{ "cells": [ { "cell_type": "markdown", "id": "defe3733", "metadata": {}, "source": [ "# 7: Working with Squidpy\n", "Demonstrate the joint usage of spatialcells and squidpy to analyze 4i dataset by Gut et al, 2018\n", "\n", "@author: Guihong Wan and Boshen Yan \n", "@date: Feb 15 2024 \n", "@last updated: Feb 15 2024" ] }, { "cell_type": "markdown", "id": "ddaed87f", "metadata": {}, "source": [ "Installing the environment" ] }, { "cell_type": "code", "execution_count": 1, "id": "d5f4e40e", "metadata": {}, "outputs": [], "source": [ "%%bash\n", "\n", "# conda env create --name spatialcells_env --file=conda.yaml\n", "# conda activate spatialcells_env\n", "# pip install scimap\n", "# conda install -c conda-forge squidpy" ] }, { "cell_type": "code", "execution_count": 2, "id": "a7a27218", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import squidpy as sq\n", "\n", "import spatialcells as spc" ] }, { "cell_type": "markdown", "id": "b88bc568", "metadata": {}, "source": [ "## Squidpy analysis\n", "\n", "Original tutorial analysis for 4i from squidpy:\n", "[link](https://squidpy.readthedocs.io/en/stable/notebooks/tutorials/tutorial_fouri.html)" ] }, { "cell_type": "code", "execution_count": 3, "id": "0dfb0a4c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 173M/173M [00:08<00:00, 22.4MB/s] \n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/anndata/__init__.py:51: FutureWarning: `anndata.read` is deprecated, use `anndata.read_h5ad` instead. `ad.read` will be removed in mid 2024.\n", " warnings.warn(\n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/anndata/_core/anndata.py:1908: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n" ] } ], "source": [ "adata = sq.datasets.four_i()" ] }, { "cell_type": "code", "execution_count": 4, "id": "10fbd83c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Please specify a valid `library_id` or set it permanently in `adata.uns['spatial']`\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/squidpy/pl/_spatial_utils.py:955: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap', 'norm' will be ignored\n", " _cax = scatter(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sq.pl.spatial_scatter(\n", " adata, color=\"cluster\", shape=None, figsize=(10, 10)\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "14ea1010", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "100%|██████████| 1000/1000 [00:22<00:00, 45.12/s]\n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/anndata/_core/anndata.py:522: FutureWarning: The dtype argument is deprecated and will be removed in late 2024.\n", " warnings.warn(\n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/squidpy/pl/_utils.py:555: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " row_labels = adata.obs[key][row_order]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build spatial neighbors graph\n", "sq.gr.spatial_neighbors(adata, coord_type=\"generic\")\n", "sq.gr.nhood_enrichment(adata, cluster_key=\"cluster\")\n", "sq.pl.nhood_enrichment(adata, cluster_key=\"cluster\", method=\"ward\", vmin=-100, vmax=100)" ] }, { "cell_type": "markdown", "id": "8b93fee9", "metadata": {}, "source": [ "The squidpy tutorial allows calculating the neighborhood enrichment score for the entire sample. However, we may only be interested in a region of the image, for example, only around the three cells on the left. Spatialcells simplifies the region annotation, while providing convenient methods for region-based quantification." ] }, { "cell_type": "code", "execution_count": 6, "id": "f150fd2e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyis_nucleousis_cytplasmcell_idleidenclusterX_centroidY_centroid
90886017771201FalseTrue1401Cell_periphery_117771201
6827351447982TrueFalse1185Nucleus1447982
80669920891104FalseTrue1367Endosomes_golgi_120891104
79037513061089TrueFalse1270Nucleolus13061089
83564119021133FalseTrue1424ER_mitochondria_219021133
..............................
96148513641246FalseTrue1431Cell_periphery_113641246
80670520951104FalseTrue1367Endosomes_golgi_120951104
6034241386909FalseTrue1182Cell_periphery_21386909
83995120331137TrueFalse1360Nucleolus20331137
76858220541067TrueFalse1365Nucleus20541067
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270876 rows × 9 columns

\n", "
" ], "text/plain": [ " x y is_nucleous is_cytplasm cell_id leiden \\\n", "908860 1777 1201 False True 140 1 \n", "682735 1447 982 True False 118 5 \n", "806699 2089 1104 False True 136 7 \n", "790375 1306 1089 True False 127 0 \n", "835641 1902 1133 False True 142 4 \n", "... ... ... ... ... ... ... \n", "961485 1364 1246 False True 143 1 \n", "806705 2095 1104 False True 136 7 \n", "603424 1386 909 False True 118 2 \n", "839951 2033 1137 True False 136 0 \n", "768582 2054 1067 True False 136 5 \n", "\n", " cluster X_centroid Y_centroid \n", "908860 Cell_periphery_1 1777 1201 \n", "682735 Nucleus 1447 982 \n", "806699 Endosomes_golgi_1 2089 1104 \n", "790375 Nucleolus 1306 1089 \n", "835641 ER_mitochondria_2 1902 1133 \n", "... ... ... ... \n", "961485 Cell_periphery_1 1364 1246 \n", "806705 Endosomes_golgi_1 2095 1104 \n", "603424 Cell_periphery_2 1386 909 \n", "839951 Nucleolus 2033 1137 \n", "768582 Nucleus 2054 1067 \n", "\n", "[270876 rows x 9 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata.obs[\"X_centroid\"] = adata.obsm[\"spatial\"][:, 0]\n", "adata.obs[\"Y_centroid\"] = adata.obsm[\"spatial\"][:, 1]\n", "adata.obs" ] }, { "cell_type": "code", "execution_count": 7, "id": "1d63066f", "metadata": {}, "outputs": [ { "data": { "image/png": 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s27ePT33qUxw9epRoNDpum7KyMjZv3sy+ffsmFUjhcHhcjnqmhowFAsH5EwgE5jRBt7/WTvaBXqTowkY+5oNWBW2fj8InT+M/McjTLhdarZb8/HwqKyuprq5OdLvv6+tLNJeFsVqd1157LeUCZimIIxhbPR8aGmLPnj0MDAywcuVK8vLyFszQIRQKMTAwwOjoKCMjI3R3d+P3+8elFFosFnw+H1VVVdhsNoLBIDqdjry8PDEZFJwX8TrFTESWZVwu16y2HRwc5NixY5hMJqqqqsRCgiApJP1blJ2dzaWXXso//uM/UlNTQ3FxMU888QQHDx6kuro60dW9uLh43H7FxcWJH+rAwAAGg4Hc3NwJ20zVFf7b3/423/jGN5J9OQKBII3E6zCAhOWrw+Ggq6trVvubm0bIe7oRbWhxGhVY64cxfPd1XDeupXO9j97eXo4fPw4w7eQhlQImHsFaSgSDQWpra6mtrcVms3HRRRexa9eulAmQeHrkwYMHaWxsnLbfVTgcxuVycfz4cbxeLx6PB4PBQGVlJbt27SInJyclYxQsfZLRry1T8Hg8uN3uSU0dBIL5kJJv0eOPP87999/PihUr0Gq1XHTRRdx7770JC0cYS9E4m3hH++mYbpsvf/nLfO5zn0v82+PxUFFRcR5XIRAIUkk8pcjv9xOLxZAkCb1en5h8q6pKR0cHw8PDaLVa1qxZQ3V1dSInfSbSXWOULPSjIQqfPI37ygrc162e9apqKrBYLEltOpuJeDweTp8+TXV1NUVFRedtJXz291yr1WKz2ejt7aWuro7m5uYZ67lUVcXhcCQiS3GcTidOp5ONGzeSl5eHwWDAZrOJqJJg1uj1eoxG44Kfd6QvF78zi5isQVXipjsqY36fGtAoSJKKziCTW+rCap+5N1MgECAWi00wdRAI5ktKBNLatWt5/fXX8fv9eDweSktLufvuu1m9enWir8fAwAClpaWJfRwORyKqVFJSQiQSwel0josiORwOLrvssknPaTQa0/JDFwgEcydeQ3PixAkGBgYIhUJotVokSUpEP2KxWGJlXaPR0N3djc/nSxTmT4W5aYScl9rQj2aObW0ysO/tJrLCNus+SqliKdiGz4TP56OnpweXy4Xf7ycvL49Vq1bNWSTJskxnZ2fCYEKSJFasWIHH42FgYGBGcWQwGJAkidHR0QmvhcNhmpqaaG5uxmw2Y7PZWLt2LZdccolojCuYFdnZ2eTn53PmzJkFO2fX6RXIkRnmaqoWJQaRoI7BMyWAgkZSsRV6yC9zTrpLNBpldHQUWZZFBEmQFFL6LYr3LnE6nbz44ot897vfTYikl19+mW3btgEQiUR4/fXX+c53vgPA9u3b0ev1vPzyy9x1110A9Pf3c+rUKb773e+mcsgCgWABCAQCtLS00NnZOW16URxVVRkZGWHfvn3TrpAX/awWU/fM0aXFSs5LbWkVSGfXOy1lgsEge/bsITs7m5ycHLKyssjNzSUvL29Ox4lEIgwODtLX15cQOUNDQ7PaV5IkcnNzZ9xeVVUCgQCBQACPx0NWVhY7duwQk0TBjMRr2VKJ321hpCcPOaIjESGaMxKqAu7BXNyDdiz2ACVrHBO2GhkZwePxiCiqICmk5A764osvoqoq69evp7W1lS984QusX7+ej33sY2g0Gh588EG+9a1vUV1dTXV1Nd/61rewWCzce++9ANjtdv7yL/+Shx56iPz8fPLy8vj85z/Pli1b2L17dyqGLBAIFpBwOJxIG5oLPp9vypz50u8dQO/NPLvaZKIfDZH/m3pGPrAxLeefKQ16KREMBgkGg8iyTDQanVcjTYPBgF6vn5clvSRJRCKROVmqK4qC1+sVdRiCWZGKWsJ4+pwclUCVmJ8gmg6JgDuLjpNGKreMT6HW6XTo9fokn0+wXEnJHdTtdvPlL3+Znp4e8vLyeN/73sc//dM/Jb64X/ziFwkGg3zmM5/B6XSya9cuXnrppXHNB//93/8dnU7HXXfdRTAY5Prrr+exxx4TPZAEgiVAMBhManFw/m/ql7w4imOtH4Y0iSStVoter182kSQYq0kyGo3zalCs0+morKzEbrfPWSTl5+ej0+lwOidPKTqXuLFReXm5qMMQzIgsy7S0tCRMX84Xv9vCUFcBirwwwlyR9fQ0lVK+vh8Y+62tXbuW7OzsRG80SZJQFOW8aggFy5ek90HKFEQfJIEgc+nq6uJ3v/tdUuz4zU0j5P/6NFLmO3gnlbhpw0KSnZ1NRUUFg4ODjIyMLOi500l+fj533HHHvIx/QqEQTz31FM3NzXPaLy8vj3A4PG2UVa/XY7Va2bBhA8XFxZSUlGRc01tBZjI0NMQLL7xAR0fHeTd+HjhTRMCdnro3i91HyRoHdrud9773vRQVFdHc3IzD4SAWi5Gbm0tRURHl5eXidyFIbx8kgUAgmIn4Ct/5Ym4aofDJ00kY0eIjHaYN4XCY8vJyLr74Yo4fP05dXd2CnTudOJ1O2tvbKS0tnfMky+v1zjoKdDYej2faFKgVK1awc+dOioqKhCgSzAlZljl16lRSxFFPUymRgDlJI5s7AXcWA2fAWOPm0KFDWK1WGhsbCYVCyLJMQUEBa9asIS8vTyyWC+bE3HMGBAKB4DyQZZnW1tZ51XSci+2NzGxyuFDk/bYBc9PCRXJkWcbtdpOdnU1BQcGyqUlSFIXDhw/T0dEx57qNgYEBhoeH53zOmc7jcrkwmUxCHAnmzPDwMCdOnEhK5Cid4ihOwJ1Fy7FCDu1r59ChQ3g8nkT9nsPhoLm5OSnZCoLlhbirCgSCBcXj8SSte7tuYG4mD0sNraxQ+ORphu7ZtCCRJFVVGR0d5ciRIzQ1NaW0Ie10XGnsZ5POhfJ2AbiRGAoazBoZSQMhRcIojb3qV3T0KBbyNBFaY9nsDZdOf/Ap8Pl87Nmzhy1btrBp06ZZWWmHQiE6OjpS8j75/X5ee+01YrEY1dXVQiQJZkUoFOLkyZPn1U/N77bg6ChEVTKnJlyOGBg8U4K92DnBCnx0dJTW1lZKSkrE70Qwa8Q3RSAQLBihUIjOzs5ZWx1Ph7lpBK2yJEso50zer04zendqRZJGo8FkMtHf309XV9eCN4yt0rlZpfWzSTeKVTv9yvfZr9u0Mhu1HlRUSnQhLjOMffeiqoaAquO0nDNr0dTb24vL5cLj8XDppZcmVuAtFkti4hUKhRIr2O3t7XR0dMzjamfH8PAwdXV1lJSUjOsZKBBMhs/no7a2lvr6+jnvO9KXi2fIhqpoSHfyUfWGQqprilhdlY8910QoKPPH352iqd6BezAXe1YJt7y3msrVxdjtdlRVTThSCoEkmC3imyIQCBYEl8vFgQMHaGlpSYoLWt7TjUkY1dJAq5KySFJOTg4mkwmtVovH48HrXdg+U1U6N9cZ+8nXRlBR0czTNji+n/T27kaNipEoV2iH2KUbol3J5ng0j1bZPu1x/H4/9fX1hEIhotEoZrOZlStXsnbtWkKhEAcOHKCnpwefz4ff70+JlXKcWCzG8PAwPp9PCCTBtIRCIfbt28exY8emXdzwuy14h7ORo1qiYd1ZUaLMSKe98d0b+NBfXozb7ebYsWPUH+pk27Zt3PuXO/jaQ88D8ODfvguPz8Gf/vQn2tra0Gq1bN68mfe+972J3+NkQqm9vZ3XX3990vPecccd4je2zBACSSAQpJz4w/n48eNJMWco+lkt2lAsCSNbWuT9roHev7siacfLzs7muuuuIzs7m5aWFvbt25e0Y8/E2cIoznzF0UzotbBO62Wd3osnpuPF8IpphZLL5eLYsWPAmL12R0cHbW1tBAIB2traUiqKziUajRKLid+CYHqGhoY4ffr0pOJofDPXzC5Nr9lcwosvvsjNN9+MXq8nFovx9a9/nU98/P8AIEka8gutfOFL/8ipU6eoqakhHA7z8MMP8w//8A8cOnSIQCBAbm7uBJHU1tbGj370o3F/6+7uxuFwcNttty3YNQoyAyGQBAJBSpFlmY6ODpqampIijuyvtWPqXtgoxmJBG1Uo+7f9OG9bd96RJI1Gw4YNG6ioqODkyZOcPr1wboFXGvu5wnj+aZjzwaaV+YClc1ZCCSASieBwOHA4HEkbw1x6TZ3dn0mWZTweDz6fD61Wi91uR5Ik0QdGgMPhmGBU4HdbcPbnEAma0jSquRMMRNiyZQuHDx9my5Yt1NTUjHtdUVRGhvz8+Mc/Htc0tquri7Vr1/LLX/6S97///QSDwXG9NwGuv/56du/ePe5vV199Nbt27aKgoCB1FyXISMQdUyAQpAxZlmloaODgwYNJcxGyHhtIynGWKjpfNCnpdlarlU2bNhEIBGhqalqw1LoPWVpYqZtbU9VUEBdKb4YL523sMF/MZvOsBVI4HMbhcOD1eunt7aW/vx+3243BYCAnJ4cVK1ZQXl7OqlWrhEhahsiyTG9v7wRL/pG+XNyDiy9l7JnfnOT9H9qGNXsFRqNx0m2+87WX2b6rgnU1RQSDMpu3llBeXk5WVhahUIhYLEZWVhZvvfUWDQ0NfPzjHweY4MrZ0tLCG2+8wXPPPZfy6xJkHuJuKRAIUobT6eTo0aMMDg4m7ZhS8Pzrl5YD1tqB8xJIqqoiSRIajWbB3OruMHdkhDg6myuMQ+RJYZ4JVi7YOQOBwKy3DYVCvPbaa8iyPCHVbmhoiMHBQZxOJ7m5ueTl5SV7qIIMJr5A9cYbb4yzmve7LYtSHAEM9nl5+F/eoGZLCZsumHzhYrDPi6KorNuUx4kTJ9h/oJnHH3+cwsJC7r33Xjo6Orjwwgt57rnneOyxx/j4xz9OJBLBYDCMO85///d/U1ZWxk033bQQlybIMIRAEggESUOWZQKBALIso9Fo6OrqYmRkJKk1GZrza92xbDD0nl/EzmAwIEkSubm5rFmzBqfTSTCYWvFSrcu8XiUqKhv1HgqlRn7q37Aw55yjIJ2u6N7n8+FwOFL+2Qkyj0AgQH19PSMj43uljfQsfaGcX5hFR0cH733ve3G5XGi1Wh555BHy8/Opq6vD6/Xy0Y9+lOuvvx6Aw4cPs2nTJnJycoCxZ9ljjz3GX/zFX4jI6zJFfOoCgSApyLJMW1sbzc3NjI6OoigKXq8Xn8+XtHOYm0YyxEsp89H5othfa8d93ep57a/X6zEajZhMJnbt2kU0GuXgwYNJHuU73GHuQJ+BH27cGKJQG+GL2Sdokm0pjyYlswGvoihEo1G02szpWSNYGAKBAIODg+ME90hfLnLEMM1eS4PGkwPceNs19Pf3oygKzzzzDHfffTdarZbbbruNX//61+zcuZMVK1bw/PPPc/z4cTweD9deey0mk4kXXniB/v5+7r///nRfiiBNZLZdiUAgWHBCoRCDg4OMjo4mIj9nR4amwuv1JnpsdHR00NXVhdPpnHL7+WB7IzkNZpcLWYf65r2v2+2msbERWZbJyspi/fr1KVtJvcPcwUZ95kWPzkWrgY16D39jPUWVzp2y8yTbBc/r9Sal95hgceHz+calay7m1Lq5YM8109nu5G//7zN875uv8fSTJ3jPe97DTTfdxO9+9zvsdjs+n4/GxkYaGhpobm4mEonQ29uL3z/WfPzRRx/l6quvpqqqKs1XI0gXIoIkEAgSDA8Pc/jwYUZGRlBVlYqKClasWIHD4SASiZCdnc2qVasmtUj1+/2MjIwQCoVSNj6te2Gbky52pPD87Z/D4TC1tbWUlZUhSRInT55MiX31lcb+RSGOzsaiVfiApZP6aGqiScmu+wqHw+zfv5/S0lLhxrWM0Gg048w+nAM56RtMkrBYDdz7lztYu2789zi/wMbf//PN1J8Y4MZ3b8Bk1nOmeZjebhflq3JRVZW+vj42b94MwHve8x4qKyuBsX5i3//+93G73RiNRgYHB3nuued49NFHF/ryBBmEEEgCgQAYW2189dVXaW1tTUyEz5w5g16vT6T86HQ6SkpK2LFjB9XV1QmRJMsyg4ODKRVHAKpRC35h0jBbNED+b+oZ+cDGee3vdrvZu3cvo6OjSXMhPJeL9cMzb5ShbNR7yNK08L+B6qQeNxWmGCMjI9TX13PZZZeJmoplgiRJaLVaFGWscDMS1M+wR+Zz2dWruWhXCb/4xS8A8Hg8HD58mJ/97FHKy8u5/a53AXD//feze/duKisrOd3YyN9+5XHq6up4+OGHaTg1QMWqQv7f//t/PP7443R2dlJaWkpbWxt6vZ7HH38ci8XC+9///nReqiDNiLukQCAAxhridXR0TIgSnL0CGYlE6OzsRFGURI2KVqtFlmVOnjyZSE9IFYpJ3LLmirV+mEDTyLwc7XQ6HUNDQyn9XA2ahXHISxUrdUHuMHcsqMvdfIg7EkYiESGQljiyLON0Ouns7Bx/P1czsMhvjpgtegKBAE888QQAmzdvxuPx8MQTT7Bjxw7e9a4xgZSbm8s///M/093djdls5oorruCVV15hx46dfPerL/OZL1zJypUr2b59OzBWq7dixZh1eGtrK1/4whcwm80zjkeW5YQD3rm/q1AoxNDQENFolKKiIrKyspL8bghSibhLCgQCYMySezYRoFgsRkdHBz6fD1VVEyuUZ9vIpopY1tIvLk4F87X8NhgMKe1/9HFrI0n0I0gbYymCmS2S8vPzKS0tnWBlLFhaxM1yDh06RFdXVyIa6XdbWApl53WHe7jlPZvYs2fPpK831Q8y4vDzne/8C//2b+Ovt/PMKP/y9Vdoqnfw1p52PvnJT/LJT34Sp9NJV1dX4n73ox/9CBjLqphM1LhcLvr7+4lEIgwMDBAOh8nPz2fVqlWJhQi3283Jkyfp7+8HYPXq1Vx77bVCJC0ihEASCAT4fD5aW1vntM9CCKJz8V9UiqV5dMHPu9jReudeu2UymZLqQHguVxr7KdRGUnb8hSbTRVIkEkFRFDweDzabTUSRliiRSIT+/n76+/vHRY+c/TnpG1QS6e508eDHfktOnmXCa4qiMOwYi3Y/9qODrKzMxZ5rJhqN0dXuxDnyjmHFr//nGC/9oYGyaidhuR9VVYlGo3z/+9/HbrdjNBq59dZbJwia4eFhnn/+eXp7e4lE3rl/aTQaLBYLer2eWCyWWECEsehte3s7mzZtEgJpESHukALBMkeWZVpaWujszHyHuOD6fGIa0C7urKwFR+uZu0CKRCIpaxBbpXNzhXHpuapt1Hs4HXXTKtvTPZQJDA0N8fzzz1NWVsaFF17I2rVrhUhaYoRCIbxeL4FAYELfq2h48dcfxYlEYjgGpo9sh0MyLY3T32NcziCuw3rWbH3nPqcoCk6nE4vFQjgcRpblcbW2R44cob29fcKxVFWdMhVZURRCoVCiFkywOBB3R4FgGSPLMp2dnZw4cWLx3LwNWjgPd7bliDYwd2OLVH4fLtQv3SjghfrRpAkknU6XVOdAt9tNJBLBYrFQWlqKzWZL2rEF6cXlcnHkyBFGR0fp6upK93AWD6qWkb5c8svGt6QIBoMcOnQIn89HSUkJiqIQDAZpamqa12m0Wi1er5fBwUHsdjsmkykZoxekECGQBIIUEAqF8Pv9WK3WjL4RBgIBWltbk96vKJX4dpZh39ud7mEsKtQM075WTfLtwjOFfCk5VvSSJGE0GpNurR4MBselBgkWPz6fjz//+c80Nzejqirh8MTvoN4UJRIQzYInw++0ThBIqqrS3t5Of38/FouFWCyGRqPB5XLN6xzxz8hut1NVVcWuXbsyem4gEAJJIEg6oVCIU6dO4Xa7sdvtbN68OWNuhOc67oTDYXp7e3G7U9f0Mtm4r1uNbiSItX7x2kMvONq5OyGYTKYpJ1vni0mzdCOA+dpIUlztJCl1BfX5+flYLBNrOASLD5/Px759+zhx4sS025mzg0QCmfEcyjQUZfL7oyzL+Hy+pNVier1evF4vo6OjlJWVUV2d3PYAguQiBJJAkGTiDVMVRaGxsRFZlsnJycFoNGK329NWIO3z+WhubiYQCJCbm8vatWsJBoMpdSlLFSMf2Ij5m3uRYqIYaVbMs5bIbDanRCDZNEs7grFR72FU6WdvuHTex9BqtRPqSJJFLBbD6XQSjUbR6/VotVp0Oh0Wi2VcvYXH4yEYDKLVaolGo2g0GrRaLVqtFpvNljELP8uVUCjEsWPHZhRHAEHPzJbVyxVVWVh3v0AgwOHDhyktLRWmDRmMEEgCQZLRarWJPPBQKER7e3tiElJWVsbFF1/MmjVrFlQkhUIh9u3bx+nTp4nFYhiNRrq7u8nOzk5576JUEVyfL6JIs0QzjxS7cDicsu/oPAJamYu9GN31nwRLDkRDxA4/hXrmCFt1o+MEksFg4NZbb6W4uHjCIXw+Hy+//DIOhyPxt1QI0zi1tbU0NTURi8XQarXo9XqsViurVq2iurqa7OxsOjs7OXnyJCMjI8iyTDQaTdw7bDYbFRUVXHzxxWKCl0b8fj9OpzPRyHs6lpJJQ7JJRwpyV1cXp0+fZvv27cIsJUMRn4pAkGRisdi4/1UUJTHZOXPmDJFIBEmSqKysXLAbY1dXF3V1dYkVab/fz8GDB9Hr9eMawS4mRj6wEdM396IVUaSUoKrqrCZec+VKYz/SUhFIGgndrZ/ljE/Dn558losuuojLrv4LomeOTEgj3LhxIxs2bOC//uu/Jhzm1ltv5fLLL+epp55K+ZA9tmxaCwuJGI1jl6AoKFotqkaDrqcba28PeWYz5eEIkY6OCQsoPp8Pl8vF8PAwer2eHTt2iEhSmrBarRQVFc3KgVQjqRlXi5g5LHx/qHA4TGtrK9XV1eTl5S34+QUzIwSSQJBkrFYrdrt9UhcwRVHo6urihRde4JprrmHDhg0pF0mhUGicODqbxSqO4ox+YCOFT55O2fE1Oi22tWVIRj3etj5k/8yNdAEKdqwnu6qM0JCbwb0nUSKL8302Go1JT8HcuoQc7KSL3o1auIYP3XEZR48e5XOf+xxbN38ZPaCTxuzM4452JpOJUCjEAw88wK5du8Y5yG3bto3CwsKUjdNjy2agpJSIXgfaqQv1ZUnCDbijUdolDdKqlRjDYQqHhrB53vkexGIxvF4vdXV1eDweysvLKSwsxGq1jkvTE6QWk8nEtm3bUFWVl19+edpts/O9uAdzF2hki430KEefzzer5uyC9CDuYgJBkjGZTJSXl1NXV5eIIp3LyMgIp0+fZuXKlSm32h0dHR2XurOUCK7Px31lRdJd7arvv4V1H7+VvK1V6EwGACJuH89s/SS+zsEp98u9YA2XPvw3FF++OfE3X+cgh7/wIzp++0ZSxzgXFOPc3askSUqJgNanaTKSdHLL0F31Ef7t3/6NwsJCNmzYMO5lafNuPnDR7fglC42NjXg8nsRrjzzyCBdddFHi39FolGeeeSbpQxwoLmKkoAB1GlE0HYpOR1Cno8tqpWBwkJLB8feRkZERRkZGOHz4MDk5ORQWFlJUVERlZSWRSIRIJEJBQQFGoxFFUYS9cQowmUyUlZVhMBimdSfML3PiGcpGVcS0byLpCWkrioJeL1IfMxXxSxEIUkA0Gh1nz5uVlUU0Gk2k2mk0mpSkL51LKBTizJkz87YmXQy4r1sNkDSRZCrK5Yqffp4//OEPvPLFH1FXV0cgEODAgQOU3bCd5p8+P+l+lhUF3PzKv9LU28FHb76ZN998k9WrV/ONb3yD9/76a7x829/R8/zBpIxxroTWzn3lWKfTpaQ+LapKGFnsLnYadDd8hpaWFr7zne9w5MgR3vWud43bQnvVR3nxlT/T19fHJz7xCY4ePTrl0Q4cOMDp08mJhHps2fSXlBA1GCCJTnjDxcUMFxRiDgUnRJRgrA+Py+WipaWFgwcPoigKGo0Gs9mc+K+qqoqLL744rSLpXCfPpYBWq8VkMs1o327OChPwLI1rXgrEfwfxxRMRfc0sxCchECQJWZbxer24XC7q6+tRz3EOq6ysxOFwEAwGsdvt1NTUJM1qd7KHvs/no76+npaWlsXTBHaeuK9bTWSFjfzf1J+3s50xfyyi9/Of/5xYLEZ+fj579+4FQHPWhFNrNpJ/UTVKOMrw0WYu+Lt7ccdCXHPNNdx5550cO3aMl156ibvuuovnnnuOS/71r9ImkGI245z3sVgsKRHWdXIeV2in73Cf6Uhbb4bS9fzlNdfw1a9+lZUrV07YRmO08NRTT3Ho0CE+8YlPYDS+8xncdNNNuFwu1q9fz/3338/f/M3foCgKe/bsmfeYEsIoleJDKxG0WumyWsl2uVjVNfmixNmLQ3GbZI1GQyAQoLKykoqKitSNcRp8Ph9tbW1Eo1EKCgooLy9fEhNSk8k07vs1FdkFXgIe6wKMaHGhkdLzfMzOzmZgYIC+vj78fj9FRUVs3ryZnJyctIxHMJ7Ff2cQCDIAWZbp6Ojg5MmT9PX1MTw83l0tGo1SWVnJlVdeicfjITc3l4KCgqQ8nGVZpru7G4/Hk3CXkmWZEydO0N7evmxynIPr8xlJQk2Sr2OA0LCb3/72twD86le/4umnnx63jdZk4P0tP8dSVgBA51Nvkr+9mh89/jg6nY6f/OQnOE6f4f/+3//Lnj17+MEPfsDNzz9P9ppSvGf6z2t88yFcmTPnffR6PTqdLumNSveGS7ncMMQCBFBTg60I7VV/wSP/+Z9Eo1E+/elPo0bfcZyz2nOJGMyoniG++MUv4vV6URQFl8vFmjVr+Jd/+ReuvPJKAF588UW++MUv4vf7+du//VsOHDgwr9+rx5ZNV2Vlsq5wVnhzcuiEKUXSuaiqitPpZGBggNLS0gUXJnFL7JaWFkwmEz6fj7y8vJSnOC8ERqOR3NxchoamX3iw2gNY7D4CbuE8eDZ608I3rrZYLJSUlNDT00NzczNer5fm5mb6+/u55ZZbhDtkBrDw1h0CwRIkEonQ09NDe3s7TqdzwuuSJGE0GikuLqampoaSkpKkTRACgQBnzpyhu7ubM2fOEAgE8Pv9+Hw+cnNz0ev1if9d6gTX5zN0zybOp61FLBjmma2f5IUbvoBjf/2k2+RtrcJSVsAtt9zCV7/6VVa95wqyVhbz1ltvcf3116PT6Xj9xi/Te6qFG2+8kf3796MoCkWXbZr/wOZJNM9EcH3+nPfLzc2lqKgoBSNiUSfYaS+9i87uHv7+7/+en/70p2i1WjT68av3+k/8BPn1xygI9KLVavnNb37DsWPHiEajfOpTn8JoNGKxWPjqV7/Kgw8+yMMPP4xWq51348j+kpJkXNqc8ebk4LFlz3r7WCzGqVOnOHToEAMDA3g8nqQL8KlwOp10dnYSiURwu90p6zGVDiwWC1VVVbOKIpWscbC4f4HJJ7fEteDnLC4uZvXq1QQCAdxuN7FYjHA4TEdHBz09PQs+HsFERARJIEgCkUiElpaWKR2/dDodPp+PSCSS9JXTQCBAe3s7gUAAi8XCpk2byMnJwW63MzAwQEFBAWazmZ6eHoaHh5d8RCm4Pp+RuzadVyQp0DdMoG+Y6BfvmfT1ePRDluVxRhxNTU3cdNNNRH1BQkMuImcclJaW4nK5cDgcZK2a2AMn1bhuXDuv/QwGA7m5ucRiMYaGhpKaphlRJHTaxZn2qcldwcvPvUwoFOLuu+9O/L2lpYX+/n5efPFFjh8/DtkF+Prb6VUCDA4O4naPRSUdDgeRSASz2UxhYSEXXXQR//Zv/5b4/c6F8zVhSAZdK1eysqtrQk3SlNt3ddHf309dXR12u53y8nIuvPDCOacVybJMIBAAZq7diNdixpvjWiwWSktLk5binG50Oh2VlZWUl5fT2dk5o+i0F3uEo93b2IudWO2BBT+vLMsMDQ3h8XjGpeMHAgEaGhqorKwUhiZpRggkgSAJjI6OMjo6tX2x1+ultbWVLVu2JP2h7PV68fl8xGIxfD4fXV1dqKqaiGqFQiH0ej0WiwWz2bzkBRK8E0nK+20DWjn5E/GRujbcg8MJa92Ix4/BZiUSiWAymYiFxoql1UAEc8FYB/tIJIJkWNgoXrgsa17RI4DTp08nHtx6vR6DwZC0704YLZbF6mbnd3HDDTfwy1/+ctyfH3jgAbZv385f/MVfAKC/5mOUyTKlqoqqqnR0dLBu3TrC4TBdXV3odDpKSkp44403qKiowGq1zslSvW3NaoKZkIYjSXRVVk7qcjcV0WiUoaEhhoaGaG1tpb+/n5tvvnnWIsnn83Hq1Cn6+/uxWCysXbt2XF85WZZxOp0MDw8TCAQYGRnh5MmThEIhNBoNJpMJt9vN8PBw0lKd043RaGTFihUEg0H6+vqm3Ta/zIl7MId0ubdlBgrFaxxpEUcA3d3dDA0NTXpP7e/vx+l0UlpaOsmegoVi8d8VBIIMIC5IpmNwcJCenp6kF2BqNBpkWSYcDqOqKocOHeLgwYOJiFUct9uN0WhMSV1JJhJcn8/o+2tS0icpFgzzh6qPUnDxBpRwBCUa492HHiEvLw+n04khJws0Goz5NkZH2wDIyclh0JN8V7jp8Fy1at77nr2qGY1GJ5iOnA+n5ZxFa9Qgv/ULKna8h5UXlI/9wWhFWlHD3//931NdXc0dd9yB/NYv0V1+L3/1V3/FoUOHOHHiBOvWreOnP/0pHR0d7NixA1VV+c53vsOPf/xjfvCDHxAOh2lpaZnx/B5bNo7CQkLWzCq2Hy4uxhIMzjqSdDatra3U1tZy6aWXYjKZEqYziqLg8XiIxWJjCw+xGKOjo5w6dSqRLme1WgkEAtjtdgoLCwmFQjQ2NnLo0CGGhoaIxWITvrvDw8O8+eabNDU1ceWVV1JdXb3oRZLFYqGyshKNRoPH48Hn8027vaSTUeSln3Y9FRZ7IG3iKM5UC06xWGxZPKMzncV9RxAI0kwoFEr0GZppAhmfAFVVVSU1dC5J0rgb6sjIyKTbKYpCMBhcEHvxTCEeScp9rgWdb3oBey65m1djsFvhrMBg1uoSLCsKCPQOs/GB91Jx26XEwhGa/us5opEIF198MSdOnEDSaal41yUU7FxP/b8/y4YNG7DZbIzUtib5CqfGfWXFvKNHk5FMgbQ3XMrF+mGMUvKOuWCM9hJ76YeJf2qK1iB96F+4+uqrqampwTM6jOnQ71AvvZsLLrgAs9mc2HbNmjX8/ve/58knn0SWZbZs2cKvf/1r3v/+9/Piiy/O2HcqYcaQxM8imQwVFs5LIMVisbG0RKC6upqhoSFGRkYYHh5meHg4EZmNp9XF2yXA2MJPX18f9fX1rF69moaGBpqbm6eN6MM7rqMDAwOsWrVq0QsknU5HRUUF+fn5RKNRDh48OGUfPoDClSMMnklP7Vq6kXTRt2uxMguNRoPNZqOsrAxrhi2ALEcW9x1BIEgjoVCIgwcPcvLkSVwu16wmkC6XC4/Hk1SBFAqF5tTQM5kT3cVAcH0+wfX52F9rn3WvpKv/9yus+eB1Y/9oP574+wVf+iAXfOmDHPvqf3PRP3yM3/zmN5SWlrLze5+h50gDN910Ez/60Y9oampi9x++SSgU4oknnuCWW25BicoMHWxIxSVOwH1lRaI/VLKIC/FkcThawBXGxRlFOht1qAOlr5Ef/vCHqEoM5dDviQHK8Rd44IEHgLG6m/3793PLLbfw/PPj+2gNDQ3x9NNPc+LEiRnP1R23x87QRY7gedzX3G43e/fuTaTCndtLbrr0Q51Ol3ARnWqBaDIMBgMlJSUYDIZ5jzvTCIfD+P3+Ge/zVnsAe7Fz2dUi6QxhVm7qTfcwJqDVatm2bRu5ubkUFxcvCXfFxY4QSIJljyzLeDyeRK1O3GFqphXF4eFh6urqZt0rRq/XYzKZku4mpyjKku9zlAzivZJyXjqDfnR6B6uVd17Ot771LZ588snE57tt2zY0Gg0//elP2fDRmwD42te+xlVXXcVl//FDuv/2BW772Rd473vfy65du7j77rt5/fXXAfjKV77CmSdeQ/anvv5LzjKkRBzNRYTPhr3hUi41DKHNzLn+7FEV5F99Bcw2iMkQGUvbie35GaE3n+SR0AUJM4HGxkbsdjs5OTlIkoTL5ZrU9fJcPLZsesvK0mrGMCvOszFt3Ap8rvh8PoaHh2edliRJEmVlZVx33XVUVFSkJXoUCoXweDxEIhH8fj+SJFFaWjpve2dZljlz5gx1dXW0trbO6pmQXzb2Xi8XkWSwBClfv/BtFmZDPAtkzZo1S6YubrEjPgHBskaWZRobG6mtrcXj8aDX66moqKC6unpc0e9k+w0MDOB2u2c8R7wposlkYuvWrWRnz2yL6/P5GBkZwWKxkJubO+PNcrlFheZLPJpkbhoh73cNaKOTTyJCDhc333zzpLbLlZWVOPe1YFtbxve+9z0KCwsJDjppe/xlCm/cxq9//WteeeUV3nrrLb785S/zwQ9+kEBrP4ce+s9UXx4AztvmZxU9Han6frkUA/nauaU+ZixBz4Q/aSKBhDjSaDQYjUbcbves7htx0tHjaN6kYaEm7hA6GVarlby8vEQtk0ajITc3l6qqqrQ25IxnHzQ3N+N0OpFlGYPBQFVVFbt37yYrK4tQKJQo4s/OzsZoNKLVahOLd3EjiqGhISKRCEajkePHj9Pf3z+nxYzlIpIyWRzFOX78OH6/n+3bt2O1WjEajbNesBUkH/GOC5Y1TqeT/fv3j3P98fl8qKpKUVHRpGFuWZbp7OykoaFhxoljfn4+119/fSJyZLPZZhWZeuWVVxgZGcFoNLJq1SpWrVpFQUHBhP1lWaa3N/PSBTKd4Pp8ev/uCuyvtZN1qA9teHzq2Jt/+S/U/J87KcqeaHLg/MNh6r7+c/peOcrmd11CrDvEm1/+F1BVDnz4O/T/7i22/M37uOwT/5fwsJvjX/kZDY/8gVgwPOFYySSmkxh9f01S645gLPUjmal1Z/NauJQPWDpTcuxM4OxMuKysLDZu3Mjg4CDDw8MEg8FZva9d8bS6xUAaUv+mihoVFxezY8cOcnNz0b4deZMkiaysrFndh1PJ4OAgR48eHZc2GI1GaWxspKioiOLiYpqammhqaiIajWI0GrHZbOTk5LBq1SrMZjMjIyO0tLTQ3d2NqqqYzWZUVZ3xO5Wbm4vRaMTr9eL3j5nG5Jc5MVnDODoKUJV0vS8xxlpzJuM7pAIaNJKMVqdgzfUnhGAmo6oqra2t9PT0oNVqsVqtlJSUsGbNGtatWydsvxcYIZAEyxqv14vH45nwt4GBgXGFwGcTCARoa2vD4Zi+yFOSJLZs2cKKFStm/TAOhUK89dZbNDc3J8RXb28vtbW1lJeXs337dtauXZs4XiAQmLF7umBq3Netxn3davJ/U4+1fjjx9/7Xaul/rXbafRsfeYbGR56Z8PfOp96k86k3kz7WmUiFOAJSaurRKtvxxHTYtEvTsenshLN4I9jt27fj9/s5efIkx44dm3b/tjWrIdPT6s4mDQJpMgEvSRJ6vZ7a2loURcFms7FmzRpWrVpFLBZjZGQEu92etgmnw+GYEPVasWIF27dvZ8WKFRQUFLB27Vp27tzJ448/jsvlIhgMUlNTQ1VVVWLh7oorrmB0dJQ9e/Zw8uTJac+5bds2Lr/8cvLz37lHDA0N8dxzz9HV1YXVHmD1hV10nKxYIHc7BUkXw2SNkJ3vTTjK+d0WnAM5REM6QINWFyMmS6iKlpnFk4LBEsZsDWPKDqXdpW4+qKqaaGLs8/lwOp0MDAwQi8XYsmWLiCQtIOKdFixrsrOzMZvNEx5W5xYIn0swGJyxJ4zZbEan0xEKhWadV+7xeOjv758QmQoGg3R2dqIoCtFolPz8/IS1eKpW95cTIx/YSKBpBOuxfvTDAfSji6tXVLId684m1XazL4ZXLNko0tkJZ7Is09XVRVlZGRaLhYKCAvR6/ZTpUAPFRZnR52guLHCqb9z169y6JUVR6OnpSfzb4XDQ1dWVuCcbjUaqq6vZuXNn0kRS3JrcYDDMKiX67Hu8Tqfjvvvu48yZMzz99NPU1tbi8/l45JFHqKmp4eDBg9xwww2sXr2aRx99lFdffZWBgQHKy8v58Ic/zPve9z5ycnLYu3fvpOe744472LJlC0899RQ/+clPGBoaYs2aNXz5y1/m2muv5X/+538S21Zu6WbgTBEBtxlIpjifXBCdi3Ua+22/24J3OAtZ1oGqosS0KIqETh8lt9S9KAXRTEQiERwOB3V1dZSWllJSsjydB9OBEEiCZU1ubi7r16+fEIXJycmZ8sEZiURwu90zThz9fj9vvfUWDoeDG264YVYiKRgMTunWFIlEaGtro7e3F6PRiEajQaPRzNjvYjYsl95I0xGvTwIwN42Q81LbohBKqXCsW0haZTtvhguXhKPdBM5SSNFoFKfTSUtLC8FgEFmWpxVHw8XFCzTI5KFZ4Boki8XCddddR2NjI52dnVPeCxVFIRQKjVvU8nq9rFy5ksok1HfFey8NDg6Sk5PDpk2bJtzv43Wlk9VMmc1mjEYjn/vc52hra6OgoID9+/fz/e9/P5EemJ2dzZ49e/jpT3/KPffcQ2VlJceOHeOee+7hn/7pn/jsZz/L4cOHCYVCWCyWhGDbvHkzF154IR/60Id49dVX+T//5/9QVVVFQ0MD3d3dkzYjjVtgj/Tl4hnKRlU0zFcsaSSZosrhpIiX6cTTUkZVVQYHBzl+/Pi0cxNBchECSbCsiD80JElCURQMBgOrVq3i6NGjibB2VlYWlZWVk5opuFwuXnnlFdrb22d1vmAwSGtrK5s2bWLdunVTbufz+ejq6qKuri5R1D0V5z7ok8FyF0fncraZg+2NTgwDPjQZZhSo6CVG3peatLqFZm+4lO36EcxShr3J54nmrBw7RVHo6uqa0aDBY8telOIIklM9MhckSUKj0VBaWsrw8PCcFot8Pt+czDKmIhQKceTIEQ4ePEgoFEKn09Hb28tVV11FQUFB4lyvvvoqnZ2dRKPRCeOM93Z6+umnMRqNvPDCC9xyyy3jtnG73dxwww3ceeedhEIh+vr6uO+++1AUhf/v//v/+NKXvsT69eu54oorKCgoIBaL8dprr7F+/Xqef/55fvWrX3Hy5Ek2btw47rhTRZ1grDYpXrsTT32TIzqUmAZUibFaHxj75FU0kkL8W6A3RpZsVCcdRKNRHA4HfX19ZGdnE4lE0Gq1RKNRYrFYomYp3fV1S4k5v4tvvPEG//Iv/8LRo0fp7+/nqaee4s4770y8rqoq3/jGN/iv//ovnE4nu3bt4uGHH2bTpk2JbcLhMJ///Od54oknCAaDXH/99TzyyCOUl5cntnE6nTzwwAP84Q9/AOD222/nP/7jP9LmOiNY/MiyTEdHBw6HIyGGNBrNBNttm81GVlYWsiyPu9GEQqFE9/W5EAwGp6xngjHR9fLLL9PS0pJ0K2XB+XG2UCp88nS6hzOOpSKO4owqRlZI09uvLzaiyjuSQaPRzGpCPlAycUVfMDmqqlJXV0dPT8+cF43ixgZzJRQKJTIIXC4XPT09nDp1KiF6ZFnm9OnTOJ1OduzYgdFopL+/n/r6ek6Hihgg/ptViaEDVBRFou1nh7hgVR43XrBi3Pna1HIOKJsIvX6cW992tjt9+jQajYYHH3yQ8vLyxPNs7dq1FBQU8MEPfpA777yT22+/HaPRyDe+8Q1uvvlm1q1bx+nTp7HZbFRUVOD3+zlw4MCsrnu5Rm8yBVVVcbvdvPXWW4k5hSzLiTYfkiSRm5tLRUUFK1euJC8vTzjgnSdzftf8fj8XXnghH/vYx3jf+9434fXvfve7fO973+Oxxx5j3bp1fPOb3+SGG26gqakpsSL/4IMP8uyzz/Lkk0+Sn5/PQw89xG233cbRo0cT4eR7772Xnp4eXnjhBQA++clPct999/Hss8+ez/UKljFOp5Njx44xMjKCy+UiFotNWr8zPDzMa6+9RltbGzt37kz0JBgYGKC5uXnO51VVlYGBAbKzsxPdsRVFwW63A3DkyBGampoyqpYoHmETjBFcn8/QPZvIeakNrTOElCZXdUWrIVqShefKlUtKHAHsixTxAd3SqkVSzoqpRCLT25l7bNn0rFiBkuQ+aQuJMbxwlu06nQ69Xk97e/u87p0mk2nODWJdLheHDh2ir6+P0dFRAoHApOceiNk50mXht10tRNERQ4vMBSjTTLmaBwI0DwTYumr87zqGhIds3vBm8+YrHlbhpFpSuPPOO9FqtTz66KOJudjAwABbtmzh+eefZ+PGjQkBuHfvXmpqaqiursbpdOL1ernqqqv45S9/yXve8x7+93//d07vg2DhkSQJp9M5bSNkn89Hd3c3hw8fJjc3NyGE169fTywWIxKJoNfryc/PF2l6s2DOAumWW26ZEPqNo6oq3//+9/nKV77Ce9/7XgD+53/+h+LiYn75y1/yqU99CrfbzaOPPsrjjz/O7t27AfjFL35BRUUFr7zyCjfddBMNDQ288MILHDhwgF27dgHwk5/8hEsvvZSmpibWr18/3+sVLFNkWaa1tZUzZ85MG82BsYnM6Ogoo6Oj9Pb2Ul1dTUVFBYcPH562m/t0HDx4kNraWrKzsxOpfeXl5ZhMJk6dOpVR4gjGBJyoSxrP2TVK9tfasZx0IHkjaGMLo5ZCFdk47t+2IOdKB62yHY+ixSZl1m/hfJA0s/tuLNaao3MpHJre2TOZGAwG3G73vBdyJElKNOecjbmCz+fjjTfeoLGxMRGxaVHKGaCAGBpiaFEBBYnx/oXJQ0FHO+W89+Zr2bKlknvvvZdIJMJ3v/tdTpw4QWNjIzfccAMOhyPh7qfVanG73fzhD3/gl7/8Jffccw+9vb1cd911PPjgg/zqV78iLy+P0dHRlIxZkBzmMkeIp+M5HA7a29s5fvw4qqom6tPKy8u59NJLKV4C95xUktS4W3t7OwMDA9x4442JvxmNRq6++mr27dvHpz71KY4ePUo0Gh23TVlZGZs3b2bfvn3cdNNN7N+/H7vdnhBHAJdccgl2u519+/ZNKpDC4fC4ie+51s2C5UsoFKKzs5Pjx4/PKI7OJX6TOV+xEIvFCAaDiQcrQF9f37QuVulGiKOpiduDw5ihg7V2AOMZ55SNZ88HRS/hvWRFyowYMila+GKofEk52kUZS3s512UtjseWTU95OcpSSIGJxbB55reANB9mqtWcCb/fn0iFCwaDFBcXs2bNmklFksvl4uDBg7x6oofm6BpCGIiiQ02qy9vseODm9dx58Uo+9alP8eabb/LGG2+gKAp/+tOfCIVC/OhHP2LlypWJOdE999xDdnY2ZWVlfPCDH+TAgQNs2bKFBx54gM9//vNEo1FWr14tBNISJRaLjftsg8FgIovmzjvvFGUr05DUu/LAwADABFVaXFxMZ2dnYhuDwUBubu6EbeL7DwwMUFRUNOH4RUVFiW3O5dvf/jbf+MY3zvsaBEuLUCjE4cOHOXHiBMPDwzPvMAWpEguZKo4Es+fcyFLWoV604eQIjoWIGmWKOIKl52jXQAmSNDGa4LFlM1RYSPDtlNulgCnJxjFTkazGxaqqUltbS319PXq9nuzsbIaGhigtLU2UA0QiESKRCL98+Qh7evUEWHve550Og05Cp5U4exnPqNOi02qQYyr/58Z13HXJKj7zmc/w7LPP8sYbb1BcWsb//PfPEjVYZWVllJWVEYlEqK+vB+Ciiy5KpGYdO3aMFStWkJeXlxBR59bhCpY+vb299PT0CIE0DSlZtjq3saCqqjM2Gzx3m8m2n+44X/7yl/nc5z6X+LfH46FiMXUgF6QEp9NJQ0ODWB0TLAjxyNKYTfgZtO4QKCrxTKup7oIxaeyep2o0KDYj0UIL/m0lS67OaDbsDZdyiX4IXWqylBaMmAInLDXI50Stl0o63bkULVDD6mSnI8dFgs/nSyzg2mw2tFot4XCYWm8OzZHUf14fumI1n7i2Cr1O4oWOd/7+8euquPvSVRzvdHL5+kL++q//mt/97nfs2bMn4Yz6mc98htHRUV566SVuv/129u/fz4oVKygqKqK/v5/du3fzpS99CbfbzSc/+Ul0Oh1//vOf2bx5M1ar9bwWDwWLE1mWx2W0CCaSVIEUb2A1MDAwzlvf4XAkokolJSVEIhGcTue4KJLD4eCyyy5LbDM4ODjh+ENDQ1PmTBqNRoxGY9KuRbA0CIfD+P3+jFolFyx9zo4qnU3cNlzrDoNGg6rTENhStKj7GKWCkKoli8VdiyQz1qfM7/cn/raYLbynRFVZ2dm5oOl1qUJVVcLhMENDQzjUXHrUQobJW5Bzv3/nSn77m1/x1FNP0d/fD8D999+P0Wjk85//PFfs3MmvfvUrHn74YbZu3crXv/71cfs//vjj7Ny5E4Cbb76Zz3/+8/z1X/81R48e5SMf+Qg/+tGPuOaaa7j33nupr6/n8ccf58knn8Tv93PmzJkFuUZBZjE6OjrBrVfwDkl9V1avXk1JSQkvv/wy27aNpYVEIhFef/11vvOd7wCwfft29Ho9L7/8MnfddRcA/f39nDp1iu9+97sAXHrppbjdbg4dOpT4wR88eBC3250QUQLBbDAYDGRlZeH1esd1LhcI0sFUwkkwnjo5jyu0izvNblRjIRqNjkvPdeYuzGR7Icl2uxdcHKW6dtOh5lKnruedPj+pJyIrlJSUsGXLFrZs2TKuTttmswGwbt06/uEf/mHS/SVJStRlfeUrX+GSSy4hHA5z4MABqqqq2LdvH48++uhYWl5xMQcPHmTbtm385je/EQuIi4RkGidptVpUVSUSiQiBNAUadY6zRp/PR2trKwDbtm3je9/7Htdeey15eXmsXLmS73znO3z729/mv//7v6muruZb3/oWe/bsGWfz/elPf5rnnnuOxx57jLy8PD7/+c8zMjIyzub7lltuoa+vjx//+MfAmM33qlWrZm3z7fF4sNvtuN3uxM1FsPwIhULs37+furq6pBp3rGvopax3FElR0EVjaFUVVR1LoYrqtEQNWgyRsRuZRlHRKiqqBjw2C63rSnGU5CRtLKlEo9EIYSlIC1/MOoF2EafZ/UmziTr3O0X8nSsr8NrtMEO6+WLC7POx9szsmmanEovFgslkwufzzWinPhv2KhcQxJKEkc2e6zYVc/81VZgNE40fRrxhXqsf4IYtpeRYJrcmb+53c+DZn3PzzTcnTBr+/Oc/09TUhE6n49JLL2Xnzp1kZWURi8VobW3lrbfeoru7O9WXJkgSBoMhKd9vgIKCAq699lrWrVu3rATSXLTBnAXSnj17uPbaayf8/aMf/SiPPfZYolHsj3/843GNYjdv3pzYNhQK8YUvfIFf/vKX4xrFnl0zNDo6OqFR7A9/+MNZF5QJgSSI4/P5aGhooKGhgY6OjjlN+ONCSNWANqaMiR6V8/YuChl0dK8soLlmxcwbp5FMcjgTLC8+YmlhhW7x5cirqLSTz6887zQ+b66uIjKPpqSZTMHgICWDC2frPR1msxmbzcbQ0NB536/eiR4tPrZqmijSTO6YGF/sMhgMiQajgsVDPHiQjBq8rKwsbrjhBjZu3LisxBGkWCAtFoRAEpyNLMsMDQ3x2muvzaqxYNGAiwtq2zHKqX2IBI06Tl2watFElASChaJK5160lt+/C66mOTqWMbEUTRkySRzB2OS/vLycvr6+855AvqLsmLahayZjw8sl0ul0D0OQ4ZSWlvL+97+fvLyll/I7E3PRBovzLiAQzBGdTofZbMZqtSYaBE7GtiNtFPe7Fqy7hTksc/HhNkZyrbhzrIwUZAuxJBAwZvldH7WxUb+4etp5FR0tso14/cpIQUF6B5RkzD5fRokjGLu/FxcX4/P5puw5NRvqlKpFK44AvAucFihILSaTKWHfnkxKS0tF4GAWLN47gUAwB+L9kJqamiYt7l2oiNFU5Dv95Dl9rGl30FJVkvGpdwLBQvBMsJJq3Qn0i6hs53WqEmm8A8VFqNqFbyY6EwZJotiahUYDvV4vsUkSScw6HYUWC4qq0uP1gqKQ7fGwqmvymhWDwUBJSQk2mw1ZlhkdHcXhWBghFY1Gqa2tnbTn1GxxqLk4WNxiVp2ykYBgMaHRaNDpdCkRRzDWd3S5pdbNB/EOCZYFfr8fp9M5ad510YCLiw+3pWFU49G8/XCrbh1rhixEkkAAByOLp3Fso2ynVbUDwYxLrZOA96zfwCUryqjItqF9W0w4/H4efOVlooqCSafjgzUb2VpcTNnbpkoAJx2D/P4/fzTlsd/1rndx0UUXTRAofX19PP/88/T29qbkms4mFoudV3rdGbUsiaNJFxItSjnVUs+kr6ba/U+QHFRVTenn5Pf7hb33LFjEHkECwczIskwgEMBoNFJUVITBMNEBqOZ05rn4VLcOsO1I+kWbQJBu9oZLiS6CevL6qI09xq0Eg8GM7He0Ib+AezZu5LXf/Z5P/9Vfcdlll/He976XIquVtW/3JLyqooJrV6zgNz/7GR/5yEfYuXMnDz30EFuKijGZTJMeNzs7mx07dvDtb3+bzZs3k5WVRVFRETfddBNdXV185CMfwW63L+SljmOmJvVxlkp6Wi9FU74mjBkEAC0tLXR0dCTNMnypIgSSYMkSCoU4deoUe/fupb6+npqaGi6//HJWrHgnMrOuoZesQHJsM5NNWb+LG58/xvaDrRQNuNI9HIEgbRyMFqZ7CNPyZriQZ4KVifqXvrLMi0bYjGOLQ//5n/+J1+tFr9dz6tQpgERils1gxOVy8eijj6LVavH7/bS1jS3UnC00srOzWblyJTk5OYmokc1m4+///u/Zs2cPTz75JAaDgeuuuw6Xy8Ull1yycBd6Dnq9fsZtHGou6oJVnqYWeZppXSwWE1EDAW63m8HBwaRZhi9VxC9FsCSRZZlTp07x5ptv4vf70ev1bN26lcsuu4yCggKeffZZPB4PlWcG0z3UadHHVEocbkocbg5fvHZRGjhoNBq0Wi2KoogVTMG82BsuJU8KZ6Rhw4FoKXvD7wg4jy0beZJIdbrp9HiIxmIcPnwYgK997Ws88cQT47Zpczm5e+NGTpw4AcAHPvCBCak+a9as4UMf+lBCGD311FM0Nzfzmc98hs7OTkZGRrj88svZvn07OTk5vPbaa+zatWsBrnAiOp2OrKwsnE7ntO0dlkZ63Rgz1SElwyZasLiRJAmz2TxpRo3gHUQESbBkkGUZj8fD0NAQ7e3tNDQ04PF4kGWZYDBIfX09Z86cwWg0snLlSooGXOiUxeNyf0Ft+hsyzhWr1cqmTZu44YYb2LFjB0ajMd1DEixSnglW8mY4cyJJnpiO34fWcFi7etzfezMwegTQ7/Px0Guv8vW9b+AOT178XTs4yBdee5V/euutKY+zdu1azpw5w7p169i3bx9VVVU88cQTPPHEE5SUlHDxxRdjNBqpr68HYOPGjUlt0j0XcnNzMZlMM/a+CzB5+uBiREVLi1I+9euqikajOS9DC0Fy0el0C/p5rF27dtk1iJ0P4t0RLAlkWaanp4fW1la6urrw+Xz4/f5xD0a3280rr7wytqrY1psRxgxzwSgr7P5TLSe2rV40kSRVVZFlmZMnT+J0OgmHw+kekmARszdcCpB20wZ3TMcj/o2YTCaUs9JUOldWEMvgVdl+n49+n4/YNAtDHW435aPtcPnlk74ebzgajUZRFCWRerdt2zYaGhr4t3/7N0ZHRzl9+jQ/+9nPuOCCC3j88cdTcj1TodVqyc/PR1VVRkZGZtx+urS0xUg75dhV/5RNY1VVxWq1EovFCAYXXzPmpYbVasXn8yXlWAaDYVqTh+rqaq655hqysrKScr6ljBBIgkVJ3HwBwGKxEIlE6O/vp6WlZVprWa/XC8Ca1r4FGWeyMcoKFx9uWzRW4BqNhsbGxnQPQ7CE2BsupT9m4TpjP/nahc+h75LN/G+gGoBwODxuEca7FHqLKApFjqkFaFtbG7t27aK9fSyi/cwzzwBj9+Ts7Gw2btzI0NAQJ0+e5JlnnuGee+5h5cqVnDlzJuVDt1qtWCwW/H4/w8PDc0jpXVoCCaBJrZhSIAH4fD60Wi0Gg+G8HQAF88dgMKDX65Py/l9wwQVs2bIFRVFoamqiv7+fYDCIqqpIkkRubi7XXnstOTk55z/wZYAQSIKMQpZlIpEIiqLg9/uRJAmdTodWq8VisSR6AzQ3N3PmzBlkWaayspLKykq6u7sZGprdynL+UObVMsyF6tYBXLnWjI8k+f3+dA9BsARple20ynbuMHcsaF3Sm+HCRBQLGCeOBoqLYBmkLbW1tfGDH/yA3NxcvF5vIkJz4MABbrzxRj796U+Tm5vL3/3d37Fu3Tp+8pOf8JGPfIQ9e/akfGxarZaRkZF51DoqsERMGuIEseBQc6cVSWcLo3hkULCwKIoyqyjnbCgtLaWqqgqAlStXMjIywsjICENDQ8iyzOrVqykszJw05UxHCCRBxhAKhWhsbGRgYACn00kwGCQajWKxWMjKyqK4uJjS0lLa2tpoaGjA5XKhqiodHR1ceOGFDA0NzeoGXzTgQr+Iao+mouZ0d8YLJMHiJtMnTc8EK4HUi6SAIvHHUAWt8tR21c68vJSOIRlIGg2Vdju6c4Tcimwb3V4vvkgEg05H2SR1VKWlpXR3dyfc6fLy8vB4POzZs4ctW7agqip/+tOfcLlc7NixgxtvvJG1a9fS2NhI9lk9lVJJPO1v7ixNYXtCXctuzZFZbWu321EUhUgkkrIGpYLxaDSapFptn32vNplMrFixguLi4nHZNqLuaPaId0qQEcTrVPbu3YvP55swKZMkicbGRjQazYQ6Fr/fT3Nzc+ImMBM19ZM30VtsZAUirGvoXRSpdoLFiSRJGZ9680ywktNRN9cZ+7FLESRAml3rmxkZiRl4LVw6rTCKE8vw6JEG+OdrrmX1JOk1n9q2jfsvuIB/2vcWn9u5C9skZir33XcfwWCQ2tpaKioq+O1vf8utt97K/fffj06nw+VycdVVVyW2r62t5fTp03z2s59N2J+nEkmSzqOeRoUZ3N8WIwo69ijbuEaqnXY7SZIStWRarRadTid65KQYk8mUdCGq1U6Mgup0OmxLIfU3DQiBJMgIPB4PJ0+eTNQInUt8ZWsqnE7nrFcOzf6lYxSQyal2ZrNZFAAvcgwGw6L4DOMpd3GuNPazXT+CnrF7gubt/6OqoNEwbj6sAaKKhjBaJI1KWNUyohg5Hs2blTCSJAlXlhUmmZxkEgUWC6tzcvj4xz/OoUOHGBgYwOVyccEFFwDw5z//mbtrNmIzGrn22msZGRmhs7MTVVW54IILsNvt7N27lw0bNtDf388nP/lJXn75ZXbv3o3H46G8vJxLL72U0tJSBgcHef3117n++uu5++67ee2111J+ffNtITDm+JbZ4vZ8iGCkRSmnWpp6YVBRlAURsYJ3SEWUbqpmzoL5IQSSICMIBoPnVa8y21XuogHXEss0h4qu4YwUSFardVFMrgWTk6zC4XSwN1w6rlYoGRgMBsrKynA6nQnHKa1WSyQSwZmbm9RzpYJANIqsKHz4wx/mpptumvC61Wqlu7eXmoICPvvZz06I1Md7pgwODlJeXs6vf/1rtmzZwtDQEAUFBezbt499+/YxMDDAtm3b+Od//me2b99Oa2trovdSJtJPQbqHkHI6KZ3U1U5EipYOdrud3HPuQ/HWJ36/H61WS15enhBRc0AIJMGcONc9Lhn5rLIsoyjKgjQt23yiM+XnWGhyRyaPuqWbqaKBgsznbCtnwRh6vZ7c3NxENDsYDCYEZHgR9PfyR6M8fPQoV27YQE5NzYTXX+ruYv+LL6JZv4GNGzdOeoxXX32Vo0ePcs0117Bt2zZ6e3t5/fXXKSoqYtOmTdx1110JV9He3l5+97vfJfohTYckSVNGgLRa7YxC/XzSlQxECS2hPkiToaClTl3PVprGiSRVVYVIShFGoxFFURbkHpqdnc22bdvGGTD4fD6OHz9OY2MjXq8XnU7HypUr2bp1K1qtFrPZjM1mEzVJ06BRM7kC9zzweDzY7XbcbrfIv0wSPp+PhoYGBgcHMRgMrFmzhsrKyvP6gcmyTFtbG42NjbS2tiatF8BkrGvopbp1IGXHTxcK8Kd3b0/3MCZlNpMbQXqI56vHm0aaTKZExE+SJNGz6hz0ej0lJSX4fL4J6Uj1G2tQFuNEQ1HQyTHMwQC5Tic2z8IvasQjldOlyM10HyksLJy1g+m5ONRc6tT189p3sVHIKNuk5sS/Z/PezwWdToeqquKez9h7EYvFFsTk5tprr2Xnzp2JhYKhoSGOHTtGfX39hNKEnJwcTCYT+fn5bNmyhbVr1y4rkTQXbbB83hXBeeHz+XjjjTdoaGhAlmUsFguyLFNUVDTllyxu2W0wGMb9AEOhEKOjo2g0GoLBIAcPHmRoaCil4gigrHc0pcdPFxJjqYOZmGY31YPSYDAgSVLC0l2w8Oj1+nGr7hqNJvGfEEcTiTfVnOy90SzCdUZDMMi6ltZ0DyNhDjAdsVgs8d08935hMpnOK1pdpHGCqrCU65Di+M6JlEWjUXQ6HWazmUAgcN6TeVmW0Wq1YmGMsfdiNt/tZODz+ejp6UFRFFpaWuju7mZkZGTSyKDL5UKj0eDxeDAYDJSWloogwhQIgSSYkng6ncvlSjgSxcPFoVAISZJYvXo14XCYaDSaWI3yer2JDuaRSISSkpLEKoXP5+PAgQO0traiKAqyLON2uxdkkqyLLt00gqrm/owUSDAmhs5exdJoNJhMJjwez7TbCVJHTk7OhPowIYqmJ56KNFnKjCEcJqjXp2FU80MjyxkhjiRJmja97mxUVU2khMX/bTQa0Wq1SUjnXXwCdz5M1htJlmVMJhN2ux2Xy3Xe55hOGMXPMzg4eN7nSQZGozGxIBSPpANJSzlUVRWr1ZryfoBHjhzhxIkTiWuZSeiqqkogEGBgYEDc96dBCCTBpLhcLurr6+nq6qKrq2vSYvvh4WGee+45bDZb4oYSz82HsRulwWDAZrPh8/nIysqiubmZ06dPp+VHqZOXbqQi2zM7i/N0EF9VjD84VVWdII5g7LuT6X13zpe4na4kSWmr78nKysLn84m6gzliMBimFEiqpD3LIi/z0WXI6r5Op5sgjgwGw7T1b7IsY7fbE5GjZNQ6GogRWXL2PZPTpK6ctHnsQhjqxBdW4xko6VgQ0+l06HQ6JEkiFAolvn+qqqIoCnq9ftaifTZMZr2dbFRVndecyuv1ip5X0yAEkmACPp+PV155hdbW1hl/dIFAYNr+Q6FQiFAoxHPPPZf2YtClnEChUzM3zU5RlFmnGixVcRR/4GZCOmEoFBLiaB7IsjzlZCLL6yFkMS/wiOaPPQmRgmQwWf2L1WqlsLAQl8uFw+GYdD+3243b7U7aOFbgoJ3ypB0vkwkzMdKpKMqCLVrG5wv6NEVcVVWdVhQke+Eqk7MigsHgrPtHLkeW8pxRME/a29tpbGxM+g0z3ZOy9E9NU0tVc3+6hzAlqqqi0WgwGAyYzYtnIpkMrFbrhEmgqqpkZWWlZTzp/h0uVqa7H5YMOiBDojIzYfb5xsabAcRisURaUxyDwUB+fv6CuJrGGesRtDg+v/NFOachbtyqfqGJ1z+liqkW5RayNioepcpU4iURgskRAkkwDp/PR21t7ZIssFwcyS/zJ9ub2T2HTCYTZWVllJcvj5XaOJMW9Ws0Gf3gFExkpuhmdopNZpJCLMbaM+3pHsU4zq79gLGJ84kTJ+jpmbqxaSpYTeYuMCUX7dvNcceIxWJLctHk3N/rQqS6nUsmZAzMRCZHuNKNEEiCBD6fj3379tHenlkP0GRQNOBa8l92naKyrqE33cOYkkgkQllZ2YKuDGcCk00+luqkZKkQd+KaC7nOiXUdmUbB8HC6hzCBc1NPR0dHU17UPhnVUg9FZN77kwp6KRr373OjeAvF2U5vBoMBYwr7iS3FRd9k4PV6xbNoCpb6nFEwS3w+H3/+8585evRouoeSEjI5/SyZVJ7JjNSZyYin2aVj8iMQzAWtVjvn1V+bx0tBhrhzTYqiZExq3dlkUt3hVqmVrZomlnq6nXzW1G+hrKinIv75RyIR4aiWBnp7e0Wa3RQIkwYBsixz5MgRjh8/vmRXWczB5RFG1mZwSF+r1Sb6L8yGuKNdus09psJqtRKNRuedopCp1yWYf9pJyaADSzBI18qVkKZV+amQMvTekEkCCcb6Im2lddk0j1VVNW0RJEH6GR0dpb29PdGuRavVkpeXh8lkmrBtvIelqqrk5+dPus1SQggkAcPDw9TV1S1ZcQQQNBswRZb+ZDSTm8ZKkkR+fj42m43R0Zmb9prN5kRvpGQIiWQKkuzs7PMSRzAmGIVAWnrYPF4KhoYYLi5O91DGkTcysqDn02q1CevkxcaYSGrijFqGh+x0DyfpaM7p+7QYnv2VVWZqLrAC0HDCT0drZtfcLhb8fj/79u1Dr9cjyzJGo5Gqqip27NgxzkgoFApx7NgxmpubAaiurmb79u1LWiQJgSRgZGQE32IoMD4PWteVcvHhtnQPY0Go6BrOWIGUk5PDhg0bGBgYmNGkIBAIIEnSrB7ekiSh0+mmFCx6vR6z2TwhemWxWAgGgxNWsQ0GAyaTKdEnQ1EUsrKy0Ov1GI1GfD7feZssJDO1RTTZTR7JENIlgw5G8/JQMqF5rKpS4HAseHpdvG/UYhRIMCaSijROHGouZ9QyfJhRlsiUycDkVtYz3UcXmsoqM5ddk0N2jhat9p0o1+pqy9vPBQm/T8ZgkNDpIBRSGRqICAE1R0bOWjzR6XQEg0EUReGiiy4iJycnsU1rayujo6MoioIkSVRVVQmBJFjaJLMpWqbiKMkhBku+FaBGq6VgJDPziVVVpbW1FaPRSH5+Pr29MxtK+Hy+WZk6KIoyZf8Kg8FAcXHxpHnW4XAYq9VKMBhMWA5nZ2ejqip+v3+cOAuFQoTDYdxu94JGfuJCbTpm22TXaDRO+14JxlKOs7KyCAQC53VfLO/tpauyMnkDmyfZbveCi6N4dHQpfM/iQglIiCUPVhZzCXd0kl5IMHYfjUQiiR5FC/n5VVaZ2X6pjSyblmhYxZwlYTRO/cSOm6jY7O9cS5YesrJ1rK624ByJsn+PSwilOSLLMqOjoxw+fJi+vj4uv/xyNBoN7e3tjIyM4PV60Wg0uFyuJZ8BIQSSgHA4nHF54Klg8T7Opse0poKiD7wL2yXbMFWUosoxtvQPcqC5gQMHDkx5EysoKKCmpoaysjIKCwuRJImOjg6effbZlHwfQqEQb7311pz3m+1q5rljliQJs9lMQUEBo6OjkwqkWCw2LnqqKMqUDSiTvao62wiUXq+f1bbxWoLpJvWxWCztRdmLgVgsRnZ29nk1I7V5vKzs6KC7ogI1DRbDAFI0yqqu7gU/byZFIZLJ2VGlxVyjJKOnRSl/u//TROLCKNV1kjuvtLN5WxZ6g2ZchIgktIjLzddz6/sKef53Q0IkzYNQKERbWxsDAwPAmHCKm2hIkoRer18UqZnngxBIy5xQKJTIKV3qqCy9Xki6HBsbf/F9uvv7ePKp31BbW4vBYGD79u189KMfpaamhv/+7/+e8JDLysriM5/5DKOjoxw9epTnnnsOrVbLZz/7WY4fP05nZ2earih5KIqC3+9f9K55c3F2UhRl2kjSUl/xSxahUCgphes2j5eK7u60RZLKZxGlTQVL3Y2sSOOkSB3GQUG6hzJveimimul7TaXqflFZZeaqG3LJsqV+Crr7tjxeeW5UiKR5MtXzMz8/n7y8vAUezcIiBNIyx+l0JlYIljpLMUZmrChFMui55ZZbsFgsXH311ciyzFe+8hUefvhhDh06xI4dOzhw4MC4/QoLC9FoNFx00UU4HA5ycnKIxWJ89rOfTWkvCsHcmetK/HKIBqcag8GQtPcxHknqKytDXqAeYGZ/gMIhBzZPZqbbLgW2Sq3UKSxakaSkabnwhtvzqa6xLtj5DEYtt76vkJYGPy//YWGNSpYq2dnZbN26dZyJw1JECKRljqqqaekwnQ5iOgmtvLRqrWLesdWd3//+92zYsIFoIIjWaODTn/40NTU1PPXUU1xxxRW43W52796NyWSip6eHN954A4CXX36Z1atX88Mf/pBvf/vb6bwUgSBjiEajSV09zw+GWNHbR59GQ1f5ClRd6h69BYODGdnvaCmyVWrFoY5Qp1ax2CpcLZyfycxcWcio0WTERZkQSeeHVquloKCAgoLFuTAwF5ZqWYZgluTl5VFRUZHuYSwInZVFM2+0yAh19ND3kycp6h6m5W/+gePXfJDeHzzG+vXrycrKor+/H6PRyBVXXMHJkyf55je/ybp168jOzua5557D5XItyVoBwdiDbDYGF4LxxFMUk5lfn52dTXZ2NlVmM5vqGygYHEQfDqNJoggzhMKs7OjIGHFkMpmWRb1bkcbJVk1ruocxZ9Zo+hbsXHffX8Kt7ytMmziKU11jZeeV9rSOYbFjNptZu3YtNpst3UNJOSKCtEyIN/hSFAWr1Up2djY6nQ6TycRll12Gw+GYlavYYqa5ZgXF/U5s/qWVH9/3418m/n99cQHF972HP/7xj/h8Pnbv3s3g4CAlJSUcOnSIf/3Xf+Vb3/oWBoOBo0ePAlCZAU5b58Ns3NsWK0ajcd71HJIkYTQahQCeI7O1lp8tRqMRl8s1zjyjZPAd222PLRtnbh7eLCvMJZqvKKCq6KNRSgcGMi6dzmAwoNVqF30N4GyI9006pa5BnsIhLpPQEk04882G+d5jb7g9n7XrzRnViHbHZXYc/RFRkzQPrFYrW7ZsYfPmzehSGAXPFJb+FS5TZFnG4/EQCoVQVZVTp07R3t5OJBIhJyeHjRs3smHDBiKRCJFIhI0bN9Lf37/k7b5VrcTStGsAXX4O6x7+B3q9bu6//34+97nPsWXLFh599FGuuuoqPvrRj3LjjTcCzKpR62JBr9cvWRFwPumvU0VBzGYzwaCYHExFMsVRvEfIdPdVm8ebEDcDxUW4c3JAVdEAMa0WQySC1ecjbDIRNppQNWB3uSgZdCBJEqWlpbhiCpkmQwwGA4FAIN3DWDCKNE6u0xxlj7KNCJldx7mSwTltPx9xdOe9RZRVZGaPnEuvyRECaQYkScJgMFBUVMSaNWuwWCwUFhZSUlKypHsfnY0QSEuQUChEQ0MDp0+fTvTyGBkZSeTUO51ORkdHGRoawu124/V6iUQiS14cATiK7Ng9S+/GqMu1s/6Rf2REB7uv3s3111/Pd7/7Xfr/+7dEjpzij14vF110ESaTid///vf09EzvXrSYyKTVyfPhXItuSZLmPME8+xiTNenUarVUVlbS0tIiHO2m4Hyidmdjt9sTvbNmS6ljiIpRJ3q9ftLP/uyVfKPRSFFREddddx1DQ0O8+uqrKXGP02g0mEymOYnq4uJi8vPz6e/vX1YiCeAaqZaDykbcZGoKUmxKe+9kUVllzlhxBGDLWVz1YgtNcXExJSUlGAwG1q5dy9q1a5dFxOhclt8VL3F8Ph8nTpzg2LFj0za09Hq9NDc3EwqFiEajS97PPk5zzQpWdjgwLiGzBp09m3WP/CNOs57rrrmGrVu38vOf/xznH/9M7yOPU2Uzc6yyBI/HQyQSwePxpHvIgkk4V8zMZ8FiumPodDoKCwuprq6mv78fl8s1r3EudXQ63XkJDY1GQ15e3pzFEYyt1KuqSmFhIRaLBafTidfrJRgMotFoMBgMxGIxtFotRUVFrFu3DpvNRk5ODgMDA7S3t+N2u5O22BVfKZ7LdVgsFnJycnA4HEuiUex82CXVU6dUZaTDnZn5R9vjKbvTRZQqq8zsvi2z7Z+XQWncvNFoNGzfvp3168f6fFkslmUpjkAIpCVFKBTi8OHDnDhxYsbJj6Io+Hy+ZbmKfGLbai4+3JbuYSQHSaL6h9/Ak23iumuuYcOGDTzxxBPo9Xrsl21n828foe+/nmDNDTdQuqGaQCDA7t27+dGPfkRVVRU7duyYUGx55513Mjg4yNNPP31ejTIXguLiYpzO2efSL2d0Oh1ms3nSyJLgHSKRCFlZWeMaCM+F0tJSvF7vvGtvZFmms7Nz0roPSyGs3JqH3qwjFtAQ0PZwrHmELArJysrCYrFMuQAiSRKSJM3qni9JEgUFBTidzmlFzrlRT4PBgN1up7OzM9HcWK/XYzAYCIfDy+p5s1Vq5U3FQgBLuocyjvWarnnvGw6Hyc3NxePxTLqoWlll5tb3FZ7P8BYESZLYeaWdQ3sz+/mWDqxWKwUFBcvChGEmhEBaQgwMDNDQ0DDrleHl9LA6G0dJDjENaJdAXX/WhTVYa6q4btcuOjo6uOOOO/jmN7+ZeP3KK6/kyk9/CFlVefjhh/nKV75CJBKhvLyca6+9ll//+tc0NDRw4MABfD4fX/3qVwF44IEHuPDCCxN24JmIXq9HVdUlW380V2YqpA6FQpw5c4b+/n5RgzQN0WiU0tJSZFlOTPJnS1ZWFi6X67zTyvJXmlm51Y7ZrkfSApIGVNDqzkontYGqBtBoggSUYVA1rF4jUTRaSFedm5Gu8Z+xoigoioJWq0WSJFRVTdQZRCKRccJZq9UyOjo64zNCURQkSUKj0aDVajEajTidznHvW1xgZWdnL7vFjCukE29HkvLIBNNgM4E5mTNMxnTzi+szPHJ0NhsusAqBNAnFxcXY7cLpD4RAWjKEQiHq6+sZHh5O91AWBUGzgazA4p9Ya/RjP+EdO3ZQVVU1obZo48aNSHo9Gq+Pmpoa7rnnHoDERGlgYIC2tjYKCwt5z3veQ1vbWGQtEolkdH8sjUaDXq/H4cgMS+PFhBBH06PRaLBarXP+/huNRhRFmbc4qtyew4rN2Wh1EhppdjlAcRvtRB2eVoutWMvmm0xEgzLuwTADTb5xYimeoqfVahMmPecyl9S4uKiKxWJTLlZEo9FlJ47ijPVKyqVOXZ/uobBe033ex5hqEebOe4swGjP3mXEuJmP6BWumYbFY2LBhg4gevY0QSEsEv9+Py+VasnbHyaZhU8WSSLPz1Z7Gd7yBhx9+eNLXlXCE3v/8BbI/yI1f+AS33XYbAwMD1NfXU1ZWxoMPPjhprxKXy8WpU6dSPfx5M9eicYFgNuj1ekpKSohEInP6fsXFxlzvv3FRJOkkpFmKotmiN+soqNRRUGkl7IvS8tZoQiilI+qq1WqXTa3ruRRpnKxWe2inPG1jWE3PeUePpmLnlfaMNmWYHDFXOpeysjLWrFmzbGuOzkW8C0sEq9UqmkLOAUdJDi1VJVS3DqR7KOeFGpVp/MsvoTFO8dnHFNS302QO1p+ibWN5Im3mj3/8Iy+88MKkAikT0i+zsrIIBoOoqjquzkGr1QpxNAmqqi7rSej5otPpWL16NUajkaGhoTmJnbm85/H0OWueHq1+YVbcjVl6Nt9UjBJTCHllzhx0TkjBS/kYjMZl52h3NtVSD3bVT71aueA24KvpSZlzXWWVmR2XLb6UrGXqHzIlFouFmpoaET06iznHGN944w3e/e53U1ZWhkaj4emnnx73+u9//3tuuukmCgoK0Gg01NXVTThGOBzmr//6rykoKMBqtXL77bdPSA1yOp3cd9992O127HY79913n3BdmgaTycTq1avTPYxFRXPNCvpKc9I9jKSghiOT/3eW0ClvH5wgfGKxGLIsT/gv3RQXF2O1WonFYhMMBRZaAFT6R7m5v5EPdhzjI2cO88GOY9zc10ilf+69pCr9o1w21DGvfWeDEEfzR5Zlmpubqa+vx+l0Jj0an7/SzLbbS9h8UzG2YtOCiaOzkbQSlhwDm28qpnJ7zoKd12w2i1pBxiJJ10i1WFg4oVjEcEptvbdfujgn1IoiIkhxCgoKuPrqq9m4caOIHp3FnN8Jv9/PhRdeyMc+9jHe9773Tfr65Zdfzgc+8AE+8YlPTHqMBx98kGeffZYnn3yS/Px8HnroIW677TaOHj2ayPu+99576enp4YUXXgDgk5/8JPfddx/PPvvsXIe8LIhPanU6XVImuMtlJbp2x1qMbzaS78y0NovJRxdNv/CZLaOjo+j16e9Iv3Oki+3O3vF/VGRy5DCrA05ijCVqhLR6/DpDogexMSZjiUXQqioq76xEjbUpVrnQ3U8UiGh1RDVawlodAa2BRnsRHdbFU+i8FInFYsRisRlNLzQaDZIkTXufzF9ppmR9FvZiI3pzZk08Vl2UQ+Eay4JEk0TEdzxXSCdoUcrppBSF1AhlCZlVDCRdHJ3rXGjPzazv9WzxeZb+/GY2bNq0iSuuuIKCggIhjs5hzu/GLbfcwi233DLl6/fddx8AHR0dk77udrt59NFHefzxx9m9ezcAv/jFL6ioqOCVV17hpptuoqGhgRdeeIEDBw6wa9cuAH7yk59w6aWX0tTUlPBnP5twODyuV8Ny6vXicrmoq6vj+PHjSVv9Xw7iKM6BKzaw7UgbZf2udA8lpUiLaMEsGo2mvYdKpX90ojg6h/jUJisWJSs2u/FqGEtp1AP6mAzIIIcBf0J0DRusHMsvF2IpjcwUQZpOHOWvNFN9eR7GrPEi36rLocRShUVnJ6bKjIS6cQTbUaeoh9CgIddYSq6xDIvOhqIqBGQ3g8E2AvL5P+Pi0aRTLw4ueMrdcqda6qGanpT0S7LjYZdUn9Rjxl1D4Zz+aulfx5oXR/cvnznidGzYsIGSkpJ0DyMjWXAbj6NHjxKNRrnxxhsTfysrK2Pz5s3s27cPgP3792O32xPiCOCSSy7BbrcntjmXb3/724l0PLvdTkVFRWovJEMYHh7mxRdf5ODBgyIF8Tyo3bGWlqqlfZOQgKIBV7qHsWi4ZqA1LefVAsURP7f0N3FDf9O8j6PX6zPaiXAxodVqsdvtmM3mxN+mEkeV23PYfFPxBHG0KutCLi66A503jz1/PEjDoU7W2y9nR+G7MUoTe+VIGi3bC9/NBfk3EBu28uaLxzj2RiNGfxEXF97BqqwLknZ9G64tIH+leeYN54H4Dk7PVqmVrZomChlFw/ktTOqIspqepIsjGPscz03Brqwyo9Mtvs9XUVQ6WsWCADBpDbJgjAUXSAMDAxgMBnJzc8f9vbi4mIGBgcQ2RUVFE/YtKipKbHMuX/7yl3G73Yn/urvP384y0/H5fOzdu5fW1tY59+uYL3l5eRQWprYRnNVqxWazvWNdu0A016xgJNe6oOdcaCq6Fp8NvNVqXfCb+B3dJzGr6Y+iVvlH+Xjrft7bdWLOdUvRaDTR60ZwfmRlZVFeXj5jg93K7Tmsuihnwt/zjCtYbdvKV77yFSorK/nWt77FBz/4QS666CKGet3U5F41YZ9sfQFZ+lxuuOEGVq9ezUMPPcTHP/5xVq1axT/8wz+y2raNHENyFnV0Bi2bbyqm5rrkRjKAZZW2o9VqsVqtc/7NFWmcbJOauUE6zGp6MBOCacVSPOIYQyKGmQBbNU1cJx1NSb2RwWCYNDtlxUrjonTOjcVEo2wQixczkTF3LlVVx02CJpsQnbvN2RiNRozGhXWGSSeyLNPY2Ehzc/OCFtWHw+GUvc9ZWVmJH2wwGEzk+JvN5nl3pZ8r8XS74n5XijLD00uWd/GtmsWd7BaKO7pPUhb2Ldj5ZkLPOxGlP5Wun1PaXXxCbzQasVqtCcEky/KcrayXM7IsMzIyMi6N+2zitUYFlZMvsKywbmD//v1861vf4umnn+aOO+4gHA5z++2386lPfYoXX3wRm6GQLF0u2fp8omoEf3TMkvnd7343jz32GCtWrEBVVX74wx/ywAMP8O53v5uKmvW4Islz4ixam0VWviGpdUl6vX7K922xI0kSeXl56PV6RkZGUBSFaDQ6QUjHG/PO5j4WT70DaFHKGaCAGBpiaNESIwcvZqLkajwps+0+G5vNhtlsZnBwcNzfK6vMrF1vWZQRCJ9HCCQYm2cvpwWMubLgS4vxHhPnNo1zOBwUFxcntjn3xwgwNDSU2Ga5E4lEcLvdC16nMdlnlwziYsjr9eJ2u4lEIgkHM1mWF/RHXLtjLS+8ezth3dJbec8KRBZdmt1Mq/bJZOdIV0aJo3O5ZqBlXvuFw2E0Gg3V1dW8+93v5v3vfz+7d+8Wlq6zxO/3MzIyMulr+SvNbL6pmPxVE9Pk4tgNRTz99NOsXr2aO+64gwP1rxCUPXzmM5/h5Zdfxu12szp7G9X2S+g8OYrBV0CxeQ2DI3186q8+xUi4m9fqf8PR+rf4zGc+g06n48CBA5h02Um/1nhdUrJS7qLR6JKMYubk5LBmzRr0ej1DQ0NEIpHEwsO5KIqSEEdzWbWvlnq4UqrjGqmW66UjXCPVslVqZb3UmXJxpNVqqa6uRq/XT0jfr6wyc+v7CsmyLc7JtWtUeHzDWNAhE1xrM5UFv2tt374dvV7Pyy+/nPhbf38/p06d4rLLLgPg0ksvxe12c+jQocQ2Bw8exO12J7ZZ7hgMBux2+4JHzeJpO6kgGAxOOhkOh8MLOkmOc2Lb0rRNr2ruT/cQMo5K/ygf7Dg2oylDujGrCn/RdnBeNuGjo6N0dnaiqirl5eUUFham5Xe1WJlqMWrNrrF08elW0jVIhEKhxP3aWiyh6mSMxrEUpQMHDpBrLEVVVS699FJ++9vfYtCaaQy/wv7hJxk1NaHNCVFdvY6GhgZkWWb9+vVEYqmLAG7cXZgUkRQOh5ecQNJoNGg0Gtrb2+nv75/TJHOxGCCpqorT6Zw0cnrZNTnpGVSSaDix9F1rZ0MsFqOjo4Pjx48zMDAgxNI5zPmu5fP5qKurS/Q3am9vp66ujq6uLmDsIVxXV0d9/ViRYFNTE3V1dYnaIbvdzl/+5V/y0EMP8eqrr1JbW8uHP/xhtmzZknC1q6mp4eabb+YTn/gEBw4c4MCBA3ziE5/gtttum9TBbjmi0+nYsGEDa9euXdDzpiKcrtfrKSwsnLbRbTrC+I6SHA5fvJagYXGukk2FOSj6kZxNpX+UW/qbyJEXRxqQWVW4pb+JnSNdc9pPVVUGBwfZu3cvdXV1S3LiupDkrzRz8QfKsOTM3KDbLzu55ppraG5u5tSpU2zJv45cYylPPfUUQOL5qNFo+NrXvsbOnTuRlehZ7nYaanKvwKjY+PjHP851113Hddddx2DwTKouD0krJa1fkizLizIVazI0Gg0mkwmn07kgYmeqNChJklLaHF6SpEmNnyqrzOTkL1LrurcpKk3d+7bYOHLkCH/4wx94+umnE4svgjHmPPM7cuQI1157beLfn/vc5wD46Ec/ymOPPcYf/vAHPvaxjyVev+eeewD42te+xte//nUA/v3f/x2dTsddd91FMBjk+uuv57HHHhsXev7f//1fHnjggYTb3e23384Pf/jDuV/hEiYrK4t169Zx+vTpBVsJ1ul0SUnrkyQJo9FITk4ORUVFrF69mq6uLo4dOzblPlarNRFNWqjrdZTk8FpJDjf+8Rj6JdJYTk5i6qAkSWRnZ6PT6aZMQUoGM/WkmS839DexNkVNW1PNdmcv9kiQl0vntmh05swZurq6yMvLS7uV+mLh3O9fPK1utgwGznDbbbdx1VVXcfXVV/Oe97yHrq6uRIN0vV6PJzJER3sXn/7MX2HNNXLGcyR+djbkXE6urpy77roLt9vNs88+iyvSjyPYnszLnJRVF+XgHQqfd03SYizmnwxVVRe0dm+qNChFUdBoNBQXFzMyMpL0ia1er5/0OhdrY9izqbnAyqG97nQPI2NQFAWHw0FjYyOrVq0Sqddvo1GXyl3rHDweD3a7HbfbvaQ/7NraWv74xz8uWNjeZDIRDofP62FXWFhITU0NK1euxGazYTQasVgsnD59mqeffnrK/fR6fdomdEUDLi4+3JaWcyebgWI7R3dWJeVYeXl5SJJEOBzG5/OlbBKUk5ODz+dL6iTgQ2eOYFMWv0BotebNWSQJpsdoNE5rLHDphyswmGdfS6JBw5a83dh0RYm2DBUVFWzbto2LL76Yuro6iqqttLj2Y9RmIasRosqYM+n6nMspNFTyoQ99iKNHj/L6669jLzJTN/wisrow0eBoUGbfL5LvjrYYyPSm6Xl5eRiNRvr7k5s6PdVv4P4HVmCaw3c/E4nFFH78r0v3+6zT6eb1rKysrOT222+f4DK9lJiLNlhauUPLEIPBsKA38FAoNO9UidLSUqqrq6mpqZnQtdnlck0bPYKpawDmyrmdwGdDPN2u5nQ3WYHFmaKmoqJBQ/fK5Fn5BoNBDAYDfr9/VuLIYhlzPZqrK+HGjRuJRqO0trYmxSTkhv6mJSGOYMwKvMU/KprKJhGtVjvlJCN/pXlO4ghAo5FQiKHT6XjXu97Fu971LmAss6KiooILLriANs8RLin+AAatCVVVafMcwaKzUWRczX333cfBgwd5/fXXWbFiBY5gBxVZm+kPtBCKeZNyzdOhN+vY/r5Sjv5u+dUvZrI4grGyBpvNRlZWFj5fcgxm4otek6FdArNGrVbihtvzefkPqct6SAc6nY4tW7ZgMBiora2d1DBkOkTvvPEsga/68iYnJweTyTTnH8L5MJ8ogclk4qqrrqKqqmpCPrXL5eK1115L1LGlmqnEkdlsxmq1oigKoVCIQCAw7nVHSQ6OkhzWNfRS3Zo8a92FQkXDkYvX4ijJSdoxg8HgrNNN4q5PiqJw8uTJWU88JEmiuLiYdevWsWXLFlpaWjh58uS8GyMv5rS6qbhopEcIpCRy7m//bKouz5/z8XINpRSYKnjuuee44oorMBgMPPnkk/zrv/4rP/jBDwhFgoCKTmPgyiuv5MEHH+R973sfAB/72Md4+umn+cUvfsHo6Cijo2Pf3ZKSEtbnFXB85KV5XeNcycozcvlHKmjcM5w0C/BMItMjRdPh8XjIyspKpKGfLezjhhKzXRQ0Go3TzyfUpVFLVl0zZsm/lESSxWJh+/btmM1mhoaGOHNmbjWKdrsdi2VqN87lhhBIixydTkdubi4ejyfdQ5kWq9VKfn7+BHEUCoU4cuQIbW3pT18LBoOYTCYqKiooKCjg0KFDk67INdeswJVrpaq5n1z31BOpTCNgNSZVHJ3NbEL6LpeLtrY2FEWZ00QkXnMW/2xKS0spLy/nhRdemHM0KdN6HCWL3Mji+R4uFiabMOevNGPKmvtjU9KMrco+9NBDNDc3A2PpLP/xH//B/fffT/3wG2jfvjcePXqUoaGhxL4vvPACAB/+8IfHHfP//b//x+e++MCcx3I+6IxjDWVPvTi4pERSqmocFxKfz4fRaESn06HT6RKCSFEU9Ho9Op2OYDA4433abDZPm17a0RZMiIvFgE6Tj1G7CkmTharKyKqTcKwVleiUIkmn03HBBRdQWlqKyWTC7XbT3Ny8YIu480WWZRRFIS8vj6qqqjkLpKKiItEX6SzEO7HIsdvtFBQU0NnZme6hJJhsshzPkz6X/v5+2tvbCYVCCzW8afF4PPT09FBcXEx1dTVNTU2TribHo0lFAy42n+jEHM5855eGjeUpO/ZsBY/X652XwUZvby+yLCdMIVwuF/n5+YRCoVlHsCr9o0tSHAFoWdyTu0zEbDZPWCApWZ81r2O5I4OEYwEaGxvp7+8nHA5TUVGBP+DlRP8eRtVOrEoOkiQl7jcjoW5y9GXT1pYMBlJv0jAZ1ZfnMdKVPEt8nU6HyWRCluW0PAusVuu0UcPFwlTCxmQyJf53ujS8eAr0dLz8hxGsWVrKKkzzH+gCYdXtxKLbRF9fH01NTWRnZ7N581asxq24I68gq0NU11hpqQ/Q0Tr2HCkoKODDH/4wFouFU6dO4XA4WLt2LZdffjknTpzg6aefzlgxLcsyHo8HWZYpLS3FarXOOp09NzeXioqKFI9wcSEE0hIg3mQ1E3qaSJKEVqsdJ5AkSWLlypXjQrc+n4+uri4OHDhAX19fOoY6KbFYDI/HQ2dnJ1deeSUbNmxgeHiYo0ePJlJbzibuclc04GLz8U7MkcwUSkGjLmXRIxifdjmdkcd8v6NHjhwZ9+94Z3qDwYDJZMJoNKLX6xkdHZ3yHFc6UmeJnG60jDW5PZS/ck77SZJEYWEhTqdzQdN0Mx29Xo/dbicQCIz7PmUXzM8eOKKEOOR4mjxjGdbsHKRsiRbvAYZCHSjq2OKCX3ZxyPEUWfp8ZCWCM9yHUWvFZiic9JgxJcpoOD33TmOWnprrCmh4bTgpx5NlGZ/Ph8lkwmQyLahIslgsMwqHxU4oFKK0tBSj0UhXVxeRSASNRpOoN4mn4EWj0VkJxad/6WDnlXZ2XGZP9dDnjVFag1m7kb/5m7/hkUceoaqqipGREXQ6Hb/61a+47IprGQ3/Dohx05351B70cvhNDx/4wAfo7OzkPe95D06nk9LSUpqbm7nrrrv4+c9/zsDAAPv370/rtZ0dJTz7vh2JRKitrUWv11NWVsbGjRs5derUlIuIer0+8ZzOyckhGAwSCoUSgvpsZFnG6/USDAbR6/UJc62lHHFaule2iAmFQvj9fqxW66Rf1LPp7e1NpC1lAvGO4XHBptFoKCgoYOXKsYmbx+PB4XDw5ptv0t/fn5GTMkVR8Hq9aDQa1q1bx5o1awgEArz11ltT7nO2UNpyvBNThgmlUxesWrBzLcTkJv59j/fyyc7OprCwkMrKSlpaWnC7x1u43tF9kqzY0jBlmIoNnsE5C6T4d91gMGTkbzEdmEwmLBbLBHFUuT0HY9b8+7/E1ChDoU6GQlNH+wOyh4D8Trp0KOYjFMzMiXvR2iwcrf6kptqdjwnQfNHpdHi9qTe6SCc6nY5wOIzD4Uj8ziezD59L6vOhvW4c/RFuvCMfXRJbRyQLo3Y1r776Kj/4wQ94+eWX2b17N9FolHvvvZdPfOITNDY2YpBWIGksaHXZXHllgOrqPoqKirjrrruoqKjg1KlTmM1mamtr2blzJ7fccgvXXnttWgRSSUlJQshaLBYkaaz59ODg4LjPsbu7G4PBgF6vx2AwUFxczNDQEH6/P/Hb0ul0iSbV8QhTZ2cnXq+XqqoqNm/eTCwWQ6vVYrVacblcdHR00N3djdvtTiysrV+/nnXr1s04T12sCIGUYQwODrJ//34CgQClpaVcfPHFZGWNT+sIhUL09/czPDzM6dOnk+LqlUwikQg6nQ6NRoPVak2sULe1tTE4OEhHR8e0Oc7pJh6R8/v9dHR0EIvFMJlMs8pTd5TkcBIyyhK8paokpdGjdKMoCk6nE5PJhNVqxWazjRNIO0e6lmxq3dnolfkVmC+F1KJkEY9MThYtLlq7eOouFooN1xTw1s+7k3rMhU5fyvT63WQQiUQYHh5O+kJqR2uQl54Z4db3TR7lTCeSxkJbWxtms5nrr7+eQMiBxVTErbfeyjPPPIOqqlh0F6BEbbS2trJq1UZWrVgDQFtbG5/+9Kcxm82cOXOGbdu2sXLlStra2rj99tvTcj0ej2fCvTp+vzqbSCRCX18ff/rTn3A6naiqil6vx2QyJURPJBKZEDFVFIXh4WGcTif19fVIkoROp0Or1eL1eiece2hoiOHhsQjyxo0bl2Qkaeld0SIiFArhdrtRVZVoNIrP52Pv3r2JnPPu7m5CoRBbt26lsLAQnU6Hz+fj9ddf59SpUxlTtzMZ8RUNj8fD6dOnqa+vz9i83XOJxWKMjo7ywgsvEAqF0Gq15OfnYzAYZiXs4pbgVc39ZPuC6GLpu+6WqhKaa1Ys6DnTle45NDREd/fEydom9/KwJlZYGu5S6USv10/5G18s96+FRGfUUrk9h46jrnQPRTANqbwfd7QGef53Q9z8ngIkKXPuQTHVxfXXX4+iKPz617/m7rvvxufz8atf/Ypbb7317QXPGGfOnGHz5s289NJLXHP9hQDcdtttPP3003z6059mzZo1vPrqq/T09HDzzTfjcDjScj2TLWRN9bmeW+t7dmRwpnYp8TKD2eBwOKitrUWr1VJaWorNZltSQmnpXMkiw+fzcfDgwURYMxqNEolExn15Q6EQx44do729nR07dpCXl8fp06c5fvz4ontYZ/p4z00xOte+2ufzkZWVhdFoJBqNkpWVhcfjmXIyFTdxAFjX0MuqDgc6WWGhEhHCOon/v707j2/rKhP//5F0tUuWLO/ybideEmd10uxt0qZLaBugnSm0JcAAw8AAnZbCDJ1hnfnNsAxDh+VbYEqHQllaGAqUUgJd0iZt2izO6sSJ7cRLvO+SrX25vz8cqXG8r5Kc83698mptXele+Ur3nuec5zzn1JrCBR050mq10Tz2qZjpYnZXUyqVKBSKcTsMNHGSfjrfgor4S3NJJCqVasHTuxaD7ApzQgdIkapt8ZKmPtcWokJfY70Hvy8cVwvI+kINLFlyM3/605+46667+MQnPsHQ0BDXX389P//5zwEIhDuw2bJ46KGHyMvLIxgeQK1M5zvf+Q7vf//7ycjIiC5S/otf/IINGzbwwgsvLPh7mco5jMxJ0mg0C9p53tjYSHt7OykpKeTm5lJeXk5ycvKimJ+U2EefoILBIDU1NZw8eXLS3OdgMEh3dzd//vOf0Wq1U67YJUzPVOZfRIakDQYDqampWK1W6urqJn1ebXk2teXZSJLEkjOXyKtvRx2e2xtWUAEhlRK3UUd9SVZMUupCodCUAx6FQoFarZ6TAEmr1Y6bO39db/OCBaWxJsV5J0S802q1E44Qq9TXyidpepRxOP9kKpRKJXa7nYyMDKqrq+M67Xs2ri6aNF8c/cG4CpB0qlIuXrzI/fffz1133cX9999PT08P//Iv/8KDDz7I448/Tlh2I+Pm3/7tX9Hqg3hC1UAJX/nKV3jttdf40Y9+RF5eHn/84x/5yEc+QlFREStXruTIkSML+l6mEiAplUrS09MJhUILnl3k8/loa2ujra2NmpoaVqxYwZIlS8jJyUnoIClxjzyB+f3+CUcfxhIOh+c8OFJkGlHmJQ3/EAqjSNGjUCkI+0IwFCDc7ETumFqJyGuJ2+2mvb0do3HqcxIkSSIjI4NgQQEvNzSQ0trLktp2kpxuFDLTaMTLgIKgAoJqCY9eE7OA6GrTuQlfWT1ntib6XqwYiJ8KifNNKQKkWZlsoVDfUBCtUdwyr6ZUKmKaZjeTEZLU1FQKCwtZtWoVdXV1cZ/hMBsLERwBVL3pjKO5SAo0ymy+/e1PY7Va+dGPfsSgqxWNegOpqancdNNN/OM//iPZhVZUlv140eL2+9GrltHf389Xv/pVfvrTn/Lee++h39HM9u3/SVVVFV/72td45plnokVcFspURjf9fj8ulyvmgb7T6aS/vx+n0xmdj56oEvfIE5hGoyEpKQm1Wr2glaMiAZHCqkWhUaFQjd0sV2kkMGtRZZkIB4YbDAqlgrA7QPhsrwiaGA6SptNLo9Vqo6lger0eX2k+xwoyo8Ph1uYucpt70HqH09MMLi/qYPhyOARBScmgWY8qHKY7zbLg84rGo1Aopjw360oL8bl/56XTaBZxw2e0hX+vkYWqg8Fg3BWLmY6ppHs2n3BQcevirNY0W+nFxgUPkJRKJRkZGaxdu5aenh5qa2un9BlMSUmhsLCQ5ORkGhsbOXHihKjgOAca6z2Ew3KczENSoVCo6OrqIjU1dbikubYblUpLWtpwENfV1UVh8TJ02veiVGiR5QAheZDOy0tFpKWlIeNGa+oEiklLS4vOP9JqtQsWIE2nA+Dq6q2xEgqFSEpKQqOZ2bII8UIESDEgSRLl5eU4HA5OnDgx5YW8ZkNVmYEqJ2naz1Oq3x4yV5m1qDbYCbU4CVV1zuXhJZxIKfPp6OrqQqFQoNPpSE1NRavVRot09GanxMUo0HREymvP9+d3JnOVrpXKdVcKKBc+vSWSApzoVCrVpCP0vc0eui4MkV48s8ViF7NYjMCEw2FcLle0w3Gqx9Db20tvb+88H921KtKlF2tBQmEnt956Kx/5yEfYu3cvt912G263m//4j/8gJSWFdevWoVKoaGlp52Mf+xj/3//3/7F69SoKC60sWbKE//qv/2LDhl9hsWzmrbfe4vnnn+eLX/wiHo9nzgORvLw8/H4/XV1do0aLFipFci7l5+cnfHodTCezR5hTJpOJrVu3csMNN4xYQHU+qHbkzSg4Gvf1cpJQ3ZiHIvPaLXtrMBimfN4iqXiR3GCv14ter0epVNLf34/X6yUcDkdLo8czlUoVncyuUqlwOByjLt5arZbMzEzMZvOc7TPSCzhVywc65mTfieScJSPWh5CwIgtmTqbmlR7CocU5mX82gr7Y/U0sFgt6vX5aa/gI88Pvi58Re0/oHPfffz+f+MQnuPPOO0lJSSE5OZlDhw7xi1/8ArVGgS/cyNDQEC+88AI9PT34w5cIhlw89dRTtLS0kJqaSlpaGps3b+av/uqv+NSnPsWxY8fmtKCHxWJBo9FgMBjGvGeq1eppd8bG2tDQEI2NjQm/+LJCXqTJt06nE4vFgsPhIClp7oKDueb1ejl06BB1dXUolUry8vIwmUz09fVx7ty5WS1gp6rMQGk3oZjHL1eox03ojdZ5e/14FUmV83g80Z7Lq4fCFQoFFouFjIwM6uvrR9zAVSoVSqVyRMW3yFoFkdWxg8HgiNebq6pvMyFJElarFZ/Px9DQ0Li9tSqViry8PLq7u+f04qhWq6NzRMLh8ISNoet6m6nsv7Y+k0Hg8SWbYn0YAJjN5oRZeDOyEOJ01sIpvzFVjCJdxdnp5fhzC9spoVAoyMvL4/bbb0ev1/Pyyy9z6tSpRVuNLhFct83Cus2WWB/GZQq0ciVJ+hXRNQ3NZjPZ2dmg8DIYPIASPWb19YRCIZRKJe5QFYFwO+rgZgx6Gx0dHfT19ZGXl0dSUhKnTp3iueeem7NgPLJ8SGQUXpIkQqHQiHZBUlISbrc7oUaRIgvR5uTksHPnTlJTU2N9SFHTiQ0Se/xrEdDpdGzYsIGysjLUanW0jrzT6USr1XL27FkcDse0v5CqHXmokrTzdNRX7CfVADcXEHqxcd73FU9kWR6Rg6xWq7FYLPh8PtxuNyqVKlql7fz586OeHwqFRp3TQCAwYYns8S6QkQXgplpee7qUSiUajSY66XIiOp2O9vb2Oa+iM9bfJhI0Xb2vMue1l/7pU8bHpTxyY0yUAMlsNk+7+E3NKz2k5BtQJWj1tsVCp9Oh0WgIh8OYTCZuuOEGhoaGqK+vj/WhXbMOH3BgSZZYWh4P2SUyPsVR+nx1aDTZFJaakenHFWrAF24Chu+/4YAHlSKJcNCFP9wKyARVfyQUzMOSbiU5XUtIPk+/r43WnoY5HalUKpV0dHREOxxDoRBGozHaOarRaNDpdASDwYQKkCLHW19fj9ls5qabbkKnS7z5m/FxV73G6XS6UR8eg8FAfn4+TqeTQCAwrQaHssy2IMFRhMqghh15hPY1L9g+400gEIiuKg3DF7qFmvg73yU9w+HwlCakRoLChZhTB8N/87FSD1TXYA/ykHrhvu+TSZT5HZE1zWZS9anllJP8tda5P6gE5fcsfHqbx+NBr9dHU5itViurVq3i4sWLYhQphl58rpeiEj2qcYpALbSQ7MATGn/OUCDcToCrFxMP4w834r/qY1S+0sjhA3M3/6inp2dENoYsy4RCIXQ6XfS61N/fP2+dn3NlvMXhFQoFLpcLl8uVkAFSfHyChVEkSSIzM5OSkhLsdvu0nqtckjxPRzU+VZIW1Zb4qKwmzN5MJlcaDAasVuuC5kuHw+FR+wvGoFhBrB2z5cT6EABGpYXGo8jnxefzzTiYb6waoOtCYufXz6WO8wv/t9BoNCQnJ0fPZzAYxOl0Jtx8jcVocGBxzgczmiQKlujn7PXGulZGFqmPpNrHe3CUnp5OZWUlhYWFpKenY7PZ0Ov1aLVakpOTyc7OntaSKPFEjCDFKa/Xy9GjR6murp5Wj6yyzIYyRj03qlQDcpmN8Lm+mOx/uuZjTk9Jip/VmT5SDWFMmjAqBcgyKBWAAsJhiJwebwguOSROdGip7Y1tOcxI0YXIBXsmf5exGptZWVlkZGTQ2NjIwMDAbA9zFFmWR/VcSeHFeXMeT5vWRKPRFuvDSBhzFcDVvNKDxxG85keSAp4gvc0Lv4B5pHpdpJSw3+/H5/Oh0WhGXL8SMUVpvmg0mgXJbDj46kAcrYk0t8pXGmmsn9/Pe0mJjbVrM0lJMWAwqFGpFCiVissl1GVkeXi+s8Ph48UXL1JbG7s2l9PpJCUlhfXr10ezOiLFqIxGI2lpaQk5egQiQIpbfX191NTUTDtdRVlknZ8DmiLV0mTkAd81tVbS9gI3qzN9GNRvBz/jufJxgxJKU4OUpgbpdXt46aI+ZoGSLMuzbkCEw+FRqaBWq5Xk5GRaWlpm9doRSqUSk8kUnVQ/1jFL8rWRXiMDF4w2XswqjfWhAJMvtBoP5voYG6sGGOz2UbQhGYM1sdf8mClH58IvTKlUKlm6dCklJSXR0W6NRkNKSgoWiwWtVotOp2P58uXk5ORQX1/P4cOHr/n1jvx+P0lJSQwNDc1rGmJjvYchZxBT0uJrYlpt6jl5nUjQEEmRLymxsWZNJoWFVrTaqf3dUlMN3HtvBaFQiP7+2ARLgUCA/v5+jEbjvFdkXmiL79O7SPj9/mlXAVOW2UasWxQLCqUS9QY7wfO9cT+SNJue5MhIUYE1yBSvZRNKMYR5T4WL5gEPPzk5N1WAVCoVer0ehUJBIBCY97lKY7l06RIdHR1ztoioUqmc9HtxrSTYxFNwBMR9cATzs15Pb7OH3mYPKXl68lZbMKZorqkCDrFIr8vOzmbTpk2YTG9XE5QkiZKSEmB4wcyMjAyKioqQJAlZljl58uQ1HyDBcI9/pJjKdAuUTMf+F/sX5SiS3jA3322z2UxGRgbQw80355M0i3njw0thDAdLbneAo0fb2LevaU6OczKRtR0TfVHYsYgAKQ4Fg8EZlXVUFcZLeU2QSlMILNKRpO0Fbrblz0+vaZ41zOe29vNsjXHWo0mhUCjm6xC4XK45bZSGQqG4n+OyENq0ppgGR4kwWjSW+ew1jwRKQDRY0lvUKJSgUIJSpWR4cFO+vJbmcP6tLEPQG0KpUqDWJ9YtORQILXh6nclkYtWqVSQnj55rq9PpWLZsGX6/H41GEx1dCgaDIji6QmSu4HwuHdFY7+GF33SzY5cNveHamxd6NbPZjFKpxOFwoFQqKSw0c+ONFrTauU2PNhjUXH99Pps25TA46Ke6umvegiWDwUBqaiplZWUJvyjsWBbfO0pwwWCQxsZGzp49O60LuiLTiEITX6dTuSSZUBwHSDNp4JWk+OctOIpQq+A9FS4ONAV5tTGxh6znOpjR6/WTVtRbzOGTR6Hk1cylYs7RDKjV6gWb8HxlsDQdKXl6ynemTnnh2lhrOT335dx1Oh2SJI2qMKjRaDCbzaxZs4bly5eP2yCTJGnUY4ODg3E/2X2hhUKhef+cNdZ7+PF3W3nXfenYc3XIshz3i6FPxuOefidLZKQzkoK+ZImVXbvmt7COWq3CZtNz/fX52Gx6fvObc3P6+oWFheTm5mK32+NqnaO5FF8tagG3282FCxfo6uqa1vOUefG3GK7SrCHx+pgndlPR5OWu54Isy2zL95FvCcxZyl0sXL147myp1epJG7ohFKgWYZjUK+n4VcGaWB9GNHc+UUaQtFotZrMZl8sV943k3mYPLScHE6Lwg28oQGPVwJy+ZnJyMjfeeGN0Tbm2tjba2toIhUKYzWYKCgooKSmZ8qTvYDBIf38/DQ0NovT3GNRq9YJ8j3/3iy4Kluix52kpKtGTZJmbeTyxMNA3vWuIJEkoFAp8Ph/hcJgdO/JZv96+oMFiRUU6mZmmOZujpNFoWLNmDcXFxSNGahebxfmuEpjb7ebixYsj1tSZCoU2DnscVYndU3S1u8oHSTUsTMM7cuHMs4b5hw39/Kl+9il3C20+euwHBwexWCwTzmlySxo0wYWfOD6f6uNovpHBYIibdKUr19+I9IZf2eBTKBQolcppX09jqbFqgJwVZlQxnk86mbo35naOqVKpJC0tDbvdjs02PEJaUFCA2+2OjnYYDIYxG2ORtHR4u1Jbf38/58+fp6mpiY6Ojjk91sUisjD9XKdCj6Wx3kNjvYeDrwxw3TYLS8sN6AxKtPHYdplAzampZ8Xo9XosFgvd3d0UF1t497vL0Oli0+yOzFH65S+rZxUkKRQKMjIyyMzMXHRFGa4mAqQ4EgwGaWhomPboEcRpWtEiio/uKh9keXpsysQm6RIz5W4+emzD4XC0gt21oio5m8MpebE+jCiXyxWzNJlIb2WkMRxZBysSKF39mZNleV4nos8XvzuM3hK/DceAd+7nHqnVaqxW64gASJIkkpImzo4YGhrizJkztLa2EgqFov86OjpiPgcz3k3W1pjrDICIwwcc0QVXr9tmYc2GJFQJ0KHa2eabconvwsJCnE4ny5cb2LBhI+o46fD4678u59e/rplxkJSSksKaNWvGnAO42IgAKU4Eg0EuXLjAkSNHZvYC6virmqRQKlFkGhO+UMP2AnfMgqMrbcv30TYoJcxI0nylboRCoXFX7gZQL6J1kDwKZVwFRzC8wGqsAqRAIDBq9GqswCjRdV1wxXWaXdvZ+Zl7lJGRMeVeaa/XS3d3N1VVVZw7d27EfCVhbixEQZzDBxzkFujIsM+8ittCqXpzap1zarUavd7FO95RSGpqfHVqSpJqVqXBly5dSnl5+aJNq7vS4n+HCcLv99PU1ITD4ZjR85UxGradTLwXapjMfFasm4mbitwJEyDNF6VSSWpq6ri9n0NqLUZf7APaiSh0BqTCJajSMkGhJNTTSaD+LFzVyHs1c+mYz1cqlWRmZiJJEg6HY8bXjZmKVSXBa6WCYWPVAGlFhrhcWykUDM/53COj0cjy5ctHrGt0tUhA5PF4kGWZ6upqWltbGRgYuGY+F4tV1ZvOuC8JXlfjGnP0KDKCHQwGMRgMqFQqrrsula1bc2NwlFN3ZWnw6uquKRdxSE9PT9iFX6crPlvV15hgMIjL5aKzs3PmPaGTrVAaIwpT/E3GnGrawEJUrJuuVIPM9gJ3QqXaabVawuHwnM1H0uv1E5amPWbLYVf7+TnZ13zQ77oL03s+jEKlIhwOI8syKpWK8KCDoV8/iXffn4Dh1LrxqtX99V//NWVlZdGff/3rX3P27NkFOX5hYVw81E/FrRmxPoxRXL2zn38WWfA5OTkZm81GWVkZeXl54za8vF4vhw8fprq6GqfTid/vF0HRApuvdDsYnp800BvAmhJ/7QWAYDDMi8/1jvnYlSPYbrebHTvy4z44ulpFRTpms4Ynnzw16bbX0vcuPlvV15BIat2+fftobGyc0Wsoy2wolPGZv6uIs++SUqmccu/Hlrz4nLuwLd9HSUp8TJKfCp/PN6drbXg8Hvr6xk8JaDTaiOfxI8Ntd/GLp5+mvLwcjUaDVqulvLycH//q/zD/zQNo122hU2scN7Vu9erVlJaWcu+991JaWkpVVRVLlixZ4Hex8BKl9PVc6W32EPDFX7po84nZjVYqlcroXCOXyxVNjZsoZae3t5eamhq6u7vx+XzXVCMtHhgMBpTK+W0uHnx1YF5ffzZOHJ5aSumOHflcf33+JFspgXxg2Tj/SgD9OM/VAGlA0eVty4Arq9wqgQygHFgHVF7eLmXSY8/Pt3L33WWTbrfY0pknIkaQYszpdHLixAnq6upm/MFTFlrn9qDmUHgovhry4XB4yhW4Mo3xeyHYkudJqFS7yCjJTOclXbmg4VS+Jz6lhBSO0zDpcgPxy1/+MhUVFcDwCNBHPvIR7HY7O++4h2NtveTm5qLT6ejo6Iiun2E2m3nHO97Bk08+yeHDh7l48SJer3fRVxNayDWM4knbmfgq+d11YWjWxRnC4TD9/f3RIKe/v59gMEhqamq0et2VhoaGOHfuHN3d3bPa77WiJE/N1tV6bBYlChT0OkIMDIVJsaioa/bzatX0zp9Go0Gn0026/txsRRaWvfVdqXFVsKGuxhUtKDGWyL2ppMQ2heAIIA2/P4fXXnttzEdLS0vJy1sKXD2akwysRJYVNDc3U1d3mqysLJYvXw4cZLgq1jrCYT1VVVUcO3YMpVLJmjVrWLduHdAFnGWikl6TjSRFOjeuFSJAirFAIMDQ0NCMG46KTCNKTfz2rCqM8TdkPtnfWq1Wc+vWlagLTaMekz1d0H4I5HFeQ2cDcy4KUzYoNcjuDug4DHKkUa8AQzqY81AYM0GhQnZcgJ7T03oPGXEcvI1nNkUbptt5cM6SQWV/64z3N588Lz7Hze/4KwYvNSJ3tWMuq+DLX/4yv/rVr/jLX/7CrTd+ldJ3v5eNGzcCw+/9//2//0dfXx+333473d3dPPLII/zv//4vt99+e4zfzbCJimbM5jUjuf3XYnAEw3ORspebkeKgFPJQn4+aV+amXPqVI0ChUIi2tjYuXbqEwWCIjvB7vV6am5s5evQoly5dSph1txZaSZ6aAruarFSJnHQVqqvS7XN0SnIyhv/mWakGtqzS4Q/AhdYAQ+4wjW0BapvH/375/f4FK4DRWO/h+CEn6zbHx9p/Rw86JgyOMjIy0Gg0tLS0sG3bVIvpaBkaGuJDH/rQiN/6fD66u7v55S9/SV7erjGel0Jd3QU2bdpEb+9wut+HPvQhnnjiicuP6wEj73jHbbz66qtUVlaiUCj42Mc+xrvf/W6efvppJCkTaJ/w6PLzrXz842v5/vePjXpMpxte7DcYDIoiDcL8s1gspKSk0NLSMqPnK5fGealFKfGyODds2ED5uk3UjJHyWFy8CbUchva3Rj2mKH8/ioy1yLJMS0sLg4ODLF26BVXID13HQKFCsfYfUJjzCIfDNDQ24vf7KavYTvjIN8DVNuVjTMA/64wplcrhOTrTaIAfTsmj1NmFKRR/DWv3c0/jO7Qf6+e/iapseASpra2N1tZWVq9eTbini8LCQh5//HG++MUv0t7eTn5+Pna7nZKSEt75znfyiU98YsQcpFib6wBJkiSMRuOCF5+IR+de7Yn5XKRQKEzVbyZuWM3G0NAQr7/+Or29vZSUlODz+aipqeHcuXO4XIlb5Ge+ba/Uc/1aw5QWHY08rlIp0augoliLLMtsXKFn/zH3hCNLC3kODh9wsHy1Cb0hdp0CQ84g+1/sH7ekt8ViIRgM4vF48Hg8qFQq0tKmOorfj81WxKVLl0b89pvf/Cb/9m//xu7duxkOYjKA9MuPtgNhrFYr3//+96msrOTDH/7wVa873Onw0Y9+lGeeeQaLZTjIfO2119i+fTu///3vufvum5ksQAJITzdx991lowo3+Hw+Tp48CQyvUQbDAfRiXSx28b2jBDE0NERHRwc+nw+z2TwihWg6FOY4T7MKxtdIx1RSdZblJXH8+HG2bt0KMOLGc+7cOZbq00YPUqt0KDLW8vnPf54f/vCH0YUpW1payNJfrs5jzkVhzuPee+/lj3/8I4ODgyQlJQ03Ag1p0wqQFIrhIhKJlGanVqujvU/ToVQqSU5OxuFwTKsn80B6UdwWa9Cu28wgSt6/ezcul4sTJ07wT//0T+zZswf33mcZLFmNwWAgPX34BmkwGNi8eTNPP/00Fy9e5P/+7/9m3KkyH1Qq1ZzMM9NoNASDQVQq1byn9CSK3mYPTccGYppq13Jy7tYeMxqNBIPBUd/lnp4eqqqqOHv2LD6fT6xhNIaSPDU7NxhINisvL4I8fG+aadn9yPOuXzvcuJ8s/S6y/XzPAdv3pz7ecXfalAK/uRDZj88X4uXn+yZc60iSJNTq4cyYKztwrh65G98g8CYDAzLhcBitNgODYSlPPPEE9913H3q9DugB1vPaawfQaDRs2rQeqKKvT8/1128gIyNvjL+Lh3PnqrjxxusZHKzD6ezg0iWZG264E7vdzqlTp7j77jum/DepqEinr8/Dvn1N0d+FQiFaWlpQq9UoFIpoVUm73U5xcfGiC5IW17tJEENDQ/zlL3+hvr4+2lifUXCUaUQZJ4uPjSfcHD+LeqrVarRa7YQBUkmKn0xTmIuXK0h7vV602pHrM4TPvAGSAUXO9aC1ILt7oHN4/aqKigoee+wx3G43H/zgB0c8z+8PoAO2bdvGfffdR1VVFY8++uiM38/qTF9CBUjBYJC0tDSGhoam1fgNBoMjSnprtdopBUqNRhs+lGiJryAdQPZ60Gg07Ny5E6fTidfr5X//93+55557yC0q5dChQ9x///3cf//9+Hw+SkpKGBoa4sEHH+T3v//9qPkYa9as4dSpUzMu9DJber2eQCAw41EkSZKwWCwMDQ0RDofFmjZXiZTVjkWQNNDumdOy3jk5ObS3t495jt1utwiMx1CSp2b39UYM+vm731+/1oDNouLZV8YPTBeqOEZkPpI9T0v5CiNa3dy/70hQ5HYFGRoM0XzRy+EDDrRaLUajEb/fP2ZbwWKxoFQqR42qhUJhpCmndvh4eypPCgcPvsm5c+d46qmngF6GR4OUfPGLXyQ1NZXf/OY3gJ/SUjfgAsZO5ysrcwKnL7+2idzc1dTX19Pe3s7q1asB7xSPb1hkTtWVQdLAwADV1dXU19fj9XqRJImUlBQsFguZmZnTev14JwKkBRIMBnE6nXg8Hpqbmzl79uysc6pnm16nVqrI0Nswqw0Ew0EaBjsIXjW3RqtSU27Nw6w2MBjwcG6gCe8kaUsKFNi0ZlI0ZmSVhhZLaMxUmaVLl5KVlUUoFKKurm7SVb1nIjU1FafTSSAQiP6byOrMiRtm4ZqfQ/dJFIV34LSup6amhpUrb0IXDrD/T89w566bQSlx+Ojo/N3AQDN1R/fzgfvvQaU1jhpiX+xkWaarqwuNRkNGRkb0+zBdkYVKp3KzVsdhcATgffM1jEuX85HdtyMlp/DII4+wdetW/uVf/oVnnnmGjj/+he9+97vodDoGBwd58MEH+fjHP05FRQVer5e6ujra2oZHHI8dO4bFYuGee+7hm9/8ZkyqDJnNZsxmM93d3Xi907sJq9VqDAYDbrdbBEYTiMXaSO4BPyef75yz19PpdOTl5YmCC1MUGTFKtS5MU62iWIvZoOQnz8e+Y7Ox3kNjvYeDrwzwng9lkpI2+899KBRGDkNXh5+uDj9tzb4Ro0VKpZL169ej0+k4d+4cXV1d0TLeKpUKjUYzHFS53XNUmVUL2HjiiSdYsWLF5XlDp4Eg4XCYz3zmM5fn5IVgWvcyBbAMr1fHnj172LZtG+985zuB2mkf4fXX59PaOjhiMdkr21KBQIC2tjbOnz9PamrqohpFWjzvJI4Fg0Fqa2s5ceIE/f39syrKcCWFdWYrT9u0Zu7I20SWwYZS8XaPR8NgO09f2Bf9eYWtkJvslajC0NnZSXp6CTvsq3ml9Tgn+y6M+dq7cq9jmTUfjepycYbi4WHZb3/729FKXCkpKdx1111kZWXR0dGBXq9n586dnDp1ij/84Q9zWhK6r69vWg3GVMPI8/L+97+fwcFBKisr+dCHPkTB0ruQh1pAZ+PIkSPcfPPNnDlzhnKzja3638HxNzmtuY3hC99IRp2K5UPPwvFnac756CzfGZzoiP+Vx8fi9/unfV6ulshlfg133IPKnovvzVcJNtWjSssk+YvfYtWqVRw58vZI5LJly9DpdAwMDKBUKvF6vZw/f573ve99wNujzv/6r//KqVOnePzxx9FoNNMOUObK5s2bo1U5x1vTTaPRoFQqR5RqDgQCYq7RFC302kgXD/XP6etptVqsVitWq3XCUv3CcHD03luTFny/+VlqPnBH0oRB0nyuiTSWZ/63g4IlejZtt5Kcop526l1nm4+qN50Tps4BJCUlIUkS7e3tdHV1jah4G1nLb7z5WFMfPbpSJoODQzzzzDP8+7//O+GwD5WqD5A5cOA3FBWVsHx5PsOBzXTul2X4/Vbe856/xuFw8Nprr6FUOpjK/KOxrFmTOSJAuppCocDr9eL3+xdVgHQNTfWOnUij4eLFi/T09MxJA0a1JXvG6xKsSVmK3O/lbz/yt6xevRqz2czDDz9MjvHtlawLTBnckbeJp5/6OXl5eRQWFpKXl8fPfvxT3pG3gUJz1qjXzdLbWJ2yhP/82je48cYbSUlJIS8vD5VKRXZ2NjCcSnP//ffT19fHtm3byM3NJTU1lQ996EMUFhbOeVWu6TbCk7TDF32tVss999xDZWUlGzZs4Nlnn2XlypWcOlOLYsldVNU0U1RUxJe+9CXS0tIgtLCNUlkmodLrrhYIBBakKlW8jR+psnIwvedDdOQswfqZfyX1u78g+YvforW1leeff57rr78eORhg9erVdHd389RTT7F06VIAfvKTn9DS0hL9d/DgQQB+97vf8fjjj9PW1haz4MjpdKLValm7di27d+9my5YtZGdnR3P1AUwmEzk5OahUqoQOcGOpt9lD9Z87cXbO73l2D/ip/nPnrEt6XymSipOWlsaaNWuGr5vCuNaUxq4DLD9LzcfuHr+SXCy+v431Hn75o3aOHnTQ3emnt9tPKBQmHJYJBEIEg2E8nhBtl7y4hoJ4PSE623y88JtufvNU56TBkUqlYnBwkAMHDnDmzJkpLwfytpn8TbL49a9/TSAQ4H3vex8qVWf0dW64IZ3ly0PARWA6o7hlBAIp3HfffZw9e5aXXnqJtDQ9UD2D4xuWlzdxVUGTyUReXh4aTeK2ScayeEK9OOb1eunt7Z2zBqGqMgNV6szXPVErJRwOB36/nw9+8IM89thj+P1+wqG3m5PbMleyf/9+PvzhD/PjH/+Y97///fziF7/g/e9/P0VFRVy/YSWXhrpYYslGp1LT5u5FrRr+ODU1NbF161ZycnL44x//OGLfa9aswWg08s53vpO1a9fS399PR0cHt99+Ow899BA/+tGPOHDgwJz0Lk63l6skxY9aBbKzgXXr3sszzzyDz9mJUmPic5/7HJWVlXz961/nF7/4BR11T2JIyeNLjzwI7m7kjsOzPt7pEO3LqYm39ZAUJjMA73jHO5BlmSVLluB0Ojl8+DClpaV87nOfw3noAG57IQcOHODhhx/m05/+NC+88AI9PT3RTpGlS5eOaGA6HA7+93//NybvCYarXLW2tpKbm0tmZiapqamsWLGCuro6WlpaUCgU2O12Ojs7F2TS9WLW2+yht9lDQaWV/LXWOZ3I7h0KUv9G75wGRjCcWpeSksKaNWtITk6O/nvzzTepq6ubQWN0cSvJU7MkL7aNzXSbNOlIUiwcPjBx6e0Ik8mEXq+nr2/4szVZpc2FLyNvBfQ88cQTvOtd7yIlJQWou+Lx9UCknecAjjE892isqRUVDM9dMhMMpvG+993PsWPHeO2117Db7ZefXwK0Xv7/6dFOsMyAwWBg+/btLF26dFGNHoEIkBaEQqGYs3kBikwjqpzZDbtfGGzjrmVbL08IhKeffnrE4xqlhN2Ywpd+8hO2bNnCBz7wAU611nL//ffzxBNP8JOf/IQndzzJOws2szQpB1mWUSqVPFX3Ik6fi//5n/8B4Dvf+c6oAKmoqIgDBw5w8eJF9u3bR09PD2lpafzjP/4jDzzwAN///vcpLCycdYA0k7LDW/IuNwra3yI82AIBF2pfPyg1SFu/yu23386vfvUrAN5xXTY4fo18wgR+J4QWdu5EIN6GRuJUvK2HFGpvQQ4GePXVVzlw4AANDQ2o1Wq+8Y1vsH79esKXGrj0zI/pvv+TvOtd74qW8u7r66OhoSH6OuFwmBUrVrB3716WLVvGyZMnY7pOTDAY5MKFCyxbtgybzYYkSaSlpZGcnBxdDFepVHLkyBEuXBg7PVeYnsaqAQa7fVjtOkypGqxZ+hm/lrPTS/MJx5wHRhErVqxg7dq1I+YoZGdnc9ttt6FQKKiunnnv9mITKd0dD/Kz1JTkqSdcJymWdDrdmKPmWq0WrVZLf39/9Lo4/3Mzp9tJkUVNTQ0HDx5k7969yPIACkXk+6cHDLz3ve8lOTmZ73//+0AaUMwf//hHZFmmp6cHlUrF888/j9FoZMeOHQB87GMf4dlnn+XRRx/l5MmT0bLc+fn5rFhRDoxeomQyKpWSD35w5ZgLyGZlZZGXl7fogiMQAdKCmauhR9WylFm/Rp2jhe9U/5YUXRJ7lt486vEsQwpKhZKDBw9y99134wn6eKG7iqK0XLZv385Pf/pTFAoFJZZcHn30UT7zmc8QCoVI1pr44bnn0ak0vKdw+5j7zsnJ4de//vXbKXs/+xlLlixh+/bteDwejh8/Tk5ODlVVVTN+f1Otcnal7QVucpKGL6CK0vdA+lrorUF2XEShs6FQqmhubo722iusS2HFR1EoJeSQD/nkD8DvRJG1iWxtCX01bzcCFSnLhgfN294AXTKK9Eps5pHVXhRZG5G1Vmg7COHJb0augOiFn4rDKXms7W+d9q1rvshDg/Q98jFM225m97IylFs2QihEsKUR1+PfwvvWa5xPyuDi0aNs3LiRnJwcXnzxRS5evDjidVpaWjh69Cg5OTnU1NRw6NChGL2jtw0NDY1qrEiSRFLS2x06FRUVNDU10dTUdPXThRmIjCYBpOTpyVttwZiiRiVNXPUrFAqBrMA3FOTiof55C4xguAhHWVnZmBWudDodev3MA7vFpiRPHTfBUcTODQZqmxNrjqDP51vwgi/TTztMY+/eX7Jx40Z27tyJQnFlAYXh14qsAThsuA35mc98Jjr/tLGxkYceeoiCgoJogNTc3ExBQQHf/va3R+zt/vvvZ8WKL0z3bUXl51vZsSN/REU7nU5HeXn5iGv8YjLtAGn//v3853/+J1VVVbS3t/Pb3/6Wd73rXcDwvILPf/7zvPDCC1y8eBGLxcLOnTv52te+dnmYb5jP5+Mzn/kMv/zlL/F4PNx000089thj5OTkRLfp7+/ngQce4LnnngNg9+7dfPe738X6dm3EhKHT6TCZTLOu0qbako3SPDd5yZ6QD29o7LQGk3r4htXY2Eh6ejqDATcyMoNBD2lpaTQ3N0e3LSgoYNeu4VWfw7JMUA4xFPQge8dOazKZTDQ1NUXXd3E6nTidTsrLy4HhL/dwOcqZm6xS3dVKUvxsy798MVWqIXMDv/nNsxQUFFBR8Q5cLhc//853eOaZZ/je976H7HOAPpWqYyd46KGHeOqpp8hPXQHmXDp9Ztrb26mrGx4qr66upis9nYKCjVi1VkhZRlN7P/0NTdHV4Y8fPw5AWdltaGUZWvdPesxnuhI713chJ/mGUCDNKD98foQ6WnH9+skxHwswHNTR08Pzzz8/7msEAgH27ds37uOxkJSUNGljNzk5GbvdLgKkeXBlsFRQaSVtiRHCw597lVqJLEM4LNNd75rTst2TUalU46YA+v3+OS3Kk+i2ro6/YDHVKsXtKFI8pWZOP83VzUMPPcRDDz2E3z+ISnVlZUcvPT1t/OIXv7j8swPowefLo6amZpzXC+Lx+PnLX/4ywT5nVz1y3Tr7iADJbrdTVFS0KEePYAYBksvlYtWqVfzN3/wNd99994jH3G43x44d4wtf+AKrVq2iv7+fBx98kN27d3P06NHodg8++CB/+MMfePrpp0lJSeHhhx/mjjvuoKqqKhot33fffbS0tLB3715geHXgPXv28Ic//GE27zcmzGYzOTk5NDQ0zLhRqCyzzWre0XREvuahUAiVSkX48jHLchhJkgiFQsMlm70D3Hnnnbz73e/G4Xdx0TlcIUUOhcdcIDZyAYm87vBrDi+WFpnMHQwGZ51PP+PUuuhxDqcC3XvvvdGbd2ZmJl/84hf52Mc+hnzxOeodZpxOBVVVVcOlqk1KgppkfvyDx/m3f/s3YHhtmHe/+90A/PSnP+XumytRaC186UsP8Otf//rt/W/ZAsChQ4eoSE6ZtCnf41bwamN89TJOl1qtntXNTa1WYzabp5SK2WhMZokrMSpm+ZWJd6PRaDSkpaVFC75MJBgMTrqNMHuNVQMLGgRNRK1WjyjWcSWNRhNNyRSBEtgs8Vk3a+tqfVwGSLFY0mA802/bHQOGr4UazRDDpbzflppaC3QwPJo0CMhotUcA01h7BwYZ7p8yM3a6X+jy68ycboz1qJxOJ3q9/nI58sVl2nfjXbt2RUcMrmaxWHjxxRdH/O673/0u1113Hc3NzeTl5eFwOHjiiSd46qmn2LlzJwA/+9nPyM3N5aWXXuLWW2+lpqaGvXv38tZbb7FhwwYAHn/8cTZt2sT58+cpLS2d7mHHlCRJ5ObmotVqZ1RlSpFpRLVkdmseTUdkZCkjI4O+vj4M0vAHXy/p6O3tJT09HYVCwYGO0zQPdqJWSriCXuTLTfuwwwc5o19XlmV8Ph/p6em89dZwHqzBYMBgMNDb2xvd50JX4rJor7jIhgPI3Sf5+te/zr/+67/S2tqKQqEgPz8f5DCK5heRW16lviWPd7zv09FFDcNn3uLAGQePPPIIjzzyyJj7kRv/TE3LED/5yU/4yU9+MuY24TNj//5KL19M/OBoJkGwSqXCarWSnJyMx+OZ8ufkxaxSsi8cRi/Hbo7OVJ2zLFwJ57lgNBrZunUrxcXFJCcnj+hJjKz9FimLK8sy1dXV19z6X4udUqmMfqfHSrFMT0/HaDSO+VxJkqioqODSpUtcvHhRBElxarzAbaHLfcfrMQAMDPhInVYndpiJCybIYzweBAYmed35S4dUKpV84hPrePHFi9TW9tHY2EhfXx9Lly5l8+bNCZnhNZF57650OBwoFIroH66qqopAIMAtt9wS3cZut1NRUcHBgwe59dZbefPNN7FYLNHgCGDjxo1YLBYOHjw4ZoB0dc6p0xlflVfUavWMvsTKMhtS6eznHV0tVWdhaVL2iN+plEoqkgvo9g5/wTZu3MjRo0dJ0hjYkFZOstbE0ctzIwAsagMfLnsHWpWadncvv2nYj0qhJC+cNKo3oaCggKGhIdra2ti4cSPf+ta3GBgYYM2aNdjtdl5//XWUSiXr1q2LBk8zNd3eSN1V3wL5zJPI5hzU5jwKtclAGPn868NzkoLDAdFtOc2Ej38HtFbwdMPgJbbrVYRPd4FqjDRI/yAM1FOq0hA+UwaKMeYIeHpgsHn076/g9id2eW+lUonBYJjRujcWiwWfz0dDQ8O0CxK8mrmEXe3np73PhRTmcnpdAtHpdBQUFIwq2RxZ++348eP09PQATLiGiJBYlixZQnl5OXq9Hr/fj8lkQpIkGhoaaG9vj671l5SUxJo1ayYcNbRarezatYvTp0/T0NBAY2PjlO+VkaqO8TSSMBtur4whDjviDTrVmGl2KpVqyvfaSKqlLMtzWlBGlmU0Gk3M0+1efPEi995bEdNjWAipqQbuvbeCX/6ymtraPgYGBjh27BiyLHPTTTctqpGkeQ2QvF4vn/vc57jvvvuik7g6OjrQaDQkJ48cEcnIyKCjoyO6TWSOypXS09Oj21ztq1/9Kl/5ylfm+B3MnYGBgWl/gecrOMrQJ/Oh0tGjgJJK4s78zXhDfpx+N+985zv5yEc+QnV1NTdWrKGmpoYXXniBxx57jH7fIBW2Qk68eZQ//OEPfPOb32RJUjZb0ytIXWEd9dobNmxgw4YNdHV1sWPHDvR6Pd/5znf4whe+gNfr5bHHHuOmm27CbDbPen7CdNaH2l7gRj0qVpFh8BIMXpo43c0xcuI8cgh6z0y8w5APuk9O+fiu9ofasXtiE4Ver59x50VkIbqZ3FwbjTbCxPfCb7HvA52+wcFBLly4gNVqHXFj7O/vp6qqiqampphW1xPmR1FREWvXrh31++zsbNxuNz6fD7/fj16vjy6+ORGr1cqmTZuoqKjg3Llz1NTUMDAwgNvtJhQKoVAo0Ov1lJaWYrfb0el0BINBtFotfX19tLa24nK58Pl80f9Ody5qPPD6pnAV0GSBxj7cyRZ0gq8FwkPjb69Qg64QJCuE/eBtgND0O6jGSrMLBoMTdkgmJycTDofxer2EQiEkSYoGSJIkYTKZGBgYmPaxXC3WwRFAbW0fTqePpKTEXMB9ut75zlL+8z/fBIanTbS0tOB0OkWANBWBQID3vve9hMNhHnvssUm3v3oth7FScCZa7+GRRx7h05/+dPRnp9NJbm7uDI58/kxnBEmRaZyX4AjAbkghEAhgMAwPBweDQQ4fPswPfvADVq1axdGjRzk30Mx9993Hq6++ynXXXcd1113HkSNHeM973sOePXt4uf04a1KWcOzYMR599FG++c1vYpT0pBqsvPe97+U3v/lNdK5SJP88Uoq4pKSEH//4x3z4wx/m97//PT09PRgMBp5//nmam5tpbZ1dWebpXCwr7Qtb6WY23IHEHj0CZjWCMNvFZeM9AEnEPnC/388bb7yB1+tl+fLlGAwGNBoNDQ0NdHZ2iuBokers7MTr9Y5qDF1dtXA6JEkiOTmZ9evXU1paitPp5Pz58zQ3NyPLMsXFxWzYsAGTaeQcjGAwiNvtJhgMEgqFcLlcnD9/niNHjiyuz5+UAtYdKDSZ9PX14XK5sNsrUSoV0L8XvBdHP0dfApYbCMsSbW1tJCcnY8rYiuyqBsd+pnPVSbGMXRlxvOBIrVYzODg44vGr/38uR5RVKlXMz3dwjLnXi5XBoB5R1S4yaryYzEuAFAgEuOeee2hoaOCVV14ZccHMzMzE7/fT398/YhSpq6uLzZs3R7fp7By9cnB3dzcZGWPn6Efq3ser6aYAKFfM3yrj/b4hJEmKVk+7kk6nIxAI8Fr7KWQZfvSjH/HQQw9x+vRpvve971FRUcHJ3gtU9dRSYM5kz5493HzzcKnwjr4uBi2DfOMb3+Dzn//8qNcuKiri5Zdfprq6mrvuuouGhgZeeuklzGYzN998MwMDA9G1mWZrKusgbS9wYxh77nBcqmqL38/3bE0ljzwQCCzqRUb7tIk5OujxeHj99depra0lOzub7Oxsamtro/PzhMWnpaWFCxcuUFpaOucVrCRJwmazYbPZyMwcDgZkWSYlJWXM3umrg7K0tDSMRiONjY3jZpzEK512nOubygwp7+JUdS2f+9zfRItXJSUl8fLLL1O5rHh0gKTJAutOnnrqZ3z+85+ntbUVSZL46Ec/yn/+53+iTQqB88CUj01STa+LaSojeHM5yqfT6XC73TGdj1Rd3cX11+fHbP8LbdOmnGiAFAgEGBwcJCsrK8ZHNXfmPOMkEhzV1dXx0ksvXV4d+G2VlZWo1eoRxRza29uprq6OBkibNm3C4XBw+PDh6DaHDh3C4XBEt0kkQ0ND0xoVUW3JRjWPLffGoQ6eb34LT4Y06l9fUpBfN+3HHfSyt+UwP639C+EsAxtv345sN/JU3Yu8cGl4zZW/tByhJtiOJ0Pi941v0PDmGX7xi1/Q0tLC0NDQqH+vvPIKJ06coLa2lu9+97tUV1ezdu1aCgsL+dOf/sT3v//9Gc1NGctkwdGI0t4JwBck4SvXXU2n02Gz2SgvL2fp0qWkp6dHU7XeXvthJLVaPaoHeaoGpfgOMI/ZxqhskkC6uro4d+4cJ0+epLW1NS4mTgvzQ6VSMTg4OO+pTTqdDrvdTnZ29rRSd5KTk1m9enU0SyJRGHTjBEhJW2hu6eKGG24gJyeHCxcuMDg4yPPPP09qaupwerdCA/pSMCwDlQWMqzlx4iQf/OAH+Yd/+Ac8Hg8nT57khRdeGC4kZFwByql3yqhU85OgPFfrYGk0mnGrJS6Uffua6OqaIN1xkVGrVdx99/Bi5j6fjzfffDM653QxUMjTvIsNDQ1RX18PwJo1a/jWt77Fjh07sNls2O127r77bo4dO8bzzz8/YrTHZrNFF0v9+Mc/zvPPP8+TTz6JzWbjM5/5DL29vSPKfO/atYu2tjZ++MMfAsNlvvPz86dc5tvpdGKxWHA4HDFdxMrr9XL06FGOHTtGf3//pNvP17yj+RZqcRKqGj3qF6/+YWM/iZQqfKBJu6gCJL1ez44dO8jOziYpKQm/34/H40GlUjE0NITL5aK7u5uTJ08yNPT2DcdqtbJ8+XLOnz/PwMDAtIpxFLj64rZQg0sp8dOi9bE+jDkx3ur2QuKLFFkpLCxk5cqVFBQUxO0aKF6vl7feeosjR44kzGjmZ/cko9ddFYgo1JD5ER566GFefvllTp48OWKebdDnQOXcC0nbkNXDi/EqFGEUConPfvazPPvss9TX1zPYfRK9dSk/euKn/PM//zO9vb0oHC+DZ+rXxP3H3LxaNbeLCldWVtLW1kZ3d/esqhgmJSXFTXGuf/mXLUiTLNa8mEQKNsBwXHDLLbfE7Vyk6cQG076yHT16NLpiLxCd9/OBD3yAL3/5y9GFXa9e7HPfvn1s374dgEcffRRJkrjnnnuiC8U++eSTI3qNf/7zn/PAAw9Eq93t3r2b733ve9M93JhzuVwMDAxMOcVuIct5zxU5HE6o4KgkxZ9QwVFgEY4eKRQKsrKyRiwgfTWv10tycjL19fUMDAygVqspLi6msrKSiooKenp68Pv9XLx4kfb29knXRGo02qg32uJyTaREK+89EREcLR5GoxGDwYDFYsFms2EwGMjJySE5OXlKxRdiSafTsW7dOjo6Ojh/Pj47Rq7m8oZHB0iabEDJ888/zwc/+EFefvllDh48SE5ODnfffTcWs3q4+IImnQc+9QB/+ctfqK2tBYbnimVlZaFQKDBTA3IKmZmZDAwMUF1dzYrirGkFSNevNdDWHZyzNZFSU1PJzMykqKiI8+fPc/HixREdYlOhUqlQq9VxExwBHDzYck2l2r3znSX8538OVx9uaGigq6uLvLzEqsg6lmlf3bZv3z5h6sRUBqR0Oh3f/e53+e53vzvuNjabjZ/97GfTPby4YzQasVqtUxr6VZbZUMzTMPZ8kn2JNTFva15iNeCCizBTKRAITHoj1Ol0rFq1iqVLl+Lz+QiHw1gsFnQ6HSaTiczM4d7SZcuW0d3dTX19PQ0NDbhcLtxu95gN9RezSqH9fFwFSfVGW8KV9xYWH71ej9VqRaPRoFQqKS4uJjs7G61Wi9lsRqlUotFo4joouprJZKK8vDxhAqTegRCp1qv+vlISXq+XCxcu8Ktf/Yof//jH3HDDDTzzzDN87nOf48CBA5QWbgc5zLJly0Ysd7J69Wqee+654d7ylHehUOk5ePA7ADQ2NrKiZMW0j3FNqXZOAiSz2cyOHTsoKChAo9Fgt9sxGAzU19dPOU1Lq9WiUqniboRw374mbDY9FRWjqzEvRgaDJlqwYWBggObmZux2e0JdK8aS2EefAHQ6HatXr0atVlNVVUV3d/e426ryLQt4ZHMn3Bw/PTdTkW5MrIBuEcZH0Qmdk5lKVSydTkdubi5ZWVmsXr0ar9dLa2srr7322phB2ItZpTh6m6nsn121xLlQb7QNB22CEEN5eXksX76coqIiQqEQarU67keIpmo6yz7E2vHzPkoLrk5vUEaLGfT393P27FnMZjM+n49169bx1a9+lZ/85CfInjr+/u//HgDZ3wWBDt73vvfxjW98g127dvGhD32I2traaCGk4ayW6Re9yUqd/WdCp9OxbNkyioqKoqlYVquVLVu2EAwGpxwgXRkMxpvf/OYcfX2ea2Ykad06e7RgQ1dXF263O6bTW+ZC4lw5EpjJZKKyspLrr79+1PpPV5ITsEBXyBckfC5+euMnM/a6R/Gtz5NgBzyGsYou9Pb2zirn/GqRMsFZWVkUFRWRn58/7gKVh1Py+FNWKR5F7C6BHoVy0QZHSqVy3EIbQvwpLi5m5cqVpKamkpGRgc1mWxTBEcxtpbT5VtscYNB1VQde2IvJZMJgMLBr1y7MZjNy50/QqBXs3r2bV155ZXg7dw1y+4+QO/4Xen4Fg0dJSzFw5MgRtm/fzv/93/8xODgYndddWFgIoemX2U4yDS8aO1NqtZqysjI2btw4ap6KyWRi+fLlowo3aLVaLBZLwlUx3bevif37Z7euY6LQaFSX/xv7YhlzRQRIC0SSJOx2O3a7fc6qtsQFf3yPxiiVSozG4Uo9iVa5LuKN5vic7DhVCoUieg6u1NLSMqXCJTORlJTEihUrSEsbv1x+o9HGk8UbYhYovZq5dMH3uVAicy4Tqff+Wnb+/HkaGhrmtMMiXkSKQyWKPudV85UDnSiVSjZu3Ph21UB1OihU+P3+t5c3MVRA+r2Qfj9Yb4GwF7xN5Obm8h//8R/s3buX73//+5w/f57s7GxWrlwJvkszOsatq2fehsnJyWHLli1YrdYxH8/MzGTZsmVIkoRSqYym0Q0NDSVkZcx9+5r45S+raWlJrEyb6ZIkJbfcsoSCggJKSkoSroLkWMTdawElJSWxcuVKiouLxyxVrJAS73Qo4rhSi0qlwmq1RhtriTb3CCAcTvzFYVUq1ZhFSvr7+2lqapqXRllkLZWpFEeJBEr1RtucH8d4qpKzaVzA/cVCKBRKuB7fa1Vvby+nT5+Oq4nucyXRgj6b5ap2QLAfOeTmrrvu4ve//z3Nzc0obLvo6enj6aefZvfu3chyCHQF/Pb3f+ZrX/8WCkMJmNehMC6nra0t+lJHjx7lG9/4Bh//+MeBEPiaZ3SMWakzu+9fOddoPDqdjq1bt7J27Vrsdnt0faNEXoS0traPJ544wS9/WY3TmXidtFO1aZOdd7zjOoqLixfFCHTitcgTmCRJFBUVsWPHDjZv3jy6B0WZeI0JORi/Fy21Wk1/fz8ez3BZ0owEm3sEEE68DrNRFArFmHOBlEolXq933tZSCYfD07qpvphVuiBB0rVUlCGRGzXXErVaTSgUSqh0tIl4vV4uXbrEuXPnJpz3G29K8tSYDWMEH67j/N3f/R133nknFRUVbN26lZKSEux2O//yL/8CnjogzCuvvMKPf/zj4eeohud/5OTkUFZWxrJly9iyZQt79uzhc5/7HAweBXlm116VSsn2yumNIkmShMViIT09fdJRPavVypo1a9DpdNH792JQW9vHo48eorq6K9aHMm+02r5FERyBKNKw4CI92+vXryc7O5vXXnuNixcvTv7EeBWYWvnyhabVapFlOTokX5LiJ44Hu8aVgDHzKOP14Or1+hHro801i8VCZmYmLS0tU07NmO8qd6IogxBvFAoF6enpFBQUYLEkZqGgK3m9XqqqqqiurmZoaCihGtjjpq4NnUAlpfDTn/6UM2fOcOrUKYqKirjuuusg0Am9B0Cdxj//8z/zwAMPIMth8F4EQxmNjY0cPXqUYDDI1q1bsdvtyEMnYOjorI51Tal2ymsiReaGLlmyhJKSkik1oEOh0Lx2oMVSpIDDhg3ZqNXKRZWKrFQ6eOONN9Dr9SQlJeFyudBqteTk5Mx4kfdYEQFSjETmJG3YsIHOzk7cZhIyHUWhjt8v9pUVbrbkJc5N8koJ+JEYZbzgZMmSJRQVFc1bb5NOp6OiooLq6uppNZJezCqlztVHmaMLu9uBljAyMooZVHwCCKCgxWDlnCV90afVCYlFoVCwY8cOSkpKoiX0E53L5aKrq4tAIEAwGBxzFNNkMqFWq3G5XHHVAM8cN3VNhoGXkN1nWFa4nGVLtkLYA/17hwMhZOjfS5a5DJJU0Pc8+JqRu39Frq2E3HdUDt9MAt3Ina9AaGDWxzrVGiwmk4nt27dTUFCAwWCY0vU+UsluMaZ8Ruzb1xSt+lZSYmPbtjwsFi0Gg5TQBW40GhXNzceiC8fCcId1UVERt9xyy7hzz+KRCJBiJBgM0tTUxKlTp/D5fCiXjz+ZPK5p4vOLfPXckxR9fI50TUahGB79SvR5SFfT6XSUlZXNe4NMq9Vis9lobZ1eSe9Goy0azBS4+rC7naR5B0n3DacKupVq9OEg6gmKsHuVSs5Ysq6ZdLrxKBSKhJxcvdipVCqys7MpKyubsJhJojEajaSnp9PV1YUkSRgMhug6aiqVioKCAjZt2oROp6O3t5f9+/dPuaz0fNpeqUeabB1Ef/vwv7EE+2HwzZG/C3QN/5sHqin2FyUlJZGVlTWtks9Op5Nz587hck2/yl4iqq3tGxFQ3H13GeXlKQkbKG3bljfi/fh8Pmpra8nJyeG6665LmBS8xDjKRcjv99PT00NPTw/BYBDJlJhlERVxmgN2dS59Ata/iFqd6Vt0AZLVan27+tI8slgs5OTk0NPTM+M1M64Mlq5W4OpjbV8LpoCPgFKFTyXhVmnEaNEVRHAUf5RKJfn5+VRWVk649EQi0ul0VFZWkpeXh8vlis6vGhwcxGg0jkj1SU9PJxgMcujQIbq7uwmHwyiVSkwmEy6Xa0Hn0G1amVijd+opZo9I0vRHRAKBwKKZDzcTv/nNOQA++MGV5OdbY3swM2CxjL63h0IhBgYG8Pv9IkASJqbRaDCZTG83HhI0l0pOkCoCU+3tike5lsSqwgRvr0k03gTp5OTkBZnvoNPp2LhxIwAXLlyY857iiYInIb4olUoMBgMKhQKVShUtEuJ2u2N9aAsuNzeXm2++mdTU1IRprExHZPHoyUiSRHl5OSqVijNnzuDxeLDb7ZSWlnLy5EkuXLgwZoGZuba9Uo860XrxpnhP7enpoa2tbVoLD0c6tjo6Oq6ZUaSxPPnkKXbsyE+4xWZ9vrE7FlQqVUKV3V98V8YEIUkSxcXFOJ1ODhw4gK91EGVpSqwPa/pcCdLLk8ABki4BR9mTkpKw2Ww4nc5RIzeRRslCzXewWq1s374du93O3r17E2rS9mIQLyl2qampbN++PTp6oFar8Xq99Pf3c/r0aVpaWq6JXuukpCQ2b95MZmZmrA8lLuh0OpYtW0ZOTg6BQACLxYLX612wz2xJnprr1ybemjHh0NTS1t1uNy+//DJer5eKioopXfd1Oh3r1q1DpVJx9OjRRT0XaTL79jXR2jrIPfeUJ0zKXU/P2J1OZrM5oTpkEudIFyGdTseaNWvw+XwcPHgQucSWcIUaQnXzs9DndCmVSrKysnC5XAwMDIzeQCZhg6QE+0gARKsP2Ww22tvfzplXqVQUFxcPr+K+gHQ6HVlZWRiNRhEgLTCdThdd6HE+GI1GVCoVsiwzODg45jYGg4GcnByys7NHzYUoKChg6dKlXLp0icHBQerr66mrq5uXY11okiQhyzIKhQJJkkhNTaW0tJS8vGt7XtzVItVlYfjadezYMS5cuLAg14o1pfOfajwfAsGp35gGBgY4fPgwKpWKFStWTKmRbDKZ2LRpE0VFRVRXV3PhwoWEKtk+l2pr+/jVr2q4996KWB/KlBw/3jHm78daMD6eiQApxiI9JUNDQ5wK90+9NEwcCAVCyB3xMfwtSRIajYaurrEnpIblxF30KxELNbjdbpqbm8nJycFoNEZ7ZIuLi9m5c2fMyn0upnKqiSQtLQ29Xj/nDZzS0lI2bdqEUjlcKvfixYucOXOGnp6e6PwRjUZDdnb2hKu7m0wmysvLGRgYoL6+fk6PcSEplUpyc3NJS0vDYDBQUFBAOBzG4/GQlJSEVqtdNNXq5kowGMTpdOJwOHA4HDQ3N3P+/PkFS7006hPzmqRUTG+Erbu7m6qqKnJycqZcFESSJLKzs8nIyGDVqlW89dZbnDt3bsbzSRNZbW0f+/c3xX26ndsdGFGgIUKj0YgASZg+k8nEhg0bqG78M3LixEcoxskznS8qlQqr1Rpd0NDj8UQn1ep0urhJ5ZkPW/I8CRUgwduTMpOSkkhKSkKpVLJp0yZSU1NjcjzhcDih8p8XA5VKhcFgoKysDJ/Px5EjR8Yd5ZkuSZIoKysjP//tBkNGRgZLly7l2LFjdHR0RFOZS0pKSE5OnrDn2uv1cuTIERobG+fk+BaaUqkkMzOTHTt2kJaWhkajSah0llgIBoM0NjZy6tQpmpubcTgcsT6khDHVIg1X6uzspLu7e9pVEyVJIjMzk9tuu41Vq1bR399PT09P9JwtxDyxeBApCx7PQVIwOHa7MBGvR4l1tItYcnIyuY3JNJM4F+hw69w0dKa8v3CYUChEMBhEluVodSK1Wk1GRgZOp3PcRUnjtNjelCVqmfJItaxAIEBqampM5z1YLBby8/Pp6enB6/XG7DgWI5VKRTgcRqFQRNOEJUnCbDZTVlbGsmXLCAaDdHd3c/78+TlZe8ZkMo1qaEUaUjfeeCMOhwO1Wj3lyeEul4v+/v6E7WRJSUkhOTkZnU437kiZMJLf76e/v5/BwcGYBUc6bYLfnKYhGAzOamROp9NRWFhIYWEhXq+Xs2fPcujQoWsmQILhIGnTphzU6vjsTdfrx67IHAqFEu7aKgKkOCFJEu8sv4H/V/N7wur4v2CGQyHC50YPo84nWZZHzS/S6XRYLBaKiop4/fXXx39y/P9JJxTH6/GOS5IkioqK2LBhA6FQCKPRGNPUnkhFO5PJRH19PS0tLddkqsZUaLXaaDpEX9/433OtVkt2djYrV64kFAohSRJarTbaUZGUlERaWlr0vN94440oFApOnTo1q+MzmUwsWbIEs9k85uM6nW7an7XI+jlNTU3jdrTEK41GQ3JyMnl5eQtSHXKxiPzdFrKc99UsxgS8uANKpYKSPDW1zVMvbKJQKOZsFF+n01FQUEBjYyP9/f3XRIGViHCCVA++klKpRK1OrOVsRIAUR0wmE6ulXI7REutDmVS4fiDWhwAM91xLkjTpDc4bBENifTdHkFSwvcDNq42J0TOs1+tZvnw5W7ZsiauVs00mE+vWraO0tJTz589TVVVFX1/fqIWFr1WRyeqrV6+msLCQcDhMf38/r7/+Ov39/dGAUqVSkZaWxrJly1ixYsWUz7HVamXbtm10dXXR0TH2RN7JKBQK8vPzKSsrm9ORksh80GAwyOHDh+OywRVJJ1ar1Wi1Wnw+H1qtlpKSEsrKykhJSRHzi6ZBkiQKCgq4dOkSly5dGvW4VqtFkiR8Pt+8BM0leeoZparFizWl2mkFSHM9DyUpKYmKigp8Ph99fX2oVCp0Oh0ul4tgMIjX612U2QJ+fwitNj6b717v2N+TSKGYRJJYR3sNWJtTTs3hC3iy47eyTajFueCjR+PR6/XY7XZyc3Opra0dd82ESw6J0tTE6hW+2upMX8IESOvWrWPz5s1x2ViLrNG0bt068vPzqauro6amZsYN9kQQ6Ujw+/3jpjlotVrWr1/P8uXLR6yPY7fbyc7Opr29PTr/T6PRkJ6ePum8nrGkpqbyrne9i5deeomGhoZp9d4bjUaWLVvG+vXrZ7TvyURGpk6fPh0XAVIkZVCv15OWlkZhYSFKpRK9Xo8kSXi93ujnOR6/a4lAkiRSUlJQKpUjOkrWrl3L2rVrCQaDnDlzhosXL9Lb2zun+965ITGu5+OZ7jiGwWCY03mgkSyF1NRUPB4PGo0GlUpFKBTC7/fj9/s5deoUXV1dDAwMLJo1z44f74jbeUjjVbCLBKyJRARIcSY5OZmb8tbx6tlDOO0qFAY1ClX89DCFB32EqjpjegwqlQqz2UxhYSHl5eVkZWWh0+lYvXo1LpdrzJvYiQ5twgdI+gT6tiZCpSxJksjKyiItLY2SkhIOHjzIhQsXFs1N9Epr1qxhyZIlhMNhzpw5w/nz50f1iFdUVLBly5Yxz5vVap3TkcCMjAxuv/12/vKXv1BTUzOl52RlZbF582aWLFky75+teBhRVKvVrFmzhjVr1mAwGDAYDAnXA5soIgtX9/cPL1uRkpLC+vXrSU1NpaamhpaWljkPjkry1NiS4nMeyVSdOD/1FGW9Xk9mZuacVzK7skT7WLKysnA4HLjdbk6ePMnAwEC0YmGizYmJ2LeviQ0bsuNuFMnnC0YLSVwtGAwm3BIb8fXXFUas7P3HP/4Rt9uNaks2qtT46GkKnZ3bm8R0qdVqrr/+evLz80fMbQAoLy8nFApx6NAhnE4noVAo2jtd26vB6XORFL8Dc5NKpArVdXV16HQ6jEZjtIpdvDbuIr30t9xyCzU1NbS1teH1elGr1XR1ddHV1ZWwN9IIm81GaWkpALm5uaSmplJdXc3AwABKpZLU1FTWrVu3oEGt1WrlxhtvxO1209Q09k0VhhtWWVlZrFu3jqVLly7I5ygeysFXVFSwbdu2mJXEv5akpaWxdu1a6uvrUSgUrFq1itTU1OhyBZHAaa6U5Kl5761Jk28Yx8JhecrpdTabLZoWe/U6ZPPtyvmIkbUSfT4fhw8fpr6+ftysk3jX3e0mJye+PkOHDrWO+5hGo0Gv1y/g0cxefLZYrnGRYeOVK1dy4sQJvG+0QhwESaE+T8zXPVKpVBQUFJCTkzPqscgoUk5ODr29vdF1Uerr6xkcHORPdUbeU5GYF0OARGqjnz9/noaGBgwGA1lZWZSWllJaWhrXo0omk4k1a9ZEAwmNRkNvby+vv/46ra2tc1aeOhauDPBMJhMbN27EZrPR2NiILMuUlJTEpPx6amoqGzZsoKura8zeRaVSybZt2ygrK1uwVdgj8yScTue872s8Wq2W5cuXi+BogUTmny1dunTMyodz/blL9NQ6GC7SsL1Sz6tV448KGI1G7HY7W7ZsITk5OeajoFcGSxs3bqS7uzthA6QDB5rjauHYQCA07ugRDHeILXRwPFsiQIpTOp2OLVu2YDabOXXqFJ1vtCKX2VAtSY5Zyl24bm570WZClmV6e3vJzMwc80IbGQ2IlJMuLCxk5cqVXLp0iTfeeIMzXT6Wpydmql2iFeKL5ID7/X5cLhcKhYJly5bF7UgSDH9+rryIZ2dnc/vtt9Pe3k5LSwsXL15kaGiIUCiEy+WKi1SsyYxVOUqn07Fs2TIKCgoAYtpwMZlM6PX6MQMko9FIdnY2ycnJC3Y8NpuNvLw8ent756Qc+UxERl2FhTNW5UODwcDSpUtxuVy0t7ePqqI6UxZT7EcoZ0uWZZbmaUYESGlpaaxZswatVoter0er1ZKenh6Xgf5cVtSLhdraPoLBEJIUH2mab745cXGxwsLChLumxW9LRcBkMnHdddeRn5/Pyy+/THNdM8EBH+oN9gU/llCLM+ajRwA+n49Tp06hVqspKSmZtFGn0+miK8u3tbXx7Bk3OeZ+LIk10pvQ3G43XV1dnD17lpycnAnzxeORyWRi6dKlFBYWsnr1arxeL36/n4sXL3Lq1Kk5azTNF6VSiVY7Orf06mAwVoxGI6mpqTgcjlEFG8xm84KnZUTKwQeDQc6ePTvtvHmtVks4HI6u1zYT8ZDiJ7ydzZGWlsbAwABnzpzh2LFjs0+5TaBsgPEoFAr8ARmDwYDFYiEtLY3NmzeTkZER60ObEqPRmNABEsC5c71UVKTH+jBwuwMTjh5FqkXGc+foWBLraK9BkiSRnZ3N7t27OX36NJcuXeLioA+VeeEm04Q9gZgXZrhSa2srCoWCtLS0Ka/IrdPpsNvtnDlzhppeLRuyvdEFLYXpU6vV6PV6XC7XlKqQhUIhBgcHE66KzZUi1cIiIuunnD17lqGhobioejYWlSo+ehjHk5SUxPLly3G73XR0dESLRxiNRrKyssYM7uab1Wpl586dlJeXc/HiRfr6+vD7/dECHsFgEIfDMeqca7Vatm3bRkpKCsFgkNra2mgaj8fjmXKpaJfLldDflcUk8r1PTk7GZDLhcDhobW2d1YRzlWpx3HtsSUpMJhPbtm2jsLAwrlOor+b3+xN+gdnf/OYcS5faYl6s4fe/Pz/h4+FwOKYpyzMlAqQEYbVa2bRpEzqdjvpjr6FawFGk0KnuBdvXVAQCAdxu97SrjUUaik0DEhtzEu8GFU+djjqdjpUrV9LX18fQ0BBOp5PBwUFCoRBKpTLaUxQpnavVarFarQk3SXMiBoOBwsJCBgcH6enpiQaKQ0NDcZXXnpycPOWOhFiQJImSkhIUCgVnz56lq6sLpVJJRkYGJSUlc7rW0XTodDqKi4vJz8/H7XYTDAYJhUKEw2FCoRBvvfVWNO0qGAyOOObI33vJkiU4HA58Ph/V1dVTLhUd2ZcQX5KTk1m/fj1Go5HGxkacTue0R5O2V+pRKhPv/jMWjVqBw+FAoVAkVHAE4PF4xl0o3GQyEQgEEmIh8UOHWmNa8nv//iZqayde9iVyzUw0IkBKME7ncKpb4FAbqmUpKOd5JCl4vjcuUuuuFA6HsVqtpKSkTOt5kZ7o2l4NPW43qYZ4Cjkm54uj68vg4CAul4tly5aRlJSERqOhvb2dQCCAyWRCoVCgVCrp6emhp6cHSZJYsmQJZrM51oc+ZyRJIj8/n+TkZLxebzQYbG9v509/+lNc3BAKCwtZs2ZNTAowTIdOp6O8vJycnJxor26kAmKs0zLGS0W85ZZb6OzspKOjg7a2NiRJoqysbMQo45XzWtLT01m2bBlvvvkmFy9enHA0SaTYxacr190pKCigsbGRnp4eBgcH8Xg8UxpFrihO7LSuq/l8Pjo7O1myZEnMv6vTodfrMRgMozosNBoNlZWVuN1uzp07F/fFefbta8Jm08ck1W7//qYJU+uulIido4nzaRaiE94B5A4XwQ4Xqh15qOapdnXwfG/cLAh7Jb1ez+rVq6c98dNoNGIymRgaGuLli4aEq2hX1RZfNcqPHz9OW1sbK1asoLKycszc86KiouhIX6wrGM2Hsdbg8Pv9qNXqmAZIBoOBZcuWcd11183Lgqrz4cpUpkRgMpkwmUzRESaY+DOu0+koKCjAarVy6NAhuruHR+adTidDQ0MjUrbMZnPCz49YrCLf+aSkJIqKiqLruzQ2NnLp0iXOn5843cioWxyjR1fq6enB7XbHxZzGqYqcv/b29hGdFXq9noKCAlJTU0lPT+fcuXO0tbXF9Ro+v/nNOfr6PAs6khQJjhQKxaSjqEqlkt7eXoLBYELciyIS50gFNBoNGRkZ0ZWiAUL7mqEyA2W2eU7n1MRrcARgt9tn1COelZVFSUkJFy5coLbXwTPVcGepC4N6Hg5yjjUPKHm1Mf5Kw/b29nLx4kWWLl06ZopFvBQCWEharRaj0TijOSSSJGEymQgGgyM6RCIio1TjsVgsrFy5kqKiIjIzMxMu7SURTfczbrVaueGGG3C5XGi1WjweD62trZw+fZq+vuFrbklJScIVM7nWXH3eMzIyKC4uZmBggM7O8efsajSLZ3TQHxxuGCfifF5Jkli9ejUdHR00NDTg9/vRarWYTKbof1evXk1RURF9fX00NDRQW1tLT09PrA99TJGRnPkOkpxOH3/8Yx21tX3k5OSQn59PZ2cngUCA5ORklixZQmtrK83NzbS3txMOh1Eqlfh8Pvx+vwiQhPkhSRLp6eloNJoRvRmhqk7CrUNzUt0u5A4QPt0dV2l1Op0OSZJQKpWkpaVRWVk5o0a3yWRix44d5Obm8tZbb1Hb2cl/HdTwua39qON4Hnv3kIKfnLTE+jDGFAwGo4vyCsOSk5NZvnw5R48eHV7oWaVCqVSiUChQq9UolUqUSiUqlSqa567RaKKlt8vKygiFQjQ3N9PS0oLL5SIpKYnS0lKUSiWnTp0as5fabDZz6623LthiqsLMXZl6ZzKZogUAurq60Ol0lJSUiOA2wUTuURMVRdleqU/IYGI8x8/5MJlMFBUVxWyu4GxYrVZuu+02Tp8+TWNjIwqFgsLCwugodmS00GazUVBQwLJly9i3bx+XLl2K2RIAE9m3r4nW1kH+6q/KUc9xoyYUCvPGG5dGpNSpVCpWrVoVvZdZLBZ0Oh2lpaXU19fz0ksv4fV6o9kBiTYqLu6iCcbj8YzZgzzjeUmyDAoF4UEfobPxNd8oku+9cePGaIPPZDLNasFIk8lERUUFGo2GM2fO0NHRwbM1Ad5TEZ/VbNx++EGVNdaHMaFIz5AwTKfTsWnTJgoKCnA6nWg0GsLhMCqVCrPZjCzLyLKMJEn4fD66urrw+/0kJydTXFwcbRhnZmZSVlY24sYDw6minZ2dOBwOZFlGo9FgNpu57rrrRHCUoCJlcO12OxqNRpzDBBUOhydMxVpTGl9p0rMRCskcPB1i48b1lJWVJexnNlIAq6KigkAgQFJS0rjZENnZ2dxxxx0cO3aMEydOxOX8pNraPv7v/2rmfBHZX/3q7KhiDENDQwSDwVFFgCLXszVr1tDZ2YnNZqO8vDzhPiOJdbQCwWBw3ImgkXlJikwjymUpKA1qUCqQw+For5UcBoVCBhSE+70w4CPc64mrwCiioKCAXbt2YbVa5/R1I1WzcnJycLvdnD59mucuHGJnbg+GOOvg+EOtMdaHMKlIilB2dnbCXQDni06no7CwcErb5uTk4Pf7RzWMx5rfBMOpPGvXruXChQsEg0FSU1MpLCyktLRU/P0TmCRJ4vwluIkqowHEecX9aekfDJGSkjKiUydRXb2Ew0SsVitr1qyhp6eHmpqaeT6ymamt7eOXv6zm5puLsFp1SNLs0jrHq1Tndrvp7u4mOTl51GdAp9NRWVmJy+XCaDQm5GdEXI0TTKTHeKL5DXKHi1CHi0RNelIqlWRlZbFz5845D44iIvnjSUlJmEwm3giH+Z/qM3xiVXNcpNv1uJW8fFFPbW+cRWxjUCqVuFyuhMsvjhfTbRjrdDrWr19PaWkpCoUCrVa7KAtgCEKi8fl8E1Yn7HOEMeji4AYzB944JVNSUkJ6euwXKl1oZrOZoqIimpub42pJhyvV1vZFg5odO/K5/vp8ZFmeVoqn2x3g978/P24Zb4/Hw759++ju7mbLli1jBkmJGBhFiDtqgrHb7WRkZNDUNLXSiokmOzubwsJCVq1atWCliU0mE1u2bEGr1fLHOhfvWjr5OiXzqXlAGbdzjsaiVquxWq0Jl1+cyBL9xiMIi5FWq0WSpHFTji+2BsjJSICqQJPoGQiiT17GunXrrsnrUKSkf39/PzU1NTgcjgmL58RaZG5SQYEVu92E3W6+vBbXcDZRpAqdQgHhMHR2ujhwoHnS9Y0ABgYGOH78OAUFBRQXF8/vG1lgIkBKMFarlV27dnHgwAEaGxvjtvdiJmw2GzfccAOFhYUL3htuMpnYuHEj+/1+Xm/ex9Y8z7R7W+ZCogVHAMXFxQmZXywIgjCX9Hr9hEUaNGpFTO4rc+3lwx7K12ROe6mNxcRkMrFt2zaWLl1KVVUV1dXVsT6kCV05ojTXXC4XJ06cICUlZd6yfmJh8dSbvIZkZGRw2223sXLlykXTKE1OTmblypXk5ubG7D1JkkRxcTGnB3M40yUt+E3sQJM24YIjk8nEypUrr+kbpSAIAgynwE8UIDW2BRI+OKq+4ONim3zNX/O9Xm+0RHh7e3usDyfmLly4wKuvvhpd6HsxWByt62uQyWTiuuuuo7u7m8bGxmje81QW7Yo3OTk5bNmyhYKCgpgN13u9Xurq6jh37hxer5dna8zAIMvTx88nnwu+IHS7lbzRnBjzja6WkZGRMAt7CoIgzKfJ7r+1zQFCYRmVMjGDpK6+IM++MkR2dvY1fd33er0cOXKE48ePx3163ULxeDw0NTXR3d29aIJnESAlMKvVyu23387p06cZHBxElmWUSiVGo5Hm5mYuXLgQ60OckoKCApYsWRKzkaNgMMiFCxc4dOhQdGEzgGdrzFR3+dm11EXSHFZnDYTAG1RwokMTl4u/TkdhYeE1txCsIAjCWMJXVIwdT02Dn4rixCv33dQe4Kd/HCQ1NZV169Zd09d9h8PB+fPn6e/vj/WhxBW/37+ogkURICW4SA1/v9+PUqkkHA6j0WhISkqiqalpwoo68WI26xrNBb/fj8PhwO12j/py1/ZqqO3VsL3AzXXZPtRKUM4gMdUXBH8ITnRoEz4oikj0VBFBEIS5EgwG8Xg84y7DEfHsK0OUF2hQqRLj+tkzEOStsyrC6iJ2784nIyODtLS0RZPePxOyLON0OmN9GHFnsoWSE821+wlfRMYqE2yz2TCbzQnRw9HR0UEwGIzZBVej0WCxWFCrx68u9GqjIRrYlKT42ZLnwaINo1KAVgUKJYTCw5P6FMrhSjAhefEFRVeSZZn29nbcbvc13ZsoCMK1LRgMcvHiRY4fPz7hEhwR/oCMPgECpPPNIdya66ncnInNZrsmK9aNJRQKLapAYC4olUosFsuiqmYrAqRFKj09neXLl3PixIm4nzTX1dXF4OBgzHKaI8UZent76enpmXSIODKqJAwHty6XSwRIgiBcswYHBzl9+jTNzc2EQpOvQHjkrJfr18Z3p1n1BR+truXs3Ll4ikHNFb1ej9VqZWBgYEbP12g045aCT1RqtZrCwsIxFzdPVKKK3SKl0+nYsGED27Zto7i4GKvVislkisteD7/fP6Vet/mk0+nIzc1Fr9fH9DgSzdDQUMKkcgqCIMyHQCCA1+udcqP31SoP1Rd883xUM+ccCvG7V93Y7XYRHI0hKSmJyspKsrKypp1qXlhYyK233rro2hpJSUkUFxcvqlFG8clfxEwmE2vXrmXp0qUMDQ0hyzLnz5/n4MGDsT60EUKhUFzMZ5EkCeUUJxip1WoMBgN6vZ5QKEQoFMLj8eDxeOb5KONLKBSiq6tLpNkJgnDNSkpKIisri0uXLk25s+jZV4YosksY9PHXafnCG8NZAddypbqJRBaKzcjIoL29nbNnz9LY2IjPN3nQW1ZWRkFBAWlpaTQ3Ny/A0c49i8VCKBSKZifp9XpsNtuiawNMewRp//793HnnndjtdhQKBb/73e9GPP7lL3+ZsrIyjEYjycnJ7Ny5k0OHDo3Yxufz8alPfYrU1FSMRiO7d++mpaVlxDb9/f3s2bMHi8WCxWJhz549Mx7OvJZJkkRycjK5ubnk5eWRnZ0dF8HIlTwez7RuLPNFrVZPqbfMaDRyyy23cPfdd3PXXXfx13/91/zVX/0Vf/VXf0VxcfE11eMWDAYZHByM+bkTBEGIFZ1Ox4oVK8jNzZ3W857bH38Lve8/5qapU0lpaSlpaWmxPpy4JUkSaWlprFy5kjvuuIMNGzZgNpsnfZ7ZbEahUMRlNs9k0tLS2L59O+9973u59957WbNmDYWFhRQUFLBq1SoRILlcLlatWsX3vve9MR8vKSnhe9/7HqdPn+b111+noKCAW265he7u7ug2Dz74IL/97W95+umnef311xkaGuKOO+4Ykbt73333ceLECfbu3cvevXs5ceIEe/bsmcFbFK4Uj6t4ezwe3njjDerq6mLa0FYoFFMa9lar1WRkZJCbm0taWhppaWlkZWVRVFTEzp07KSwsXICjjR8ej2dKefeCIAiLldlsJjMzc1rPqW0OsP+Ye56OaHpaOgM8/Wcnrx3zkpubS2Vl5aJKl5pPJpOJTZs2sWbNmgkDn0iGSmStrKlmrMSaXq+npKSEd7zjHWzZsoXMzEzsdju33HILt912GzfffDNLly5ddJ3D0343u3btYteuXeM+ft999434+Vvf+hZPPPEEp06d4qabbsLhcPDEE0/w1FNPsXPnTgB+9rOfkZuby0svvcStt95KTU0Ne/fu5a233mLDhg0APP7442zatInz589TWlo63cMWLlOr1Wi12rhLBXM4HLzwwgts27aNlStXxuTCbLFYsNvtdHZ2TtjgnyjATE1NJTc3l7q6uvk4xAlFgruFPrfBYFCMIAmCcM0KBoPU19dz/vz5aT/31arh63Wsijb0DAR56ZCb2ubh8uRpaWmsWbNGpNdNk06nw263o1Kpxm0/aDQa9Ho9kiSRkZFBV1cXLlf8jSJeLSsri+uuu46cnJxoEBQMBgmHw9hsNiRJIhgM4na70Wg0iyZQmtd34ff7+Z//+R8sFgurVq0CoKqqikAgwC233BLdzm63U1FRwcGDB7n11lt58803sVgs0eAIYOPGjVgsFg4ePDhmgOTz+Ubkf4oa9WOz2+0UFBRQU1MT60MZZWhoiEOHDqHT6Vi2bNmCf8l0Oh1btmwhEAhQU1Mz7oRbq9WK0Wgc8zFJkrDZbJOuqD4WhUIRvbhIkhR9vtvtnjQAycvLY+vWrdEFbxeS2WwWPY2CIFyzOjs72b9//4hMmemIVZBUfcHHs6+8XeU2Ly+Pm266SRRnmIFgMEhnZ+eE62BJkoRWq8VgMFBcXBxdcDbeF1e12+3k5+ePCI4aGxtpb28nGAxisVjo6enB5/ORkZHBsmXLMJlMMT7q2ZuXb8Dzzz/Pe9/7XtxuN1lZWbz44oukpqYCw2WBNRrNqN6JjIwMOjo6otukp6ePet309PToNlf76le/yle+8pU5fieLj8lkYsWKFTQ0NMS8ctxY+vv7aWhooKCgICb5rFarlZ07d2IwGDh69Oioi51er2fJkiUTHptWq0WpVE4r7Wzp0qWsWbMGtVqNXq+PXjCVSiVNTU00NTXR2to6Zm9TJLArLCxc8JErm83GsmXLppR7LQiCsNh4vV6OHDky4+AoYiGDpEAgzJunvdF9AhQVFbFr165oW02Ynv7+furq6ibsGA0EAjidTrKyskhJSUGv16NSqeI+QLp06RI9PT2kpqYiSRKDg4McOXKEpqamUYUpDAYDg4ODbNmyJeE7TuclQNqxYwcnTpygp6eHxx9/nHvuuYdDhw6NGfREXD03Zqw0ponmzzzyyCN8+tOfjv7sdDqnPWHyWuD1euns7IzbL6Qsy9GeiFgxmUxs3rwZhUJBQ0MDfr8fSZKipcBXrpx4XYjIBMzxAqTIXCetVotWqyUvL49NmzZhtVrH3D4jI4Py8nIuXLjAuXPncDgcBAIBwuEwOp2O8vJy8vLycLvduN0Ll88eGXYvKysTvY2CIFyTHA4H7e3tc/Jar1Z5aOsO8o4tRpJMcz+Jv6UzwOsnPNF0ugiNRsOGDRtEcDQLkUwPpVI5bvvK5/Nx5MgRrFYrer0+Wg3X4XAs8NFOz6VLl/jDH/5ARUUFeXl5NDc3U1tbO+a2breb7u5uXC6XCJDGYjQaWbJkCUuWLGHjxo0sXbqUJ554gkceeYTMzEz8fj/9/f0jRpG6urrYvHkzAJmZmXR2do563e7ubjIyMsbcZ6SxKYwtGAzidDo5d+4cJ06ciNtFyiJzpKabnjbXTCZTdD5UZCJlOBzGYrFM+qUPh8NIkjTib6zRaDAYDNEFfM1mM3q9HoVCMelrRioRrl69mqKiIjweDyqVikAgEH1Mp9Ph9/vRarXRfOD5lJqayo033khBQYEIjgRBuGb5fL45beDWNgeobR5ge6WeTSt1qKXZTeR3DoVo7wly/LxvVGAEwx12a9asIS8vb1b7udalpKRgt9sZHByccF5RU1MTzz33HLfffjtFRUUMDAzg9/vjbl74lcLhMG1tbQwMDGA2myd8f0qlkuTk5HGnISSSBWnZyLIcHRGorKxErVbz4osvcs899wDQ3t5OdXU13/jGNwDYtGkTDoeDw4cPc9111wFw6NAhHA5HNIgSpi4YDNLS0kJdXR01NTVx2VsRGXVJS0ujsLAwLspF6nS6GfWAWK1W0tPTaW9vJxwOk5uby8aNG9FoNKSkpMw4Nzcyv2k8BoOBgoICWlpa6O7uHhVkSpJEOBye9eih0WiksLCQ9PR0ERwJgnDNCgaDtLa2zkuH1KtVHl6t8lCSp2braj0ZNhVKlYJgIIxSpUAZzaYZvs6HwzJhWUEoLOP2yvQOhMYNiiIUCgWFhYWsWLEi4Xv7Yy3SqWo0Gjl16tS47axgMEh7ezuHDh3i5ptvJjk5mbq6OqqqqnA6nXFd8Mjr9U6YEqjT6SgrK2PDhg2L4vM07dbN0NAQ9fX10Z8bGho4ceIENpuNlJQU/v3f/53du3eTlZVFb28vjz32GC0tLfz1X/81MFwp7MMf/jAPP/wwKSkp2Gw2PvOZz7BixYpoVbvy8nJuu+02/vZv/5Yf/vCHAHz0ox/ljjvuEBXsZsDv94/44k00BByhVqsBJpxwOB1XFy1QKpVkZGRQXFxMUlISOp0Oo9GITqfDZrMl9JcrOTmZTZs20dLSglarZfny5eOmz80lSZJYunQpoVCIEydO0N7ejt/vj1bXiRRKOXLkyKh1x6YjKyuL0tJSDIbYVF0SBEGIB36/n0AggE6nm7dqZMMjSnNzH76ayWQiPz+flJSUeXn9a43VamXz5s3YbDZqa2tpa2sbM1BSKBS4XC58Ph9paWkkJyeTn59PfX09PT09tLa2ztv6gkajMbq+lcfjweFwEAwGCYVCk2buKBQKdDodoVBoRDq/VqulrKyMFStWkJ2dndDttytNO0A6evQoO3bsiP4cmffzgQ98gB/84AecO3eOn/zkJ/T09JCSksL69es5cOAAy5cvjz7n0UcfRZIk7rnnHjweDzfddBNPPvnkiPrxP//5z3nggQei1e5279497tpLwsQ0Gg1JSUn09fWRnJyMUqlkaGho3Hk+arWaW2+9FaPRSGtrK7W1tQwODk5rCFilUrFp0ybS0tKiN5ALFy7Q1dWFTqejqKiIpUuXkpycvOhGISRJoqioiJycnAUveanT6aioqCA7O5sLFy7Q1taGWq2mpKQkuohtamoqf/rTn+jo6Jj2BdhgMFBZWTmioo0gCMK1SKPRYLfbycvLo7GxMa7TpK6m0+morKxk7dq1i6ZBGw8i9+CioiI6Ojp49dVX6e3tjabcq1QqzGYzBQUF0TQ0SZLIzs4mIyMjOpfY6XTi8/lobW2lp6eH7u7uGVdnNhgMZGdnR9slBoMBhUIRnXrR3t5Od3c3jY2NuFyucedPW61Wtm/fjsFgoKGhgcbGRmC4+uGGDRsWReW6KynkWE/2mCdOpxOLxYLD4YiLdK1Yi9Soj5RDd7lcnD17lgsXLozq+crIyODuu+8mLS2NYDBIf38/TU1N7N+/n8HBwSntLzc3lzvvvHPEStxerxeHw4FarSYpKUk0sOdZ5JzD8AXyyr/3wMAANTU10dTVqTAajaxdu5bNmzeLG6ogCAJvz+/t7++nubmZc+fO0dXVFevDmpBOp2Pjxo2LJhUqXgWDQS5cuEBLS0s0RT4UCmG1WsnMzJzS3z5yH29paeGVV16JjvhMJCUlJTqdRZZl0tLSJtxfZB+Dg4P09PTQ29tLfX09AwMD0WrHZrOZtWvXRj8zkc99IBCY0tzseDGd2EC0UK8RkiSN+jDk5+dz8eJF3nrrrWjKVWQBs0jBC0mSSEtLi37JfD7fpAUebDYba9euHVXKfaZzeoSZGeucR1itVtavX4/ZbOb48eN4PB70ej1KpZJgMIhKpcLv96NQKLDZbNjt9kkvsoIgCNeaSMPXZrORn59PYWEhr7/+Ok6nk6GhobgbVTIajaxfv14ERwtAkiSKi4vJzc2dcTZJ5D5eUlICQEtLSzQNz+PxjEqLU6lUWCwWSktLJ5yzPNY+kpKSyM7OJhgMsmLFCvr7+wmFQvj9fiwWy4j7/2RzohcDESBdw3Q6HSUlJSgUCg4dOhSNrMvKykbNL0lKSqKoqAi/34/L5Yqu8xPJRY0MyarValasWCFKPycASZIoKyvDbrcTCAQwGo2Ew+Fo71QoFJpy5T5BEIRrnSRJ5OTksHHjRnp6egA4ffo0bW1tMT6yYUqlkiVLllBZWSmu6QsksvD7XLxOSUkJBQUF+P1+Dh48yMmTJ0d1WIdCIRwOx6wC80jH+JUZQNci0YK9xkUm9qempjI4OIjZbB5zXlAkX7mgoCBaxjoYDOL3+6mtraWxsRFZllmyZAnr1q0TF98EcS30AgmCICwUSZIoKCjAbrej0WjIysrihRdeiHnanV6vJy8vj61bty66uSLXikiwZTAYWL9+fXTe0NX6+vo4d+4cGRkZoqN6FsRfTphyb4FOpyM7O3vU77Ozs+nt7Y2mY4ngSBAEQbhWXTlqkJ2dzcqVKzlw4EBMFkAvLCykoqICs9lMVlaWCI4WieTkZCorK3E4HPT39494TJZl6urqWLly5TU/CjQbIkASZm28wEkQBEEQrmWR1KiLFy/S0NCw4Iugl5eXs3bt2gXdpzD/IinySUlJHDlyhK6uLvr6+ggGgyiVSgKBAENDQyJAmgURIAmCIAiCIMyT5ORkSkpK6OrqYmhoaMH2q1AoxIjRIiZJEnl5eaSnp9PW1kZVVRWXLl1ClmWsVqs497MkAiRBEARBEIR5IkkSy5cvp6OjgxMnTizYfiNVSYXFTafTkZeXhyzLJCUl4fP5outMCjMnAiRBEARBEIR5ZDKZWLduHQ0NDVNee262ZFkmEAgsyL6E2JIkifz8/GhK3dVrHwrTJ/56giAIgiAI80yv16PX6xcsQALQaDQLti8htiZa+1CYPmWsD0AQBEEQBGGxi6wduFDC4TCnTp2io6NDpNoJwjSJESRBEARBEIR55nQ6cblcC7rPuro6QqEQ1113HcXFxSLtShCmSIwgCYIgCIIgzCOv10tdXR1ut3vB993e3h6zfQtCohIBkiAIgiAIwjxyuVwMDg7GZN8ej4eBgYEFTe8ThEQnAiRBEARBEIR5ZDQasVgsKBSKmOy/t7d3wdP7BCGRiQBJEARBEARhHul0OpYvXx6ztWncbjcDAwMx2bcgJCIRIAmCIAiCIMwzs9lMampqTPYty7Io+S0I0yACJEEQBEEQhHlmMBjIzMyM2b4NBkNM9i0IiUgESIIgCIIgCPNMkqSYpdhZLBa0Wm1M9i0IiUgESIIgCIIgCAtAp9OhUqkWfJ+pqakiQBKEaRABkiAIgiAIwgLQaDQLHiAlJSWRn58vUuwEYRpEgCQIgiAIgjDPgsEgTU1N+P3+BdunWq2mtLSUkpISJElasP0KQqITAZIgCIIgCMI8czqdNDQ0LOg+c3NzWbt2LTqdbkH3KwiJTgRIgiAIgiAI86ynp4fe3t4F259Wq2XdunVYrdYF26cgLBYiQBIEQRAEQZhHPT09vPHGG7jd7gXbp8FgwGg0Ltj+BGExKjb5ZgAAEURJREFUEQGSIAiCIAjCPPF6vbz++us0Nzcv6H6Tk5Mxm80Luk9BWCxEgCQIgiAIgjBP+vv7Fzw4UqlUFBQUiABJEGZIBEiCIAiCIAjzxO124/P5FnSfBoOB3NxcUblOEGZIBEiCIAiCIAjzwOv1cunSJTwez4LuV6PRiMp1gjALIkASBEEQBEGYY8FgkOrqas6cOYMsywu6b7/fT3t7O8FgcEH3KwiLhQiQBEEQBEEQ5lhPTw9HjhxZ0NLeEUNDQ5w/f57BwcEF37cgLAYiQBIEQRAEQZhjLS0t9PX1LfjoEYAsy3R0dDAwMLDg+xaExUAESIIgCIIgCHNoYGCAU6dOxTTFbXBwkObmZpFmJwgzIAIkQRAEQRCEORIMBjl16hSXLl2K6XGEw2EaGhpwOp0xPQ5BSEQiQBIEQRAEQZgj/f391NXVxfowgOFRJK/XG+vDEISEIwrkC4IgCIIgzJLX66W1tZVDhw7R2toa68MBhos1xGIOlCAkOhEgCYIgCIIgzILX6+XQoUNUVVXFVeW4QCDAwMAA2dnZsT4UQUgoIsVOEARBEARhFvr6+jh79mxcBUcAarWacDgc68MQhIQjAiRBEARBEIRZ8Pv9uN3uWB/GCJIkkZubS25ubqwPRRASjkixEwRBEARBmAWNRoPRaGRoaCimx6HX66moqMBut6NSqcjNzcVqtcb0mAQhEYkASRAEQRAEYRZsNhvl5eX4/X5cLhdKpRKFQoHH41mwYzAYDFRUVLBt2zZMJtOC7VcQFiMRIAmCIAiCIMyCTqdjw4YNFBYW4na70el0KBQKGhoaaGpqoq2tDb/fP6/HkJuby7p160RwJAhzQARIgiAIgiAIs6TT6cjLyxvxu+zsbIqLi3n55Zdpbm6et5LbFouFsrIykpOT5+X1BeFaM+0iDfv37+fOO+/EbrejUCj43e9+N+62f/d3f4dCoeC///u/R/ze5/PxqU99itTUVIxGI7t376alpWXENv39/ezZsweLxYLFYmHPnj0MDAxM93AFQRAEQRBiQpIksrKyqKysJDs7G61WO+vXVCgUaDQa9Ho9Wq2W9PR0tmzZQllZGZIk+r0FYS5M+5vkcrlYtWoVf/M3f8Pdd9897na/+93vOHToEHa7fdRjDz74IH/4wx94+umnSUlJ4eGHH+aOO+6gqqoKlUoFwH333UdLSwt79+4F4KMf/Sh79uzhD3/4w3QPWRAEQRAEISYkSaK8vJzMzExqa2t59dVXCQaDM36twsJCiouLSU1NJRwOY7VaSU5OFsGRIMyhaX+bdu3axa5duybcprW1lU9+8pP8+c9/5vbbbx/xmMPh4IknnuCpp55i586dAPzsZz8jNzeXl156iVtvvZWamhr27t3LW2+9xYYNGwB4/PHH2bRpE+fPn6e0tHTUPn0+Hz6fL/qz0+mc7lsTBEEQBEGYc5IkkZaWhiRJ1NXV0dTUNOIxrVZLMBgc0Y6JUKlUqNVqzGYzq1atory8nKSkJBEQCcI8mvNvVzgcZs+ePXz2s59l+fLlox6vqqoiEAhwyy23RH9nt9upqKjg4MGD3Hrrrbz55ptYLJZocASwceNGLBYLBw8eHDNA+upXv8pXvvKVuX47giAIgiAIc8JsNlNZWUkoFMLtdmOz2Vi7di1Go5FQKMSpU6fo7e2NBlSZmZkYjUYUCoUYKRKEBTTn37Kvf/3rSJLEAw88MObjHR0daDSaURMJMzIy6OjoiG6Tnp4+6rnp6enRba72yCOP8OlPfzr6s9PpFIujCYIgCIIQN65Mt3O73aSkpIyoOpeVlYXD4UCtVotRIkGIoTn95lVVVfHtb3+bY8eOoVAopvVcWZZHPGes51+9zZW0Wu2cTH4UBEEQBEGYL5HRobHodDp0Ot0CH5EgCFebdhW7iRw4cICuri7y8vKQJAlJkmhqauLhhx+moKAAgMzMTPx+P/39/SOe29XVRUZGRnSbzs7OUa/f3d0d3UYQBEEQBEEQBGGuzWmAtGfPHk6dOsWJEyei/+x2O5/97Gf585//DEBlZSVqtZoXX3wx+rz29naqq6vZvHkzAJs2bcLhcHD48OHoNocOHcLhcES3EQRBEARBEARBmGvTTrEbGhqivr4++nNDQwMnTpzAZrORl5dHSkrKiO3VajWZmZnRwgoWi4UPf/jDPPzww6SkpGCz2fjMZz7DihUrolXtysvLue222/jbv/1bfvjDHwLDZb7vuOOOMQs0CIIgCIIgCIIgzIVpB0hHjx5lx44d0Z8jhRE+8IEP8OSTT07pNR599FEkSeKee+7B4/Fw00038eSTT0bXQAL4+c9/zgMPPBCtdrd7926+973vTfdwBUEQBEEQBEEQpkwhy7Ic64OYD06nE4vFgsPhICkpKdaHIwiCIAiCIAhCjEwnNpjTOUiCIAiCIAiCIAiJTARIgiAIgiAIgiAIl4kASRAEQRAEQRAE4TIRIAmCIAiCIAiCIFw27Sp2iSJSe8LpdMb4SARBEARBEARBiKVITDCV+nSLNkAaHBwEIDc3N8ZHIgiCIAiCIAhCPBgcHMRisUy4zaIt8x0Oh2lra0OWZfLy8rh06ZIo970IOZ1OcnNzxfldpMT5XfzEOV7cxPld3MT5XdwW2/mVZZnBwUHsdjtK5cSzjBbtCJJSqSQnJyc6nJaUlLQoTq4wNnF+Fzdxfhc/cY4XN3F+Fzdxfhe3xXR+Jxs5ihBFGgRBEARBEARBEC4TAZIgCIIgCIIgCMJliz5A0mq1fOlLX0Kr1cb6UIR5IM7v4ibO7+InzvHiJs7v4ibO7+J2LZ/fRVukQRAEQRAEQRAEYboW/QiSIAiCIAiCIAjCVIkASRAEQRAEQRAE4TIRIAmCIAiCIAiCIFwmAiRBEARBEARBEITLRIAkCIIgCIIgCIJwWUIESPv37+fOO+/EbrejUCj43e9+N+JxWZb58pe/jN1uR6/Xs337ds6cOTNiG5/Px6c+9SlSU1MxGo3s3r2blpaWEdv09/ezZ88eLBYLFouFPXv2MDAwMM/vTpjo/AYCAf7pn/6JFStWYDQasdvtvP/976etrW3Ea4jzG78m+/5e6e/+7u9QKBT893//94jfi/Mbv6Zyfmtqati9ezcWiwWz2czGjRtpbm6OPi7Ob/ya7PwODQ3xyU9+kpycHPR6PeXl5Xz/+98fsY04v/Hrq1/9KuvXr8dsNpOens673vUuzp8/P2Ib0cZKXJOdX9HGGl9CBEgul4tVq1bxve99b8zHv/GNb/Ctb32L733vexw5coTMzExuvvlmBgcHo9s8+OCD/Pa3v+Xpp5/m9ddfZ2hoiDvuuINQKBTd5r777uPEiRPs3buXvXv3cuLECfbs2TPv7+9aN9H5dbvdHDt2jC984QscO3aMZ599ltraWnbv3j1iO3F+49dk39+I3/3udxw6dAi73T7qMXF+49dk5/fChQts3bqVsrIyXn31VU6ePMkXvvAFdDpddBtxfuPXZOf3oYceYu/evfzsZz+jpqaGhx56iE996lP8/ve/j24jzm/8eu211/jEJz7BW2+9xYsvvkgwGOSWW27B5XJFtxFtrMQ12fkVbawJyAkGkH/7299Gfw6Hw3JmZqb8ta99Lfo7r9crWywW+Qc/+IEsy7I8MDAgq9Vq+emnn45u09raKiuVSnnv3r2yLMvy2bNnZUB+6623otu8+eabMiCfO3dunt+VEHH1+R3L4cOHZUBuamqSZVmc30Qy3vltaWmRs7Oz5erqajk/P19+9NFHo4+J85s4xjq/73nPe+T3ve994z5HnN/EMdb5Xb58ufyv//qvI363du1a+fOf/7wsy+L8Jpquri4ZkF977TVZlkUba7G5+vyORbSxhiXECNJEGhoa6Ojo4JZbbon+TqvVcsMNN3Dw4EEAqqqqCAQCI7ax2+1UVFREt3nzzTexWCxs2LAhus3GjRuxWCzRbYT44HA4UCgUWK1WQJzfRBcOh9mzZw+f/exnWb58+ajHxflNXOFwmD/+8Y+UlJRw6623kp6ezoYNG0akaYnzm9i2bt3Kc889R2trK7Iss2/fPmpra7n11lsBcX4TjcPhAMBmswGijbXYXH1+x9tGtLESJMVuIh0dHQBkZGSM+H1GRkb0sY6ODjQaDcnJyRNuk56ePur109PTo9sIsef1evnc5z7HfffdR1JSEiDOb6L7+te/jiRJPPDAA2M+Ls5v4urq6mJoaIivfe1r3HbbbfzlL3/h3e9+N3fddRevvfYaIM5vovvOd77DsmXLyMnJQaPRcNttt/HYY4+xdetWQJzfRCLLMp/+9KfZunUrFRUVgGhjLSZjnd+riTbW26RYH8BcUSgUI36WZXnU76529TZjbT+V1xEWRiAQ4L3vfS/hcJjHHnts0u3F+Y1/VVVVfPvb3+bYsWPTPg/i/Ma/cDgMwDvf+U4eeughAFavXs3Bgwf5wQ9+wA033DDuc8X5TQzf+c53eOutt3juuefIz89n//79/P3f/z1ZWVns3Llz3OeJ8xt/PvnJT3Lq1Clef/31UY+JNlbim+j8gmhjXS3hR5AyMzMBRkWoXV1d0R6PzMxM/H4//f39E27T2dk56vW7u7tH9ZwICy8QCHDPPffQ0NDAiy++GO3ZAHF+E9mBAwfo6uoiLy8PSZKQJImmpiYefvhhCgoKAHF+E1lqaiqSJLFs2bIRvy8vL49WsRPnN3F5PB7++Z//mW9961vceeedrFy5kk9+8pO85z3v4Zvf/CYgzm+i+NSnPsVzzz3Hvn37yMnJif5etLEWh/HOb4RoY42W8AFSYWEhmZmZvPjii9Hf+f1+XnvtNTZv3gxAZWUlarV6xDbt7e1UV1dHt9m0aRMOh4PDhw9Htzl06BAOhyO6jRAbkS9uXV0dL730EikpKSMeF+c3ce3Zs4dTp05x4sSJ6D+73c5nP/tZ/vznPwPi/CYyjUbD+vXrR5UNrq2tJT8/HxDnN5EFAgECgQBK5cimhEqlio4eivMb32RZ5pOf/CTPPvssr7zyCoWFhSMeF22sxDbZ+QXRxhrXgpaEmKHBwUH5+PHj8vHjx2VA/ta3viUfP348WmHja1/7mmyxWORnn31WPn36tHzvvffKWVlZstPpjL7Gxz72MTknJ0d+6aWX5GPHjsk33nijvGrVKjkYDEa3ue222+SVK1fKb775pvzmm2/KK1askO+4444Ff7/XmonObyAQkHfv3i3n5OTIJ06ckNvb26P/fD5f9DXE+Y1fk31/r3Z1FTtZFuc3nk12fp999llZrVbL//M//yPX1dXJ3/3ud2WVSiUfOHAg+hri/Mavyc7vDTfcIC9fvlzet2+ffPHiRfnHP/6xrNPp5Mceeyz6GuL8xq+Pf/zjssVikV999dUR91e32x3dRrSxEtdk51e0scaXEAHSvn37ZGDUvw984AOyLA+XofzSl74kZ2ZmylqtVr7++uvl06dPj3gNj8cjf/KTn5RtNpus1+vlO+64Q25ubh6xTW9vr3z//ffLZrNZNpvN8v333y/39/cv0Lu8dk10fhsaGsZ8DJD37dsXfQ1xfuPXZN/fq40VIInzG7+mcn6feOIJecmSJbJOp5NXrVol/+53vxvxGuL8xq/Jzm97e7v8wQ9+ULbb7bJOp5NLS0vl//qv/5LD4XD0NcT5jV/j3V9//OMfR7cRbazENdn5FW2s8SlkWZbnckRKEARBEARBEAQhUSX8HCRBEARBEARBEIS5IgIkQRAEQRAEQRCEy0SAJAiCIAiCIAiCcJkIkARBEARBEARBEC4TAZIgCIIgCIIgCMJlIkASBEEQBEEQBEG4TARIgiAIgiAIgiAIl4kASRAEQRAEQRAE4TIRIAmCIAiCIAiCIFwmAiRBEARBEARBEITLRIAkCIIgCIIgCIJw2f8PL2csRjsLVTMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "marker = [\"is_nucleous\"]\n", "communitycolumn = \"Nucleolus\"\n", "ret = spc.spatial.getCommunities(adata, marker, eps=10, newcolumn=communitycolumn)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "spc.plt.plotCommunities(\n", " adata, ret, communitycolumn, plot_first_n_clusters=20, s=2, fontsize=10, ax=ax\n", ")\n", "ax.invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "189c14f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# selecting cells of interest: the three cells on the left\n", "communityIndexList = [1, 10, 11]\n", "boundary = spc.spatial.getBoundary(\n", " adata, communitycolumn, communityIndexList, alpha=10\n", ")\n", "roi_boundary = spc.spa.getExtendedBoundary(boundary, offset=40)\n", "\n", "markersize = 1\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "## all points\n", "ax.scatter(\n", " *zip(*adata.obs[[\"X_centroid\", \"Y_centroid\"]].to_numpy()),\n", " s=markersize,\n", " color=\"grey\",\n", " alpha=0.2\n", ")\n", "# Points in selected commnities\n", "xy = adata.obs[adata.obs[communitycolumn].isin(communityIndexList)][\n", " [\"X_centroid\", \"Y_centroid\"]\n", "].to_numpy()\n", "ax.scatter(xy[:, 0], xy[:, 1], s=markersize, color=\"r\")\n", "# Bounds of points in selected commnities\n", "spc.plt.plotBoundary(boundary, ax=ax, label=\"Boundary\", color=\"b\")\n", "spc.plt.plotBoundary(roi_boundary, ax=ax, label=\"ROI boundary\", color=\"g\")\n", "ax.invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "80456784", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "45636it [00:02, 19639.93it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Assigned points to region: Nucleolus\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "40441it [00:01, 24158.65it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Assigned points to region: Nucleolus_ROI\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spc.spatial.assignPointsToRegions(\n", " adata,\n", " [boundary, roi_boundary],\n", " [\"Nucleolus\", \"Nucleolus_ROI\"],\n", " assigncolumn=\"region\",\n", " default=\"Others\",\n", ")\n", "\n", "point_size = 1\n", "fig, ax = plt.subplots(figsize=(10, 4))\n", "for region in sorted(set(adata.obs[\"region\"])):\n", " tmp = adata.obs[adata.obs.region == region]\n", " ax.scatter(\n", " *zip(*tmp[[\"X_centroid\", \"Y_centroid\"]].to_numpy()),\n", " s=point_size,\n", " alpha=0.7,\n", " label=region\n", " )\n", "# Bounds of points in selected commnities\n", "spc.plt.plotBoundary(boundary, ax=ax, label=\"Boundary\", color=\"purple\")\n", "spc.plt.plotBoundary(roi_boundary, ax=ax, label=\"ROI boundary\", color=\"r\")\n", "plt.legend(loc=\"upper right\")\n", "ax.invert_yaxis()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "d9679a7a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/anndata/_core/anndata.py:1908: UserWarning: Variable names are not unique. To make them unique, call `.var_names_make_unique`.\n", " utils.warn_names_duplicates(\"var\")\n", "100%|██████████| 1000/1000 [00:08<00:00, 117.28/s]\n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/anndata/_core/anndata.py:522: FutureWarning: The dtype argument is deprecated and will be removed in late 2024.\n", " warnings.warn(\n", "/Users/ghwan/opt/anaconda3/envs/spatialcells_env/lib/python3.10/site-packages/squidpy/pl/_utils.py:555: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " row_labels = adata.obs[key][row_order]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "roi_adata = adata[adata.obs.region != \"Others\"].copy()\n", "roi_adata.obsm[\"spatial\"] = np.array(roi_adata.obs[[\"X_centroid\", \"Y_centroid\"]])\n", "\n", "sq.gr.spatial_neighbors(roi_adata, coord_type=\"generic\")\n", "sq.gr.nhood_enrichment(roi_adata, cluster_key=\"cluster\")\n", "sq.pl.nhood_enrichment(roi_adata, cluster_key=\"cluster\", method=\"ward\", vmin=-100, vmax=100)" ] }, { "cell_type": "markdown", "id": "e87f3224", "metadata": {}, "source": [ "Quantifying the protein composition within each region" ] }, { "cell_type": "code", "execution_count": 11, "id": "f89be57a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clusterprotein_countcomposition
0Nucleolus108830.540528
1Nucleus80350.399076
2Endosomes_golgi_15340.026522
3Nuclear_envelope3160.015695
4ER_mitochondria_13060.015198
5Cell_periphery_3570.002831
6Endosomes_golgi_220.000099
7ER_mitochondria_210.000050
8Cell_periphery_100.000000
9Cell_periphery_200.000000
\n", "
" ], "text/plain": [ " cluster protein_count composition\n", "0 Nucleolus 10883 0.540528\n", "1 Nucleus 8035 0.399076\n", "2 Endosomes_golgi_1 534 0.026522\n", "3 Nuclear_envelope 316 0.015695\n", "4 ER_mitochondria_1 306 0.015198\n", "5 Cell_periphery_3 57 0.002831\n", "6 Endosomes_golgi_2 2 0.000099\n", "7 ER_mitochondria_2 1 0.000050\n", "8 Cell_periphery_1 0 0.000000\n", "9 Cell_periphery_2 0 0.000000" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nucleolus_comp = spc.msmt.getRegionComposition(adata, \"cluster\", regions=[\"Nucleolus\"])\n", "nucleolus_comp.rename(columns={\"cell_count\": \"protein_count\"}, inplace=True)\n", "nucleolus_comp" ] }, { "cell_type": "code", "execution_count": 12, "id": "7f771487", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clusterprotein_countcomposition
0ER_mitochondria_176900.256376
1Cell_periphery_356870.189598
2ER_mitochondria_248360.161227
3Endosomes_golgi_146430.154792
4Cell_periphery_144950.149858
5Cell_periphery_221170.070578
6Nuclear_envelope2780.009268
7Nucleus2320.007735
8Nucleolus120.000400
9Endosomes_golgi_250.000167
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" ], "text/plain": [ " cluster protein_count composition\n", "0 ER_mitochondria_1 7690 0.256376\n", "1 Cell_periphery_3 5687 0.189598\n", "2 ER_mitochondria_2 4836 0.161227\n", "3 Endosomes_golgi_1 4643 0.154792\n", "4 Cell_periphery_1 4495 0.149858\n", "5 Cell_periphery_2 2117 0.070578\n", "6 Nuclear_envelope 278 0.009268\n", "7 Nucleus 232 0.007735\n", "8 Nucleolus 12 0.000400\n", "9 Endosomes_golgi_2 5 0.000167" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roi_comp = spc.msmt.getRegionComposition(adata, \"cluster\", regions=[\"Nucleolus_ROI\"])\n", "roi_comp.rename(columns={\"cell_count\": \"protein_count\"}, inplace=True)\n", "roi_comp" ] }, { "cell_type": "code", "execution_count": 13, "id": "3ecfd03d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clusterprotein_countcomposition
0Nucleolus108950.217339
1Nucleus82670.164915
2ER_mitochondria_179960.159508
3Cell_periphery_357440.114584
4Endosomes_golgi_151770.103274
5ER_mitochondria_248370.096491
6Cell_periphery_144950.089669
7Cell_periphery_221170.042231
8Nuclear_envelope5940.011849
9Endosomes_golgi_270.000140
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" ], "text/plain": [ " cluster protein_count composition\n", "0 Nucleolus 10895 0.217339\n", "1 Nucleus 8267 0.164915\n", "2 ER_mitochondria_1 7996 0.159508\n", "3 Cell_periphery_3 5744 0.114584\n", "4 Endosomes_golgi_1 5177 0.103274\n", "5 ER_mitochondria_2 4837 0.096491\n", "6 Cell_periphery_1 4495 0.089669\n", "7 Cell_periphery_2 2117 0.042231\n", "8 Nuclear_envelope 594 0.011849\n", "9 Endosomes_golgi_2 7 0.000140" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_comp = spc.msmt.getRegionComposition(adata, \"cluster\", regions=[\"Nucleolus\", \"Nucleolus_ROI\"])\n", "combined_comp.rename(columns={\"cell_count\": \"protein_count\"}, inplace=True)\n", "combined_comp" ] }, { "cell_type": "markdown", "id": "c1dd2c8d", "metadata": {}, "source": [ "Comparison with the protein composition of the entire sample." ] }, { "cell_type": "code", "execution_count": 14, "id": "c7218f9e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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clusterprotein_countcomposition
0Nucleolus518020.191239
1Cell_periphery_1378850.139861
2Cell_periphery_2362260.133736
3ER_mitochondria_1336600.124264
4ER_mitochondria_2323780.119531
5Nucleus284580.105059
6Cell_periphery_3227880.084127
7Endosomes_golgi_1224020.082702
8Nuclear_envelope36740.013563
9Endosomes_golgi_216030.005918
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" ], "text/plain": [ " cluster protein_count composition\n", "0 Nucleolus 51802 0.191239\n", "1 Cell_periphery_1 37885 0.139861\n", "2 Cell_periphery_2 36226 0.133736\n", "3 ER_mitochondria_1 33660 0.124264\n", "4 ER_mitochondria_2 32378 0.119531\n", "5 Nucleus 28458 0.105059\n", "6 Cell_periphery_3 22788 0.084127\n", "7 Endosomes_golgi_1 22402 0.082702\n", "8 Nuclear_envelope 3674 0.013563\n", "9 Endosomes_golgi_2 1603 0.005918" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overall_comp = spc.msmt.getRegionComposition(adata, \"cluster\")\n", "overall_comp.rename(columns={\"cell_count\": \"protein_count\"}, inplace=True)\n", "overall_comp" ] }, { "cell_type": "code", "execution_count": null, "id": "45ff9acb", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }