFflPQ2pr1IkVLnOJx/QwG/jB8tip/OdX4BwkoQEomIfrhRSSx2foS5ryRXS/UwMkONvzafycVyBWWUKduuGkIKikldgFqVmb4rRnqJjl35i/madHPEAziQJQQTcyqZNQGqY+KWvP2cxrkPkmgb+Los0lOIVydf6cTYNthEAJ8ngbiqGkoZaxUgL3DJMfGIPkTS20DJhwkQnL/jBD37QhpmpkcvlHEmok9kbmh25qUtbR6vp5+UWdTFpZtbrvew0b8YmH1Ix4aoX1ziy0W3f/4UD6/Y7dM9N3q+3g61nAQFZkgTVj7eMW8ADsv72JwHX4kiLJfxFFjWKOt/7AguC5Cllcj3NSQ6ToyXIOQL4AyiU1gpBQ3MTh5XvsX0FnyUptkJeMvDyERAb2Y/UOiRDL58lsmOODuMGOZJDklhHOYwDKtiHgCURdAUyjXdk4XNYYYPvE8AFhOaAKCmVCORqkg/VyX8EttXkq8i96+RjUg1RzhWVz2U95cYC1jij8fVYn8viM127gDAd1Vs2xQJFagUbASLVOJSX8iM5yVsf+b2988KDILUm7dNvP536BUQd7r2eIdUg/O4ejuexqi2k+G6Tskzv0LB7LrJIBqozMAlrWEoprcyxEvg5OJZxP1+777f20JIXbCA7LhEsacIbH37AprR12NG77m7vPexIVITYlme0syXtnm/0gM3X0WF+jpUinrjm9HfZkt71dtLnr7bbL77MmSLC8xTp7LKTDjjQVg4N2Fvf+lZ76qmnNkvMsSm29rb1LOBZYMtawAOxtqx9vb3vYBbIAYLse8m1thiZsq29qGPnoEuusZ2mTLAn/v3jlkYeZ0dbxOIa7B+lYBWzJ9ZnAK5i1gR9KZRLAEZhN/hWIEYAKR5phseQ+pFUQ5jEoElBqUhyoCDbR7AVI8CvEGRLii8Ai6gDmcIas6yGAEWIta2K9IKY3jm2B8LimEgBphIkGBSkYEJHOO6wQDTuQ4PB7mwC+CKQqUKhx28d8aYdtKDHdpsRp9iEPCG60GEkgZJ0ZlFaA3xC3o9iWaFAwYwOoXwT4ArNc7GUJAFR4njVl2ZfaQ6EIn/JFuk4NcAqAXXStNZ8rDrXIYCPhi5LIHOo7rIEzO3ZU1sJQEN27++WumH2w0j9Pbx41LqR8ps1MQJ4xDZIHVbpIlOSI5BmAkW+wULOdUilkFGqkpxM7Azb2vXM+0IiaRiG4KQuv/XQnbVmJbOw1o1Z10S6uOi2mjA5YZWVo9bSEqGzqmxLXszblJ4Q9wGwkHylzPnGE8glARQiZmir2WcBIEs0vkSKLimBfhQHShQjaxxXRcZW7LV+lDkjXGMbMox5ZoYISi7wLChVqrJ+B11kRTqqMvxEufcu8WK9to4W5oNVnLRgyAeURdA+ii54iGdF8oBKooKsX4ZZr4KkEsEAxgshIVUoF0nGtH/uNfeDj7k1FA05B52XywY4D2/xLOBZwLOAZ4HX3wKSpWnAStGQ+Cg+JZ3Cq/A7koo58oJApygzPLKw0NeWkfTVKeJiNXdS21Jlc7LEcq8hwKEGMsBV3sfV8JHmkoj1LvZ6k0IM/oY4gfodMQUSvPiqBkXESh0WMwBVHsq8m8WJj1BnFm6CuIHOYbaHc4FvMWI2iBn49zaArDJd2KokpumCrtAelikhFwXIliEYCEHUCAOSiVdNP7Ix4tKWZ/DTjbC7nlG6xXUdfuIQEWG29KLiqoAr/XjLq7fAP77nSlv8zNKNGxTyRbvyHz5rX/zupze+571441lAnYgCbjwg60/3zgOy/mSLV/XKYQdS8qCDie99ZXYxMQkhUijXYXwioELTpnZAviOvXNcPcMo6SUiAXT1+J8X+4ggdUBAvhVuoO0pECC3qohL4oPfHyFE1C0uHc34PnyN/xi+8k0ge+DpeqFNYGRXuyqlWBNlY7ytH4v+ue5lfzk+qg0zuUxKIJQgcPkicIlXUcHJO9Fa5GU7PBxiheVlaF6/qrgu3aKMFrhVwQ/mbt2yaBUQmESFTxE0psQiYUrBRJI7QrHAtApEEXEWQAHQz0Nw63AlAqmY251RHVqNiollU33rgXsgyaZsGiKR50Rm6rZ5cudzWQmKR9N+k1nb75dNP2h7TptvRuy2wi44/2To7OpG/VIcVz2OhgKLLgD29ZpV94Vc/twFkCS87/hSeIZ7btlZiIlYbHLQGsYSf79Em3VhzIct84/0fsItv/I59/b0XQG7NWydSh4GJk+y840+yW/7we7v++uvt4osv1uV4i2cBzwLbqQXwgN7iWcCzwKZaQAHBWf91k936ywc2dVebffsX1/RayzsutpOO2N9+8tH3EpyMB66b/UDb4A5rdNq8kA1bv2TiAnRiUcCqA7oEFSwTcPkZDhpS1xTBWyQWJ1iHoebYaMw3AuiSBILk6RJhpOHQI08D2mRdK7ySAcn2AWoAcLTSURUiIOtDzzmeSFqJwCwRizAXo8HAdkANBesUwBTgjxIESr+8JuCFBISeLHvr4ZNsDkzrNjIRyTiMZfKWSArMCgEyxTgGBS8YeJIJ7GxP23B/HqAkysB3SdjRTSQVPgAUP8w7yQ+pW0iLEg2x34RoSS5Qr5VYaJaHQLuwNNK5ficrAeoSZV9dyBYdvv8UW0Qn1moSiRLgXD8SS6PI982cGEPWCJspgWG3ftkHoK0VuYFsMUAAi2a7Ot6QR5zAXKuBoTLbBwD6miRSyAZ2R21ktMIw+zLXEbN1q3NIDzJjir/b6azi0m1Fb9mBcxGOlyYpq6PJHqCzTN1e6mBrEGA3oOcV81wJWhThEPOyAJLKHDdT41oAuRLoaozBRscUxp1jpgmJHcwwsfqScc6PKmQe27UAAibbUtY3PGoTuzopFBYB6tLWNwTgSeA+MiLZQYFqFAPZvzTDi6zj575UuZ+qUDqpCyVh2DOSSluZgbXRcIzgm/vNs6JgXM8Ij4e3eBbwLOBZwLPAVrJAAIAqRJdVisJeB3MZW6YyEwvfqg7mAJUzzbcKsU4Dv91cwdxM/Jh8nGpnipo06zKMX6+xbl5VOPz/+CxK/qawGGV2ph9/pZoPrpTi4HjxTvMsxTJnC+R3ROygwCh/zBqSBJbfdaQH3inipPIcXx3ecdjP6tASwKWNRZKpcZyhfNNexKdWkTJUUdHP+YCTQZCh05pz1AnkXYcWxBp1bOM71U0mOcOirucNtLTFu99AZ7tpp/rJqy+zhY89Q0w4fo9UYNxzvwWAmDuODTbNgtvu1urIEnDjLX+ygAdk/ckWr/RKwINID+oervO9H3CqIIit877AprY2v6XJ53BnNsLsYAFUU7uCNoZU7RidVyWSIeWhksIt46ckyx5WoogPk7+IkNPoGFIPQQ8QP4LLwW+4vIVjqVMLb8cPfvIlwEuglXIpR8bkM82R1r785LwiZiTJuTTzKoNPU54UwAcJ6Cji+9TZI9JHmWsp46vGlS3kEyXJjt8CoBPGJpCsj1yvBQepa/WWTbNAIpFw97kCwaZcLFiYHNbX3mERCJ16vvKQn9WBpTpRM0MLN8RUuaMmCi/q2Cvw+fLePvvO7+61Mw881P7xxFNs2qRJPAOsr/sD0KWc986FT9hHf/A9O3nvfeymf/ioTZw0mfoErByej/GHiuvgOWoBLJswZ47Nz+9h7zz0cHvk+eftEzffaOcefrQdM3+BdQNkiQTazIwicRI3P2BWfe0aO3jOPFs+2G8rAcBmdfeAevKsSpGmq8c+c9oZ9vbLLrOzzz7bI9Js2uPibe1ZYJu2gAdibdO3xzu5bd0Cctq3PvxHO+PqrzvHvS2f7x33/sEi9z1qX7vkPfb+ow8iliCY2M6XPB1DmYrADHXNEOwT6GTpGhLrLEpQXCKAqxKc+QioSwBYkhIq6m/AEgVbDXXtKBAnipOEn9hKAnCk9d0o0w5EV5KPSL5Im7tmZyTIIMIEh5KdqwGYhQBX8iAzVY5XYfsIIIjyBkn9qYlqv1kBO2rfmexbQWMDcGeU4tZ4Z1ieLqgE86SUbIgXp44xDVQF27I8XVN9I1lrpcIlCcQAVa4Q5wmNm3U4bxIDNiEZoYMMqUDppjshIa43woFHYYL3DxccoBNPwDyvEXjWkAygM0ubCYAC63HSEivXZy0WJAmCDfcMM680V6qHGVHqTAsBYMXUdUTQG+Pc8nlsHQIcE9jHvKs48kUF5lyNwcALM/sjhrxgC3OxBhlkPzRQtZbWqI0Bak2dnrDVa8quc0zdXr3DFcsOEOAyL6uF80sEKyRRdKWhqyTAmDuFnUh3SK5KksbAlgm6zZqAlnXsFef+pAD8BrkmDokddK/JhrBNSZ1xJF5R7nkVIFLAo6Q2xgp5ZmNRKSQYZ0+AVOwH6ULBjJJaUOKm4qZkFAp0yYnJWOInTbddkW0ZPWIlBuCmsEcUqUIBbhWSQUlJao8c2ls8C3gW8CzgWWArWSCGH4zjo2MQWuZOj1uyNQBJQaQWvpyRNuIrnK5kupuQkB1GAlC+tUHsEKDjNkSRbww/IO6CunAlqCRpJV46yUG5lwo+Q/LB4glJslcyS0mIJZJd0lLjGJksvpaVXQEPQEpSOCoQqsubwARfxNwt/G0LMsgxwC9Ox60rCSiRTRYPMPw8O168DBIzuAIifkhyTSJvNPH9RUlEcUkpri9GbCAZ4N4c/ovzkLzgG2WZ3j7vjXKqm+U8d5uwv5127GbZlbeTbcwCTn7rpY6sbezUturpeEDWqzO/VB0qgEGksPgevsPxJa5wL8fD365LCZBBZMXuHs1SjtkzT41YK/L5LeSAM1CLiIab9uAiyJeQ6lpaIPCRX5bo8B0YLUP0HPdtmk1UxRfJl/nwJeOdVfg6Dumk/vBBOq5mBjsip47Na52F1D3kRAU2tZADNgDM6iRnIgQq/Ynie5r85FhfAL3kfeWNRDaU+4tyjurocu6Sv0VcFDBGWkluC5FSTA1v2SQLTJ061eWu60ZG3DyrBB1Tga4ui0DEPf+oN9s53/xP++65H2KGNDOzuc8zJ3S73Fc3VqTZ9UgHXvLD79m1p59l+9Bp5e8BQOK+O6BJ93H9Wvvdoufswm9/035x6Sds93ms09JqjdERq/f3ufXGqwzaIxuw+JDh97W2WLBnoh1Env2zSy63v/vitbbXtBnWwXdmcDygcmuLNKSnSaDoPICxZ9etsZld3TySPK8cwz9lii2YvbOFeE7vv/9+N4tzkwzmbexZwLPANmsBD8TaZm+Nd2LbugVW9A/Zzud/isCSqsUbZBHodv4Xv2MXfflGe/S6T9iC6ZPfIGf+2k6TGNoxlGtExT46agJcf5ggX0WkMAFzqQITCSkezZFQ0C5WmRtKS9AcUtTONnXAoYCCcPaRJLCTAIJk+iIwulXU0swKAVyjAEgKsSU9V/NLo5wCE+8kYJSlAY5yROpRCmhiT1crRXv7oV225yyxjNShBeMMYKmAlIMYdhUAGHHeovEO9ggQwrkJNBGIVWcmRxezpxpU03IARCgROpa3ABnNrQoBnhDnEVcq8le3F685/xAoi5NC5O2p3XHLAZKtHyhaluLYpB5k/UiQUoBTYQphmtEVBcBZMC8CUOW3tb0ZwDDmUHEew6M5JPeiNrkrSoGMY/s0QwrAh2sUCDhcBrAKUxDkNZgfc6oiBMsMHuZ1PI1tymVYg1EHJInN3tHB50j4tQBeyTZ5kpUO5AX9QbqtYLWDQ1pHElY6RUTpqesYTWQhG/UiHU7ITCD7V2A9JXcpmIgNgLUCyZwSpjAFR+TjXaFR9ps6ocfW9vW5cxOQFeLeVDC+Ou6GKVx2owU+NpbD1uP2K8DskvyC7omuJwTwpZloklpQ4bGMPcpcTwRAj5EksAvp9mJeFgiYxQV+OuYh70tPw8u/Xtt/xN5WngU8C3gW2AwWEINdxbJJ7ZApIEio8KGZVyq2BenqjUNAyOOo+jOaWQVVgvX1xe38PyUUSfuqi7tRr7KtvtABhvAD6szSfEXFF06a1u13vLQoQksZqSQV43L4O3Vva+5INseJsM8GvkoFSP1IplcgVFc6QREJWSf8jmIVdTbn6Z5+dnXehgqsi28LUqRRfKG9qKgjsK3JfEYVEoPsQ3K/OXxxewJfhk+UX8+yjxhkj791ySPXI1t5i2cBzwKv3QIekPU/bRdFUUJ28ZaXt4BIpyLCleWv+L4XqU7+I0+e2UrOx8eWZAZiZyvStSRmf3hslHyO7ir8gcgTMXKyQfKwtxzaavN37rHJU9oAiVCkgFSRGS3aynVZe2TxmL2wpsSsRncEJ/1HKgMIhZfBpwisku9SjlwmR5RPkz/VwfU/dS3rvCRtW4C4SFOzRUWk5FRTHN/P+kXyYOWxeT6vajv2jdviN76U7dWxHJD/Gk/CXN4tMkgNiUQnfffyZvI+fQULzJgxw63xq2cX2pt3290KgFkJZlf5kfg7/5i3uLjioh/cgDLMJLvgiGO4L4pzJO1fhTg7aud952t21Wln2d5zd7YAsn4NSMGS+OPGuRz5weeesY/ffJM99pl/sx4kBJt0ZpVXr7Yc6jSERyjUjM+8UtyUyRWsd3TU2ugO62Y9P98DTR5yjVy46h1n2WU3/8BueN8HbEJHuzuHBrO11GEo8EvP2yj71IxvLSIF8dDwnwQAalub7Tpxsj3wwAMeiOWss339s0GW1/Mb29d9fS1X40UOr8Vq3jY7vAXec+Pd9r0bf/iGtYOAtz0++C929mlvsx+89/g37HW80olLz1kFJknuadaV4rEIQESxgf4zwU9QIBWBVRkAqkkQre4bwnAALMAogUkE2GIfUUly+twCKGLUtTRzKkFBK+EKWDW3L5WTmgTpgwqsKIjpOGKqKdhCoxAJhzLdPrS78/687ojtBRM8REFpeAzJPd4n23DBv7ZoclLTZrXBmqYABhLkkgOAm3CYT5FqKHNOnZ3I79HaP4LUXxQkS8lFA7CE0RwkhQJcAFY4jzqdYRWKWalkhG58mG6856dDare5AGj+jC1aOgLzzmxiB8wrgCx1fwU4xxDrgBvZrCnID1C0W8EsqySJSDugk+ZGrepDlolkaVJ7iKBTrDtANz6PI3u4fm0RFji2p+tJuYg02xlTZb7h4jiLENsnMSRQEBIrVSejqN8dSZIfzlVKTa1JSnTcA83A6uUak2RCUUCqCt1QowS8ksHIsX9SG44NgNcE5AJY1OyqNIxDqQ36CKw5LRHciW9rtnztOkBF7jnXU+deKRFTCKz71oq0pAJrF2nzq8KsMt061SpbW1IuPlYHX5WuOUliaP5YSnKUJGytqbiV0QfXfKwqSaZArQZylGGGjmluGGeoXXmLZwHPAp4FPAtsJQt0UtTbidmOIV/NhulEVuEjCktdX/RBfPEgjPQMjPSnlpecrLBAIj/f70qURBop0iWtOELf55JmKvC3OqoduUS+hHVZzRXbcHsQOPAHxB/aTwGnVqdwx5GQCxyfVanjijCiqEPgk8SUNGtL56dSZYMCZYEi4hAqZIMQXIaLOu64BKHY65wV/8O5BbgGfGUO4k2KOEBFnirFnAE6ttLEDCK0xDiXlii+n/jh1S5ppHVVlLzzzjvtyCOPtM985jN2+OGHe0XnV2tAbz3PAn9lARXe2iiyqgNpQzHur1bZYf4UgCWZRW95ZQsIANA8rLLAIXyP8pYNYJZ8jiRo4VQiJehD1SJvSXxdlFnGvetL5H7MyOpr2ORpCZs+rc0mTWxzgJgPIqdmDiuviSejNmNyinyyApBVRDKuaEv4vWKwSj6GzyA/Jk0aB604siN2ADbpLLQIYBIZUOBT2OXSTGfEpwUEPiln5gJEvNCsq6Z8mP6GEBKglVm/nS9WbkbOLNl27Ys0Cl8oRTv2wWEEZnnLpllg8uTJ7vvnoSWLkZiku43xBuHeXgsh05cEdLro1NPs/UcdQx48XitRzUTdeE+sWG5/XL7c5tAtNad7AvlvyXzI+rnE+KVTUuTxuTt/Zp8/493W1d7O/Kws4wMy9u3777YXete7WVYnLtjbJnd02IMvLLJ7n3/Wzc06YKfZOpzb13h44rO9ZsxgPnfMhlC5aYFcGuPZaNJpNQ5f0dFOnWUlcoJTkELU86vISnGPPm9APj1gpzn2+OOPb5qxvK23WQt4Hbzb7K15XU9MuZm3eBbwLPA3WqA/ADPkkNPMnvwt0ePI37j11l/dl2ix5h7H2lhy+9baD1BUUnAsKT4BUZJKyFOEqgB6ZBlAGqVrSnMmIgRIJYJnAQ5l2NBKNEdgCbnWdTqlwmwbJrBWx5ZCJR/bZOgYkrRgmX2F6dAq012lpKIO8FV3AT/BOSCZhBZKNYAqWG8RonkF8O0AOMODZSQZxgBpKGiBlISohjU5vg8gZOaciXQmMR/LsZcIz3SOkvpjvXicAbcElWIgtSPNJ/b1yFDOzc9yrG4nYS3wikTDMZsU1onhVnTXHQOQQZGQ/TRswfwupIZCtnBxhmC2YlM6gnR5JSwSr1uchKmOrYKBsE1sYQZUOYmUQBYpwipdRpwPrPXVg0UbJOmZ3hVBtoJ98l6c+VHrlozZVCQCdA4+CmtK1gvoLWrgsLKRnIbSMxekuxOQhyi5guae5ob4+DzUKNlwyW9ZzrmNfYYAAIdG6BgryTZ0TqmYyPpFkraWZMx8IHAqDIqJHuI92a/CvZS0YIwuuxqv64BTjrlIsU+zwJRwSd/bsf3YToXAEkBmnfubBJgqjow5jXglXmxow0g3pmHHi0koADjEPQ6TfFUB0wI8Qzn2H5OmPOcmaapqVQCWmJJIHxbzJOpY3Mu/tv4Xn3cGngU8C+ywFhhlqP3ifqSSmGsYQvJVUoLxmOZz0IlNhVDzQPpHIZbQ2auO3xD+KB2i85av8irf8RV8mJ/fKtvhVlhUbJN8Ej9iO4hlrhiAT+QHFH9U2a98j7ywKodlJARLbCA5HBWRnFvgc5EtXKEP+rqbW8Ixs3Rni0NTgBiR59iKE3CvdHpTHORc5WGksKTzUXxTQmJXxT/9+JBxWpunG4ttA1SG4KUQ3/jtYHzvq13OO+88O/jgg+2d73ynPfHEE3bCCSfYTjvtZLfeeqvNQyZoA0v71e7PW8+zgGeBcQukkMkqkoOUKLjuiIsHYP3td11kO33Xq1tJC+7EqUEILCrjr1AGpDvFrBMJQZHpVi8vWxqCYYYZWTgj/IDfEgCHBXIdN/MIXyaWoRQ6lJsKsJAsvXLAA/Bbzy3N2D1Pjdqi3oqN4LekZuH8GPsZ17llA3IhpUkiQmoHypGUkYmAKKKFDq2/5S6jArPctGBWxedF8Y8iTEq2TiRObePk88nDoAE66TmBZcrf68j8y/d6y6ZZQP/dXX755fZP//RPdt/i5+y4+XswWmDYurmJQT7z0ZUVRT3FBTYcaknvOrvgW19HqSRnncx8HkU6/8yv/Lt99LiT7VBigBQg9IY4wAFOkbjtByglAqkWgVeTALRO3Htf+9HDv7OLb/qOXfX2M+wrd//avvbeC6ynrYWcHRIO8YuexQ1LnHM4/4ij7b8f+R0dYW9mrADzsHhm9Pw2eSYeXPS869jbfco0YiIkmN3Dy37I78tjY+xK8RrBk7dstxbwgKzt9ta+6gvzQKxXbSpvRc8Cf2UBBXJ7HUsRnS6ex+8iskRGbFtfYF759n4LYMmOwX5TSKQOq2KFoJ0gPgfoIFbR/2PvPeAlK6t87VVVp8KpkzoHYjeSBElXRwYDOIiMOScUwwejP72G64yO4xjudeaaGGcc8YpjHhPmGdNgTigDBlAUEMEmd9Px5HMqn6rved7DadtEbLpper9Qp6p27f3ud69dXSv81/qvFllEZRu0AywVi/0Y0lRKzVLdgzOAJZWqeZYS4Bqgwqlu9jRAlsCHTU01AgWmNNDtoVQAGNEpqFIC3wCsETiaYf4Zqqs01C2PNxNaAK3JuSv0vNCxEJDq2aSXYJQVUtL11GvNOPb4gxMdn9VWnYYAF24DAFeB7OxevjNPfWRWEvsahBvBYemCII0D9NhMt8t6JTAX8MlThWWvDCvMBvAgenM4zBiZzjPI+xLI2MH7DQPIzMUPLt4Wv76xCZ1fL1YCSrWpZhLMy0ONqJN0wArW2B4gK3wqxqehOkJ7rKIKa/Ommfj5tc3Yd5jKtEozUSpN4wBNUlllZuAcsuvnXFaxTc5AOzhQIkgXMQlQNbWxHYsKjVhz4Ei0qKoaJKBYIdCW4/UUQTvERnWWlH8VMq86OPzcL2RaZZ9OF3kSDOxQYVXhHrSQZw6jtZcHVMKBs5lwG7pB5ddH5C9Vu1GB17NCjYXts2IZAUWa2VI5JuiojAwKakyXmN8M/DzbJienEjXg4v7FcePGrWTe9wHgldmNKjAOKGNAN20oy/epCAg5UB2KxtQ26CahVaTqrUhj3B6OXjYyCWQSyCSQSWD3SUAdbtJKHlRKkKks9S6/4R305GydHooTPBP3MNhnoKSIPjXFwYQFH2aJi1C10Cn+/gs8zVMgqec4jkdDcAnQyMSYFv0wqySstInwqQFQX9gGfA7AJD2tGfX2D/HYNvo/BQh9zcQtPpsCcJoBpdLWmGMb+JWhvfmECLaZzJKCkKJsbJ7PhGeBrL9g6jrPBjfLBHTKxv94jZa8QzfgyCOPjJ/+9Kdx4YUXxt/8zd/E1VdfnYCtY445Js4555zw82xkEsgkcMclsFCFtLcBWRmAdce/K/7o56CZV+8Y6+/TJ2Ua6WmnqNiFxCL6xvmAD5fjX964pYkeQre0TZzE5+G1CZOz0zUqouYpbVFx6EN0G/pDfdeHjksJj+iaPL7l4WsGYhk077/ZWItrtjbjx7+Zja1QXLTQO1YYy7CRS8ASfienzqNbVS8t9GnawPrUNjmBLT4vUrnlexMIXVMX/5mPkn9s1VXHftT4d6hQtrGBudWTqd9Rj0RF9s/GXZfAC1/4wnjLW94Sn/nxhQnE0m7YNDYeS4eHoh8QaP6uRVyzeVM85P++If75Wc+NZ/75g7GVpGPuhlVcz3z3v8ZrH/PkeN6JJyX6P4+5mUopqQH9XhEo4TswFw885JA4/thjo8e8r1m2PM694IfxmHeeFe997l/x3RqK3OIl83GSsdF0r42xzOBPC2499Igj4m3nfTGWDgzGUx/w58mGKuF/twHI/v5zn4wPAIKVid0sop9XGvj17Ztvht1mOr79q8viUc94+vz27O+9VgIZkHWvvbW368LUgdnIJJBJ4C5IoAdlWBz/hMgdcSJ6/B76T8p1HX4C63ziXgNgeUs1frsEngw0aQBrhOUwvheRBWk2s3zhdQwme071A+gUsb6qcDb32HcIUGIWMKpKZKoMACbEYQCoDSBWZV8zADSgbAQ/VIEGge19WOQ9EJoS+2ts9fN5CaPcNDXL5Ad4bU+KpVD14QokWsASmUw9gKcZQJ/7HbMmGe4NALWp8VmAFzKxAVoKOBSWzBN6S417G/TIEIDqA0DpH6wm4KefYNkU+3doWt+WZByTT/BMg7INWHbjBhyQibkYvXkMKpNaTDNHGxCvAi3ivqtH4i8esIJ5CrEOGol19N7YMt6J0YlWjE02U6Zclf0OO3AwDl0N6AUwYw+uBtG1MjQUS1eWYgMRul9ubMbN0zg2OEUCg+NURo1CD+h+LqTA/D2cLzPrzL4aI0hXLw5QzQVFIo5YHVDKIKAUE5LwTTXzsQW5mP+nUzPLXE1kXGR+6QEFyOxBRmwQh6oTM3PFFPibBOCawfmpA5zJr91izjIArr2s7GklFdTY+CQ9xeqcE7AQw9wMRCveGonqyYxCHDzmHalW4fGupjlGMNC9r7WZ2SjwnSpzD0qgefZVazboWwJwOTs5A8c4wUnmcV9BtxwgW/LemC8bmQQyCWQSyCSw6yUglW4ZcEc9lxrYo/fVTaOAV+P0qGqhh81Kz6ELDLSWBLo8hucix0kdWCCQ2NeFjha9YfWWFcGpCovLsV+Dvah8WMllUsmcZVr8+FvlNUOFl+cz4OdQP5tdb6b6PPWSCSfoR46dYd6t9CaBRTAlRacsehaQAoLMyWEJxLL61+Bfmo9tXBp2zrytkvpFcLJBbI4RKp0HBO3uREJFFR14yimnxAUXXBDvete7Yr/99osf/ehHcdJJJ8UZZ5wRv/rVr9Ka0yKyP5kEMgncbgkIZEkv6O/N3jBMjFsA7/aG692Z16gqMQkz0Z7jEwkkCTrZz3mSfoeTKItp9MYNW1owV1gxjP9F0sRkqv7tQu3WivXrp2Lzxiko3ydjdOtMTE/WAbfwgWGYkK4vT6zA5MEiPqc0hAcdMBQnH7s4nvjAxXH6CYvjLw8uxj4QS3hemT9y6Co0Hokf6En8sVXluTh8cS8OWdyNNdVe3If3y/rwwXGAJ9FVTXwtq6sg80Dv0dN4oBLDI4P4e7zHX2vz0HcVoSNtM+k5WwI00XFZX8ad820aGRmJJz3pSXHx9dfERy74fppUm2MbCZubRicSCGQbg5d89IPxxic9PZ79oIdG3+BQ5FetiuLyFfHQ+94vvv+6f4i3fe2L8YWLf4Jtg5HCOGTlqriKyquJaXpkEbfIjSyKwj77RJ7z5fGR7Rn9kEMPTy0SFlUHUuVXnt+/LgBWHfDqRyTIvOYzn8Ce8puBLcNvxXl/+9o4dN994kfXryMZVuacQmLRMa6xFlBsMZVjVolthbZwhsrWrfTY+u6Vl8c1WzbHU57ylLSu7M+9WwIZNe+9+/7e2tUZo8tGJoFMAndVAmjU3pLVESc8OXI3XRm9m664qzPutONz+xwWvTVHmSa10+bcUyYyay1lPGOVy7s9h0HfJqhTA3CQBk6AiXAUhnOLAFUhZV7PQuHXP1KNNoBEHpCiBr2gCJSl7AcduH9sorwebj2OTZtTfyyztKvQyRnUkgahRMZZHmBL2gfBjArH9hHQolg/qoAvIwNUf3E+wbIW5fnem8OOWA7OQ5AL56NOH6gm3BAGnJavwNgDgDGb295dHYJhBsfmHRiz2ah+4jjpIexRZQXUHAGraskqMbLsAJy6VCC1WPD6TVwbmOt+7SrrwkEgElbF0bAcf/nSwTj6sFb8AirA67dM4ygNUgVVBtQjgMcNn6OqyYq0tatKqdfXDVBM6FDVcX6GMCz3A8jaOEpVIr74or4KANRcbBqnsoqG8ogE6kbkw7Yq/OYdKQUB3Az2TaconY2HCzFK5noXAMoMPzPmgR2pquI1EwzTz2MyymQBUtlFkLEJaFURUOJemuHXx79BMwlhGqTSbh5Awp+LqXqNOXWGkDfrNVlwDvm1OIcJ7JX+AYAt6ReRF4CUdI/2QxPA7Ed2RhDbVMVNTc1w/XyfmMPGxS1kUeaYBu8HuJ85nqVfrFstRmVcriJVDK+tQoNqMlnle8o/nGydmQQyCWQSuJdJwCCYyRc5dIcgk/9thUa3hs4ViLK6WN1KNI1m9FQNE8gbQF8V0X32Ymw3mxzLT3mKJnJ0QqMIJpKAYRJE0jPMacKJ0beSoBO6a9bgIgCW1ICJEkogDHPMDGgrtVEr24cBuw5g2lQNyl32N2ue9pAB628CsBp8znJTMEf7gdVyPIFHrictnfNa02XCDp94QSSMoPt41jYx+Hhnhz2yzOK2r8azn/1skkBm4pOf/GR84QtfiJe//OVx5plnxv77748d46qykUkgk8DtlcCOwM69tTJLAEsaxWzccQmoaqSzBa+C8QO/Sx8U/zRtx5eZ9KeeRwW9tUkdwgcz+FJS5OM0RR/YkLrl8nXTse9yGEVIzFi0qBxLRvAPaaRcQVepw/RFTTIs8nkPqvU6yY4VfJi1ByyBKQP/a6oO3S4+MecZ5pgHHtQHFXsvNoxCm4uvu8+SfCwbIaGSxBCyFvFBi7EVynmTRH4zSRIllL49KOIX4ZuqJ4dIEFy5clls2rI1GoAo9pmcQ8mSb5E+59JShXMZna3azcZdl4CxjLPPPjt+8pOfxHu++404EDDoYYcdkfR2Gzn7uGjdVbEBmsEzH3byPKsLiSz2uJJuUFDqUGyp81759/Hs95wdDz/iqNh32dKU1PvwI+4Xr/7Mx+PvH/ekWAFts/5ykwqpRRxnEukS+lsNlvtpx1BL8Y/u1q3gXc34zuWXxfehNzz7uWdE3nOwH19IYiYRj129L8wzM5SxEyvBfqkDaA7SwkFQzKTjrdum4t++9c1YDt3hus0b47M/vSie+7znpYrxuy6tbIY9QQJZRdaecJd2/hozEGvnyzSbcW+WgAbggfeL2PfQiMu+R7+sid0mjVx1JOKok6FPk4Rm7xztRO9H9g45XW0CPuYLYc9jgJP5zHvsaTLE7BdFAIjAUgGEo79ajlGqaeyn1IKSTnBIgKMP8GTT+vX0ucIpMPuM43oAUv2CMgS9uljYZUAUdiOYxbl4LmAMLsP4m8SYw3SnXxR0c70WIFY56lQBmcUmQHbA2sWxeBFc5QBnDTLq6jy6OCpdLPki8zcbNQJl8IcTG5IiwqDUHEG3DgCWRp2VSWUCbXUoAFswBo7haDTLXCO0RVxFckgGoZiw6mwKZ+L6di32XQE7OXM5p3R4A1z36uX9yAkZXdWN67bUye5rx9olAG44MzpIeYAbLhwKwkGCZBE30tcLXCp6gIMr+loAVFx7j8opKr8MtvUPUonmOdhXB8z8qgpztri+BsLvT9sJymHctpGl8tApk9vdbMMu52sTlJMyQ/rFASrYzHyfAcwbJktwCgcL1wnKJRwt/u0VkZeBRYGyOgtL1EnMyZQELQETOY8Z8Q7511PvEQzjIs5gAZArZRYikBn6oQ0ACOLHkUnPd4fzV3HY2IF1UGmHsyeNYZebPEyPsT7OlwPAnG3O8n3yvgDeERE1C186S2krs5FJIJNAJoFMArtPAh2Um+q7iy4xsGKfkAZJKm30fz+JCGghejKio/Ikgkjd1MrTAwLwit/5fnRPGf1dBQianDWYOA8clbAl7OnhPiZf2DtTpWpChTRNE5NtEjb8XGJCTQfphdX76AZ0k0G+HjaAx0txaFXvJEGdSZAqrJKUoV5Cp5gIg3UpNhY95rb2ys/t1ykwpSlR5NzqY3uXJLpbkkvyngNdJ5GT+0vXdGeH67388svjtNNOQ59D/cS6ltEQfnx8PM4666x4xzveEW984xvjpS99aapSvrPnyY7LJLA3SuDeDGRlANZd+0brG6l7yuiKcZLlejxmoZTvon9ac4WAQV2FECOUOFnta6JFXwmNw+cmV7TJo7MfVQcfafO6GUCFvjgc/TA0gP+K76KPk/xR9IQJk3OJ7aIXN6yfhnmiFYfeZySGh8rxgCMXx/JFo1C569GSsLiIhEKSBg+oMjvg1BTMHS103prV/YALMHlM48eRMOm6DhxA7463Yxs+2BipkerIMokQUySASqGrXhZIk66wCJuIVWFWiHEx+GP4d0mD3jU5ZkfPS8BqrE984hNx8sknx8s+8WF6XD0mnvnAByeWGff49hWXxeGAR7ZhyJXovT26ja18l0i6zUHv5zj6gANjEewkV968HhALWkD+e+VjHh9f/OmP47nve3fsv2Qpj2XxiCOPjpOgBnTwNeZ7ov1FNAY/uYtvfNO2sVQR9tmX/U3kYU4RJOuOj0UPO8gvdepNPkzvrJVD0aXCapjqLYcsK3kqutasOSje/IzT4mM/PD9WtxfHkfvuF5deemnaJ/uz90ggA7L2nnu9cKUZiLUgiew5k8DOlACVM3HcX0ZuZiJ6l39PsuedOfutzpXz3EeeGL2hJeynZbv3jjzBmzZASIOAi8aTD0EG+0t0CfhIutMjiGW1jBZ5AaPKhqRVqrZSVhsBpSYGfk6KBYCjDpSBKf7E64LABPObDZ3HeK+WrbgxLgZ4ZGAJx6GEkzAHwGUAyuH8Q8N9AGE4FRj2HRC11dDzSW84OTELiAUoY58sgmECN8tXDM2vm4BZj/NJ02f2HZgT2W9NKrbIdEogj+GtedBGzmqxpm1kvXXm6rFscT8BJa4Vw3F4qAJdUsSWrTUqzACI8HzA2ci045w4PTadtzHv/suoGes14yZ41dutvjhwMRVr2K021hVEGxgqxaH7mVFZjI1ka9U4dpxrLc9HCAGH5qkGYakg4MacOCdWKjWRyywy21aHFpF70C+whhgTzMh7ls0B3Bvlxf6E4rRzqXyipxWc6E0y4fuRfa/LaxwrT1dHhq0cVIDc19QgmP2ZMgXu6gBprDqBZ2xJAKZBPJ0j5Sj/dh7wqgzQa4DOwJz0TGUrsADuuty7AeguBPkEx/LSROJwlQCtpIYskg02x32ZIyDaD2jFElgTMjWbkKTGOebGU2Pd0369spFJIJNAJoFMArtJAiZeFNFfNZRek0DdOOnrBekC+T3vUi3bJMHCCuc2v92ptxW6i4/4XUe/EYxroJetjpaaWN3ZJDHD/lomv3TRF9LzChoNVwGjqEAen4CqCTCqxb5SNS1QC9p/RJuCEA56hYAhusUaKZ8N8NSoxOL/lDiDZqPqG93G/DloDDlVLM2T6IJeg7k3USD2cZwJO+SuJN2WKqHQx9oQcwnkElBDP6FHC+iwOzs++MEPxqtf/eqkJ53jxS9+cbz1rW9NfbJsFP+d73wnXve618W73/3ueOUrXxkvetGLUH93/nx3dp3ZcZkE9mQJCGb56JhAhW25p1dmZQDWXf82SsFnL2B/2/Ul8iQ/VPhpndE/RT/o6k/ih5k82Id+KqFf9EFb+mzsL7OFeRt9UMseeuhIHLF2JPktDRww2i1HB5BIfaYuc7o5/KAiCnPffQbjRz/fGud976Y4aN8Bql2o2sL/msG3a3absYVkR4u9OiYNcqBAlNXFExPtGKRRl3OKRczhLw2RCLKKbRbV1FlbD7BtHIaLBjRwVt3gsKJHuSj9Zvw/FpEYTATXrOiZS/7cXZdlNsO8BP7H//gf8bOf/Swe+9jHxr9+47z4+IU/jPsCXFlZ9SuAqdOOf8j8jt6fZJ/AZKJvPmtFVMQ0yZ4mA22Ews9n/Wg/f/ID/zxOpiLr7V/9crz0EY+KlYugFfQ4j2Euq7BM8nQ0+P6+6cufj6fQ8ypvTGbpsujS18rAh79/TUDMPnz+sqAXtgRfzdRv9JH3Ozaup4rrGACvwurVicr5jFP+ku9UO0445LB4+rv+JW644YY46KCD0nmyP3uHBDIga++4zwtXOf+rsvAue84kkElgp0qgN7hovl/W4Q/aqfP+qclyhx4fvQc+AQBrKbuo7vf2Ycb0vMFvLyR5tXUCNNKbVk9ByVDGYDawlQI+egcYTHmMJQEV+1xJx2Cj9h7ZYDbBBauyrChV2FihNTQi4EWgCmPL7k1TGFFNtjcxuAVVqoBa0uENVgE8+Lw6WEoOQpsqL6u3BgGEpqnYm5yin9Isx0GpN4uHIPVRFS+lCUWDRj4xLACyIuAT1U9cSwsavTkchFnAnGn2b1LdlCrGCMpZweRat4234sZNM2SDQ5lE43qdSamRBqr5qHENV94wFdeup//V5unYyn6j22r04bolUFbtI4uqBBjWiMvXN6CLmM8O7+bgI1SmfL8OWdlPNlZV8xanhozzWaj7jLLhFbFMZMb1YIi2DO6xfikDExMFMq8Q/GtxHTXkILVfg2CbVI8NnCArwGawWQW4pD4Q8JplQlgWE01hs1HHKeJGAB6m+8k115jLwKOVdu6PDczQiYMm0GAhD++7BjFTYzzLAQ8AybaZ2WloGqGPZJ4egcIK68sj/yFkMAAtpJVXKYNdykgmbnNsk3sy15iNOegnnaPVhKoReoMygc8a97Augleq4JdxHs6ejUwCmQQyCWQS2H0S4Kc/6YI5ACwTQfKCSWgyM7xb6D2rdO3VWCNIN2uSB/o/6TAQpWmqshqpmgptQpa49IPqJiuyWjzMZlfflIzoMe8U1Vo1ejoS9uE81EH5QFEQW0QnWFFMpVcKL7IPOgvVl3SWvSqbzG22SQF9bX9IK4YTCMb+glxWXpfQswUTWNim3rcKSyBMHWo6i3SJHU6GWjU2mOh2tVNc4x0dGzZsSL2vXvGKV0QdvWcW99vf/vZUfWVfyKOOOir+67/+K77yla/EiSeeGBs3boxXvepVcfzxx8e5556bAvF39JzZ/pkE9nYJaK8LZtkzSxo++2btaaBwBmDtnG9xDZ/mim3tmERHCUjJCGIVlpW5/q5X0RPDSS+oB9RL8z7ROA6XPtbqJX1x6gNG4rF/tiSO2L8SK0lUXDSMT8p+k1DqTuIjzs7qJ9ormf7CM83YsHGaZMtOPPi45bFmv4H4zfUT8csrx1J1MSz0UcUHs2/k6CQ+HjrN3tL20jJZ40b6ct240blISkQ/mSxqEucwyR39sGLk8Yv0jGr4y7MAFF0TS7gOz61WE8DwYRajfSlxs6lCu+O6a+dI/947iyDPL3/5y/jUpz8dDzzxoXHZ1k3xtm98JX587brYd9GS1B9r4eq3TU3FBVdeyf2md9bYeHzg/O/E0oEh6PsupIf2JHYK94z7ZYxCOv719LoakOXkFgCrxX3eYIUVEw7xu6bvPg2gdcG6X8fBK1bOn0ZjCNtldGo6/uMnP4qP/vf58apPfiwuuuoq2gQApvHZAL+Dz3rQQ+N1n/9kfPPnl0Rz82b+HWBbMWcewGwVvbhMErr2mmsWlp4970USyHpk7T03O0uR23vudXalu0kCueGB6C2HYhDT7O4evSOOjhzGYm+6dnefao+Yn0J0jCoMYwzmJkCKxlMXJ6CN8d2P0SN4VQSc6gAGYWmlbB57WImPlEGrOhhMVtqkCiOCUQV4wJ3P/lbObaDIYJUGPN4AFD/MgcFm83j/K1PJZWZbro/zY9gtgV6PoiiqiAR2rBzCAaDxhUa+WdJmgTcw6sy6W72aTDmCaMTbsNu6sYi5eoI9M4BaBMymSbtuAHrVWW8TR8GqHzPeZkF6rAzrYjBaWbVlmgxtQJ/VS6FLgtYwh7MzADhmZVSdLPFrN9VpAlyKob5aqjAScPKcea5hoDhH9t0wBmUjrqQH1sqBQhywjGy9OfqJQQ9h4O3ARVWy7rpx5eZ6wHiIw9Sgz1YpxnGGTBvX0WoT5OtyrgIATxsQrAZIZUWXn+fJyOIdF0kmO6BVHQeo1cNj6cD5DngkpZNxwdTvivvY8STYuXYzMxuR2xlTXL9UjiT2hYZyj+32w+J/9uNOWX7GvdI9YkHpvksTaKAwD72jZEtLCczNzEynflg5ZJBopQqVxAkvXSAQV+SNBnJCKS7AuQxPxhCy7JMCA+Cqyf0yM7/F/TPTrMN9K3KaCnQMbMpGJoFMApkEMgnsJgmoC1r8fk9CfzsKxZ+Ak8kU6lNrmQfQT8OVThywiObhmFAN7ILBqgkRUDYN9uK6Maq3Ovze81uuTk4AEjqloCJkoMWSfTDbQOewjxCZ4FMbEMzECu0FVZBAUwudT4waGwCdxT5SAPqx9oU7JdCKfefQk/bfLFp9RYYGai6BbXPorqZzswpPViIImOY3AYOJDE7OoQutfJ5BZzZ4nSdT+of/fWHc/6EnJgDONd/a2LZtW3zta1+LN77xjSGQ5TjyyCPjX/7lX+Kkk07itCzwluHrRzziEenxuc99Lv7pn/4pLrvssjjzzDPjPe95T7z5zW+OBz/4wQQ50e3ZyCSQSeAOSUAwaEcAKwX4mcFKrYWxsG3h/d31fHvPkwFYO+8OmKAwS4+rzhzJi/guPfxVE/f83TWxks5W6B91B4wagD4d0S1UgxW9w1AGHncgYGixS2/fZvItzZyoUn01MlSMm29ukMjXgVqQXsLQpveqxejHr5GtQ+Bq5eJKrIVCPof/de2NUzG+pR2L+/tSz0h7Pbbx2ci9SAl8/fy8V2HYGEO/bps2SRA9xDrabXxm3CfpEOmuFGOcv0svapdZR19J727ips9FdKvrw3WcT9bAcxtA7/VTRZaNnS8B/50+4xnPSI8FRpIDDzwwrt58cxy+zz4xxPetxD7LR4bjkxf9MN5//re5t1Owz1Ti7Of8f/EfP/5xPOcD747nnHBirKBv5jZ6Z3350ouprjqeRNDqLQsmVgIV4c9uuI77mot9FssUpJ2ifWXlO4wm+tcwu2CcpN5ZzzjhwenYS66/Nl760Q/Gx/7qpXGf1avwvQuxZtWK+PcXvDTeft6X4iuXXByvf8KT+Z4ujpwPj+KPSct70zj00EPT78HatWtTstG99dpvj/7JKrLurXf/d68rA7F+Vx7Zu0wCO00COQLbvaH+VFq/0ya9rYkwDnpUjkRpOHJUgvSo1tmbh0bxzOxMyu4qAhJJC2eVVaLowPC2f4UN0+tkDVnK3odFXeDZLDEpFsx4XgIdn6CFPSvaADPS8kxY7oNFLsVcom3AqCoVK1AMGmii+TtRJ+jDAWQAm0CE+gCV5lKQqRDjGPcT8Ibbo0tjrEGFVI5ztgCaupxfyjraUyUjvk4wzMosaQWt/rFSq05m3fR0PWXKzZBBZ6b1JM6GkIpBLKu0pF0wM7zVpqIMQ27bNpyK0Ql4q83mnI+cCcSxKpwiOMrH83ET3ORLAKT6+8h8q5QJrnUBX6RZqsUwTpI8ilfdUAOw6sWaFcVYNlQlsIa8cFL2HS7G1TdPxyzXNIwDNAOCZPCtI6rEOarQFUrDiGSpYOJ7KTVSCsqxje9sB1qKPuRap/SqTQZVhwq5ftA+EggB5hoEGwHNuCZ7Vnk+ZVHFOJ7lfjQBAylpQ9bMyf2QLqmFrFvIUmpFs+ClVDKAWcJBakAOXwZUarsGQDSpG72XW8hAWzo8FAWDfZwrfSbQpaFNLZ1BTntb9XX5DjgvQcQWvco6uf5o5WdxJIvs43z88xsB/OK7liMS2qlUU78xJspGJoFMApkEMgnsJgmk3iAmSxAMtFqJ0Bk6cl5PwfIbSwnqLeoHzCJi1qFno0G0vJW72ApS8g4U2jFtkgU6R41itbNBRHWLPRVLZMcLQjWZM49uNyiDKuJTdQjnszLKoA3PBvcWqoztAWLfqpQ0w2xGdZg22SIVE0HQX030mYHLDq8FuMy0lyLYnp11kmHq6B0szkSxm3pigY65BumkJkgaMWOeGFR85CMfiRUHHBCnn376H9wF16ZttH79+jjnnHPife97H/pM20LK4Uq89rWvTTSB2i23Np72tKeFD6uwrMi65JJL4pGPfGRIX/TpT38q9ttv/3TttzZH9lkmgUwCf1oCC4DWwvOf3nPnf2I15m1RHGYA1s6Vu4F+A/7qFxMipJktoiSKOFZS0qaqXHdCB/SxPblePPubPgxTn/T3s4BK+69ZjHpBRxEbGKA3cz/+2iDsIBs2zjA/yZ3ot/GpViwG3Fq+fCAlV0KaD2cAAEAASURBVFyxbixWLCbREd9xHyq4rrppNm4Yg9nD83DuWRJDpFGfrM/rrVVDrBEdRa4Iq5QZw4QQVsZ7lh/TfMbKWBvrYo7UN1jfzZ3ZqYffZXWZ/bHmq3isOvaavb5s3J0SSKAo1VMPeMAD4stUOT3+uAfEFqquVi9dkuyRv37U49J3wu+ZSTru/9JTHxlP+7M/jw//8Hvxw6uvjGMPWBPnPOfMWLVkcfLvtUfGqN6SSvDfvvuNuM+KVXHg8uVcRo6KrGqsGBqJX2+6OQ5dtTpWAGA5p4+Fcf81a+PFD//LeMo574jzX/N/YrF9qAGrlnH8WaednuI7fdokJshwri2Tk3yN6NO9YsXCFHvF8yGHHBI+HLf1+7w3COTuBrIuvPDC2LRpUxKljASPecxj9gax3qOuMQOx7lG3I1vMvUECBr97Vl/JXbO7BsENATSQgMhNzRKjx1rcC4eGTZng0MjIANVENQzrbqxcMhQlgIrxaeQi6JSsfSp92K8k4CHZHEGmSfbp9gCdoNGrcC/LBJDmAMCaKXjEvcXGEuiZM4AE0FLBUrfPVhkjzJ5LLcCrImlpZRwDg042QB2uYIRT+XMdVAv7U2lVn56MmWn6aS2uRsEKHiiNBNaWLCoBQmHks/sADkaF+zgzg+NIutskmXRmzdUbNPCFP1zgxz5aNQz/rlVGhTLgDdVa7QJgm8EuFkoAqzfXj+PRipEyIBXf0TIGXx/rLPIwS5sOU3HDlhpBsT6clTpZec5VTNeo72A11DIcmXVjDSqfenHokgb0eblYTHVZAomQVY11kLvONQnICfsIKgEc8d2z8iuPLGY4jzIuFags47xiUFZHzXG9Ev8JKhWKoHjIIVVVCQAiiCbPOeaq0QusUhmIzVZ20dDYf2dm+HW5Dg5JwKFVWN7PMnR+AlmkpHPNBPS4/5W8FW1s4l6TmAhgKB0ijhZgnyBbm3UWuYeyb89yP2oCix1435GXGYIFZGJfrg73UQdxzkAiwJkBSSOPXfaZmphEhlAJ8v0SWNu2eSbdy73wn2B2yZkEMglkErhHSEBARspAs9S76AeTRtxmJrkKrkRA0EBak+yJYXQdSekkjJDQQmLQFLS9910zEKtJIrl6C0E1EisGB6Hn5We/NtuOCbbXmVs9YNZ8A32W+lVy5V30DioubQdZSpVSPZ4N9EmBixpBdRgARNeInLEc+2r2o9BM8rBQXKqmfsqwSmSyN9Fd6nWpBQ0CUl+N3hLQQgeiB9XCZlRzyqSjWujdCZRij6SYBtf6v/7X/wKUKyegSR3205/+NNEBfvOb34zNUPNYgbWQ7er1vO1tb4tnPvOZdzgo9OxnPzse/ehHpwbyb3zjG1P/jWOOOTYe/vCHp75Zq1atukd8L7JFZBLIJLDzJJABWDtPlgszpQoZ9EgbnZGYP/CW+pNfd4ueEeTRBeGAnnqMZ/1HKWwX406RlkhC5hC051C9Tc2RSDCfGKlvqt8k08XmsWYsQqeVSMK87sYGvmUnVq+ggosMj1/fMANNWymW4e/tt7w/fnUTvaxwlQXWxgGvBqGpn0XnWXVcR9eYkNGYR9Lmq4dZy6zv+d8EQ/0sKeB0T12zSZ15lC8upcoOPAL/jcRGQSzIUlKCpjS82dg1Ejj55JPjdd/8Vtw4ujUOWLo80Qf2YzOMDA6ke6IdkwPYgl4lRrhfQwBG/3jgAfjWJoHazkBffi4mZ2ZjloROwde3nvfFGCVZ9sNn/M8Uf/BKqvSffstTTovXfP7ceNihR6T9jEFo2/idT4k1zLNm8XKoCEfjkuuvi4ccdlj08z3OA4T1Jiew2/i2s7YcVWCzG9bH277yxZTAc/DBB+8aYWVnucdK4O4CsgQJ7SU3Pj6+/dplHrjf/WTdysaukkAGYu0qSWfn2SskkAMs6dkJ/J4yMEx7gDY5wILeJPw4GAV70zAeZJBnamIKg4oAExdfg1LPCinBm3mccT7jC5OJbGVFpCdgjhF0cOxvgGkKa92+WP0YXDYwtaqqBDVPk4CQND8lKnvYLRnhcntPE5jSALfBbgUgJQ9a0ie4Ad3fIoyt9bVGDAEGDQ1WqTTKRz9BJgEfAa4qToSBozagWHWoEkuWDbPmZkyMzsbYRI0sOQAnglEtm+tCHQleFJNQOmgwyked7+NzQJpkTHIdZRySIs6O+eIFqodqyGEaJ6OvwDXhCJk9Tto5B5DIxHWMMtcGvipD9b5YXaHyiOBaynJihjLHrKDE7Dp6bdHPl88BBQfpvQW4djNoVCtXhOKQlDuCbA0r0ji/zhSXjWPVRyAQfnbOk2OdbRwZe4k4dGjgOeQ5HZoCd6lCintkcG9WR4t7afPgMuDXDI5SGzl3lRP30mvSE9KJa3FupsaJ8rKsnDOox346QHz/+1kHPldUmdfD3NYBcHSlXZ5XLFsa0/B7O4eBRnncyxzThd5QYMzvQIG+WXM4ZIMDg8mJg3cjivTLYuFUiA2StTgU4xtuBozDkGd+QU3lm41MApkEMglkEtg9EuAnPSWUNE224Pe/h65oo5eNraV+iPy+L1uCjoAqyYDazSjC/gr6hN//4cEcIA5JHVQ1P+m+w3HwfZaTbEKVNgksU1RWbx2bjV9dNx2XXjsbmyZVwPzmo1+kCCaXAUOETSwAlUhgEc3L+RvoG8+t9sklhaMNIrhmlZVrY50cT3wQHWTPE/QetEwqO6lxW0QATfBAvaXnlN/O2wRkcSKTKArYKeo5A58pTYOAzyyN2Z/73OcmcGrdunWJ6njHO2L/nVNPPTWe8IQnJBBqcHBwx4/v0Gv7+bzsZS+LJz7xiYlW8P3vf38CzH7wgx/E85///FTZtXLlLf0w7tDM2c6ZBDIJ3NMkkAFYd88d4Wc9JRuacGhFcarONZEBdaDfkyju8VVUI/pR7m8PqTwxABMQ3WBSXtsqq0XQnzftDx0kadoTeZYkSfwofLet2xokfdKLDV1z5W/GqTSYSVW8g7y/bnMjJqb7ADVK+H0kNG6aTb2fpRLUWRakSgAVegs3Et2l34bnyToEoKxiTgmJrFvXyySSHj5gXw7Qg9cVjqtSfdVEPwp6zKFb8/2VtM46Pl+iy+W4bNz9EnjJS16Selw+7ux/in897Xlx0mFH0BKAvt08TID1kQeQylVIlibWoU0i6NTjO9ihT3QTthTjEQ7pBc/+1lcTxeALTjol7n+fg3S7+S7QD5t4yn333TcedvgR8aKPfSDe9tRnxUr6Wmnl7DjWAljtv3hp/J8vfhZawZfEKo4f4HuSX0L/d75jbcCy2vXXx0fP/1789Ppr4h//4R9SL8Ed58he750SuDuArP/8z//8HQBLyWrbvutd79o7hbybrvoeFG3fTRLITptJYCdIID/QH12qbswsuieOnkbGUsAsaGV6VPTsLcO7obHVtM8V5TfmSGu8a0hr9Pfn5/sqaXBJvaNjkJqf87oBAGKTd8EuA1o6DlL+WaVj09AOlTtCT0WAIek1pLHrB8iwx0W3Q7goBwUe525An9eFx7xKWncfFUZmr9mBYyvATWOcqiJ6T1XpNdXTGyGgVi7PUwKKe6xcOQjw04jRrdMAcfWYHG8TLINKEFSIxHCCWASsQN4KgGT98CK6Rnt5zcHdkKcSSnCmyHnN5rbvlk3i2yBcOUCtDhR8Br/IA4+8tIF4PvZw6u/HMeIiao3ZuI5qpxI7WbnldTdxoCYA3ORNF1j69VgbwEsaCbL7cEJaZo/TD8uqJjPHBwjI1XluuxYAqGnm0mh1PvtYGazTuTGTqsh6ujxbHSelI34PIGE7KvBuG+ZThgJT9jerQA0JIkd2eXPemMYJkiZxmmx4nTgDgIKSZgk2SWM3uNdPdqIX3Pa6WWcHh0mSQLkuCrwfKvNvmP/GRseSvOqst0SPFLnmDTD6/ZDOolCfiQJUhmWOb1gVVmV9XIfftRZrnx0djxxGvEV3NjhWybZYcwIpeZ2NTAKZBDIJZBLY9RIwcFIDBNISqKADpfGzasr/Gui6Fj/Wxl0mZ8ggRteuWFmihwj9D7EdzAhed30jjjhycRx5+EoqqRel7PUuFc5LR5qxEpql++w/HCcd24x162tx8W+mY92GemybMVg3D1p1U0BvHnhKWinZi/MRRhNuTDRRxyaKMHWXyTLo0Cr2W4nq6h62Bv+nquZ5yh2ORS+X0N9JT6K/pXjiolKGu/quxMR97GN/TivDTOZxGHC64oor0mupAu2BIRXN4x73uHj84x+/0wNA+++/f7z1rW+NF7zgBfGa17wmrPrS4f8I9IZvectbUlXYCH0ps5FJIJPAnimBDMC6G+8bv9f6RuqNHr/nglmCPm1+7Ov4O/Z3Tl4IPiCpDzCC4MfhC3pPaJ8cm0apfLJCi8egsQp0weZN03HTBkCs0RaJmvijOJTT8NJugeljuExCHjpyyzhJkfgxiwbxqdCfV6PTbgTMgm0wNs3CrIG+pItWSpycJZFRH23aZ0SRJ6lRyn0f+nozKNc5zis1rr2igUESAGG1VRm9xelYAz4cPrFVx7T2EunAf+RYuAmnLUnOxi6RgJXaX/7yl1Pvy1d86qNx6MrV8frHPin2BTQahgKwhI+fKP8Aj3Yc3iGp/Br47lunpuJrl10a74FC0J5af33qY+L5D35YbB6f2PGQ9Pplpzwqzr3ognjEv7wJasIT4vHHPoDz6FvzfWGuX224ifgLCUITY/Ha//h0vP5xT45FzC8Ns7aM+3z7issSyHXsscfG32FjZCOTwIIEdjaQ9cEPfnBh6u3PH//4x+Oss84ihgawm41dIgHja9nIJJBJ4E5KYL7vVSVVhNzJKXbdYRiJvX6C/wAQOYCRHsDOvX0YsDEziOhQAnhsHSV3N6azeBHGMjwLBIqWQv9oVlAB40saBA9YWinFOMAOEBSBH5wCQBOzohNtHEEtafJs0O6cgiZYUukc/Rjk8P8ler88FToGyQxEzZFx1qFyqktASmBsCqO8VB3A2eiSGU3WEpVLVQCkbsNKoblYu3ZRTI5NxShA1+QEvThwLmxIPwFNYNE5BLw4lcs1CNejOsi1Fchys0+G112GhtDW732CPqTrpcapODcCW1YyST9UorJoDmAnB81eE5DT/h9tMup6XH+T623hVECoFA2AGK+3yjFVHJwaa3F7k0ooe1aVia5tBCCt0YstT+pfHto9G88rpymcozrHmjYojZ90TgbdZugpxYrTNZjM560ScCuQdcfCGYVE7WTYTeAvUVDwpt2iT1bRfnNQDHLNvbkixVDIH7nqtCUqJFFAZcNUReQpGDfNPXbOMp/pNNkHxWqregeZs1bbhTEhtFAdDBHoCViz2WRzAG99ZAhWuRY9uTafD5Cd3qTCr8X1K397plXYxy9WA6A0UWNwfAOgLYcsvEvZyCSQSSCTQCaB3SMB1Pt8kgmnV8+ZLNH191w9RiVw6uOIfrpp01ysGs6TMMJvub2x0JXqkTl+x+0TWaVnpHTB2gXqVHt6lKEczJP00ofuvf9wf/zZkVT0TjXic9/dFBddWw/igimwZza5YJb0tuRxoG5QUujZ9JrtENaiz9jOuUirCVpoknOBviQppkUQj9pgaISxJ1SRnHcAmy7RJKJzTKIx2aLAOUyosi9mnoptTRL7elawAQwmWWllNZbAnONBD3pQfP7zn099JtOGu/HPQQcdFJ/97Gfj2muvDekGf/GLX8RLX/rS+Pu///swCHDCCSfMB8fuxjXcm6eeITt+4b7em68zu7Z7lgQyAOvuvx85fIsuvkcRvSWDhiwZgkIN/Bpp7gUP9DJ8pDQ+9AUtHmMcH+cGkjJ0U1ctRXcQ8B/j/a/XTcSGra1U0ZsHQcrBNgL5x7xeRIfImkEWBNVVc7BvQN+GupCOlmIu9GIPX5REC85ZQddYUWxSpYeYLCotromjLA/1hs7jEz9r3aL/1Hk5JuwDiCtxHfqtQnQ59K9+ramLXbbJtCHVYN2kE3RtNnadBLQTpBr+yle+EmeccUac/oF3Uylnb7R+7IgirCzDVOUto02CtP292Do9FTeNjRKnoBILn3mCZE57eB6z/4HxT087PfahKvv33WABqEn2e//534lvXvGLeMCK5fEgepO+978+F9cBUtny4Iili+NJ9zkoPnLqw+OG6Zl46fd+EBddc1UcuHR53H/NQXHT6La4fMN6zj8ZD37IQ+JLX/oSMRJ97mxkEvitBHYWkHXNNdfE97///TSx37NhaCxHR0fpFz+RbNvnPe95vz3p7Xhl0rdxMh+3Nfz34nlM+EqxyNs6YCd+3iSWpZ6/Pevc8bQeJyh+d4wMxLo7pJrNee+XAIZZbhHUgVY47WnDoP9wlahGQgz2tNXfofVqNvcPDSb6QLAXaOw07slEwyDuL1ENBOdBhay0NgEgK7OwmVEMmP/IqMnrIQEvXpsJNjlbT7R6dRyADvvaTLefH/Q8BnoRg87AAbY8Bl6ZRupCMpwQI71LIAk+wWTY97GfwFGF700Lerot07WYIVjVg0awQtXPLHNNjk7F/gcsjg4lW5MEwcagD5yF/25ythebWe8otA+LqbwqOIdgCUZ/HkfDZ0E2twnmCOTkCwBlBN3s2yXNYdvAG9GyIp6FWXsamDmy9ezt1ce1Cmua7d02AMa2BkAnTynQZj8qnZgO0TOvNfXfYJY8wb8K5xUE3G+4TEbfHI4OABrBPJ0iQa4u15gjk9yKJntGKagGVBGpZwiytMdHr8N7Q3jIu0y2IH5NApDavOiwv42M5eSuA54JJk1zH6SpKHGtBiLtTZUHjLPSK2Wpcx4uKd0T76d9vMxg7EGw3mE9Gt32PlkuckUgscTcxCQJWAJbcn3Ksci2fHEQYHEWYI1tOFMlnSmNDkDHIhWYDYBKeb07yNfApgFKHTS4GVH2ZBficM4CXmYjk0AmgUwCmQR2nwSkDEyBQHULOqrI77RZ4jWCcbAlQffbi2s3dhJVrLpqKxnq9mYYoT/kNAbB4kVW385FjSSgrvpVnYPOErjS/zQBwyrlDorSgGK12hePf9CyWLt6Ki6hx8h126BrmjbwSEUYdoEBQfWroT/UUcpWtzeJWesN9JgOqwkSTIYiU5f1YgC9b7iPl8QXBbXYh/NTu+wuaR6peq0ML2BTGDzMo4PSdaOj3vrWt8QjHv2Xcckll8TTn/70GBsbi+9+97tx+OGHx4c//OE45ZRTdskNEsw6//zz0zrs0fXLX/4ynvSkJ+1yx3yXXOwuPomg5gA9WLORSWBXSCADsO5+KfvbXkTfDAJepUQ/vSU2VvBX+/RlALdMarASF9WQ9tUn00/tUBm1GV0zRwUVhBaxDDrBdVRgXbOZ3slQywuKdQSkeHisFOzqxRK+YQF/p4bPSHus1DtSfaWLox80wvmsjjIBQ9YLdZgJIUnnsM116Q+pxRyJ0UJf7ZZJWpyjo5vMPPrZQzjoDfbPcZx0gtLFSz3vfnOAXfqL2di1EjBgLRXwox71qGQnXA9ln8DWRRddFL++6aa4YvPNyV+erwzPxSKoAA87+qiU2Pqtb30rzjjy8BiDjea57z87VkEHuGxwmO8bQCo2zRRg1/XbtgJYduORBxwQrz/uqDh62bJ0gccthybwluHcUvkPUpllzEUw6wfrN8TXbrgxPnXRD5mrF4fQJ+ttf/uOeAa9O7NKmAXJZc+/L4GdAWRpJ2ubO/x3oS37zne+M71/3/veF38KxHrEIx4BPeumtN/Pf/7zlDh2zjnnxMUXX5xiVscdd1y8/e1vT0llaadb/tQAed3vAx/4QNxwww3z8Sf+Dclu8KxnPSslgC1QfksT7tyOD33oQ/HABz7wllkiXvziF8cFF1yQ3r/whS9MNN8LHzr3AhWifsEb3vCG9JG2pD1xP/OZz8SVV16ZQCz7fj3taU+LV73qVX9grx999NFJNkuXLo2PfvSjcfrpp8eFF14Yh/Hv8/Wvf31a78I5d8bzHhiB3xmXnc2RSeAuSmAtDak7W4lE2O1nzxy5IUpeD1yxZy7+dq5a83l2ajIFgYbIlDaLWkDKfkhNSqik1xN4MIClYQ7+wrDmh0AShnMFI75GFoH9JCoAEv3S6NGPqkKVUoGAEAlDKb5ktQ62PBna1ZiAWrDOZ9L32XWqRNBJWoYuwIfc5F3O2waSaZO2BsYTNdqyt+nRcchSWu+2aYDarYB/FGIcsGrL1hoGIAAR82yC1mjTJEAUzkin0Ywl/TgWnNNeXQa0BKQEyZrQQtQBWOyz4bUUi1yfvZkAfewunwJjps3xmQDX5Jxt4ZEU4E4NOr42NIo6Rz2BL5wGr61HRl2O9zmuxWqtErLMEWRjKXxGhp59NwSHCOwNISP7jXg+gTU50o3U2RPMc1RxTFIzemTkKnykCjhvAENqwR50jPN5e2T0scMg2/B1CCRSucVus6x3vmLOqinXAWAFuLacXib2L6P2KZ1PwCwBZ6zHcJ5gng6gWWLSbZjtPiW9IpO7R877RnBzAFDK5rRSFMzy+RIy3Et8bwS9KmShCbLN4fA1vCadNx5N9u8SOKz5XalyL7lHpMkn46QFGOh1ZiOTQCaBTAKZBHaPBPydtjqb//ldhuqVh3qkx+/4FMG8Knqu1SAQCAi1aYJEC5MxSOidbRepJObnnGqmLVtqsXzRFFXTJLBgE5TRrVLZSuNrIE41JmWTRIUVKpZXLK/EyfQQuf9hjbj8+tn4ydUzce2WRqwbR2+oW7EzPEYdrL1SZj0DsuWiwaXa7aFkDUxa8T2jFswRTUSZqC3Vv230zMji4RT4wzhI1Vem3BepCq5zvdJMmc1ulntxjkDQ4FAK8jyEjOWvfe2r8aIXvTg5vVu2bIlnEgB6znOek5xNndC7e1jBbeWVWa1f/OIXw6BXVkW0c6S+ZMmSDMjaOaLMZrkVCWQA1q0IZyd/ZDDf6uFEz8fcqIqUxCBjhtW36gQTK+YDrPhObNCPnZXDnt9/yDTwXSKWA2Zt3taOqWl0DHrNZMcEFDG/ABMcFylJUTr0Lr7irKwbPEsryHQMzwFwhU5K5/S8PEwa1BcTbDIhUh/U/TzEz9VvnC69N5HDFetytwSxeD2IP27vYgkRca/Snklf87nXNH9ut2djV0vASgoD9g6D4Y4US9B42WHMf/cCO2lLrF27Nq6FreSskx6SgKsxYiP/9JNL4tQ1B9DfsxTL+velR/j9kv1jZZfglt/f9D3HlqpgHwxCzWZiq3EI/fYZenKtWTQShwN2nXbYoXxXevGhK66Mv6W62+B6NjIJ3JYE7gqQJagjBfbCEDS6z33usx3EEty97LLL4qijjlrYZfvzVVddFTcB/Dre+MY3xpvf/Obtn/lCsOekk04K+8VqFzu0h+1N++1vfzu9X/jjOgSUpeLevHlzLNAbmowmo4FDOtAFEMv9P/WpT8XkJPFQhj297FW7MPzs8ssvT2+d02FV/yMf+cj47//+7/TeP8b4BN18fO1rX0vnsGJzYXjtDu1Pwe9LL700vRcAWwDa0oad9CcDsXaSILNp9jIJaEguG8b6gmZmdDp6BA/2lGHWbo/+WD2jMxgH9+qBoWwGD9AQgSboebCMexhC1C9B/wNQAYAlDdxMWyo/gAd+6DWKcmSEVTHapDuokPkzgJE/CzAkkDMEIEWkCwAMejlkOIOD0AdYU+OY6dmZGKYnVI6AGK2j4A2Hpo7AFwgYhliJOcyKJuN7gr5KvMjxPSr0AIbIVOpjHdUCQAjG+orlVXpedaESbANUEYzilNP8aeBM1JnD4M9AqYyDAcUfXkCL66qzfz4v+GPGnJVOZGlzi3M4HgXWKJ868bZUVYVHQpY4PTIAXfq4BoGbZJDiROS6LQJjzKPcqCCSfqinY+R/eDzSJrW4JmApHCidHue2Co1qqQJgFnP1CZZJUch8lTwy5rXXJVjUELzitVmD5uz145nonJQ5zzSOi31AEnDF+wYKs481GkDMsQZctQSW6T1V2N7CYcLuBRKkFxnnnUE20hb2qPrq6PjwHyJI556jYowP+ELwzLwd7llqMsz7CoZCvg6tBp8v4b7vSxRxmiwxGxXnoWlsdcgAY1FdnEWYwJlHOshaFAEt+zDGU2UW3ylDhV3+fbHqVFlnT7IqYLFBUiWYjUwCmQQyCWQS2D0SaKO/BbCa6MSeOoDf5S56LlU+sW2S3/C5Ar/eBk3oBWL+RYEEE/JA0Kn8hquDSNrou2aSHiH2oSrE4hHodWhyP9dPwgrAUUH9wk+9ATppfU1mQXvF8iXVeDAV8MvZ70eXUbXLtvHZbiwfyseKQap1SY6ZJnFlhPPvv5z+mmTDz8yiS+kr0kSPjJOxsgVuwS30NzGpxWSPCvaD+mbVimXMFrF545aULGNgssB5zVCeQw+auNFLCRrq3t/K/phjjk0O6mtf+9p497vfnZzWf/u3f4vvfOc7qX/VySefvEuymqv0mDSj1Ec2MglkEthzJLBjAGvPWfWet1J9pCY/7E38HP2ulKDHj74VS3V9Ll7jbiVfw+pcvSt//8m7S36LFH04nTFNkuMGkijGpqkE5kNp7v0oR+JFAV3Sx0Tqi1S5iz/VwLe0j7LJk64h6Q8+d+42+rOuQkVfms6rv5V0jq9Qnu6vX+gn7MXA/07vFl7zGfNYMdZBN7e4vhL7t5yT462cVv/NkVxCs+V07R6ZjXuGBObv7e+uZWHbihUr4tRTT03Ufm+/+JJ4zfEPJBaQB7Qqx32XLKZfdjGWjQxj9zT4HhrHMEH3FhYVYwN8DyagPKZUnO/M/Heyn+TStStXJkacBknB04BiP9ywMS4gSfSjGYD1uzcie3erErizQJbAzc0335zmturwsY99bKLKswJJNgHH+9///vh//+//pdd/6o8A1oknnhinnXZaAqEEjuZ7yXfi7LPP3g5inXfeedsBrD/7sz+LV7ziFXHwwQcncMjKpq1bt6aKK/vY+pDN4HWve1067Ve/+tV405velF4LOi0AWG4QbGvwb89+uFPQdi5UaKnP/XfrcI0LAJaUiVKKmtymj6AMvk/y2b/+67/G//7f/zvtv+MfGR58LIZCdN999037C4jt7IG3lY1MApkE7rQEqGTprV4cObJhe1unk0F2p+e6uw/EKMgJXlElsreMHMZQkaDSAMa2GWaGk/JQ+zWhigOiikF7W0BrVy1VyUSbdw7sayTdnxVO1BJhTFHZg3HdV6xEH6lsI3DgygmuoW3Vj5mIdagBpZQrA3Zh8WOIY7xjpAnYCOTgHUS9Rl8lUtU07O0XhU+QwBoN+z7AkFHW0wAwKbWoDsOxaJB6XakOxux0M5r0zKpTJSUQYvVXvd6G55zeVANkLuF0lAl4tTs1vBgMfk4wBF3E3Hid1wA8rK8KiNakJNk+T8pBubg+afa6XJuOSZ2qQiuTZilHs9qo3qgztw3pyaoTfCOAJ+WEmeE5HAsdnTmutQOgk4eCUK52M91zXGsR58PmvDosgk1mlfcB4unMNNmuDAzs9XCq2iwyOT7Kgw/mWFOO+aaZS6AMn4vDAKvyrF0niHUITAlEdgUPva9OyP/4YUzCv0kuyGCiPUtSZhcBvy732evuUbHVV6zymUFKwEyDmDysHBsYGkjBvxxzCk4tHajixOHoUY3Xw8ErAXxK81QuVZi/DGhHZR/XbeWW/bPy9PnSoazP1vgu6FUWyGKkYo95ODmLy0YmgUwCmQQyCewOCeTRNf3odSucUnUsQJZ0R+Sc8MjFGL/hHah5B1AkdfSc6sTe4iX0jj20auPoQoJr9U0N9AbJJkvQAepfIoQGFtUbPah+1TspKYS5rG6+edM0lITFWLVqINbsN4QzWYslS5vo+GB7gZ6c+di2zffMgq7tYGfYv6rAZ9MAWROAXcVSL0b02FjHBpTiDC/VqPaMaKPbKwOD6F6OT6Ac+tFgJ69TVjxBIq+7QlXW7ydTWD0mXYh9qcz4vOKKK+Lqq6+OpzzlKSmb9GMf+1hymrMeEwg7G5kEMglsl0AGYG0Xxd3+Qu9Bmr0eugWtlRIqrJ7yd14QSl1lr2F7S/XjI9kjSwYRR4X3Jvv5fhbf9eqt+Cgk6Mlyrj/o8X3oM5M09dqkgdd9sSpKqt0GehM3Eb9Un8xz4YnpQzK9uhOPK23lTzpe3YcjlnyeeS3KMWmb29OVpCPSS2cj4UKuCn2/YShwN6HfUp9p1iNIJ6OJacKypmRjz5CAINRH/v3f4wlUY/zHD38YV41PxguPvl886ZD7xDO++o0468EnxBHcc33ofpJyrTA0YbZKUN2KLKuvksfMPP7XwiaaIdn3ZgLjficaJBVPA2T9888ujZdAa5aNTAJ3VAICWYIsd2QsVDx5jLR7C72epBB85Stfmab6xCc+EWedddat9pg9/vjjEzi1YFf7+/gP//AP6fh169alZ/8sVEf52iorQSrpMq2wksbQz4855pg49thj3SXue9/7Juo+q76sgpK+cNWqVduBsLQTf+xTJZD1F3/xF4kBoU1cy/HoRz86XZPHCVAtDKu6rBJzyNawZs2a9Pod73hHvPzlL080omnDDn8E21yfMtq2bVtKvt/h453yUt2VjUwCmQTuogR6gCGx79LI2WvqHjjSuljf3gRgeRs0oBPwgYHUAWyQ+xu0AgOZABAVSJOADV2BGkAS+1oJeNgDwyboVhtZIWWllVlizTpBJgynWaz5JoaV1UEzvHa/MqBXDyDLvkj4DpzVzG2yrXEqpLCzBNdcNLPorMxKfatwCFQcBUCX5BZgyOsQaMjPAloJLs3W6jENiNWxIoi9OmwrgpDZZwmYigcZTIAzdaqImBrHxD5WXYJkEBZiECZaI7PYeBSpoPL6pEEaqFp9xfVwffaQSsAWAS8BPekPG0TXdGjsQyVwlS6Ii9KoBPJJfOgFPJgKpV1SAxaotPJ9yjznvfJMIBegXJuDdLoEdzrs42c2s09ZfIBgdY6V4rGJkdplfQJh7q/T4nuz5HVdOuyni+T59LCkLzQn3UowqaHwqZJjZ/+PHueVkpCyO5wnKaJmWLuzcG4ewbWnZ9bixRXJqJf7uzZTS/O1JY4H1JwYH+f6ASX5jqTKOU7SsJcJ8ukyr0BYngo8gbg84Kf3VSCtn/nM5tdxFOTUSZt34jhdNjIJZBLIJJBJYJdLYBBQaYjfZmt0zSw3qUHdxs930o3TbKNtVWyi4mmUJJJJAKVJKponqX6q8bqGMtsyoV6PWHPgSByydiSpxhaJCrVaK2okl9RmoR9GD7S1H6Detfq5D5164c+3xg8uujkmxuqx/9JKrEI/LEUPU2YVo5ZXEVG0MrzMGjvocNdk35EBQDSTO7RLpBleNQhVB+amerJBkFF7YvPmbbHhxpvQ/WY0pzAk+pHjUJUtEzDYN1EX3ooe2m+//eKHBJukGTFz0iE1yP3vf/8wA/Tcc89N9souv2nZCTMJZBK4x0lAAEvbNhu7TgLJh8Dv0Ze0Ess+xy2S76Sckq4dbo7kn7XYXsPflYovh39EiiHbk6rD/e3GNIkVJmDqL07B4LEN3bON5MWabBTEMmfQZeMzrdiGH6oOnGG/MY6bQg9NM+cMjxr+3Azn1o8TYGjjL7VZh76k69Tv0u9Mfpev9b/YV79r4eF799Nfa+OvuWZ7TbrNZ4+vex1cQ42qmzb6Kxt7jgQWARB84QtfiL/6q7+Kqyan4mXf+X485+vfguGkEy/+3g/iH398cVw7M51iFX04y/r6U8Rktk5Mxs2jo7GBx8bRsdiMHz6Jby6wtZLql+UjQ7ERH/yZX/tWHPegB/3RSpA9R0rZSneXBO5oEobAjpVRC0MwZ2E8+9nP3q4PJyYm4rPQW97asCfVAoDlfgu0f74W8FkYRxxxxMLLRBMoIGXFlT24DjjggFSZJRC1Ixgn0OXwd/jrX/96ev2d73wnPa+kknGhWvJ73/te2rbjNT35yU9O237xi18koMs3VlU+9KEPTdv9c+CBB4YgnMPqroUeXGnDDn8E9RZAvmW39Lrb4eOd8tK4aDYyCWQS2BkSMAC/iGbK+yyJHBUb94SR1rF6yfy6jGjsZUPjXroDAz3WMdWhRTB7LYfzNUZwBygiNVi3EqdG4MlnK2/AWGiAi7EOJ6BNbdsc00R+s2Zh85nGlKGiIg8BFI3tJF6CYom/GTmbs5bH4chZ4cUu9rWYE9TiYe8kASkBIo1+aQELGPIkXydgpEFVVBPwRDo/s+VS/y7mGeC4GpnZJb9rAFs1SsIa0BDNcfwAAS4rxQbI2B6mEX25SNUW20pUPs1RVTVIIK0iGMOa88zlo8x66QASHYJvzRqgTBtAD0dBX8GGvioIq6r6zMzzGN6bDWjVEZeUrgWYKwXYknyR3UyTnmB81cZYfwt56nh0qfCqs+YmxwofzVFB1UZmHJjArnm6PYKLnEfkJzloODg+eyaz8jyf73Vo2tA/IvR0XqE1s+D5kExE95oPTgqWzRvGOE0cbzWcn/Ep7pT7cJzg1y37S6tYImOk2+M7QCDTvQfodVICZBS0EkRrSinpnWXuMtVXXa5RsNKMxdTLg+W3+V45jI/mqcTyXK7R/7KRSSCTQCaBTAK7RwLrJ9px3ZS9DjvQ4lIxTOKBv9HqH4OAgyjgRCXIj3edit1Z9PNWAnlbpgnqUUm9GADpqX+xIp524vI49uDBVFVV6S/GOFXPM+w3M82D4F8d8KqBErlx/WRMTDZi/9UDcdz9lsR6KrK++9/rY/1Ns1RUF2IIW8CeWlZbGVg0caVBMHGQCqytY624dj1UO2Sl26NrDtulgDFQ5rWVYiXsBRMpJBAeg3anju5NQU2uI+lNnutkKmsbMHHqywmTITaJ+uiPD2n9zMSUeuQ973lP6jGhXvv1r38dZ555ZsrwPOOMM5IjLxVJNjIJZBLY+yRgJngGYO3a+578HxP4dCz4DSffQs+Fqisqh/Fj7OvMT36i5LM6y6pgEw5NRMRpArwCHGLbNpIz1BkmTOIyMfSj9L30xfD/8JXtuYW6Sb6yfhSupqdM2w2MCjbM/+ccvHJNnMd90mCd+lfzb91+yweu0f2ZM23jtXuZmMhHqXpsluRJ2Tfs51gDJDO5MdHXA3y4Tzb2LAnYG+d973tfGNj/x3/8xxgeGcHmKcXrHv/kuHxyJp5z3jfitP86Ly684abYMjNLZTqUy4uGYxXH+VixeFEsGR5i+0C6/1es3xBnX/STeNZ5X48V++8fn//85++WCo89S8rZau+oBO5MEsZHP/rRlJDuuQRnLqSH1dvf/vb0kLFg9erV25chpeCtjX322ed3Ptb2XhgmvS8MKfhOPvnkhbeJ+u8rX/lK/PVf/3Wyx63OMsFs+28se9qLamFIf1gnAcC1OvxsoV+XIJbHuY9DakHtf4dsDAtDWsDly5cnKkHpBH0s9Lpynw0bNizs+jvPOwJwv/PBTnyTpdHsRGFmU2USSBIwKLJihOY/dD0Ym6EiBGtwFw8p7HpLoA68h4Bpu/jyt59OI70NOFWn4sieVw3AHEI6AA4AOFTPlbhX+RrVVhjIAlf9giqCFYASkM9FzQwzDO4EOJHdthh5mtWmyW3Aq8u+OQJRHU6kU2fllvR7iVOcfaQcHGC/GsDGHEEx+zTpaRR4iH1xmwBCgDkAbwTKCoBeHfbfNgb1zyDrJYg2UcfpYJ/+RMMHEEWmdpu5GiifIoALi+M1ASyuw0ztDhVjvQ6ui1mSrG+g2g9YJj1hKwXtrE6ydN+S/NxcPRpUe7XJMNedMENdBZqALCE65CBoxGSpL4eOi8BTQMnYJohVgloxT0CtRR8tOozRpwNF2AeAy/VVuQ7pCIUP2zopOEodg2r8N03GuJVPLXqLpawQPtcJ6nSYW7iR9ymwyHnkQ9f5YiMy45nrTtVfrhUwS4Crwz5FaCi8JrMBE6DI8/znek7KGXLIJBPASjcIRrHmSqFM0LEZQxgRLSusuBcCT/ZNEZwqF626IiDIv+dETeiRrGEKg1tgso/vUA4wS7pBub0XEemcGJ+mqTqUg9AkTE5NJwDVM2Yjk0AmgUwCmQR2jwRmoemtqTPRtapiK4DNKDfxxCpi+4ZYVTyHMdDktfXPOnn2wtpveSlOP3k5Qb4O2YcNKD3QeKiWpfTEqk/XyZ7ExqhChwPfbz/A1uBAXwxBIbjuhslYCbC1dHElHnDUsrjqN9viypumYslQJZaRbGIiSxddM1XrxQAok/biCD2yRoaKsWGsE+Mbpa81wMfa0DcFMuOXQFu8BRHWsElUjdoOU+j/KvaJvbtKZfZj3T30YRHKa5Nt6PhJM3Vec/m3NczqFKwy0/Qb3/hGCkL9+Mc/Trz2n/zkJ8OHWaTSDz784Q8PnVWzQs223DG79LbOk32eSSCTQCaBTAK3UwL8zutHkF+J7tGHBFBCkc3hTOqb8NOfEvn0T+l4jD5Dr/kZPmqdD+c4xuSMlswiKI4yx6hTpAM0SsF09CoqUI1MBRRvcH/QHTzYx0or/bKUrMc2TsVZUIBs80D+Jn1o7ZWfJL3JS30lh+/1i91f325+8Bn/618VVMi8GUMf6hvPz8KWBX8uHTc/1y0HZ097iAT83gh8v+ENb0hV3Y9+1KPiiP32j4v/79vivEt/Fi/72IfjRd/7PjEV+mTRyuApBx8UpwBQVbFXHH7rt+Gbn/2zX8QvRrdRHd9KtsenP/3pFHjfQ8SQLfMeIoE7A2C59A996EPbr0A6vr/7u7/b/v73X0jVJ5PBAmD0+58LGO04/lRSiGDZl770pTjnnHPive99b1x//fU7HhbSBp5++ulx3XXXhT2yHFZ1yaYguPTNb34zzj///O1VVaecckoMDg6m/l3a9LIvWGHmeMQjHpE+87VUiwvDmKAg9O8PqcgdCz3Cfv9ze4bd3WN+BXf3WbL5MwnsjRIgoNDbh35ZgEnJutsVMsAozS0ZjB7VV6Adu+KM9+hzaGT36N9UpV9EF0O+yQO4CcChHH2kly0GAJnBUsc3SIGqBgGkGYz8bQSqLHkvA9gU+aEWqFhJJhCtK2KGz3QWnK8rmKO5zWtY5QBmAHUwxm24Lr/zUNl+UAbLaHyLISenuNb/EMaZBv286Q8YRWbS8KB9lvIYaPm4eSpifBJwiqKeHOub7dAEvlWISTK8e4BDhNkCViPAK66FuUv0iyphJBYwAs3oqND3zNqlAYC7HkBcHsDIXlX4IQTsALhYbwn6RGmORoYHU88s+2aVCcIN8Dw0wFxcA6LA52A7UbRBA3R8p+z9JdilO+GjBfAkkcU0wcEpZDpK4OwastZvAi3cDPg2kyul7R0qslpcc5HeWPJgmyFoTy4Bsq4P3qsUBbd6nDPHfioor8keWe7nthzr13HD1+EYgDLmkhYqJZzrKDkn9zWX9tc9cxZWyn49jvfBDjwnTqZEw2j1lGXRdarIpGqc43vQj5xHuN5J5G8QswfAKHVHAiv5AnS5zsGhYZyvQiwmo1/nrsDz6Ng0YBigFvc0B6CX5/5YfacTl41MApkEMglkEtg9Euihf6T8tY9hjUQK9T4FxwTz5iubyLJICRwLSRMpY52lWr19IH0mt22ciqlJ+l8O2FGTg/lN74cScBn0gNp4YxPoEaqjt4zWYuMW+lRR7XXwQYvipk0zcfU1YynhZJ9lFXR1Lm4Yq8Wv1tdi01g7tk2S2EFF9ej0HNu7sXmSgCNzdwjuScc76WeUgG/QLsAmmCZV3cBf1ypnszaJ+nXQPybT+NoknS66ympr7Y8iyJUV40UTWLYHEG/7HghI2bjazM9NmzamhtXSDg5gC+nYmgX94he/OHHlr127NvXVyvTcbcs12yOTQCaBTAJ3RAICP9LPm6gne4f0+FLE8oOfQC17V5nMIABUQneYPNkvmwZ6qctGnvR68BXxGzlKX7iefF8OYDseTAKM7C+8UKXlXL73WZAJLcIcetXoTc6hZ6XvpS4U6JrPj2BnPnNOnzzW4VEmis7vwwxpn/nP9INx5+YBOK7N7seCb4makPeCdVaX6e9lY8+WgEkvjyf55RWf+HfuaSdOO+Ehsf5d742TjzgqKiOLoj08nPpcPfrL/xUP/88vxalf+HKc8p9fjqdSeXUBwfYnP+vZ8d3vfjfRFP4+ELBnSyZb/a6QwJ0FsASCfvOb39yhJd5aNdYCAHR7JhR0EjATqPrVr34V7373u1NFVYkk6YVhb6qFIWhsgplD8OnNb35zeu05pR4UyHKoT173utel1/6xD+7CWLNmzcLL1BN3nqFJlqY/fLz61a/evu+OLxaoBHfctrNfz8PcO3vWbL5MApkEbpEA5h0VNWsXNeL8baNx0nL6Zt0NstFOvHB0PO6zti+u6RBQwUDNhgZ2ii2R3UyvCoAFq6TMPNPYT/R2gC51jPAqwEmXH3iN/RrVQmWyJDTOpcypEsjR+C/A1zAB5R5eQXQJCjWpuhEwMiOjTOazhnyHiFMV8KJNgKwB1KSZz5GAIvwFoCqY4Y3iqAFKSVvUDzDUS6AYFEd4FnMAHvbbwG7HiMepAIxpQmnYkjaINecBkFrQIekNeMYGCmUA0KWHh1Ije26OoJWKTS70PGBPHZpAY1yunRRyPYkETglMWTU0hyM0MlKBH92AGXJhm8PG8nkyuO31kQdASjR6OBIFgDkT2eedKHtm8RqkSxdkeKgf4K2W6BmrpTLHUOGF42EllvSBdRfCwVIjVVnjLLLtATTpy0hfIehk8A3EiFlxgLgXbdYk4MZb9rN+yv1wmhJAhcQ52J5jAkpsBIBy7bpDgl6AYVSI6b3lPY8Pq8qYKwfY2COY6b8T+4DZl6zIPW9BF1iHD36AlHygsRjs1mI9VWz90BnMQdk0WK3ELJVuGgMdrq1Wq6X5xtmXTQns1K/0+9NivQOstcu6EijHczYyCWQSyCSQSWD3SEC92CFwlxIg0APqIpveS72kHlLzGPTzDWo1+tAtgkmqz+VVwCH05ZIl1ZTkMD1VT/2r3N0jB+g1OUnFVXsKu4BqrHEArYnxRhxM36w1+w7EZVeNxehELvZdVIoDV2A3dGr016K6F1AqZcmjtqpQAG9FpUhpPFTJQc1LsFH97UlYTx09qX6BeTBRLglkOcx2NylG3UfsMvI8a3mUsTlMQEl9R5IOTeoqHXNH/1jx/NznPjdlfY7To2L9+vWJVlDuf+kGHTaY1oHORiaBTAKZBDIJ7EwJ6GXp86CX/I3VD+WNLBR9+BkmMUgVq39bQnmZIIibyf7oDJZBygb76mPyhyElvTT37u8vdh5/y9f6RwtMIr71HCZqJj+G1yZpupPn1DWTanAQ3WC1L9wz7Ms5+Mw5Pdb/8Ljmj+GvYBdFx/isHM+znyz4fOkamEtaeFfVRv8KnLnXtCCdC8rGHi0BE2M+8pGPxJo1a+KTF10QLz/10fTWLsUbnvjUeMp735UqTQy8X3LJJWE1y9TUVNjHx548Rx99dEqg2aMFkC1+t0ngzgJYLnjHKiz7xEqN+ceGLAXnnntu+ujjH/94nHXWWSlO+Mf2vT3bBMJ+9rOfpYore8vZe+u+971vvOQlL0nbXYvDfyfzsUiSsxn2xZIS3HHBBRek52OPPTZRAZ544okpTtgi1rnwmcnZj3vc49J+/tGWXxjr1q2Ln/70p6mK0m3SEz7vec+L/amWPPLII1OPrj/W82pXsDJkINbCXcqeMwncDRJY0VeLNeVpeg914zM3bYyfjE/Gs/bfJ/br/91S0rtyahtcnnvjzXEtDTH3KddjeakZ1zUHY3OH/lx7+dB8FhFqA1hUqZLpA6TpAZRYFVTHtF9BhVYTQAgMKxn3M1DyVOiNJPWewx/2Ovua0TzLDz4WPIY3FV1Q/Dl3faoWq4b76YUBtRwIipREM4BlC0BUP2BIQ1AFp6IO2FWhGmiA6p6cAIr2OEEx0qQBdMgOZz39VEbZx6rJ5zfMsgugi1DYHIE329G3qHAyk24OsKwBKGW1lLQPxM9iEAqjHoZ+Gc+kzTrtG1Vk/diHOANcL4DW4CD7IA8ri0DcuByCbZOzgDeAeQA+UifmqR4SMCuRjtfgWmuAbAJKRRwTK4y69OIQlPHYAg6UgbM+9pvcOs7ayVBnP2madGRKOCoFwTcEbE+pfJ4MOyunALQKLoF1JWBKZ0bZJqkqedwuAD2zx1NGOaATqBPbdXwMOOLk4OwITjpDquji2QCf91dAS38nz3GuV/jLHihN5MwOnoAA5jz9hhVrgnYdeprYQ6uPKrROu8E95zqRYa5NT6yxiVS1VgPIkvqpVIWfG/rCFvSUlXKF75fOIAFHvjc95hjgO9Tldauvnnqb1eD/0KHLRiaBTAKZBDIJ7B4JWKnUQOdK82t2t1S1eX64+elGn6lj+Y2+RT8a7Cv5AbaBldUV08hRHWYijo+2YskiCPqwCazInhybhX6jwe//HDSz6GiU9MAtQNYU/bSWjhTRy0HD8jbOZif2X1aOg1cMULlFM/tU9Y3mI2DXQk/MkszSIfrINOh4t8/rKhRXNNA906iwLtfRMXmDbWoVq32lQcbMTBRSBa7JgCeLw9bQTiCRRrsFPcWmuzRM4FjgxdfRfe1rX0tPsPG44YYb4vd5/u/SibKDMwlkEsgkkEkgSSCvDhoajNrkdEqqUE+l5D/8GMEnfRcHP/OAPbA/4AeZ/ODvfYGExPQZjor+kf6TFch55kAlqPwSSFUl6UH4aKgP2kEUj/pSPZL6ILMb6oj50Dl8lsAvj0MfOpdelfuXWIf+mKwmOR0yZpwHxTyWOVmrWsuqaOeZ175+ho/KJAJvKl1rvmTckEGkx0OPvES/pGzs+RIYoS+WtsNXpRI89VHpO3DMAWtiiO+N9GjSE5966qnpsedfbXYF9wQJ3BUAS1BV1oGF8YIXvGB776iFbQvPa9as2Q5iye5jktfzn//8hY/v8PPll1+e6Lw98Morr0z0mVZT3XjjjfGBD3xg+3z+e9qx8ulhD3tYSAuubb4wrIJ0mHz/oAc9KL7//e+n9/5xf/vXLQzBKftxff3rX0+bTGB71atelagK//mf/zk+97nPpe2CV0972tMWDvud512R0JaBWL8j8uxNJoGdI4GBfCsOAbwaKsyDIQuzXj9bj7f++po4jsaVT99vdepRsPDZHX2eAQj4/PpNcfHEVDIsF463gufQylSspt/Rta3hmJr7bcnpwj5703Mfwac+spFrAFR9Ig0Y4hrXg3DNzgJSVAC3MJcRCUY/AFM7gS28xYDuAJKk3k287uPzZFiTvS24VQOkqADabJ6ucZ81yAGCAMmkGjTQ05qjDxZgU5N+SRVOKoBVIipmdrQZZp6xZmpcqwZeYx4bASgCaW0ojXQUZghoCRaxWC18zHoBIOemior3HZwF6SAGma/L+bfRVJ4OGbGZJvFlaAzNvrb/1RwVSHgaac3N2jwFUYFraNMfRKeibiUY12fFVQ0np0DQS7503ZtErcc8VjG5VIWXo4fUHKBPDrDMyiYdFkHCAuDXpKAPK9UF0UFJlVRcU4uqLLMHE+UR81kJ5vWzsOQgKWv7i3GxPHhO62EOK8JwlPg/DcKO6djkiOkgMSf/syyvlf+N4ikzqP9crmzvKXOQfZr1GbaAADK3QJ4Ni6Up7ALeFaCXTP2zkGW9XkvVba69vzoY+5XmYgsytYpOp7CFLBv12WRMFJCFtErmHQp++h2wN5aAnN8RF17gvkdOuSQBpuvI/mQSyCSQSSCTwK6VgL/7VlDbq7FD5XITfddFD6p2/G2XPpfYG8E99By/5epqK6jLlDdtGu9EcREJGIBQ/YBURbabFLFttB4bN9Vj61gTnQ3IRJmUvSwHoQw0KDgFveANN6MHOE2RaN8kkboNo+1Ys7gPwKkQv4FC0Mxzdb/V0AJXqOnIE81TR6tb5iuV0WEAW9NJdyUtmRIxkk5DjGa4U7yF7iXwKEhtUqCzAABAAElEQVSnrcB19DraEOgtbQoSU6xE29lDZ9lHNjIJZBLIJJBJYOdLQD/r3HPflahw530eXR4hJ9UXf33BmPd7fDH/mX9TdXHaxBFsdx/UkVvS/wYbnVO/bX6r4FWaIs07X1G14MEsHJN21TXluFte++RSmMxEi/kzbV/aLXv9dt60kN9u3f5qx+sRAHMG11zCV8/Gni8Bvx9nnHFGvOJ/viR9//zOeJ//8qhj49JLL00g1p5/ldkV3FMkcFcALK/B6iqrjxwyHT396U9Pr//YHwHY448/Puw35Xjf+953l0As+8hJn3nFFVfE5s2b46lPfeofnNY12TNrx2H8SSpwq8EWxgKNoO/tf7UjiPXkJz95Ybftz+985zvjUfSvk8ZQtgUrwXYcxkY9r/LdXYPoWjYyCWQS2FkSyAE4rAW82ocKjHlz8A9n1hj7GcDTFVMzcTL0go9ctRwKmD+19x8eb4bwNzdvi29v2QaIMQ8F/OFe9F0qtOPo/tHYAr3g1c1hjIUFU/OP7X0v3YaspPKzEsnAzjzB3/y1tgBBagBMZcElIkwlqqCmqawRSrFSC1gmZZvZH0nqvyr7mC1W5IfbprplstvagCXOWSQYNYOS09jP02uqJZJl5jNAF5gJGd3zQSzvcgc6wYqgF8EoQbVeDuo9Aks9AlbSCJUAh/K8lwKvJp1hFWCN8xhk42NAJ6/DAJcgUY9eWYBfcDoMAdTNcj4YiVKF1AhNFcep/JPSz69Xh+BdEV6kHFnbBu+MZVnF1GOBaV1cWxkZ6ORIr+RGTjWfxc179/G7K3DlfF0mSN8+ZKGfwYp5EAi0golne1UprxzK1H0FwQyweV6VXxvwx3PNuzgG2tLk82fhHF2pBwEJO/SpqvZXY1YOJUbXKra0ACu7mJGTpzXzbOXVnKASn1sxJ5AnoFhEyTe4t1bLpV5mgGPJwQLIAk8EJxQ4E2Sb495Aw8j9n7X/GFSO3ocuYGCXe1pMoNctYBayLlfKBDq53425mJxtRh/vBdS8j0UmLnA+76Hc3VaoZSOTQCaBTAKZBHaPBNAI/DxDcYsSsjLKSmErsKw8hjk36ac2doKWUspU5zP1Ugfdf+0kGo4kjf3JJBlYquvUi02bZ+LX66ZiC/0rpVyyqquA/h5QP3GoNIEoXHRiQENrnypecO7RZi9+s61FEk2X/psmqJjAQtWzEUHmUUeajKROcs1muPtsAoX6qsUf1Bt0h2bEsy9HFdmd3BTTQrA5qM7m+ApV3i30vv1MtGlctVTK2cgkkEkgk0AmgT1HAoccvGbPWWy20kwCtyGBJz7xifG3f/M3yeeWncWxZvmKOOGEE27jyOzjTAK3XwJ3FcDyTDtSCQoM3VbC1plnnrkdxPrRj34Uv/zlLxMV5u1f9W/3XL58eQKb3vSmN8WHP/xhGB+mf/shrwSm3vKWt2yn+tvxQykFF0Asga6HPOQh2z/2uIV+WILK/nv8/XHYYYfFxRdfHC984QvjW9/6VqIsXNjnuOOOS722BLl258hArN0p/ezc9xoJ8BtAcGOax2wKityeC7Pa5Wubt8aPxyfiCatXxgOWjBB+uPXxc8CvL968ObYSQL89w/lW9jVieV8zbmpV48aWiPltneX2zLxn7JMo/gBmOoA8ecCUOSqrvP5hKAC3SsvAthb0QoZ3agAqcwS15IkVqIJRAZoe+hqRTS01g6CImc1lqqkETcCTjE/FCPR/Nijth+qgxX2xysqs6D5Argq4RYvAVwocEclKgTHOIdAiwCHQIziVywHakHmdmrUbsGKfEv2ZmgTMGtL58d98Pw8ytVm/6xIUKTgXwakWt3QbVH/CSG5jgTFNCbTXmiqBrExim9fQEQljHwNsfVybAF+l3J84zduAegbjCoBDgqXSFdr7SSUHosMnBMl4zQpYO2fj+tO1/P/snQeAU9W2htck0xu9iAiISFGxYEGv7dp7AXvv2AsXLCj2dq0oNqzotff2xN6xo1wbeBEUVFA60zKTmSTz/n9nThzKwJTMTJL5930hJ+fss8t35mXH9e+1FnhF8PfscnSgXhiCHGQy8IGgQ6MZ7mF7HLPzJEM/PKaHF81uMBOifYo8NX+bNXNguCaeKw2Uu/tcqEDUz/BnunHwufAumuXIjIIWCz29vDwg5BOBkMTBkgHDE3I8HAfHTE8t52EFlc0JnQh5yJAXSCSGnuGBBeEvFEB+rGyEGcTzZf4sepTlYFdgFT3F0pgSGTv80Sf/vvi3w1xZeQgZWgwvPVCwitJy17cbnP4RAREQARFocQJcHZgLBEu4WzcyoAAxJJ8fC7MP6xzDDPI4h+sQ1gC3vuH3Ab2aKkMZNqsIa2daKTa0ZNpCrG0z5pXbrL+ClsN2UD8CQYobRNKxbnOTCtvIRhhbOnvx9x43oDA0MEUqP348ZKGv9liTGTqwDCfpLcWwf1x/uJGE/tkc898bNTAQ1PFBpKKnM9dU/qLhRpRMvFzeEqy3WJrd/VVY+xjW14/fG1y/Q9iUwTmpiIAIiIAIiIAIiEBrEGBIwX1hAE/Hf4d7JQthztZdd13vo94bSGDx4sW2ZMkSY4g3ih+pXBgBZ00lHgIW+2B+toYUhhvka8XCEIB1FQpMtE+tqvB50ivqpptucrlo582b54S03r17rzZHHEWsutrcaqut6rxWewwMMchQimyHHln0BmO/dYUOr6u/2m3G81giVjxpqq02SaCzv9zWyy6BEYGyRsPLEuyUnTjnD/tg0WI7Yp1V58v6szxoT/4+z2Yi71VjCsWN3pll1iMDIQaD7Zx3VmPaSbp7aIiCuEFxiQKL33kFIYxQOUMBwmsHRp5MeM+U43o6QsNVQYRgbHEKIy73FAxJFfSowWfYjSwf1qEK5CDz417zZYFqBGEFkX0dP8Sq0EYeDEaQTGBAYq4oCEn44s/BPZkUTOgVxOtYfBmmj3UYQS+TW8JRIH/CiAYjGI1bsFx1Rh6NQEnEhSji0lYAUawaYlQOhB+Okzuw6Y2V6cLXoX8IKnkUf/DueT/R0AWdCmIdBBZY0pz3FO6jhxXenDBGSSoI7zAnAMGAFsS4YCXDPdFd3F7ccnqZUXjKxO7uYEUA84kGn2C+K4psUITQEni7ltE6+qawxJjmnDP7c0Y2jI/FLddgwr7QGAbEMyQP4YgiFPNZQQBMz2CeragHGxp0d1Jscw1iTH5cr0b7TrSCEMUx0lvLjYk3olm27EJc4Hm74uYC7ugzmiSZHld4HqhIA2MF6lVAWGTCWchczgC5FJ529LhDRfecaAgth3BY4cPccE8I1/i7KkJhEhzZXza4s3fmDVMRAREQARFoPQJcg3IRajcYRGhAfI/ze5leu84THktLLtYOOku5HFJYB9PxxU4vJrcuw9OWywm9qTIzQ9Ye2ennLaiyZaURq8yOJqPnxpAwfi/4sMBSoOI6XxXCCx5XpahfiY0q0MqwVpEBvaOY14Shirl2cuWEiOU6iYpPXCm5jnDV4saRaJ2opxbXKp7lqwIbQDjmQqylBfAEK6cQhvNpGAurcNMF+4uuzbxPRQREQAREQAREQARah8Axhx5uacuQ/Bs2FNof+g3ZFL9R+CuFv2tUGkqAXj+TJk2ygw46yL0aen+y1KeAtaJH0opjj5eAtWK7rfk5A7a3dddd171aehz875C+ffu6V0v3vbr+JGKtjo6uicBqCGTAeD0oq8jarZD3ajW3rPbSr8iX9W/ky9q2c0fbb62uyHUEjw4Y01/7c6F9vGiJy5uw2gbqcZEhagZkL0W+rEybGaRXVk497kreKhReissr8AMJc4DRJy1q+YGw5cfMfRCIIDYh/F1BTg48noLIUQEjFQUeXKc00w6iFyQqGImQ3B3HrOuH11IVRB/6LJVjMc2Fpxd3WYdgwMpA7gzmr3BiDQxTWfDSYgJ2hphzUhUNTxhMFbyrnEkJ38CV8NrxwdUXPjxIhksvLlfFflpMDyh6HcHEBYMaf+SlU3iDZYv+SS5xL65ReUlDHKFcim8YRw7G6WOOJ+TWosjFMEnZyMnk5o9eA7SIYcw4rDnHn4xoA+2XYXwRGMTosRXmDnRUoZGPIg3D8vE8507RjuIUBoE2cJFjxju9m9IQ1jAUhOcTTtLwFkI7LuQRRSnMwwUvRFscf/Q+Agcdil7cwQ4hygU+orUPhXnJWM8VdpWWib4g1EHMo4jIxMLR3R/88YvWMQ8XEArMKWhR+GIIRNaNTpoGQww9RPExE7yRg4Tj5XzQcxgCWBcIm/TIK0ESksXIaUJQDIfoni3qcPd+OkIEpuM5ZiKPGrlkIfQheZQzcQnmUsHnmpuN8Rl2y+RjLGhGRQREQAREoFUIhLFWBrFOBykeYa1w3sY4V1FzDt/k+G0ATy2ud/yWx5rGJQ5LGL7TGYIQ4hDEqWUIbUuP5rIyfNdz4wnC5Uc3yVBMwiqEZScTu0e4ElViw0x5EL8zIGTRCysahhd1sLbznkqs0Qxui5awslCg4mde46rDfvkPVzbvBMfOUvMv1h635mF8DIfrNm/gfubX4nrFUMgRruFY55w3NNa52gmgXVP6RwREQAREoEUJ8HtbRQTiSaClPSGaMvad9t/XGVyc1zp+4+yHTT9//8d+U1rWvW2ZQCoKWG35ea5u7rTaqYiACDSQwD5dmK9oUY3BoIE3r6Y6zewUrL5BLqPtune2T+cvthK6d8S5FEJ42zx3ie3WObWTcafDm4ju6pX4psuC8MHwQUHsjC6CwJAF4SgNwk86d1rDSpUOIYWaBxNMBJAPqRLGnyB+VKXDVoRTELiiokg5DFE0H4WhJlGcCUL0CMNIlE2PLhi2eI7CCsP4BRHGkL/LKGAxZF02DFdZ2AleWolwfuwT3kwhhKNj+LsAPLzoNcbUTz5/yCV6p7dTGGIMBSyKS/Qc4xizIHBydzXHxRCIWZwDRhXBMb/Us2DQ6pSDc5EMW1CCHFzpmZabScMYdmlXURSDkINJsO1MtMukqhW4lo37K2FK41+cC8+HerynsCDXiopKYRrjBdyIg3QIdiHMneeYZ8uPXSJhenS5RPIECVEJfB0sfGJoozQ8A+acoiDEC6CDN3xgdXCopkDG/67DOPgfePSwij4U3hDdre6u8yO80qgQRSBqUWBjO0wm7JoCDx6xqQiEx5pG8YYzGCvbYu4y/ngOQMxieEJ6oPHvJQ/zoPGRxswiy7KySJllZGWbH0IYQwhSFCWD4mUl8LLD8w+UQVzMtUApQghChKMIlg2RMD+f4SWD2LWfjXwoDCeIblVEQAREQARahQANPPR+Yt4reuBSQOL6xrWUawXXUq5n9LrGrwNci3ox8Ry3+3Btr8TitaAoYotxXIzcVsxXVRlE/inc5OOOBbo+o22ud/zSr4JAFsDvgCA+Q8dy/bnecD9DB9Ir2m2QqFkove0W9IB265UbGZpC/yxRIxVHyxfO4o113cYa9M3fG/zNgiFhLvQqh/CGDtKwO4Z9MSyxigiIgAiIQOsS4H/jMF+uigjEgwA9VLj5MqkK/1uf//2uIgJxICABKw4Qk6gJiVhJ9LA01MQhcFavjrZXp8F2x6+z7Zui4rgOLAuG8mzk05kKY3lmfo5lByrgJURDfPzK4IJ8O6dvHxuQnx+/RhOwpSr8qCsAy0VFRcg3wdB6zDJRbbk5uVYCYYG5nzIQRi6dAgwEnWJ45BTm5VnnToU2fxFEShihKHJlQsAy3BuB2IRIRJB5kO8KYlQA4R3h+ASvHhiGKKpQTILBKIviDQpFDnrlMEcWpREatYoQGhKZlJxoUoUcGvwPGT+8jjJwbymMWhn4QVeBfph/izu1S2AAy4T4xZ95GAW8yWBIg0EsC/WgIznBKsS4hBDNqvADFs5cFi6vgkjns0IIdYvSqmwprGew01kAc1+KviKoTz+pvNwcC4BDIVrPhHErgnxP7i8NLJg6KwKxJoIxLS1GMkmM08U/RBhFmN2cMc4Z1DAnCj4MGUhDG3OPRfj3SsMgTjAkEy/QmMb2WYen8K/7Px65Uo18UwgNGEYIQQvBew7tOo8vl88LE8V83Tm2i3ZwN8Q9NgTBidZG8ONuc3LwgU+Y98GI58QwtoXCcI4Rdx5twVONc6IXFQXGDIhbzOEVxq75ILqjAx2FwQx4lkFdQ5gnPBNYCOkpV4V2GHaS3mS58LYKwqMvDX1wpz1zroSZWwzejrn52basqBzCZbYbrxuE/hEBERABEWgdAlg//FhXg/iu5pJWhU0HXL65RnM94brItZK/FyhQMQ9jNjezQMGiVzLzZpVBvOL9FMGoVZXjvZRrBZZhRP11ayMXPbYbRBtBrDF8dzmv2Cb+5wrWkWi4Xm65cFs6sG5x6cSNbiR8i9aNLmE8zyvR4q7gAv8XwaYaZsWM0BvafXbLrtsYQ49xhr+twJzCru2aBvQmAiIgAiIgAiIgAiIgAklMQAJWEj+8Rg5dIlYjwek2EVgvL9du22gDm4xEinf8Msf+ZG6kJhQaxfNhEM9kqLea4ofhvhAeHTnw2imFqFVVE2LNu97Q924QNc5ct7f9s3Onht6anPVh4CmDAJMBQ1QYwgTDM3IXdCW8nhjQj6S5MztUHYTxCCKXCxkYsb+WLLWc3HwXFo/Be6oRuq6kAtehYHBXM8WlEF7MjRVCm2k4LsezyUE+CoYcyoHBKBsKUxaMX9C6nAjJDdD0tKIwxJxJDKGXh3xYFTAwMexdmh+5NqAcoTWrwMjofUVDGcWZMrSfhmN6+NBrjGYs5qKqhOjCEIkUt9y/MLLloX8a6fwY8wLEDvRBfKtASL4M5N4oQhvMzZUJzywKYWUQ1CiaFUPkykF7PowtD+8V4TQroVCFMVMEyoBo5IxfyBsWDkf/zukVxnG4lzOk4RjzilTCUwn1Kd5VQZDyQVRivqpMWgwx1hDap5GN86InFcWpDHCnE5YTsPBccBIvzBPCEg11PrCMgC/DPFbDWFcN76oanytcdUqhGycNjrT5MZm9D2N1YQqc9S9qsGQ4Q9cveaKtdHiFcYzlOO3HjfRI49gRpdt9zkUvpXg+0LWse066lZeWQLzMcvlHgojT2LVjO+QtK3IiJsW+Krz4t5CVlYEZQNCsoNcWcqJg3s5iinZVREAEREAEWp6A82hGt/yap3jE3wAUrRD01f0WoGcz9pXg+5rrKjaO4JibMHyoy0WWIhe/ykuxTvM9hLWFIQp5XM01B/eEuUkE53kugNuqcBzCtUqc4DE3YuAqXk4uc5/deoi+ccldwVHNehGt5e7BRSzvuBJtw6OHmpgPVxuOBV5fWLv586KCA8A57m9x88Qcav+29O7XuwiIgAiIgAiIgAiIgAgkIwEJWMn41Jo+5r+t5U1vSy2IQJsksF3HjrYtXvfP+c2envdn1GDdABIUCfJysiwX4ejqKhkQLzpk5Ft5RaWVwTDOsGkNKdxlPHyt7nZ6n15RQ31Dbk7mujDqOCEF4fdg4YEIWCN+wMrjj1Q6kQYmICeuMAk7hSYXAg4iDxO408OH4hdD/9FbJ4wPDKGXibBxDBnIx8A8EzRa5aEeZBNrlw1PJHjiwH/HGbTK4EnFXd3spxod0GMHXcGDClYxfPZhLCF4LlGUogcX26tifbxTWCqGupOGvksgQDEXlA/n6Q3Endc0cSFFh/PO4hjhT4Z+/c6bKoDPNNFRQGG9TBjgCtEeJgCRCiEQYaijZxKsZhg/d53DYId6NMwBGwx7OI+BUjJzRjX3b83fHfqkQY1eTT6IPhTG8BHjQ4/O2433cOc6hCK0Ta8mH7zdqiFwpaHfCEIHMk8YAKARPheIRvgbD8OjyZ2r4YUb2BCeBYx0aIseZNGxYNy0RKIPPBX0S464zk9h+E9hDtXVFNLoV4Z6/FwjrAGG++xEtspyZwCspncWrgfx3NAMQkMhxxX+ZnzIk+YHv3x6wmHI7aozIGoFkUMLbYDu0sVLrACCVTVykkVDVOHZYB7VbIfnIc6lQdgsh4ec8yLjbSoiIAIiIAItTgDLgPv9Qz9k932N73osdRB9sFEDmz/4Tm9aik3caML1PINrAc+jYqACGzuwDmEJxSoLUQnLENdYrsdcjihkZUL54vUSXKeHFnNSURxzHs7sC//j7zeG0OHvB65gNauqW1O5KcVt1nAnWZv3uFXMrdNcB10rnIwrfI96WmdgfS/H/fjF4P5HUSsLsQWrOSDMgyumigiIgAiIgAiIgAiIgAgkOwEJWMn+BBs/folYjWenO0UgRoDGgRG9e9nw7t3tHohZ7y5aDIODZ2SIVVvpIAehyvLgfeU8QFa6uvKJnOxMeILAkI4Qg+XBNcc+ho3FdujU0c7o09u6r0YkW7mn1DhDLys/xAnurk6HEcfnz47uiIZolAZPHegLuM7nBKEJHjdZyImUAUGEea9CaZXOMysHBqIqGJyyIEiUQJyohLUqC2KNnwIPBCaGG6QBix5NebBmUdwK1Qgq6chRwZ3azJWRiVB5FMC4YxqR/iB0MY08vaJgDkPfzOvE/dnpyM/EcHghGJ5oWKuEcMKd4RTR/OiIKTcY1oheRnx3Sekxgw6wlPlRNwPjKoMi1R5iSi7EF+pCZRhDMV4dYAALQvWicBbEuNthTgGMCVKTM3A58QfnMT2MBcY3eFHRG6kcf8uYSZQTwglSvEp3glUmQutRrEKoRYhHbKQaQpMvC9QgshEMgyQ5kQlMs/As6HFYBoNgdKc4bkB/qAQvLLaPY37mCVd4DZXhteZCLGHczB9GzzgAdO1TuGL/nAET2HMOGQiTSMHXM9vBCa2mSdTiGPni/3/igz89G3oazJp4ZmlotwDjy8Al2v1osGSYST+ulZdWQNyCkIW/kSKIoXweHFcYCl0EghkeFcYBryuwT8c86ZlHRvTQcuPwplQzM72JgAiIgAi0HAGusy5vBNZOelBHuB5jjeNaRy9trgfcVOS8nvFdX+hyTOG3ANZOyEQuVGyQmy9Qpwzf+wwjnIvNITk163FUXmLoQIYphJjEOhSyUJ+bTbjVg17CXPfpsYtFCItGdO2NrrhckyA64R4coB4ELbd+cPniVhT8D2PBGz6h8H6Miyc4B+f1hXspmvE3RgnOV2NebgnFOhz1HGMIRK61KolGwM9NRioiIAIiIAIiEAcCy5Yti0MrakIEEpOABKzEfC4tNSqJWC1FWv20CQKdIUpd2r+fHQyvp9t+mW3TS0tXOW+GdcmHoZ3ePw0tNLIU5OU4z62SQHlNeLmVW1kf4Q7P69vHBhcWrnyxjZzx0wMLhUnPKbZYFfKM0eCEF8P9lULoiECgoLhED6lyiFRhGBIyIUZVQSTMycxCviOEcYQVqAzuQjQZMbRQBQxF9JxyggnayoUYFEaOpSBEjSw823SoYy7MEA1WEHdcLi0IZxSYfPDiKoeyFIIQQuNTJpJVcLc3d3G7cEUYK3dTu1xc+BvJKC5DWzC28Tp3gUPQSofdyg/VpCrst1zMoxtydmUiGUcZwgeW07uLJi+04Xy1KKDhTBnGvASmriKMvwu4dIPgQhGMubeCqJOFtgOo4/KAUJyhsQ7X2R7HxZxdIVx3xjOMvBKebNwVXgCsDFiErFnOIEhPKLiz4RPGABGHXk55CLuIm114RfJnLpFq/P9KBXKQYWiw7tHDigdoHfWNIhWPMUbXIcZHwyFfrn/vMz4xlBLv51jywWAJPBVDgTJXj3Xd8Jzhj0eYL+YWiWB8eGc+rBDEtkwYEim00SCYhz+ZQGXIitFlfkamu78cHl3dIAL7nCcYh8HnEA3vhKeDe7kzH3nOqHzhPXoNhk+IiBS1/GgnOhBcVhEBERABEWhxAtCVsJbiGxrf3fRaigo8+P7m2oZr9ChmCGeudVhWsYmBmxDoGYVlCGsZ179IzRpEUYqbQeiJheXRreFctbjKcP1l3kSGF2Zg2SDacD7EuMi6XHvoHc+NEDzPu3JQz21uwQC5ilCwYlWKV+6A/+B++utTDKvCWoXusRah15o2XdhDHGNG0XGhXhkmlo7+KuARTo/oEDfoQMxTSSwCErAS63loNCIgAk0jsASpFn744YemNaK7V0lg/fXXt7XWWmuV17yTbqOm90HvIpBiBCRgpdgDbcR0JGI1AppuEYE1ERhUkG/3brKRvT5/gd0353dbDGGChd47FK8odDS1sK32BXlOxKJnFncWs3SAp8hJvXva/t27NbWLpL8/DANOlRNSolPJhYBUCTHJD2+n0nKIMBAXwjDoZNCohF3XIYgUfoghLu8UhA0EgXM7tGnkoqcNCedQsIIxi6IXw/zRgBSgCMTcT7g3E+IMw9JREEnHM+HOa4bBS4cg5kfYOWpXFSEYqDCGLNxfhlxnLlcWPMKqOBaE3aO3FQWc4uJSmKEguCF3EwvD/qWjH3r8MPdWOryXmOsqAoPcwtKg5eJvogKDLEQiLnp/lcFWFcY8uBPcD+NVgOIL+lgE61cZ2smGKSyHeaFgSgtQzKJVDBNiri0/xo27YCXDDnSE/6NnFcMAVrsQfxgVjGd5GH80hB92pHPXOvrJyS2wBWXluC8D90csH+0XoN9IFsYJQYdCTy66qcLYaQJMz8QoylGfBWN1ljonZNFyCB8xXA8FkaWK8fwoXlFswthYLz0r28K4loFrOeibIQWzM3ItAEExm8IUOAUhXDJ0EwUrH3LCRcCB++rZThq8yjjjSvyNpMMjy6rKXAiopWCRiXFXIr9IN/z/2JKSErQD8S8/3xZXBKJ9o88g6jFEJI2eHFFGOnKGYYwuxCKEtXA43TIwRu72VxEBERABEWg9AhnwYo9g/aZxh57ZUTEIKwnXRwwrHeueWytwXI31las4LjnhCwuv89Z2mzywgmCpdcJVdJsMlg7UYzjCTFzgWpvHMLL4nRDE7wNuj3ArFo75uyEdvxMoUXEDBnMxpuNcDj5DZ3LrbiZ/AKAtepIzjyN/Z/A+euxzswXX2RB/1+B/OOHGjxvc7xWKZFy7+XOwsmad5PpTiT6xyOHljRiDUhEBERABERCBOBN45ZVX7JRTTrGioqI4t6zmSOCuu+6yk046STBEoE0SkIDVJh/7SpOWZW0lJDohAvEjsFe3rrZn1y7Il/W7/RpEuDqEA4x3oVdXx3b5znPokPZ5LnQgjRwqMObAFsQ90PQfoicTvWIyYMSh8Ye5KqCOOC8hOtAwZB8yTrkcUpA9YNRKs3aw9/gLCq08ELAgrEL5eH4VEFwYApBGJXoq0eOKX6TtciEGoSHmt2IOijQIZtUQpMKon45nRPHEhSmEmBKAkkV/qQjapwcTQwZFYLDimCjy5MCAVgJPsDyIbFVOEOM8YDTDc83CPNAtdlZDGMM4ipFvyZ+G0IQQbSoodsFDKhvthiFuZUAYK4cFzXlywUBHsQcqG8SkKgg0CI0IwxZDH1XgRQMZQ/1xRzoDHYbwuRL1mJ+DHl3paDsXYygDGUwZGhC92LDPnKIeBSEIVYBri8ujIqEPIk4nXMvjnyJezEcWwZho1MvHPKFpwcgW3Q1Pg50LkYh3N1HMkXgBxomMLkcIL7At9JWJeVRCGAxVlDrhyHly4WFHIF5RbCvMyuVQbEl5yHJysvHM4PHF/ekQlZiTiyIWm4JsiX4xWxgbQ1UBd24xnh//VtIh1rXPzrFFELBozPSjzhJ4xQUxTR9Y0NONXmWQ+5xRlBwyMnEML7sqjDsCwyF34GfgPj9EOU5HRQREQAREoHUIdOnWxcZccq4Lp+ckIG5CwFC4nvI3E8UtiljMS4nlCWsNBSL3ZtlY+6vgocs6vM51iJ5crMPtHvw5wTa4oYGt8jdHEN/9vEYRi/dQNKNnF1rFbfgtgo65lqIR9xsCPxFcPeaHZD/8veLWqppBOG9srONcCKP38V58cmN0rUYHixP8HybDf53XGVe8THhE87eIigiIgAiIgAjEkwDXrKeeesquv/56mzFjhmt6o402sv322w9rFFcilaYSePDBB23+/PlNbUb3i0DSEkjnZiwVEQAB/SXoz0AEmpkAf7yN6NPLlsID5rUly2wWPW/i3GdfhDrbp0d36yQDxXJkM+AV1a5DOygvAXhgIbQbDEcM4xeByJANrxzIMYyv47zYmC/CD+GBP8QLIB5VQBwqorcWxAz+/kbUP6sOBuHhQy8o7GxGO354I9EAxrCQAShBdGTKYV4s3IA91jiH+siFVQFhIwBvvGw8pypYn3zwlqN5KQiPqfRgFQxXFDooNkXFFYYl7Ngx3yow7uycHLcDnHmaOF6GQnQhj2hEQ4eZaCsNNwfDPiuBAENPMYYrTIOo5XZw07iG41yExKNJLIyxM8cXDWEUlpgLhAYxBs5j/yys58PcKPfQs8iF7IPxjGYyFoppzisLYwlCNGIOKHcFQhwLvb3IhCJiJfiSO0Uyl2MKlroKjJs72p3XEsUvGNvy8rItWAG5DHXDznuObcHgB6ERqpE7puzEUIOVEMjSIBBWQ3GjdxoLBcRcsM7H/JeBdYiJ0DgnqnLsw42QBkSGjKI3Hd5RtxIiIcfO8FD0xONzy8R4+GCDeDY+9JOJLhh2kGJWOWow7xlNiczTxWfBne8UJitx3kcxDS2moUIl/s5C6RC7YDzUf8QBmIoIiIAItBKB0087Jm4987ufYYpVREAEREAERKCtEmCOxZdeesnGjRtnU6ZMcRiGDBliI0eOtIMPPij6349tFU6c5/3mm29KxIozUzUnAiKQnAQkYiXnc9Ook5BABxjMj+7a2WZCxHpraZEtiIMBhKLV7u3b2QCEKFRZmUAWxYP0THgXlcMLisIORZ9MeMzAawm7nClOZMIzyYdngUBzLkQPhROKOzm4l95Y9LTi3mqaq+hHF6oRc5iDiaJOGPUy6dGEPFBZEDzoQcXQg+kMBYTwdmXMRQEdhWHxGG4IQeZqRCGISxB0/BCh2AfvqYaw4uMubHymRw/DDtFYlst54L0a7XF8GDp2fsPzC+eyUR+6FEQY3AfvLI4xGx5VcIiCqIP6aJMzqEBCjPwsv8sDRiENpyCI+a09rnJc3IHOneOUfjgvep6RFXeOY8A4i6xPFMwoUMEDrBKCXpBbx3GtHXapu3CWaM+PMIJVkXIn5BQhbCLzcfnQTnRnedTbjWofeXIO3QrzkOOL4lK1lSLhR1EFBCqMhTpbBMIUto5jQIiLyCHj/4foSVcFgdGHcWVkI9QgQv4x91QJRSZwoRDH+aahbjVD+tHbC72l0eMKfabBa40iI8ddiRCB0dxYZMT2EQ4Q3lz0EAvhPQSxqxzhA9MwJy6WDHroBD0IVSH8zWRD7Izudcc88exzMNZi5ORi+CbmTWMfZRjrJhus55jhdhUREAEREAEREAEREAEREAERSEoC3Kw4efJkGzNmjE2dOtXNYcCAATZq1Cg79thjk3JOGrQIiIAIiEByEJCIlRzPSaNMIQL9EN6Mry+Q7+ij4mIrq/FeacgUc2Hh365dgf2jsKAht7W5uunILdGj11o2v6zCCnNybRmYhyGCZEJQqkD4uA7tC2zRslJw8SPEUAThHrOcJxD+gfcQQ+gxrB3yXSGXRgFECob3KauoREi5NOvctasTcv5cvAwh6xBqCG2kI1wd/JqcpxbUJ8th+EHUZ6g/5r8qpViWk2XbbDrAZs36A8IXhBd4a0WFMogk0GwqUAf+PRaAGMYQe+nwGAsEK3AGo6T4gv9wgAzmcmf5IbYEIOIwSX2IyhaEKh+OIxC9fJhnkGHtMI5IJGjdOufBO4ljybZ01A1C3OqMcVM8Yn4NJ6ThvB9zo4iXD4GmHAm2KBwxzGAZxhmB2JQD0YyhEXMRao8CWSW4UTzKhtdbMXKz0duqY0EBvJgQDhFtQYJyIh7zfRRAbF1KbyuMiS7hGfg7XlIJqRDvDE8YCkGQwz0UihhGMQ1h+3x4hmHcnIYx0DuK86PiVI25hyHqMURnEPOiLlcJ8ah9+0JbsgRx2CHCMY8W2RtyX1GkAjbqZ/gHn9BHBv4mABuCFEQ3sHXhoXAPvcSY06sCfVCIQqdOdOPfR0UAARUz8vl4LVAdZVMNAS2bjWMelbiPz4PeWGRbkJdvhciRJ08sPgAVERABERCBRCbADSfvvPO2jR59PpZKt3Im8nCTbmzXXXed7bvvvkk3bg1YBERABLgmTJ8+3Q444AD7/fffHZD27dvbbbfdZocffrgAiYAIiIAIiECzE5CI1eyI1YEIrJrA0MJ827wgzyYhxOB3CBvHcHZrKukwqG8EIWDvju3h/QNXFZXVEug/cH179eWHomHhIIC4cHk1mCkqOJkBn5cnz0+8Fi3UMHjM+tQ2KEzU3Okq8LHxGn/Ys65rrOadIhTFob/vj9ZxeblwPjYeVPBuZaNuPGwXx9F+oZjw2P3r/eN9Ym0KP7gPh+gyWtxgeA4neb7mz4W1+ZnvXlUesNqKxd2LdliPHll896pxXCyuDt45V4pctQvruFq41/WHOm44sc6ibUQrRcfgzuAfr93a7cWOeX9N/7Fzyx1446hpf7lrf3/wrtaMLnrBG1vt9l1/vOzd8Xcb3lH0Cv+ilh8awyj6IYbWfafXgt5FQAREQAREoHUIMCzUe++9a7fccqt98sknCpfYTI+hBHk2VURABEQg2Qh88803ds4559iPP/5o5cj33KVLF7viiits2LBhCIHfMdmmo/GKgAiIgAgkKQGJWEn64DTs1CBAUWr/Th1sGwhary5ear/Be6WusjY8Xfbv2MG6wctGpX4E2rUrrF9F1RIBERABERABERCBNkaAub2+/vpriFe32GuvveY2kPTt29eOO+4423777d1GmjaGpFmme+KJJ9ovv/zSLG2rUREQARFoDgLMUzx16n/t9ttvt1deecWJV2uttZYLG3jSSScZj1VEQAREQAREoCUJSMRqSdrqSwTqINAFoepO7N7V/hcot9eXLrNlzAVUU9ohNNnuHdvZhrkIfaYiAiIgAiIgAiIgAiIgAk0gQM+rv/76y84++2ybNGmSE6sKEAr43HPPdQbKbOScVIkfgfz8/Pg1ppZEQAREAARKS0tt6dKlVlZWhmgYCGSOzbFZWVmWl5dn7dq1s8Z+j7OtWbNm2Z133mkTJ060SoRt79y5swsZeOWVV1pXhNRXEQEREAEREIHWICARqzWoq08RqIPAAIQK5OvLklL7E/mSuiL/0NbIe6VQZHUA02kREAEREAEREAEREIF6E1i2bJmdeuqp9uabbyJvZ4W777LLLrMRI0ZYp06d6t2OKoqACIiACLQsAW5A+Oyzz2zs2LH2+eefr7bzoUOHGr1ADzzwQOMmBZ8XW76OuxjKnWvCBRdcYA888IDzzPVjM+2hhx5qd9xxhxPG6rhVp0VABERABESgRQhIxGoRzOpEBBpGYKsC7dhsGDHVFgEREAEREAEREAERqIvAH3/8Ydddd509/vjjyBUaRL5Gv40ePdqJV7169arrNp0XAREQARFIAAL0irrhhhts9uzZ9RrNF198YXwxl1WfPn2cJ9V5551nOTk5K90fCATs0ksvtSeeeMJ5d7HC8ccf79aIfv36rVRfJ0RABERABESgNQhIxGoN6upTBERABERABERABERABERABJqZwG+//Wb333+/3XzzzW5nPUNM0TjJnfw9e/Zs5t7VvAiIgAiIQFMIzJ0710aOHOnyUrEdbkAYMmSI/fOf/7QNN9zQevToYblIO0AvLYYYXLhwof3666/2888/25dffuny8f3vf/8zhgJkiEB63bK9wsJCKyoqcl5W99xzjy1evNgN8/DDD3fCF/tQEQEREAEREIFEIiARK5GehsYiAiIgAiIgAiIgAiIgAiIgAk0ksHTpEqNh8qqrrnYtZWZm2u67724PPvigwkI1ka1uFwEREIGWIMCcV9x08PHHHzvxatNNN7Vrr73WdthhhzWGB+T4GCJw5syZzsPqtddes2nTptn111/v1oYTTjjB7rrrLpfzisLYrrvualdffbVtttlmLTE19SECIiACIiACDSYgEavByHSDCIiACIiACIiACIiACIiACDSeAI2J3CU/Z84cZ0TMyMiwbt26GUM3bbLJJta1a9dGNV5eXm433XSTM1Iy/xXL3nvvbePGjXOeVzRWqoiACIiACCQ2gcrKSrfx4Pvvv7e0tDQ799xzsSnhKktPr78Jj/etv/76dvnll7vXrFmzXI6rH3/80a0JJEBvrqefftqtPYlNRKMTAREQARFo6wTqvwK2dVKavwiIgAiIgAiIgAiIgAiIgAg0gkAoFLLXX3/dHnjgAZsyZUosdFNdTXXv3t369+9vW265pctlQkOjz+erq7oVFxfbvffeaw8//LDRUEmxaq+99rJRo0bZVlttZRTJVERABERABBKfAEMDMuQrBSwWbkI4+eSTGyRg1Z5lVVWVMacWNzgwPyIL1wj2U1BQYO3bt69dXcciIAIiIAIikJAEJGIl5GPRoERABERABERABERABERABFKBwIwZM5yY9M4777jwTpwTBSl6W3Xu3NmysrKcMTEQCBjDRy1atMj++usv9/roo4+cAXPHHXe0U0891XbbbTfLy8uLYWFOk1dffdUZJ5n3hGLVtttua+eff76rK8+rGCodiIAIiEBSEOB3+RNPPOHGeuyxx7g8VqvbxLC6STGk4M477+w2T9CLa9iwYXbhhRe6tejYY4+1zz//3HbaaSd79NFHjeEKVURABERABEQgUQlIxErUJ6NxiYAIiIAIiIAIiIAIiIAIJC0BGg/pfTV8+PDYHNZee2076aST7HjkOenRo0fsfO0DhgH89NNP7cknn7RPPvnElixZYu+//757DRo0yO2oZ9hBenSdccYZ9ssvv7hd9Wzv7rvvtj322MOFn6rdpo5FQAREQAQSn0AkErFLL73UbWbIz8+3f/1r1Gq9cNc0I65DX331las2YcIEO/LII2PrAwWs/fbbz603FLSee+455wG8pjZ1XQREQAREQARag4BErNagrj5FQAREQAREQAREQAREQARSmgAFqGOOOcbNMTc31x588EEnMPF4dYWhnZjHiq9gMGgLFy60Z555xq655hqbPn26bbfddtauXTsnbtFAmZOTY48//pjtssuuzqtrdW3rmgiIgAiIQOISmDx5sr322mtugMyDNXDgwLgNlmFpmSfLK1yLuFmC3rv0GOaaM3XqVBdi0KvT1PdqhNJN9JLWgDxjiT4XjU8EREAEUpmARKxUfrqamwiIgAiIgAiIgAiIgAiIQIsT+Oabb+zggw+2srIy69Chg7300ks2dOjQBo+DoQZ79uxpI0eOdOEHmeOKIQQXL17sdufTyHnZZZfZmoSxBnesG0RABERABFqUAHMn3nPPPa5Pbmbg931zF4a1/eyzz1xIwZ9//tmOOOIIJ2wxV1Y8SgRrYLAmD1c82ot3G9nwapaIFW+qak8EREAEmodA3dmBm6c/tSoCIiACIiACIiACIiACIiACKUuA4QBHjx5tfF9rrbXsww8/bJSA5QH6+OOPbd9997WTTz7ZiouLnSfWlltuaQw7RQ8thh40q/aq610EREAERCAJCcydO9e+//57N/J99tmnxTYnMDfj7bffbhTOmIfxqaeeSkJ6GrIIiIAIiECqE5CIlepPWPNLWALcaRXPV8JOVAMTAREQAREQAREQgTZEgHmwKCylI0TRFVdc3qQcIxSqdtttN3v33XetT58+9vzzz9s777xj7733nh100EE2f/58J3A98cSTxtCCKiIgAiIgAslJ4KeffnI5Dn0+n22zzTYtOomddtrJhb+trKy0sWPH2p9//um8fn///Xf79ddf7Q94U9GzWEUEREAEREAEWouAwgm2Fnn12+YJVFVVWUVFRdw40OWfxhIVERABERABERABERCB1iFQWRmMhYDq27evHXLIoXEbCHOXbLbZZq69jIwMe+SRR+yiiy6yO++808444wwXdnCHHXaIW39qSAREQAREoOUIcHMCNy4w5+EGG2zQch2jJ+bKuuGGG+yNN94whhUcMGCAUdCqXVhn9913x+aMK2zjjTc2v99f+7KORUAEREAERKBZCcji3ax41bgIiIAIiIAIiIAIiIAIiEBbIXD33ffYkiVL3HRvvfXWuIaDyszMXA4jNy9dddVVVlJS4gSt4cOH24svvmjbb7/9cvUa8qE6HLZw0bKG3NLiddM7dmrxPtWhCIiACDQ3gbffftt1kZeXZ+uss05zd7dS+1y7vHVmRQGLlent++abbzpP4I022siefvop69Wr90rt6IQIiIAIiIAINAcBiVjNQVVtioAIiIAIiIAIiIAIiIAItCkCzIH12GOPuTkPHjzYdtlll2aff25urk2YMMEWLlxokyZNcl5gr7zyinXv3r3RfVf++Vej723uGzO6d2vuLtS+CIiACLQ4Aa4f06ZNc/1mZ2dbly5dWnQMP/74ox1++OHOC2tNHTOizNSpU22nnXY2eghvtdVWa7pF10VABERABESgyQQkYjUZoRoQAREQAREQAREQAREQARFo6wSYz4R5Q1gOOeQQF56pJZgwxNN1111nU6ZMse+++85uv/12u/7661uia/UhAiIgAiIQBwJcP7zSs2dPo5DVUiUYDNrZZ59dLwGr9pjmzp1rJ5xwgn300UfWqVPdHrL3PP64vf7hh3Wuibk5OfbkbbfVbjqux5djTeyIEI3nHn98XNtVYyIgAiIgAi1LQCJWy/JWbyIgAiIgAiIgAiIgAiIgAilIgCISd9PnwCC3xRZbtOgMBw4caOPGjbOjjjrKiVh77723y6syffp0CwQC1qFDB9t8881bJURVi4JQZyIgAiKQhARmzZoVG3X//v1jxy1xcBsEpE8//bRRXXHcY8aMsXvvvbdOkWrmb7/Z5K+/ti4dO1oYIWuXFBVZHryIcyHUFZeWWiZyPDZnee39960T1kCJWM1JWW2LgAiIQPMTkIjV/IzVgwiIgAiIgAiIgAiIgAiIQIoT+Pjjj90MGQaqNfKZMCfWfvvtZ6+++qrtscceFolEViLOHf677babXXrppdajR4+VruuECIiACIhAyxOYOzfqxcue11prrRYbQClEpPvvv79J/X0IL6v58+evMYztlJdesr8Q+nboQQfZuccdZ6NPPtkOP/dc+wyhCWuXOfDwoui1FGLXhuuvb1tvuqnl1PJMW4jcXd9ig0Y1bhoMwa871lze879ff7UM5IrcHPm6CvPzLVhZaV/CO7kUGzl8Pp+9NXmy64beyxuh3bW6dq3drY5FQAREQAQSnIBErAR/QBqeCIiACIiACIiACIiACIhAYhOgYDS5xkDWDmGLOnfu3KIDDoVCLh8XjYksqxKweJ7hDidOnGjPPPOMjR8/3g477DBLh9FPRQREQAREoPUILFy4KNY5PWdbqlB8orduU0p5ebnLy1hXLkYKUH6ISKvyuOK12gLVDfDoGoc1qhJ5t7zSEzke70fI3KGbbOJOjbjkEvvwyy/d8ZYbb2xvov4+p5xi8zAXlqMOOMDuuOwyu//pp+2ymjCFCxYvdoKZq4B/NujXzybjuooIiIAIiEDyENB/sSTPs9JIRUAEREAEREAEREAEREAEEpDAnDlzbDGMZCwFBQUulF9LDvPhhx+2kSNHWlUtw9/q+i8rK7PTTjvNCVgUsmqXjxEW8ab77qszNBR3sd8KI2LfddapfVvcjl955x17/s037ZGbbopbm2pIBERABBKZQG0hKReh9lqq0EOJ3+lNLatr43h4Cffv08eyMjNX6ubsY4+1/XfZxZ1/DJ5aN2Dt2XTQIDsP+avWgbfw5/DSuurOO+0khCz87NlnrSAvz8aNHWsjr7nGCVnZaHMuxKt28LyiiHXwnnvapWee6do7Hh5fXKdGXnutu28M1jwWjnUT9KEiAiIgAiKQXAQkYiXX89JoRUAEREAEREAEREAEREAEEozAjz/+EBvReuut50IXxU408wF30o8aNareApY3HApeJyOc04ABA2xThGvyyiKEamIop3YQ47hzfjHyfKX7/e5zoKLCyrBrn+GZmqu8+9ln9up777md+Kvaud9c/apdERABEWgtAvSm9Yof37ctVRhWNg/CkLcJozH9UnRjGN26Sr/evY2vVZUhG25ofLE8/MILbu3ccehQmzNvnnvx/NabbWYffvGFvfT223bMgQdan7XXtmfuuMNGXX+9UfjadN99LQxv6AtPPdUuHDGCt7iSj3Ht/c9/2thbb7UO8JA+CAKXigiIgAiIQPISkIiVvM9OIxcBERABERABERABERABEUgAAj//PDM2ipbOh3X00UdbMBiM9d+QAwpZ12KX+pNPPrlSWMG7r7zS9tpxRxuAHFoMvfTiPffYnY8+GgvP5PVTVFJi73/+uctJwl3vNDh26djRu2zlEL6++v57q8AYeyHXy0CIfMuKi+3rH35whke2zXBR1dXVNnXaNPv9zz/dvcxf4olYvM56KiIgAiKQigQya3kphcPhFptiVlaWXQOvpmPhEdXYsifEoa5xyC/1G4QrhsK9HZ7FqyozkPPKK8x9dfT++9uzkya53Fdccw5CLkgVERABERCB1CUgESt1n61mJgIiIAIiIAIiIAIiIAIi0AIE5iKpvFdWtyPdqxOv93kw+n0OAakpZebMmbZgwQLjjnwWLz9JLnKVrFhWvDbpgw/sPBhAFy1dGquam5Nj1yC0IUM5sdz12GN2HQQwFhoef3n/fbsIoQKfgfGRhbvqv3nlFfvv9Om2ay1D6rGjR7vr3j8z4Z3VrXs376PeRUAERCBlCHSsJfwvgTdsS5ZDDjnE3kEY1//85z8N7nZj5KS6EhseVhdOsL6NDujb14q+/dbuueoqWx/hB1csnWvlCqO3LnNjZUOEOwfrxniMfQ+EIPzPzTfbtptvvuKttqIwSLGMebdWXuVWulUnREAEREAEEoSARKwEeRAahgiIgAiIgAiIgAiIgAiIQHISqB2KiTmxWqqwX3owNaUwFwtzZHlluy22sCvOOce22mQT71Tsfb+dd3YeVev16mXTIH6dfPHFRrHr9ksvdTlGfpo1y66fMMHO//e/3efNNtjARhx+uC0tKrJ7nnjChXSaX5M7jI0ORihDenyxbDJwoL14991284MP2icIZ3gXzmdC9GLpCQ+ujggHpSICIiACqUigZ8+esWnNnj07dtwSBxSgrrvuOluG0LGvYENBfQtD0U6cOLFeOSC50eHmBx6w2X/84Zp/GaLZr7//bkfCm8oTnS5AKMBhp59uYyBE0Qt4ELxv5/71l9ED6394XYRwgYfstZcLD3jf0087r62TDj3UxuCeGWDGNg9CPizm07qoJv8VO2P73DRxxfjx1ql9e/vqu+/s8//+161H30I0UxEBERABEUgOAhKxkuM5aZQiIAIiIAIiIAIiIAIiIAIJSqB2OL/sVXgwNdew85HMvqmFYaxqh7JiHpFzjjtulc127dTJzkT4QhYaBRkikMZGhgdkzhKWnbbe2h5+/nmbANHqXnhpFWKM1yJnF3fZj0YOk6HDh7swgntsv709AMNpHvpj8fl8xlwoz735phOxhu++u2XVCrHlKukfERABEUhBAv1qhUudOnWq25wQD++m+qLq3LmzPfPMM3YTvGSvx/c0NzfUVTKQK/GfyDX1BL7j67tpYy5yNzL031KsFSw//vyzE6f6YkOEJ2Jtjw0U/0H/9NT9z4svxrrn2rDJoEEurxbD077+0UdOwCIfilwsfy1c6N7pXfV/8PY9H4KYH/exnHfCCU7kYjhcemCxbIY8XKNOPNEd6x8REAEREIHkICARKzmek0YpAiIgAiIgAiIgAiIgAiKQoASa6g3V2Gn1ggFwo402sv9iV3ljC42XjclnMqcmhOKLb71lfK1Yfl7Bm2DPHXawO2BEnDVnjgs9ddQBB8QEz4SvwAAAQABJREFUrBXv1WcREAERaEsEBg8eHJvufAg+9IrqUCt8XuxiMx+MwoaDY489xh577HG744477K8akYjddsImBuZgPAGiEEW39BpP2foMiZ62syAuransDXGMGyOYG/FPCFPcONED+bZqb2iYugpvsdcfeqjOpuk5/CY8xiigzYb3Vz+EKizIy6uzvi6IgAiIgAgkJgGJWIn5XDQqERABERABERABERABERCBJCGQW+NNxOHW9spq7uH7/X67//77bOedd7GSkpJGdXcOQgfmII9VQ8tAeFa9jJsYumkYvKZWLF7+LJ5nOKhDzj7buBufXl7PvfGGHX/BBXY1cmedfuSRK97qPodCoeUMl4HyclNAwVWi0kkREIEkJ8DNBBsg/Oq0adNceFeGFGwNEYteT926dTeKWSPx/bwUYQC5pmUh91R7hOLjmtPchR5WvZCjka94lg6FhdYBHlgqIiACIiACyUkg6l+bnGPXqEVABERABERABERABERABESg1Ql069YtNoba+bFiJ5vxYPDgje1i5KZqyK54DofGyDORP2TYsGGrHN2N999vIy65xIpLS13+q1PHjrVHX3opVvfEQw6xLh07ulxXtz38sH301Vc26YMP7FbsiB+BusyBxfL4yy/bngjbxJ31myIk1KVnnWUjsZOfYZ0uueUWO/Gii1w4Qq/hbYcMcYfnIhQh2zjriitsiwMPtD7YnT+vlleAV1/vIiACIpAKBPbcc083jSLkEPzhhx9afUoUtOh91QNiEt9bQsBq9UlrACIgAiIgAglLQJ5YCftoNDAREAEREAEREAEREAEREIFkILDeeuvFhvnLL7/Ejlvq4Nxzz7VC7DKnKFXfchw8oq5DTqpVlWBlpT33+us2E6H/WBYuWWLP4jPDMR0DQYmFAtZLEybYv6691oUTrB1SsM/aa9sQeBWwvPXJJ1ZU4yW2BCGyuKv/D4hR6RDRQuGwTZ4yxeYvWmTtMX6Wg/fay4lhr3/4ob2A/Fgsa0MkpPi1Vi2x0F3QPyIgAiKQIgR2h0fr7bffbvRCnTx5sh1zzDEpMTN/zXd7SkxGkxABERABEWg1AhKxWg29OhYBERABERABERABERABEUgFAsxL5RXuoA9DnGnJXevcMX/SSScZ86qMGTPGPoFwVFfhWCle7bzzznV6bzH/yJcvvFBXE7HzgyDeMRcJRa7Zf/xhhfn51gNCU+18I4/ceGOsvndwOUIL8rWqQnHrPzffbBTSfvz5Z+vZvbvLi8K6DDOlIgIiIAKpSGD99de3/v372/Tp0+3555+38ePHuzB+yTxXf7t2xpeKCIiACIiACDSVgESsphLU/SIgAiIgAiIgAiIgAiIgAm2aAIWhTAg/lRBelkDQ4atLly4tzmSrrbayd955x7744gt7HZ5TzKvCMWVnZ1sfJLPfaaedbOutt3Zjjefg6JXFVzwLhbQhyl8ST6RqSwREIIEJdIdgP3ToUCdilSKM67hx4+wihFuNV/lL4VjjhVLtiIAIiIAItAIBiVitAF1dioAIiIAIiIAIiIAIiIAIpA6BvLw823LLLZ0H1MKFC+0PeCW1hohFovRWolDFl4oIiIAIiEByEKD37ogRI+xh5BhkuRkeqQwpuDbCsza2cD3o3bu3zUFo2MMPP9wYRvb000+3AQMGyLO1sVB1nwiIgAiIQKsQ8LVKr+pUBERABERABERABERABERABFKIAMPzsSxCfqdp06al0Mw0FREQAREQgZYgMGTIECc2sa+ysjJ77LHHrLq6utFdU8SaOnWqjR492oUmvPfee419MI8i16qmtN3oQelGERABERABEWgEAXliNQKabhEBERABERABERABERABERCB2gS22WYbo0cWDY8vv/yyHXXUUbUvJ81x1jrrJM1YNVAREAERSDUCY8eOdWFhKTLdd999djbyB+bm5jZ6mrz3mmuusZEjR9pdd93lciKy3SeeeMIOPvhgu/XWW5vUfqMHphtFQAREQAREoAEE5InVAFiqKgIiIAIiIAIiIAIiIAIiIAKrIrAh8jf17NnTXXrttddcPqpV1Uvkc2kIZ+UvLEzoVyLz09hEQAREoKkEmL/wsMMOc83MnTvXhRQMh8NNbdY6depkl112mc2YMcNGjRplgUDAhS5kaMELLrjAeWY1uRM1IAIiIAIiIALNREAiVjOBVbMiIAIiIAIiIAIiIAIiIAJth0C3bt1sr732chOmwfHaa6+1SCQSNwDvvfeeLVu2LG7tqSEREAEREIHEI5Cenu5Epu7du7vBcVPEI488ErfQf7169bKLL77YDjzwQNc+8ziOHz/eBg8ebLfccovNnz8/8aBoRCIgAiIgAm2egESsNv8nIAAiIAIiIAIiIAIiIAIiIALxIMDd7MxBwvL66683OTcW2/KEMba97rrrOmNmPHblx2O+akMEREAERCD+BHr06GEvvPCCy2PF1m+44Qb7/fff49JReXm5y4nF9llycnKsb9++VlJSYpdccokNHDjQJk6c6D7HpUM1IgIiIAIiIAJxICARKw4Q1YQIiIAIiIAIiIAIiIAIiIAIdOzY0YVrIonFixfbY4891iQoFLGeffZZ+/zzz+2AAw6wYDBop59+um266aYuVwo/q4iACIiACDSdwM8//9z0RuLYAr/nzznnHLcxYs6cObbHHnu4nItN6YJeVszf+Pjjj7tmOnfu7PJvffvtt/bxxx87byyKXGeccYYTs+gBpk0TTSGue0Wg+QkMGjSo+TtRDyKQAAQkYiXAQ9AQREAEREAEREAEREAEREAEUoPAEUccYeutt54L/fTAAw/Y9OnTmzQxhpaiMZNGR4aV2n333V2+LRo3d9hhB3vyySebbNhs0gB1swiIgAiIQNwJ+Hw+u+D8822nnXZybf/66692yimnNMpDqrq62p566inbdttt7aeffnLrEz2uXn31VRsyZIhlZGTYZpttZh999JE988wz7hw3Ypx22mk2dOhQtyGjqqoq7nNUgyIgAiIgAiJQXwISsepLSvVEQAREQAREQAREQAREQAREYA0E+vTpY8cff7yrVVpaasOHD49LLiu/3++MmS+++KK98sortvbaaxt3z59wwgm2/fbb2/vvv2/cQa8iAiIgAiLQMAIbbLBBw25oodoFhYX2/PPPOyGJXfL7/8orr7T6Ckqsx3yK+++/v1uX/vjjDydYnXvuufbFF1844coLgcv2GVqQdXnP3XffbRtuuKH98MMPdvLJJ9vOO+9skyZNch7BrKsiAiLQugQSzXu0dWmo97ZAQCJWW3jKmqMIiIAIiIAIiIAIiIAIiECLERg1apRtvfXWrr/Zs2fbrbfe6na+x2MANDj27t3bGBbKK9OmTbO9997bttpqKydseef1LgIiIAIiUH8CiWgUprB03333Wa9evdw6cuedd9rIkSNXKSbR44q5rX777TebMGGC9evXz60Nb7/9thOvtttuO/vxxx9djq2srKw6wfDaiSee6IQurl9du3a1KVOmuE0Z//znP906EwqF6rxfF0RABFqOQKKK8C1HQD21FQISsdrKk9Y8RUAEREAEREAEREAEREAEWoQAw0A99NBDRq8sGhW5o33y5Mlx6fubb76xPffc0zwD4hZbbGHjxo2z/Px8owH2H//4h+2222726aefxqU/NSICIiACItC6BAYMGOByVq2zzjpuIBMnTrSxY8e6Y64xM2bMsBtvvNHltFp//fWdB9V5553nNjtw48N+++3nhKc33njDiWH1nQ09gJkfiyEIb7nlFqO4NXXqVKMYxjCHM2fOrG9TqicCIhBnAokousd5impOBJYjIBFrORz6IAIiIAIiIAIiIAIiIAIiIAJNJ7DuuuvamDFjXEMMK3jAAQe4neyNbTkYDLqd9bvssovbZU+hjKEK33rrLTv99NOdgHX55Zdbx44dnbGT9ZifiyGjVERABERABOomMGjQoLovJsiVbt262UsvvWRcW8LhsN1xxx228cYbW/fu3d37ZZdd5kSlZcuWuXCDzGV1++23u3CATz/9tPXt29eYY7ExJTc314lZ//vf/4zrTHZ2tn311VfO+/fII490Ildj2tU9IiACIiACIlBfAhKx6ktK9URABERABERABERABERABESgngS4+/24446ziy66yLibPRAI2DnnnGN//vlnPVuIVqOxctasWS6fCXfWM+9VIfKkMKfJww8/bDQusrRv396JZtOnT7ezzjrLOnTo4PKn7Ljjji5vFo2P3LGvIgIiIAIisDwBT8R67bXXlr/QSp/4Xc3ND/S0+OCDD4yeVxdffLFbTxYsWBAbFT2wioqKjOsNPbC4WeL66693IQM//PBDO/XUU2299dYzbnqIR6Fgxs0Z9Ag+6aSTnCj2wgsvOA9geobNRvhcFREQgeYn4HlhKZRg87NWD4lDoHHbMBJn/BqJCIiACIiACIiACIiACIiACCQsgUsvvdQJV4888ogz/DGfCA2AeXl5axwzjZNnn322PffccxaJRFz9Hj162KRJk2zgwIGrvJ9hBW+++Wa76qqr7IILLrAHHnjAnnzySeNO/GHDhtk999zjRLBV3qyTIiACIiACLUqgrKzMhZudM2eOE4F++mk6vJym2MKFC1caR0ZGhvv+7tSpk9Hjqri42NXJzMx04QQZapaCVnMXhjW86667nLDGTRMU2rjuMF/X1Vdf7ULetsQ4mnueidB+RUVFIgxDY0gwAhSwWTwBPsGGp+GIQLMQkIjVLFjVqAiIgAiIgAiIgAiIgAiIgAiY88JirpJ58+bZ22+/bTRUcrf8448/bgwPVbtUVVUZd89TcKLQRSMFz7FwN/3111+HfFe7W05OTu3bVnlMD63x48c77y++M0fX888/b++//74LQ3jllVcaDaEqIiACItDWCdCbga9p06Y57yd6NbVUmT9/vvOsXZUXE71umedw++23d3moGBKQ3//MTcX79thjD+epy3Czhx12GLyjTrSbbrq50WEDGzrntdde260rXNeYO4vry/nnn+82UEjEaijNVdf3NrCs+qrOtlUCnieWRKy2+hfQNuctEattPnfNWgREQAREQAREQAREQAREoIUItGvXzhhy6dhjj3U5TSZPnuwMjpdccokzQDIE4HfffedyZnmiFYfG/CX77befMefI3nvv7QyXDRkyQ0j179/f5U45/vjjXX6Ul19+2Xlnvfrqq3baaafZKaecYp07d25Is6orAiIgAiIQJwJcH0aMGOFCw1IU4uYGbjDgiyJWXaEAe/bsaZ9++qldccUVzsO2srIS7xPs88+/sHHjxtnWW28dpxGuvhmOj3m6GIrxs88+s2effTbmObz6O3W1IQQGDBjQkOqqm+IEPBFL4QRT/EFressRkIi1HA59EAEREAEREAEREAEREAEREIH4EuBOaubEuvDCC+3LL7+0uXPnwtD4uROoVuyJua369OljBx10kJ188skut9WKdRr6mTvit9hiC3v00Udd/wwz+PXXXxu9se6++2675pprnHdWQUFBQ5tWfREQARFICQLDhw93nlgUY5h/sKUKxap//etfjeqOAtitt95qO++8s3FTBL13p06dagxby5xVI0eOtH79+jWq7YbeRDFr2223da+G3qv6IiAC9Sfg5e7j70QVEWhLBCRitaWnrbmmNAHu2uVuXRUREAEREAERaGsEwr/MtNDsWQ2adnq//ubvtW6D7lFlEagvgerqavv111/tk08+sXfffdfeeustW7p0qfH8qkp2drYdccQRzitq0003rXPn/arubei5rbbayuUvmTJlih1yyCEuX9epp55qF110kRO5dt1114Y2qfoiIAIikPQEPI8Gz8MhWSbETQr02KVwxVB+DBtbUlJiDz74oHtRIDv99NONnlsK8ZcsT1XjFAEREAERWJGALN4rEtFnEWghAkzKqiSdLQRb3YiACIiACKQ0gYq3/s8CD9zZoDnmnXOB5R47okH3NLoyNpoEnnjIfJ27WvY+wxrdjG5MTAIzZ860s88+2xYuXOi8rWg8XLZsWSyXVe1Rr7POOs7QuOWWW9qTTz7pQi/xejgcdqGkNttssxYzMtIzi/lfmMNk9OjR9ssvv7hcXTTk9urVq8XGUZtPKh6Tq4oIiEByEGitvFjxoENP2gkTJjiPrHPOOcdef/111yw9tehxy/Xlrrvucrm/4tGf2hABEWgdApMmTXIdyxOrdfir19YjIBGr9dirZxGIK4FQKBTX9tSYCIiACIiACIhA0wlUfj7ZSm+43MK/z7H8C65oeoNqIeEI8DfY999/b4sWLXL5S3r37u1C93HXO0UrhnJivhC+GPrJ2wl/zDHH2FVXXQmj471WXl7ujIsMNXjzzTfb0KFDW2SeOTk5LtcWd/BTVBs/frybC+ejIgIiIAJtjYAXUvC2225z38nJOH+uO8zByO/xhx9+2O6//363eZb5qriBYuDAgbbDDjvYUUcd5YQtv9+fjNPUmEWgTRJQKME2+dg16RoCErH0pyACKUKABhS+FFIwRR6opiECIiACIlBvApn/2NF87dovV7/i1ectNGO6O5e+wcaWvdf+y13P2HSL5T4314dyeGBRwFJJXQIUq1555RUnWHXu3DkmUq1pxhSQrr32OhgRh9iYMWNcnqyvvvrK9thjD7v00kvtuOOOM7bXEiU3N9flTzn66KPto48+MubwUokvgY022ii+Dao1ERCBuBOgJ5bnjUVj8T777BP3PlqiQW6W2HjjjV2+LOZAfOSRR4zeG8yX9eOPP7rXPffcYz169HD5tOiZO3jwYOvbt6917drVJGy1xFNSHyLQcALywmo4M92ROgQkYqXOs9RMkoxAWxObJLAl2R+ohisCIpASBNrKd2/GxpsZX7VL1bdf/y1irbue5RxxfO3LqzyuhjdMGoQFFRFoCIH8/HwbMmRIQ26J1fX5fHbooYc6Q+nxxx9vr776qtsxf8kll9gtt9zi8pnsueee9RbGYg038iArK8t22223Rt6t20RABEQg+Ql43lg0FieriFX7KXTv3t0uvPBC95o9e7bdd999buMFQ+DOmzfPHnvsMffiPVyT6MXFdUdFBEQgsQjICyuxnodG0/IEfC3fpXoUARFoLgIMRZOohWNL5PElKjeNSwREQASaQqAKuZj03bt6gqFZM6zo3JNt8a5b2qLtB9vivbez4lGnWXj2rOVuLLvzZlt62N7R15H7WXjeH7HrkQXzbenRB8SuB/5zv7vO+lX/nRKrF3joblcn8J/7Yud0IAIkkJeX58L5ffzxxzFBbMmSJTZs2DDbZJNN7N57711lji3REwEREAERiC8BemJ5uWYYVjCVSp8+fey6666zb7/91uVB/OSTT4z5s9Zaay03zU6dOhlFLxUREIHEIkABS15YifVMNJqWJyARq+WZq0cRiBGItzeWF1Iw1kGCHVRUVMiYmmDPRMMRARFIfQL67q37GQfffNWWHTPMKj/5wCLLlrqKkQV/WfDDdyBKHWjBt16L3Zxz5AkWWbrEKHoxTGHpNZfErpVcM8ZCP/3orlVXBi3n4KPMqiqjnwOBWL3IogXuXGTRwtg5HYiAR4C/C5mv5J133rGHHnrIHXNX/IwZM+zcc8+1AQMG2OjRo+2LL76QoOVB07sIiIAINAMBT8T6+eefja9UKwwXyM0Tm2++ud144402a9Ys++OPP+z99993ObNSbb6ajwikCgHvuylV5qN5iEBDCEjEaggt1RWBOBNgLoR4l5KSkng3Gdf2ZEyNK041JgIiIAL1IqDv3pUxRZYstpLrLzOKTiwZgze1/AuvtMwddmY8HauuKMf1S626NLqu+jp2soIrbog1VPnlJ8a8WxUvPm2Vn34UPQ8RovDacZaG/EJpufmWtcue5uv4d06j9AEbuHPp/QfF2tGBCKxIgPmpjjzySPvggw/s2WeftW222cZ4jmGf7rzzTttxxx2RR2szZ3ikoMWQUMphtSJFfRYBERCBphHwjMVeCK+mtZbYd3PDBHMw9uvXz7KzsxN7sBqdCLQxAp4XVm0v0TaGQNMVAUdAIpb+EEQgBQlIyErBh6opiYAIiEATCUjIWh4gQ/t5AlXG5kOt/cTnLOeQo6zdrfdZ9j7DXOXqkmILPDExdmPmP3a0nMOPi30uHXed8eWVvFPPs/QNNnYffV26WuENd1r6wA28y5Z9wKHuXPa+w2PndCACdRHgTnnmY+HO+Llz59qYMWOssLDQ5SyZOXOmXXbZZU7QWmeddaxv37528cUX22effSYvrbqA6rwIiIAINIAARSy+6ImVamEFG4BBVUVABFqRgCdgcQhjx45txZGoaxFofQISsVr/GWgEbZgAw8bEO6QgcTKsYKLnQJExtQ3/4WvqIiACrUZA371/ow/9+G3sAz2mapes3faJfaya8lnsmAd551xg6ev1d+eqi4usOlDmjimE5R43wh3rHxGINwF6719++eU2e/Zs+/rrr238+PH2j3/8w9LS0lxXf/31l916662277772k8//RTv7tWeCIiACLRJAhSx6P1AIasteGS1yYesSYtAghKQgJWgD0bDajUC6a3WszoWARFoVgI0VLI0R8jCeA08GcYYr7mqHREQARFIFAL67o0+idCc2bFHUnbXLVY24fbYZ7Pq2HFkwfzYMQ/SMrOsACEDlx5zIPJeVblrPFd49S0uDOFylfVBBOJMgGEFBw0a5F4jRoywRYsW2ffff2/ffvutTZ8+3QLIwcaQUCoiIAIiIALxIUDvB4Z4nTRpkmuQHrIqIiACItCcBCice985npjenP2pbRFIBgISsZLhKWmMKU2AIlNzhf+joZJeWfT2SlQxS8bUlP7z1uREQAQSlECb/+6trrbq8qgHFR9RdXlg5SeF/BAskcULV7rmzmF99QrzalV986Vl7bm/d0rvItAiBChY7bTTTu7VIh2qExEQARFogwQoZF1zzTUxo3JjhSzmL+RmAxUREAERqItAbc9PL6xpXXV1XgTaEgGJWG3paWuuCUmgOcIJ1p4oRSy+WDIyMpolfGHt/hpz3OaNqY2BpntEQAREoIkE2vR3L0Kw+dda28K/zXYUC6+8ybL2OqBeRKuLl1nJFRdA+frbW4s3lvz7csvYdAvzde+xmnaWv2c1FXVJBERABERABEQgQQgwpCCNyc8//3yThawEmZKGIQIikIAEaufgk4CVgA9IQ2pVAhKxWhW/OheBKIGCgoJm88byGNNY6Rkss7OznaDFa80tonn9r+ndG1uieoytafy63jIEEj3XW8tQUC8iUH8C3iaGuu5oy9+96f0HxUSsijdeXU7EqnjtRav64hPzr7e+ZWy0qTHflVdKrrvUIgsXuI/+ddczCwYtPO8Pqy4tseLLRlv7CY8tH1bQ5/duZdLKv491JAIiIAIiIAIikDQEaFBmkZCVNI9MAxWBpCJQOweWBKykenQabAsRkIjVQqDVjQisjgCFJL7WZGxcXRsNuVZb0GrIfc1dN9WMqcH33mwYMr/fsnbctWH3tLHa3t9IG5u2pisCzUrA+/+rtraJIOfoky34zuuObeVnH1vJtZdYzvAjLPzXPCu95RqrLi5y1/LOGh0TsSomvRS7xyBOFVx+o1UHyqzojGNdXYYUDDz2gOUeOyL2zNKwccQrwbdfs7TsHEtr196ydtnTO613ERABERABERCBJCBAwzLzEnqhBek1cd555yXByDVEERCBRCYgASuRn47GligEJGIlypPQONo8gebMjZVMcFPGmIp458UXnNkg9GlZ2Zb1yQ8NuqcplUMzkAD+gTut8Ma7mtKM7hUBEUgBAinz3duAZ5Gx0SaWe8JpFpg4AYmvwlbx4tPuVbsJ1sk5/Dh3KvznXCu94YrY5dyjT4SX1ibuc/aww2L3lt0zzjK33t7o6cWSMXizmPBV9f1/ja+snfeUiOXoJOc/fmw6UREBERABEWibBBha8IknnnBC1rRp0+zMM8+0vffe2xqbJ6ttUtSsRUAEPAK33XabURBnYf49fseoiIAIrExAItbKTHRGBFqFQEt7Y7XKJOvZaVs0ptYTTVyq0Wug7PYbrPzFp8xX2C4ubaoRERCB5CfQFr97884cbenrD7SyCbdZ+Pc5sTxX9JbK3v8gyzvrfOc5ZdiYUHL5aKsuK3UP2t+7r+We9vfO6/zzxljlJx9aZMFfZlVVVjx2pHV47GVLy8yy7P0OsuDk963qq8+ifyTIx2XVkeT/g2mjM/D5fMaXigiIgAiIQNsmQGMzQwsqvGDb/jvQ7EWgsQRqe19RuBo+fLgErMbC1H1tgoBErDbxmDXJZCEgb6y/n1TSG1NhpMwfNfbvCeEosniRBR7Gjv+aknvyWeZDSKlY8bfMV3Lol5lW/vwTsW51IAIiIAIegaT/7vUmgvfCf99R61Pdh1m772t8VQcCFvrlZ/Pl5plv7Z5G79hYgWjR/r4nYx9XPEjLy7dOkyaveNp9TsNmgfb3POoErvCC+Zbet5+loQ8VERABERABERCB5CawYp6sSZMmySsruR+pRi8CzU6gtnjFzpT/qtmRq4MUIdAyFtMUgaVpiEBzE5A31vKEk9qYChEr54jjl5tQGOJRbREre/+Dzd+j53J1VvxQXVlpaekIW4TcKyoiIAIi0BIEkvq7twmA0nJzY+EBm9BMnbf6unY3vlREQAREQAREQARSh4BngK7tleWJWf3797f1118/dSarmYiACDSKgBcukAKWdyzvq0ah1E1tmIBErDb88DX1xCRQUFBgJSUlFgqFEnOALTyqNmlMRW6WwMP3WvCt1yz060xLg4eWv19/y9p1L8s9+mQIWjVhjBCyqmjUaRaZ/6d7Kr6u3azduPvN0qNf7ZWffGBl42+MPbH88y+zyk8/tOC7b8TORYqLbelhe7vP7Sc+B++A3Ng1HYiACLRdAm3yu7ftPm7NXAREQAREQAREoIkE6hKz2CxzZrEob5bDoH9EoE0QoFg1Y8YMJ1p5whUnLvGqTTx+TbIZCEjEagaoalIEmkpAYQWXJ9iWjKkMZ1V09glW9e3XMQjV4bCFpn3vXsy50m7cfdFQVBkZlnvcCFt2+jGIVYj8KrNmWOCRey33pDOturjISq6+2CKLFrh2GCorY4utrfyFpyw89/dY2wbBLIT7XMGxigiIgAh4BNrSd683Z72LgAiIgAiIgAiIQFMI1Bazpk+fbtOmTTN6ZrHwnZ5Ztb2z6K3lldrnvXN6FwERSFwCtcUpClYs3jnvnecoXLEo75XDoH9EoFEEJGI1CptuEoHmJcCwgp5HVvP2lDyttxVjauChu2MCFnOsZB9wiMubVf7c4xZZuMCqvv7Cyh9/yHJPOds9vIzNh1rusSNiYQoDD95lWbvsaWUP3BUTsPxrrW0FF18drb/RJhZZutiqvvos+vAhhGXtsEv0uMaDK/pB/4qACIiAWVv57tWzFgERSGwCjFDA38cqIiACIpAsBChmeYWhBln4TsN2beO2J3B5dfUuAiKQGgQ8jyvOxhOxUmNmmoUItA4B/ZdA63BXryKwRgL8D/Xs7OyYAXGNN7SBCqluTI0sXmjlTzwUe5L0uMoYspX7nLX3gbZkvx3dcQAiVs7hx1laQaH7nHfaeVb5xWQLTf/BmENr2VknWOSvedF2kEur4OpbLC2/wH3OOfIES994iC07PvofVT4IZYU33Bmtq39FQAREYBUE+N2bAcFbBuRVwNEpERCBZidQXl7ufg/zdzGjFaiIgAiIQLIR8AQtvtMzi4VeWl6pfeyd07sIiEDyEBg0aJAbrPcu0Sp5np1GmjwEJGIlz7PSSNsgAe8/1D3xpg0iWGnKHguPzUoVkvhEaMZPToTiFHwdO1nGplvEZkNvqgx4UVX98K1VlyJn2v+mufCArgIEz8Jrx9nSo/a3ahh6YgIWLuaeePpy7cQa1IEIiIAI1JMAxSsJWPWEpWoiIAJxJeAJWGw0lX8DxhWaGhMBEUhoAp5x23tP6MFqcCIgAiIgAiKQIAQkYiXIg9AwRKAuAp5Y4/2He131dD75CYR/+zU2iUjRMlu0a9QLK3ayIhA7DC+YbxmxT2b+Xuta/shLrOS6sbGz6f0HWV5N2MHYSR2IgAiIQAMIULxieFsVERABEWhpArUFLK9v7/ew9/vYO693ERABERABERABERABERCB1CUgESt1n61mlkIEvP9Q9/7DPYWm1uCppHIomeqysr95hMPwuCr++7N35PO5o8ii+d6Z2Ht4/p+xYx6Ef59t4bm/Q+Dqs9x5fRABERCB+hCQgFUfSqojAiLQHARWJWB5/Xi/h73fx955vYuACIiACIiACIiACIiACKQmAYlYqflcNasUJMD/UGdOkpKSkhScXf2mlMoCFgn4e6wdA+Ffp7d1fPHd2Oc1HVR9940FJk5YrhpDCxaP/Zd1mPgsGvcvdy32obo6dqgDERABEfAISMDySOhdBESgpQmsTsDyxiIhyyOhdxEQAREQAREQAREQARFIfQISsVL/GWuGKUSARsUOHTpYff7jPoWm7aaS6gIWJ+lH+D+vhH+fY6Fp31n6Bhu7U9XBCiu5/HzzdVvL0tdb3zJ32NV87TtErwUCVnLpKLNI2H3OHLqdVU75DK5YYddG2f13WN5p53lNW1qNNxdPVIdCsfM6EAEREAESaE0By+X8Q37A0M/To56kyAfo79vPMgZvZmm5eSs9oOqKcqv89KPY+ayd94gdJ9JBeM4vFpr1sxuSv1t3S99wk0QansYiAglDoCG/cSVkJcxj00BEQAREQAREQAREQAREoFkJSMRqVrxqXASah4AXPsX7j/fm6SVxWm0LAhZpp/eFOPWPHWIG2eLLzrfcY06GsXNjK3/0AQu+87p7KBSvsnbdO/aASm++2hl7ecLXtZsV3nCHBVA/8OBdrk7goXtcuxkbD3Gf07Jz3Dv/qS4rtcB/7mO2dMs5+qRVGoljlXUgAiKQ8gRaTcCCV2j5U49Y2R03WXVlcCXOvk5dLH/UJZa1+77LXYssXWLFF5wZO9flKwhFaWmxz4lyEHzvLSu762Y3HM6h8LrbEmVoGocIJAyBhghY3qC938Leb2PvvN5FQAREQAREQAREQAREQARSh4BErNR5lppJAwnss88+DbwjsarzP9b5asx/8CfWTFY/mrYiYHkU8keNtaLZJ1p43h8Wnj3LSq4e412Kvvv8ln/hlTGxKfj+W1bxCsIF1pSCS661tPwCyzv5LKvEtdAvMOjCQ4ueWh2e/D93H3Nk+dq1t0jRMndX2fgb3XvmLnvCy6u/15TeRUAE2hiB1hKw6H1FIaryy0/rJB5ZvNCKLz7Pcv77teVfcHmd9XRBBEQgOQk05feshKzkfOYatQiIgAiIgAiIgAiIgAjUl4CvvhVVTwRSiUBubq4dddRR7pXs86KQxRCDFHtSrbQ1AYvPz9+7r3V47CXL2nlPS8vLX+6Rpg/YwNrddp9l7Rb1wqJRt/TaS2J1svcdbpnb/jP6GfnTCi7/N1yzormwwnN/N3psuYKwlDQCp+FvxysM00WvLBUREIG2SaC1BCzSLrtv/HICVtaOu1rBFTdau1vvs+wDD3Wiu/dUyp951Co/fs/7qHcREIEUINAUAcubPoUstqMiAiIgAiIgAiIgAiIgAiKQegTkiZV6z1QzaqMEantmhZDniK9kLqkoYDGvS5cpM9f4WNIK21vhjXci1l+188iKLF5kfuSF8XXputy9DK/V6Z2vljtX+wNzrnT58n+1T8WOs/bYzzJ32t3Cv8x0Ypm/Z6+EDMEVG3DNAQ3tKiIgAvUnUJ+1oDUFrPCvs6z86f/EJpR35mjLPeG02OfMHXa2MEKdLjkc3tM161r5k49Y5vY7x+rUdcB8WbXDp9ZVL17nm7s/eqy5+eh7MF6PTO0kAIF4CFjeNOSR5ZHQuwiIgAiIgAiIgAiIgAikFgFZA1PreWo2IuBCDHoYvB2p3n/Ue+cT/T0VBaxGMUdeF//a67hXo+5fw01pmVmWPnDDNdRKrMsFBQWJNSCNRgQSnMCaDMStKWARXWDiPWbhsKPIUKe5x52yElF/n/Vw/lSr+uozy9hsS8sYsuVKdWInqiMWeGiCVbzxCkKy/mK+Dh0tY4ttnPcp8wl6JYjrgYkT3MeMzYeuFKKweMw5TuRnhbx/XWyZQ7dzdRnCNTAhms8qe9hhlrXXAVZ22/VWNeVzC/8513zde8CTdg/LO2u08Tt2TcWFSbzgLKNAxcLv5ILL4EXrhxctNjIE333D5TgM//qzVQcCbrMBw8FSxMs98Qzzr9N7TV3ouggkLIE1fT81ZuDeb15u7lIRAREQAREQAREQAREQARFIDQISsVLjOWoWIrBKAt5/wPOdu/Grqqpi9bzd+d577EIrH0jAauUHoO5FQATaDIHWFrAIOjTzb2/R7H2GxUKgrvgQ8k4facbXGkrReSOs8tMPY7UiSxZb8K3/s9AP/7UOz70ZE5Yiy5ZaaNYMV8+3ds9Yfe8g/Puc2PXaoVarS4pi56u+/doY3jD822zvNov8Nc/Kn5ho4Tm/WrvbH4idX9UBRamic0+20E8/ussMJ5t3HvIgUsBCCTxwp5Xde7s7jv0DYYtjr3j1eQv9+J21R/jZ+ohlsft1IAIJQqA5BCxvahKyPBJ6FwEREAEREAEREAEREIHUICARKzWeo2YhAmskQGMlX61VSkpK1hjiUAJWaz0d9SsCItDWCCSCgEXm4T/mxND7EDa1qYUCVvYBh8BbaysnXP1/e3cCXUWV53H8n4RANsIS9jXIIrsgisBpgUHcoFEUnVZUTruMNoii4Li1Orbi2ogbjUfto9DO6BF3uhEVQUFwGBpEIOx7syesIQvZ5/0vVFEveckLyUu9Jd97zuPdqrpVdetTQNv5ce/N/eR/zCWL9u+VvG//IXGjxlT3Fvb5eQu+lqik+hJ/yx1Sp2MXEywVrD49xWv+sh9Fp0qM6dDRbu9V8Yw+y3z0PjvA0hFcDWfONiPHtF3JyUzJfvdNc4qOIEucMEViOnc1IVnOB3+Vwg1rpXDHVsmeMU2SJp9dG9HrHmwgEKICNRlgWY9MkGVJ8I0AAggggAACCCCAQPgLBO8n2uFvxxMggEAABQiwAojJpRBAAIEKBEIlwCo+nH56irwzfY1p2ryCXlfukAZKSQ8+frqxZ2RX0aGDkr9kodku3JgmEsAQSy+a/Mw0qTv4MnN9nUbwyMhLxRq5pQFdeSHWyReetEeMRTdOOR1gNW9prqO/FHoCMCkuNtvRjZtI3aHDRb+lVx+p06O35M3/Sup06SZ1zu9un0MFgXAQcCPAshwIsiwJvhFAAAEEEEAAAQQQCG8BQqzwfn/0HoGIECDAiojXyEMggEAYCIRKgGWooqO9xEpyPWs+VbPEXXWN1xXqdOxsh1glOdlex6q7Ee0JnawAS6+lo7J0SkAdJaVFp/3zVfKX/uAJ7872JemxZyWmXQevpnV0BJdnXURdF0tHXB0Z8RuJ7dlHYi8eKHUHDpaE28d7pl709vO6ABsIhKCAmwGW9fgEWZYE3wgggAACCCCAAAIIhK8A/+83fN8dPa9A4Mknn5R3333Xs6xETAWtOBQKAgRYofAW6AMCCNQGgZAKsDzgOrJIgx+rFKUftKpV/o5u5b2+lXO9qBLPFH4+S4mPvWdGQfk4Yu+KadrMrluVqLg4q+qZK9H3/ZwBljY+9eWcs+ecqUXVTz4dVFlHdF3LX1dKjmeKweN33ChHrhwgOe+8ISWncq0WfCMQ0gLBCLAsEA2y9P4UBBBAAAEEEEAAAQQQCE8BQqzwfG/02o9AYmKiWB8/TTkcRAECrCDic2sEEKhVAqEWYFn4OnLJKkXbt1jVMt95P3wnx24bLTnvvWXWmirT4MyO6OQG3ocqM1qpqND7HM9WSX5+mX1ldtStV2ZXVGXXnvT8I5uoxCRzvq6fpWt5lS6JEyZL8tTpnhFYF5Q+JMXHjkq2J8TKnOIZkeUZrRWKpXnzFqZbe/bsCcXu0ScXBYIZYFmPSZBlSYTfd0ZGhul0hw7eI1bD70noMQIIIIAAAggggEBVBQixqirHeQggUC0BAqxq8XEyAgggUGmBUA2w9AFie/e1n+PUPz6X4hPH7W1n5dQXH4uuaZU98xU58Z8TnIeqVo8+O1K7JC+vzDVKTmaW2VdmR2UCsjIneXZ4zkt+9hVJHP+gfTRr+vOehbDKhmn1PNMjNpz1maR887M5J+6aGyW6QUP7vPz/WyqF2zbb26FUady4sTRq1Ei2bCk/nAyl/tKXmhEIhQDLejKCLEsivL737dtnOtyzZ8/w6ji9RQABBBBAAAEEEAiYACFWwCi5EAIIVFaAAKuyUrRDAAEEqicQGxsr9eufnbKvelcL/NkJd02UqOTToUyJZ7qvk48/4B1keUYZ5cx+22ukUvy/31rtjsS0am1fo3j/Xs8CVsX2duHmDVJ85PS//Ld3BrBSb+jlUu+K30r8Dbd41sJKNVcu2rVdcud8YN8lf/lSyZr+nJy4/07zHd2kmdS7+lqp/9QL0nj+zxLdsJHdtvjYEbseapXU1FQ5fvy4bN26NdS6Rn9cECg8E8zqf/dV9AlkVyq6jx6jhJ/A3r2ev6M9pXPnzuHXeXqMAAIIIIAAAgggEBCBOgG5ChdBAAEEKimgP0CIj4+vZGuaIYAAAghUR0BHYYVy0VFFifdOlqwXnjLd1JFFx64fLrF9LpKolKZSmParFG7ZaD9CTLsOEvfb6+3tqlZizjv7w9CiA/ska9qzEnftjVK4dZPkvP16VS9bufPqxJ5u53k3ifc/IpkPeaYE9JRsz3pX9UaMNgGVrpuV++H7p9v97xKJadla6v3bFVLiCdt06sHi48dOH/OMKIvtGrqjE1q3bi2rV6+WRYsW8QPo02+sVv2qf//4+ztIgy4dIRWIovfivzEDIRk61zhx4oT5+0N71LFjx9DpGD1BAAEEEEAAAQQQcFWAkViucnMzBGq3AAFW7X7/PD0CCCDgSyD++ptNmCOeUWNadErBvMXfy6nPP/IKsKI9oVaDGe9LVEKir8uc076YFq0ktu/F9jk6CurYLdfIyacfFp1eMPbC/vaxmqzoqCzrXjqFYfbM6eZ2ZrTWlaNO39ozGi3rlaly5LeD5eg1QyXrxf+yu5Q06RHPSLZS64DZR4NfGTZsmDRs2FAWL14s69evD36H6AECCISVwNy5c+XgwYNy7bXXmulJw6rzdBYBBBBAAAEEEEAgYAJB++e5Oq3IvHnzAvYgXKh2CDAdTfi+Z/2Xsf7+NW74Ph09RwABBBCoskBUlCSM+w+pO+A3kv3aC1Kwfq2UZGfZl9PQSqfei/e0cU6jZzeoSsWzLlWD196VzEcmSv7K5afXo/KM4ojtfaHUf/plyf3vv0rBLyuqcuVzPifpwcfl2LjrRDxh1akv50j8jbdInc5dPWtgTZPc7r0k56NZUnxwv9d1Y9qfJ4n3TPJMSzjSa3+obbRo0cL88Hn27Nny3XffSY8ePUKti/QHAQRCVCAtLU3mz58vOi2phlgUBBBAAAEEEEAAgdorEFXiKW4+/oYNG2Tq1Klu3pJ7RaDAmDFjRD8UBBBAAAEEEIgwAc9/mhZ51qkqzjgkMa3aSHTT5iKeoKumSsmpXCnasU1izuskUXEhON2tx6P4cIYUHTogUZ6gTdfzstYRqymTQF/3pZdekjVr1pj/duO/3wKtG97X0+kET548GZCH0H8sFcprAAbkIWvJRXQdrDfeeEP0e9KkSXLJJZfUkifnMRFAAAEEEEAAAQR8CbgeYmknPvvsM199YR8ClRLo1q2bdO/evVJtaYQAAggggAACCCAQXIFNmzbJM888YzrBP0QK7rsItbsTYoXaGwl+f5wB1pAhQ+See+4JfqfoAQIIIIAAAggggEBQBYISYgX1ibk5AggggAACCCCAAAIIuCqwatUqmTFjhuR51hwjyHKVPqRvRogV0q/H9c45AywdfaWjsCgIIIAAAggggAACCBBi8XsAAQQQQAABBBBAAAEEalxA17jRICszM1OuvPJKGT16tDRo0KDG78sNQleAECt0343bPVu5cqXMmTPHTCFIgOW2PvdDAAEEEEAAAQRCW4AQK7TfD71DAAEEEEAAAQQQQCBiBLZs2SIzZ86U9PR0admypQmyLr300oh5Ph7k3AQIsc7NKxJb5+TkmOUG5s+fbx6PACsS3zLPhAACCCCAAAIIVE+AEKt6fpyNAAIIIIAAAggggAAC5yCwe/duefvtt2XXrl3mrEGDBpkwq02bNudwFZpGggAhViS8xao/g46+0vWy9e8ELQRYVbfkTAQQQAABBBBAIJIFCLEi+e3ybAgggAACCCCAAAIIhKCAro3197//XebOnSsaZCQlJclVV10lw4cPl+Tk5BDsMV2qCQFCrJpQDf1r7ty5UxYuXCiLFi0ynW3btq2MHDlSBg8eHPqdp4cIIIAAAggggAACrgsQYrlOzg0RQAABBBBAAAEEEEBABbZv327CrBUrVhiQJk2amCBLw6yEhASQIlyAECvCX3CpxysdXsXFxZnwSgMsrVMQQAABBBBAAAEEEPAlQIjlS4V9CCCAAAIIIIAAAggg4JrAkiVLzKis/fv3m3u2aNFCLr/8chNoxcbGutYPbuSuACGWu97Bulvp8Er7oaOuNLzSUVgUBBBAAAEEEEAAAQQqEiDEqkiHYwgggAACCCCAAAIIIOCKQFZWlixYsEAWL14s6enp5p76A24dlaWfqKgoV/rBTdwTIMRyzzoYd/IVXvXv31+GDBkiffv2DUaXuCcCCCCAAAIIIIBAGAoQYoXhS6PLCCCAAAIIIIAAAghEqkBubq4JsjTM2r17t3nMDh06yMUXXywXXnihtGvXLlIfvdY9FyFW5L3ygoIC+eWXX2TVqlWydOlS+wE1uNJP165d7X1UEEAAAQQQQAABBBCojAAhVmWUaIMAAggggAACCCCAAAKuC2iQpZ9NmzbZ9+7du7f069fPBFopKSn2firhJ0CIFX7vrLwep6WlmeBKA6yMjAzTLD4+3gRXGl61b9++vFPZjwACCCCAAAIIIIBAhQKEWBXycBABBBBAAAEEEEAAAQSCLbBixQoTZv36669SUlJiulO3bl07zNJQKy4uLtjd5P7nKECIdY5gIdZcpwvUEVcaXO3atcvuna5pN3DgQBNgNWvWzN5PBQEEEEAAAQQQQACBqggQYlVFjXMQQAABBBBAAAEEEEDAdQFdK2vNmjWydu1a89Gpy7Q0atTIDrS6d+8uGnBRQl+AECv031HpHu7fv9/8GdTwasOGDfbhNm3aiI6SvOCCC6RXr172fioIIIAAAggggAACCFRXgBCruoKcjwACCCCAAAIIIIAAAq4LHD161CvQ0rW0tNSvX9+su3P++eeLBlqpqalmP7+EngAhVui9k9I90nekwfHGjRvNtJ47duywm+ifLSu46tatm72fCgIIIIAAAggggAACgRQgxAqkJtdCAAEEEEAAAQQQQAAB1wUyMzPtQGvdunWi21Zp2bKlCbV69uxpRokkJCRYh/gOsgAhVpBfQDm319FWOnWnjrTS8MoKiLV5p06dTHCl4VWXLl3KuQK7EUAAAQQQQAABBBAInAAhVuAsuRICCCCAAAIIIIAAAggEWSA/P180yEpLS5P169fL3r17vXrUuXNnE2bptGcdO3b0OsaGuwKEWO56V3Q3Da30o392Dhw4YDfVqTl79OghGgLrp23btvYxKggggAACCCCAAAIIuCFAiOWGMvdAAAEEEEAAAQQQQACBoAjs2rXL/uG8jipxlvj4eNFQS0eU6Ld+4uLinE2o16AAIVYN4lZw6WPHjsmWLVtk69at9sfZPCUlxQRWGvT26dOHPxNOHOoIIIAAAggggAACrgsQYrlOzg0RQAABBBBAAAEEEEAgGAI5OTkm0LJGnWRlZZXpho40sQItDbd0OkJKzQgQYtWMa+mrbt++3Q6rNLg6fPhw6SZmmkANrPRz3nnnlTnODgQQQAABBBBAAAEEgiVAiBUsee6LAAIIIIAAAggggAACQRXQtX/0B/w7duww31ovKSnx6lNSUpIdalnhlk6xRqm+ACFW9Q1LX+HEiRNegZWOuCouLvZqpiOtNKjS6TT1o3UdlUhBAAEEEEAAAQQQQCAUBQixQvGt0CcEEEAAAQQQQAABBBAIisDOnTvtQGuHJ9TaU2pNLe1UamqqHWy1b99eWrVqJTExMUHpbzjflBCrem9PRxbq+lUawlrTA6anp3tdNDEx0Sus0tCqYcOGXm3YQAABBBBAAAEEEEAglAUIsUL57dA3BBBAAAEEEEAAAQQQCKpAfn7+2VDrzIitjIyMMn1q1qyZmXpQAy2dglA/Wm/UqFGZtuw4K6DrMwWqRKK1jgzUoMrXR0ddOUudOnXKjLBq0aKFswl1BBBAAAEEEEAAAQTCToAQK+xeGR1GAAEEEEAAAQQQQACBYApkZmbaUxA6w4VTp06V6VZcXJwdaFnBlhVyMS2hCCHW6d8y6uD8vWTVDx48WOb3lO5o0qTJ6d9XnrC0bbt2ZrSVjgqkIIAAAggggAACCCAQaQKEWJH2RnkeBBBAAAEEEEAAAQQQCIpAVYMIDbV0JJeOJHJ+akPIdfLkSdFpBQNR6tevLzoaKRSLBp/6++Po0aPmu/TvFV8BqE4FaAWepb9jY2ND8THpEwIIIIAAAggggAACARcgxAo4KRdEAAEEEEAAAQQQQAABBM4KnMuUcGfPEtEQwxlqlVePjo52nhZW9UCGWDrqLT4+3tXn1/BJAynr4wypnKFVUVGRz37puysdUFnbycnJPs9hJwIIIIAAAggggAACtUmAEKs2vW2eFQEEEEAAAQQQQAABBEJKICcnx0wjp+tsHTlyxOtz+PBh0RE8/kqDBg3KhF0JCQlS0ScmJsbfZV05HsgQS0dh6WisqpaCgnzR91HeJysr22sklYZU2raioiOmUlJSvD46FaDua968uflUdD7HEEAAAQQQQAABBBCo7QKEWLX9dwDPjwACCCCAAAIIIIAAAiErUFBQ4BVsadCl4ZYz8PI1FZ2/B6pXr16FIVfpAExHOemoIecnKirKa9t5TOv+jmsb7bsGQcXFxaIj1vS7onpFx/R87afet6SkuNwwqryQqqDg3Kc1bNy4sVdA5QysNKxiNJW/34kcRwABBBBAAAEEEECgYgFCrIp9OIoAAggggAACCCCAAAIIhLRAdna2HWppwHX8+HETDmlA5O+jwU9tLzpaSsMvfx+d3tEZUmldgzgKAggggAACCCCAAAII1JwAIVbN2XJlBBBAAAEEEEAAAQQQQCCkBfLy8vwGXRqE5efnS2FhoejaTvptfZzbznpl2+rIKp3aUKcC1O9A1HWUmb9Aynk8VKZWDOnfKHQOAQQQQAABBBBAAIEgCRBiBQme2yKAAAIIIIAAAggggAACCIgEcl0sy1NDqvj4eGuTbwQQQAABBBBAAAEEEAhTAUKsMH1xdBsBBBBAAAEEEEAAAQQQiAQBHbWlQVagC0FWoEW5HgLVE9i/f7+kpaXJ+vXr5V//+pd06tRJevbsKb169RJdXy7SSm5ursyfP99+rOuuu86s2WfvoIIAAggggAAClRIgxKoUE40QQAABBBBAAAEEEEAAAQRqSuDYsWM1cmmCrBph5aIInJOArtM3efJkef/9932ep+vSPfbYY/LEE0+I1sOt6HSrr776qrRs2VLGjRtnd3/v3r3Stm1be7ugoMBMnWrvoIIAAggggAAClRJgFdpKMdEIAQQQQAABBBBAAAEEEECgpgR0TayaKLqel46G0A8FAQTcF1i2bJn06NGj3ABLe6ThzjPPPCMXXW3qnsYAABNaSURBVHSR7Nq1y/1OVuOO3333nXm+Rx99tEZGlFaja5yKAAIIIIBAxAjUzP9TiBgeHgQBBBBAAAEEEEAAAQQQQKCmBXT9qpqYUlD7rUGWs7BWllODOgI1J6B/9m677TbRaQStMmbMGLn66qslNTVVNm7cKB9//LEsXbrUHF67dq1MmDBBvv76a6t5yH/rCKxt27b57GdSUpLcd9999rHoaP4duY1BBQEEEEAAgXMQIMQ6ByyaIoAAAggggAACCCCAAAIIBF5AR2LpR9fHqqlihVn6bY38sr5r6p5cF4GaEAiXIPbFF1+UnTt3GoKoqCiZPXu2CbUsk8suu8yEVjqV4Msvv2x26xpSX375pYwePdpqFrDv7OxsSUxMrPT1cnJyTNuEhIRKn+Ns2LBhQ3njjTecuyqs6/2qei+d0jAmJsZ8KrwJBxFAAAEEEAhDAdbECsOXRpcRQAABBBBAAAEEEEAAgUgT0ACrpkZjRZoVz1N7BTR4rV+/fsgD6BSBycnJ9kjIG2+8UebMmeOz30VFRdKzZ0/ZtGmTOa7TCv7zn/809S1btoiO3tKiAdTy5ctN3fpl2rRpJhzT7bFjx5q1taxj+p2WliaPPPKIrFixQg4fPixt2rSRfv36iQZsXbt2dTY1db2vTm2o99H2WtR70KBB8vDDD8uwYcPMPp32cNSoUWb6w6ysLLNP18RKSUkxQZ22PXTokAwfPtwc019+/fXXMiHTV199JfPmzZMlS5bI5s2bpWnTptK7d2+ZMmWKGbFmn3ymcvnll8vBgwfN1urVq+XTTz+Vv/zlL7Jy5UrRoLBv377y5z//2fS39LlsI4AAAgggEK4CjMQK1zdHvxFAAAEEEEAAAQQQQACBCBLQH87rpyZHY0UQF4+CQEgLbN++3Q6wtKMPPfRQuf3VEUQPPPCA/OEPfzBtNmzYICUlJSaU0ZGTGkRp8RXeHThwwD7unLZQ23/00Udyxx13ePVj7969op8FCxbIe++9J7/73e+0qSk//PCDaEikoZqzaLj+7bffyk8//SQaHHXp0kXy8vLs+1pttS/WR/dpkGf1Xbf1mZxl+vTpJqxy7svIyJCFCxeaj/b9nXfe8Qq+NOjas2ePOeXpp5+W5557znm6/PzzzzJkyBATig0cONDrGBsIIIAAAgiEqwAT8obrm6PfCCCAAAIIIIAAAggggECECYTLNGkRxs7jIBBwAR1B5Sy+Rj05j59//vn2pk6rp0FTdUp6erqMHz/eDrAGDBhgRizp6Cldm0rvoaHZiRMn7Nto0GYFWDoaa9GiRfLNN9+YEV7aSM+59dZbTdCugdoNN9wgzZs3t8/XUVC6r0+fPva+8iozZszwCrBGjBghTz75pBndZZ2jIZuuuVVe0QBr8ODB8tZbb4kGWnXr1jVN9R8CvP766+Wdxn4EEEAAAQTCToCRWGH3yugwAggggAACCCCAAAIIIBCZAozGisz3ylPVPgFniNWoUSMztWBFCqmpqV6Ht27dKm3btvXady4bGvBYAdXQoUNFR1lpmTBhgtx+++0ya9YsOX78uAmJNADSUVLr1683bTQMGjlypFx44YVmW6cQ1BCuc+fOcsEFF5gQrFWrVvLJJ5+YKf806NJy5513yr333mvqFf2iIZOuA2YVnf7POVJN19GaNGmSOfzUU0/JTTfdZKZBtNpb35dccol8//33Ehsba3bpM/zpT38y9W3btlnN+EYAAQQQQCDsBRiJFfavkAdAAAEEEEAAAQQQQAABBCJHQEc4aJhFQQCB8BVISkqyO5+bm1tmKj374JlKdna21y5fUwd6NfCzoWtgWcVaU8vaLj2FoO7X9aS6detmmuTn55t1s3r16iX333+/mUpQQyYNk7SNjuSqTtF1t6x1tNq3by8PPvig1+UmTpwoHTt2NPvUbtmyZV7HrY27777bDrB0X//+/a1D9npe9g4qCCCAAAIIhLFA9f6XN4wfnK4jgAACCCCAAAIIIIAAAgiEpgDTCobme6FXCFRWQNeNsoqua3Xo0CFr0+f3zp07vfb7mn6w9JpSekJxcbHXedaGcyTYH//4R0lJSbE/Y8eOtZrJvn377Przzz/vFaDrelZvvvmmmeJPz//9739vr0dln1SFijUqTE/t3bu315pXuk9DMh3xZZV169ZZVa9vHQ3mLAkJCfYmawvaFFQQQAABBCJAgBArAl4ij4AAAggggAACCCCAAAIIRJKAjsSq7kiMSPLgWRAINwFniKV9d46M0u25c+d6BUI//fST7jaldevWPv/8+wpmNCArXTTsskY66TGt69SB1kenGdSgSD8HDx60T7/66qtl8eLFcv3113uFWdpAR0TNnj1bdAq/jIwM+5yqVKzp//RcZ915Lef+goIC5yG7HhcXZ9e1wghWLw42EEAAAQQiSIAQK4JeJo+CAAIIIIAAAggggAACCESKgP5AtvQPaSPl2XgOBCJdQIMonSrPKta6U7qtIdK4cePMGlM6Td+GDRtkxowZVlO56KKL7HpMTIxd12n+So/G0mCqdNGpAZ33/tvf/iZFRUU+P86wS68zaNAg+eyzz+To0aMyb948mTJlijgDuQMHDshHH31U+pZmu3TffDby7Bw4cKB9aNOmTXbdWdm4caO9qdMa+irVndbQ1zXZhwACCCCAQCgKEGKF4luhTwgggAACCCCAAAIIIIAAAqLTChJk8RsBgfAT0CDptddeszu+evVqueuuu8yIJg2edERTXl6evPLKK9KzZ0/JyckxbTW8njp1qn2ehlF6LS06daBz2sHMzMxy14vq06ePfY0PP/zQrmtFQy0N0V566SX58ccfzTENk3TawRtuuEGuuOIKqVevnowYMUKmTZsmmzdvlmuuuca001/S09PtujNkK2/ElN34TKVfv372CCwN8L744guvJhqerV271uzT6w8YMMDrOBsIIIAAAgjUNgFCrNr2xnleBBBAAAEEEEAAAQQQQCCMBAiywuhl0VUEHAKjR48WnaLPKu+9955069ZNdFRW//79pVOnTuaQcwTTvffea0It65ykpCRp27attWmCsGXLlplRUtdee63XlIR2I09FR1BZ5dtvv5W7775bVq1aZQKjBx54QD744AN59NFHZfny5aZZgwYNTGClo7AWLFgg2o81a9bIkSNH5KuvvvKaDlEDOKs416GaM2eOvPPOO/Lpp59ah31+699pN998s33spptuMn355JNPTJA2ZswY+5g+h+Vk76SCAAIIIIBALROI8vzHQkkte2YeFwEEEEAAAQQQQAABBBBAIMwEdE0aX+vfhNlj0F0EqiWgI5XCab04nZbPCo0q8+BNmzaVxx57TMaPH2+PwnziiSfkueeeK3O6WowaNcoeyTRx4kR588037XaPP/64vPDCC/Z26YqGUYsWLRIriJo5c6YJr0q3c25rcKYjp6zRYdOnT/cKzLSthlAaZO3du9crgNORWtpnLTq94e23327CNLPDxy9Dhw6V+fPn2w7apF27dnZwp+t3DR482D5z6dKlcumll5ptnc5R709BAAEEEEAgEgQYiRUJb5FnQAABBBBAAAEEEEAAAQQiXEBHL+gP760fAkf44/J4CESEQOPGjc30fTpFnq43lZyc7PVcbdq0EQ2GdISWloyMDJk8ebLoKC6r6PSCGoQ5wzttr9ccO3as1azM9/PPP2/Wr+rcubMdOmkjDa10pJWOuLICLN0/YcIEM+rKOdJK92tp1KiRWNezAizdr0HUsGHDtGqKHtNpD/0VnSZw1qxZ8uyzz5pRac6/11q0aCGvvvqqLFy40CvA8ndNjiOAAAIIIBCpAozEitQ3y3MhgAACCCCAAAIIIIAAAhEqwKisCH2xPJZfAQ07nGGO3xNCsIGOENq9e7d06dJFdOSVFl0f62nPNIO6BlVhYaF8/vnnct1113n1XkcvrVu3Tlq1aiXNmjXzOuZvIysrS9avX2/sOnToYNbbq+gcHUG2Z88es1aXrsvVsmVLryCs9Ln6TPv27ZPu3btX6f3ommBpaWmSmpp6zs9Wui9sI4AAAgggEGkChFiR9kZ5HgQQQAABBBBAAAEEEECgFghokKWFKQZrwcvmEW2BSAix7IfxUdm5c6foulQPPfSQj6PsQgABBBBAAIHaKECIVRvfOs+MAAIIIIAAAggggAACCESIAKOyIuRF8hiVEoj0EKtSCDRCAAEEEEAAgVolwJpYtep187AIIIAAAggggAACCCCAQGQJ6FpZul5NXFxcZD0YT4MAAggggAACCCCAAAJSBwMEEEAAAQQQQAABBBBAAAEEwl1Awyz96Ho6BQUF5lvrFAQQQAABBBBAAAEEEAhfAUKs8H139BwBBBBAAAEEEEAAAQQQQKCUgE63ph+rWGtnaaBFqGWp8I0AAggggAACCCCAQHgIsCZWeLwneokAAggggAACCCCAAAIIIBBAAQKtAGJyKVcFnCGtqzfmZggggAACCCCAQBAECLGCgM4tEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKhaIrvgwRxFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX4AQy31z7ogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBHgBDLDxCHEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3BcgxHLfnDsigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4ESDE8gPEYQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAfcFCLHcN+eOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACfgQIsfwAcRgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB9AUIs9825IwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgB8BQiw/QBxGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX4AQy31z7ogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBHgBDLDxCHEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3BcgxHLfnDsigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4ESDE8gPEYQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAfcFCLHcN+eOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACfgQIsfwAcRgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB9AUIs9825IwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgB8BQiw/QBxGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX4AQy31z7ogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBHgBDLDxCHEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3BcgxHLfnDsigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4ESDE8gPEYQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAfcFCLHcN+eOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACfgQIsfwAcRgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB9AUIs9825IwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgB8BQiw/QBxGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX4AQy31z7ogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBHgBDLDxCHEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3BcgxHLfnDsigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4ESDE8gPEYQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAfcFCLHcN+eOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACfgQIsfwAcRgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB9AUIs9825IwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgB8BQiw/QBxGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX4AQy31z7ogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBHgBDLDxCHEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE3BcgxHLfnDsigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgj4ESDE8gPEYQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAfcFCLHcN+eOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACfgQIsfwAcRgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMB9AUIs9825IwIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgB8BQiw/QBxGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBwX+D/AR6UVi6/ZCz6AAAAAElFTkSuQmCC"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "b1feadda-8171-4aed-9a60-320a88dc9ee1",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Images\n",
|
|
"\n",
|
|
"There are at least three ways to add images to the RAG stack.\n",
|
|
"\n",
|
|
"`(1) Produce text summaries of images with a multi-modal LLM.`\n",
|
|
"\n",
|
|
"* 1. Embed, store, and retrieve text summaries like any other text chunk.\n",
|
|
"\n",
|
|
"`(2) Retrieve images.`\n",
|
|
"\n",
|
|
"* 2a. Text-embeddings: Produce text summaries of images, embed them, and use them to fetch the raw image in retrieval. \n",
|
|
"* 2b. Multi-modal embeddings: Directly embed images along with text.\n",
|
|
"\n",
|
|
"Below we show 1, but future extensions will show the other paths. \n",
|
|
"\n",
|
|
"![img_rag.png](attachment:ef731a34-f227-459b-9d8a-ecccb27a348e.png)\n",
|
|
"\n",
|
|
"#### Image summaries \n",
|
|
"\n",
|
|
"We will use [LLaVA](https://github.com/haotian-liu/LLaVA/), an open source multi-modal model.\n",
|
|
" \n",
|
|
"We will use [llama.cpp](https://github.com/ggerganov/llama.cpp/pull/3436) to run LLaVA locally (e.g., on a Mac laptop):\n",
|
|
"\n",
|
|
"* Clone [llama.cpp](https://github.com/ggerganov/llama.cpp)\n",
|
|
"* Download the LLaVA model: `mmproj-model-f16.gguf` and one of `ggml-model-[f16|q5_k|q4_k].gguf` from [LLaVA 7b repo](https://huggingface.co/mys/ggml_llava-v1.5-7b/tree/main)\n",
|
|
"* Build\n",
|
|
"```\n",
|
|
"mkdir build && cd build && cmake ..\n",
|
|
"cmake --build .\n",
|
|
"```\n",
|
|
"* Run inference\n",
|
|
"```\n",
|
|
"/Users/rlm/Desktop/Code/llama.cpp/bin/llava -m ../models/llava-7b/ggml-model-q5_k.gguf --mmproj ../models/llava-7b/mmproj-model-f16.gguf --temp 0.1 -p \"Describe the image in detail. Be specific about graphs, such as bar plots.\" --image \"$img\" > \"$output_file\"\n",
|
|
"```\n",
|
|
"\n",
|
|
"For [better performance](https://github.com/ggerganov/llama.cpp/issues/3602):\n",
|
|
"\n",
|
|
"* It appears `7b` is currently better than `13b` in the [LLaVA repo](https://huggingface.co/mys/ggml_llava-v1.5-7b/tree/main)\n",
|
|
"* Use `--temp 0.1`"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "440b20e4-a74d-4c75-b538-0ca24d581713",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"%%bash\n",
|
|
"\n",
|
|
"# Define the directory containing the images\n",
|
|
"IMG_DIR=~/Desktop/Papers/LLaVA/\n",
|
|
"\n",
|
|
"# Loop through each image in the directory\n",
|
|
"for img in \"${IMG_DIR}\"*.jpg; do\n",
|
|
" # Extract the base name of the image without extension\n",
|
|
" base_name=$(basename \"$img\" .jpg)\n",
|
|
"\n",
|
|
" # Define the output file name based on the image name\n",
|
|
" output_file=\"${IMG_DIR}${base_name}.txt\"\n",
|
|
"\n",
|
|
" # Execute the command and save the output to the defined output file\n",
|
|
" /Users/rlm/Desktop/Code/llama.cpp/bin/llava -m ../models/llava-7b/ggml-model-q5_k.gguf --mmproj ../models/llava-7b/mmproj-model-f16.gguf --temp 0.1 -p \"Describe the image in detail. Be specific about graphs, such as bar plots.\" --image \"$img\" > \"$output_file\"\n",
|
|
"\n",
|
|
"done"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "35a45671-94bd-4bf9-a193-bd123ba5fc15",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"%%bash\n",
|
|
"\n",
|
|
"# Define the directory containing the images\n",
|
|
"IMG_DIR=~/Desktop/Papers/LLaVA/\n",
|
|
"\n",
|
|
"# Loop through each image in the directory\n",
|
|
"for img in \"${IMG_DIR}\"*.jpg; do\n",
|
|
" # Extract the base name of the image without extension\n",
|
|
" base_name=$(basename \"$img\" .jpg)\n",
|
|
"\n",
|
|
" # Define the output file name based on the image name\n",
|
|
" output_file=\"${IMG_DIR}${base_name}.txt\"\n",
|
|
"\n",
|
|
" # Execute the command and save the output to the defined output file\n",
|
|
" /Users/rlm/Desktop/Code/llama.cpp/bin/llava -m ../models/llava-7b/ggml-model-q5_k.gguf --mmproj ../models/llava-7b/mmproj-model-f16.gguf --temp 0.1 -p \"Describe the image in detail. Be specific about graphs, such as bar plots.\" --image \"$img\" > \"$output_file\"\n",
|
|
"\n",
|
|
"done"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "da8a8c94-3df7-446f-9a69-703295f50f02",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os, glob\n",
|
|
"\n",
|
|
"# Get all .txt file summaries\n",
|
|
"file_paths = glob.glob(os.path.expanduser(os.path.join(path, \"*.txt\")))\n",
|
|
"\n",
|
|
"# Read each file and store its content in a list\n",
|
|
"img_summaries = []\n",
|
|
"for file_path in file_paths:\n",
|
|
" with open(file_path, 'r') as file:\n",
|
|
" img_summaries.append(file.read())\n",
|
|
"\n",
|
|
"# Remove any logging prior to summary\n",
|
|
"logging_header=\"clip_model_load: total allocated memory: 201.27 MB\\n\\n\"\n",
|
|
"cleaned_img_summary = [s.split(logging_header, 1)[1].strip() for s in img_summaries]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a69dcd6b-0226-4173-a80d-36921824c824",
|
|
"metadata": {},
|
|
"source": [
|
|
"Fetch / clean image summaries."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "54924f9e-0f81-4232-8efb-8485db1063c8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import os, glob\n",
|
|
"\n",
|
|
"# Get all .txt files in the directory\n",
|
|
"file_paths = glob.glob(os.path.expanduser(os.path.join(path, \"*.txt\")))\n",
|
|
"\n",
|
|
"# Read each file and store its content in a list\n",
|
|
"img_summaries = []\n",
|
|
"for file_path in file_paths:\n",
|
|
" with open(file_path, 'r') as file:\n",
|
|
" img_summaries.append(file.read())\n",
|
|
"\n",
|
|
"# Clean up residual logging\n",
|
|
"cleaned_img_summary = [s.split(\"clip_model_load: total allocated memory: 201.27 MB\\n\\n\", 1)[1].strip() for s in img_summaries]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "67b030d4-2ac5-41b6-9245-fc3ba5771d87",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Add to vectorstore\n",
|
|
"\n",
|
|
"Use [Multi Vector Retriever](https://python.langchain.com/docs/modules/data_connection/retrievers/multi_vector#summary) with summaries."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "d643cc61-827d-4f3c-8242-7a7c8291ed8a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import uuid\n",
|
|
"from langchain.vectorstores import Chroma\n",
|
|
"from langchain.storage import InMemoryStore\n",
|
|
"from langchain.schema.document import Document\n",
|
|
"from langchain.embeddings import OpenAIEmbeddings\n",
|
|
"from langchain.retrievers.multi_vector import MultiVectorRetriever\n",
|
|
"\n",
|
|
"# The vectorstore to use to index the child chunks\n",
|
|
"vectorstore = Chroma(\n",
|
|
" collection_name=\"summaries\",\n",
|
|
" embedding_function=OpenAIEmbeddings()\n",
|
|
")\n",
|
|
"\n",
|
|
"# The storage layer for the parent documents\n",
|
|
"store = InMemoryStore()\n",
|
|
"id_key = \"doc_id\"\n",
|
|
"\n",
|
|
"# The retriever (empty to start)\n",
|
|
"retriever = MultiVectorRetriever(\n",
|
|
" vectorstore=vectorstore, \n",
|
|
" docstore=store, \n",
|
|
" id_key=id_key,\n",
|
|
")\n",
|
|
"\n",
|
|
"# Add texts\n",
|
|
"doc_ids = [str(uuid.uuid4()) for _ in texts]\n",
|
|
"summary_texts = [Document(page_content=s,metadata={id_key: doc_ids[i]}) for i, s in enumerate(text_summaries)]\n",
|
|
"retriever.vectorstore.add_documents(summary_texts)\n",
|
|
"retriever.docstore.mset(list(zip(doc_ids, texts)))\n",
|
|
"\n",
|
|
"# Add tables\n",
|
|
"table_ids = [str(uuid.uuid4()) for _ in tables]\n",
|
|
"summary_tables = [Document(page_content=s,metadata={id_key: table_ids[i]}) for i, s in enumerate(table_summaries)]\n",
|
|
"retriever.vectorstore.add_documents(summary_tables)\n",
|
|
"retriever.docstore.mset(list(zip(table_ids, tables)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b90572a0-0377-4598-8d12-bba22a51b655",
|
|
"metadata": {},
|
|
"source": [
|
|
"For `option 1` (above): \n",
|
|
"\n",
|
|
"* Store the image summary in the `docstore`, which we return to the LLM for answer generation."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "2e0f06f3-a5bc-4342-aee6-c3495d047e66",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Add image summaries\n",
|
|
"img_ids = [str(uuid.uuid4()) for _ in cleaned_img_summary]\n",
|
|
"summary_img = [Document(page_content=s,metadata={id_key: img_ids[i]}) for i, s in enumerate(cleaned_img_summary)]\n",
|
|
"retriever.vectorstore.add_documents(summary_img)\n",
|
|
"retriever.docstore.mset(list(zip(img_ids, cleaned_img_summary))) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6d667e5c-5385-48c4-b878-51dcc03cc4d0",
|
|
"metadata": {},
|
|
"source": [
|
|
"For `option 2a` (above): \n",
|
|
"\n",
|
|
"* Store the images in the `docstore`."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "8c75a7b3-04f3-41eb-97e5-61af49d92104",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Add images\n",
|
|
"img_ids = [str(uuid.uuid4()) for _ in cleaned_img_summary]\n",
|
|
"summary_img = [Document(page_content=s,metadata={id_key: img_ids[i]}) for i, s in enumerate(cleaned_img_summary)]\n",
|
|
"retriever.vectorstore.add_documents(summary_img)\n",
|
|
"### Fetch images\n",
|
|
"retriever.docstore.mset(list(zip(img_ids, ### image ### ))) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4b45fb81-46b1-426e-aa2c-01aed4eac700",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Sanity Check retrieval\n",
|
|
"\n",
|
|
"The most complex table in the paper:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "a5f4dd59-005a-4ff8-ad51-ea2e50d79c10",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'Subject Context Modality Grade Method NAT SOC LAN | TXT IMG NO | Gi6~ G7-12 | Average Representative & SoTA methods with numbers reported in the literature Human [30] 90.23 84.97 87.48 | 89.60 87.50 88.10 | 91.59 82.42 88.40 GPT-3.5 [30] 74.64 69.74 76.00 | 74.44 67.28 77.42 | 76.80 68.89 73.97 GPT-3.5 w/ CoT [30] 75.44 70.87 78.09 | 74.68 67.43 79.93 | 78.23 69.68 75.17 LLaMA-Adapter [55] 84.37 88.30 84.36 | 83.72 80.32 86.90 | 85.83 84.05 85.19 MM-CoT gase [57] 87.52 77.17 85.82 | 87.88 82.90 86.83 | 84.65 85.37 84.91 MM-CoT farge [57] 95.91 82.00 90.82 | 95.26 88.80 92.89 | 92.44 90.31 | 91.68 Results with our own experiment runs GPT-4 84.06 73.45 87.36 | 81.87 70.75 90.73 | 84.69 79.10 82.69 LLaVA 90.36 95.95 88.00 | 89.49 88.00 90.66 | 90.93 90.90 90.92 LLaVA+GPT-4 (complement) 90.36 95.50 88.55 | 89.05 87.80 91.08 | 92.22 88.73 90.97 LLaVA+GPT-4 (judge) 91.56 96.74 91.09 | 90.62 88.99 93.52 | 92.73 92.16 92.53'"
|
|
]
|
|
},
|
|
"execution_count": 34,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"tables[2]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9f68ef8b-0fec-4b2f-a0d3-c440c74ebaa1",
|
|
"metadata": {},
|
|
"source": [
|
|
"Here is the summary, which is embedded:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "9eb16ea9-d932-4062-9ace-e8f77dee530b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'The table presents the performance of various methods in different subject contexts and modalities. The subjects are Natural Sciences (NAT), Social Sciences (SOC), and Language (LAN). The modalities are text (TXT), image (IMG), and no modality (NO). The methods include Human, GPT-3.5, GPT-3.5 with CoT, LLaMA-Adapter, MM-CoT gase, MM-CoT farge, GPT-4, LLaVA, LLaVA+GPT-4 (complement), and LLaVA+GPT-4 (judge). The performance is measured in grades from 6 to 12. The MM-CoT farge method had the highest performance in most categories, with LLaVA+GPT-4 (judge) showing the highest results in the experiment runs.'"
|
|
]
|
|
},
|
|
"execution_count": 35,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"table_summaries[2]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fc2bcc4c-c05d-4417-aaf9-78acd754dde6",
|
|
"metadata": {},
|
|
"source": [
|
|
"Here is our retrieval of that table from the natural langugae query:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"id": "1bea75fe-85af-4955-a80c-6e0b44a8e215",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'Subject Context Modality Grade Method NAT SOC LAN | TXT IMG NO | Gi6~ G7-12 | Average Representative & SoTA methods with numbers reported in the literature Human [30] 90.23 84.97 87.48 | 89.60 87.50 88.10 | 91.59 82.42 88.40 GPT-3.5 [30] 74.64 69.74 76.00 | 74.44 67.28 77.42 | 76.80 68.89 73.97 GPT-3.5 w/ CoT [30] 75.44 70.87 78.09 | 74.68 67.43 79.93 | 78.23 69.68 75.17 LLaMA-Adapter [55] 84.37 88.30 84.36 | 83.72 80.32 86.90 | 85.83 84.05 85.19 MM-CoT gase [57] 87.52 77.17 85.82 | 87.88 82.90 86.83 | 84.65 85.37 84.91 MM-CoT farge [57] 95.91 82.00 90.82 | 95.26 88.80 92.89 | 92.44 90.31 | 91.68 Results with our own experiment runs GPT-4 84.06 73.45 87.36 | 81.87 70.75 90.73 | 84.69 79.10 82.69 LLaVA 90.36 95.95 88.00 | 89.49 88.00 90.66 | 90.93 90.90 90.92 LLaVA+GPT-4 (complement) 90.36 95.50 88.55 | 89.05 87.80 91.08 | 92.22 88.73 90.97 LLaVA+GPT-4 (judge) 91.56 96.74 91.09 | 90.62 88.99 93.52 | 92.73 92.16 92.53'"
|
|
]
|
|
},
|
|
"execution_count": 38,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# We can retrive this table\n",
|
|
"retriever.get_relevant_documents(\"What are results for LLaMA across across domains / subjects?\")[1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3dbb23d5-ae66-444d-8f5f-b24107fb9c57",
|
|
"metadata": {},
|
|
"source": [
|
|
"Image:"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"5d505f36-17e1-4fe5-a405-f01f7a392716.jpg": {
|
|
"image/jpeg": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "329fd4ee-4a68-4f3b-b157-a676f13ba587",
|
|
"metadata": {},
|
|
"source": [
|
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"![figure-8-1.jpg](attachment:5d505f36-17e1-4fe5-a405-f01f7a392716.jpg)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6fde6f17-d244-4270-b759-68e1858d399f",
|
|
"metadata": {},
|
|
"source": [
|
|
"We can retrieve this image summary:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "6f52ee1e-ed46-4a81-834a-3608a1cf90ce",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'The image features a close-up of a tray filled with various pieces of fried chicken. The chicken pieces are arranged in a way that resembles a map of the world, with some pieces placed in the shape of continents and others as countries. The arrangement of the chicken pieces creates a visually appealing and playful representation of the world, making it an interesting and creative presentation.\\n\\nmain: image encoded in 865.20 ms by CLIP ( 1.50 ms per image patch)'"
|
|
]
|
|
},
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"retriever.get_relevant_documents(\"Images / figures with playful and creative examples\")[1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "69060724-e390-4dda-8250-5f86025c874a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## RAG\n",
|
|
"\n",
|
|
"Run [RAG pipeline](https://python.langchain.com/docs/expression_language/cookbook/retrieval).\n",
|
|
"\n",
|
|
"For `option 1` (above): \n",
|
|
"\n",
|
|
"* Simply pass retrieved text chunks to LLM, as usual.\n",
|
|
"\n",
|
|
"For `option 2a` (above): \n",
|
|
"\n",
|
|
"* We would pass retrieved image and images to the multi-modal LLM.\n",
|
|
"* This should be possible soon, once [llama-cpp-python add multi-modal support](https://github.com/abetlen/llama-cpp-python/issues/813).\n",
|
|
"* And, of course, this will be enabled by GPT4-V API."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "771a47fa-1267-4db8-a6ae-5fde48bbc069",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from operator import itemgetter\n",
|
|
"from langchain.schema.runnable import RunnablePassthrough\n",
|
|
"\n",
|
|
"# Prompt template\n",
|
|
"template = \"\"\"Answer the question based only on the following context, which can include text and tables:\n",
|
|
"{context}\n",
|
|
"Question: {question}\n",
|
|
"\"\"\"\n",
|
|
"prompt = ChatPromptTemplate.from_template(template)\n",
|
|
"\n",
|
|
"# Option 1: LLM\n",
|
|
"model = ChatOpenAI(temperature=0,model=\"gpt-4\")\n",
|
|
"# Option 2: Multi-modal LLM\n",
|
|
"# model = GPT4-V or LLaVA\n",
|
|
"\n",
|
|
"# RAG pipeline\n",
|
|
"chain = (\n",
|
|
" {\"context\": retriever, \"question\": RunnablePassthrough()} \n",
|
|
" | prompt \n",
|
|
" | model \n",
|
|
" | StrOutputParser()\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"id": "ea8414a8-65ee-4e11-8154-029b454f46af",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'The performance of LLaMA across multiple image domains/subjects is as follows: In the Natural Science (NAT) subject, it scored 84.37. In the Social Science (SOC) subject, it scored 88.30. In the Language Science (LAN) subject, it scored 84.36. In the Text Context (TXT) subject, it scored 83.72. In the Image Context (IMG) subject, it scored 80.32. In the No Context (NO) subject, it scored 86.90. For grades 1-6 (G1-6), it scored 85.83 and for grades 7-12 (G7-12), it scored 84.05. The average score was 85.19.'"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"chain.invoke(\"What is the performance of LLaVa across across mutiple image domains / subjects?\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7ce57b80-fbd0-47f3-817f-6549a0409f51",
|
|
"metadata": {},
|
|
"source": [
|
|
"We can check the [trace](https://smith.langchain.com/public/85a7180e-0dd1-44d9-996f-6cb9c6f53205/r) to see retrieval of tables and text."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "e88f0bc7-81fb-4883-a021-58734a74411b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'The text provides an example of a playful and creative image. The image features a close-up of a tray filled with various pieces of fried chicken. The chicken pieces are arranged in a way that resembles a map of the world, with some pieces placed in the shape of continents and others as countries. The arrangement of the chicken pieces creates a visually appealing and playful representation of the world, making it an interesting and creative presentation.'"
|
|
]
|
|
},
|
|
"execution_count": 49,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"chain.invoke(\"Explain images / figures with playful and creative examples.\")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.16"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|