{ "cells": [ { "cell_type": "markdown", "id": "93a97ebb-57f9-4520-9c26-f2113e207b82", "metadata": {}, "source": [ "# RNA segmentation\n", "\n", "In this tutorial, we will assume we only have the RNA image available without any staining and attempt to use the RNA signal to identify single cells.\n", "\n", "
\n", "\n", "See also\n", "\n", "[RNA segmentation](../../technicals/cell_segmentation.md#rna-segmentation)\n", "\n", "
\n", "\n", "This is done in the following steps.\n", "\n", "1. Identify nuclei using nuclear-localized genes (in our case, we'll use the `Malat1` and `Neat1` genes).\n", "2. Identify additional nuclei using unspliced RNA.\n", "3. [Optional] Expand the nuclei labels to cytoplasm." ] }, { "cell_type": "code", "execution_count": 59, "id": "6b28031b-e651-45b5-8e0d-0c84e98de715", "metadata": { "tags": [] }, "outputs": [], "source": [ "import sys\n", "sys.path.insert(0,\"/home/panhailin/software/source/git_hub/spateo-release/\")\n", "import spateo as st\n", "import matplotlib.pyplot as plt\n", "\n", "st.config.n_threads = 8\n", "%config InlineBackend.print_figure_kwargs = {'facecolor' : \"w\"}\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "id": "76fbacab-e847-4c13-aac1-553e83509265", "metadata": {}, "source": [ "## Load the data\n", "\n", "We will be using a truncated mouse coronal section dataset from [Chen et al., 2021](https://doi.org/10.1101/2021.01.17.427004)." ] }, { "cell_type": "code", "execution_count": 36, "id": "4ffc5d6c-f8d4-4bcd-83c3-a065eada3afc", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "文件 ‘SS200000135TL_D1_all_bin1.txt.gz’ 已存在;不获取。\n" ] } ], "source": [ "!wget \"https://drive.google.com/uc?export=download&id=18sM-5LmxOgt-3kq4ljtq_EdWHjihvPUx\" -nc -O SS200000135TL_D1_all_bin1.txt.gz" ] }, { "cell_type": "markdown", "id": "a0e493e8-3f30-43f9-a8b3-04881a37260b", "metadata": {}, "source": [ "Load the downloaded UMI counts and nuclei staining image into an AnnData object. For the purposes of cell segmentation, we will be working with an aggregated counts matrix, where the `obs` and `var` of the AnnData correspond to the spatial X and Y coordinates, and each element of the matrix contains the total number of UMIs captured for each X and Y coordinate." ] }, { "cell_type": "markdown", "id": "53d5f5f0-7ac9-45cb-b5a5-f3558e339139", "metadata": {}, "source": [ "
\n", "Note\n", " \n", "We will be using the `Malat1` gene and unspliced RNA to identify nuclei. We are providing the `gene_agg` argument so that the resulting AnnData will have a layer containing combined `Malat1` and `Neat1` counts.\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 2, "id": "a5a213e9-50ec-4739-a159-35036020ba98", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Constructing count matrices.\n", "|-----> Aggregating counts for genes provided by `gene_agg`.\n", "|-----> __type to uns in AnnData Object.\n", "|-----> pp to uns in AnnData Object.\n", "|-----> spatial to uns in AnnData Object.\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2000 × 2000\n", " uns: '__type', 'pp', 'spatial'\n", " layers: 'spliced', 'unspliced', 'nuclear'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = st.io.read_bgi_agg(\n", " 'SS200000135TL_D1_all_bin1.txt.gz',\n", " gene_agg={'nuclear': ['Malat1', 'Neat1']} # Add a layer for nuclear-localized genes\n", ")\n", "adata" ] }, { "cell_type": "code", "execution_count": 3, "id": "c8378808-10c4-4727-bba6-a7a64732d43d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> unspliced layer in AnnData Object\n", "|-----> nuclear layer in AnnData Object\n", "|-----> Finding density bins.\n", "|-----> nuclear_bins to layers in AnnData Object.\n", "|-----> nuclear_bins layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "st.pl.imshow(adata, 'nuclear_bins', labels=True)" ] }, { "cell_type": "markdown", "id": "8782dc9c-9e7d-4060-92c2-80a56018d484", "metadata": {}, "source": [ "### Segmentation\n", "\n", "
\n", "Note\n", " \n", "In this tutorial, we will be using the `VI+BP` method exclusively, but there are other methods available. See [Segmentation approaches](../../technicals/cell_segmentation.md#segmentation-approaches)\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "f71de61e-674e-4f4b-b654-3aad4e3ef380", "metadata": {}, "source": [ "We offer other several options (EM+BP, gOTSU, Moran's I, VI+BP) to get the foreground mask in the following, users could select one of them." ] }, { "cell_type": "code", "execution_count": 19, "id": "bc6c56c5-a47f-42a9-842f-bd9d37aa718d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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vbAo53Z8vvviioynYnEyTJrWdmq1Dhw5tprMr5qqrrmoTaH/3u98l0AaAMhBkAwBS6Wtf+1r+9QMPPKAZM2a0W2b9+vU6+eST9fLLL6uysrLoOm+//fb8cqtWrdLo0aO1fPly02U3b96sX/ziF7rpppvKKv9RRx2la665Jv/vb37zm7rsssssg7GWlhY9+eST+sY3vqHBgwe3e//zn/98flTtp59+Wpdddpl27tzZrsxf/OIX9cQTT7QZfA3tfeELX8i//u53v6v58+e3W+app57SSSedpPfff7/o/jzhhBP0ta99TfPmzbN8wLFhw4Y2o5R/+tOfLtoX3Oiqq67Sdddd16bsBNoAUBpGFwcApNKoUaP0+c9/Xk888YQkafLkybrjjjs0YsQIZTIZvfDCC1q2bJlaW1t1/vnn69VXX83PKWzluOOO06xZs3T++eerpaVFq1ev1ogRI3TMMcdo8ODB2n///fXee+9p3bp1+te//qXW1lZdcsklZX+HH/7wh9q4caPuu+8+ZbNZ3XzzzZo+fbqGDh2qo446SlVVVdq2bZs2btyof/zjH9qxY4ckmWY3+/fvr2984xv6zW9+I0m6+eab9fvf/17Dhg1Tnz59tHHjRi1atEh79uxRjx49dNNNN+lb3/pW2WVPuilTpmjmzJl66623tHXrVn3uc5/TcccdpwEDBiiTyej555/X2rVrJe0bfbxPnz66//77Ldf3wQcfaM6cOZozZ466du2qj3/84zryyCO133776Z133tErr7yiVatW5Zfv2rWrfvGLX5RV9quvvlqS8g9xvvvd7yqTyWjKlCllrQ8A0oYgGwCQWr/5zW80duzYfHCyfv16rV+/vs0yEyZM0B133KGxY8c6Wuc555yjQw89VBMnTsyPMv7CCy/ohRdeMF3ezZzamUxG9957r4YMGaIf/vCHeuedd7Rnz54203GZfSbXrN3orrvu0ubNm/Xkk09Kkt544412TZ1ramr0wAMPeNaHOKn69Omjxx57TKeffnq+dcHzzz+v559/vs1yZ5xxhu69996iD1sKp4jbuXOnli9fbtlKom/fvvrtb3+rj3/842WX/+qrr1Y2m9UPfvADSdKll14qSQTaAOAAQTYAILV69uyppUuXaubMmZozZ47Wrl2r7du369BDD9WwYcN00UUX6bOf/WzJ6z355JP1wgsv6IEHHtDjjz+uVatW6T//+Y92796t/fffX/369dMJJ5yg+vp6nXjiia6/x+TJk3X++efr/vvv11/+8hf9/e9/11tvvaVdu3apR48eqqmp0cCBA3XSSSdp3LhxbUYmL1RVVaV58+bp97//ve677z6tXr1a27ZtU69evXTkkUfqi1/8os4//3wdeOCBevrpp12XO+lOOOEErV27Vrfeeqv+7//+T6+88oqkfaPDDxkyRF//+tfbNCu3s2bNGi1btkwLFizQihUr9MILL2jTpk1qbm5WVVWVDjnkEA0aNEinn366zjrrLEfdG4rJZbIJtAGgNJlsNpsNuxAAAAAAACQBA58BAAAAAOARgmwAAAAAADxCkA0AAAAAgEcIsgEAAAAA8AijiwMAgNDddtttevHFF12tY8SIEfr617/uUYkAACgPQTYAAAjdI488ooULF7pax/bt2wmyAQCho7l4Qr322mv63ve+p/79+6tbt27q2bOnhg0bpptuuknNzc1hFw8AAAAAEol5shPo//7v//T1r39d27ZtM32/rq5OTzzxhPr16xdwyQAAAAAg2QiyE2b16tUaOXKkdu7cqe7du2vq1Kn61Kc+pZ07d+qBBx7Qr371K0n7Au1Vq1apR48eIZcYAAAAAJKDIDthRo8erWeeeUYVFRVatGiRTjjhhDbv33TTTbriiiskST/84Q/1ox/9KIRSAgAAAEAyEWQnyIoVK3T88cdLkiZNmqS777673TKtra366Ec/qoaGBh1wwAH6z3/+o06dOgVdVAAAAABIJAY+S5BHH300//qCCy4wXaZDhw4699xzJUnvvvuuFixYEETRAAAAACAVCLITZPHixZKkbt26aciQIZbLjRkzJv96yZIlvpcLAAAAANKCebITpKGhQZLUr18/VVRY/7T9+/dv9xknmpqabN/ftWuX1q9fr4MPPli9e/e2LQMAAACA9GlpadFbb70lSfrYxz6mLl26hFwi7xEFJcSuXbu0ZcsWSVJNTY3tsgceeKC6deumHTt2qLGx0fE2amtrXZURAAAAAHJWrFihYcOGhV0Mz9FcPCHef//9/Ovu3bsXXb5bt26SpO3bt/tWJgAAAABIGzLZCbFr1678686dOxddvrKyUpK0c+dOx9solvVubGzUJz/5SUnSMH1KlerqeN0AAPd+99y6Nv8+Z8iAkEoCv+R+Y35bIJ2ScJ3frZ1aqX2DL/fu3Tvk0viDIDshCvsy7Nmzp+jyu3fvliR17eo8EC7WDL1QpbqqS6bK8fIAkDN/05r867HVg0IrRxzVVLe9rYd5HS78HXP4Pd2bMHSoJKlLJuSCAAhF7hqQE8trQcEE0kkdw4nm4gnRo0eP/GsnTcB37NghyVnT8riYv2mNaaUOiAqOz+KM+4h95lwc9lUcyggAgFsE2QnRpUsXHXTQQZKKjwL+zjvv5IPspAxmVlhxoxKHKModlxyf8Erhg8UoZo3D3j4AAGFJZn4+pQYMGKBnnnlGL730klpaWiybX6xfvz7/+thjjw2qeL4aWz2I4AWxQOCBNOF4BwCkEUF2gowaNUrPPPOMduzYoeeee07HH3+86XILFy7Mvx45cmRQxQNSjWDDmdwDM/ZXcYX7iP0FoFS55ATXD8B7NBdPkDPOOCP/+te//rXpMq2trfrNb34jSTrggAP0qU99KoiiBWJs9aD8fwDii3MYSI9ctwdaowFIEoLsBBk+fLhOPPFESdKsWbP07LPPtlvm5ptvVkNDgyTpkksuUadOnQItIwAkGcFCfPG7hY/zJzjsZ8BfBNkJc9ttt6lr165qaWnRKaecouuvv17Lli3TggULNGnSJF1xxRWSpLq6On3ve98LubQAkBwMwBhfDEyINGGaRGtcA+AVguyEGTx4sB588EHtt99+2r59u6666iqdcMIJOvnkk3XPPfdI2hdgP/HEE22m/QJQHDdf2KG7SjJwnvvLuH85ZxAVPGyDlwiyE+gLX/iC/vGPf+jSSy9VXV2dqqqqdMABB2jo0KG68cYbtXr1avXr1y/sYgKxws0XTuWCBo6V+Ch8QBJG0Je2fslWgTYPqoKXlmOuFByD8EImm81mwy4EkqGpqSk/7/YojVOXTFXIJUIa+ZUloXkdSsHxAqesgpykHjecG+GjNQHCtivbrMWaK0lqbGxUTU1NyCXyHplsAInmxVN6KoVwg0wR7FhdU5Ke2Y76tTTJ+94ozsdanMuOZCPIBpB4bpp6E2AnR1iVMY4blCuJx06cmoQTvAEoF0E2gESxqsCVE2gTYCeDMbgOouKcOw45blBM2pqLxwEzBQBwiyAbQKo4rbhSsUo2fl9EBcF09KXhehHX45CHmYiqirALAAB+MN50529aw404paxG++aYQFQUHoccl+EbWz0o0YE1xxvgPzLZAFKh1EpE2FP6wHv8jogDjtPoSfJvkuTvBoSJTDYA2KACkiz8ngCc4FoBwA0y2QAAAAAAeIQgGwAAAAAAjxBkA/BUWHMRAwAAAFFAkA3AMwTXAOAtrqsAED8E2QA8w0AxAOCdXIBNoA0A8cLo4gA8RaANAACANCPIBorIZRAIHj9UmFVhvwCAv7jOAkC80FwcsFEYTNJc70NU+ADAf2OrB3G9BYAYIpMN2BhbPYjg2gIVPyQRrTQAAIBbZLKBEhBwA8lGYA0AANwiyAZKRKANAECyca8H4AbNxYEiyGwB6cI5b23+pjXsHySe2dRpHPcASkEmGwAA2Jq/aQ1zNgMA4BBBNgAAsGQWVBNoAwBgjSAbAAAAEA+QAHiDIBsAAFiiLyrSxHi8M1c5gHIw8BkAACgZg6AhqTiuAbhFkA0AAICSMPJ2dPHbAOEjyAYAALaMFXWy2OllNxAex0Q4OB+B6CHIBgAAJaFCj6grN/CP2wMDptYDoomBzwAAAOBIHAYCKww4C+d4L+VzcRC38gJpQpANAACAkkQ90DZyEpDG6Tsl9cEBkBQ0FwcAAEDZohacjq0eZNl3vFhZo/ZdjEoNmqP+fYCkIsgGAAChiFv/V7QV5d8tVzZjUBrnQcJKCbDj+h2BpKC5OAAACBVNWuGXNAWbuf7yafrOQFSRyQYAAIEjsEZQkhB0FjtfovQdmacbIJMNAAAARJpdsBqlQNaseT6QRmSyAQAAgIiLUjBtZBVMR7nMgJ/IZAMxV8ocoAAAIBqScv8mwAbaI8gGYqzwxpaEGzUAAGmQpPu3WTBNgI20I8gGEiTuN2oA6RHGKMhJyRwi3pJ4DBaeywTYAH2yAQBAiIKqkBszhwQCiIqkHItJ+R6AFwiygRgbWz2o6EieSb3p0QcMQLm4TiBMZvduAMlCkA3EXOHNOldx5OYNAG0RWAMAgkKQDSSAsfKYC7ypVAIAED3cn4FkY+AzIKGSfgNnNFMAAABEEZlsALFFUJ1Mhd0d+I2BYHH+AYB7ZLIBAADQDlOeAUB5CLIBAJGSy56RRQPSh8AeQBLQXBwAEDkE2EA4ojJwpnHWjKA/DwBuEGQD8A19+wDAG0EGvmFdr80y2G6/N8F2/BmPC35LxAHNxQH4guZ+AOBeYfNpmlI7RyCWXJwDiAOCbAAAgBhJU5DhJlgu/Gya9hmA8BFkAwAARFDaAsOx1YM8z0AzkGL88dshjuiTDQAAEDNRGJzML358ryTvrzTgt0PcEGQD8AU3RCAZGHQoPOxrAIgngmwAAGDKj9Ge08LvUa0ZNduc2awW7CO4xcNGlIo+2QAAILJyI2qnrX+yHfaFM+wn+IVjC8WQyQYAALFAFj0+wsj8kW0MV5paV6ThO8IdgmwAgCtUbJMr91uaNcENsgxxzBr5uZ9y+ySq51pUuhlEeR8lWdLvCUn7PvAHQTaAxKFiFRyryrRERQTe4VhqL8r7xOzBSBDljesDGURflM83RBN9soGIog9ieXL7jH0HeIcBpFCKMDOZhccqx2uwzPY3vwHSikw2YCOMjBzBYXSRoXWOfZQ8/KZwqjCjHMZxw7EaHvY9sA9BNhAhBNiIOypY6RJmX21EG8cDgDQjyAZshDXAD5WT8vk92BCssX/ShYeCAKKIh3+IAvpkAxHDDQFA1CV99GAAANwgyAYAwICBB51LY4DN8QFEE+clooLm4kAAaLr0IQYPS5Yk/o6F5yvdN8zRteVDXN+B8BFcI2rIZAMIBTfEaMll5vhd2iJo+pDx+EjzvknzdwfihHsawkKQDQSIitmHc5eyL6IrzZWSNH93O8bsPpg7HAhauQ+DeYCMMBBkAwEgqETUcXy2xz75EPvCnt/X+Ci0NCFIQZSYDb5Y7BzkGEaQCLIBAJIIpCRaWiB6jIFBGIFCbpsEKQiTk+tyses3xzCCQpANAMgjwIQVjotwmO13AgVEWRSOT65XCBtBNgAAcISHMOEw7vMgfwMGu0MpaPUA7MMUXgAAABFHgIuo8zOwLmewMzOcRwgKmWwAAACYYpwCRJXdYIBmo/9zDCNImWw2mw27EEiGpqYm1dbWSpJGaZy6ZKpCLhGQDrlKRpIrEGYjySJ9aLoMRJuf9yO7bDbXg3jZlW3WYs2VJDU2NqqmpibkEnmPTDYAJEQS+8BZZSqS+F1hj98ciD6/Wj0QYCNuCLIBICHSVtEg6EqHsOeHBhAuzn/EEUE2AMRckvtLJvV7wR2OCyA97M53rgWIKoJsAECkFQ68xCA26ZOU3zmXkaf7A1C6pFwHkB4E2QCAWEly5h7m0vB7E2gDQHIwTzYAAIi8uAfaY6sHEUgDQEoQZAMAAATA6kFB3B8gAEHgQRXihObiAAAAACKPB1KIC4JsAAAAlIzp1RA0jjfEBUE2AABAxEUluDAbJT0qZUOycZwhTgiyAQAAIiwXXIQdZNhtP+yyIX1oOo4oI8gGAABAUQQ1CFPh8cexiKgjyAbgCbMmhAAA9woDirCvsVaBDkGPc9wryze2ehDHGmKBIBuAa8bKApUHID6o8KNUhYEOQU9p6MsOpANBNgBfUHkAos1s8CoC7ugqDGoBANFGkA3ANbMmg1QEgegqFkgTaEcT19V4M55X/J5AclWEXQAAyUDfPAAAzPHgCkgXMtkAAKQMD8KAYNF3HUgXgmwAAFLMrPJPMAD4gy5VQDoQZAMAkELG4JpKPxAMzjUg+eiTDQAAJFH5BwDACwTZAAAAQIqYDcTGQzbAOzQXBwAAAFKMABvwFkE2EHFM+wEAAPxEXQPwFkE2EGG5mx43PwCF5m9aw3UBQNnIXAP+IsgGACBGCK4BAIg2Bj4DIownzQAAwA9jqwfx0A7wCUE2AAAAkEI8zAf8QZANIFUKn9pTuUAccdwCABBt9MkGAAAAAMAjBNkAUsmYDWS0ZgAAAHiB5uIAUoWmtsHKPbgIYr8bH5LwW6NQkMciACDdCLKBMlBZSxYy2EBycX4DAIJGkI3IiGMWav6mNbEoJ+zxG/onrH1bbLs8KAMAAH6hTzYiiz6yAEpRTsDMdSZdwnqowjEGAOlCJhuRF3a22G7KJ7JgQLSUe06GfZ2Bf8L+XXP3EI4xAEgPMtmIjLHVg0wrIFGqlDDHMhB/ZBXhl2LHFsceAKQDmWxETtSC17HVg9r134xaGRFdYT2YIWtmzi7IoZ+2O3EcV8Mrhd+dcy/++A0BuEUmG3DAKsuO0hX2gc299iq7Q5aoLfaHPc5p76Q5wDZjfLjGA1pvBDGGQuH9CQDKlclms9mwC4FkaGpqUm1trSRplMapS6Yq5BIhaopVWtxUQGnK3xZZWec4dryRxuyf1TUtbfvBb34/xLG7N/FbAt7blW3WYs2VJDU2NqqmpibkEnmP5uIAbHkZgBQ2vfdabt1xqBAFEQDHYT9EBfvKG2najwRlwaGVBIA4IsgGYMlYufEiiDV+3sugm8oXgLCk5foTZiuZoLeZlt8UgPcIsgGYsgp+vc4WU4kBEGdpuoaF0U85iP1r1soqTb8rAO8x8BkAU1Qw/MNAekAypO08TvL3LfxuSf6eAIJBJhuApcKKBiOtAuFjkLZoSOu+T/qAikn9XgCCRyYbQEmohADRwIMve0FM9wQAgBky2QAcIbgGEBcE1/7gPgAAzpDJBgAgIG6zq/TnLx0BNwAgaGSyAQDwmdeBHoG2NYJqAEDYCLIBAPAZQXFwcvs66YN0AQCiiyAbQGJRyQbSi/MeABAW+mQDSDyajwIAACAoBNkAAAAAAHiEIBtAIpG9BgAAQBjokw0gkcZWDyLQBhA643WIvuIAkHxksgEAQKq5nb+81G0BAJKNIBsAAAAAAI8QZANILJplAnBibPUg364XXIcAIH0IshGYIJvjATl+Vp4BwAmuQQCQLgx8hkAUBtfzN62hwoHYKzymOZ4BFMN1AgDSg0y2S6tWrdJPfvITnXLKKaqpqVFlZaW6d++uuro6XXDBBVq8eHFJ65s3b57q6+vz66qpqVF9fb3mzZvneB0tLS26++67deKJJ6p3797q2rWrjjrqKE2aNElr164t9Sv6gow2ACBqci2uuEcBANzIZLPZbNiFiKvRo0frmWeeKbrcueeeq1/96lfq3Lmz5TKtra266KKLNGvWLMtlJk6cqF/+8pfq0MH62ciWLVs0btw4rVy50vT9yspKzZgxQxMnTixa7lI1NTWptrZWkjRK49QlU9XmfbNKC0/2EVdMywMkB/cnAAjOrmyzFmuuJKmxsVE1NTUhl8h7ZLJd2LRpkySpurpal1xyif7whz9oxYoVevbZZ/U///M/OuywwyRJv/nNb3T++efbruvqq6/OB9iDBw/WnDlztGLFCs2ZM0eDBw+WJM2cOVPXXHON5Tr27t2r+vr6fIB95plnat68eVq+fLluv/129enTR7t379akSZNKyox7xVhhoQKDODMev2S+gPghaw0A8AOZbBdOO+00nXvuufriF7+ojh07tnt/y5YtGjlypDZs2CBJWrhwoUaPHt1uuQ0bNmjgwIFqaWnR0KFDtWjRInXt2jX/fnNzs8aMGaNVq1apoqJCDQ0N6tevX7v1zJ49WxMmTJAkXXzxxbrjjjvavP/SSy9pyJAh2rZtm/r166eGhgZVVHjXLb9YJjsnV6EhyEYScDwD8WUXYHNOA4A/yGTD1uOPP66zzjrLNMCWpF69eunmm2/O//sPf/iD6XK33nqrWlpaJEnTp09vE2BLUlVVlaZPny5pX3/rW265xXQ9v/jFLyRJPXv21E033dTu/X79+mnq1KmS9gXcjzzyiN3X8w2jPSNJOJ6BZMidx5zTAAC3CLJ99qlPfSr/+uWXX273fjab1WOPPSZJ6t+/v0aMGGG6nhEjRuiYY46RJD322GMyNkDYsGGDGhoaJElnnXWWqqrMs8iFzdbDCrIBAO4wQJc3cgF1YYANAIBbBNk+2717d/61Wcb71VdfzfftHjNmjO26cu+//vrr2rhxY5v3Ckcxt1vPIYccorq6OknSkiVL7AsPAIg8Am1Y4dgAgHAwT7bPFi5cmH997LHHtnt/3bp1+df9+/e3XVfh+w0NDerbt2/Z69mwYYMaGxu1Y8cOdevWzXb5nKamJtv333jjDUfrAQAA/soF2PM3rSFDDwABI8j2UWtrq2644Yb8v88666x2yxQGrsU6/ecGFZP2DRLgdj3ZbFZNTU35ZujFFG4fABAdBFKww/EBAMGiubiPbrnlFq1YsULSvum0hgwZ0m6Z999/P/+6e/futusrzDhv377dl/UA5aJZIhAcpkREMQzgBgDhIZPtk4ULF+r73/++JKlPnz666667TJfbtWtX/nXnzp1t11lZWZl/vXPnTl/WY8eYPTd64403NHz4cMfrQ3IUNkvMoXIH+ItzDE5wnABA8AiyfbB27VrV19erpaVFXbp00cMPP6w+ffqYLtulS5f86z179tiut3AQNeM0X8b1FP67lPXYSeIcdnDPKoNN80QACJ/xGs11GQD8R5DtsVdffVWnnHKK3nnnHXXs2FEPPPCARo8ebbl8jx498q+LNd3esWNH/rWxSbhxPXZBtt16gFIUayJOoA3AC7SSKR1deAAgPPTJ9tCmTZv0mc98Rps2bVImk9Hs2bM1fvx4288UZoeLjd5d2FzbOAhZOevJZDJkp+EKlV0AiA+u2QAQDDLZHtmyZYs++9nP6pVXXpEkTZ8+Xeeee27Rzw0YMCD/ev369bbLFr5vnA7MuJ5BgwYVXU9tba3j6bsAAAgLwaE77D8ACBZBtgfee+89jR07Nj9X9Q033KD/+q//cvTZvn37qrq6Wps2bWozp7aZRYsWSZIOO+wwHXHEEW3eGzVqVP71woUL9dWvftV0HZs3b9aGDRskSSNHjnRURsDO2OpB9PkDgIDkrrfFrrNchwEgPDQXd6m5uVmf//zn9fzzz0uSrr76al155ZWOP5/JZPJNytevX69ly5aZLrds2bJ8Bnr8+PHKZDJt3q+rq8tntx966CE1Nzebrufee+/Nv66vr3dcTsApKnYA4I/CB5r0uQYQZfM3rcn/l0YE2S7s2bNH9fX1WrJkiSTpkksu0XXXXVfyeqZMmaKOHTtKkiZPntxuWq2dO3dq8uTJkqSKigpNmTLFdD2XXXaZJGnr1q264oor2r3/8ssv6/rrr5ck9evXjyAbnsnNx0qADQD+KbzGcr0FEFXGwDqNwTbNxV04++yz9eSTT0qSTj75ZE2YMEH/+te/LJfv3Lmz6urq2v29rq5Ol19+uW644QatWrVKI0eO1JVXXqmjjjpKL7/8sm688UatXr1aknT55Zfr6KOPNl3/eeedp9mzZ2vJkiW64447tHnzZl144YU68MADtWLFCl177bXatm2bOnTooNtvv10VFfz8APaxavLvtGkqgGBwLgKIsrQF01Yy2Ww2G3Yh4srYZLuYj3zkI9q4caPpe62trbrwwgs1e/Zsy89PmDBB99xzjzp0sG6AsGXLFo0bN04rV640fb+yslIzZszQxIkTSyq7E01NTflRz0dpnLpkqjzfBgDvObkhUrEHAABOWNUrcnWJXdlmLdZcSftmPUribEc0F4+IDh06aNasWXriiSc0fvx4VVdXq3Pnzqqurtb48eM1d+5czZw50zbAlqRevXpp6dKluvPOOzVq1CgddNBB6tKli4488khdeOGFeu6553wJsAEAAADASpqy3GSy4Rky2UA8kckGAABes6pfjDm0jkw2ACDZjIPWMYgdAABwy6w+kZb6BSNfAQAktb/x5eZAT8sNMWrY9wCAJEjjvYwgGwBgKY03xijINbErbGrHb4EkYyYDAElCc3EAACLEqg9bmgaMQbpwbANIGoJsAAAAhI4sNoCkoLk4AAARQUYPaURwDSBpyGQDABABBNjgGACAZCDIBgAgApg6Ld3MBrsDAMQTzcUBAIi4sINvs8Av7DIlTW7KPABA/JHJBgAAlhjt/ENBfGceXgBA/JHJBhKGuUaBeIvTuTt/05pYldcNY3NuP753WvYlACQdmWwgQdKYWQLgLwI/c1xvAQBWCLIBAEDZCDYBAGiLIBsAANgimw0AgHP0yQYShIowAPijcPRvrrUAADsE2QASjUox4I3cOVQ42FkcBj7z8hoQ9e8KAIgGmosDSCz6igLeKww0ox50Fl4DuB4AAIJCkA0gsaIeAAAAACB5CLIBJBqBNoAcstkAgCAQZANIPAJtIJ3GVg+KVfN2AEAyMPAZAABINIJrAECQyGQDAAAAAOARgmwAAAAAADxCkA0AAAAAgEcIsgEAAAAAnpm/aU2qZ3QgyAYAAAAAwCME2QAAACVIc3YGAJwwTqGYNgTZAAAADuUCbAJtAIAVgmwAAAAHCKwBAE4QZAMAAAAA4JGKsAsAAIgPs0xelPtczd+0JtLlQ7yMrR6UPwc4rgAAVshkAxGXmwKBZooIm9UxGNVjk76z8EPaB/MBABRHkA3ECMECwhL3Y48HVQAAICgE2UDEFWZMyJ6kT2FLhigHiVEuGwAAQJAIsoEYoHli+lgF1QSz7rD/AACA3wiyAfiGgMZ7YT1ssXvQw0Og8ES9hQMAAGlEkA3AF4WDThEElM4saI1CIBuFMjiVC/6NZeZ4BAAAfmIKLwCBYNqb5Ijjb1g49VKSxPG3AAAg6chkA0BEEUB5xxhgJzHgBgAA0UCQDcAXVgEiwQ0AAACSjObiAHxj1kSX7Gxp2F/eyO1Hui0AAAC/kckG4CuCGUQJI6EDAAC/kckG4DuCGgAAAKQFmWwAAAAAgCWmZC0NmWwAQGwV3vBpMQEAgPcIrktHJhupxNM4IP44hwEA8Bf32vKQyUaqcKEAAAAA7JnVmWkx5hyZbKSK8eKQy2gTfAPxYnbOch4DAIAoIJMNAEgEnrADAOAt7q3lIcgGAMRO7qZP9hoAAO8RXLtDc3GkztjqQVw4gIThnAYAAFFBJhupRaUciD/OYwAAEDVksgFEFk2BAQAAEDcE2QAiKRdgE2gDAAAgTgiyAQAAAADwCH2ykRjzN62hf2aC8FsCAAAgjshkIxFoWgwAAAAgCgiyAQAAAADwCM3FkQg0LQYAAAAQBWSyAQAAAADwCEE2AAAAAAAeIcgGUmL+pjUMDAcAAAD4jD7ZQBmMwSp9woFwFJ6LnIcAACAKyGQDKTG2epDvQQiZcoSJ4w8AAEQBmWygDLlgtXB+7qhl0YLMthduK/c6avsDyWMWVEfxXAQAAOlCJhtwIVeZt6vU5/pCJ7VPdBK/E+KNYxIAAISJIBtwqViAHRV+laXw++eapJNJBAAAQFoRZAM+sQpqgwq8zYJdPwNtAmsEzeqY41gEAABhIsgGfBKVir4x0wwkGcc4AAAIGwOfAT6JUlPxuAYeTJWGUnB8AACAKCCTDfiECj/gPyeDDwIAAASJTDbgo7HVgyKV0Y4bAic4wXECAACihCAbCBDBAAAAAJBsBNmAzwisAQAAgPQgyAYSrrC5OgE/AAAA4C8GPgNShP7hAAAAgL8IsoGEY55sAAAAIDgE2Ugls4zu/E1rEpvpHVs9iAAbAAAACAB9spE6uUA6qQE1AAAAgPCQyUbqkNEFAAAA4BeCbKAAATgAAAAANwiygQI0IQcAAADgBkE2UomBwOCXJA+gBwAAgOIY+Ayplgu0c0ERgTfSyPhQgPMAAACgfGSyAZHZhjcKg9WoZrONmfaolhMAACCuCLIBwCNxelBj16ydwBsAAKB8BNkA4IM4BdwAAADwDkE2AHgo6l0PnJQtyuUHAACIOoJsAEgZuyCaABsAAMAdRhcHgBQimAYAAPAHmWwAAAAAADxCkA0AAAAAgEcIsgEAAAAA8AhBNgAAAAAAHiHIBgAAAADAIwTZAAAAAAB4hCAbSJD5m9Zo/qY1YRcDAAAASC2CbAAAAAAAPFIRdgEAeGds9aCwiwAAAACkGplsAAAAAAA8QpANAAAAAIBHCLIBAAAAAPAIQTYAAAAAAB4hyAaAFGPaNwAAAG8RZANAShUG1wTaAAAA3mAKLwBIKaZ8AwAA8B6ZbAAAAIQi14qGrisAkoQgGwAAAIErDLABIEkIshEb3IQBAEgGq3s693oASUCQjVjgaTcAAMnAvRxA0hFkI3a4OQMAkFxpuc+n5XsCaUSQDQAAAISAQBtIJoJsxELhVENMOwQAQHzl7uNjqwe1u6eb/Q0A4oZ5shEb3HQBAEgGHp6n93sDaUAmGwAAAAAAjxBkAwAAAADgEYJsAAAAAAA8QpANAAAAAIBHCLIBAAAAAPAIQTYSYf6mNcw1CQAAACB0BNlIFAJtBMnu4U7uPY5JAACAdCHIRqIw5ySCUhg8FwukCbQBAADSgyAbiTC2ehABNkJjPPbMgmqy2kC6cf4D5nLnBvdJJAlBNgCUgYc6AJwqDCIAfIhzA0lFkA0AZSqnBQUVCSBdjOc81wAASD6CbADwEBVoAMVwnQD2KXxQTdc/JAlBNuASlaXi6GcFAADMEFwjiSrCLgAQRwSMKMTxAMAKwQMApA9BNuCB+ZvWUJGykbZ9U/h9jQF42vYFAABA2hBkI/EKgxy/AhwCJ2dyv0Wa9leavisAAAAIspEyXgV5Y6sHmWavgwjoET381gCAuEjjA28gaAx8hsQzu4l40YeWm1PpGNwEAIDwFNZ/GE8E8A9BNhIvyJtILoAkkAQAAADSiSAbiRd0wEuADQAAooyWZYC/CLJ9cuWVVyqTyeT/e/rpp4t+Zt68eaqvr1dNTY0qKytVU1Oj+vp6zZs3z/F2W1padPfdd+vEE09U79691bVrVx111FGaNGmS1q5d6+IbJQs3FgAAkDYE10AwMtlsNht2IZJmzZo1GjZsmFpaWvJ/W7BggU466STT5VtbW3XRRRdp1qxZluucOHGifvnLX6pDB+vnIlu2bNG4ceO0cuVK0/crKys1Y8YMTZw40dkXKVFTU5Nqa2slSaM0Tl0yVb5sBwAAAEA87co2a7HmSpIaGxtVU1MTcom8RybbY7mAuaWlRX369HH0mauvvjofYA8ePFhz5szRihUrNGfOHA0ePFiSNHPmTF1zzTWW69i7d6/q6+vzAfaZZ56pefPmafny5br99tvVp08f7d69W5MmTSopMx438zetyf8HAAAAAEEjk+2xW2+9VZdeeqn69++v+vp6XX/99ZKsM9kbNmzQwIED1dLSoqFDh2rRokXq2rVr/v3m5maNGTNGq1atUkVFhRoaGtSvX79265k9e7YmTJggSbr44ot1xx13tHn/pZde0pAhQ7Rt2zb169dPDQ0Nqqjwdga3sDPZZoE1TaIAAACA6CCTjZL8+9//1g9+8ANJ0t13363OnTsX/cytt96ab1Y+ffr0NgG2JFVVVWn69OmS9vW3vuWWW0zX84tf/EKS1LNnT910003t3u/Xr5+mTp0qaV/A/cgjjzj8VvFglblOc0abjD4AAEiywhaM1HsQJQTZHvqv//ovbd++Xeedd57GjBlTdPlsNqvHHntMktS/f3+NGDHCdLkRI0bomGOOkSQ99thjMjY+2LBhgxoaGiRJZ511lqqqzDPI559/fv510oJsAAAAAIgCgmyPPPTQQ3r88cfVs2fPfFa5mFdffVWbNm2SpKJBee79119/XRs3bmzz3uLFi9stZ+aQQw5RXV2dJGnJkiWOyhh3aWwubnySG9Wnujx1BgAAbhjreWms9yGavO2Um1LvvvuuLrnkEknSjTfeqF69ejn63Lp16/Kv+/fvb7ts4fsNDQ3q27dv2evZsGGDGhsbtWPHDnXr1s1RWaV9fa7tvPHGG47XFQQutNFFYA0AALxAfQ9RRJDtgSuuuEKbN2/WyJEj84OPOVEYtBbr8J8bUEzaN0CA2/Vks1k1NTXlm6E7UViGqBlbPahN4JbmC25uX0R1HxBgAwAAIMkIsl165plnNHPmTFVUVOjuu+9WJpNx/Nn3338//7p79+62yxZmnLdv3+7LeuIuqkFlGOK0L+JUVgAAALSXS6JQr9uHINuFPXv26KKLLlI2m9Wll16qj370oyV9fteuXfnXxUYir6yszL/euXOnL+spxphBN3rjjTc0fPjwktaJ9ClsdcCFGAAAAElDkO3Cz372M61fv16HH364fvjDH5b8+S5duuRf79mzx3bZ3bt3518bp/kyrqfw36Wsp5gkzmGHcEW5WTsAAABQDkYXL9P69et1/fXXS9o3v3UpA4jl9OjRI/+6WNPtHTt25F8bm4R7tR4gDLmsNn21AQAA4mls9SASJwXIZJfplltu0Z49e3TkkUequblZDzzwQLtl/vWvf+Vf/+1vf9PmzZslSV/4whfUrVu3NpnhYiN3FzbVNg5AZlyP3ejmufVkMhky04iMwkA76As02XQAAAB4iSC7TLlm16+88orOPvvsostfe+21+devvvqqunXrpgEDBuT/tn79etvPF75/7LHHtnnPuJ5BgwYVXU9tbW1Z2XcgScyy6ATcAAAAcIPm4iHq27evqqurJUkLFy60XXbRokWSpMMOO0xHHHFEm/dGjRqVf223ns2bN2vDhg2SpJEjR5ZTZMATUW5SRLN1AAAAuEGQXaZ7771X2WzW9r/CwdAWLFiQ/3suSM5kMho/frykfRnmZcuWmW5r2bJl+Qz0+PHj200TVldXl89uP/TQQ2pubrYsc059fX1Z3xvwUpSDbQAAAKAcBNkhmzJlijp27ChJmjx5crtptXbu3KnJkydLkioqKjRlyhTT9Vx22WWSpK1bt+qKK65o9/7LL7+cH6itX79+BNmIlFywHXTAXbjdsMoAAACAZCHIDlldXZ0uv/xySdKqVas0cuRIPfjgg1q1apUefPBBjRw5UqtWrZIkXX755Tr66KNN13Peeeflm4Dfcccd+tKXvqT58+drxYoVmjFjhj75yU9q27Zt6tChg26//XZVVNAdP6nmb1qT/w8AAABAsIi0IuCnP/2p/vOf/2j27NlavXq1vvrVr7ZbZsKECbruuuss19GxY0c9+uijGjdunFauXKk//vGP+uMf/9hmmcrKSs2YMUOnnnqq598hChi8qj1GzgYAIHi5Oomf9+AgtgGgPGSyI6BDhw6aNWuWnnjiCY0fP17V1dXq3LmzqqurNX78eM2dO1czZ85Uhw72P1evXr20dOlS3XnnnRo1apQOOuggdenSRUceeaQuvPBCPffcc5o4cWJA3wpRwI0XAIDgBNWSrHAbUWy5Ros6pF0mm81mwy4EkqGpqSk/h/cojVOXTFXgZSBzCwAAwmIMLP2qkwS1HSeMGfUolQ3RtCvbrMWaK0lqbGxUTU1NyCXyHplsJAoXcgAAEIYgM7eF9Z0o132iXDbATwTZAAD8fzRxBOAVvwPMqASwxnIwUwdAkI2AUGkFEHVcpwC4EUZ2OSrBrFk5olI2IAwE2QgMFVgAUWW8PnG9AlAOsrgAJIJs+OR3z60LuwgA4AqBNgA7XCMAWCHIRmB4sgsgqqyuT1SiAZjJXRuMU2lxzQAgEWTDR4U3GgJsAFHHdQqIHwJbAFFUEXYBAACIisJ5Xgm6gWgLM7hmoC8AdgiyAQAwoLIMRJcxuOZ8BRA1NBeHb7jpoRy5pn80/wMAOMH9AkDUEGTDF+cMGRB2EQAAQAKZPcQn0AYQJTQXBxBJtIQAgPiwCnL9upaPrR5EYA0gsshkA4gUgmsASI6guv9w7wAQJWSyAUQOlSUAiA8nQbQfI/ZzrwAQVQTZAADAFaY8Q9L5PaJ5bv2cR0AyEGQDAICy5YIDAm1EmV2f8cL3csdwEE3cc+dM4bY4j4BkIMgGAABlYwAqRJ3d8Wl8z+8g12x7OQTXQHIQZAMAAFcIDtLNyYOWqB0j5Twcitp3ABBdjC4OAAAAV3IB6NjqQZGbx9qqTGZ/L/weZn8HACcIsgEAAOBaYSBqFdiGqVgAbfZ3r79H1PYJAH/QXBwAAAC+iFpQaVUet+V0M/p41PYRAPfIZAMAAAAesmoezyCBQDoEmsneuXOnnn32WT333HN65ZVXtHnzZu3YsUOdOnXSAQccoMMPP1wDBw7U8ccfr6OPPjrIogEAACAgSR9V22m/9CR+dwABBNnbt2/Xww8/rDlz5uiZZ57Rnj17HH3u8MMP15lnnqlzzjlHxx13nM+lBAAAQBCimM11E/Q7+T5R/M6IrtzxwkOY+PKtufjrr7+uKVOmqKamRhMnTtRf//pX7d69W9lsNv9fly5ddOihh+qAAw5QJpNp895rr72mW2+9VcOGDdMJJ5yghx9+2K+iAgAAIARugoj5m9Z4Ery6XUepA775MaAakqPweOThTHx5nsl+99139aMf/Ui//OUvtWfPHmWzWXXs2FEnnniiRowYoeHDh2vIkCHq06ePKisr85/LZrN67733tGHDBq1cuVIrVqzQggUL1NTUpOXLl+urX/2qrr32Wt10000aO3as18UGAABAAHJzVJcbZEYx8CBghl+S3rUiqTLZbDbr5Qp79eqld955R9lsViNGjNDXvvY1feUrX1Hv3r3LWt+iRYv0u9/9Tg8//LDeffddZTIZ3Xbbbfrv//5vL4sNDzQ1Nam2tlaSNErj1CVTFXKJAACAH8Ks+FsF2V4G7aWsq1jT3iQESW4eiqA0dg+RkvIb7Mo2a7HmSpIaGxtVU1MTcom853kme+vWrRo7dqymTZumE044wfX6Ro8erdGjR+vmm2/W9OnTdcstt2jr1q0elBQAAACSuymo4q7wu/rRvzqXuc99Nre9uATfZmWHf9y29EA0eB5kr1ixQkOHDvV6terevbumTp2qSy65RK+99prn6wcAAEgju6DRKhAsDBwLlysWGLgNLIuV1W1gUkr5/dh+1ESxaX4aJO04SiPPg2w/AuxCVVVVOvbYY33dBgAAQFqZZVrN/u02ECg1KLVr1h31ANesbMYHFQCSw7fRxQEAABAvVgG2k895nZl2sk2z137yejtRHmWcBwBA+XyfJxsAAADRFWaWtZQAMwp9VZM8KJXdvo37dwOCRpANAACAdooF2k77YXspqsFeVMvlhFXf+jh/JyBsgTcXb2ho0KWXXqqhQ4eqZ8+e6tSpkzp27Gj7X0UFzwIAAACC5kW/68L/u1lPFJovW2X94yoK+xRIokCj1xtuuEHTpk3T3r175fH03AAAAIkVdjPpHLPprqwGJDO+b7ZcGNlwtwq/W7kDt8Xp+wIoXWBB9sMPP6yrrrpKktShQwedeOKJ+sQnPqEDDjhAHTow/hoAAIAZqyA1yoGaHxlSP75vuQ8vSv1MnDLGUT6ugLgILMi+7bbbJEmHHXaY5s6dq4997GNBbRoAACCWggzOSsnOui1XqQOr+RVgF/4/7cFl2r8/4KXAUsj/+Mc/lMlkdO211xJgAwAAFBFGgG22XT+mrfJj/U73V1T6d0dBbt8TYAPeCizI7tSpkyRp0KBBQW0SAAAg0qwCPidBoFeBopP1+DnatBffw4sB1qIYeAfxQIAAG/BeYEF2XV2dJOntt98OapMAAACRVWpz6SgFQ27K4nfz7GL7NYz9WM42oxj0A3AmsCD7vPPOUzab1aOPPhrUJgEAACIrFziXEoAVfsarYNGv5ttOt+3F9ozrKCfQ9vN7G8tDAA0kW2ADn02YMEFz5szRPffco1NOOUVf+MIXgto0AABALAUV8JY6EFnuM2bs1hNkAF+sb3lUm7971Sc+TqPRRxFTrsGNwILsTp066bHHHtN5552n+vp6feUrX9FXvvIV1dXVqaqqqujnDz/88ABKCQAAEC63zamDmpbKbj1Wc2eHKQ6jiAfZzx7W2H9wK7AgW5IOOOAAfec739GyZcv0wAMP6IEHHnD0uUwmo5aWFp9LBwAAEA6vg6uwA0pjoB2lwLbchxDGdZSj3L7ZUdp/SUcLAHghsD7ZkjRlyhSdcsop2rJli7LZbEn/AQAApIUf/ZTDEpVyeKWcADvIgeui2IogTuK8r8jAR0dgmezf/va3uv322yVJPXr0UH19vT7xiU/ogAMOUIcOgcb6AAAAvrLKPlpldwszv17OG+1HwOC0nEEHK2b7MIysZDn92xEtcQu0zea5j9t3SJrAguzp06dLkvr3768FCxbo4IMPDmrTAAAAgSlssl1Y0XU6H7Xb7Zr9za4cSa6M+xHwmq3TbFC1YsFO4ftelpEgHwhfYEH2+vXrlclk9KMf/YgAGwAAJI7bwMarUaS9WtZK1ILyUgLeIJX6gMWvbSP5/GgJA3cCa6fdqVMnSVJdXV1QmwQAAAiE236w8zetyf/nBWMfYLsKeFyynnaZ+mIK94fT/Vz4mxR+ptRyOJnSjMAIbgXZ7x/FBRZk9+/fX5K0efPmoDYJAAAQCX5mm91WrONQMTcLcMMY4MvrZt12/wYQX4E1F7/gggu0dOlSzZkzR5/73OeC2iwAAIDvjFljJwFT4XJOmzQ7GTitcN1m5fByYDW/1u1Euc2xnZaxlGbmxfpdO9l2XFoUACgusCB7woQJeuyxx/Tb3/5Ww4YN03//938HtWkAAIDAWAW2TgKuOGUzzb6T33M6W63br21ajVLu53bjdAwAMBdYkL1o0SJ95zvf0VtvvaVLLrlEv//97/XVr35VdXV1qqqqKvr50aNHB1BKAAAAf5SSxSx3LmazbLbxtXH9boI64zb9mjIs7MDTLNh2UiZG+gbSKbAg+6STTlImk8n/e/ny5Vq+fLmjz2YyGbW0tPhVNAAAEiMKAQlKU24Q5uS3tgq6veTn8WY1HVpYwsjSA4ifwAY+k6RsNlv2fwAAwF5hQEL2zJ0g96GbZuPFRr22Wz5u4lpuRhB3Jq6/L2AmsEz2ggULgtoUAABA2YLI/hq5bVZs1d/baeAdlwAwTmUtFMcyBylqLRYAtwILsseMGRPUpgAASKWw+3/azcUcdcXmOQ4q0Ha6jNORvY3L+3GM+N0nOwnifG74yWrOcfYT4i7Q5uIAAMBfuWmbqKQ6V0oz6yAfYtj9hsbfuNjvXbi81/MzlzuVltttGUW1uXFUywXAPwTZAADAEwT33nISnJW7z738nbwYGd1Kqd8vagGtn/smCZzOLw7ETSbLqGLwSFNTk2prayVJozROXTLFp2YDACAKSq3UB/Ewwa+5mZ02NXezPi/XX2o5ovigx8kc6UASmZ2Xu7LNWqy5kqTGxkbV1NSEUDJ/BdYn++STTy77s5lMRk899ZSHpQEAAPiQMejJ9Qv1OiB1ystMnpP+2FbzaMcpGIxTWYE0SHOLhMCC7KefflqZTMZ2Oq7CebQl5Zc1/h0AAMBPhf2XCwPuKAZyXj0IMPt+ZsF2HAPwILF/gH2ifN30W2BB9ujRo4sGyzt27NBLL72kd999V5lMRnV1dTr00EMDKiEAAEB7buY5dhtwGYN8q/UXW4dxfcWWs/o7fYytme0b48MaIG3SGGBLAWeynZo7d66+853vaOvWrZo1a5ZGjhzpX8EAAAAixmzkcK8qq6VMFeZkOatstxflDXt6sGLbLzdwTmt2D0iLwILsUowbN07HHXecjjvuONXX12v16tU67LDDwi4WAACAJOcZar8DKbt5s4NiNz+3G8Wy5mEHqaXsc7LYQLpEdgqvQw45RJdeeqm2bNmin//852EXBwAAQFLbgMlt8OTV3NtBBZzMw166sAbPAxCeSGayc0aNGiVJeuKJJ3TbbbeFXBoAAJBWfmQivV5nYVa7lL7gYTfJjqNiv53dfmQfA8kX6SC7c+fOkqRNmzaFXBIAAAD3op7VNE73FWbZ/BosrJTvVc73J8AGEOkge/HixZKkqqqqkEsCAABgzjj6t1Ug5SZgLDUwLGVbZv26c6+jEGgXlqdQYdmclrPwexm3UU65vF4WQDJEtk/2s88+q5/85CfKZDIaPnx42MUBAAApVixQ8rKftpNtFJOWftNe9Gn3ql98UOsFEH2BZbJ/8pOfFF2mtbVV77zzjlatWqXly5ertbVVmUxGl156aQAlBAAAcRaFvsXFmgpHOeiKe1Du5PcP6jeI8u8MwH+ZbDabDWJDHTp0UCaTcbx8NptVRUWFfv7zn2vKlCn+FQyeaWpqUm1trSRplMapS4Zm/oiGsJs7AvCXXUDj9blvbBpe7vb8no4qCg8cvFRO0Gr3vYOYDox7D2BuV7ZZizVXktTY2KiampqQS+S9QIPsYjKZjHr06KG+fftqzJgxuuiiizRgwIAASgcvEGQjitxWhAGUp5TRrd2s34mgyuAkqCtcppxAuNhn4nTNsztGin0PJ79/0N/Z72MeSIo0BNmBNRdvbW0NalMAUBQZBsA/xv7JXpxrUWx+W84I3FbLlxOgxTmoK+cYKVzGrDWBk8Hn/GAsB/cXAJEd+AwA/BbFSjuQRGGea+UGO04HrSpn/W72h3F7SQnmijX5N/ueub8Xvh+VAd+4vwDpRpANINGiUuEC0syLc9AqyCqmnGDHjwDJGAga/1buOuPI6cOLoK/f5f7ufkzZBiDeCLIBpALBNhCccpo8l7peY8Dq1TastucVu4cFpcyDnaTrWRS+j3H+7FKPGavvQKANpJPnA58999xzGjJkiJerbGPnzp167bXX1L9/f9+2gfIw8BkAoFA5g1e5ad5tJ+wgLghWfZSj+t2j0qfc69HpvTyugSRKw8Bnnmeyhw8frtNPP12rVq3ydL3Nzc36+c9/rr59++qhhx7ydN0AACBYQWX4opAlLcav5umF/4+qsMtXbN979duQ0QbSxfMge//999fjjz+u448/XqNHj9avfvUrvfPOO2Wvb/Hixbr44ot1+OGHa+rUqfrPf/6jgw46yMMSAwAAPwTZVzXsYE1y1//bi30SRj9mN4IeNK5cpWyTYBqA5MMUXi+99JJ+8IMfaObMmVq8eLGWLFmiyZMn66STTtKIESM0bNgwDR48WH369FFFRdvNb9u2TRs2bNDKlSu1YsUKLViwQI2NjZKkbDarIUOG6MYbb9TJJ5/sdbEBAECZ7OZuNptqqdi64hIkFioMlsuZ8xrBY/8D8IvnQXbPnj11xx136Morr9QNN9yg+++/Xzt27NCTTz6pv/zlL22Wraqq0oEHHqidO3fq3XffbTeXdq67+AknnKApU6boy1/+stfFBQAADpXbh7bUQLtcQW3HbtvF9g2BXXFePmgxHrN+7f9cmQvLbffwCUCyeT7wmdF7772nBx54QA899JCWLl2q3bt3O/rcRz7yEY0fP14XXnihBg4c6GcR4REGPgOAZHMbNFgFT2YDdpXLy3V5zesBtpLI68DUq6DariwE00Bp0jDwmeeZbKP9999fkyZN0qRJk7Rnzx6tXLlSS5cuVVNTk9566y1t3bpVXbp0Ue/evdW7d2997GMf04knnpjInQ0AQBKUG0g4+ZyXQQoBT3zF5bejZQIAM74H2YU6d+6skSNHauTIkUFuFgAAlCnoaZbK3Z5Zc92wlJpNj0KZo8LvfVHK9HGFyzgJpvkd04dWDLDi+ejiAADYIfMTX1GtRHo5Qrcf7B4cRHWfJlHhvjYboM9ueaCYqF5/EA6CbACA7+ZvWpP/L/dvRJ+TbF9uubB+U+N2vSxHud/LLjizC/TgH6sg2qvWD/yWkLi34UOBNhcHAKSLXYUjrlM1pZUfv1dc5sv2+ruHOQp6UvkxinixdXD9Sqegu9AgngiyAcQWN7r4KawA87vFT7HfzYvf1c3nvTym/O5ryfFfXLHfwCwItgqM/XhQgvSxGm+BexqMCLIBxB43t/gxq5jw0CR6jBlXq98mzN8sqsdLVMsVF2bdAMLap7Q8QI7VscD5DiOCbACAb+wqp1b9s3loEi1+NBGPa0WVY7M0Xj84M3so51QpZeCBH+xwXMCJTDabzYZdCCRDU1OTamtrJUmjNE5dMlUhlwhAVJhVWu0qyVRighVE8OhmCqTC48evAKjYes0y+gRj5rx6gOImqHazTTefB1DcrFWr9JEhGyVJjY2NqqmpCbdAPmB0cQAA1H4E9LQIYsR3N+u2mqs4Sr9TlMoSReXMee7mwU9U5ksH0F5arpc0FwcA+M5q+pyo3mzTmqEMqwm3k+yx0894XYbC95PYXNyYLQ56vzqdgSCoVjBJ+30BhINMNgAgNFbBd1RE9SGAl8rd36Vk/p3OG21cv9WyYQ6AZfx3nLOmZi0DSj3mrX4nJ/vFybaKHQdx2f9pbCUDmInD+eqFWGSys9msMplM2MUAAPggKjfcKGfW485qvzr97QuXc9Jv2wtxHJjNCbvfotRMtjEwD3L/mD3wcKqcjL2b72h8mJGE4whw45whAyRtDLsYvvIlk33fffd5tq7Vq1dr2LBhnq0PAAArxsxYkivDTjNrpcxFXAonzbPLUUrZrPZBWh+2lBNg+709vwa4K/U4AYBS+JLJvuCCC/TAAw/o7rvv1kc+8pGy1rFz505NmzZNt912m/bu3etxCQEAsJf0ALtQsSy+MfsWVL9XN9sxZh6t/p17neTfu5DTEdqtMvlum5NbZaCjHMi6beXi56j4AKLJt+biTz75pD760Y/qpz/9qb7zne+U9Nm//OUv+ta3vqWNGzcqm82qa9euPpUSAID0idtAdE64ycLaNT2O8z6xUm5faeP0Vl7OVR1U8Fnucc6AagBK4Utz8UsuuUSZTEY7duzQpZdeqk9+8pNat25d0c+9/fbb+sY3vqHPfe5z+QD7pJNO0t///nc/igkAAP6/YoGHH8Gm39OmGbPv5QQ6cRpcyytOm/IblwtisDqvmqmn6fcEELxMNpvN+rHi5cuXa+LEiVq7dq0ymYw6deqkqVOn6qqrrlKnTp3aLf+b3/xGl112md5++21ls1kdeOCBuummm/TNb37Tj+LBB01NTaqtrZUkjdI4dclUhVwiAIATTgMXpxlQJwFMUgcWSxurVgFeDRRWDMcMED+7ss1arLmSpMbGRtXU1IRcIu/5NoXX8ccfr+eff14//OEP1alTJ+3Zs0c/+clPdNxxx2n58uX55V599VWdcsopuuCCC7RlyxZls1mdddZZamhoIMAGAMBHpWaR7Zb3IsPINEfwYgoxpIPfLWEAN3zLZBdat26dJkyYkA+uO3bsqP/6r//SoYceqmuvvVY7d+5UNptVbW2t7rzzTn3+85/3u0jwAZlsAIgHu0ppKU2AgyoDosvYT9vtOsrFMZM+tIaJLzLZHhkwYICWLl2qW265Rd26ddPevXs1ffp0XXXVVWpublYmk9HkyZO1du1aAmwAAEIUVFbIqjJc7vzFANKFgBpR5tvo4kaZTEbf/va39Y9//EO//vWvJUnZbFaZTEY///nP9d3vfjeoogAAkGpejwxdjmIjfJeyjjRNwRW0Yn2rvdzvxlHdnR6n/PbpFYcp4Nxg6rf4CqS5uCQtXbpUF154odavX6/CTWYyGWUyGX3rW9/SDTfcoO7duwdRHPiA5uIAEC+FwWnQlTk3zYy9CNDhTFQq+TQNRtok+TpHc3EP7NixQ5MnT9bo0aPzAfaIESP0j3/8Q3feead69Oih1tZW3XXXXRowYIAef/xxv4sEAADkzRRXbrZd6jYZ5Ch4UZnuym4ucyc4bgAEydcge968eRo4cKDuvPNOtba2qlu3brrtttu0ZMkSffSjH9W3vvUtrVu3Tqeddpqy2ayampo0fvx4ffWrX9V//vMfP4sGAAAizDhysFUmMwoBIKLN7hgCosr4EBTx4kuQ/fbbb+vrX/+6TjvtNDU2Niqbzepzn/uc/vWvf2ny5MnKZDL5Zaurq/WnP/1Jc+bMUZ8+fZTNZvXwww9rwIABuu+++/woHgAAqUfAES9R+r0KH4A4LZcXrRDKaf1gVg4gLniQGF++BNn9+/fXnDlzlM1mddBBB+n+++/X3Llzdfjhh1t+5itf+YoaGhr0jW98Q9lsVlu3btU3v/lNnXLKKdq4caMfxQQAIJXikNkrFlClqeLp9e/l9e9ebH2F7wdxzAW9PQAw8i2Tnc1m9bWvfU0NDQ0655xzHH3uwAMP1H333ac///nPOuKII5TNZvXUU0/pYx/7mB/FBAAg8YwZRGPQEaUgxC7bmeamk15+Xy8CdrPyROE4Kta9oHC5tGN8g2Tht4weX0YXP+KII3T33Xfrc5/7XNnraG5u1lVXXaUZM2Yom81q7969HpYQfmB0cQAIbzops1GgnVa8ohC0Jnkk3SixOyb8GOXdyUMTt8oJMNJ+fLkZ3R/REsdrJ6OLl2nt2rWuAmxJqqqq0q233qrFixdr4MCBHpUMAABvmfVPDapJrNl2wp7/2mtk3D7kxX6wa4IfdDPysET9mAfciOp5lza+BNndunXzbF0jRozQ888/79n6AADpVepgTW63FcS67bIYcQomjOUu1sw9bQof4HgVbBtfl3q8FFve7n2r7+Dm+zkZJCpO54SfvBhEDoA1X5qLI51oLg54y6z5L9zxo1ldsYAgiGaxfjTzdfp5J4FUOfsgjk0g/RTF/VGs6Xkp54bXzcqjuL8Av8St+X8amotXhF0AAIC9sPr4pkFhEGhXKbeqwEQxwM4dL1YBrt8ZYa/WzzHflt1vGoZSRhQvdxk33zMK+wgICsd79PjSXBwA4B43TfdKmcPX7G9mTVedNjl3O5dvOU2lzfqEO1mPm37caW/GHaRymvf61T3C7+sT1z8AcUaQDQAxQCBTOq/7sJbCqwDBaeay2Hf0Yx84HUmaYKmtoMYFCKJPu1+/LccMgLijuTgARFiuiSiVztJ4Mep2ufwMPJz2u8u9V6yJudt94iSjbXX8Rqnpc1CCOgaDfNhhdywZ3yt2vKTpWACQbGSyASDiqHiWJulZf7Mmw1YjijsdadmLY8xqHcbAilHDgxf2NaTYMWv2bwCIMzLZAIBYKyVIc9qX2OvBwkrN2tplfq0yw8WC3FIGTrNbX7m8Hj06jvz4rmatG6I2SFoxcSgjAJSCTDYAILbKDbDN/u0XL7K2XmZ7nc5d7EW/YeYs9lexB0Vh799ix1AUyggAfiCTDQCK3xyTsGY1P68xAxzGQFBu57M2+7ub7LjXivUTp2m4d6K2L+1+3zhl1YG44jyLFjLZAIDYMvY/Lmwua/VeORlap5WWuA/mlNtPfj2MiNO+cCKMkeujrJTMdFCjrANpwzkVDQTZAIBYs6vYlxPUuV1XKXNauw004hi0xrHMZsKsyCatEp207wMANBcHkHpU8JLLOFiYWTPrUppeO5n6qpRByYxl9Xp+bafbNlPK50ote1IC7bDEcf85mes9jt8LAMwQZAMAEsfvebLN+p+WGiC47aNstT2vHxoV6+dX+CDDbjmkh9PB9YBy8EDGHvsmGgiyAaQeN6RkKTZVlDEoNH7WyybmTj5nF5xaBeJussxuHw4Y151Wfl43Cn8zHl4AHyo2lWGasT+ihT7ZAELHADjwm3EQNL/W7QezwcjMWJ1DxQYxK6UPOfznxZRvQSvlGk4gAC9wHCHqyGQDiBQvs2xATilZD7PMofFvxkDIzXHqV19mu77hxvPM7jvY9UMvfI9zFU6VMx4CAMRJJpvNZsMuBJKhqalJtbW1kqRRGqcumaqQS4S4IPsBL3mV/SvW7zruzXhLCXAIhmCHh6MASrEr26zFmitJamxsVE1NTcgl8h7NxQHEQlyaTSJcxmDQz8q+3+v3W5B9zxFdUeyqQxciAHFHc3EAoXMyyjKV+2SLUibMyzm3yxW15tdRKgu841W3B+PnvGzlEbVzAQCcIJMNIBLsAhsqWOnjNoPl50BnfrMb/dxrnF/wmtVxS3YaQJoQZHvs3//+t374wx9q6NCh6t27t7p06aLa2lqdeOKJmjZtmv71r3/Zfn7evHmqr69XTU2NKisrVVNTo/r6es2bN89xGVpaWnT33XfrxBNPVO/evdW1a1cdddRRmjRpktauXev2KwKAJ/yodFsFjXENJv0ISAh04s3L369w5Ho/zo9yyxnnh2QAIDHwmaemT5+uqVOnaseOHZbLXHLJJbr11lvb/b21tVUXXXSRZs2aZfnZiRMn6pe//KU6dLB+NrJlyxaNGzdOK1euNH2/srJSM2bM0MSJE62/SJkY+AxeYICldLCrfPs9/3AxfjZ9dcLvc4BzLL6i1K3CilkZ41BuAMFJw8Bn9Mn2yHXXXacf/OAHkqS6ujpdeOGFGjZsmPbff3+9/fbbWr16tR555BHLAPnqq6/OB9iDBw/WFVdcoaOOOkovv/yyfv7zn2v16tWaOXOmevfurZ/97Gem69i7d6/q6+vzAfaZZ56pCy+8UD179tTy5ct13XXX6T//+Y8mTZqkww47TKeeeqoPewLwBpWwZCql731URu8OevtR3AcI77eIW6sDY1Cd61Mdt+8BAG6QyfbAU089pc985jOSpHPPPVczZ85Up06dTJfds2ePOnfu3OZvGzZs0MCBA9XS0qKhQ4dq0aJF6tq1a/795uZmjRkzRqtWrVJFRYUaGhrUr1+/duuePXu2JkyYIEm6+OKLdccdd7R5/6WXXtKQIUO0bds29evXTw0NDaqo8O45C5lsAMVYZbTMBjfyM+MaVia9FEF8/6h81ziIYpAd5d/Py+OXwc+AZElDJpsg26XW1lb1799fL774oj7xiU/kA+FSXHzxxbrrrrskSc8++6xGjBjRbplly5bphBNOyC9vDKAlacCAAWpoaFDPnj3V2Nioqqr2Qe4NN9ygqVOnSpIeeughffnLXy6prHYIsgEUU+7czE4/U8q24hq8lMruAUaSvmeUOD12nczD7mQ9UeVFcGx2HtP8HIi3NATZNBd36cknn9SLL74oSbryyitLDrCz2awee+wxSVL//v1NA2xJGjFihI455hi98MILeuyxxzRjxgxlMpn8+xs2bFBDQ4Mk6ayzzjINsCXp/PPPzwfZjzzyiKdBNgC4UU5zUqtg0W3T1HL6bgellAC5cKRyBpMKht3o2k6C6BzjsmEfb1Lpx02QLVAAIEoYXdylhx9+WJKUyWR02mmn5f++detWvfjii9q6davt51999VVt2rRJkjRmzBjbZXPvv/7669q4cWOb9xYvXtxuOTOHHHKI6urqJElLliyx3R4ARJldMFPIr3mvvajwl7oOY19Xpwiqo6HcgDUqv19Ug9yolgvlKZx5gt8WcUUm26Vly5ZJko444gj16NFDv//973X99de3maorNxDa5MmTVVlZ2ebz69aty7/u37+/7bYK329oaFDfvn3LXs+GDRvU2NioHTt2qFu3brbL5zQ1Ndm+/8YbbzhaD5B2aW6qazUAktOKVKkVrmL72Ngn3O8KndV3tyunmzKl8Rgz8rpve7Hfy3gcuT3m4yDN1zQAMEMm24XW1latX79ektSrVy9dcsklOuecc9rNhb1hwwZdfvnlOvnkk/Xuu++2ea8wcC3WHyHX31na13/B7Xqy2WzRwNn4Obv/hg8f7nhdQFqVm4lMEj/m5DULpMrJFEahSS684/V+LWx+X6xPf+Fx7vT4iuJxUMr5GlT5jWUiuE8WflskAZlsF9577z21trZKkv75z39q5cqVOvTQQ3XTTTdp3Lhx6tKli1auXKkrr7xSy5Yt09KlS/XNb35T//u//5tfx/vvv59/3b17d9vtFWact2/f3uY9r9YDIFiMmruP1T4ot9LuZp/6mdHOrdtuVHVEUzmtEAoZlyv3OCtlhH4vOVm3H9sv1moAycRvG39pb+FCJtuFHTt25F/v2rVLVVVVWrBggc455xwdeOCB6tq1q0aPHq2//e1v+sQnPiFp32Bjy5cvb/O5HOPUXkaFTc137tzZ5j2v1mOnsbHR9r8VK1Y4XheAD0Uxe1VMKf3l3PSrs8qi+dW8OgilZmnSWkFxy+vjwK8AspRB+6wC/cIMexj8aJ0CIL6ifh8OAplsF7p06dLm3xMnTtQxxxzTbrmuXbvqpz/9aX5gtAcffFDHH398u3Xs2bPHdnu7d+9us06rsuzZs6dd2Zyux04Sh9cvVRKmVEE0xSWj6ebG6eY7GjPAub8VlsnYFL/YlElmIz0bm/W6nebLq6mGjOWJw7FSKq/2ldvrtF0fbifHRTmMWW2r49erVhaFx1Fcrj1p5vW4AkCQ0nqNIZPtQo8ePdr8+5RTTrFc9tOf/nR+eq+VK1earqNY0+3CzLmxSbhX64E1nsrBraTOy1zKuRHkIF5eNcV12pTdmLH345pBxtB/TlsXhPVbuG0+bXaMcn8DgsP5lg4E2S5UVlaqd+/e+X8XDkxm1KVLF/Xq1UuS9NZbb+X/XpgdLjYIWeFgZ8ZtlbOeTCZDdtohLohwKykBttd9p52ya55eLBC2m+qr8H279ZQyYBXTzoSrnGPU+JvljoVix45fnIyKzwMXIH6cDp4Yd2YDP6YNzcVdGjhwoJ5++mlJ0t69e22Xzb2fy2hL0oABA/KvcyOVWyl8/9hjj23znnE9gwYNKrqe2tpax9N3pV0QU/v4xax5aVqb7kRFnPe92/MgiCmUim0/rMHUYC2sa5KT/s/GptVBlMPNgGqlbKecdURVkrtS0Kw/OeJcnyxHmo9ZMtkujR49Ov/6lVdesVxu27Zt2rJliyTpsMMOy/+9b9++qq6uliQtXLjQdluLFi3Kf/6II45o896oUaPyr+3Ws3nzZm3YsEGSNHLkSNvtwZm4XkDSdJGPgjgfJ27nsHaTdStl+2ENhlZs3XH97YPi1zRbRm5/Bz/nuuYY8U5S720cI/ZKGYwzTFEvH7xDkO3SF7/4xfzrRx55xHK5Rx55RNlsVpJ04okn5v+eyWQ0fvx4SfsyzMuWLTP9/LJly/IZ6PHjxyuTybR5v66uLp/dfuihh9Tc3Gy6nnvvvTf/ur6+3rK8aK/UEY6jgiaF0RGX38KssuKk8hKF7+ZkNHIvm9o6GazL737aSeFFBbnU7gRe8DrQ9rO8hcd+0pqcJ+37IJlKmU0A8UaQ7dLHP/5xnXrqqZKkOXPm6Kmnnmq3zObNm3XNNddI2je91gUXXNDm/SlTpqhjx46SpMmTJ7ebVmvnzp2aPHmypH1NzadMmWJalssuu0yStHXrVl1xxRXt3n/55Zd1/fXXS5L69etHkF2GJF0cqYggjsqpRAc1TVaxTDqDTDlT7v7xcr+GORUWgNLF6SGL2SwZSB6CbA/ceuutOuCAA9Ta2qrTTjtNU6dO1TPPPKNVq1bpzjvv1LBhw/KDkV177bVtmotL+7LQl19+uSRp1apVGjlypB588EGtWrVKDz74oEaOHKlVq1ZJki6//HIdffTRpuU477zz8k3A77jjDn3pS1/S/PnztWLFCs2YMUOf/OQntW3bNnXo0EG33357m77hSBcu6rBTThDrNMB0U5YoZiPNBnaJS0UvKtx0IyjWRLScEem9yKbHodkqgPCUc5/gmhIvmWyuDTNcWbx4sb70pS/pzTffNH0/k8no6quv1rXXXmv6fmtrqy688ELNnj3bchsTJkzQPffcow4drJ+NbNmyRePGjWszTVihyspKzZgxQxMnTrT5NuVpamrKj3o+SuPUJVPl+TaigjkrkRZObupO+0IHda5YNRm2WzaoAJ7rhblyfjMnShkV3vi5crfj1XzfAFAoSYPf7co2a7HmSto361ESZzsilemRUaNGae3atZo+fboeffRRvfrqq9qzZ48OPfRQnXTSSZo8ebIGDx5s+fkOHTpo1qxZ+uIXv6h77rlHK1eu1JYtW9SrVy8NGzZMkyZNyjdLt9OrVy8tXbpUv/rVr/T73/9eDQ0N2rFjh6qrq/XpT39al1xyiQYOHOjlV0+lpFzkAC9YjWDvZLmgmFVOgsoKMDJwcV6MuJvbv8Y+8OV2Lyh2PMfl9yToB4DgkcmGZ9KUyQbSxK9g1CroNQZLXjWpswqaCDqiwcsWCE5/X6fNzMvNtEdlei2OdwBRkoZMNkE2PEOQDSSX34G2WbbNbpulBk7FgiYCj/B5/Zu4CbSdLO/lMRPEyP20pgAQFWkIsmkuDgApV27QUGq2zyqI8mr+YTfzeVsFIAQmwfGzWb3dMV6sWbjd8qVuq1xe7BeOYwAIDqOLAwAk2Y+sbKygl9Oc1skc1k4VTofl90jOjBQdnLADQS9Hhue4AYD0IshGLFF5QZqVevyXOs1RqeeWWYbaLlDxKpDxOtttfI9rTLz5FbDbnU8cMwAAiebiiDkGc0HauA2A/VDYf7rc87CcPrOlNu0tpd8rwVIyeHFsBsGu6wQAIH4IsgHAZ25GGy6l37KTdTuZbstqPXZ9Zv0MYKwCJS+mfSpcl9k2oxyYIXhhBsEcjwAQHzQXRyJQ8UBUldsE2djnuFxOzo1Szp+wzjW7/txO+nrbNZW3e6iA+CilS0Q56wyqVUix8gAAoo9MNmKJLBPioNwKcTmfK9YHulg2PQrnktvuH07mLXazfsSTm4H1rP5tty2rZZ02Wy9svcJxCgDxxDzZ8AzzZANtlTrPc7lBeanZr6hV3L3OPhZbd9S+P6LH7VReQcx7DQBxlYZ5smkuDgA+sWuKHFazTy+nJ/JK0Jl1sywlMxZER1C/hZvtECQDAOzQXBwAfObHqNWl9qP2sumpVR9VN+v3I2hxM8UXQVT4wmou7UUW2mrAQo4rAEgHMtkA4LFyB2ByWgF3M4iTF6KWnUf44tgSwMmAecblSj33CgfmI8AGgPQgkw0AJkodhKvYFFvGqadK4aZyHnTgY8w+mv3bKOwsNgNNuVO4r93uQ7eD33nBqjUDxwYAwCky2QDw/1k1g7YL2Jxm8LxaplxhZNKCnPqoFEzZ5Z0kN4eO2nELAIgPRheHZxhdHHFWyhQ9pSxv9XknopxZdRuAFBtd3euRxaO6H+Muqb9ZsRYZAIDypWF0cYJseIYgG3HndNqeUvpbOx1EKSrBhRNeB9h+TuEF/zjJYvuR6Q4q4GX6NwDwRxqCbPpkA8D/5zTgNQu0izVBtgokrfpyR7Uyb7dv7IISmt4mj90DJ8l+nIKwB+9zotj3AwDACn2yAcDAyWjApQ5kVmpQEdXRmkvZJ1b7yDhQlpUofn9YM843Xuo4AFH7vaNWHgBAfJDJBoAy+Z1tjmo2247TMhPAoFDhIHl287qHeU7E8XwEAISDTDYAhKRYpi+KgagxC13OVFnlbg/RY3UM240sX+w4iOqo9HFU2Logqq1j4A6/LRBNBNkAUiPsSkguuLBrSm0UdpmdcFrGOHwXlMfsmDYbt6DU6dO8CiDcBppxzGJzviVfKdNNAggWQTaARDNWrMOuhJQaZMShcu+kjOWOIB6H748PFQbSpY5bECSnMwmEMb+8F8K+ziEYxmMzjscqkFT0yQaQOlEevdstt6M3l7vNUrfnZFA0xFupv6Vfo3nbjeyf1OtAoTR8RwCIGjLZABKh1KagUQzmvMyaef393IwaXQoCguhzcmyVe/zZZY/tgmW77cW9O0Y54pyFR2n4rYFoIsgGkDhOAu6kVkjMmur6vS2vPxfkd4BzTrtdBBW4Gs9xAm0AQFTQXBwAIsSLCr8fwWnQfcYJsGFsPp47JpwG+KV0Q3DSdDyMrhgAgHgiyAaQCH715wySWfmtKv9h9b0ud5sEJvHm5txy89u7+axf1wOCbQBAMQTZABKj1H6ccagkG8toN2WLn9/H2Cw3DvsO3ih1ruvCB15eHydhPUiL+wM8AECw6JMNIDXiHhg6afIaFIKO9HJyHvkxEJOXx5zTB3JezNENAFHGdc4fBNkAEs048mqUA20vRonlRgmvReGc8eO4jsL3AgAkE83FAaROUivXfn4vq0GokD5J7S5g9p3MxnpI4ncHkF5c0/xBkA0AEWRV4ZeC64dttn0y5ZCCD7RLGW+h1PUW+y5UQAEApSLIBpBacc3MhlnWOO0neMNu8EAzcTtG4lZeAED0EWQDQAwFmUmM68MIuFdOtjioY9OqZYXdiPwcvwCAIDDwGYDU8mKgsTAF3XQ7rvsJwQq7GTkAAGEjyAbgmdw0EPTbDU4Q+zrODyJQGqtBvqL8QMouc203rzwAAH4hyAbgmpvAOuignEo2YM5pH2tj4O10PcZl/Jz3mod9AIAw0ScbQCDM+kUGXQnObS8JUxA5GRUZ6ZU71r04Pko9T80C3sK/2a3PTbkZ/R4AEBVksgG4ZpXpKvfzfjFW9ONeISfARtC8OOasAm6vpuQCACBsBNkAPBf34BVIilLOxcLm32bjKxRrJm63Xi+Xc7MegnAAQBBoLg6kmB/Njf2ofANpVW7zaTfnltcPycy+Q7Hyub02mXVJ4XoDAAgKmWwghQozVF5VqItltwqzYGEqLGfYZQHs+NUixM0ghW6WK3W7XjUfj+qo6ACA5CLIBhBY826rkYjD6B9NpRtp5OThmlVganXOlDvCuBefAZKEcwBIDpqLAwgNFQogHtw0V+eBFlBckma/AECQDeD/s+q7WG6f0HI+V/gZL6cgAuLIbCosq/fKXacX/AoKOPeRVtz/gPijuTiQQsX6KXqZYS6nf6bX0/oAcMd4HpbSzcPpsvSdRpq5nQoTQLQQZAMpUWq/58In6eXc7OM0uFhhEEBQj6gK45wya9Vido4Uvmd3Hjk5vwi2kVZxum8CsEeQDaSM0yxxqc287ebVdbt+Pxn3QVTKBZgJ+/h02gLFyfIA2gv7HDdK+jmc9O+H8BBkAylRmB3yu7+X05tWFCoTdv1eS0EmHEnkZea51Aw15xMQPLMH8Uk/D5P+/RAOBj4DUq5wkLFCpQxmZAzenXJagQ+Sk+0Z9w03aKRVsVHE7c6nYoMtAghWWoJqM4zqDq8RZAMpYnXjtAq0gyxD0Nz2OY/K9wD8FMS1gYotEH1JDEK5j8NPBNlAClllnNxOEVTsM1HJXHNjBZyz61LhpuLttKtGEiv3QNxwDgKloU82gDw/b6JRCbDttudV8E0QjyTz47zxahBGAACigEw2kCJeZJrdbDtqwWdhhszYF63YyOhm2bWofT+kh9Uo+bnj1G0rFbttOV3ej9YxALzjV6uVqIpivQTJQSYbQJ5x8KEgbz5h37xLDZhLHeQJ8IvVwIVWgxh5fV57PWJ4bpwEzicgOjgfgdKQyQZCYpbdScKczU6+l1FY3zOO+xcIW7GWHMa/O53eC0C0WJ3rSZLk74ZwEWQDMeZlE1Djepxmu4oNVhTFplhW+8qLCoWXN2y7BxZUDKIr6N/Iqjm4390/CjndFsctEC+cs0B5aC4OhKTU5pC5ZpZBBa1eNNeMYoBdTFQqFFZNgO3eR7Q4/b28OK9zx22xeasBAID/MtlsNht2IZAMTU1Nqq2tlSSN0jh1yVSFXKJ4ssqkRnF07pxSA4SoVP79GgzKq+9nXGcSuhOkQSkjZTv5Td1mxoNo7hnWsZn0pqwAkES7ss1arLmSpMbGRtXU1IRcIu+RyQZc8jq7TIXRf2a/WRQzw+X0bUW82V1Pyj1GnRw3XreUCbLlTRTPXQBAuhFkAy4Ym4OGXdkLe/tW0hAc+vUdjc32GXk5OeLaAgQAANgjyAY8FtVA109W01kVBoOljDYOJFU53T78eqhi9mDQr+34hQdOAIAook82PJPWPtml9L/0azt+bM8vZt8jKn3J47D/EG3ljrIdxqjxXm4zqOsgACD+0tAnmym8AB+VOiiP00qv2RQ9Uai0O2E13VBYZQHCYLw2hHEsutlm4fWFlikwiso1HgDCQpANuFCscull5cKqSXZQvAraqZAjTko97u2CzsL34hx4MJUcAISLB1nRR5ANeMjthc7voNwLbqbMoUKOOHN67Nu1NPGzMhREpauUc5iKX3rx2wP+ohVR9BFkAx6hUlFclJqKA06YBcxeK+WcsMqEB1XZomIHANFAHSraGF0ccME4YnaSK59WU0eVOh9uEBk9LyT994T/nM5PbfdvJ4I+TqN+7gIAEDaCbMClNFc4y63cWwXqYTMrQxTKhfCVe577McWUn9PhOT0Xg7ruReXaAABAKQiyAY8FWSH0qwIaZMU2KoMo5bZt/O5pfoiCtqyOBa/Pl7Cmw7I6F61aq4Qx8CIAAHFAkA14LIygzK8KqJtBjuKegfIjAxklpTbzRzQZj1E/j1urGQ6iMMgaAABRwsBnQIzlBiHyozmqXQW3WOU3TiMQp7Eib9YPOOzfIW6suhY4mcPe6fqDyloXW6aUEdXdrMPpOgEAiDoy2UiMtGblolARjUIZ4By/l3/MrkPFmn/b/R6lXteidA2MUlkA2DPrIgKgfGSykQjGmwNBhHtusldJ2P9JP44KM65J/p5RUO7c2mavnUzdZbZs2BVmjjMgugrHJAHgDTLZiL2wR4RO200pad+3sOJv9TrJ0vI9y1HqAGSF09xZTXnnZZmcnotuztlyyx/2dRkAgDCRyUasRbHSZlamOAUyacw4pTG4hj2n01iFcQ2K+jnqx0jrfvT5BgCUhtlXnCPIRixFMbi240dF0MtgvpSBsLioIulKHbgvrKDXrIl5obCuk2YPH8od/K3wdbG+61ybAG9xXsVHGA8cOT7s0VwcsRO1ADtJU3YBaMtpRtsrURuFu9xrjV+tQ6zKQ0UPAKgfRglBNiKncP5e4wiXTrO3QVe44r49Y99RKqxIkiRWOrzIFEdd7jvlrk+FgzMVZm2S+N2BIHEOwSnqis4RZCNSSm32aKyEFf7ND3ZT8xi363flz3ih82JbVFiRNOUE2F6cA26mwLEbVK3Y57yuALlZh9/bT+LDkyRhGqh48WugRo6BYARRBy7cFnXF4jLZbDYbdiGQDE1NTaqtrZUkjdI4dclUlbyOUi/GQfc9KVYOq6CbgSKAcNhNfeXnyN+F3I6V4LbsxvXYXY+4VsELaWhpkWRe9O+N+yCw8NeubLMWa64kqbGxUTU1NSGXyHsE2fCMF0G2ZH9zDvvGXeqASMbPcoMBwufXdcTP/sJeXj8IpOE3AixIHAewloYgm+biiBW7rEtU5ZpLcWMBks2vc7ywL7Jf6wYAAN4hyEakORnULMhKopNKNH1VgGgLagwHL9ZvNw5EueL4sBJAMnC9QVoQZCOyyulzGAS7+aP9HumcQUQA7wTVJ7vcddgNBOn1dYDrCgCvkXBAmtEnG57xqk+2E2H3zS6H236Q9KMEos/NtSnokdDpLwm/eTGAFuKP+guM6JMNRFQQ8/T5mTUmawQkU7Frk/G64vZaQEYbURbF7lO0CAte7jiI2rEA+IlMNjwTZCbbb2bZKC+exJab5Ypj5h5Ae8VGILebtqtwWS9bxlgxm9mBaw/iipYbQHSkIZNdEXYBgDjwM6Nd6k2eSgEQT06m+Cp2fhvfL/d6YAzUzZDtQ5JxLwXgJzLZ8EySMtmSf3PelpqV5uk7ki4NLTX8nEPbrdzDvlKz2wAAlCMNmWz6ZAMW/Bop3Gm/JPqNIa2Sdtw7DbBz53zQ37+U6cy87E8OIJrCuhYBSUKQDTjkdQanWLBNxghpkfRj3dgc3MmDtqhXbnPli3o5gbggsAWShT7ZgI2wK/9hbx8ISmFz5SQe906+k9Mm21bKGePBrAyF6yv2dwDuRe2cSuI1GAgamWzARtRufECSMcVL+SOF+5FZtipLEFMoAmlBPQNIJgY+g2cKBz577bkjVFO9r6GE1VyxVu85ed9vVgMxeT2NFxVUJJ0X2VW0VbhP3Q6MGPa1FkgzuwCbcxJJxsBngA+KDZwT9sA6Vtv0oizGdfAEG2kQ1eM8yP6PXm2rMGPtdn1R/V2ANOD8A5KNPtnwldnouaWKaibMrFzlZKmj+v0AN6hAfsj44DAK5zu/DxCu3BgMXrSKM1s3gHCRyYZvnA70EzVW/UK9nh8bSKq4HOv0Ad+HfQCEw69zLy7XYCDJ6JMNzxT2yR6lceqSqXK9Tqu+0V6y24bxKbOb/otO58oFkiDOfX29HjfBq/UVqzjHcV8DKI+TQJprArxmNQ5Iqff8NPTJprk4Is3tlDblbK+Uf+c4ubhwswsXA84Fi338Ibt94aa5KPsYSK9i9SOuDwhKFLtERQHNxRF5fp+sufX70S8K0cBvFOwgX3Cm1N+DiguAQk6m2QMQDpqLwzN+NBd3IgpPzciSesPPJsZp/43S/v2tGPdLEF1UjNv1czsA0iEKdSG4E4duhV51W0pDc3Ey2Yi1wulsoiBKF8I4MWZZ7aZ2i8pvjfgLa0q9YlMXAkCpqH8gCAwY6hx9sgEPcMHxXuFTeWOAXU5W1u10KXGX1u/tltetK+yC6TQfnwCA+LCawpb72IfIZCM0ueylmwwOJ3Iy+DFlmtPtoHxx7+ddyvHgxfd0so44708AgLfiUm+JSzmDRCYbgShWcWSEXRQqJTsNuOH1DAZ2rSyCni0BABAfca/TxL38XiPIRmoxEFS0FJseDdGSlN+l2BQ4VmMFePVQMCn7EQAAfIjm4ghE1ILYsAY8QukKj53cgBsMvAE/FR5f5T78SevxybUUAAAy2QiQXQYn6AqpWbNNBmuILn4X+KXwWlDqceblNSPux7gx4x/37wMAgBtkshGasDOSZv0lASSH04HZil2H7N6zak7uNKObhFYZZK8BAGiLTDZSLe3TOgFJFWRm1SrITNu1JU3fFfswtgkAmCPIRqR4PSetE1QMkERBVX45f8AxAABAWzQXB2Iu7nMVw39+HB9eNHMO8tgN6zzh3ERacKwDwIcIshEpSeifGCQqNXAi6ueUnw8BvJ4yi2sU8CHj7A8AgH1oLg5f/O65daqp/vDw4ubrPQJsxF1QYyK4GUG8cB12/y7EuYk04f4OAO0RZCMQaRsAKGjsWxjF5ZgIqpyM8wAAAIJCc3EEhuyOt6jII0yMBQAAAGCOTDYCRUbbW+xLhIHgGoBfmBYMQBKQyYYvzhkyIOwiAPABFWAAfjE+wDPOd+/0cwAQtkw2m82GXQgkQ1NTk2prayVJozROXTJVgc97bXejJSAAykMLFAB+cxoo280YwHUKiIdd2WYt1lxJUmNjo2pqakIukffIZMNXQU53w5NswHu588osw1TuOUd/bgCF3FwPCKwBRBF9sgHYMmYxyWrC2ITTyfFQSiWazBSQHsWuDU6uAUm5Tpjti6R8NyBtCLIBWLLLYkrc/OOo3N/OybzQcTgeCOCB8JXbNDzJaN0DJAvNxQEghfyo0BU+lHE6YJHTdfqBSi0QXWkKsAEkD5lsJEbuhlyYVYtThi2KCvchkiH3mzo9J0o9d7wKro3r9Poc5poAhCeq95Yw6wxck4BkIchG4hTeqLhpuRfVylAcReWhT9jbt2N1rLnddzQTB6LFONaH1XtB4T4HwEsE2QCKIijxVhQqlG6YtRKx+k5eV1zdZrXjtq+BNCi1hY3XeAiHsMS9PgBr9MkGgIAk6eZpnJ7PyWun6y2mnMA9yOkEAZQuzPOTawMAr5HJBoAAJXk6NKvvYtYsNE3T8gCIPq43ALxEkA34hOZnMDIGmBwX5tgvAIA04H6XXATZCE2a+qEkLWMJd9J07HuJ8wgAAMQBfbIRijSM4sko5zBycxwY5552w8t1lbpdt59Nw7UDAADEG0E2IiGpQSiDLcHIr+PBryA0F5A7CcxLCd4JlgEgPE6v6wDKQ5CNUJDlRZoV9sn24vg3BtjFKk1OR/B2UvkKqqLGdQIA/EGgDSscG+UjyPbInj17NHPmTI0dO1aHHnqoKisr1b17dx1zzDG64IILtHTpUkfrmTdvnurr61VTU6PKykrV1NSovr5e8+bNc1yWlpYW3X333TrxxBPVu3dvde3aVUcddZQmTZqktWvXlvsVPUeWF2lWzrFfyme8aJrt9efdPlzjmgEAQDDopuVOJpvNZsMuRNy99tpr+vznP180gJ08ebJuu+02ZTKZdu+1trbqoosu0qxZsyw/P3HiRP3yl79Uhw7Wz0a2bNmicePGaeXKlabvV1ZWasaMGZo4caJtWcvR1NSk2tpaSdIojVOXTJXn2zBTypRAQNw4HaXe7Cbotg+4GeM6ndx8OTeTJc3X3DR/dwDp4ucgrbuyzVqsuZKkxsZG1dTUeLbuqCCT7dIHH3zQJsD++Mc/rnvvvVfPPvusnnzySU2bNk3dunWTJE2fPl033nij6XquvvrqfIA9ePBgzZkzRytWrNCcOXM0ePBgSdLMmTN1zTXXWJZl7969qq+vzwfYZ555pubNm6fly5fr9ttvV58+fbR7925NmjSppMx4lPF0DWlSyvHu9mZo9XlGRkdacb8BADhFJtulP/zhD/ryl78sSTrhhBP0zDPPqGPHjm2Wee6553TCCSfogw8+0AEHHKC33npLFRUfzp62YcMGDRw4UC0tLRo6dKgWLVqkrl275t9vbm7WmDFjtGrVKlVUVKihoUH9+vVrV5bZs2drwoQJkqSLL75Yd9xxR5v3X3rpJQ0ZMkTbtm1Tv3791NDQ0KYcboWdyc6h0o8kCTJzZpwiyy6oyC1HJhtJ53UrEQCIA6ct6cpBJhtFFfa1njp1arsAW5KGDBmi0047TZL07rvvqqGhoc37t956q1paWiTty3YXBtiSVFVVpenTp0va19/6lltuMS3LL37xC0lSz549ddNNN7V7v1+/fpo6daqkfQH3I4884ug7xgkVHyRNUMF1Yd+rUgY8c7p+AACAtCDIdmnPnj3510ceeaTlckcddZTpZ7LZrB577DFJUv/+/TVixAjTz48YMULHHHOMJOmxxx6TsQHChg0b8sH7WWedpaoq8yzy+eefn3+dhCDbz6dsQFSEdWxzTiHtyGIDSKvcYKNc88pDkO1SLvCVpFdeecVyuZdfflmSlMlkdPTRR+f//uqrr2rTpk2SpDFjxthuK/f+66+/ro0bN7Z5b/Hixe2WM3PIIYeorq5OkrRkyRLb7QEIRilzUccRN2gkBccyAMAJgmyXzj77bO23336SpBtvvFF79+5tt8zq1av1xBNPSJK+9rWv5ZeXpHXr1uVf9+/f33Zbhe8bm5yXs57Gxkbt2LHDdtlCTU1Ntv+98cYbjtcFJInXgXHQgXYYgUOSHyogOdxOOwcASCfvRr1KqV69eun+++/X2WefrSVLlmjYsGGaMmWK6urqtH37di1ZskQ333yz9uzZo+OOO04333xzm883NTXlXxfr9J8bVEzaFyC7XU82m1VTU1ObbLzT7UcBlXNEQWFf5nIr4WaDiLlZX7llMJ5Tbs4xAhIkBccyCjHYKgAnCLI9cPrpp+u5557TzTffrFmzZum8885r8/7BBx+sa6+9VhdeeGG7vtLvv/9+/nX37t1tt5ObCkyStm/f7st6AITHGOgGPeZA4fZ5iAUAAFAegmwP7NmzR7/5zW9MBySTpDfffFO//e1v1bdvX51++ult3tu1a1f+defOnW23U1lZmX+9c+dOX9Zjx5g9N3rjjTc0fPhwx+tzq5QphIC4C2oqL7spvMyy3VaKZeLJ/gCIo8LrINcxAFYIsl3asWOHTj311Pz82FdccYUuuOACHXnkkdq1a5eWL1+un/zkJ1q8eLHOOOMM/eIXv9B3v/vd/Oe7dOmSf1046riZ3bt3518bp/kyrqfw36Wsx05U57DjJoewJP0BT64yadYvNenfHQCsUO8AUAwDn7n0ox/9SM8884wkadasWbrxxhvVv39/de7cWfvtt58++9nPasGCBfrUpz6lbDaryy+/XH//+9/zn+/Ro0f+dbGm24WDlBmbhHu1HgDlczuQVxQDV6vKJNN6AAAAmCOT7UI2m9Xs2bMlSXV1de36YudUVFTo2muv1ahRo9Ta2qp7771Xt9xyi6S22eHCwcvMFDbXNg5CZlxPr169iq4nk8lENjsNREmpg5ClqSlhGr4jAABpFfT4MElBJtuFN998U1u3bpUkDR482HbZIUOG5F+vX78+/3rAgAGmfzdT+P6xxx7b5r1y1lNbW9tmEDQA7dkNBFbsZhPFzDQAAIATXs46kjZksl2oqPhw97W0tNgu+8EHH5h+rm/fvqqurtamTZu0cOFC23UsWrRIknTYYYfpiCOOaPPeqFGj8q8XLlyor371q6br2Lx5szZs2CBJGjlypO32ALRlltG2Gwys1Ce+Zsv7fUMr5+EBAABIJzLbzpDJdqFnz57ab7/9JEnPPvusbaBdGED37ds3/zqTyWj8+PGS9mWYly1bZvr5ZcuW5TPQ48ePVyaTafN+XV1dPrv90EMPqbm52XQ99957b/51fX29ZXkB7GPse2wVlBqXC/rGU05/cKvleVINK27HHQAAIA0Isl3o0KGDPv/5z0uSNm3apJ/+9Kemy73zzju68sor8/8+7bTT2rw/ZcoUdezYUZI0efLkdtNq7dy5U5MnT5a0Lws+ZcoU0+1cdtllkqStW7fqiiuuaPf+yy+/rOuvv16S1K9fP4JswAdeDwjmZF0EPQiCcQ53q/8AJBvnfDiC3t/8tu4QZLs0bdo0VVVVSdo30vjpp5+uP/7xj1q9erWeffZZ3XLLLRo0aJDWrVsnSfr0pz+tU045pc066urqdPnll0uSVq1apZEjR+rBBx/UqlWr9OCDD2rkyJFatWqVJOnyyy/X0UcfbVqW8847L98E/I477tCXvvQlzZ8/XytWrNCMGTP0yU9+Utu2bVOHDh10++23t2m2DsBemE2izDLlccPNOt74/YDwRTWwjVp5ksb4m0dlf8e5ThKETDabzYZdiLj761//qrPPPltbtmyxXe7kk0/WH/7wBx144IHt3mttbdWFF16YH63czIQJE3TPPfeoQwfrZyNbtmzRuHHjtHLlStP3KysrNWPGDE2cONG2rOVoamrKj3o+SuPUJVPl+TYAmLMaAb2Ukc796mflVZ91hKuUih2/LeCtKI2fEaWyJFnY9067a77bMuzKNmux5kraN+tREmc7IpPtgc985jNav369brzxRp100knq3bu3OnXqpK5du6pv374666yz9Oijj+qvf/2raYAt7Wt6PmvWLD3xxBMaP368qqur1blzZ1VXV2v8+PGaO3euZs6caRtgS1KvXr20dOlS3XnnnRo1apQOOuggdenSRUceeaQuvPBCPffcc74E2ECaROUpcqGoVnCiuK9QnqgeY0BahXV95VoQniD3vdm24t6qLkhksuEZMtlICrvsb5JH1fT6uxWrACZt/6UJvy0QvChmkK1aUcE94+8dhZYLXpUhDZlsOuUCgJxnBHJTdsWlUuG0ubgXGREnTctKab6O6DL+nsa/A/BeFM+vKJYpKayus2GVA6UhyAaQeqVmB8K44ZQT2Du9MZst5+WDhDCnNoO/+D3hBR6+hS/JrbTijt8jngiyAcRe0itoue9nFvhaVYyCrjCF/aQdAFA6q4esUnLvqUAQGPgMQKw5mdYiSv1HSw1Gjct78X2dCGJ0cQCQGEwJQPKQyQYQaaU+Uc9le82C07ArcXYZ6cL3na7HCSff2bi/ytlPZvvczfoAAOHhug24QyYbQOKUMwJrkP2Go1h5yZUpimUDAHiPVkaAf8hkA4ikcm/+VqNxOslkOwkw3WR8nWzf7fd2w+067PqLAwCixeqew8NWwD0y2QAiJ2p9inPs+kdHSVSy0vSzBAAAaUSQDSBSzObdLXc6rdxn4xTs+TFtFgAAZrhXwImoJhWijObiACLDLMB2wqtKQjlNwf0YUC3XhM9qSi4AALxGwA0zxQZthTky2QAiK2qBZZA3l1IeMHDTAwCUi/sI4D0y2QAirdzsttvtWDEOrBZUxcTNoGgAAADl4AFMechkA4iMci/k8zetcR2AljNSeJg3nrC3DwAAAHME2QAipdxBziT7bLSTIDwqo3JbidsgbgC848XDRABAMAiyAUReKYGlV4E2gHSIQ/Aa9fIBANoiyAYSKs6VssJA10322myZcvZLrhLuVWXcuK44/1al8HIfAl5we23wg/EcMZYrKuUEAFhj4DMgQawqY3HMztqV2a6SafY546BhUdovaZkaw+zYTPL3BdwimAaA+CLIBhKiWDPpNAQ0pX5Hp/vFy32Xpopzmr4rAABADkE2gFhx+jChcDmzPt1BPXgg0ASiy3i9iMIDSabrA5B0v3tunT4yJOxS+Is+2UBChF0xjAqzPr9mFVa/9xd9j4H4icp1NCrlAACUh0w2kCB2GZAoZGi8UE6WJ0rfu7Asxmx70pi1HrB6D+FK+28Tte9c6rgTAIBoIcgGkGheVUi9GCzN+Nm0VZZzD0jS9r2jjhYXAAB4K5PNZrNhFwLJ0NTUpNraWknSKI1Tl0xVyCWCFP5I2n5lyMrJZrvZF2nP9CHZwr5OoC0y2QCSbFe2WYs1V5LU2NiompqakEvkPfpkAwlnNuhXWLzMmJUzkrjxtdN+0wTYSLooXSdgjd8IAOKB5uIAfONnM1S363b6eeZ3BhAkq2tTVK87PIQEkoVz2htksgH4xqoPcrkjb5t9zosbQG69hf/ZrZ+RwwHA/CEkgPjinPYOQTaAQLgNhs2C67CfsHLzAQAASUZdpzwE2UAMxPkCZxcMl9Nk22xduW2EEXjH+bcBED1m17KwHygCSAe39TV8iCAbiLi4XNjcNAEvxu8KprEya7e9KGTQAaRD1K83US4bAG/FpT4aFQx8BsREkANulTqdjxeDkBXblt375Wy/lDmrrbLnAJB2hWNtcF0E4q/wnEb5yGQDMRLEBc9sqqsgcDEHgPgiwAaAD5HJBiIuyCeK5W5jbPWgNnNPO81Ke/WdCrfvZFtUBgEAAKxRV3Ink81ms2EXAsnQ1NSk2tpaSdIojVOXTFXIJUI53DT5K/ezXgXABNIAAADRtivbrMWaK0lqbGxUTU1NyCXyHs3FAbThJjgNIrC1G2CNwBoA4q3cQTQBIEpoLg4gUszmwzb7u1XW3EmgbRzYrdSB3gAA3iKwBpAkBNkAIs3ripdZsA4AiBYefgKIM5qLA/BUOU39yp0LttTtFAuwo9ZMMVeeKJUJAPxgdQ/g+gcgjgiyAXjG7fRf5Qbbpay/8P9WolCpi0IZACBI5XYBAoCoIcgGYKrUDKqXQWFQgXZUK29m+5KgG0CaRPkaDQDFEGQDaMdtM+w4oRIHAAAALzHwGYB2xlYP8iRwLnXebLNtGj/vZh5vK8bvG9XA24/vDgBRwjUOQBIQZAMpUWoQabdMqc3Iy600Bdk/L0oVO6uHHFEqI5Bkxa5xnIsAADs0FwcSKK4jUlNx/VDhvqBvIhAtcby+xhkzLQCIG4JspF7SbtxuR/guh10Q6La5eJoRXAPBc3od4noVjqTdswEkE0E2Ui2MgNRPdt8h6s2sGVEbAGBkdR/g/gAgygiygQJxv2kXC3iDmofaaXkAAChH3O4vNHkH0oUgG0gQ483baSWk1Ju/24HTACCq6KYRLUn8LQi0geRjdHEAZclVfLyqLCSxIgUgvsyucW6ue3GYJjCq4jLNoh2vpsYEEA9kspFqxoxFHG/cdkrNTHv5/alMAEgCs+tjKdlus1ZCXB9Ll9vncb1P85sD6UKQDSSE3eAwTm7u5VRcwhhoDQCC5sf1jKArXZL8QB9AewTZgJLRB69Y+cOs0DHgCwAgzXL3v7jXNQA4Q59sICWCvLFTiQCAfQqvh3HvVwwAcIYgG0iQKFTazMpQOODL/E1rIlFOAAga17704rcH0oXm4kBCxKk5dlzKCQAAAJSKTDZCVe68zmircD8GmSn2ajqbwnUBAJBExu4C9NMGkotMNpAAft+gC7Pkxoy5kwCbzDUAIM2Yxg1IFzLZiAye5HrDz7muiwXXZtumIgEASDPug4gzWlyUhyAboeKE9Y7X+7KUSkEpwbUX5WTwNAAAAG/k6lVWXRoKl4EzBNlAitk9nTReXM3et1Ps8+VilHIAQNxx/0JUFNarzP6O8hBkAzHk9aBhVsG22/WaPRV1WhYnCLQBAFGXuxdyv0KccfyWhoHPgATwYnRvv4ytHpT/zw88aQUARB0BCpAuZLKBGPKrKXapnA5+5mZ9xVBxAQAAKI/b7oEwRyYbSIByLoBuM8x+BPnllCUKDxsAIMc4zSEAxJGfrRDTgEw2EFNeXvi8WpdfF+PC9VJ5BRAH9MEFEBdRaSGZJGSyAZTFrzmxC9dr9hSVSiuAuCgctZcMN4Aoo37lLYJsICBJrGCZBcFeBdp2F3tjIA4AUWG8fjEtDoC4oE7lHZqLA3AlrAojNwIAAABvUb/yBplsICB+T2MVlWCXizMAcC0EgDQjyAZiLCpN0KlMAsVF5XxFcMyujVwvESTGAwDCQZANAGWi4gI7hcdH4XHCMZMujCGBsDAeABAe+mQDCeG28uZmuhm7ACINlcrcd07Dd4UzBNUoxLUhueyu/0zjhqRLY53PKTLZQIzl+nk7vahZVfbNsm1eSPrF1mxkdQIqFJP08wJIC7vrvV/31XL5OS4MkBOV4z0KyGQDKeH0hl9OVja3rFnTNG7qSCOOeyD5nJznYV4LuA4hDNT99iGTDcCz+a4ZaXwfnuQCQLqROUZacdzvQ5ANpIDToM+LQDtN2D8AAAA8WDKiuTiQclYXxHIulIVBZxovtGn8zgDSiSahALgGWCPIBlJgbPUgxxUiLpjlYb8BSAPjyPl+XPuYsQFA3BFkAynhd2UljU2nqQACSJOgr/NkywHEFUE2AFeYIxEAki+ND1IBoFwMfAaEJAkVFgJsAEgHs+u7X9f83ABK3FMAxBWZbPiOvlXtGeesdrNvCHQBAEHjXgMA1shkAwHzMoMdpWw4FS4ASLbcdZ7rffzM37QmUnUGIOnIZMN33Izbyo30nXvt1TrDFPb2ASCNwhgYjOt9/BBcA8Ejkw3EiPFJNH3WACDdCKBgx3h8cLwgTGlqUUEmG4kRdN/koDIIUb4YEeADABBdha3ncpgaLZ6MSZa4KSz/755bp48MCa8sQSCTDZTBOHBZqchAAwBKYZYB4l4CJzhGkidNGeG4IshGYhhvIkFdfPzejtnNMXdx5SILAMlXeJ3nmo9yFNYlCLrjqVh9MOrSdtwRZCNRjE/143DRcaLYhSkp3xMA0B4BErxAywcgOATZSCS/A+1iNypjptmLMnBjBID0IkACEPdrQJquYwTZgEtOLxZ+ZpvTcsECAABIs1ygGue63zlDBoRdBN8xujgSy2xETS8UjspZSj9wLy6Gcb6gAgAAmDGOeJ6rT1HvsZer67KfoieTzWazYRcCydDU1KTa2lpJ0iiNU5dMVcgl8p5VEF0soC/14henmwsXdwAA0serukqxhAh1jOTZlW3WYs2VJDU2NqqmpibkEnmP5uIIRZxGQ3Si3ADbbB/EaZ+4ncoMAADEm5v6HAE2korm4ghdHDKhfjU793P9QYvD7wgAAOKBOgXijEw2UESpT1mdDkbhZJk4Bd/cDAEASCcv6wBxH9QLkMhkI2BWQaPx71G+uBb2v7YaAM3qb3brslL4ftT2S9TKAwAA/OdVEsCvQWqBsJHJRmBKuYhG9YJbGFR7FWCWsp6o7hcAAJAehXUXt/UhP+pWQNjIZMNX5QaFabvIlvIk16zvc5Sz3QAAIHm8biIOJAmZbPjGLGjMPaW0e1oZpQttqQ8J3GSavcpok+0GAAAAwkOQDV/87rl17f4WpeDZD1GazioKZQAAAADSiObiQAmMA555LbdeL+aNpAk5AAAAEDwy2QhV1IO/UspnN9K4n9t1gsw2AAAAEAyCbPiu2GiRXo5Q6cb8TWss+5GbLWsmrPKHtV2rfQYAAIDg5Opk1Muigebi8MU5QwZo4RsbHAd/YQfXxZg14zYb5TsIdgPGhVWmsLYLAEAQuM+hHEEdNwTW0UMmG74wG/jMT14+uYvKhcrYAsDJ/JFUAAAA8FaUBjZFfIR53HCsho9MNnwVxBM8r7PLUQtUo1aeQlEuW1r5PTgfAKQJwQq8wL05fchkw3dRvkG5LVuUvxsAACidXd9W7vtwg+MnPchkIzHKeTqY68fs5vNAlLg9JnnaHi38HkD43NYVAD8RuEcTQTYC4WezcafrtbpBljpNFzdaAEGg4gSEw2wgUTf3fOoN6RO1WWgQPIJsJJ7xQlf4b7LXgDnjecNxH7zCh3oAguXVNY9zGBL30DQiyEYguLgAQOm4dgJA/AR57TY+kOW+EQ0E2QAAAIAPCHgQBLMuDggXQTYAIM94g6apIwAA0UeAHS0E2fAdJz0QX0k/f+l7DgAAvMY82fDFOUMGaGz1oEhUWK3KEIWyAQgPc+ACAAA/EGQDAFKHYBoAAPiF5uJIPCrTAAAAwTOrg9GSEGlAJhupRfANoFBUurgAQJJR/0IaEGQj8eiTDaAYL64H8zetofIIAEVQ/0IaEGQDEZartFNxB7xVWMnzKsAGALRldn3leok0oE82fPG759ZpwtChYRfDUhyeohpvQvM3rYlFuYG44HwCAP+NrR4Ui8DaqozcK1AOMtlIhbhdIONwMwLwoVx/7rhdawAnuCchzayme6SlIewQZMM3QV54nFzo4lIJ5kkqACAqcvckAgq4Efc6TOGxb9bSkHMDRjQXByLG2Kwq7jcmAEA8ETjAS3Gvz3A+oBQE2fDFOUMGqEumKuxixFbcb0QAAABxEpe+44gHmosjEeLQDBwAgDjjPou0cnLsE6CjEEE2AAAA2iGoRpoUGxOH8wGlIMgGAAAAUoBBuqyZBdFOA2taVMKIPtlAhJjd+LhoA0A0MCgl4sxuhGyO5/asgm72HZwgyAYiwurJ8vxNa7iAA0DEpOXanIbvCOQ4Od45J+AEzcUBAACAlCJoBLxHkA1EBP15ACDajNdo+rYiTozHL/UOwD80F0cgnPQ1zi2T9gu+sb9P2vcHAEQZ9y7ECccpEAyCbISGDIA1boIAEE1mAx9JBNsAgA+ltrn4f/7zHz3++OOaNm2aTj31VPXq1UuZTEaZTEbnn39+yeubN2+e6uvrVVNTo8rKStXU1Ki+vl7z5s1zvI6WlhbdfffdOvHEE9W7d2917dpVRx11lCZNmqS1a9c6Xs+WLVs0bdo0ffzjH9d+++2n/fbbTx//+Mc1bdo0vf322yV/N7dKCaapnAAAoi7XzJZ7FgDATCabzWbDLkQYMpmM5XvnnXee7r33XkfraW1t1UUXXaRZs2ZZLjNx4kT98pe/VIcO1s80tmzZonHjxmnlypWm71dWVmrGjBmaOHGibXmWL1+uM844Q5s3bzZ9/9BDD9Wjjz6q4cOH266nHE1NTaqtrZUkjdI4dclUSXIWZFNRAQDEFVlsAHBuV7ZZizVXktTY2KiampqQS+S91GayCx1++OE65ZRTyvrs1VdfnQ+wBw8erDlz5mjFihWaM2eOBg8eLEmaOXOmrrnmGst17N27V/X19fkA+8wzz9S8efO0fPly3X777erTp492796tSZMm2WbGGxsb9YUvfEGbN29WRUWFrrjiCi1atEiLFi3SFVdcoYqKCr3xxhv6whe+oKamprK+bzmsnvbn/kalBAAQZ2S1AX/QtRBxldpM9g9/+EMNGzZMw4YN08EHH6yNGzeqb9++kpxnsjds2KCBAweqpaVFQ4cO1aJFi9S1a9f8+83NzRozZoxWrVqliooKNTQ0qF+/fu3WM3v2bE2YMEGSdPHFF+uOO+5o8/5LL72kIUOGaNu2berXr58aGhpUUdG+O/25556r+++/X5L00EMP6ctf/nKb9x966CF95StfKek7lsIqk12Ip/0AAAAohkFgk4tMdoL9+Mc/1mmnnaaDDz647HXceuutamlpkSRNnz69TYAtSVVVVZo+fbqkff2tb7nlFtP1/OIXv5Ak9ezZUzfddFO79/v166epU6dK2hdwP/LII+2W2bx5s373u99JksaOHdsuwJaks846S2PHjpUk3X///ZZNyv3E034AZuZvWpP/DwCQbtwLEHepDbLdymazeuyxxyRJ/fv314gRI0yXGzFihI455hhJ0mOPPSZjw4ENGzaooaFB0r4guKqqffZXUpvB2MyC7D/96U9qbW2VJF1wwQWW5c6tp7W1VX/6058slwsTFW0gXTjfAQCFCrsUkpxBHBFkl+nVV1/Vpk2bJEljxoyxXTb3/uuvv66NGze2eW/x4sXtljNzyCGHqK6uTpK0ZMmSdu87XU/he2brCRPBNQAAACSaiCdRrq7/u+fWhV0U3zFPdpnWrfvw4Ojfv7/tsoXvNzQ05Pt+l7OeDRs2qLGxUTt27FC3bt3arWf//ffXIYccYrmOQw89VPvtt5+2bduWz6A7VWywtMbGxvzr3dopldDb/3fPrVPTprZ/25VtLqV4AGJqzKF1hr9w7gMAkASFAXWurv/Gmy35v+W63iYNQXaZCgPOYp31c4OBSW0D0XLXk81m1dTUlG+GXrgeJwMH1NbWau3ate3K4uRzTq3UgpLW/ZEhZn/dWNI6AAAAAESHeR3/Q2+99ZaOOOKIQMoSJJqLl+n999/Pv+7evbvtsoUZ5+3bt/u6nmLrKFyPcR0AAAAAEJQ333wz7CL4gkx2mXbt2pV/3blzZ9tlKysr86937tzp63qKraNwPcZ1FFMs8/3qq69q9OjRkqSlS5eWlPkGSvXGG29o+PDhkqQVK1bo0EMPDblESDKONwSNYw5B4nhDkBobG/XJT35SUvHusnFFkF2mLl265F/v2bPHdtndu3fnXxun+TKup/Dfpa6nubm5aFkK12NcRzGlzGFXW1ubyDnvEE2HHnooxxsCw/GGoHHMIUgcbwiSXewTZzQXL1OPHj3yr4s1u96xY0f+tbE5t9frcdIEPLceJ03LAQAAAADOEWSXqfAJXymjbhubUJeznkwm0+4JY+7fxdZRuB6acwMAAACAtwiyyzRgwID86/Xr19suW/j+scce63o9tbW1bQZBK1zPe++9p82bN1uu44033tC2bdtMywIAAAAAcIcgu0x9+/ZVdXW1JGnhwoW2yy5atEiSdNhhh7Ubon7UqFH513br2bx5szZs2CBJGjlyZLv3na6n8D2z9QAAAAAAykeQXaZMJqPx48dL2pdhXrZsmelyy5Yty2egx48fr0wm0+b9urq6fEb5oYceUnNzs+l67r333vzr+vr6du+ffvrp6tBh38/561//2rLcufV06NBBp59+uuVyAAAAAIDSEWS7MGXKFHXs2FGSNHny5HZTYu3cuVOTJ0+WJFVUVGjKlCmm67nsssskSVu3btUVV1zR7v2XX35Z119/vSSpX79+pkH2IYcconPOOUeSNH/+fP3hD39ot8zDDz+s+fPnS5K+8Y1v6JBDDnHyNQEAAAAADqV2Cq/FixfrpZdeyv97y5Yt+dcvvfRSm8yxJJ1//vnt1lFXV6fLL79cN9xwg1atWqWRI0fqyiuv1FFHHaWXX35ZN954o1avXi1Juvzyy3X00UebluW8887T7NmztWTJEt1xxx3avHmzLrzwQh144IFasWKFrr32Wm3btk0dOnTQ7bffrooK85/tpz/9qf785z/rrbfe0tlnn61Vq1bptNNOkyQ9/vjjuvnmmyVJvXv31nXXXed4XwEAAAAAnMlks9ls2IUIw/nnn6/77rvP8fJWu6m1tVUXXnihZs+ebfnZCRMm6J577sk35zazZcsWjRs3TitXrjR9v7KyUjNmzNDEiRNty7l8+XKdccYZloOfHXLIIXr00Ud1/PHH264HAAAAAFA6gmyHiu2muXPn6p577tHKlSu1ZcsW9erVS8OGDdOkSZN06qmnOtpGS0uLfvWrX+n3v/+9GhoatGPHDlVXV+vTn/60LrnkEg0cONDRerZs2aLbbrtNjz76qDZu3Chp30Bt48eP15QpU3TQQQc5Wg8AAPh/7d17VNR1/sfx1yAiILKKQmpomYrmdSkoC9i0vJyuRp0sa9NMrW09rcvZk5dqwfSUoa222m6dTctTnTTtrGWZrWuiolxEtJubqGVeNmlBLhoUCHx+f/ib74GYgRn46gz2fJwz53zl8/6+5/Odecvwnu93PgMAgHd+sU02AAAAAAB2Y+EzAAAAAABsQpMNAAAAAIBNaLIBAAAAALAJTTYAAAAAADahyQYAAAAAwCY02QAAAAAA2IQmGwAAAAAAm9BkAwAAAABgE5ps2OLo0aP605/+pIEDB6pjx46KiIhQfHy8Fi9erMrKSl9PDz62Z88ezZ8/X2PHjlV0dLQ6dOigsLAwxcTEaMqUKdq5c6dX+TZt2qTk5GQrV3R0tJKTk7Vp0yaPc9TU1OiVV15RUlKSIiMjFRISor59++rRRx/V/v37vT1EtAGzZ8+Ww+Gwbtu2bWt2H2oN3jp27JjS0tIUFxenyMhIBQcHq1evXkpKSlJqaqq+/PLLJven5uCJ6upqrVixQuPGjVOPHj2s19UBAwZoypQpysrK8igP9fbL9b///U8ffvihUlNTdfPNN6tbt27W6+NDDz3kdT5/qqXi4mKlpqZq2LBhCg8PV3h4uIYNG6bU1FSdOnXK62NrEQO00oYNG0x4eLiR5PIWExNjDh065OtpwkeSkpLc1kb926RJk0xVVVWTuWpra83UqVObzDNt2jRTW1vbZJ6ioiITHx/vNkeHDh3Mq6++aufDAB/bt2+fCQwMbPA8Z2RkuI2n1tASy5YtMx07dmyybmbOnOlyX2oOnvr222/N4MGDm31dffzxx01dXZ3LHNQbmnruJ0+e7HEef6ulnJwc0717d7d5evToYXJzcz0+vpaiyUar7N2714SEhBhJJiwszDz77LMmKyvLfPLJJ2b69OkNGu3Tp0/7errwgb59+xpJpmfPnmbmzJnm3XffNbt37zbZ2dlmyZIl5tJLL7XqZOLEiU3mmjNnjhUbGxtrVq9ebXbv3m1Wr15tYmNjrbG5c+e6zVFTU2MSExOt2Lvuusts2rTJ5ObmmmXLlpmoqCgjyQQEBJiPPvrI7ocDPlBbW2u9cDuf3+aabGoN3lqwYEGD17zFixebbdu2mX379pktW7aYxYsXm+uvv96kpKS43J+agyeqq6sbNNjDhg0zq1atMtnZ2Wbz5s0mNTW1wRs9CxcudJmHekP9xrN3795m7NixLWqy/amWjh07ZiIjI40kExgYaGbNmmV27NhhduzYYWbNmmW92R4VFWWOHz/uzcPlNZpstIrzLGVgYKDJyspqNL5o0SLrP0xaWtqFnyB87tZbbzXvvPOOqampcTleVFRkYmJirDrZvn27y7iCggLrl2NcXJyprKxsMF5RUWHi4uKsenR39cTKlSut+/r973/faPzQoUPWlRn9+vUzZ8+e9fKI4W+WLl1qJJmBAweauXPnNttkU2vw1pYtW6znetKkSaa6utptrKsrdqg5eGrdunXWc3zddde5fG3ds2ePad++vZFkOnfu3Oh5pt5gjDGpqanmgw8+MIWFhcYYY44cOeJ1k+1vtfTggw9aedauXdto/J133mnRGwktQZONFsvNzbUK9dFHH3UZU1tba6688krrF31Tf3jgl+uDDz6waunxxx93GfPYY49ZMdnZ2S5jsrOzm/wlbYyx6jEiIsJUVFS4jFm4cGGTv6TRdhw9etSEhYUZSWbbtm0mLS2t2SabWoM3amtrTf/+/Y0kM3z48BY1EtQcPJWSkmI9fxs2bHAbl5ycbMV9/vnnDcaoN7jSkibbn2rp5MmTJiAgwEgy48aNczvncePGWWfFT5486cFRtgwLn6HF3nvvPWt7ypQpLmMCAgI0adIkSVJZWZkyMjIuxNTQxowaNcra/vrrrxuNG2P0/vvvS5IGDhyoESNGuMwzYsQIDRgwQJL0/vvvyxjTYPzgwYP66quvJEkTJkxQaGioyzz1F/xYv3695wcCvzNjxgz98MMPmjx5sm644YZm46k1eGvz5s06dOiQpHOL6wUGBnq1PzUHb1RXV1vbV1xxhdu4vn37utyHeoNd/K2WNmzYoLq6Oknu+5L6eerq6rRhwwa3ca1Fk40Wc64I3bFjR1199dVu4+r/Ybtr167zPi+0PVVVVdZ2u3btGo0fOXJE3333nSQ12yg5x//73//q22+/bTBWfxXzpvJ0795dMTExkqjZtmzt2rX68MMPFRERoRdeeMGjfag1eGvdunWSJIfDodtuu836eUlJiQ4dOqSSkpIm96fm4A1nsyJJ33zzjds45xvWDodD/fv3t35OvcEu/lZLnua5UH0JTTZazPmuU79+/Zp8537gwIGN9gHq2759u7V95ZVXNhr/z3/+Y23XrydXmqq3luQ5fvy4KioqmoyF/ykrK9PMmTMlSenp6erWrZtH+1Fr8FZOTo4k6fLLL1enTp309ttva+jQoeratatiYmLUtWtXDRgwQC+88EKDNxSdqDl4Y+LEiQoPD5d07ndbbW1to5h9+/Zp48aNkqT777/fipeoN9jH32rJmedXv/qVunfv7jZHjx49rP8T57MvoclGi/z0008qLi6WJEVHRzcZ26VLF3Xs2FHSuf8UQH11dXV6/vnnrX9PmDChUcyJEyes7ebqrVevXtb2z+utJXmMMQ32Q9swa9YsFRYWKiEhQVOnTvV4P2oN3qirq9OBAwckSd26ddPMmTP1wAMPNPou7IMHD+qJJ57QjTfeqLKysgZj1By80a1bN7355psKDQ3Vrl27FB8frzfeeEM5OTnasmWLnnnmGd1www2qrq7WVVddpb/85S8N9qfeYBd/qyXnv5vLUT/P+exLaLLRImfOnLG2w8LCmo13Ntk//PDDeZsT2qalS5dq9+7dkqS77rrL5UcPvKk3Z61JjevNrjzwb5mZmVqxYoUCAwP1yiuvyOFweLwvtQZvlJeXW58B/OKLL7Rs2TL16NFDb731lkpKSlRZWant27dbn1XMysrSww8/3CAHNQdv3XHHHcrPz9e0adP06aefavLkybruuus0ZswYzZs3T6GhoXrxxReVmZmpSy65pMG+1Bvs4m+15MzjL30JTTZa5KeffrK2g4KCmo3v0KGDJOnHH388b3NC27N9+3bNmTNHkhQVFaWXX37ZZZw39easNalxvdmVB/6rurpajzzyiIwxSklJ0ZAhQ7zan1qDN+pfrvjTTz8pNDRUGRkZeuCBB9SlSxeFhIToN7/5jbZu3arhw4dLOrdgT25uboP9nKg5eKK6ulpvvPGGy0WkJOn777/XW2+9pS1btjQao95gF3+rJWcef+lLaLLRIsHBwdZ2/VUr3XF+Di0kJOS8zQlty/79+5WcnKyamhoFBwdr3bp1ioqKchnrTb3V/8zjz+vNrjzwX88995wOHDig3r17Ky0tzev9qTV4o/7zLEnTpk1rsDCVU0hIiJ599lnr3++8847LHNQcmlNRUaHRo0dr4cKFKikp0axZs/TVV1+pqqpK5eXl2rx5sxITE7Vnzx7deeedWrJkSYP9qTfYxd9qyZnHX/oSmmy0SKdOnaxtTy61cL7b78klHLj4HTlyRGPHjlVpaanatWunNWvW6De/+Y3beG/qrf6ZpZ/Xm1154J8OHDighQsXSpKWL1/e4LIyT1Fr8Eb951mSxo4d6zb2pptushYJzcvLc5mDmkNz5s2bp8zMTEnSypUrlZ6eroEDByooKEjh4eEaM2aMMjIyNGrUKBlj9MQTT+izzz6z9qfeYBd/qyVnHn/pS7z7Mkfg/wUHB6tr1646depUs4tYlJaWWsVcf+ED/DJ99913Gj16tL777js5HA699tprGj9+fJP71F/Eorl6q7+Ixc/r7ed5mlpx2pnH4XB4tIgGfG/p0qWqrq7WFVdcocrKSq1Zs6ZRTP0FqbZu3arCwkJJ0u23366OHTtSa/BKhw4dFBkZqaKiIklNv8YFBwerW7duKiwstOIlfr/Bc8YYvfbaa5KkmJgYTZ482WVcYGCgFixYoMTERNXV1WnVqlVaunSpJOoN9vG3WoqOjtb333/v0eJ6zjznsy+hyUaLDRo0SJmZmTp8+LBqamrcfo2Xc+VVyfXXM+GXo7i4WGPGjLG+23P58uWaNGlSs/sNGjTI2q5fT640VW8/z/PrX/+62Ty9evVq0RlRXHjOy7+++eYbTZw4sdn4BQsWWNtHjhxRx44dqTV4bfDgwdq2bZskufw6pfqc4/VfL6k5eOr777+3vnc9Nja2ydj6i4jWrxvqDXbxt1oaNGiQ8vPzVV5ersLCQrdf43Xy5EmdPn3a5VzsxOXiaLHExERJ5y65yM/PdxtX/zuQExISzvu84J/Ky8s1btw463sMn3/+ec2YMcOjffv06aOePXtKalhPruzYsUOSdOmll+ryyy9vMOas2ebyFBYW6uDBg5Ko2V8aag3eqv9RF+cbiK6cPn3a+urLSy+91Po5NQdP1X9zpqampsnYs2fPutyPeoNd/K2WPM1zofoSmmy02J133mltv/766y5j6urq9MYbb0iSOnfurFGjRl2IqcHPVFZW6tZbb9XevXslSU899ZRmz57t8f4Oh8O6pPzAgQPKyclxGZeTk2O9yzl+/PhGX90UExNjvWu5du1aVVZWusyzatUqazs5OdnjecK3Vq1aJWNMk7f6i6FlZGRYP3e+6FNr8Nbdd99tba9fv95t3Pr1662VoJOSkqyfU3PwVEREhMLDwyVJ2dnZTTba9RuJPn36WNvUG+zib7V0xx13KCDgXGvrri+pnycgIEB33HGH27hWM0ArJCUlGUkmMDDQZGVlNRpftGiRkWQkmbS0tAs/QfhcVVWVGTt2rFUHM2fObFGegoIC065dOyPJxMXFmcrKygbjlZWVJi4uzqrHgwcPusyzcuVKay4zZsxoNH748GETHh5uJJl+/fqZs2fPtmi+8E9paWnW85+RkeEyhlqDt26++WYjyQQEBJgtW7Y0Gj958qSJjo42kkxQUJA5ceJEg3FqDp6aOHGi9RzPmzfPZUxJSYkZNGiQFfevf/2rwTj1BleOHDliPZ+TJ0/2aB9/q6UHH3zQyrNu3bpG42vXrvX6GFuKJhutsnfvXhMSEmIkmbCwMPPcc8+Z7Oxss3XrVvPII49YhRwTE2NOnz7t6+nCB+666y6rDm688Ubz+eefmy+++MLtraCgwG2uOXPmWLliY2PNmjVrTF5enlmzZo2JjY21xubOnes2R01NjUlISLBi7777bvPxxx+b3Nxcs3z5chMVFWX9sfzRRx+dj4cEPuRJk20MtQbvFBQUmM6dOxtJJjg42MyZM8fs2LHD5OXlmb/97W9Wgy3JpKenu8xBzcETX331lQkNDbWe49tvv928++67Zu/evSYrK8ssWbLE9O7d2xq/6aabXOah3pCZmWlef/1167Z48WLruUxISGgw9vrrr7vN40+1dOzYMRMZGWk19bNnzzaZmZkmMzPTzJ492wQGBhpJJjIy0hw/frw1D1+zaLLRahs2bLDeXXJ1i4mJMYcOHfL1NOEj7urC3e2yyy5zm6u2ttY8/PDDTe4/depUU1tb2+ScioqKTHx8vNscHTp0MK+++qrNjwT8gadNNrUGb2VmZppLLrnE7XPtcDjM008/7XZ/ag6e+ve//226devW7OvpjTfeaEpKSlzmoN4wefJkr/4+c8ffaiknJ8d0797dbZ7u3bubnJwcrx8vb9FkwxbffvutSUlJMTExMSY0NNR07tzZxMXFmfT0dFNRUeHr6cGH7GyynTZu3GjGjx9vevbsaYKCgkzPnj3N+PHjvXqn/OzZs+bvf/+7SUxMNF27djXBwcHmiiuuMNOnTzdffvllK44Y/szTJtuJWoM3iouLTVpamhk+fLgJDw83wcHBpk+fPmbKlClm7969HuWg5uCJ4uJik56ebkaOHGkiIyNN+/btTUhIiOnTp4+ZMGGCee+990xdXV2zeai3Xy67mmwnf6qloqIi8/TTT5shQ4aYsLAwExYWZoYOHWqefvppU1xc7HGe1nAY8/+rcAAAAAAAgFZhdXEAAAAAAGxCkw0AAAAAgE1osgEAAAAAsAlNNgAAAAAANqHJBgAAAADAJjTZAAAAAADYhCYbAAAAAACb0GQDAAAAAGATmmwAAAAAAGxCkw0AAAAAgE1osgEAAAAAsAlNNgAAAAAANqHJBgAAAADAJjTZAAAAAADYhCYbAAAAAACb0GQDAAAAAGATmmwAAAAAAGxCkw0AAJp16tQpRUREyOFwKC8vz9fTabW8vDw5HA5FRESopKTE19MBAFxEaLIBAGhDbr31VjkcDgUEBGjnzp0e7bNz504FBATI4XDotttua9H9pqamqrS0VLfccovi4+NblMOfxMfHa9y4cSotLdW8efN8PR0AwEXEYYwxvp4EAADwzIkTJzR48GCdPn1aAwYM0Keffqrg4GC38VVVVRo+fLgKCgoUHh6u/fv3Kzo62qv7PHr0qPr376+zZ88qJydH1157bWsPwy9kZWUpISFBQUFBOnz4sHr16uXrKQEALgKcyQYAoA2Jjo5Wenq6JKmgoEDPPPNMk/Hz589XQUGBJGnRokVeN9iSlJ6errNnzyohIeGiabAl6frrr9eIESNUXV2txYsX+3o6AICLBGeyAQBoY4wxGjVqlLZv367AwEDt3r1bsbGxjeI+++wzxcXFqaamRiNHjtTWrVvlcDi8uq+ysjJFR0eroqJCL7/8sn73u9/ZdRh+Yfny5frDH/6gTp066cSJEwoPD/f1lAAAbRxnsgEAaGMcDodWrFihkJAQ1dTUaOrUqaqpqWkQU1tba/08JCREK1as8LrBlqQ1a9aooqJC7du31z333GPXIfiNe++9V+3atdOZM2e0bt06X08HAHARoMkGAKAN6tevn+bPny9J2rdvX6PLnZcsWaL8/HxJ0oIFC9S3b98W3c/atWslSSNHjlTXrl3dxjkcDjkcjmYXERs5cqQcDodGjhzZaGzbtm1Wnm3btskYo5UrVyoxMVFdu3ZVeHi4rrnmGr355psN9quurtYrr7yiESNGKCIiQp06dVJCQoI196ZERUUpKSlJkrR69epm4wEAaA5NNgAAbVRKSoq10vczzzxjffb666+/VlpamqRzq2j/8Y9/bFH+qqoqZWVlSZJGjBjR+gl74ezZsxo/frymTZumXbt2qaSkRGfOnFFeXp4mTZqkmTNnSpJKS0s1ZswYPfbYY8rNzVVpaal++OEHZWVl6d5779Vzzz3X7H05jy0zM1MVFRXn9bgAABc/mmwAANqodu3aaeXKlWrfvr2qqqo0bdo01dXVafr06frxxx/Vvn17vfbaa2rXrl2L8ufl5amqqkqSLvjXdv35z3/WBx98oAceeEAbN25Ufn6+Vq9erQEDBkiSli1bpi1btuihhx5SVlaWHnvsMW3evFn5+flauXKlevbsKencV4/t37+/yfu65pprJJ07I56dnX1+DwwAcNEL9PUEAABAyw0dOlRz587V/PnztXPnTo0dO1YZGRmSpCeffFJDhgxpcW7nWWxJLhdWO59yc3P14osvWmesJemqq67SyJEjFRMTozNnzuj+++9XcXGx/vnPf+rOO+9sEBcXF6fY2FjV1tbqH//4h/7617+6va+rr77a2s7Pz9fo0aPPyzEBAH4ZOJMNAEAb99RTT2nw4MGSpE8++USSNGTIED355JOtynvixAlrOyoqqlW5vHXttdc2aLCdunfvruTkZElSUVGRJkyY0KDBdho2bJgSExMlnbsMvCn1j+2bb75pxawBAKDJBgCgzQsKCmpwWbjzMvKgoKBW5S0qKpIkhYaGtjqXt+677z63Y8OHD/cqrrnGOTg4WCEhIZKkwsJCb6YJAEAjNNkAAFwErrnmGkVHR0uSoqOjrc8Zt0ZJSYkkqUuXLq3O5a2YmBi3Y507d/Yq7syZM83en/MYWfgMANBaNNkAAMCl4OBgSdKPP/54we87NDTU7VhAQIBXcXV1dc3en/MY27dv7+kUAQBwiSYbAAC4FBkZKUkqKyuTMcbHszl/6urqVF5eLqnhWXIAAFqCJhsAALjkbLLrN6HuOBwOK7Yp/ng5dnl5uTXv3r17+3g2AIC2jiYbAAC4NHToUGv74MGDTcZ26tRJklRaWuo2xhijw4cP2zM5G9U/Nucq7QAAtBRNNgAAcCkpKcnazsvLazK2T58+kqQ9e/a4jdm0aZPKyspsmZud6h/btdde68OZAAAuBjTZAADApV69eumyyy6TJO3evbvJ2BtuuEGSlJubq127djUaLyws1OOPP27/JG3gPLbevXtrwIABPp4NAKCto8kGAABujR8/XpKUkZHR5OJnjzzyiAIDA2WM0e23364XX3xRe/bsUVZWlhYvXqzY2FiVl5erf//+F2rqHjHGKCMjQ5KUnJzs49kAAC4GNNkAAMCt6dOnS5KOHz+uzMxMt3GDBw/WokWLJJ37XHZKSori4+OVkJCgWbNmqbq6WuvXr1fPnj0vyLw9tWPHDp04cUKS9Nvf/tbHswEAXAxosgEAgFtDhgzRddddJ0l6++23m4xNSUnRxx9/rHHjxqlLly7q0KGD+vTpoxkzZmjfvn0NPuPtL5zHFB8fr7i4OB/PBgBwMXCYi/mLLwEAQKutXbtW9957r7p06aJjx44pLCzM11OyxZkzZ9S7d2+VlZVp9erVuu+++3w9JQDARYAz2QAAoEn33HOPrr76apWWluqll17y9XRs89JLL6msrEyDBg3ShAkTfD0dAMBFgjPZAACgWZ988olGjx6tyMhIHTlyRB07dvT1lFqloqJCl19+uYqLi7Vx40bdcsstvp4SAOAiEejrCQAAAP930003admyZTp16pSOHj2qQYMG+XpKrXL06FHNmDFDERERNNgAAFtxJhsAAAAAAJvwmWwAAAAAAGxCkw0AAAAAgE1osgEAAAAAsAlNNgAAAAAANqHJBgAAAADAJjTZAAAAAADYhCYbAAAAAACb0GQDAAAAAGATmmwAAAAAAGxCkw0AAAAAgE1osgEAAAAAsAlNNgAAAAAANqHJBgAAAADAJjTZAAAAAADYhCYbAAAAAACb0GQDAAAAAGATmmwAAAAAAGxCkw0AAAAAgE1osgEAAAAAsAlNNgAAAAAANvk/gyTiXEfeSt8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "# EM+BP\n", "st.cs.score_and_mask_pixels(\n", " adata, 'nuclear', k=5, method='EM+BP',\n", ")\n", "\n", "st.pl.imshow(adata, 'nuclear_mask')" ] }, { "cell_type": "code", "execution_count": 16, "id": "290c2190-0793-43ae-a590-3d2a99ae025e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "# gOTSU\n", "st.cs.score_and_mask_pixels(\n", " adata, 'nuclear', k=5, method='gauss',\n", ")\n", "\n", "st.pl.imshow(adata, 'nuclear_mask')" ] }, { "cell_type": "code", "execution_count": 57, "id": "ece818da-ce5f-4d4b-beda-ea21357d8d83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "# Moran's I\n", "st.cs.moran.run_moran_and_mask_pixels(adata, 'nuclear', k=21)\n", "\n", "st.pl.imshow(adata, 'nuclear_mask')" ] }, { "cell_type": "code", "execution_count": 18, "id": "4202e657-2084-43c3-b5f7-b4e5ea42b226", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "# VI+BP (Variational inference + Belief propagation)\n", "st.cs.score_and_mask_pixels(\n", " adata, 'nuclear', k=5, method='VI+BP',\n", " vi_kwargs=dict(downsample=0.1, seed=0, zero_inflated=True)\n", ")\n", "\n", "st.pl.imshow(adata, 'nuclear_mask')" ] }, { "cell_type": "markdown", "id": "1910b042-8213-464d-b6ff-c16fa6210601", "metadata": {}, "source": [ "Here, we use EM+BP as a emample, so we need to re-run this option to repalce the nuclear_mask generate by previous options." ] }, { "cell_type": "code", "execution_count": 20, "id": "ea8fd094-7aff-4fc6-9cd7-d633db5e6208", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "# EM+BP\n", "st.cs.score_and_mask_pixels(\n", " adata, 'nuclear', k=5, method='EM+BP',\n", ")\n", "\n", "st.pl.imshow(adata, 'nuclear_mask')" ] }, { "cell_type": "markdown", "id": "81467a62-a053-44ee-8eb4-d93e59f97671", "metadata": {}, "source": [ "### Labeling" ] }, { "cell_type": "code", "execution_count": 21, "id": "b2f98198-7e24-46dc-aa58-5ccf5701dc00", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_distances layer in AnnData Object\n", "|-----> nuclear_markers layer in AnnData Object\n", "|-----> Running Watershed.\n", "|-----> nuclear_labels to layers in AnnData Object.\n", "|-----> unspliced layer in AnnData Object\n", "|-----> Finding density bins.\n", "|-----> unspliced_bins to layers in AnnData Object.\n", "|-----> unspliced_bins layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "st.pl.imshow(adata, 'unspliced_bins', labels=True)" ] }, { "cell_type": "markdown", "id": "38330f43-8de1-4b9b-9e23-cb507aca2a98", "metadata": {}, "source": [ "### Segmentation\n", "\n", "Then, as we did previously for the nuclear gene counts, identify nuclei using unspliced RNA. Note that the function will automatically detect the RNA density bins and adjust the algorithm accordingly. Also, note that we provide the `certain_layer` argument to `st.pp.segmentation.score_and_mask_pixels` and the `seed_layer` argument to `st.pp.segmentation.label_connected_components` to indicate the nuclei labels obtained from nuclear localized genes. Internally, these labels are used to further aid the identification of real nuclei.\n", "\n", "Again, users could select either one option to create the foreground mask as in previous \"Segmentaion\" section in \"Identify nuclei with nuclear localized genes\"." ] }, { "cell_type": "code", "execution_count": 28, "id": "743ce5cf-0eef-4d66-a747-38c946a426e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_labels layer in AnnData Object\n", "|-----> unspliced_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "st.cs.score_and_mask_pixels(\n", " adata, 'unspliced', k=5, method='EM+BP',\n", " vi_kwargs=dict(downsample=0.1, seed=0),\n", " certain_layer='nuclear_labels'\n", ")\n", "\n", "st.pl.imshow(adata, 'unspliced_mask')" ] }, { "cell_type": "markdown", "id": "2580cb94-61fe-4d63-a3ed-2542e784c459", "metadata": {}, "source": [ "### Labeling\n", "\n", "Unlike previously when we used nuclear localized genes, here we know some initial labels that we would like to retain (and in some cases, make larger to fill the above mask). Additionally, using unspliced labels seems to over-saturate some RNA-dense areas, so much so that it is difficult to tell the boundaries of cells in these areas. Therefore, instead of using a Watershed approach, which would attempt to \"fill up\" the entire mask, we will use `st.cs.label_connected_components` to limit the maximum area each label can be assigned. \n", "\n", "Note that we provide the `seed_label` argument to be the labels we obtained previously using nuclear localized genes." ] }, { "cell_type": "code", "execution_count": 29, "id": "907bbd4f-263c-4bcb-9e93-fa9427de3c91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> nuclear_labels layer in AnnData Object\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Expanding: 100%|██████████| 8/8 [00:01<00:00, 4.94it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> unspliced_labels to layers in AnnData Object.\n", "|-----> X layer in AnnData Object\n", "|-----> Finding density bins.\n", "|-----> X_bins to layers in AnnData Object.\n", "|-----> X_bins layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "st.pl.imshow(adata, 'X_bins', labels=True)" ] }, { "cell_type": "markdown", "id": "7b1dd396-95a0-418e-919a-68cc3179352e", "metadata": {}, "source": [ "### Segmentation" ] }, { "cell_type": "code", "execution_count": 32, "id": "d6eaef63-ebd8-4f93-9432-f33175ff4dd6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> unspliced_labels layer in AnnData Object\n", "|-----> X_mask layer in AnnData Object\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 474, "width": 492 } }, "output_type": "display_data" } ], "source": [ "st.cs.score_and_mask_pixels(\n", " adata, 'X', k=7, method='EM+BP',\n", " vi_kwargs=dict(downsample=0.1, seed=0),\n", " certain_layer='unspliced_labels'\n", ")\n", "\n", "st.pl.imshow(adata, 'X_mask')" ] }, { "cell_type": "markdown", "id": "cdcd02d3-032d-4c47-bb19-9a92c0d24bc8", "metadata": {}, "source": [ "### Labeling" ] }, { "cell_type": "code", "execution_count": 33, "id": "f551293e-8264-41d0-84ad-576dc3c4a1de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> unspliced_labels layer in AnnData Object\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Eroding: 32it [00:00, 417.22it/s]\n", "Expanding: 100%|██████████| 8/8 [00:03<00:00, 2.45it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> X_labels to layers in AnnData Object.\n", "|-----> X_labels layer in AnnData Object\n", "|-----> Expanding labels.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Expanding: 100%|██████████| 2/2 [00:01<00:00, 1.03it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> X_labels_expanded to layers in AnnData Object.\n", "|-----> X_labels_expanded layer in AnnData Object\n", "|-----> Using labels provided with `segmentation_adata` and `labels_layer` arguments.\n", "|-----> Constructing count matrices.\n", "|-----> __type to uns in AnnData Object.\n", "|-----> pp to uns in AnnData Object.\n", "|-----> spatial to uns in AnnData Object.\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1847 × 19815\n", " obs: 'area'\n", " uns: '__type', 'pp', 'spatial'\n", " obsm: 'spatial', 'contour', 'bbox'\n", " layers: 'spliced', 'unspliced'" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cell_adata = st.io.read_bgi(\n", " 'SS200000135TL_D1_all_bin1.txt.gz',\n", " segmentation_adata=adata,\n", " labels_layer='X_labels_expanded',\n", ")\n", "cell_adata" ] }, { "cell_type": "code", "execution_count": null, "id": "9b8ff3d1-0129-479d-8f28-658c2bceef86", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "spateo", "language": "python", "name": "spateo" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 5 }