{ "cells": [ { "cell_type": "markdown", "id": "75bbcfea", "metadata": {}, "source": [ "# Quick Start (Square Bin)" ] }, { "cell_type": "markdown", "id": "347eaa0f", "metadata": {}, "source": [ "In this case, we use spatial expression matrix of bin1(bin_size is defined beblow) in the mouse brain generated by Stereo-seq for downstream analysis." ] }, { "attachments": {}, "cell_type": "markdown", "id": "24297a4e", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "Download the notebook of [Quick Start](https://github.com/STOmics/stereopy/blob/main/docs/source/Tutorials/clustering.ipynb). You can download all notebooks of Stereopy-tutorial on [Github](https://github.com/STOmics/stereopy).\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "de67d9ab", "metadata": {}, "source": [ "## Introduction of raw data" ] }, { "cell_type": "markdown", "id": "e4ad6fb8", "metadata": {}, "source": [ "#### GEM and GEF" ] }, { "cell_type": "markdown", "id": "b430bb0f", "metadata": {}, "source": [ "There are two types of Stereo-seq data, GEM and GEF. The format of original expression matrix of GEM file is as follows: x, y are the spatial position of the gene in tissue section, and MIDCount is the number of gene expression. ExonCount is the number of exons expression only in GEM file, which is generated by `spatial_RNA_visualization_v5` in SAP or SAW (version >= 5.1.3)." ] }, { "attachments": { "1672710347907.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvUAAAE9CAYAAACLEZ3JAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAEnQAABJ0Ad5mH3gAAE5SSURBVHhe7d3fbx3Vvfdx/gzfInGDelHu4NJI1VYtrPI4oiI+bUkUcqrgojYKkVuiHIH8HNr8QAmJCCAHygkJSlRj4JEjeo5DRQqJUcSmonFFjeLQAzZq5CTSlhJZjYT0fWbtNT/WzF6zf3nP3msx74uXBNk/bM9a3zWfWbNm5q5vv/1WAAAAAPiLUA8AAAB4Lg71X61+AwAAAMADZqBXCPUAAACAZ8xAr6RCvfkCsBF5HQ7uor38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1KMQDLz+ob38Qo2hjOj3gGarA0I9CsHA6x/ayy/UGMqIfg9otjog1A/AjYvTcmDfgdC0XLjR7HWLV2fk3PvnpLp8Q24bn3MJA69/aC+/uFJjqfHqhRlZrNnf19wNufCqMca9eyXz+hWZi15r5/UGR+Xk2XNy7uKirHb1+4VqV6T6lvp7d8m2HzwoD/5gm+wKvn/6rapc2cj3om1u9PtW/a3R3JLte/x1e7kqM6pmd28L6iCoha27gr9zWmY+vSK3/2X/DHrLVgeE+gFYPTUmd911V2hMTv5vs9dbuGdEJl44J6u3098xaG4MvOgE7eUXV2osO14N/eZcx5MNV14dSX3HXc9eyLzngkx18npTQ3Lv5qkgfNzIfEcT1y7I0e0PypD1+yJD8uDOk7KYmaRBb7nR7zvpb9rURdv3+OfGn4/KtuEh698YG3pQdp1alBuWz6N3bHVAqB+Anob6yD1jcvRSBzupgrkx8KITtJdfXKmxxvFqRKY7mZWsnZNdQ+bnA4WG+ogK4TNypcWs4o0/T8mD2d+vmaEROfDpbet3+eWGzD0ZhreG7T04bvT7Mob6G3LhP1sd2KYNjR6Q6nfhDNaNOZkIxwCX2tFWB4T6Aegs1D8oe86cqy+3Mc28ukcmfni38T7lgaDDubEzcWPgRSdoL7+4UmO2SYihHXNtz9JVn3+g4fMbDvXbjzaMmefOnpSju8fl3kxAH/rpSbmS+q7E7YtT8oDx3vr7h7fJnnAJpDJ36qjsesQYi4fGZSYzpvupKlPRtiLUZ7TR3zIWr9m+xxe35cKz2ToNDoq375Hpt6K/cU5OvrBLxu5J3jP00xlZtX6fZy5NxQczhHo06CzUN75uWn1/SkbMnVSwQzm5bH9vP7kx8KITtJdfXKkxW6i/66772ptguJbMgKVsNNQ3C6E3FuXkk+mA8kDw/oYlQw1nEB6Qibeya/kTN/56Mgj3Y3LAkYmVDVudkfHobyfUZ3TQ374Dbv/3rvQM/f0TMpObM27I4qkg3D9yQC58R64zWT0zHv/thHo06GWoV7KzSZ3MkhXFjYEXnaC9/OJKjdlDfeCRky1m6dTs3332z3Yc2jsNWVfk5E/NdcEPyIFP0++p7jN/tyEZP5Uf6L+Tgv1K/PcT6jPKFOqrcuD7xt/qyMRhP114Nvn7CfWdunFF5l6YkJHvmQPu3fLA1gMy0+p01o1FmXl2mzxofvaeB2TbszPWi5dW392lr9r+QXDUqYLzv1blXOpnD8m9oxMy3WKt+ur7R2XikQfk7vj31Z87+v6q/f09DvWNO8cO17QWYKAD778WZfqnql1Du+0HObcvHpCx6D2je2TO69OjGzfQMeDTozIetcUPtsnR3DXJt6X6/FjctuP/VbKgZRhojRlS49XeA0YAGJJd/91k1nppWkbiMWtMpp41vqfwUB/435MyZnwmdYHv7XOyx5yl/+F07hKddq1ePClTWx9MLf8Z+p660cGcXLFeXFuVo3FNPChHL1nec+lo/PqDPzgqVeO1bvdvN/42I9P79qQvhgz2o8nPyfld+sSNft9lqL82J3tGk+049mLV+r4rZyaS7f3TaVk0r/sIM9LY/ebyW5WRpuTkRXvmMPvS2PPVej+/8deZoD8auaWelYK+mLnG5Pb7e1Kz9COvbnTMvSFXzmYz011y9/3bZOrUBVm1XeOyOie7ou3xg10yt9r4nqS/B3bOGRMKqzK3M/z3HeFyoNVzcnTHSFKLQ/fKyI5pqabq8IYsqjtd7Q0ypVGzd98ffldduub6zVYHboX65RnZZqzHasU8Yrrx33uaX8xkuXjJ3BmNvRAMuLlXdN8t296yFEstCI9bs+va0x54MiiSzOd6H+oDnx6Q++LPBH/Pqbzi7o9BD7zpsxeWcJE6td4ifJTEYMeAVTn5SNQega0z9rNN14IxIm7XbTJT4gOxQddYJDVeBeHmxrsTSQi4/0DOTu+2nNudjLcPBEHjSuZ70u8vINSrC0F3GJ8ZmpIL0WvGGlpl21sbuAnBv67IyRb7CXW3kD3/nf0Z6b/JOkNozqbfZfz+gW73b+asZJ5Bzla60e+7DPWBK6fGjb5lmYBLHeymX2/nou27twYHAQ3LXszfd49Mn9qWCtSmoeGgZo276VX/0+w3GxxzbwS/R6s759yzTab/ltkfpw7A7ZkoNQ6lzhKa+5YxOfpfTbZh8LOT62EybWyVrrl+s9WBQ6H+ikz/MNlYDzw5Lef+tio3gqPSC68GR2CpI6Vtssu4H/LtYAA2A9yD24+Gs/pzcvLZsaTzDk2kZmPT4Vm7+4cTskfdV3bvhIyYBxhDe+Rc6raRqzJjnr69Zyw4ypzTZxHeSt/ySe2wks+1Du2tXre7IHvizwT2tj/IFGHwA+/tYDAy1s1+f4+xvu+2XNibnNm4L9hWrt7vv58GPQakZ4Ts/d689WE3t078Lhl8jWmp8aoebtJjuTUQf3ogGbPDcbnxe8zPtApR3YWsK/+VGWvDZQXpMfjBDZz5VAcOZoi5W0Z2qIsL1UWFmdlwdaODS2aYSf9NGwn1kXb2b+rMs7qv+oTRhncFn3Plnutu9PtMf/vNXJBVbtg13G46kx2CAJpM/AUHgMbkxph5JtKsmcDQ98aDHHRS5tRs8m4j56jXGi5QtQTUoXtlfLduz12b782Zjc9MtvxgI2esqnLgfuO76j9fPT9CnRlKX2DbcLF5z0J9RNeh+tv37BhJb7t4v6LObKntE9SK8frIjqQODuxrnLTtJ1sduBPql41G+37j7I65M0919MwOJP1a+FnjyPg+I2CnOoGaKTmbmd02f6fAnj8nr6UCSCowhmpBEcUdONhpGad10oNtr0J9sB1+EH0m0HI9a7GcGHhvV402CA6u/lOfdkzN4t8f7Ai/IxfzbNTgd5TptZuNp3nN1+9rWANdNk7UWCA1XoVhWtVYfObw+0GNpYJNOuiOvKLb2fY9iVahvdXrduoCwPgzgSg4p2cn2x2DG6UPVG13J8us7U8t80n/TRsK9R3u35TUjH2b27Mf3Oj3lpCcw3rW/H9nZNw4Uzx+Rr/HzCrpuzKlc47tjk3Zs9N73s8/QKzP5qeWmqQnuu76P9H3G3dAUjaQK1LPorCty09lJjNcB3oY6oeG9zQs30kf3Ad5znitrTocEFsduBPqzcHJ1nHM180Bxlx20jCbHrp9TnZF7zGONPM7QSQYcP9P+HogKc70adu8NWZXXnkwfo+5vCP1c3sW6jNHo4R6LTW7oXaqF4zZAnduAeoCF9orNfBnD+7NWu/BGmffuVJjqfEqHpvT41EU3JVU4DdniK3fE8mEqI5fz5EKxckOO70EpdtQr5YYGd+zO+fM0tK0PBj/LPNgtY0wkfr9m4T6jvZvGqG+mUx/ayJvKWxqmZqamf7UuBNUNvSm+kjemaNMf0vdMKONvvTnPcln476U+Tu7zhXpSccHjfHAlD7INiZDexjqre2ROsDNfn8b225AbHXgTqg3b59lm6l/JdnZR0e1Sqohvz+uTy02ME+fJANf60EvrzOkGzl9Oiax56fJka/ZkVI/t2ehPlN8A74DjhsDr5a6D/bQUDyQRjP3ts+UkRPtlbnWIZltCnZYv0lmNDe0xvk7wpUaS41XZvhLLbHZJefqZ8QyZ1bzxsU+hfr0WJsE6oZlOV2F+vQsp7nfau99bYSJDYX65mGHUN9Mpr9llieZpi/mjVXpM1ZDwb5J/3cycx8xb6morv3Iuzgz/33d9qX0gV/Xod7Md8HfN5V3oXXe+4oO9U2/v41tNyC2OnBoTX36wqm7HzkgM59ekRvLVZl7dcKyc9DSp0nb0YNQn+p47Sk81Gd+J3OZ0SC4MfBG0kGiznLgWHautFfqVoLRBbPm2ba8M3Il40qNpcarVPhrvBg2vWwxXYP536O0Cu2tXrdL7z+SmUE1i5r8e+PSlLaYfTaQHwbS+5lk7O42iGld799ChPpmuutvDWxPU7bcJMA86980WKf6g7nst9u+lLmYvGFpSptSZxqaZZr07znxbnhARKi3stWBQ6E+0OpuMveMNdzqrvq8EQCGt8mU5UjZNH32Sjw72/Wgpx4ZHH3urntlLLzYJNcLJ6Wae4Fub0L9jbe2GZ/JrqfrPzcG3pD1ATfZi9LgTHtZ7v5g9u/79g32gNUVrtRYarzKhhuzLYfGZTweT4eSHXao6fe0DFHdhKzM/bfNJV2pEJJZ39uu1H6i/VA/9J+E+mbc6Pfd9DeLzMWvddmLRAOpnNN2qA++J1473n1fSh1QdJstzKWTHYT6+IwFod7KVgduhfrgqLD6gr6Ke+h7xr1AH5mQAzn3L02dboov7mhP94Ne+nRpp7M4qZ/bk1CfuarcgVloNwZeJX2K84H7jaU4ubfbKyc32ku5ITNbwzYK3Pf8jHGmpZ16KAdXaiw1XjWEm5wHTFmuiWj+Pa1CVOchK7WmOZBe0pU9uxf0u44fuJP+nbIHMYn0wUWyn2kjTBDqB6Tz/tbI3G/fF+ybkv1U9gGSqbZssn9Pn2Ey+8MG+lJqkiUQ9KWOr2dKheYmNznIOxAm1FvZ6sCpUJ9cJDchc+3ekaTt0zqNuh/00hek3BcUdCezOKmfa/mdW72edkPO/cZ85HnjerxBcGPgzey475+S6rULssfYgWZvN1pmLrRXzJzZMa6DKPttLE2u1FhqvLKFm9SzBRT7cyGaf0+rENVZyLr9t2nj7iMBNTZklnRlQ3/9TlmpO4Y0Ug/VORmfTU4vXcjtu7mBJ/03WSePCPUD0ll/szGv9VK3oLySulgzcyYrNdOd/3DJC88ay8k6vVA2ty+lJ8aUB4K/t+k1e/9SD8g6KdU4x6UPXHMfYBX8DknNNblQ1nKAnd/fCfUDkt7wdz+yS45G931XLi7K6o0blkGx9a2eFPX0tKOvpjviRga91rcqC6gn+L16VGYyD1JI/dxuQ/2/bsuVi9OyK/Mgh7y/v9+cGHhTy26SNlJX2CdtN/in77pi8GOAyXIdRLMZnhJyosYCqfEqJ9ykLla3jrWtvqdViGovZN2+tihz+9L39M6/C1bmdpPKPWNy4Oyi3Mg+dfN/L8j0zgf1uDI0Hj88p+HZCw1hJHMrwdTZQ3U/8+izd1mep3FDqvuMu0UVGerz7twzAG70+w2G+tRF5MmdbswbgqSvH0yPh9ZnqzQ7KNhQqA8E3506CA6o6x7n/pY9+3RbVo1cMqSehhv+Dek7m1luA67qzeiP6bMV6dURDbcuDw4iZnbkLVHqbah36UGVtjpwaqY+dYFcHvXAgn3pcJ5++FTQGYa3yYH4QVBBBzMerDBmHCFubNDLPEDirrtlbPd08tArdced6GEKQQc+Z8zwtArt6deH5N5hYylS4IGcp+7evTUI9LZHLA/A4Afe9OxCehDMtB23R6xzYQwwpa8ToZ2yBl9jWvMwHqrP3KlrjKblQs4TKZt/T4eh/p4HUmPmg8Pph+vEhh6UqT/nLYsJZO6dbdKPi08/6l4bkpEXojtrZQ4Mgp+37YUZvW86e1KmHjGvIWs8uEgFIfW9vzkpc/X9WvoBh1pvQ336DkAPyMSrM8F+bZuMbM0+2Ki/3Oj3mf7WhiRIp5fLpgJq5tkqQ8bBVPo+9CpUT8nJsypvnJOZF7alHtDZOLmX/n07DvWB7M9P3C0PqBq733I95NBIch1ktpaaPLCz4ZaeanWEcfcz1R+jOpo7NZV+cJXS01CfuQPQ/RMy/dZJObB9RLYNeFWErQ4cu1A26NDDxsZrIrvk5cq7xh1y8mQG8I0Oeur3PTCaHVgbZcN2OrS3CvVtCP6uXacWm58O67NBD7ypU+e2WYHMg1dsDy0rGyfGANPtc7LH2FFxG8u0QddYpHkYb1/z78mEqFavt0HNNJ7LPITGqrYoJ6NZ+JaC8BuMxalZVBVmGgJ41t1BQLCMQZmQl/XAb/YYZyN7G+rTQcfUeJFzP7nR7zvvb1GQzp61yk5U3P7zHmOpzX2y58/Jgd6VM9ssB5FpQ8NBP2iYBU//vt2EeuX23042rA7IFYTfk5lVCt8uz8i2nEnJmMpptjNnqQd2ZQ3J+N49ydr/nob6JpksfBq2+d5+stWBO6HeaOwHfjNXX2oTP2Z5uWqZ1bB0utVzcjTzyN+6e4KjumdnMk9Q68GgV3dDFt+akvHvZTv6kNw7OiFH32/8TLqDdBfq6xcSb90VHDFWZdXB2/sNdOBdnbEuu8kyn95Xb4eOL4T7bhn8jjLDvN0bt7FsMNAaM6TGK6dDvZpRHJOJfSflXMOygdZuLM3V9y/32oJFuI8x73KWlrefCH6nrQdkbtk+RtXdqMrRzGP867Ocb6mDhxsytzPaL/Y41AduXDqamQXVv2/e2ZZ+cKPfdxnqc5bdpKmLy43gn52Uysk5Q98bkV2vVnMm93oT6rUb9WtHJkbtZ7/uvn9b0DeD3yNv1YBalvyCsZIhMnSvjOyeblJDgSAn7vph+oyAWplxtD5ZuyhHowOOHof6+lK38CYu0ffUaz6zaqTfbHXgSKg3Lygy762adUH2xBu1Wae7nRwQNByxFqiWHIikZmpKyI2BF51wrb3MpQfcxrIRNTY4t6P9i9LpwebtLvcT8eeaHAAUJPp7bzuwvJN+n4j7YT9zToqRtVT/sL6niTgzddinu/3cRv0r+nv7X4M2tjpwJNSbR1Lp002mG+8np6WGnhzsE1PRHAOvf5xqr9sXZCq+WwIXM9tQYygj+j2g2erAmeU36SUnd8vIjj2pBziZF7vmn7aCKxh4/eNSe5kXyZoXiyFBjaGM6PeAZqsDhy6UtaxZshga3iUzBHrnMfD6x532Sj+UhdtY2lFjKCP6PaDZ6sChUB9S9xF+dY9MPBLeiiy0Td0u8tNVZuw8wcDrH2faa3kuPkM3ffYKNZ+DGkMZ0e8BzVYH7oV6fCcw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OCPUoBAOvf2gvv1BjKCP6PaDZ6oBQj0Iw8PqH9vILNYYyot8Dmq0OUqEeAAAAgPvMQK8Q6gEAAADPmIFeSYX6W+vrQE9EHc72GtxEe/mFGkMZ0e8BTdWBGegVQj0KwcDrH9rLL9QYyoh+D2iqDsxArxDqUQgGXv/QXn6hxlBG9HtAU3VgBnqFUI9CMPD6h/byCzWGMqLfA5qqAzPQK4R6FIKB1z+0l1+oMZQR/R7QVB2YgV4h1KMQDLz+ob38Qo2hjOj3gKbqwAz0CqEehWDg9Q/t5RdqDGVEvwc0VQdmoFcI9SgEA69/aC+/UGMoI/o9oKk6MAO9QqhHIRh4/UN7+YUaQxnR7wFN1YEZ6BVCPQrBwOsf2ssv1BjKiH4PaKoOzECvEOpRCAZe/9BefqHGUEb0e0BTdWAGeoVQj0Iw8PqH9vILNYYyot8DmqoDM9ArhHoUgoHXP7SXX6gxlBH9HtBUHZiBXiHUoxAMvP6hvfxCjaGM6PeApurADPQKoR6FYOD1D+3lF2oMZUS/BzRVB2agVwj1KAQDr39oL79QYygj+j2gqTowA71CqEchGHj9Q3v5hRpDGdHvAU3VgRnoFUI9CsHA6x/ayy/UGMqIfg9oqg7MQK/4EepvLsknH3wob7/+vBw8pPxe3g7+/5Mvavb3f4d8/dcP5YPgb7247Nff6vLA29U2vVWTz/+S9MHX3g36Xzdtcn1JLgY/+4MPFuVr2+sD5Fx7Bdv86799LGfPvFLf5i+deU8u/q2D31GNG+/9QV5SY8br78gHf1mSm7cs78tx85tFufju71M/u5PPF83JGutVnQA5XN633Pp6sb5v+eDjL+Wm7XWgh1QdmIFecTrUL184Jc/8rCLDw8P5Rh6TZ84syjWHdra9cV0+e+NXUgn/zh1nvrS8x11uDrzdbdPP331WfjZi9DlD5d+Pygdf2z/X4Ov35blHo/78vFy0vWeAXGqvax+/Ijt+ZK/9yqN75Mxfr1s/V3drSd7+j81xO6eMPC5HPmzxd177WF769y5/dh+5VmM9qxOgCTf3LcGY9ddT8suo/+/4gyxb3gP0kqoDM9ArboZ6tVPeM5beMYyMyaP/tjkxlt7pVh79ncx/V3Yat76R+d+mQwmhfoO63KbLZ56IP1P52W55Ts36Bp779WPJdz0SBPTr9s9HUgN+HaE+z7ULz8tYuJ0qP3pCngm3+cFnn5CHKuH2qzwhZ5Ytn7/1pZz5RTQ2VORnv/6dvHTmHTnz8u9kd3xAVclv++sfy8FHop/xkOx4Vs02vyOvHXpWHo/bb0wOXhh8sHepxnpVJ0Arzu1bAl//z+/k0WhsUgj16ANVB2agV9wL9amdsp7hOZt3yv2bRTl75HG906jslrPfWN7jm+uL8sau8O+vVOIdIqF+A7rdpn85GobLIAS+udT4+henZEc4kD905NPG10PmgF8Jfn799yDU233znuwOt9XYwQ8bz8Bd+zAJ3bveaVjC9MmL4WRAEPpfy86o37ouF18Mx4sgmB/5i/Fa3TdydnfYPo882zhJYE42ODDeOFNjPaoToB1O7VtSZ3+DfUsU7An16ANVB2agVxwL9TW5eCiaoa/Io4csO3Wbf3wqF79w45T4hqjAEs0mjvxK3vjre3Kwvi0I9V3repvWZP7/hp+zhMfIZ9Ob9Xsq9pD++ZlkwH/0t+/LxTef0O8n1Ft9/sZjevv86Kh8klP7197bE27DJ+SMGby/eUd+Wf/3Zm37pZzZod/T0K6fHJWH6p9/SA5eyFkHfvNjOfgj/flBB1Q3aqw3dQK0y5l9y63r8sGh6OxvRX75xqKcPajHBkI9+kHVgRnoFbdC/Ren5Gf1AhmWyu73nLuQsFBqhjI6vR/PEgYBItwehPoubGibfipH6uGtIk+/1+SA8cLz+vtVwPyH+VpNPnk5WnpQkR2vLsq14N/VMgX9fkJ9o+tydrdum7HpRcvroX/8QXbUt+FwEL6Tf4+3rQqOTSYDbr7/bNgu6Ta7eDAMpy12yPGBR4ufUzQnamzDdQJ0xo1+/42c/XU4XgyPyTP/o3+fi4R69JGqAzPQK06F+k9efCgsksfkjS/s7+nKPz6WM0d2y+PxmvzHZff0e/L5Nct7g2Bx8Q21HvQVmQ93Ptf+/p689OvH4/X8j//6qLzd6mK5W1/KxTNHZfe/Rz9Tfe4VOfv3vM8FPzc46n9o1yn5LF53SqjfmI1v05s3W9y548PfhX12t5zN9qflP8gvf7RZngsHfIVQ34ZW23z5lDxe34YPGUtokgOC4d9+mH5/1s335Zn654dl91xUj1E4HZbH32zRL/7+e3m04ef3nxs1pm2oToAOuNLv1bU/j/5Inf1N9umEevSTqgMz0CsOhfolee3fel0Q1+WT6WgNrVKRsX8bS/6/kg5cWnJ6/pn3vjROr2VV5Jdv23f+1z55xbioblgqY5tlLP5/vQzj67Zm+Aj1vdfbbRofiP7b7+Vzy+tZhPqNuza3O9yGz8r8zejfO2nXpMYrhz7W/5Yz+29n/KyZwW0zd2usUad1AuRxud8T6tFPqg7MQK+4E+qvvSe7wx3lQy/2Zq1qfEeGyuNy8IMvk3tM36rJ8nvRxYuPyWt/Nz9n7PDVRY1B8H/6zKeyHIaHm8sfy0vRhbwVM1SEloNwUP/eijx+6ENZriWv3Vx+L76l4c9etVxQ1oBQ33s93KbG+uqfvdFOexLqN86oz//7fnIv6K87CeXr8sFv9XuHd79XXxZ16+PnrUty7L6UN7bpz/dqrOqGuzWW0UWdAHlc7veEevSTqgMz0CvuhHpjpqwnATa+aO4hee5D+5KXKGClwoERGqx3wFCMC/KS0/fKN/L2Lv3vD/32Qx0WsqK/03ZA0IBQ33u92qbGRd3qVn0t21Ij1G/M8kx0oJ4J3x3NtFt2vh2t+TbGiIPhTP8AuFtjpu7qBMjjcr8n1KOfVB2YgV7xM9Tfqsm1a9cbGTuM+GK2LafyT/fGa2vNgN3ODjtnpi6+0LfZNQE1mX9Wf/aZ/2n1pEVCfe/1Zpt+/T/PhrfxG5ODH7dqxwShvnvX/vr7+CzYjplM2xHqndRtnQB5XO73hHr0k6oDM9Arfob6eAecEe9gjYvmdv1eP7bZ6vfhjLu5I28v1Nvek6z1/ZW8Zv152mvhbH7rUEmo772Nb9Pk4UhBUMk5C5SHUN8lY1mb9V7ohHrnbKROgDwu93tCPfpJ1YEZ6BV3Qv2tD+W5+g7AuHgtzzfvy3PGXWXii1DjHayx021Lb0J9EtjaQ6gfhI1tUzOoPD3X+ecJ9V0wr1N58VP7sjbjjjatz4AlZ8uGnw2X3sV3tNmcucbGJrmo/9G2ro0phrs1tvE6AfK43O8J9egnVQdmoFfcCfXm7Lp68Iz1PXZxIVlC/eOvL9qX6qSYIaAHoX7b7+Uz689Jiy/czUWo773ut2kSVCryy+zyjzYR6jtkBPpHg4N9a6CvS25J2TpoJ6E8Xj5nXKjf8qDAekvM/nO1xnpRJ0Aed/cthHr0l6oDM9ArDoX6dfn63V/pggh2Bs+83/76y8ZQnxwgtJz1b9B9qI+X3/TsqYmE+t7rbpuaQWUjbUGo70Ac6IdlLKiz/ECvGLPv0R1t8sQXuleMpTqWoJ8nfvJsO0t1iuNijfWqToA87u5bCPXoL1UHZqBXnAr1t259KkceCYtC3SkhfmBQc42hfl0+fzV8LHnH90XuPtR3dgq/HYT63ut8m6qgom9/uvGgQqhvUxDofxkuq2sd6LXkSbG/kre/sb9Hidsgcweq+OJ6daYw9yxaLRhvwnuuN7sIvw9cq7Fe1gmQx919C6Ee/aXqwAz0iluhPpDM9AxLZdtRudjG0wdtoT65E03+LS3tNhDq15fkjS3633NvadkRQn3vdbZNU0HFdoFmhwj1bUgF+qCO2npQW0BNCoRLcHLr7/qH8lz4nrHsjLxxq9odeU+VXT4VXpBbkd1zg91eLtVYr+sEyOPuvoVQj/5SdWAGesW5UK8sz+2Jg716+NPu6ffks39kluPcqsnXf/tQzuwznhibCtjG/ZErT8hrxqOcI8sXTsnTj2ZnlTYS6tfl5sfG6edXFxsDyT8+ljf+Y7NUfhEUPWvqB6D9bZoKKq9/Kl9broswtb5GglDfkhnof/ueLH9j39aR7DZPJgXCh78Zr5sPf8s7E6jaR48nY/L0mXT9fv2XU/Hv1l79FsuVGiuiToA87u5bCPXoL1UHZqBXnAz1yrW//qEeuHUAaq3y6B45kw3ut4LwvSv5jsqPLHfMUTv/1B01NhbqleWZXyUHGpWH4p/56Jjxu2w7Kp9kQ8XX78jT0XvrxuLvMX935aVPMp91jDMDb7fb9ItT8ng9qLRvx0zj3/vJy+mf8eiPoj5QkTHz3//jHfk689l+G3h73fxQnovrsj22a2aSYK6E2zne7oGRX8mZ5fRnEteDHXM4GaCE9ZuMF8HPfLT9pYFFcqLGelQnQLuc2beoh03+hzGGm+OEud9XXh7ck6fx3aXqwAz0irOhvu5WTZYv/EGe+1USxFKCwvnZr4/KmQtNZlxvXZfP3v2d7DB36vFnX5Gzf8/O4G881CvX/vqOPPeLhzK/d0Ue2rJbXnpvyb6kwLjXdivt3It7kJwZeLvdphdynoXQhG3mP565acWBmZ2Bt1cHbRXrpP6Cmt+x7x35rI0lfcsfvCK7f5YZM0Yek93T6dn/QXKixnpUJ0C7nNm3mDmgldwsAXRP1YEZ6BW3Q33GzevGadzr7d8dJ1bbwGe7ZTz9tkynnd0ZeNGu72R7xfXXZc0PYsxoEzWGMqLfA5qqAzPQK16FeviDgdc/tJdfqDGUEf0e0FQdmIFeIdSjEAy8/qG9/EKNoYzo94Cm6sAM9AqhHoVg4PUP7eUXagxlRL8HNFUHZqBXCPUoBAOvf2gvv1BjKCP6PaCpOjADvUKoRyEYeP1De/mFGkMZ0e8BTdWBGegVQj0KwcDrH9rLL9QYyoh+D2iqDsxArxDqUQgGXv/QXn6hxlBG9HtAU3VgBnqFUI9CMPD6h/byCzWGMqLfA5qqAzPQK4R6FIKB1z+0l1+oMZQR/R7QVB2YgV4h1KMQDLz+ob38Qo2hjOj3gKbqwAz0CqEehWDg9Q/t5RdqDGVEvwc0VQdmoFcI9SgEA69/aC+/UGMoI/o9oKk6MAO9QqhHIRh4/UN7+YUaQxnR7wFN1YEZ6BVCPQrBwOsf2ssv1BjKiH4PaKoOzECvEOpRCAZe/9BefqHGUEb0e0BTdWAGeoVQj0Iw8PqH9vILNYYyot8DmqoDM9ArhHoUgoHXP7SXX6gxlBH9HtBUHZiBXiHUoxAMvP6hvfxCjaGM6PeApurADPQKoR6FYOD1D+3lF2oMZUS/BzRVB2agVwj1KAQDr39oL79QYygj+j2gqTowA71CqEchGHj9Q3v5hRpDGdHvAU3VgRnolVSoBwAAAOA+M9ArhHoAAADAM2agV1Kh3nwB2Ii8Dgd30V5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx34EepvXZXLHy3I3BuH5fAR5YTMBf9/+ct1+/t9d2dd1r6oyvzM8frfe3xmXqpfrNnf6yjnBt6NbtPg8yuLSR88cXaD/e+fS7IQ9OGFj5Zkzfb6ALg4BtjabP2O/b0N1LgxPyvH1ZjxxpwsLF5t/7OB9bUlqZ490d3P7gPnaiylJlerqn8vyNKa7XWgO073+2hcr67Iuu11oIdsdeB0qF+5dFqmHqvI8PBwvpEtMjWzJDWHdrYbUasel4mH7X9zZfNemf28Zv2ca1waeDe6TdcWjsn2kcbPRp+f+9L+uVx3LsuxH0ffcViqtvcMgEtjQO3zWdm7Oaf2R7bL8WqTNrtzVeaeGZdKzmePLbQ4mLtZleM/d78GXaqxlDtrcn5fsv0PX7K8B+iSq/2+9vlp2RntJ56YlRXLe4BestWBm6Fe7ZT3bkrtTIdHNsn4T8YTm9I73crm/XL+n5bv8kjt0mHZFP09D0/IlJphVKYmZLQS/q2VCZn9yv55l7gy8G50m67MTMThpOnnV+2fb1ST6iGzbxPqs8w2UwftkwfDbX5wUrbEB1eb5HDVcqbkzorMPhmNDRXZ8vR+OT4zJ7PT+2UyPkioyMTMSuNnlVpVDkcHXJVRmZhSZ2Xm5MSRKePALvjZlwYf7F2psZTakpx+Kj02E+rRSy72+7U/7ZfxaH+gEOrRB7Y6cC/Up3bKQZD6+TGZz1smsbYk8y9u16GrMinzPp/mXZuXyXBQ2HRoofHMw82FJGw8NefMko08Tgy8G92mq7MyoV4LQuD2l6uNn/8qeD38/spz59s63br2x0ndX9WBaf27CfUpt4JQ/bDeppv2zsnV7DY3Q/fW03LVfC1w+eXwgCk40DqRnVG/ExxQvRyOF0EwP7ZovFa3JvOT4djz46nGSQJzssGB8caJGjP987zsjw6cKhVm6lEIt/p9TZbe3Bn29aDPR8GeUI8+sNWBY6F+XapHolnMiowfsQQxm9XLUv3SjVPi3br65hb9dz98TC7n/M21+b3htpmQWcfPSrgw8G50m15+eVS/tvVEY7gMxT+j0kY4jw4C1Mz+wunwgIFQb6oFBz16ewahumZ/z/r5qXAnmmmztTnZWf/34fyZ+G9XZPYJ/Z6GA7nPjslo/fOjQRDNuV7COOgYffGy/T194kKNxb6cjZce1M+aVqP+TahHbznT7+/UZOFItMysIjvfXJL5Q7rPE+rRD7Y6cCvUf3latoQ7gsrkvPOz0b1Tk/lJ/Xdvem3J8noonjl2f0c5+IF3o9t0RU4/rv69IpN/bLIG+9Lh+mdbhvN4HX1FJt4OAmf8cwn1poV9ui02vdwkMMfbLr3sSS2VqreFOsBqMhmQOigwPl89FM4yt9ghpw7k2pl0KMjga0xbXzwuW6IzVk+ekCV1MObRWAW/uNHv12T+6WhFwSaZ+pPeR1QJ9egjWx04FerjmdHhLXK604sPm1mtyuyLk7I9XpO/XSZfm5erNy3vVWue31RreI/L+XCHX1uel+NPb4/X829/+pjMtbpY7s6KVGeOyeTPo5+pPndc5pebfO5Wi7upfHVatte3z6hl6YBb3Bh4AxvdpustPr+wX/dZdTbA9npdso5+06Gq1NS/EerztdrmcZtNynxcw8lB3PC+hfT7s26dl6n654eDA7aoHoODrnAGfvuZvFn+0PKJcOnUYOvQmRpTSyafGpXxfedlLTrIIdSjIK70e3Xtz/jDO+W0kQUI9egnWx04FOqvyomf9LoganL5tWgNrVKRTT/ZlPx/ZVz2h0fYieT0/NT8inF6LasiO/+ffedf++x46m4plU3jsin+/0p659eBeGnC8JScv2V/jytcGXhb2dg2rcn5KT1b02wpxsrb4cW2Pw4CfLSkhFDftauvhzPlqeUzVTlc357Nlt5EkhqvHKnqf+sohBo/6+0Wd9IpkNM1RqhHQVzu94R69JOtDtwJ9TfnZTLcCYw2O/XegfjOJZXtcvijleQe0+qe4/PR1epb5MSy+Tljh18JAlsQ/PfOXJaVMPCtf1WV49GFvGrdbzYIxhdPVmT7kQVZWU9eW/9qPr6QbMvrV9Ofa8n4vdq8KHOQXB54ExvYpuoi7SP6gLHy+DG5nLP+O+kPmX5GqO/c+opU39yr74zz470yb96x6J+dhchomc/w5Lw+c1I9HB68p5fk2EVLs3o3VnXD6Roj1KMgLvd7Qj36yVYH7oR6YyfQeqatDfFFc6Oyf8G+5CVag5sOdEnQs94BQzEuyEtO3ytrMveU/vfRfQs6LGRFf6ftgKCJeLa3o9snDo7LA2+k820atO8z4zIe3/NePSOhmn/WRV1UGa2jz/ZpQn3bLk8H2zy+he2oTLw8L1ezB1EdhsiGnW98bUR7oT4eIw6FM/0D4HSNEepREJf7PaEe/WSrAz9D/Z11qd2sNTJCcnwxm+W2d7F4ba0ZsNvZYefM1MUX+ja7JmBdzk/pz079qcXa4VDt8xPx7H/9IkvLe1zj8sCrdLdNjb4RUveuP/aR7fPJOnrrRd+E+rbFO8qI7YFzhHq3EOpREJf7PaEe/WSrAz9DfbwDzoh3sMZFc0+dCB/Hb3MinHE3d+TthXrbe5L12TvlhPXnaSfC2fy2zkgYy3kmznS6ZGdwXB54e7FN11eNZyRYZuLjpV/mOnoTob5j67Wr9eU30UNe4ouOFUK9Wwj1KIjL/Z5Qj36y1YE7of7OguwPdwLxxWt51s7LfuOuMvFFqPEOtnFGtbnehPr4lnptahnqjfC5/eXL9uU8jnJ24O3xNq39Kbo94k6Zix5GFP+MJk8eJdR3b/lEeEZsVI59Fv6bcUeb1mfAkrNlw1Ph0rv4jjbjmWtsbJKL+sc7vjamd5ytMYVQj4K43O8J9egnWx24E+rN2fWmtwdsFBeSJdRvf2PJvlQnxQwBPQj1j5+QJevPSYsv3LUxwud4cJDjU6BXnBx4i9imxsFoFCaTW7N2aMA7Ald3lI2S5W9JqE5uSdk6aCehPF4+Z1yo3/KgwHpLzP5zssYihHoUxOV+T6hHP9nqwKFQ/62snd2pCyIIXVPn21tvrjSG+uQAoeWsf4PuQ33yNMwNzr7G4TOzxMAjzg28XWzT9a8uS7XZcwXqGm+luP7RfhkNf1YnKtknnPaZE+21tiTVxVbL0mz1Z8y+R3e0yRNf6F4xAqcl6OeJnzzbzlKd4jhXYyZCPQricr8n1KOfbHXgVKhPnroZyFuLbNEY6tW9rMf1v/3kRP6Fslbdh/rOTuHnCMJn9Lh1XwO94tTA28U2VU8drbevuktRs37Y0bIPA8tvGhkXmjevH/vyl+RJscZSKIv4jFrmDlTxxfXqTGHuWbT1YLwJz8Q0uwi/D5yqsSxCPQricr8n1KOfbHXgVqgPqKe01e9DHVD3/65an/qaZgv1SUDIv6Wl3QZCfRA2Tm/V/557S8tmUuEz+Hyz5TmOc2bg7XabqttRhss5mh0IxA9CahEkGxDqLZK6qjwZ7BRz2iq5jsFYU6+oSYGwzXLrr7Yg+6N2zc7IG7eqnch7quxXp8N2q8jkHwf34CnFmRqzIdSjIC73e0I9+slWB86FemXlj+EDZpTKuEy+Ni9Lq5lZ0DvrsvbFgsweNJ4YmwrY61I9om8pqO5DfsJ4lHNk5dJp2bs5e+eSjYT6b2W9Gh2UBN/7eua2e8pqVU4/M94YWszwuW9eVtbs6/AjTdfjO8CJgXeD2zS+j33QlvUHiZmv31mRhfjuN5aA2Aqh3iqpn2Cb7p2VJfOg/k5NlmaSu9/YbhWaTAo0tpn58Le8M4HxXYuGN8nezG0z1xZPx/2p2UFHvzhRY3kI9SiIy/2eUI9+stWBk6FeqX0+Ww/c9QJpQ2XzXpnNBvcgeM0+lXxH5WHLHXPUzj91F5SNhXpl5e2dyYFGZTT+mckDdILfxXwK6a0F2R//Pu3p/FqB/hr4wNuTbZrca16ryOjmoB03jybtG9i0Nzhg6DTgEepzJcFaq2xS9bMp/W9NnuKb/nxFNqnaix8YFhjZKbPm02hTMm0e1m8yXgQ/e7P9gKDfBl5jps+OJ+OcYtSIbr/IXpmzPdAPaJM7/T58GKHR7+NxwtzvK9MdTvoAbbDVgbOhvu7OuqxcmpX9O9M79FhQOFuePiazl5pcWKdm987ulwlzpx5/9rjMN1wIufFQr9Q+n5P9T6bDXz0Ubp2U4/NXcx+c07bc380NAx94e7hNVz46JjuNA7JI5bGgLa0PnmoDob4pdVA/tTVbP8E2f3hC9p+1nAHLsNZfUPMTB+fSs/85Vj46LpOPZdp8ZItMvpY5YzNAA68xU96zQxoM9uJi+M+dfm/kgFYc31/DT7Y6cDvUZ6zXjOUStQ4uSoysb+Cz3TKefuv6kplecmfg7aGo/yjrltc952R7mU+PNi5qbVv8+S5rfhBjRpu+kzUGtEC/BzRbHXgV6uEPBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVAaEehWDg9Q/t5RdqDGVEvwc0Wx0Q6lEIBl7/0F5+ocZQRvR7QLPVQSrUAwAAAHCfGegVQj0AAADgGTPQK6lQf2t9HeiJqMPZXoObaC+/UGMoI/o9oKk6MAO9QqhHIRh4/UN7+YUaQxnR7wFN1YEZ6BVCPQrBwOsf2ssv1BjKiH4PaKoOzECvEOpRCAZe/9BefqHGUEb0e0BTdWAGeoVQj0Iw8PqH9vILNYYyot8DmqoDM9ArhHoUgoHXP7SXX6gxlBH9HtBUHZiBXiHUoxAMvP6hvfxCjaGM6PeApurADPQKoR6FYOD1D+3lF2oMZUS/BzRVB2agVwj1KAQDr39oL79QYygj+j2gqTowA71CqEchGHj9Q3v5hRpDGdHvAU3VgRnoFUI9CsHA6x/ayy/UGMqIfg9oqg7MQK8Q6lEIBl7/0F5+ocZQRvR7QFN1YAZ6hVCPQjDw+of28gs1hjKi3wOaqgMz0CuEehSCgdc/tJdfqDGUEf0e0FQdmIFeIdSjEAy8/qG9/EKNoYzo94Cm6sAM9AqhHoVg4PUP7eUXagxlRL8HNFUHZqBXCPUoBAOvf2gvv1BjKCP6PaCpOjADvUKoRyEYeP1De/mFGkMZ0e8BTdWBGegVQj0KwcDrH9rLL9QYyoh+D2iqDsxArxDqUQgGXv/QXn6hxlBG9HtAU3VgBnqFUI9CMPD6h/byCzWGMqLfA5qqAzPQK4R6FIKB1z+0l1+oMZQR/R7QVB2YgV4h1KMQDLz+ob38Qo2hjOj3gKbqwAz0CqEehWDg9Q/t5RdqDGVEvwc0VQdmoFcI9SgEA69/aC+/UGMoI/o9oKk6MAO9QqhHIRh4/UN7+YUaQxnR7wFN1YEZ6BVCPQrBwOsf2ssv1BjKiH4PaKoOzECvEOpRCAZe/9BefqHGUEb0e0BTdWAGeoVQj0Iw8PqH9vILNYYyot8DmqoDM9ArhHoUgoHXP7SXX6gxlBH9HtBUHZiBXiHUoxAMvP6hvfxCjaGM6PeApurADPQKoR6FYOD1D+3lF2oMZUS/BzRVB2agVwj1KAQDr39oL79QYygj+j2gqTowA71CqEchGHj9Q3v5hRpDGdHvAU3VgRnoFedC/c3r1+XmrZzXrnX3GvrPlYGX/tQ+xgC/uFJjys1rNeu/37pVk2vdvAbkcKbf167LtZrl35WbXb4GdEDVgRnoFYdCfU0uHhqT4eFhGX7kebl43Xztulw8qF+rPHpULt40X/tGzu6phK+9Ip+ULIi5avADL/2pU4wBfhl8jSlfyplfhNv+F3+QZXPb3zJe2/WOLJufu/WpvPRo+Nqe9+Rr8zWgCRf6/c2Pn5exoO8OD4/JwQvXU69duxC+VtksRz5OH7R+/d4eqYSvvfSX5N+Bbqg6MAO94lCo/1gO1otEO3ihzde+eUd+Gb9WkSOfGK9hYAY/8NKfOsUY4JfB11jgH3+QHfG2f0LO/KPN1z45qsNN3a/k7W+M14AmXOj3Fw9GfTdw8OM2X/tG3t6VvFY58qnxGtA5VQdmoFc8malPZuLqr6Vm6YzZIGbqnTH4gZf+1CnGAL8MvsaUZjP1xmy8es383M3gIO2RoC3Va8zUowMu9PtmM/XxbLx6LTNTvzzzBDP16BlVB2agV9xbU9/lmtkyroF2mQsDr0J/ah9jgF9cqTG9Nj5n27OmHj3mTL9Xa+NTkwsG1tSjD1QdmIFecS7U47vBmYEXbaO9/EKNoYzo94Cm6sAM9AqhHoVg4PUP7eUXagxlRL8HNFUHZqBXCPUoBAOvf2gvv1BjKCP6PaCpOjADvUKoRyEYeP1De/mFGkMZ0e8BTdWBGegVQj0KwcDrH9rLL9QYyoh+D2iqDsxArxDqUQgGXv/QXn6hxlBG9HtAU3VgBnqFUI9CMPD6h/byCzWGMqLfA5qqAzPQK4R6FIKB1z+0l1+oMZQR/R7QVB2YgV4h1KMQDLz+ob38Qo2hjOj3gKbqwAz0CqEehWDg9Q/t5RdqDGVEvwc0VQdmoFcI9SgEA69/aC+/UGMoI/o9oKk6MAO9QqhHIRh4/UN7+YUaQxnR7wFN1YEZ6BVCPQrBwOsf2ssv1BjKiH4PaKoOzECvEOpRCAZe/9BefqHGUEb0e0BTdWAGeoVQj0Iw8PqH9vILNYYyot8DmqoDM9ArhHoUgoHXP7SXX6gxlBH9HtBUHZiBXiHUoxAMvP6hvfxCjaGM6PeApurADPQKoR6FYOD1D+3lF2oMZUS/BzRVB2agVwj1KAQDr39oL79QYygj+j2gqTowA71CqEchGHj9Q3v5hRpDGdHvAU3VgRnoFUI9CsHA6x/ayy/UGMqIfg9oqg7MQK+kQj0AAAAA95mBXiHUAwAAAJ4xA72SCvXmC8BG5HU4uIv28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqgFCPQjDw+of28gs1hjKi3wOarQ4I9SgEA69/aC+/UGMoI/o9oNnqwI9Qf+uqXP5oQebeOCyHjygnZC74/8tfrtvfj4FzbuC9sy5rX1RlfuZ4vQ8dn5mX6hdr9vfaBJ9fWUz64ImzG+x//1yShaAPL3y0JGu21wfAxTHA1mbrd+zvbaDGjflZOa7GjDfmZGHxavufDayvLUn17InufnYfOFdjKTW5WlX9e0GW1myvA91xut9H43p1RdZtrwM9ZKsDp0P9yqXTMvVYRYaHh/ONbJGpmSWpObSzhVsDb616XCYetvejyua9Mvt5zfq5yNrCMdk+0vjZ6PNzX9o/l+vOZTn24+g7DkvV9p4BcGkMqH0+K3s359T+yHY5Xm3SZneuytwz41LJ+eyxhRYHczercvzn3feXfnGpxlLurMn5fcn2P3zJ8h6gS672+9rnp2VntJ94YlZWLO8BeslWB26GerVT3rsptTMdHtkk4z8ZT2xK73Qrm/fL+X9avgsD4crAW7t0WDZFfeThCZlSs7bK1ISMVsL+U5mQ2a/sn1+ZmYjDSdPPr9o/36gm1UNm3ybUZ5ltpg7aJw+G2/zgpGyJD642yeGq5UzJnRWZfTIaGyqy5en9cnxmTman98tkfJBQkYmZlcbPKrWqHI4OuCqjMjGlzsrMyYkjU8aBXfCzLw0+2LtSYym1JTn9VHpsJtSjl1zs92t/2i/j0f5AIdSjD2x14F6oT+2UgyD182Myn7dMYm1J5l/crkNXZVLmOc3rDCcG3rV5mQwH2k2HFhrP5txcSALcU3ONy2BWZ2Wi3g8rsv3lauPnvwpeD7+/8tz5tk63rv1xUvdXdWBa/25CfcqtIFQ/rLfppr1zcjW7zc3QvfW0XDVfC1x+OTxgCg60TmRn1O8EB1Qvh+NFEMyPLRqv1a3J/GQ49vx4qnGSwJxscGC8caLGTP88L/ujA6dKhZl6FMKtfl+TpTd3hn096PNRsCfUow9sdeBYqF+X6pFoFrMi40csQcxm9bJUv3TjlDg0Fwbeq29u0X3p4WNyOacf1eb3hv1tQmYzIe7yy6P6ta0nGsNlKP4ZlTbCeXQQoGb2F06HBwyEelMtOOjR2zMI1TX7e9bPT4U70Uybrc3Jzvq/D+fPxH+7IrNP6Pc0HMh9dkxG658fDYJozvUSxkHH6IuX7e/pExdqLPblbLz0oH7WtBr1b0I9esuZfn+nJgtHomVmFdn55pLMH9J9nlCPfrDVgVuh/svTsiXcEVQm5525gBCdG/zAW5P5Sd2XNr22ZHk9FM/GZ8PHipx+XP17RSb/2GQN9qXDehBvFc7jdfQVmXg7CJzxzyXUmxb26bbY9HKTwBxvu/SyJ7VUqt4W6gCryWRA6qDA+Hz1UDjL3GKHnDqQa2fSoSCDrzFtffG4bInOWD15QpbUwVhuXQEb40a/X5P5p6MVBZtk6k96H1El1KOPbHXgVKiPZ0aHt8jpTi8+bGa1KrMvTsr2eE3+dpl8bV6u3rS8V615flOt4T0u58Mdfm15Xo4/vT1ez7/96WMy1+piuTsrUp05JpM/j36m+txxmV/u/IzC1T/qNcWzi+Hsofp7Du6Mv3d855Sc+ChvZnIw3Bh4A7da3KHmq9Oyvd7nRi3LMQLrLT6/sF/3WXU2wPZ6XbKOftOhqtTUvxHq87Xa5nGbTcp8XMPJQdzwvoX0+7NunZep+ueHgwO2qB6Dg65wBn77mRa1tHwiXDqV02f6xJkaU0smnxqV8X3nZS06yCHUoyCu9Ht17c/4wzvltJEFCPXoJ1sdOBTqr8qJn/S6IGpy+bVoDa1SkU0/2ZT8f2Vc9odH2Ink9PzU/Ipxei2rIjv/n33nX/vseOpuKZVN47Ip/v9KeufXhmigGH99Sa7OROv3soLvfbHqzG20XBl4W4mXewxPyflb9vfkq8n5KT1b02wpxsrb4cW2Pw4CfLSkhFDftauvhzPlqeUzVTlc357Nlt5EkhqvHKnqf+sohBo/6+0Wd9IpkNM1RqhHQVzu94R69JOtDtwJ9TfnZTLcCYw2O/XegfjOJZXtcvijleQe0+qe4/PR1epb5MSy+Tljh18JAlsQ/PfOXJaVMPCtf1WV49GFvGrdbzYIxhdPVmT7kQVZWU9eW/9qPr6QbMvrV9OfayIeKOoXnwXf++KCXK2Fs5lrSzL3XHQdQo/PcGyAywNvwmjrNi90jamLtI/oA8bK48fkcs7676Q/ZPoZob5z6ytSfXOvvjPOj/fKvHnHon92FiKjZT7Dk/P6zEn1cHiwnF6SYxctzerdWNUNp2uMUI+CuNzvCfXoJ1sduBPqjZ1A65m2NsQXzY3K/gX7kpdoDW460CVBz3oHDMW4IC85fa+sydxT+t9H9y3osJAV/Z22A4IcSai33NFDUeu1o4v3BhgyTC4PvJF4Br3tW1IG7fvMuIzH97xXz0io5p91URdVRuvos32aUN+2y9PBNo9vYTsqEy/PBwe1mfd1GCIbdr7xtRHthfp4jDgUzvQPgNM1RqhHQVzu94R69JOtDvwM9XfWpXaz1sgIyfHFbJbb3sXitbVmwG5nh50zUxdf6Ntsxnxdzk/pz079qcXa4VA7A0XDzOOAuTzwKrXPT8RnVOoXrlre08joGyF17/pj1usZknX01ou+CfVti/t/xPbAOUK9Wwj1KIjL/Z5Qj36y1YGfoT7eAWfEO1jjormnToSP47c5Ec64mzvy9kK97T3J+uydcsL687QT4Wx+u2ck2hkoXBtMXB54zSVSE2faXwZlWl81npFgmYmPl36Z6+hNhPqOrdeu1pffRA95iS86Vgj1biHUoyAu93tCPfrJVgfuhPo7C7I/3AnEF6/lWTsv+427ysQXocY72MYZ1eZ6E+rjW+q1iVA/AOY1Dy9f3vBZjdqfotsj7pS56GFE8c9o8uRRQn33lk+EZ8RG5dhn4b8Zd7RpfQYsOVs2PBUuvYvvaDOeucbGJrmof7yDa2N6zdkaUwj1KIjL/Z5Qj36y1YE7od6cXW96e8BGcSFZQv32N5bsS3VSzBDQg1D/+AlZsv6ctPjC3RYI9T1iBPrx4MCxJ8uU7iQHo1GYTG7N2qEBt52rO8pGyfK3JFQn15W0DtpJKI+XzxkX6rc8KLDeErP/nKyxCKEeBXG53xPq0U+2OnAo1H8ra2d36oIIQtfU+fbWmyuNoT45QGg569+g+1CfPA2zt7OvhPoeiAN9ZtlGE+tfXZZqy+cKNN5Kcf2j/TIa/qxOVLJPOO0zJ9prbUmqi63OYNnqz5h9b3VdSXyhe8UInJagnyd+8mw7S3WK41yNmQj1KIjL/Z5Qj36y1YFToT556mYgby2yRWOoV/eyHtf/9pMT+RfKWnUf6js7hd8+Qv0GBYE+eoR924H+/JTenuouRc36YUfLPgwsv2lkXGjevH7sy1+SJ8UaS6Es4jNqmTtQxRfXqzOFuWfR1oNaC8/ENLsIvw+cqrEsQj0K4nK/J9Sjn2x14FaoD6intNXvQx1Q9/+uWp/6mmYL9UlAyL+lpd0GQn0QNk5v1f+ee0vLLhDqNyAV6IM2aXPJU/12lOFyjmYHAvGDkFoEyQaEeoukripPBv04p62S6xiMNfWKeWvXvPqrLcj+qF2zM/LGrWon8p4q+9XpsN0qMvnHwT14SnGmxmwI9SiIy/2eUI9+stWBc6FeWflj+IAZpTIuk6/Ny9JqZhb0zrqsfbEgsweNJ8amAva6VI+ED2XKub/7yqXTsndz9s4lGwn138p6NTooCb739cxt95TVqpx+ZrxpaMki1HfJDPT75mVlzX5tQyR7jUN8H/ugLesPEjNfv7MiC/HdbywBsRVCvVVSP8E23TsrS+ZB/Z2aLM0kd7+x3So0mRRobDPz4W95ZwLjuxYNb5K9mdtmri2ejvtTJ/VbFCdqLA+hHgVxud8T6tFPtjpwMtQrtc9n64G7XiBtqGzeK7PZ4B4Er9mnku+oPGy5Y47a+afugrKxUK+svL0zOdCojMY/M3mATvC7NHsKaQahvgu3FmR/3Mbtabz+IrnXvFaR0c1BO24eTdo3sGlvcMDQacAj1OdKgrVW2aTqZ1P635rUT/rzFdmkai9+YFhgZKfMmk+jTcm0eVi/yXgR/OzN9gOCfht4jZk+O56Mc4pRI7r9IntlzvZAP6BN7vT78GGERr+Pxwlzv69MdzjpA7TBVgfOhvq6O+uycmlW9u9M79BjQeFsefqYzF5qcmGdmt07u18mzJ16/NnjMt9wIeTGQ71S+3xO9j+ZDn/1ULh1Uo7PX21/GUiAUN8FY6awbTltufLRMdlpHJBFKo8FbWl98FQbCPVNqYP6qa3Z+gm2+cMTsv+s5QxYhrX+gpqfODiXnv3PsfLRcZl8LNPmI1tk8rXMGZsBGniNmfKeHdJgsBcXw3/u9HsjB7SSmyWA7tnqwO1Qn7FeM5ZL1Dq4KDGyvoHPdst4+m27t7D8LnBn4O2hqP8o65bXPedke5lPjzYuam1b/Pkua34QY0abvpM1BrRAvwc0Wx14FerhDwZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1QGhHoVg4PUP7eUXagxlRL8HNFsdEOpRCAZe/9BefqHGUEb0e0Cz1UEq1AMAAABwnxnolTjUAwAAAPAToR4AAADwHKEeAAAA8ByhHgAAAPDat/L/AYde56P9YAO8AAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "id": "83e72347", "metadata": {}, "source": [ "![1672710347907.png](attachment:1672710347907.png)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1d88ea78", "metadata": {}, "source": [ "More information of GEF file is in the [format documentation](https://www.processon.com/view/link/610cc49c7d9c087bbd1ab7ab#map). Usually, we recommend using GEF format of which reading speed is much faster than GEM." ] }, { "cell_type": "markdown", "id": "fd397af6", "metadata": {}, "source": [ "#### Bin size" ] }, { "cell_type": "markdown", "id": "c65591b9", "metadata": {}, "source": [ "The resolution of Stereo-seq technology is up to nanometer level, where nanopore radius of bin1 is 250 nm.\n", "\n", "Generally, `bin_size` parameter is set to combine the nanopores within a certain range into a `bin unit`. For instance, the side length of the bin unit is approximately 10 or 14 microns when `bin_size` is set to 20, according to different center-to-center distances, like 500 nm or 715 nm." ] }, { "attachments": { "spot_size.jpg": { "image/jpeg": "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" } }, "cell_type": "markdown", "id": "4b5c90c3", "metadata": {}, "source": [ "![spotSize1.jpg](attachment:spot_size.jpg)" ] }, { "attachments": { "1406dd4c5341d368fb5ed9dda0498d9.jpg": { "image/jpeg": "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" } }, "cell_type": "markdown", "id": "d8370ccd", "metadata": {}, "source": [ "![spotSize2.jpg](attachment:1406dd4c5341d368fb5ed9dda0498d9.jpg)" ] }, { "cell_type": "markdown", "id": "84c0e09f", "metadata": {}, "source": [ "After the combination according to a certain **bin_size**, we will uniformly generate data into the format of StereoExpData." ] }, { "cell_type": "markdown", "id": "52b05e91", "metadata": {}, "source": [ "#### Performance" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8e7b0732", "metadata": {}, "source": [ "At the end of this part, we display the running [performance](https://stereopy.readthedocs.io/en/latest/Tutorials/Performance.html) of different bin_sizes to those who are handling mass data and more concerned about computational performance. Welcome to come back here after having finished this example. Also, similar performing tests come up elsewhere in Stereopy. " ] }, { "cell_type": "markdown", "id": "9c42cf0e", "metadata": {}, "source": [ "## Reading data" ] }, { "attachments": {}, "cell_type": "markdown", "id": "9906c76e", "metadata": {}, "source": [ "Firstly, download our [example data](http://116.6.21.110:8090/share/3ca60300-e8bd-4d67-8b68-14267e428523) and import Stereopy." ] }, { "cell_type": "code", "execution_count": 1, "id": "78f7e48f", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:28:42.537693Z", "start_time": "2023-02-22T09:28:17.589847Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:19:33.316227Z", "iopub.status.busy": "2024-01-17T02:19:33.315404Z", "iopub.status.idle": "2024-01-17T02:19:46.144438Z", "shell.execute_reply": "2024-01-17T02:19:46.143218Z", "shell.execute_reply.started": "2024-01-17T02:19:33.316157Z" } }, "outputs": [ { "data": { "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n var js_modules = [];\n var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import stereo as st\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "94aa8b16", "metadata": {}, "source": [ "Get the version information of Stereopy." ] }, { "cell_type": "code", "execution_count": 2, "id": "3d1e47c5", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:19:46.147312Z", "iopub.status.busy": "2024-01-17T02:19:46.146573Z", "iopub.status.idle": "2024-01-17T02:19:46.158165Z", "shell.execute_reply": "2024-01-17T02:19:46.157223Z", "shell.execute_reply.started": "2024-01-17T02:19:46.147284Z" } }, "outputs": [ { "data": { "text/plain": [ "'1.1.0'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "st.__version__" ] }, { "cell_type": "markdown", "id": "75113920", "metadata": {}, "source": [ "Get attributes of the GEF file." ] }, { "cell_type": "code", "execution_count": 3, "id": "3129f9b1", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:28:42.678117Z", "start_time": "2023-02-22T09:28:42.540136Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:19:46.158953Z", "iopub.status.busy": "2024-01-17T02:19:46.158784Z", "iopub.status.idle": "2024-01-17T02:19:46.184910Z", "shell.execute_reply": "2024-01-17T02:19:46.183531Z", "shell.execute_reply.started": "2024-01-17T02:19:46.158938Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1317][INFO]: This is GEF file which contains traditional bin infomation.\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1318][INFO]: bin_type: bins\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1321][INFO]: Bin size list: ['bin1']\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1327][INFO]: Resolution: 500\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1330][INFO]: Gene count: 24302\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1339][INFO]: offsetX: 0\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1342][INFO]: offsetY: 0\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1345][INFO]: Width: 26458\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1348][INFO]: Height: 26458\n", "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1351][INFO]: Max Exp: 23\n" ] }, { "data": { "text/plain": [ "{'bin_list': ['bin1'],\n", " 'resolution': 500,\n", " 'gene_count': 24302,\n", " 'offsetX': 0,\n", " 'offsetY': 0,\n", " 'width': 26458,\n", " 'height': 26458,\n", " 'maxExp': 23}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_path = '../data/SS200000135TL_D1.tissue.gef'\n", "st.io.read_gef_info(data_path)" ] }, { "cell_type": "markdown", "id": "b2bb60e4", "metadata": {}, "source": [ "Load data to generate a StereoExpData object." ] }, { "cell_type": "code", "execution_count": 4, "id": "809cfb0b", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:28:52.953784Z", "start_time": "2023-02-22T09:28:42.682388Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:19:46.187898Z", "iopub.status.busy": "2024-01-17T02:19:46.187357Z", "iopub.status.idle": "2024-01-17T02:20:01.451051Z", "shell.execute_reply": "2024-01-17T02:20:01.449954Z", "shell.execute_reply.started": "2024-01-17T02:19:46.187858Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:19:46][Stereo][3643][MainThread][140100178437952][reader][1070][INFO]: read_gef begin ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "path:../data/SS200000135TL_D1.tissue.gef bin:50\n", " generateBinInfo - 22.520000 cpu sec\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:01][Stereo][3643][MainThread][140100178437952][reader][1241][INFO]: the matrix has 35998 cells, and 24302 genes.\n", "[2024-01-17 10:20:01][Stereo][3643][MainThread][140100178437952][reader][1242][INFO]: read_gef end.\n" ] }, { "data": { "text/plain": [ "StereoExpData object with n_cells X n_genes = 35998 X 24302\n", "bin_type: bins\n", "bin_size: 50\n", "offset_x = 0\n", "offset_y = 0\n", "cells: ['cell_name']\n", "genes: ['gene_name']\n", "result: []" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = st.io.read_gef(file_path=data_path, bin_size=50)\n", "\n", "# simply type the varibale to get related information\n", "data" ] }, { "cell_type": "markdown", "id": "3d188028", "metadata": {}, "source": [ "## Preprocessing" ] }, { "cell_type": "markdown", "id": "2675750b", "metadata": {}, "source": [ "Data preprocessing includes three modules: quality control, filtering and normalization." ] }, { "cell_type": "markdown", "id": "65372930", "metadata": {}, "source": [ "#### Quality Control" ] }, { "cell_type": "markdown", "id": "1872a0de", "metadata": {}, "source": [ "This module calculates the quality distribution of original data, using three indicators:\n", "\n", " total_counts - the total counts per cell;\n", "\n", " n_genes_by_counts - the number of genes expressed in count maxtrix;\n", "\n", " pct_countss_mt - the percentage of counts in mitochondrial genes." ] }, { "cell_type": "code", "execution_count": 5, "id": "c2ce2579", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:28:53.359448Z", "start_time": "2023-02-22T09:28:52.960647Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:01.452302Z", "iopub.status.busy": "2024-01-17T02:20:01.452098Z", "iopub.status.idle": "2024-01-17T02:20:01.999678Z", "shell.execute_reply": "2024-01-17T02:20:01.998465Z", "shell.execute_reply.started": "2024-01-17T02:20:01.452286Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:01][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run cal_qc...\n", "[2024-01-17 10:20:01][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: cal_qc end, consume time 0.4553s.\n" ] } ], "source": [ "data.tl.cal_qc()" ] }, { "cell_type": "markdown", "id": "b60583c2", "metadata": {}, "source": [ "Show the violin figure of QC distribution." ] }, { "cell_type": "code", "execution_count": 6, "id": "7006a270", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:29.948802Z", "start_time": "2023-02-22T09:28:53.362303Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:02.086922Z", "iopub.status.busy": "2024-01-17T02:20:02.086732Z", "iopub.status.idle": "2024-01-17T02:20:02.788715Z", "shell.execute_reply": "2024-01-17T02:20:02.788045Z", "shell.execute_reply.started": "2024-01-17T02:20:02.086901Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.violin()" ] }, { "cell_type": "markdown", "id": "171e195b", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "Just input your file name and click the download button to save visualization result, or set parameter in plot functions.\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "e1d7af2a", "metadata": {}, "source": [ "Show the spatial scatter figure of QC distribution." ] }, { "cell_type": "code", "execution_count": 7, "id": "aef8849f", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:31.403910Z", "start_time": "2023-02-22T09:29:29.951485Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:02.789738Z", "iopub.status.busy": "2024-01-17T02:20:02.789549Z", "iopub.status.idle": "2024-01-17T02:20:04.758913Z", "shell.execute_reply": "2024-01-17T02:20:04.757815Z", "shell.execute_reply.started": "2024-01-17T02:20:02.789723Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 7, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1002" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.spatial_scatter()" ] }, { "cell_type": "markdown", "id": "2fc4fb6d", "metadata": {}, "source": [ "#### Filtering " ] }, { "cell_type": "markdown", "id": "de1bb5d9", "metadata": {}, "source": [ "Three basic methods are provided to filter data maxtrix:\n", "\n", "`data.tl.filter_cells`,\n", "`data.tl.filter_genes`,\n", "`data.tl.filter_coordinates`.\n", "\n", "Literally, you could filter data on three optional levels: cell, gene and coordinate where a `bin unit` could be treated as a made-up cell provisionally." ] }, { "cell_type": "markdown", "id": "5628ec85", "metadata": {}, "source": [ "We filter `bin units` (**bin_size** is set to 50 at the beginning of our example) based on quality control indicators which have been calculated in QC part. Beforehand, observe the distribution of cells according to scatter plots." ] }, { "cell_type": "code", "execution_count": 8, "id": "e4f4ce0a", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:32.974331Z", "start_time": "2023-02-22T09:29:31.406768Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:04.760457Z", "iopub.status.busy": "2024-01-17T02:20:04.760209Z", "iopub.status.idle": "2024-01-17T02:20:05.718609Z", "shell.execute_reply": "2024-01-17T02:20:05.717228Z", "shell.execute_reply.started": "2024-01-17T02:20:04.760435Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 8, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1013" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.genes_count()" ] }, { "cell_type": "markdown", "id": "ab6cbf6a", "metadata": {}, "source": [ "Remove cells that have too many mitochondrial genes expressed, as well as cells without enough counts and genes expressed." ] }, { "cell_type": "code", "execution_count": 9, "id": "a1e4bce7", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:33.122225Z", "start_time": "2023-02-22T09:29:32.978155Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:05.721429Z", "iopub.status.busy": "2024-01-17T02:20:05.721233Z", "iopub.status.idle": "2024-01-17T02:20:06.172935Z", "shell.execute_reply": "2024-01-17T02:20:06.171765Z", "shell.execute_reply.started": "2024-01-17T02:20:05.721412Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:05][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run filter_cells...\n", "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: filter_cells end, consume time 0.4412s.\n" ] }, { "data": { "text/plain": [ "StereoExpData object with n_cells X n_genes = 35738 X 24302\n", "bin_type: bins\n", "bin_size: 50\n", "offset_x = 0\n", "offset_y = 0\n", "cells: ['cell_name', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt']\n", "genes: ['gene_name', 'n_cells', 'n_counts', 'mean_umi']\n", "result: []" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tl.filter_cells(\n", " min_counts=20, \n", " min_genes=3, \n", " pct_counts_mt=5, \n", " inplace=True\n", " )\n", "data" ] }, { "cell_type": "markdown", "id": "0d371fab", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "We strongly suggest to use `self.raw` to record the raw gene expression matrix which has been gone through basic processing, as an essential data set for subsequent differential testing and multiple analysis.\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "aa12850c", "metadata": {}, "source": [ "So in order to save the data and recall it conveniently, you can save the raw expression matrix by `data.tl.raw_checkpoint()`. " ] }, { "cell_type": "code", "execution_count": 10, "id": "386fa790", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:33.179397Z", "start_time": "2023-02-22T09:29:33.124432Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:06.174007Z", "iopub.status.busy": "2024-01-17T02:20:06.173825Z", "iopub.status.idle": "2024-01-17T02:20:06.244061Z", "shell.execute_reply": "2024-01-17T02:20:06.242985Z", "shell.execute_reply.started": "2024-01-17T02:20:06.173991Z" }, "tags": [] }, "outputs": [], "source": [ "data.tl.raw_checkpoint()" ] }, { "cell_type": "code", "execution_count": 11, "id": "003f9bff", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:33.189690Z", "start_time": "2023-02-22T09:29:33.183865Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:06.245109Z", "iopub.status.busy": "2024-01-17T02:20:06.244938Z", "iopub.status.idle": "2024-01-17T02:20:06.251277Z", "shell.execute_reply": "2024-01-17T02:20:06.250274Z", "shell.execute_reply.started": "2024-01-17T02:20:06.245094Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "StereoExpData object with n_cells X n_genes = 35738 X 24302\n", "bin_type: bins\n", "bin_size: 50\n", "offset_x = 0\n", "offset_y = 0\n", "cells: ['cell_name', 'total_counts', 'n_genes_by_counts', 'pct_counts_mt']\n", "genes: ['gene_name', 'n_cells', 'n_counts', 'mean_umi']\n", "result: []" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tl.raw" ] }, { "cell_type": "markdown", "id": "a6d13ae8", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "When you want to get raw data, just run `data.tl.reset_raw_data()`.\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "48f6416e", "metadata": {}, "source": [ "#### Normalization" ] }, { "cell_type": "markdown", "id": "2ab4eb17", "metadata": {}, "source": [ "In this module, you can choose from following common methods of standardization:\n", "\n", "- [normalize_total](https://www.nature.com/articles/nbt.3192)\n", "- [log1p](https://academic.oup.com/bioinformatics/article/37/15/2223/6155989)\n", "- scale\n", "- [scTransform](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-019-1874-1)\n", "- [quantile](https://github.com/panjie-payne/test-sphinx/blob/master/docs/source/_static/quantile.pdf)\n", " " ] }, { "cell_type": "markdown", "id": "1402278a", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "If the parameter `inplace` is set to `True` by default, expression matrix data will be replaced by the corresponding result (here replaced by the normalized result), otherwise unchanged.\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "23cf266d", "metadata": {}, "source": [ "Run a combination method of `normalize_total` and `log1p` to normalize gene expression matrix as below:" ] }, { "cell_type": "code", "execution_count": 12, "id": "abbb010a", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:33.488227Z", "start_time": "2023-02-22T09:29:33.191803Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:06.252012Z", "iopub.status.busy": "2024-01-17T02:20:06.251850Z", "iopub.status.idle": "2024-01-17T02:20:06.708625Z", "shell.execute_reply": "2024-01-17T02:20:06.707205Z", "shell.execute_reply.started": "2024-01-17T02:20:06.251997Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run normalize_total...\n", "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: normalize_total end, consume time 0.3486s.\n", "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run log1p...\n", "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: log1p end, consume time 0.0977s.\n" ] } ], "source": [ "# inplace is set to True by default\n", "\n", "data.tl.normalize_total(target_sum=10000)\n", "data.tl.log1p()" ] }, { "cell_type": "markdown", "id": "34a9f925", "metadata": {}, "source": [ "If you use `data.tl.sctransform` which includes the function of finding highly variable genes, you do not need to run `data.tl.highly_variable_genes`. In the subsequent `data.tl.pca` method, the parameter `use_highly_genes` has to be set as `False`. In brief, whether to use highly variable genes to run PCA depends on `filter_hvgs` in the normalization of scTransform. Learn more about [scTransform](https://github.com/STOmics/stereopy/blob/main/docs/source/Tutorials/sctransform.ipynb)." ] }, { "cell_type": "markdown", "id": "2ba89ce0", "metadata": {}, "source": [ "#### Highly variable genes" ] }, { "cell_type": "markdown", "id": "965cc1fa", "metadata": {}, "source": [ "Identify highly variable genes in cells." ] }, { "cell_type": "code", "execution_count": 13, "id": "c2a69b16", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:34.217472Z", "start_time": "2023-02-22T09:29:33.490143Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:06.709721Z", "iopub.status.busy": "2024-01-17T02:20:06.709522Z", "iopub.status.idle": "2024-01-17T02:20:07.461025Z", "shell.execute_reply": "2024-01-17T02:20:07.459596Z", "shell.execute_reply.started": "2024-01-17T02:20:06.709704Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:06][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run highly_variable_genes...\n", "[2024-01-17 10:20:07][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: highly_variable_genes end, consume time 0.7429s.\n" ] } ], "source": [ "data.tl.highly_variable_genes(\n", " min_mean=0.0125,\n", " max_mean=3,\n", " min_disp=0.5,\n", " n_top_genes=2000, \n", " res_key='highly_variable_genes'\n", " ) " ] }, { "cell_type": "markdown", "id": "785778eb", "metadata": {}, "source": [ "If `data.tl.scale(zero_center=False)` is used, sparse matrix will be used for calculation, which can greatly reduce the memory required for running." ] }, { "cell_type": "code", "execution_count": 14, "id": "a7321fb2", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:29:36.011680Z", "start_time": "2023-02-22T09:29:34.219745Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:07.462187Z", "iopub.status.busy": "2024-01-17T02:20:07.461991Z", "iopub.status.idle": "2024-01-17T02:20:09.577577Z", "shell.execute_reply": "2024-01-17T02:20:09.576012Z", "shell.execute_reply.started": "2024-01-17T02:20:07.462170Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 14, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1023" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# remember to choose a res_key when plot\n", "\n", "data.plt.highly_variable_genes(res_key='highly_variable_genes')" ] }, { "cell_type": "markdown", "id": "7536f3de", "metadata": {}, "source": [ "Scale each gene to unit variance. Clip values exceeding standard deviation 10. If `data.tl.scale(zero_center=False)` is used, sparse matrix will be used for calculation, which can greatly reduce the memory required for running." ] }, { "cell_type": "code", "execution_count": 15, "id": "40ed653c-6e77-485a-800b-c0464dc7f9b6", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:20:09.579441Z", "iopub.status.busy": "2024-01-17T02:20:09.579164Z", "iopub.status.idle": "2024-01-17T02:20:17.948360Z", "shell.execute_reply": "2024-01-17T02:20:17.947152Z", "shell.execute_reply.started": "2024-01-17T02:20:09.579417Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:09][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run scale...\n", "[2024-01-17 10:20:17][Stereo][3643][MainThread][140100178437952][scale][53][INFO]: Truncate at max_value 10\n", "[2024-01-17 10:20:17][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: scale end, consume time 8.3585s.\n" ] } ], "source": [ "data.tl.scale(max_value=10, zero_center=True)" ] }, { "cell_type": "markdown", "id": "382ca45f", "metadata": {}, "source": [ "## Embedding" ] }, { "cell_type": "markdown", "id": "e075f4f8", "metadata": {}, "source": [ "#### PCA (Principal component analysis)" ] }, { "cell_type": "markdown", "id": "a4ee6950", "metadata": {}, "source": [ "As a statistical technique for reducing dimensionality of a data set, PCA finds the max axes of greatest variation, which preserve as much information as possible. Notice that if set parameter `use_highly_genes` to `True`, only highly variable genes are used to run." ] }, { "cell_type": "code", "execution_count": 16, "id": "a95be8b3", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:30:09.506572Z", "start_time": "2023-02-22T09:29:48.803869Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:17.949709Z", "iopub.status.busy": "2024-01-17T02:20:17.949491Z", "iopub.status.idle": "2024-01-17T02:20:32.763515Z", "shell.execute_reply": "2024-01-17T02:20:32.761936Z", "shell.execute_reply.started": "2024-01-17T02:20:17.949691Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:17][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run pca...\n", "[2024-01-17 10:20:32][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: pca end, consume time 14.8000s.\n" ] } ], "source": [ "data.tl.pca(\n", " use_highly_genes=False, \n", " n_pcs=30, \n", " res_key='pca'\n", " )" ] }, { "cell_type": "markdown", "id": "93c943f6", "metadata": {}, "source": [ "When the parameter `res_key` arises, the corresponding result will be **stored automatically**, simply check:" ] }, { "cell_type": "code", "execution_count": 17, "id": "31f8d222", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:30:09.515835Z", "start_time": "2023-02-22T09:30:09.509708Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:32.766588Z", "iopub.status.busy": "2024-01-17T02:20:32.764846Z", "iopub.status.idle": "2024-01-17T02:20:32.775414Z", "shell.execute_reply": "2024-01-17T02:20:32.774395Z", "shell.execute_reply.started": "2024-01-17T02:20:32.766558Z" } }, "outputs": [ { "data": { "text/plain": [ "{'hvg': ['highly_variable_genes'],\n", " 'pca': ['pca'],\n", " 'neighbors': [],\n", " 'umap': [],\n", " 'cluster': [],\n", " 'marker_genes': []}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tl.key_record" ] }, { "cell_type": "markdown", "id": "bf08bb85-bb1d-42d8-8ac8-61b7bfcc1e9f", "metadata": {}, "source": [ "We can plot the elbow to help us to determine how to choose PCs to be used." ] }, { "cell_type": "code", "execution_count": 18, "id": "1a0be4b5-eb8a-4352-bf74-41f5ec276462", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:20:32.776390Z", "iopub.status.busy": "2024-01-17T02:20:32.776218Z", "iopub.status.idle": "2024-01-17T02:20:33.055605Z", "shell.execute_reply": "2024-01-17T02:20:33.054549Z", "shell.execute_reply.started": "2024-01-17T02:20:32.776374Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:32][Stereo][3643][MainThread][140100178437952][plot_collection][84][INFO]: register plot_func elbow to \n" ] }, { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 18, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1033" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.elbow(pca_res_key='pca')" ] }, { "cell_type": "markdown", "id": "5cdee4bf", "metadata": {}, "source": [ "#### Neighborhood graph " ] }, { "cell_type": "markdown", "id": "d41ee56d", "metadata": {}, "source": [ "After PCA, we compute the neighborhood graph of cells using the PCA representation of the expression matrix." ] }, { "cell_type": "code", "execution_count": 19, "id": "4042bafd", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:31:32.024813Z", "start_time": "2023-02-22T09:30:09.518988Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:20:33.056390Z", "iopub.status.busy": "2024-01-17T02:20:33.056199Z", "iopub.status.idle": "2024-01-17T02:21:01.214892Z", "shell.execute_reply": "2024-01-17T02:21:01.214045Z", "shell.execute_reply.started": "2024-01-17T02:20:33.056374Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:20:33][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run neighbors...\n", "[2024-01-17 10:20:53][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: neighbors end, consume time 20.3813s.\n", "[2024-01-17 10:20:53][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run spatial_neighbors...\n", "[2024-01-17 10:20:57][Stereo][3643][MainThread][140100178437952][reader][821][INFO]: Adding sample in adata.obs['orig.ident'].\n", "[2024-01-17 10:20:57][Stereo][3643][MainThread][140100178437952][reader][824][INFO]: Adding data.position as adata.obsm['spatial'] .\n", "[2024-01-17 10:20:57][Stereo][3643][MainThread][140100178437952][reader][829][INFO]: Adding data.position as adata.obs['x'] and adata.obs['y'] .\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][859][INFO]: Adding data.tl.result['highly_variable_genes'] into adata.var .\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][881][INFO]: Adding data.tl.result['pca'] into adata.obsm['X_pca'] .\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][889][INFO]: Adding data.tl.result['neighbors']['connectivities'] into adata.obsp['connectivities'] .\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][890][INFO]: Adding data.tl.result['neighbors']['nn_dist'] into adata.obsp['distances'] .\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][893][INFO]: Adding info into adata.uns['neighbors'].\n", "[2024-01-17 10:20:58][Stereo][3643][MainThread][140100178437952][reader][942][INFO]: Adding data.tl.raw.exp_matrix as adata.raw .\n", "[2024-01-17 10:21:00][Stereo][3643][MainThread][140100178437952][reader][964][INFO]: Finished conversion to anndata.\n", "[2024-01-17 10:21:01][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: spatial_neighbors end, consume time 7.7638s.\n" ] } ], "source": [ "data.tl.neighbors(\n", " pca_res_key='pca', \n", " n_pcs=30, \n", " res_key='neighbors'\n", " )\n", "\n", "# compute spatial neighbors \n", "data.tl.spatial_neighbors(\n", " neighbors_res_key='neighbors',\n", " res_key='spatial_neighbors'\n", " )" ] }, { "cell_type": "markdown", "id": "370d50a8", "metadata": {}, "source": [ "In addition, we also provide `data.tl.spatial_neighbors` to compute a spatial neighbors graph." ] }, { "cell_type": "markdown", "id": "a7c4f91b", "metadata": {}, "source": [ "#### UMAP" ] }, { "cell_type": "markdown", "id": "4af3a409", "metadata": {}, "source": [ "It's strongly to suggest embedding the graph in two dimensions using UMAP." ] }, { "cell_type": "code", "execution_count": 20, "id": "4b5a0ef2", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:31:52.817035Z", "start_time": "2023-02-22T09:31:32.028285Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:21:01.216874Z", "iopub.status.busy": "2024-01-17T02:21:01.216014Z", "iopub.status.idle": "2024-01-17T02:21:28.396535Z", "shell.execute_reply": "2024-01-17T02:21:28.395246Z", "shell.execute_reply.started": "2024-01-17T02:21:01.216849Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:21:01][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run umap...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\tcompleted 0 / 200 epochs\n", "\tcompleted 20 / 200 epochs\n", "\tcompleted 40 / 200 epochs\n", "\tcompleted 60 / 200 epochs\n", "\tcompleted 80 / 200 epochs\n", "\tcompleted 100 / 200 epochs\n", "\tcompleted 120 / 200 epochs\n", "\tcompleted 140 / 200 epochs\n", "\tcompleted 160 / 200 epochs\n", "\tcompleted 180 / 200 epochs\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:21:28][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: umap end, consume time 27.1704s.\n" ] } ], "source": [ "data.tl.umap(pca_res_key='pca', neighbors_res_key='neighbors', res_key='umap')" ] }, { "cell_type": "markdown", "id": "01ee9dd5", "metadata": {}, "source": [ "Plot the umap result of two genes: **Atpif1** and **Tmsb4x**. " ] }, { "cell_type": "code", "execution_count": 21, "id": "a0fa8174", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:31:58.529487Z", "start_time": "2023-02-22T09:31:52.820408Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:21:28.398350Z", "iopub.status.busy": "2024-01-17T02:21:28.398107Z", "iopub.status.idle": "2024-01-17T02:22:04.729734Z", "shell.execute_reply": "2024-01-17T02:22:04.728180Z", "shell.execute_reply.started": "2024-01-17T02:21:28.398328Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 21, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1043" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.umap(gene_names=['Atpif1', 'Tmsb4x'], res_key='umap')" ] }, { "cell_type": "markdown", "id": "3010ad9c", "metadata": {}, "source": [ "## Clustering" ] }, { "cell_type": "markdown", "id": "6083e110", "metadata": {}, "source": [ "Currently we provide three common clustering methods, including **Leiden**, **Louvain** and **Phenograph**." ] }, { "cell_type": "markdown", "id": "81802f08", "metadata": {}, "source": [ "In this tool, you can re-run the normalization method before clustering if the parameter `normalize_method` is not None. Then by default, we perform PCA to reduce the dimensionalites of the new normalization result, and use top 30 pcs to run clustering. " ] }, { "cell_type": "markdown", "id": "52d42224", "metadata": {}, "source": [ "At this stage, we strongly recommend using leiden. " ] }, { "cell_type": "markdown", "id": "5ea03dfd", "metadata": {}, "source": [ "#### Leiden " ] }, { "cell_type": "markdown", "id": "6ca50967", "metadata": {}, "source": [ "Simply run:" ] }, { "cell_type": "code", "execution_count": 22, "id": "1a3c0336", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:09.224229Z", "start_time": "2023-02-22T09:31:58.531673Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:04.731318Z", "iopub.status.busy": "2024-01-17T02:22:04.731106Z", "iopub.status.idle": "2024-01-17T02:22:27.350028Z", "shell.execute_reply": "2024-01-17T02:22:27.348786Z", "shell.execute_reply.started": "2024-01-17T02:22:04.731299Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:22:04][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run leiden...\n", "[2024-01-17 10:22:27][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: leiden end, consume time 22.6067s.\n" ] } ], "source": [ "data.tl.leiden(neighbors_res_key='neighbors', res_key='leiden')" ] }, { "cell_type": "markdown", "id": "b5dbae84", "metadata": {}, "source": [ "Show the spatial distribution of the Leiden clustering." ] }, { "cell_type": "code", "execution_count": 23, "id": "ed2fc1d6", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:10.033312Z", "start_time": "2023-02-22T09:32:09.226556Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:27.351831Z", "iopub.status.busy": "2024-01-17T02:22:27.351603Z", "iopub.status.idle": "2024-01-17T02:22:28.312420Z", "shell.execute_reply": "2024-01-17T02:22:28.311593Z", "shell.execute_reply.started": "2024-01-17T02:22:27.351810Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 23, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1053" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='leiden')" ] }, { "cell_type": "markdown", "id": "32bb7a9e-006e-4f2b-843d-b69696b7f7ca", "metadata": {}, "source": [ "You also can just show partial clustering result." ] }, { "cell_type": "code", "execution_count": 24, "id": "f02426b4-0315-42f1-97bc-cb0753d058ca", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:22:28.313429Z", "iopub.status.busy": "2024-01-17T02:22:28.313238Z", "iopub.status.idle": "2024-01-17T02:22:28.852089Z", "shell.execute_reply": "2024-01-17T02:22:28.851353Z", "shell.execute_reply.started": "2024-01-17T02:22:28.313413Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 24, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1063" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='leiden', groups=['1', '2'])" ] }, { "cell_type": "markdown", "id": "837789a1", "metadata": {}, "source": [ "Show the distribution of the UMAP embedding." ] }, { "cell_type": "code", "execution_count": 25, "id": "dac200fb", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:10.864583Z", "start_time": "2023-02-22T09:32:10.036167Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:28.853339Z", "iopub.status.busy": "2024-01-17T02:22:28.853149Z", "iopub.status.idle": "2024-01-17T02:22:29.756807Z", "shell.execute_reply": "2024-01-17T02:22:29.756056Z", "shell.execute_reply.started": "2024-01-17T02:22:28.853323Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 25, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1073" } }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyMAAAKzCAYAAAANwtIyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAADbwklEQVR4nOydeZhVxZ3+38smi01rI1uzCCi0iEoi8HMdWQUJq5qoRA2uOBE06IxJXAGjMdGZaBKXSJIBoxE1RhYhCUHWoGIEJBFRFkG2ZlOgm0XWvr8/LnW7Tt2qc+osd+338zw89D1Vp6puJ5Opl/e7xOLxeByEEEIIIYQQkmFqZfsAhBBCCCGEkJoJxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghhBBCCCEkK1CMEEIIIYQQQrICxQghJK9p164dYrFY8s/48eMjXX/BggWO9WOxGL744gvf60yePDllHUIIIaSmQzFCCCGEEEIIyQoUI4QQQgghhJCsUCfbByCEkFzmwgsvxIYNGxzPWrdunaXTEEIIIYUFxQghhLhQv359tGvXLtvHIIQQQgoShmkRQmoE7733HkaNGoUuXbqguLgY9erVQ8uWLTFw4ED8/ve/x9GjR7Xv+UlgnzVrFvr374+SkhI0atQIXbt2xVNPPYUjR474OmtlZSWeeeYZDBgwAC1btsRJJ52Exo0b45xzzsGYMWPw2WefGd/t1auX46w33XQTAOCNN95A3759UVJSgvr16+Pss8/GT37yExw6dMjX2QghhJAoicXj8Xi2D0EIIUFp164dNm7cmPw8btw4R0WtyspK3HbbbfjTn/7kus7ZZ5+NqVOnolOnTo7nCxYsQO/evR3PNmzYkOKW/OhHP8KTTz6pXbt79+64/vrrcc899zie6/7nd+bMmbjpppvw1VdfGc9aq1YtjB8/Hg8//HDKWK9evbBw4cLk5+uuuw5Hjx7Fn//8Z+1affr0wd///nfUrl3buB8hhBCSLhimRQgpWI4ePYqhQ4c6LucmVq1ahT59+uDDDz9Ey5Ytfe0zefJkoxABgKVLl2LVqlWe6/z1r3/F8OHDcfz4cdd5VVVVeOSRRwBAK0hkXn/9da3oEcybNw+TJ0/Grbfe6nk+QgghJGoYpkUIKViee+45hxCpW7cuxo0bh3/+859YtWoV/vjHP6Jt27bJ8a1bt+JHP/qRrz2OHj2K+++/3/GsTp06eOyxx7B8+XLMnj0bF198MQ4ePOi6ztdff41bb73VIUQuuOACTJ06FZ9++inef/993HbbbY53JkyYgDVr1riuG4/H0axZM7zyyiv45JNP8Nxzz6Fu3bqOOa+++qrNVyWEEEIih84IIaRgefbZZx2ff/rTn+K///u/k587d+6M5s2bo1+/fslnr776Kn71q1/hlFNOsdrjnXfewfbt2x3PHnnkETz44IPJz//xH/+Bdu3aYefOncZ1/vznP2Pbtm3Jz02bNsW8efPQsGHD5LMLL7wQn332GRYvXgwAOH78OCZOnIj/+Z//cT3jH/7wBwwYMABAIhxt1apVeO6555Lj//73vy2+KSGEEBI9dEYIIQXJ1q1b8fnnnzue3XfffSnJ6LIQARIX/Pfee896nw8++CDl2S233OL43KBBA3z3u991XUcNJdu1axcaNWqUcl4hRASLFi1yXbdjx45JISI466yzHJ/37NnjugYhhBCSLihGCCEFydatWwO/KzsUXuzYscPx+aSTTkJpaWnKvPbt27uuE/S8XmctKytLedagQQPHZ68cFUIIISRdUIwQQojC119/bT032wUJvc7apEmTlGesnEUIISRXYM4IIaQg0bkTL774Ivr37+/5ru4Cb6J58+aOz4cPH0Z5eTlatWrleK52cVdRz9u5c2f85S9/8dyfwoIQQkg+Q2eEEFKQtG7dGh06dHA8mzZtGtq2bYt27dpp/zRs2BDLli1DUVGR9T4XXHBByrP/+7//c3z++uuvMWXKFNd1evXq5fj82Wefoby83HjW008/HWvXrjU2aySEEELyAYoRQkjBMnr0aMfnv/71r7j88svx1ltvYeXKlfjss8+wYMEC/PKXv8S3vvUttGnTBr/+9a997dGvX78Ud+TRRx/F448/jhUrVuDvf/87+vXrl5JbonLVVVehRYsWyc/xeByDBg3Co48+infffRdr167FRx99hDfeeAP33HMPOnTogP79+2PTpk2+zksIIYTkEgzTIoQULGPGjMH06dMdFafmzZuHefPmRbZHvXr18Pjjjzt6gBw7dgwPPfQQHnrooeSzOnXq4NixY8Z1GjZsiN/+9reOpod79+7FuHHjMG7cuMjOSwghhOQSdEYIIQVLvXr18Pbbb+Paa6+1fqdNmza+97n11ltx7733Gsc7deqECRMmeK4zePBgTJs2DaeddprVvkVFRdb9UAghhJBchGKEEFLQNG7cGK+99hr++c9/4s4770TXrl1xyimnoHbt2mjUqBHOPPNMDB06FE899RRWrVqFl19+OdA+//u//4u3334bffv2RXFxMRo0aIDOnTvj4YcfxvLly7UJ9ToGDx6M9evX49lnn8WgQYPQqlUr1K9fH3Xr1kXTpk1x4YUXYvTo0XjrrbewY8cOfOMb3wh0XkIIISQXiMWzXZeSEEIIIYQQUiOhM0IIIYQQQgjJChQjhBBCCCGEkKxAMUIIIYQQQgjJChQjhBBCCCGEkKxAMUIIIYQQQgjJCmx66IOqqiqUl5ejqKgIsVgs28chhBBCSAETj8exb98+lJaWolYt/vsxKUwoRnxQXl4eqCEaIYQQQkhQNm/ejNatW2f7GISkBYoRHxQVFQFI/I9C48aNs3waQgghhBQylZWVaNOmTfL+QUghQjHiAxGa1bhxY4oRQgghhGQEhoaTQoYBiIQQQgghhJCsQDFCCCGEEEIIyQoUI4QQQgghhJCsQDFCCCGEEEIIyQoUI4QQQgghhJCsQDFCCCGEEFJDiFdV4eCbf8auq7+N7RdchF1XfxsH3/wz4lVVoddetGgRhgwZgtLSUsRiMUybNi38gTNIPB5HvHID4pvfQXz9jMTflRsQj8dDr+31uxk/fjzOOussNGrUCKeeeir69euHDz74IPS++QDFCCGEEEJIDSBeVYXd/3kn9vxgLI4s+QDHt2zBkSUfYM8PxmLP90eHFiQHDhxA165d8dxzz0V04swRj8eBbe8C25cAX+8Cjh1I/L19CbDt3dCCxOt306lTJzz77LP4+OOPsXjxYrRr1w79+/fHrl27Qu2bD8TiUci9GkJlZSWKi4tRUVHBPiOEEEIISStR3zsOvvln7PnBWOP4qb98Bg2/fXXofYBEb5SpU6di+PDhkayXbuKVGxLCw0SLCxFr3D6SvWx+N+I/+3feeQd9+/aNZN9chc4IIYQQQkgN4MCUKaHGC5qKz8ONR8iRI0cwceJEFBcXo2vXrhnbN1uwAzshhBBCSA3g+Jat7uNbyzN0khzk6MFw4xEwc+ZMXHfddTh48CBatmyJOXPm4LTTTkv7vtmGzgghhBBCSA2gdutW7uOtSjN0khykbsNw4xHQu3dvrFixAu+99x6uuOIKXHPNNdi5c2fa9802FCOEEEIIITWARiNGhBovaIrPCDceAY0aNcKZZ56JCy+8EL///e9Rp04d/P73v0/7vtmGYoQQQgghpAbQ4Kor0WDwYP3Y4MFocNWVGT5RDlHUDji5jX7s5DaJ8QxTVVWFw4cPZ3zfTMOcEUIIIYSQGkCsVi2c+sJzqH95PxyYMgXHt5ajdqtSNBoxAg2uuhKxWuH+jXr//v1Yt25d8vOGDRuwYsUKlJSUoG3btmGPn1ZisRjiLS8B9n2RSFY/ejARmlV8BlDUDrFYLNT6br+bJk2a4PHHH8fQoUPRsmVLfPnll3juueewdetWfOc73wn5zXIflvb1AUv7EkIIISRT5Nu9Y8GCBejdu3fK85EjR2Ly5MmZP1AO4fa7+c1vfoPvfve7+OCDD/Dll1+iSZMm6NGjBx566CH06NEjC6fNLBQjPsi3/1EghBBCSP7CewepCTBnhBBCCCGEEJIVKEYIIYQQQgghWYFihBBCCCGEEJIVKEYIIYQQQgghWYFihBBCCCGEEJIVKEYIIYQQQgghWYFihBBCCCGEEJIVKEYIIYQQQgghWYFihBBCCCGEEJIVKEYIIYQQQgghWYFihBBCCCGkhlBVFcdf/1WO7//fPzH86YX4/v/9E3/9VzmqquKh1n3iiSfQo0cPFBUVoVmzZhg+fDhWr14d0akzQzweR9WWTTj2/iIcmzcbx95fhKotmxCPh/vdAMCiRYswZMgQlJaWIhaLYdq0aca5//mf/4lYLIZnnnkm9L75AMUIIYQQQkgNoKoqjof+9C9MeOtjfLRxD7bvPYSPNu7BhLc+xsNv/iuUIFm4cCFGjx6NJUuWYM6cOTh69Cj69++PAwcORPgN0kc8HkfV8n+i6l/LgN1fAV8fBHZ/hap/LUPVRx+GFiQHDhxA165d8dxzz7nOmzp1KpYsWYLS0tJQ++UTdbJ9AEIIIYQQkn5mf7wN81bt0I7N/WQHLi3bhoFdg12C//a3vzk+T548Gc2aNcOyZctw2WWXBVozk8S3bkZ8e7l+bNtWxJu1QKx128DrDxw4EAMHDnSds3XrVtx1112YPXs2Bg0aFHivfIPOCCGEEEJIDWDGsi2hxv1QUVEBACgpKYlszXRStfmLUOOh96+qwo033oj77rsPXbp0SeteuQbFCCGEEEJIDWBbxdeu49srDkWyT1VVFcaOHYtLLrkE55xzTiRrpp2v3X83nuMh+fnPf446derg7rvvTus+uQjDtAghhBBCagAtixtg+16z4GhRXD+SfUaPHo2VK1di8eLFkayXERo0SOSJuI2niWXLluGXv/wlli9fjlgslrZ9chU6I4QQQgghNYCh3VqHGrdhzJgxmDlzJubPn4/WrcOvlylqtWkXajwM//jHP7Bz5060bdsWderUQZ06dbBx40b813/9F9q1S9++uQKdEUIIIYSQGsCAc1ti8eqdmPtJahJ73y7NMeDcloHXjsfjuOuuuzB16lQsWLAA7du3D3PUjBNr1QaxndsR37Y1daxlK8RatUnb3jfeeCP69evneDZgwADceOONuPnmm9O2b65AMUIIIYQQUgOoVSuGn3y7Ky4t24YZy7Zge8UhtCiuj6HdWmPAuS1Rq1bwEKHRo0fj1VdfxfTp01FUVITt27cDAIqLi9EgjSFOURGLxVDrmz0Qb9Yikaz+9ddAgwao1aZdQqiEDJ/av38/1q1bl/y8YcMGrFixAiUlJWjbti2aNGnimF+3bl20aNECZWVlofbNB2LxKDq51BAqKytRXFyMiooKNG7cONvHIYQQQkgBk0/3DtNlfdKkSbjpppsye5gcZMGCBejdu3fK85EjR2Ly5Mkpz9u1a4exY8di7Nix6T9clqEzQgghhBBCQsF/23anV69evn5HX3zxRfoOk2MwgZ0QQgghhBCSFShGCCGEEEIIIVmBYoQQQgghhBCSFShGCCGEEEIIIVmBYoQQQgghhBCSFShGCCGEEEIIIVmBYoQQQgghhBCSFShGCCGEEEIIIVmBYoQQQgghhBCSFShGCCGEEEIIIVmBYoQQQgghpIZQFa/C/E3zcP8/foTbZt+M+//xI8zfNA9V8arQa7/wwgs477zz0LhxYzRu3BgXXXQR/vrXv0Zw6swQj8exas8uvL7+E/xu9XK8vv4TrNqzC/F4PPTaixYtwpAhQ1BaWopYLIZp06Y5xm+66SbEYjHHnyuuuCL0vvlAnWwfgBBCCCGEpJ+qeBWe/PBneK/83eSznV/vxCdfrcQ/t3+A+3r8CLViwf+dunXr1vjZz36Gjh07Ih6P46WXXsKwYcPw0UcfoUuXLlF8hbQRj8cxc/NarK3cnXxWefQIth7ch/X79mBQm46IxWKB1z9w4AC6du2KW265BVdddZV2zhVXXIFJkyYlP5900kmB98snKEYIIYQQQmoACzcvcAgRmXfLF+P/bb4Avdv2Cbz+kCFDHJ8ff/xxvPDCC1iyZEnOi5FP937pECIyayp3o8PeL3H2qU0Drz9w4EAMHDjQdc5JJ52EFi1aBN4jX2GYFiGEEEJIDeDvG2eHGvfD8ePH8dprr+HAgQO46KKLIls3XXy8Z2eo8ShYsGABmjVrhrKyMnz/+9/HV199lfY9cwE6I4QQQgghNYBdB90v1Lu+3hV6j48//hgXXXQRDh06hJNPPhlTp07F2WefHXrddLPv6GGP8SNp3f+KK67AVVddhfbt2+Pzzz/HAw88gIEDB+L9999H7dq107p3tqEYIYQQQgipATRt2Aw7vzYLkqYNgochCcrKyrBixQpUVFTgzTffxMiRI7Fw4cKcFyRFdU9CpYvgKKpbL637X3fddcmfzz33XJx33nk444wzsGDBAvTt2zete2cbhmkRQgghhNQA+p8+INS4DfXq1cOZZ56Jbt264YknnkDXrl3xy1/+MvS66ebcU5uFGo+aDh064LTTTsO6desyum82oBghhBBCCKkB9GzTC5eUXqodu6T0UvRs0yvyPauqqnD4sHsIVC7Q+ZTT0KlxiXasU+MSdD7ltIyeZ8uWLfjqq6/QsmXLjO6bDRimRQghhBBSA6gVq4X7evwI/2/zBfj7xtnY9fUuNG3QFP1PH4CebXqFKusLAPfffz8GDhyItm3bYt++fXj11VexYMECzJ4dXWJ8uojFYhjUpiM67P0SH+/ZiX1Hj6Cobj2ce2ozdD7ltFBlfQFg//79Dpdjw4YNWLFiBUpKSlBSUoIJEybg6quvRosWLfD555/jhz/8Ic4880wMGBDercp1YvEoOrnUECorK1FcXIyKigo0btw428chhBBCSAGTb/eOW2+9FXPnzsW2bdtQXFyM8847Dz/60Y9w+eWXZ/toWWfBggXo3bt3yvORI0fihRdewPDhw/HRRx9h7969KC0tRf/+/fGTn/wEzZs3z8JpMwvFiA/y7X8UCCGEEJK/8N5BagLMGSGEEEIIIYRkBYoRQgghhBBCSFZgAjshJDImzFiZ/Hnc0HOyeBJCCCGE5AN0RgghhBBCCCFZgc4IISQQsgsC0AkhhBBCiH/ojBBCIkEVJ4QQQgghXlCMEEJ84yU86JIQQgghxAaKEUKIL+iAEEIIISQqKEYIIdbYChEKFkIIIYTYwAR2QogrFBaEEEIISRd0RgghhBBCagjxqjjWzF+PGQ/8HX+8fSpmPPB3rJm/HvGqeKT7/OxnP0MsFsPYsWMjXTedxONxbC+vxPIPt+D9f2zA8g+3YHt5JeLx8L+bRYsWYciQISgtLUUsFsO0adNS5nz66acYOnQoiouL0ahRI/To0QObNm0KvXeuQzFCCHHFNhldnUdHhRBCcot4VRzvPPUPzH/mPWz7ZCf27zyAbZ/sxPxn3sM7//OPyATJhx9+iBdffBHnnXdeJOtlgng8jk/+vR2ffrIDFXu/xqFDx1Cx92t8+skOfPLx9tCC5MCBA+jatSuee+457fjnn3+OSy+9FGeddRYWLFiAf//733j44YdRv379UPvmAwzTIoQY8SMoKD4IISS3WbtwA9a/p/+X9vXvbsLaHhvQqXeHUHvs378f119/PX7729/iscceC7VWJtmxbR927dyvHdu1Yz92nLYPLUobB15/4MCBGDhwoHH8wQcfxLe+9S08+eSTyWdnnHFG4P3yCTojhJAkE2asdPwhhBBSOHw2Z12ocRtGjx6NQYMGoV+/fqHXyiTlWytDjYehqqoKs2bNQqdOnTBgwAA0a9YMF1xwgTaUqxChM0IIiQz2FyGEkNxl364DruP7Pca9eO2117B8+XJ8+OGHodbJBocPHQ01HoadO3di//79+NnPfobHHnsMP//5z/G3v/0NV111FebPn4+ePXumbe9cgM4IISQy6KYQQkjuUtS0kev4yR7jbmzevBk/+MEP8Mc//jEv8xxOql831HgYqqqqAADDhg3DPffcg2984xv48Y9/jMGDB+M3v/lN2vbNFShGCCGRQkFCCCG5yVmXnxlq3I1ly5Zh586dOP/881GnTh3UqVMHCxcuxK9+9SvUqVMHx48fD7x2Jiht5Z4P4jUehtNOOw116tTB2Wef7XjeuXPnGlFNi2FahBAKCEIIqQF07NkeGz/cgvXvpl5wO1zSFh17tg+8dt++ffHxxx87nt18880466yz8KMf/Qi1a9cOvHYmaN6yCF9+eQC7dqQmsTdtfjKatyxK29716tVDjx49sHr1asfzNWvW4PTTT0/bvrkCxQghxIpxQ8+xEi3qPOaREEJIbhCrFUO///4PrO2xAZ/NWYf9uw7g5KaNcNblZ6Jjz/aI1YoFXruoqAjnnOP83/tGjRqhSZMmKc9zkVgshi7ntsCO0/ahfGslDh86ipPq10Vpq8Zo3rIIsVjw3w2QqDK2bl11gYANGzZgxYoVKCkpQdu2bXHffffh2muvxWWXXYbevXvjb3/7G95++20sWLAg5DfLfShGCCGRQeFBCCG5TaxWDJ16dwhdwrcQicViaFHaOFQJXxNLly5F7969k5/vvfdeAMDIkSMxefJkXHnllfjNb36DJ554AnfffTfKysrw5z//GZdeemnkZ8k1YvEo2krWECorK1FcXIyKigo0bpy+2EFCMo2t42E7V/ceIYQQf/DeQWoCTGAnhFghRMi4oeck/xBCCCGEhIFhWoQQ63wQgddcChVCCCGE2EBnhJAaTlTd1ilACCGEEOIXOiOE1FCC5H64vcPywIQQQgjxC50RQogVOrFhckMoTAghhBBiA8UIIURL2LArChJCCCGEeEExQkgNxEYoUEwQQgghJN0wZ4QQEilMZCeEEEKILXRGCCEAohERIsk9qgpdhBBCCClsKEYIIQCcTQ39vkMIIYQQEgSKEUJIZFCcEEJIjlNVBfzrZWBST+Dpdom///Vy4nlIxo8fj1gs5vhz1llnhT9zhojH4/jX5j2Y/O56PDNnNSa/ux7/2rwH8Xg89NqLFi3CkCFDUFpailgshmnTpjnG1d+b+PPUU0+F3jvXYc4IIQWOLBBsXA82QCSEkAKlqgp481pg1ZvVzyo2AhsXAavfBr79GlAr3L9Td+nSBe+8807yc506+XHVjMfjeHPpZqzaVpl8VvH1UWz86iDW7NiHb3drg1gsFnj9AwcOoGvXrrjllltw1VVXpYxv27bN8fmvf/0rbr31Vlx99dWB98wX8uO/IYSQjCMEhR9xQhFCCCE5zMd/dAoRmVV/Aj4eAnS9MdQWderUQYsWLUKtkQ3+vWWvQ4jIrCqvxL+b70XXNqcGXn/gwIEYOHCgcVz9nU2fPh29e/dGhw4dAu+ZLzBMi5AahioudALCj6iQ5zJMixBCcpjlvws3bsHatWtRWlqKDh064Prrr8emTZtCr5kJPtq0J9R4lOzYsQOzZs3CrbfemrE9swmdEUJqEDqx4PbMS5S4jfsNDyOEEJJm9m50H68IJxwuuOACTJ48GWVlZdi2bRsmTJiA//iP/8DKlStRVFQUau10s/fgUdfxiq/dx6PkpZdeQlFRkTacqxChM0IIccXNOWEJX0IIySNOOd19vLhtqOUHDhyI73znOzjvvPMwYMAA/OUvf8HevXvxxhtvhFo3E5zSsK7reHED9/Eo+b//+z9cf/31qF+/fsb2zCZ0RggpcMKEUdm6G3Q+CCEkDzj/tkSyutt4hJxyyino1KkT1q1bF+m66eCbbU/Fxq8Ouo5ngn/84x9YvXo1Xn/99YzslwtQjBBSA4jCvZgwY2WyqaGAAoUQQvKIc69PVM1a9afUsbO/kxiPkP379+Pzzz/HjTeGS4rPBOe1PgVrduzDqvLUJPazSxvjvNanZOQcv//979GtWzd07do1I/vlAhQjhBQwQSth2b4nBAohhJA8oFatRPnej4ckktUrNiVCs86/LSFEQpb1/e///m8MGTIEp59+OsrLyzFu3DjUrl0bI0aMiOgLpI9YLIZvd2uDfzffi4827UHF10dR3KAuvtn2VJzX+pRQZX2BhDCTHaINGzZgxYoVKCkpQdu2ifC4yspK/OlPf8L//u//htor36AYIYRYQdFBCCEFQK1aifK9IUv46tiyZQtGjBiBr776Ck2bNsWll16KJUuWoGnTppHvlQ5isRi6tjk1VAlfE0uXLkXv3r2Tn++9914AwMiRIzF58mQAwGuvvYZ4PJ4X4i1KYvEo2krWECorK1FcXIyKigo0btw428chxJNMJJdTpBBCSHrgvYPUBFhNi5ACRK1yNW7oOWkTDaymRQghhJCgMEyLkBoABQMhhBBCchGKEUIKELkPSLr3IIQQQggJCsO0CClAom5G6NVpnc4LIYQQQoJAZ4QQkoJa5leIDVWUUIQQQgghJAwUI4QUIGHCtLxcEFtMAoaQQmLZl+8lf+522sVZPAkhhOQnDNMipMAwhU3ZigLxPl0PQtyRhQghhJBg0BkhpECJSkyoLksmkuMJyTVsHBAxhw4JIYTYQ2eEkBrChBkrte6ITXJ6ECEiz6VwIYWGX1dk2ZfvJf8QQgiphs4IIQXGuKHnZOzyn8m9CMkUUQkG0zrqczophJCaDJ0RQgoEU66HWhlL954JU/UsXUd3ihJSU7ARK34EDR0TkkniVVXYsGg63hl/I2aM6Yt3xt+IDYumI15VFXrtrVu34oYbbkCTJk3QoEEDnHvuuVi6dGkEp84M8XgVtuz7AO9t+wXmbn4I7237Bbbs+wDxePjfzaJFizBkyBCUlpYiFoth2rRpjvH9+/djzJgxaN26NRo0aICzzz4bv/nNb0Lvmw/QGSGkwAkjEsIKDFbSIvlA1BWxKCxIrhKvqsK7z9yLzR/MTj47sKscuz5diq3LFuCSH/wvYrWC/Tv1nj17cMkll6B3797461//iqZNm2Lt2rU49dRTozp+WonHq7B85++x7eBHyWdfH9uN3YfWYcfXH+P8prcgFgv+b/gHDhxA165dccstt+Cqq65KGb/33nsxb948vPLKK2jXrh3+/ve/484770RpaSmGDh0aeN98gGKEkAKBieWEhEeXhE5xQQqFLxa/7RAiMpuX/A1fdOuF9pcNC7T2z3/+c7Rp0waTJk1KPmvfvn2gtbLB1v0fOoSIzLYDy7G1wbloXXRB4PUHDhyIgQMHGsffe+89jBw5Er169QIAjBo1Ci+++CL++c9/UowQQvIDLxESJPnca331GXuLkHxECA9VdKjCJJ2ihHkjJBN8Pu9Nz/GgYmTGjBkYMGAAvvOd72DhwoVo1aoV7rzzTtx+++2B1ss0m/a/6zkeRox4cfHFF2PGjBm45ZZbUFpaigULFmDNmjV4+umn07ZnrsCcEUIKGFtRoOaAmHJPWCGLFComIaIbIyRfOfhlucf4tsBrr1+/Hi+88AI6duyI2bNn4/vf/z7uvvtuvPTSS4HXzCRfH9vtMb4nrfv/+te/xtlnn43WrVujXr16uOKKK/Dcc8/hsssuS+u+uQCdEUIKBK9EdXWeXzFhcj1M68mf6ZSQfMHLJUknrLJF0k3D00pxYJdZkDQ8rWXgtauqqtC9e3f89Kc/BQB885vfxMqVK/Gb3/wGI0eODLxupmhQp8RVkDSok97cl1//+tdYsmQJZsyYgdNPPx2LFi3C6NGjUVpain79+qV172xDMUJIASMLAjfxYRoTvUls1qHgIPlMkIu/7h01Gd5WxOjmLfvyPQoSEiln9Pk2dn1qrm51Rp9vB167ZcuWOPvssx3POnfujD//+c+B18wkbU++BLsPrXMdTxdff/01HnjgAUydOhWDBg0CAJx33nlYsWIF/ud//qfgxQjDtAghKfgJ7xIwdIvkE7omhLYldruddrFRJIgxLyFiKzIYIkaipN2lQ9Dmwiu0Y20uvALtLh0SeO1LLrkEq1evdjxbs2YNTj/99MBrZpJWJ/dAy0bna8daNjofrU7ukba9jx49iqNHj6KWUsmsdu3aqIqg5HKuQ2eEkAIkimaEYatz0Skh2ca2ZK+fkCxZZNhW3NIJE4oMkg1itWrhkh/8L77o1gufz3sTB7/choantcQZfb6NdpcOCVzWFwDuueceXHzxxfjpT3+Ka665Bv/85z8xceJETJw4McJvkD5isVo4v+kt2NrgXGza/y6+PrYHDeqcirYnX4JWJ/cIVdYXSPQRWbeu2nnZsGEDVqxYgZKSErRt2xY9e/bEfffdhwYNGuD000/HwoUL8Yc//AG/+MUvwn61nCcWj8fj2T5EvlBZWYni4mJUVFSgcePG2T4OIa64hVOlw8Gg+CC5hk6M2LgVtkLBjxhxm2MbzsWQrZpHvt07Zs6cifvvvx9r165F+/btce+99+ZNNa10s2DBAvTu3Tvl+ciRIzF58mRs374d999/P/7+979j9+7dOP300zFq1Cjcc889iMViWThx5qAzQkiBYpvQHnRdrzWZwE6yjd/Lexi3Qic41Gd+ckgIyUcGDx6MwYMHZ/sYOUmvXr3g9u//LVq0cPRoqUnQGfFBvv0LBSFu6MREVK6Jug7FCMlFohYGNnkirJhF/MB7B6kJ0BkhhBjdDi9xki73hZAoyLQL4bUfhQghhKRCMUJIDUDXI0R1K/wKEd17busTUhNR3RAKEEIIcUIxQkgNxSuMykuIeIkNhmkRkoAChBBCzLDPCCGEIVakIHHrB0IIISQ3oDNCSA0gXc6EKmJEx3ZCMoHffh86/Fa4UvuMuJXrJYQQ4g3FCCESv3hpqePzvSO7p4zJz/IZXcWrdJQAJiTdLPvyPdfLf1R9PuQ1dPtRgBBCiH8oRghxodAEiJvYsBUiQrQwtItkG1sRYeNeBO0BQgFCCCHhoBghROLekd1T3JGaRFB3hC4IyQWChlu5zTGt6+aQEEIIsYcJ7IRYIAuUX7y0tKAEiyok/FTJkp/RKSHZQCSp+xUihBBCcgOKEUJQLTAKSWTo8CrhS0FB8oVlX77n+BPk3TCwUhfJX6oAzAIwCsCQE3/POvE8HO3atUMsFkv5M3r06NBrZ4J4PI6qrw7i+JovcXzlDhxf8yWqvjqIeDweeu1FixZhyJAhKC0tRSwWw7Rp0xzjO3bswE033YTS0lI0bNgQV1xxBdauXRt633yAYoQQC+4d2V2bN1ITBIwfKGZIruNHQAjRQuFBCocqAPcDGAdgOYBtJ/4eB+ABhBUkH374IbZt25b8M2fOHADAd77znVDrZoJ4PI6qDXsQ37gX2H8EOHIc2H8E8Y17Ed+wJ7QgOXDgALp27YrnnntOu/fw4cOxfv16TJ8+HR999BFOP/109OvXDwcOHAi1bz4Qi0ch92oIlZWVKC4uRkVFBRo3bpzt45AIcBMScv6ISYiY3stl/DQztJ2r695OSLoI62qoqEJDXZ9ChGSL6O8ds5AQHiYmABgUwT4Jxo4di5kzZ2Lt2rWIxWKRrZsOqr46mBAiBmKnn4JaTRpGslcsFsPUqVMxfPhwAMCaNWtQVlaGlStXokuXLonzVFWhRYsW+OlPf4rbbrstkn1zFSawkxqFHxfjFy8tzXlhkQ789AqxcULYiZ3kOrL4UIUHhQgpLKZbjEcjRo4cOYJXXnkF9957b84LEQCIf3XQezwiMaJy+PBhAED9+vWTz2rVqoWTTjoJixcvphghhOgpZKHCcCuSSwRpZBj0XRGWFbX7QkhusM1jfHtkO02bNg179+7FTTfdFNmaaeXI8XDjITjrrLPQtm1b3H///XjxxRfRqFEjPP3009iyZQu2bfP6zyz/oRghNYJM5XXkUl8SnSORDZFBN4REjVcTQ0KIiZZwFyQtItvp97//PQYOHIjS0tLI1kwr9Wq7C456tdO2dd26dfHWW2/h1ltvRUlJCWrXro1+/fph4MCBkSTP5zoUI6SgCStCgoZq5ZIoISSfMQkONyFi0wMkjHtCSP4yDImEdbfx8GzcuBHvvPMO3nrrrUjWywSxJg0R33/EdTyddOvWDStWrEBFRQWOHDmCpk2b4oILLkD37oV/j6AYIQVLTXRDTLg5IqZGh34bINIBIVFi0zU96BpuiPWZK0IKk4EA/gHgHc1YvxPj4Zk0aRKaNWuGQYOiS4ZPN7GSBkDFIcT3HkodO6V+YjwDFBcXAwDWrl2LpUuX4ic/+UlG9s0mFCOEeJAPYiMssvCgqCDZxsb1MOGns7rpMyGFSy0APwXwH0gkq29HIjRrGBJCJHzHh6qqKkyaNAkjR45EnTr5c82MxWJA+1OB3V8nktWPHAfq1UasSUPEShqETsLfv38/1q1bl/y8YcMGrFixAiUlJWjbti3+9Kc/oWnTpmjbti0+/vhj/OAHP8Dw4cPRv3//sF8t52FpXx+wtG/+EIUrIpf2lZ/Z7psr4sXW3fBqiBjkfUJ05GpYlC4XhUKFZJN8vHf8/e9/x4ABA7B69Wp06tQp28fJGRYsWIDevXunPB85ciQmT56MX/3qV3jqqaewY8cOtGzZEt/73vfw8MMPo169elk4bWbJH8lKSB4gC5BsCxNT6JVpjJB8Ihs5Hza5KITUdPr3718jkq790qtXL9ffy91334277747gyfKHShGCDFQKJ3V3RwLdYw9QUgmMF3m/YgKnTBwC9FyExDinVx1bAghpJChGCEFR1gRoYZnBXU1dGFe2cSvGxJkPgUMUbFxE/yIAJ3gEM/S3ZmdEEJI9FCMEOIDv8nsQpCkKwl+5vItyZ8Hn99aO8dNJKhJ615hXN1an4JlW/YGPS6pwciiJEwTQ9O6Yc5kO05xQggh0UMxQoiEKhZyJQk9E8jCxFRda+byLejW+hQAZvFDiEB32ffrgpie26zDXiKEEJL7sJqWD/KxqkVNJspwrahCtzJJ0A7sbqFWshMjHBKGZhGVIILD5EKYKlvZihGGbpF8hvcOUhOgM0JIASGLBVkkmESI2tjQS1gIN0Q4JAzZIra4CYkgievq2nQ+CCEkP6EYIaTACVrG1yRSJsxYmQzVoitCZGybFQZ1F0zr+3lO4UIIIbkFxQgpWEw9P/y+K97XPdPNzRayK+KGKiD8CAo5Z4QQmaAXfBshEaWAiDJ5nhBCSHgoRkjBoeZ2BMkdibIkrxAJuoRvm2pYbu/YvKvLFxE/q8no8lltEtW9BBCT3GsubgLCryBIh5NhI3AoRAghJP3UyvYBCEknbqIiiKMhyvTK6+qeRcnM5Vscf7wYfH5rigCSNbqddnHyEp/uy7y8l18YqkVItBw/fhwPP/ww2rdvjwYNGuCMM87AT37yE3ZjB/DEE0+gR48eKCoqQrNmzTB8+HCsXr3aMefQoUMYPXo0mjRpgpNPPhlXX301duzYkaUTZxY6I4QExMZ1kcWD6oKowiKISyLj1mdEoIZkLduy1/Fs8PmtMWHGymRierfWp1iHf4n33b4zyV8OPboAAFD/kV5ZPYdM0DLBNiFgdEVIoRKPx1H18Q4cW74N8YpDiBXXR53zW6LWuc0Ri8UCr/vzn/8cL7zwAl566SV06dIFS5cuxc0334zi4mLcfffdEX6D9BGPx7H939tR/tE2HNp7CPVPqY/Sb7ZEi/NahPrdLFy4EKNHj0aPHj1w7NgxPPDAA+jfvz9WrVqFRo0aAQDuuecezJo1C3/6059QXFyMMWPG4KqrrsK7774b1dfLWShGSMFhmyuiywNxe8c0Px3MXL4leXnXCRfxPCjpSjyXzy0+k/zAVmyIeTZz88V9oPAgNYV4PI6jb65C1ae7qp9VHMbRTRWoteYr1L367MCX7vfeew/Dhg3DoEGDAADt2rXDlClT8M9//jOSs6ebeDyOlW+uxM5V1b+bQxWHsHfjXny55iuc8+0ugX83f/vb3xyfJ0+ejGbNmmHZsmW47LLLUFFRgd///vd49dVX0adPHwDApEmT0LlzZyxZsgQXXnhh8C+WB1CMkBpF0BwSm3X9IOdmmC7smbrI+yntawtFSOFR/5FeDiGikusXetv8lVz/HoSEoerjHQ4h4hhbtQtVnXag9nktAq198cUXY+LEiVizZg06deqEf/3rX1i8eDF+8YtfhDlyxtj+7+0OISKzc9VObP93E7Ts2jKSvSoqKgAAJSUlAIBly5bh6NGj6NevX3LOWWedhbZt2+L999+nGCGkkFCFiFoRK2zVLRWvpHUxx28olG4d0362AkOEZI0beo6v88i9RtRKWwzNyg90IiNMWNayL99Dl+ePoAuAT+6sZ5yXrTK7LO9LairHlm/zHA8qRn784x+jsrISZ511FmrXro3jx4/j8ccfx/XXXx9ovUxT/pH776b8o22RiJGqqiqMHTsWl1xyCc45J/H/n7dv34569erhlFNOccxt3rw5tm/fHnrPXIdihBQsNsnrfsWHTTnfdOdJZNJ1cBNKujFTzghFSWEgC5NlX74HhMy1yJYgoBAhNZV4xSH3CZWHA6/9xhtv4I9//CNeffVVdOnSBStWrMDYsWNRWlqKkSNHBl43Uxza6/67OeT1u7Nk9OjRWLlyJRYvXhzJeoUAxQipEajhWTqHxCQwogjt8kped8MrZySsONE5J0HFA8Oz8gs3R0T9rHNIujx/JOXZsjvTd9F3SzaPQmAwRIsUOrHi+ohXuAiOxicFXvu+++7Dj3/8Y1x33XUAgHPPPRcbN27EE088kRdipP4p9V0FR/3i+qH3GDNmDGbOnIlFixahdevq/z/bokULHDlyBHv37nW4Izt27ECLFsGcqnyCYoQULH7zOGRBIjsg6SrZC1QnfLsJC7ecEr9lfHVOhjpmK5bEHK8miHRFso9OULjlf9is1cVjnlt4VlSEEQ+qgKEQITWBOue3xNFNFa7jQTl48CBq1XJ2jKhduzaqqqoCr5lJSr/ZEns37nUdD0o8Hsddd92FqVOnYsGCBWjfvr1jvFu3bqhbty7mzp2Lq6++GgCwevVqbNq0CRdddFHgffMFihFSY7ARFlE7IEHfNWESCkH3TUcYlXxGCpHsI4uOoALE7V0hOmSXRP5ZFiVR52oEWUsWHRQgpKZR69zmqLXmK1RpErVrnd0Utc5tHnjtIUOG4PHHH0fbtm3RpUsXfPTRR/jFL36BW265JcyRM0aL81rgyzVfYeeqnSljzc5uhhYBc2mARGjWq6++iunTp6OoqCiZB1JcXIwGDRqguLgYt956K+69916UlJSgcePGuOuuu3DRRRcVfPI6QDFCiCs6cdLp3BYpJWzD4Ce0Sewr3gkaFqVzYigcCocwokPgVj3Lq7KWLEC6PH8kMpfEpj+I7RqqEKFLQmoCsVgMda8+G1WdEn1GUHkYaHxSJH1Gfv3rX+Phhx/GnXfeiZ07d6K0tBR33HEHHnnkkQi/QfqIxWI459tdsP3fTRJ9RioOoX5xNH1GXnjhBQBAr169HM8nTZqEm266CQDw9NNPo1atWrj66qtx+PBhDBgwAM8//3zgPfOJWJytMa2prKxEcXExKioq0Lhx42wfh4RAFRluvUlUR6XTuYl/HVnz8XbHHDdsXQ+b+V5hVF4VvNyEiJ/cFlNomfoeRU7miUKMuCGLEdX5AJwXe1sxIouLqHNA/OaZUIyQXIH3DlIToDNCCLzDs9RcElmImPDrWnjNF5d8t9wOv/ke8mc/osFPfxQKk/Sh5oKkW4TIe9V/pJeVYPjkznqegsTkUriJCRuWffkeup12sXYdVtQihJDcgGKEEA/kZHbhiuiIMk9Cd9n3+pxJWDWLHHp0QTKJXQiOQ1iQeKARHlG6HW7rBN2HbgghhGQHihFSI3ELyzLxi5eWpoiRTue2SBEfflwGU6iTvEa2Lv5R70tXJH1kwhFx26vbaRdXCxGkhmZ9cmc9bU8SgW13dLe5OlSB4ZYnQgghJDtQjJAaj1uVLXVMhGfJosStupWpspSuMaAf/PYqkd/LBhQi6cErkTzdewtMZzBV1UontgKDQoQQQnIDihFCPAjarR3wFh2ZFhRuCepB809I9siWEBGIC70I17IRR3IYla5pYqZECyGEkNyA1bR8wKoWhYucF2IaE7jljegIcql3C9GKUiT4WStM2Jh4d/6ctclnvS/v6HsdkiCT1bK8not8EfmzG3KolFfvEr94Vc8yjannIiRX4L2D1ATojBBiwOSEyBf4NR9v9y1O8pWwAmjm8i1oFNFZajKZcENMe+ie69wNNxxiQOlHkk1E5S1CCCGZpVa2D0BILnDvyO7GXiFePUTcMDkPg89v7RpuJZfw1Y1Fhd/+J37x+p6kMFCbHIa91Hd5/oirONElplNIEEJIfkJnhBADYUWIzbNMEybxPQoRdKBJg5z4PeQTai8Rv3jlcaQjCd629K4sIJbdac4jCQuFCiGE5C50RgjxgRAo4kJtCtFyczbCEPYi77e5oXgnaONCtUkjhUh4goqSdKIKCPmzcC283AsvN8QNm8pYy758z1MkEUIIyTwUI4QExOZiHXW1LFa3qnnI3dXFnyjxs16QxHIhAkw9Q3TPP7mznuteXuLDVgARQqJl3759GDt2LE4//XQ0aNAAF198MT788MNsHyvrPPHEE+jRoweKiorQrFkzDB8+HKtXr3bMmThxInr16oXGjRsjFoth79692TlsFmCYFiEW6EK2/AgDv46AGhYVRQNEsWaYdYNU3yLZxVZs2IRrCefCdq4qKMQ7cuf2qHCroOUFBQupScTjcaxduxarV6/Gvn37UFRUhLKyMnTs2BGxWCzU2rfddhtWrlyJl19+GaWlpXjllVfQr18/rFq1Cq1atYroG6SReBVwZBlweAlQtRuoVQKcdCFQrxsQC/7v9wsXLsTo0aPRo0cPHDt2DA888AD69++PVatWoVGjRGmXgwcP4oorrsAVV1yB+++/P6pvlBewtK8PWGKPyAQVBqbmh/JYukK83MKtotyTQiRaMpHzoa7jd10hLPyEWgnXJ10NCG07rlOMkFwl6ntHPB7HO++8gw0bNqSMdejQAX379g0sSL7++msUFRVh+vTpGDRoUPJ5t27dMHDgQDz22GOBz50R4lXA/peAo/9KHav3DaDR90IJEpldu3ahWbNmWLhwIS677DLH2IIFC9C7d2/s2bMHp5xySiT75Tp0RgjJAqYKW2HRiZlshH15rUux4g85VCsda+vCv/zu1eX5I4m1YP/eoUcXWLsj3U67OHmmMH1I2Hmd1GTWrl2rFSIAsH79erRt2xadOnUKtPaxY8dw/Phx1K9f3/G8QYMGWLx4caA1M8qRZXohAgBHVgB1uwAn9Yhkq4qKCgBASUlJJOvlO8wZISQCbJKz0+l6CEyJ8+lKqCeZwS1XJKxAUd/XJcinI2neKy+EEBI9ap6C33E3ioqKcNFFF+EnP/kJysvLcfz4cbzyyit4//33sW3btsDrZozDS8KNW1JVVYWxY8fikksuwTnnnBPJmvkOnRFCAhKkKpXXuFjTVrjY5HD46Vcirxdlp3eS30TtyNiIEDcXQ5ePogu1kt8X4wzJIjWZffv2uY7v378/1Povv/wybrnlFrRq1Qq1a9fG+eefjxEjRmDZsmWh1s0IVbs9xvdEss3o0aOxcuXK/HCLMgSdEUJCEqXrINaSBYGKKedEuDPynyD76362xWZvhmhFS9SuhZfw8LOfcD904kMt/+uFKkzU3BS1apdbOJZbhS9CCpmioiLX8ZNPPjnU+meccQYWLlyI/fv3Y/PmzfjnP/+Jo0ePokOHDqHWzQi1PEKmap0aeosxY8Zg5syZmD9/Plq35v8vFNAZISRC/FabCnLhD5pvEpXToduLFbbSh5c4CONaBMlF8TPXlMxuk+RuIxTkdWTB4yVECKmplJWVuYZMlZWVRbJPo0aN0KhRI+zZswezZ8/Gk08+Gcm6aeWkC4Fjn7uPByQej+Ouu+7C1KlTsWDBArRv3z7wWoUIxQghIUnnBVt1PmxCruTzpPvy7ycETH1OYZJ9bFwQv2JHrpDlJTpEuJUQCCZxoSav24gZU6d3QmoyHTt2xKZNm7B+/fqUsQ4dOqBjx46h1p89ezbi8TjKysqwbt063HfffTjrrLNw8803h1o3I9TrBhz9JJGsnjL2jcR4QEaPHo1XX30V06dPR1FREbZv3w4AKC4uRoMGDQAA27dvx/bt27Fu3ToAwMcff4yioiK0bdu24BPdWdrXByztS/wQtieI7RomkZLO/I8o1qMY8Y+NMEhn5S3bvQV+SwObRIYqinRlhN3yUGQxQoFC8ol03DvkPiP79+/HySefHFmfkTfeeAP3338/tmzZgpKSElx99dV4/PHHUVxcHMnZ046jz8ieRGhWBH1GTL/XSZMm4aabbgIAjB8/HhMmTHCdU6hQjPiAYoT4Id3J316CINNiJOweFCd60tFjJIr3dOJB7Rvip+eIDllgqMJDbsBo05GdkHyE9w5SE2ACOyFpIsq+IfJn8ccrd0QnFkxnClMZLBMli4mZ+o/08p3EHtQ18ZO/YitEPrmzXugkfIoNQgjJX5gzQkgOoboZOtwu/XJ5YD+VscJ0kw9adYviJThhwqGiwiQ2Dj26AF083lUdD1OjRLGHPL/+I70AiyR0ChRCCMkPGKblA9qlJAhuDoafC3m6HYigZ4rqPAzTskMID1mQ2IqRoOFZUaBLbLdNRvc6tylfRAgS5omQfIX3DlITYJgWIXlEut2EIOLI71gUe9ck3LqvByEd3dRtCPI9dMn47NxOCCGFBcO0CEkDfrqtR7VmWKLqeSII6uSw/K+eKASJ7KpkyyEB7DqwA87vnBRRSoiWupbDaXkk8RcdEUIIyV3ojBCSZoJ2Q89Hwn5XuiP2hBET2RQiYZCrZqkOT5fnj4Su3kUIISTz0BkhJA3oLuQ2pXhlcik3xBaKiejxcjG07oFhLN0iRC39C+h7fARBTYw/hAWpie2IrqwwIYSQzMAEdh8wkYxEgenCHqUY8ZtY7me+33O6lRv2Wrumoyarp0tMpEOofPXijWi1dXPKun72Mn1vkfiuCh5Z7DA0ixQCvHeQmgDFiA/4PwokDLYX8Vx2F9Qz2pQf9ttNnlTjJkaynfcRFNO53Z4D9kLskzvrUYiQgoH3DlIToBjxAf9HgQTFLSlbvdjnshhRcRMPLPkbHJ2bYDs3X4laXL1z4xsAgMHtnwcAzNxwp+MzIfkA7x2kJsAEdkJyFLnbuikHJdvMXL4l+Uf3WUdNSugPi0139SAd2LOB7oyiTK+f87OsLyG5y6JFizBkyBCUlpYiFoth2rRpjvF4PI5HHnkELVu2RIMGDdCvXz+sXbs2O4fNIE888QR69OiBoqIiNGvWDMOHD8fq1auT47t378Zdd92FsrIyNGjQAG3btsXdd9+NioqKLJ46czCBnQSg+4m/l2b1FPmEn54ctg5JJh0UdkzPLKbLea6U5o0CWVT4+S7dTrs42bFd/T2IEC26IISYicfj+LpyOw5WbMPxo4dQu259NCxuiQaNWyAWi4Va+8CBA+jatStuueUWXHXVVSnjTz75JH71q1/hpZdeQvv27fHwww9jwIABWLVqFerXrx9q7yiIx+P4dP1ufLx2F/btP4Kik+vh3I5N0blDSajfzcKFCzF69Gj06NEDx44dwwMPPID+/ftj1apVaNSoEcrLy1FeXo7/+Z//wdlnn42NGzfiP//zP1FeXo4333wzwm+YmzBMywe0SwXdNc+WasYpVvyghnLl0+VfPa/82W3Ma03iJJ/FiKmBIWBX+Ur3nWXRxi7rpBCJ+t4Rj8exp3wlDu3flTJWv6gZTm3ZJbQgEcRiMUydOhXDhw9P7l1aWor/+q//wn//938DACoqKtC8eXNMnjwZ1113XST7BiUej2PmwvVYu3FPylin00/FoJ4dIvvd7Nq1C82aNcPChQtx2WWXaef86U9/wg033IADBw6gTp3C9g4K+9uRNKATIvJzCpCo8FOFyu+6Ua/n9Vx2e2z39kqSJ/nDVy/eiFaPbE55LoSDcDrc0ImvQ48uMLpIwh2xgQ4KqSl8XbldK0QA4NC+nfi6URM0LG6Zlr03bNiA7du3o1+/fslnxcXFuOCCC/D+++9nXYx8un63VogAwJqNe9Bh/W6cfUaTSPYS4VclJSWucxo3blzwQgSgGCEkJ1GdBLfQLb/iImrHRbdelGWFa3pHdtkNEe6AjSuSC+7JVy/emPzZJCZk/DglKkLY+BEhOuT3KVJIoXGwYpvneLrEyPbt2wEAzZs3dzxv3rx5ciybfLxWL9Lk8SjESFVVFcaOHYtLLrkE55xzjnbOl19+iZ/85CcYNWpU6P3yAYoREjGqc2JyUpZqxmuOqxL0gq0TJTOXb8m7sC6ZIEKqJosSFZPoyJYQkc/Tamu1G+J2HrlfyMwNd6ILrtGuKyOvJ0K0tu17JdCZmWNCagrHjx5yHz/mPl7I7Nvv/o8g+w5E00h19OjRWLlyJRYvXqwdr6ysxKBBg3D22Wdj/PjxkeyZ67CaFskSJpFS8/AKXbK5rAdtWEgyh42joc6xERTZdj/ccBNQQSqAzdxwZ1I4yDkoXZ4/gi7PH0G/l1NFjA6T6AjrqhCS69Su654kXrtO+pLIW7RoAQDYsWOH4/mOHTuSY9mk6GT3Sn1FjcJX8hszZgxmzpyJ+fPno3Xr1P9/vG/fPlxxxRUoKirC1KlTUbdu3dB75gMUI8SS7vAnIGxcjprpigBwLdkrxm3e94sqWtIhTih4ajaqABECSxYfW1u1MQoVWSiIXiHqum7Crt/L13iKEi/RMbj983RJSEHiFYKVrhAtAGjfvj1atGiBuXPnJp9VVlbigw8+wEUXXZS2fW05t2PTUONuxONxjBkzBlOnTsW8efPQvn37lDmVlZXo378/6tWrhxkzZuREdbFMwTAtkia6IyEwlsJcfau7Mt8NNayr8MSLbaiVbSUqP25JlCFemQgXM+XOFApuidn5ipuDI3JEbBLZTQjhYuuOuMG8EVKoNGjcAocOfIVD+3amjNUvaoYGjcM5FPv378e6deuSnzds2IAVK1agpKQEbdu2xdixY/HYY4+hY8eOydK+paWlyYpb2aRzhxKs37wXawzVtDp3MCebezF69Gi8+uqrmD59OoqKipI5MsXFxWjQoEFSiBw8eBCvvPIKKisrUVlZCQBo2rQpateuHXjvfIClfX1Qs0v7Rh1WpcsZ8TO/sMSIl2NhKpPrhtvcdFXqyjb5LkhyOeQqSr568UY0ueNl1zmf3FnPkQMiiwwh1HQOh5gnuypRQFFCskE67h2OPiPHDqF2nej6jCxYsAC9e/dOeT5y5EhMnjwZ8Xgc48aNw8SJE7F3715ceumleP7559GpU6dQ+0aFo8/IgSMoahRNnxHTu5MmTcJNN91k/L0BCUHXrl27wHvnAxQjPqjZYkSgige/osILk5Oi27Nw8Epo1yVue4mIoP09cgHdWf18H12if64KFblalu55ushmtS25ylarrZu1vwORlA6kVteq/0ivFCHS7+VrtM+jgmKEZAPeO0hNgDkjxAc6kRAkl8RNTNg4H92lv2tmInwQURHknVy6wOeLkMoHshECJpLWg4gu1eUwCY505oLIyfOEEEKigzkjJMPYioeaJTLc3BDTuM2Yaa5pbfXCn0kB4Ff4+KlAliuiSnUA/FbOivocuYAp10OEaA1u/zxmBizZq0IxQQghuQfDtHxQs+3SdIkDm7AsP2sVDn5CkvyEY3kJn0zjJpDSca5sCpNcEgGZRufGyL+PT+6sh26nXZx89s6Nb2iT0dMZiuUXhm6RdFOz7x2kpkBnhESM3xwSvyFebvNrXqngoBfrXAp5Ek0b1WeAXY5MOoWL4MJxs5M/L5kwIG371BR0okx0UBe4VcVKV5K6icHtn9cKIDZLJISQ8DBnhFhie7kXeRzpEAMM3ZLHbMZtxUquhDGpeDWEFHOCrGmzthcXjpvtECom3PpieDUALLQSv154/T6EADAJkUwIA4oPQgiJDjojxAd+XA/THFWkhBEYbucpjBLAYcSEn14csjsRhcPgd60oeqdkwiGxQRYdNkIiytCtuoM74ejMNZGtFyV+u8m7VfvyckR0YsFPaJd4X7zj1XeEDgkhhASHYoRYIF/sw4RVeYmZdIZ4FTZeye5+LuqmkKmg5xFrhhEJ2eyXooZoqU7IgtonGcvzhsV0ITc9V4VINsv3uqHmg9j83twEiJsIUEWIGnKlC8HyEi65krNCCCGFAMUISSOqWLB1S7JJZhwVXU6EF+kKpbJxVdIlJrzOFZVLY1N5y+b3qwqRJRMGuF72wwoB0/u26+aiELFBJKn3Q7VgkcWLLExkIRK0c7rqhLihm0NHhBBCgkMxQiwwXcyjrIQVBvkc8llt+5DkkhhKH2Ev9jaNCKPEZl0bIeH3fLmWrK4rAyyP6VyZXBchQliI88vfYeaGO9HvUTiEiNs6h7BA65q4CYuoxANFCCGEhIdihIQkCkEiEt5thYPXvFwQSO5E7XKYQrPERdym74bbxV5X8Uq3TybIRGiW4MJxsx2CRCdUZLGgyxdJlzuijuWiAHELM9OhExBqHxLxeXD753EIqWureFXC8otpPd26FCuEEOINq2kRn8gd1HXOw1J4d1nXEVWeiG15X9VBkZ/XDKfEhOmCnysNEOVKWDYVw/rNXId+M9elrC+/99j0T6zOtWTCgOQfN+TLdjqqYaV7/agIG2YGJESIrsyvvIZbZ/UgoiNMp3ZCajKLFi3CkCFDUFpailgshmnTpjnG33rrLfTv3x9NmjRBLBbDihUrsnLOTPPEE0+gR48eKCoqQrNmzTB8+HCsXr3aMeeOO+7AGWecgQYNGqBp06YYNmwYPvvssyydOLPQGSFpINPORJD98jGfJRw6R8Fvw8RM4bcBot/wMfX7PzSsi7FEr+7i3Ov4YVdBYqqoFVVCea47IjYIkdAP1yQT2vu9fE3id+TieKhz3rnxDWDDGyniwcYR8XI5TOPqXqZqWqyyRXKReDyOrbsPYtNXB/D1keNoUK822jZphFYlDRGLxUKtfeDAAXTt2hW33HILrrrqKu34pZdeimuuuQa33357qL3SQTwex6FVu3Dw39txvPIwajc+CQ3Pa4H6ZzcN9btZuHAhRo8ejR49euDYsWN44IEH0L9/f6xatQqNGjUCAHTr1g3XX3892rZti927d2P8+PHo378/NmzYgNq1a0f1FXMSihFigZ+kblthkKl8kyhLCecfUVTG8rtP0D10wki3h99ckkOKK6IiXJN+tU9Cr+OHsaD2SQCiC7MieqJuXOi3IpbbnKDvssoWyXXi8TiWb9iNbXu/Tj77+shx7N5/BDsqDuH89iWhLt0DBw7EwIEDjeM33ngjAOCLL74IvEe6iMfj2DvjMxxe81XyWVXlYVRsqcThz3ejeEhZ4N/N3/72N8fnyZMno1mzZli2bBkuu+wyAMCoUaOS4+3atcNjjz2Grl274osvvsAZZ5wRaN98gWKE+MTtMp8rCe1RIL6LLgytcPAqCSyjExzZcFH85tu8M/jMlGciLEtdSwgRgSnfYYnl3qoToq6XztK7uVrWV6Xfywln5J0bE+7GoUcXpOSJCJLCZcMbVgnu6YCCg+QzW3cfdAgRmW17v8bW3QfRukmjDJ8qNzi0apdDiDjGVn+Jk84oQYMuzSLZq6KiAgBQUlKiHT9w4AAmTZqE9u3bo02bNpHsmcswZ4RExFLl71zARkyYzlsoosqJ3Jnd5Jq4NUZMJ/L+urOZ9j/06AJtXojAlFfilffhle8Qpqu6Ojcs6cobyVQ+iluOxlcv3qh9LgRMLsPcE5JrbPrqQKjxQubgv7eHGrelqqoKY8eOxSWXXIJzzjnHMfb888/j5JNPxsknn4y//vWvmDNnDurVqxfJvrkMxQixwCapu7vytxe6eUGT3232kv+YyCUh5R+3C7sJmwTwoHvo1rbZS05Qd0umd+swL8SJLBxkwSI3KkwXOrGiihSToFFFgJe40a2h29sv6fgd6c7h1rX+o8VDHMJDl8yeq9BFIbnG10eOhxovZI5XHnYdr9rnPm7L6NGjsXLlSrz22mspY9dffz0++ugjLFy4EJ06dcI111yDQ4cORbJvLsMwLRIhmSzxKxPmHfk9rzV0Fbi8nuUHYXI+TMniunLAUbkrQlSo+SCHHl2Afspcrwt1/Ud6JZPX5TAt2zAnt4u021ybeWofjjDY/B4yEdZls4dIHFedDzchYtO40La5oVdiey6i6zRPiEqDerVdBUeDeoWdKO1G7cYnocpFkNQqOsk4ZsuYMWMwc+ZMLFq0CK1bp/7jXHFxMYqLi9GxY0dceOGFOPXUUzF16lSMGDEi9N65DMUIyTGiDI9KVw6LHwETHbowKj85H7q1bN5zSxzXOR/yvCjEh249WXAEuUSbRIPbWtkooZsuZ8LGSck0KfvfWJ1PInD7z2fmhjs9L+CZFBhRigE/FcAIcaNtk0bYvf+I63hNpeF5LVCxpdJ1PCjxeBx33XUXpk6digULFqB9+/ZW78TjcRw+HI0jk8tQjBBL0nnpDisaTO9GXa43O3kk2Sy167f0r58QLq+5pjmm3BBBr+OJ/+FeUPukpIBIihgRvjVznaNalnBE1GRzOfl9MJxND9WqW5kkTLf1bIsOv6jd2sUzkfAe9cU8qIhQz6JzKuRSv15lf73KBXudhRAdrUoaYkfFIW0Se8tTGqBVScNQ6+/fvx/r1lX/b/SGDRuwYsUKlJSUJEvWbtq0CeXl5QCQ7LXRokULtGgR/LIfBfXPborDn+/GodVfpo6VnYb6ZzcNvPbo0aPx6quvYvr06SgqKsL27Yn8k+LiYjRo0ADr16/H66+/jv79+6Np06bYsmULfvazn6FBgwb41re+FXjffIFihHiQa6V6w2BqdBjluunD1GU9E/sITALCpuyuW0d4P3vJvDP4TPQzXK57HT+crHqlEzA2l3LHe8rvJYwgCIuf/bxKFKtuQ7arcCV/rxuqHRHRS0StoGVbzjcq0ZKNPiK256YAITbEYjGc374kbX1Gli5dit69eyc/33vvvQCAkSNHYvLkyZgxYwZuvvnm5Ph1110HABg3bhzGjx8fau+wxGIxFA8pw0lnlODgv7ejat9h1CqKps/ICy+8AADo1auX4/mkSZNw0003oX79+vjHP/6BZ555Bnv27EHz5s1x2WWX4b333kOzZtFU8MplYvF4PJ7tQ+QLlZWVKC4uRkVFBRo3bpzt42QIU6K5OhaFGAm6hu48YfaIUliFFypeVa7SjZfAsHnHJFa8HBJTZ/SHhnUB4BQLvY4fxrvDzsUl0z/WvqOW7TXR6/hhPDSsS4qA8ZtArhKmb0ndwZ0AALXPL/W9n8B232yJkaSL5XL5lnNG3CppRS0+bPMxgu4prxe0YzwpTGrmvYPUNChGfFDz/kfBJswpl3I8bM6l7pGu76JbP3/xI4jccktMY/JzkwCRUYXFO4PPxODzWxu7qIt33hl8ptYlUcO5xBnUhHaVKC7tNpd/VYyoe3uN+90vCoKIofqP9HJcxtWcEcBOaIS93NvspxMAYcUIXRCiUvPuHaQmwjAt4oOgF/dMhXDZVLNSz5HroWW5jykZ/rHpnyQdDFFZS+eECAEh5sqIZ49N/yTZF0QWHCI/BNM/8RRK7ww+E49N/wT9NA6J2xn89AuJKpFexY8j4rVfJl0Pv3vN3HCnZ+leP93R/VzaTaLDLXmcieSEEBIeihFiic2/8JtER1ThU1HuV7jIl3VdY78gYV/yXK/1vRwKgeqAuDkiqhBJihAJr4uvWF99d8mEAYDhvEIsqN/5+PJyHJ25xnW/oMiCwTa0S3ZEbOZnAj/OjC7kKoqGhm7hVW75JjphIt4N42JEEcZFCCGFBsUIcSHXQ4wyKTqCiiXAHBamjpnez23cRI3saKgOik04lhA2NnNl5PAqnXCRkYWGvI9Xh3Ydfp0H01wRdmWzh068yGPyXtkWKbrz2fYdAbLrRNAFIYSQ9EAxQiImSChXkEu3LvcjneIkG26LaAKZPXRlfeXQKRNeF3kb58QvXqLDFtWF0YVuqXhdqv2KFOG6BHVfwpQbDpNo74VNg0jhiAxu/3yivPKNb1j1EDFhes8r9ySKJHh1b52ooutBCKnpUIyQCAl6YQ/yXj7kftiGp/l9xx0vIWAbnuVVWnfJhAEpCd/y/qqQEfv6ESKmuUsmDHBdx+vy7/W+23vpbhgYpFJW/Ud64fjychxfnqjdr+aYZKMXiryvl1AbjF76sKkbw+3v1c/DRpAkz6I8U5+b9vA6l83+hBBSyNTK9gFITWEpnBfv/AhBig7x/bvDf5NGedzt/fBcOG52StiS+ANUh1c9Nv0T42VeXSMIXm6E1/oXjpuNXscPG90SL5FjCt0S6/rFRmC4hWbp1hNr2oZf2QoSv+FcbqFhYj2/6C7hy758z/e7arJ5mJwNWZgEXcfPuxQihJCaAp0REoCwDkiuNkhM57lshEaQ99Q51SLPlGjudhH3mmPioWFdUpwP1YGxXTOoaxEFtvsKQSJ+Z2GaBupEiC4vRIdun6Mz1xjDu3RnC1thK2gFMdVt0IkI8UwIkZZFN2DbvlcCn1XdV97fK6FdRxjBwJAtQghJQDFCskDQ6lpuYsFvuJNurSgbHfoRH9G4RBeOexzA7ECJ10HxCvnyKyoyJUTkfRbUPsna7fDqOwL4v5wL4VD/kV7Jnw89usB3aFXt80td985U8nrU+4jLesuiGwC4h1ZFdZlPdyd3dU1CCKnJMEyLBEANubLB70XfVnSo893CmNLd4DDo2tGfRb3Qi89eF/0lEwakiBn1mZeDoltDfc/23FGhNkkMmi/iFzdB4SU2RLiU7nIfNgdEF1qVrrwSsba6x+D2z6Nl0Q1oWXRDSgiW6pQAwLZ9r2DbvlesxIDufZuxsHiFYaVzb0IIyVfojJA8Ioru7JkKEUvvPuIyvWTCgycckdQxL2xdCHWO7lJum2iebucjyPp+ckDkuUsAh7tiQ9CqWyIx3Y2gJYWzXe7XhFeOiC5ky1R1y+sZy/YSEg2LFi3CU089hWXLlmHbtm2YOnUqhg8fDgA4evQoHnroIfzlL3/B+vXrUVxcjH79+uFnP/sZSktL3RcmBU1BipHdu3dj1qxZKC8vR4sWLXDFFVegefPmxvnTp0/Hv/71LzzyyCMZPCXJLDbd2dOxX3q5cNzjeGhYF999OLzQdTsPgsmhSSe6s9d/pJexsaH8ntv5VFFle4l3cxzkfJHjy8tTmhcKjs5cg7qDOwUu9ZurgsMGVXSoeSQ6/IgLU0WsdIeCEZIt4vE4dh/ehS8P7cSRqsOoV+sknFa/GUpOaopYLBZq7QMHDqBr16645ZZbcNVVVznGDh48iOXLl+Phhx9G165dsWfPHvzgBz/A0KFDsXRpTStqQ2QKToy89dZbuOWWW7Bv377ks3r16uHee+/FhAkTUKdO6leeNm0a/vCHP1CMeBL2Ql+IvUC8sP3O3vNUB0RgK0RMwiBMjkkm81PUfW2Fg+6zzTs2LKh9UuCEdS+3I0xiedik9CDrBQnz6nbaxdVVwWDOk1EFgJvYsBEibuV+3ca8oFAhuU48Hsf6fWuw98hXyWdHqg5j//5KVBzZg/ZFnUIJkoEDB2LgwIHaseLiYsyZM8fx7Nlnn8X/+3//D5s2bULbtm0D70vym4ISIx9//DG++93v4siRIygrK8N5552H9evXY9myZfjZz36G+fPnY+bMmSgpKcn2UQsMXadxHbkoFghgzv3wmhtFz5AguJUVNvHusHMBVPfgUMXAJdM/juRssoPh5nbIyHNMF/La55emOCNqh3XdzyYhYdvcUMxzEySmc4TJQ+l22sWOz+kIpWJ4Fqlp7D68yyFEZPYc+QrFh3ehSf1mGTtPRUUFYrEYTjnllIztSXKPghIjTz75JI4cOYKHHnoIjz76aPL54sWLccstt2DJkiX4j//4D8yZM4fxiYFQHZFctVVzqXRwrpxDj5vDkK3yukERYsMkKuQLv/zdxHs268trvDP4TADAYKReumXRoDYidENuUih+lkO5dALCS0yYxqPsTZJJbMr7ejU7VOcKTOIkjFtCSC7x5aGdnuOZEiOHDh3Cj370I4wYMQKNGzfOyJ4kNykoMbJw4UKceeaZDiECAJdeeimWLVuG7373u5g1axYuueQSzJkzB2eeeWaWTlpopOPCbeu26HB7x23Mq3RwNkPMlgKIXhz47UWSywgR8u6wc11dDvW7XTL9Y7w77FzX93SCRS5rLLsstc8vTV7iVfdFfBZiRbgoR2euMV78xVx5TqZEglpiWCeGoq7sZWJw++ex7Mv3AvUZcevl4dVdnQKEFBJHqtwLdniNR8XRo0dxzTXXIB6P44UXXsjIniR3KSgxsmPHjmTVBpWioiJMnz4d//mf/4nf/e53uOyyyzB79myce67dv4qSIPjJl4AyN1OOgrx3tlwMr99T4oxLJjyYfGLKHwlDPgqQqPASJJdM/9gh1rwu4+J3aeu66BCOiBqaFaUQsMHvfrnmpkQRikVBQgqFerVOchUc9WrZVQYMgxAiGzduxLx58+iKkMISIw0bNsSBAweM47Vq1cLEiRNRUlKCJ598Er1798asWbMyeMJ8x2+jPr+X+6jcBz+uiu1+3ZE+d8R7zcTl9nHpQuwtHNxCsLLZ5TzdmNwNOWFf991FGNUSJadErHd8eXngalYAHGFXuq7rx5eXWye3y6iXf1k8hKnAZbOn3Acl3SIkTIUsQkiC0+o3w/79la7j6UQIkbVr12L+/Plo0qRJWvcj+UFBiZGzzz4bH3zwAeLxuGs1iJ/97GcoKSnBj3/8Y/Tv3x/t27fP4CnzDa8KWlFczqO+4NuEPAXZNzfyP2xFhFt/EFMlrUIVKLbYigDRb0T8/uSk+EOPLrDuOwJAK0xk3C75urwPWYDUPr/UszO71975XBZYxdRvRCde6IaQQqTkpKaoOLIHezRJ7KfWa4KSk5qGWn///v1Yt25d8vOGDRuwYsUKlJSUoGXLlvj2t7+N5cuXY+bMmTh+/Di2b9+eOFdJCerVqxdqb5K/xOLxeDzbh4iK8ePH4yc/+QmmT5+OwYMHe87/7W9/i+9///sQv4Ljx4+7zq+srERxcTEqKipqkK0oixGdM5IbF3R/5M/ZLxwn3JDujmfpopAdExU5JEuICj8VttSEdl0DRFVoiH4hArekdjnx3Y8rE6Ubkg63Q/QHUatlmYjS5WBOCMk30nHvSGefkQULFqB3794pz0eOHInx48cb//F3/vz56NWrV6i9Sf5SUM7I0KFD8eijj+Kxxx6zEiO33347Tj31VFx//fU4duxYBk5YKPi9zOdSdSsgt84SDVGJiEwLkWyKH1loXDhuNpZMGBBJed9exw8bxc3eBnWAuevRtG8H4/uyCDn06IIUAVP/kV4pifAyNkLEtqxvJpCbFwZJTvfCJDYoQkhNJRaLoUn9ZmmpmtWrVy+4/Rt3Af37N4mQghIj559/Po4ePerrnW9/+9vo2bMnDh48mKZT5TtLNT/rLvNugiPfL/+ZEVMmxyNxUfZ6Nz/djHw895IJA5JiwFS2V4gbgRA5005uBADYNXc9Wtx3qfWeco8ROffE1N/DC3VuJpPOheCYue+VSASBnzK+W1u1Sf7cauvm0HsTQggJT0GJEQCoXbu273eaNg0XI1n4uJW7VT/nkvCwOY+Ny5PO5HU97snn6a2qRbwRoVOC48vLU/qcXDhutmc1re1PLQYAK2Gi5m+IksBhyZXqV0FdkWVfvkeXgxBC8piCEyNu7NixA+XliQtEaWkpmjdvnuUTkfQSdTWtKEkVN0JkXDju8bx0DPIVXad5WQyq5X5NXdV1IV675q7H8P3VFf6G7z9gFCi6niRqda2gToiJbAuRQ48uQLcTZ5jpQ4yIniN+oRtCCCG5R8GLkXg8jl//+td49tln8fnnnzvGOnTogDFjxuCuu+5CrVq1snTCXEVOXNe5Aks1c23INffEhJ9zBkmID/c7oCMSDJ3jpBN+blW1Lpn+MaAIjyUTBqQ8E7g1U3TLHQlKLlfAEuFU/V6+JvAaUbggDNcihJDcoaDFyOHDhzFkyBDMnTsX8Xgcp556Kk4//XQAwKZNm/D555/j3nvvxcyZMzFz5kycdFL6m/3kJ377i9iulUuogiJzwiL1DKLsbmo4lvzMDfGv/elyWPK16lbUZxYuh0682IRomcSI3KHdBlWA2AiSbLoiur11IsOtc7ptNS5CCCG5TUGLkZ/+9Kd45513cM455+Cpp57CgAHOcIy///3vuO+++zBv3jz89Kc/xYQJHlnCNQq3f+1XxYlubr44IPlFotTvg1gy4UFXd8T20p2voiKTyN3X3X5Xbr9LnTBp2rdDMvdEDv1yc2XkeV5iIuqQLhvks6uhbLKw0Dkk79z4BgCz8+G3JLAbdEMIISR3KKg+IypnnHEG9uzZg7Vr1xq7fH755Zfo1KkTTjnlFKxfv951vZrdZ0Rg6jeizs1HMWJ75vT2KdGJjKhEQ7odk0LBq3u9QJ5jKufrhpoIL9AlpqsuiXzZl9c4OnONa1d2QTqcEVWMyJ//eupjyZ9bFt2Q/LnL80cA6MWILGDEOyYxogu9Es904oOhWiQfqJn3DlLTKGhnpLy8HIMHDzYKEQA47bTT0KdPH8yaNSuDJ8tn1CaI+SY4oiSI4PIWMnKTQyFMRKnYoP8yT/yhlub1yit5d9i5xjK/fsSJQAgPt2pZbusK8aGGa9mGfaUTP8nnmayS5SZcCCGEpI+CFiOtWrXCkSNHPOcdPXoUpaXmTsg1i6gS1QtdpAT5ftXipToHRHfh9e4rosPtX/LFGMVKeLzERRDxka+4hWWpmISFcGgGoxeWffkeln35XlrzQdwcFEIIIZmnoEtIXX/99Zg7dy42btxonLNx40bMnTsX3/3udzN4skIkbGJ7LhBUYNh+d1P+jZ3DpBMSurK0Nu8Rb9QQLPG7FpWxap9favX7d0MnXORLfd3BnZJ/vBB9R9zCr2qfX5r8E+SsXkJLXde0n1dPkUOPLsDMDXc6wrSC0GrrZjodhBCS4xR0zsjRo0dx9dVX41//+hfGjRuHa6+9Fo0aJTogHzhwAG+88QYmTJiArl274s0330TdunVd1yv82E1TZ3XTnHDlfV8cNhYAcMf0Z3y8mwv4Dc/yN59le3MTXRicLk/ElAcSNfI+tc8vNeaF+HEv1FAz0/cw5auo3920nxym1e20i5Nn/+TOegASeSReCe22qOFXXi4IxQvJJQr/3kFIgYdplZWVIR6PY8uWLbj99ttx++2349RTTwUA7NmzJzkvFouhrKzM8W4sFkvpS1IzCReOpH+eGLtj+jNJQZI/BHGA1Dyb9CA3TSSZQc0t2TV3PTB3fVr6h+jQiQbZRdE1UjTltKgC4+jMNYFyTGzEWLfTLtbmjXQ77WLM3HAnusCuD0mQCluy2FCFCYUIIYRknoIWI1988UXKs927d6c8cwvjIl6YQo90F2/TRTxodapsVeyKbk8//UOyUQmLSfH+SHZbn/6xZ58RwNuBUOfK81RhYSsc/DglQbFZ101ACFekZdENWPble9i275XADkmrrZuxtVUb3wnqTGgnhJDMUNBhWlFTM+zSdF/ubQREekvnZg9dWWR9wQB9foh7bxGSWXT5IuI/N1WIZCp0S8Vv80RVHKVLrKhhWgI51OydG99IlvM1iRFbZ0RNWtcJDVM4F8UIySY1495BajoFncBOss1SzR/APunbNCdXkuWXKj/7SWYHvMv76p4/aN2FPRvozh02yTsX0X2n48vL8e6wc7WOSJjLvd93wgiIbFcC++rFG5N/gIQI6XbaxUZXpNtpF1uFaIlEdgoLQgjJPQo6TIsEIReaFZrCvOTxXKC74efg5HvndN2ZcvGcQbEJvYqaMALByxEJ49iECfeyERDnH/k2AKB89TyUlvXxdzgDftwOChdCCMkMNUaM7Nu3D59//jn27dsHU2TaZZddluFT5Tphm/p1V56lY798wft3YOq8nhibjQvHPe5wRUw5JOkQKrkqfrKFjdOxy5DILt459OiCtDQh9CMuRN6J+o7pe6XDOZFDs1pt3Zws53u+d4uoSFHFB8O0CCEkMxS8GFm5ciXGjh2LBQsWGEWI4Pjx4xk6Vb6QDmHgtqbOaSgcgTJz+RYMPj/Yu0IMVCe8m+cFXdttvCZiI8BMl3mTEFHn+c3pyGXClBAWyH1FSl6vhd3XVkV4wnDomiUSQggJT0GLkbVr1+LSSy9FZWUlLrnkEmzbtg0bNmzAddddh/Xr12P58uU4duwYhg4dilNOOSXbx80h1ATyIAnlOoekJlJdzthNiMxcPg0PDQMGn9/acQE2XYbdLsn54mDou8/nDuqZ3h12brLhoRyudeG42RkP3zL1+YhiPXVdN2ERRYK7o5/IhjeSz8MIEa8EdRthQcFBCCGZoaDFyGOPPYZ9+/Zh0qRJGDlyJG6++WZs2LABf/zjHwEA69atw6233opVq1ZhyZIlWT5truNWltdvbodO3JjWsZnjRradFbu9B58//MRPSx2hWJmqnuUW8iX/HKVoyEUB4oYQIjbzpp3cyHNeUDfETzlg3bteIsNt3TB7ezFzw53JPJEweDU1VMdtHQ+KE0IISQ8FLUbmzZuHzp07Y+TIkdrxM888E9OnT0eHDh3w8MMP49lnn83wCXMdm1wPLwEh1vG6lOuS1qMQErnuyti5TrYCJcgFvxBclnQjnA9ZkOh+lh0SNXzLFLrlhu7yr2tcaItJRERRytfPu/JcUSlLDtHSUb56HgAESmb3Eii6uRQfhBCSGQpajOzcuRMXXXRR8nPdunUBAIcOHUL9+vUBAKeccgp69eqFmTNnUowYsRUXJvHS3WVMt0auVtFKV/8TmxK/wcv55no4VD7i5ZI07dshNYdi7vpAe2Wz3K5JYAQVLUJQ6Dgf1a6ILDjKV89zfS/dsEs7IYSkl4IWIyUlJTh8+LDjM5DouF5WVuaYu3PnzoyerTDxc0m3cVRs18t2KJYJb/Ey5drOGPF6IqRn/pwpANai9+WJsYQDkhAPpoR1PxSKEPnz724DAFx92++yfBJ7ji8vd7gispgRborJBTGtJ79jmmsTVhWV6xIlJhdEfHYLrYpKLGxt1YbCgxBCMkBBi5H27dtj48aNyc/f+MY3EI/H8frrr+ORRx4BAHz55ZdYsGAB2rZtm61j5jB+S/ParBXVeukkKgfEjyOUoPflI7TPw+SOZFuE2OSaqBW73OZnQ4TowrDUMfXnoD08oujWrgqKXBAYgFNcyF3YW351yPUdIU7kniOxeS8h3meksXO6/MwWXTiXmvCuzqVgIYSQcBS0GOnfvz8ee+wxbNy4EaeffjqGDBmC0047DY8++ihWrVqFVq1a4a233kJFRQXGjBmT7ePmETphEbUz4ZY/ol7w0+2KhBFP7mcTrogO25K6pot7NhLhdfgVQ9kWT2F4d9i5qH1+aeI7GEK5lkwYoB0zlQkGglXPCpOoHgSb0r5izo5GnwFN6ke6v1tzRFWo6CpquQkO3RqEEEKioaDFyI033ojDhw9jx44dOP3009GoUSO89tpruOaaa/DGG9UlJC+//HI8+GDwmHyiwyb3w09+iE1YV1S47bUUTnHi/wxq80Lxe5BdERGiVS1IzGWWRQhXJgSHruqWyfnwU30rXwSIziGRf75k+sdGESLmHV9enpZSwH7cD12TQ/EsW6FasgPilqQuxEC8T2phEi8Hw+Ri+HFE1DmEEELCUdBi5IwzzsATTzzheNanTx9s3LgR//jHP7Bnzx506tQJ3bp1y9IJcx1bR0DnYKSjBG8QEeC2bhBXxyb0yv27JC701WJk/py1AKYYQ7RkLhw32+iYpD43C2y/ZXqrmy6mvhOkF0qQM+QSi746kPz5sibeZXwzRXzNFABArNMI34IiivAwE0JkNMdZyWdqaJacpC7/XFrWxyFOthr20IkTGZEDYuNsCJEhz3d7jw0RCSEkOAUtRkw0atQIV1xxRbaPkce4XcaDuhW273kJC3VOFO6J2aWZcu0BTahVtWCZcm1nAECL22ZIYkMVb2tTdvzBZ2Mx4vVPU54nHJUHYSOkgjolOpGQDtEg1nzi0g64f3GwSlOZRgi+hIBMoFbWUl0P2/4kOoRA0DkZ6cQmGT5IXsqORp+htKwPmi8Htg+5AEAi9wMAmh84yzFPoAqTVls3J5+pAkSsJZ4HDamyfY9J7oQQEp4aKUZIruBXKNj0KgmCjUOScDteHDY2+eSO6c+45HykrjV/zhTcv3i9FKJlFnWJdXWhYd2Vv6vPp4ZOuSE7LDrhYRpLB6oQScfeuj4hKl77yr/T3pd3dJ1r2l/HrhMlf1vcdykOPbrA0QzRpgqWEAEzl28B8B8AgMFWp0pdKxvIIkRGG4Z14m8hOnTvmMYEtu6ILcwhIYSQcNQIMbJw4UIsXLgQ27Ztc5T6lYnFYvj973+f4ZMVOrlTcjfhYHwKd9ck+h4n1WLlhCuyONWtSFxsq9dPzSmpdlgA4JdnPaNJTtfnbACJS+pj0z9JGXcL+crX8Cm/2BYJAFLzZExcMv1jo/jQhUKpjRCPzlwDIHiHdhvcQrLULu1BXRl5DSE4xLuy8xGE0rI+RhFgCteK2sHQiRq6JIQQ4p+CFiO7d+/GlVdeicWLFyMej7vOpRgJg011q6irbqnCQScsEs+nXHsAdiTW0IdeJbhj+jPS2s9o5rt3kVdFRuL9ztr9En1HgN6Xd8eI1xv5+B5OoTH4/NZJMfLWd+viqlePOublCn6EQVSI7y/v/cSlCXHgFjrm5/dmm6we1p0YfH5rX/NtBInXmYIKldKyPiif95IxNMsLU1UsW6KojEVHhBBCoqGgxcg999yDf/zjH+jSpQtGjRqFDh064OSTT872sWoQfpLM1fn2oVNe+zsv+rZujXeXeS9xkBjvrOR+yPkmnR3nm3LtAbS4bQaeuLRaiMi0uG1G4ofF663yQXTORyIR2ByGpF6y/YZMuSWl2ySs68RBFHjlbUS177vDzsWuueuxa+76FMdDoIoA+XP9R3qlzHcTDEGxKcPrtpe4iLd4+wNfa6uVunY0+kwbptX8wFnYoYRb6dwQP4LAj4CJOpSLEEKImYIWI2+//TZat26N999/nyIkINUX5tRkajPp6j1i2kuXUG5ySuSfnXPEu9XvL3WER6m/A7174i2O/DgcQEKYmCptCafFJE5MJXd1Y1G4JG5r2AqRdOFHDAVF5H+4YdsNXWAjFtLdgM9U7tfrbLrv49YPREaU+k0moyO9joZt5SybtRmuRQgh9tTK9gHSyfHjx3HRRRdRiGSNpXAmXwOqs2C+mHuVB+6unWOTUD7l2s4OkSHO6C241P3U76YndT89LW6bge2/G4rtvxuaTJDWsWTCg9pwr8RY9b/s/+CzscY1bC7dUbgTUTocftZaMmGAr67uYfcVc4bvP4Dh+xP/na59fqnWGZDJVmd0cTa3/U3jx5eXo8XbHyRdERHOJYd1+fleOxp9lhKitaPRZw4houL3su/WY8QvFBqEEBItBe2MdOvWDdu3b8/2MfIaf46ILeIC77ygy8JELyq8QqeCVdsy5WwkzvGpY17imS6cTMyRv8OnDhFiEl4iPMsL1R0R/UqEK5IQH5/ioWFdsO/nl2vXcHNK1DluCe5ehBEhNkn16ar2pcsXsdlj+1OLHZ+H7z8AjJudzBdJdmUHMO3kxH/XWtx3afI9U0iXLTYXZLkHiRemUCs/eS2694TokJsbyqV73YjNe8lVoPjB9PtKR5d1uiWEEOJOQYuRhx56CFdccQX+9re/sa9IRAQL29LjvsZSjZvQWUkUd6N6vDofwNwEUEaIBqfowIlnqT1FRLnfRKnfagHy4rBXADyIxvXN+R3V+SJDpWeJ34t8IV6i1xaO8KxfnvUMfjluNh4a1iX5LNGvpFHKXOfvwiwc3C7ibp3Xo8AtrCrbIV9Atajwi054yOV9BeICn4u9LII6OibxYUpkl0OnbMr2mhC/Q7Gem9jItd81IYQUOgUtRvr06YNXX30V3/ve9/Ctb30Ll19+OVq1aoVatfTRaZdddlmGT5jfuOVT+BEtpnWqf07NtdCFPY14/VNg99gTn8YCJc8oM5amOBXVOSLeeM1LrFc9d8q11Zd/+d0Xh409UZXLtE7ijEscpYidTRQTa5rPUvSjOckKWiNcOrHL+L3Aq86J7KiEJVNVvlTB46f5ogjHUteQfydCUBxfXq6tqiXEh+qs6AgSAiVj44gEQVeVSz2r7szbmtTHti/fQ0vN8ySKcAnjikTldvhdRxVAFDuEEOKkoMUIAOzfvx9169bFyy+/jJdfftl17vHjxzN0qkLFeXEG3EWJTlCoFaZSx/0lfwuWTHgQU64dqxlJPavbvqoz8+KwVyRhkUh8l8+u+x6N6z+OKdeKcbX3ibyn7ARVd3WXEQ6H/Ht5DM9gyYQBSTEyc/m0E2Vfqy/MTpck/OXf7/tuYVZB1gp6/ii6wLuFLrmVz5WTwnWOiOhQHiUiVAtwFycmwRNFjotIXt/25XvJZ86ckfpQ0Tkibr1GVLJVHctrT3mcIoUQUlMpaDEyefJk3HrrrYjH4/jmN7/J0r4REEV4lk0yt3N+qgBR8zEASK6ITHcsmXDinReq/8V6yvdnJ8fVS74sIKqbJXZWPifevWO6/szVndqf0U9Irp8QHJWHqt0LN9fEhicu7YD5c9ZqL9hLJjyYPNukbzQ1hlS99d26ABIXvnSEYrmJhzDCIJPY9g8RBM29EJfUbCW7ByGqszY/cBZqb91snVciiFp8+F3P1AxROCRuwuMXK5cAAO4958IAJyWEkPyjoMXIk08+iZNOOgl/+ctf0KtXr2wfp+CwFSZa4RB4T9kpMJMQG+bEdHmthCDwI7KClSwWIkDOIbEJ/ao8JPJOdE6Su1Mk54+4oYoLm8ufOkfnUKgJ4V59SABg/py12nF1LSFavFwRVdyIdeSKZUK8yevrmHZyo2R4lkDuYfLusHNTyuCaSuLK1ad2zV3vcEd05Nq/osuhWLbiQ/7vjAjPEvkiwh1p+dUhRw6J/L1lh8RNHAQVIibREVbYqALE5j9LihJCSE2hoMXIF198gZ49e9ZsISK7BSk5FNFSHcqkPtcLETeREjQcy41qN8Rj3gn3Q5zNmaehNlAUieoJ1GT1RH7IDY451eJCXucVxzu6tQCkVN2SGyYKxGX65hW7AAB3TL8hZW0bEp3ag4U/ib1xqXuVKFUECSHyxKUdkmLBJDZs3RNHIQCDoyMLHDdnRhYiNj1FgiAu9ukQHOnKG5EJ3FBxtXcH9uYHztKGr3k5F7ZiIp2hXDZrCwHi9pzihBBSaBS0GGnVqhUaNmyY7WNkDiE8Sp4xhCxZvKsSQMCEdUGEEBjxwgBrAQFUiw05Kd1d1Ogqdp1YS5sgn+piTLm2MxrX1815JnnxT6xlSiJPCJpqwZBwXWTRYKrGlUggT/wsRMr23w1N5pHIa7w47BXgG00x6RtNk89EOFdZ280nhEeCJRMGJDu1PyGJCdndUFkSuwIYDyyJARgfT3E3dBd84dqYnBDxHdX9wzB/zlpXcXL/4vWJZ8p3tclJeXfYudUuyfSPtYnsgDOpWySu61yRdDkhIm/k+NrEf3HrDLrSOpckKG5Om98QrHxHFU66xPYggoNOCiEkXyloMfK9730PTz/9NHbv3o2SkpJsHydaVMfDRnzsHuuc60do6NYvecaRoO4VjiWLC91ckdORdCS0QmQpsHusq0iRk80TVa2qP6vixC08S05Wd0u2l/M95BwRISIS6ySeC4Eg3pF/f4lk+Op3hYMiC43tvxvq2pNEToiXHRE/JF0cSbgI5Au2EDBLJgxA+Yi5yefqv4WbREQiqd48d4lL40cblkwYkBQ6Yl31LKIimFsOjCmEa/j+A4n3TgiV2ueXAlLIllhf4FZNy4ZMhWaFTXJXOb68HM1xVkpjw+YHUp+JalnbgWRTRfny7iep3xQWlW1MZ9naqg2uFT8DeH32nwBQXBBCCp+CFiMPPPAAVqxYgd69e+OXv/wlevbsiVgslu1jZR5ZgMiiwlbA2Iy5zJMTxwVB3ZMg7wkRpAoRt9LETrq7Vr3yQ+P6jyeFhw41jKry0INooczpffkITLn2AH4AJKtytbhNv9+Uazuj56PPYciTpRgC4O0fluOO6Tek/Ev/zSt2JZ9P+kbT6jCrlPMlzn3H9BuS+R8XjpudTHgXoV2yoyJcETmxvvflHVPK4apnqu4PM0Drnng5JReOqz6HzuGxQV7DhN9kfpFTIpfz1YmSdImPWKcRODZravKzLD4u+mMJ3r9+t+cabg0UbUVK7fNLUXpCuqruSGzeS9iBzxy5I0HIJRESBlmQ6EK5KFgIIflMQYuRjh0T/7K6ceNG9O3bF3Xr1kWLFi20fUZisRg+//zzTB8xGlQhoDog6ueIkcVG0t2QnAuvUCtVCOzrOxFFc5+O8ISpFbJScQoNfUiWTR6Lsx9I5aEHMX9O9b/mjnh9xIm9xqa8aQrH2v67xHlefFaEX8muy6eOi3riAv84fvDZWLS4bS1a3DYDqzdJeSQn5okL9IvDXsEal2/j5+Iuh3rJORhiP/mc4udm3/zViSd2jRd1wkAnNNRnJnFks75X7orMn3+XUIVeQkJckmuPneI6L13UGXRl8mdZjKhCRHxn+bksQGzyQ0w5IabwrNi8lxwOiY0oM1WvyhRuOSumMZsKXWHCtYK+TwghmaagxcgXX3zh+HzkyBFs2rQpO4eJkiCORgaEiJ/5fnJBfK3vSDw/YDxfSldyTQ8SWXyMeL27Iw9F3kcWBiqJsdSwKhFCJRoj+nV85PLCvU90Z58/p/pS6RbK5YbJEVkyYYDDzVEv5rIQMaETCgJZqAR1MeR31epZpr1t1vcSIbq8j+1PLUaL+y415o20ePsDR8hRkIZ4UeWUCHGhdzv8/d+pmzgR/UWC5Ij4DbnKtCMSNHneJEhEiBZgJy5Mie+EEJIPFLQYqaqqyvYRajTiwiyS0W1RXRFTLorueWrlq9TO1jYd13UuiKkDvFxuWFTPktn+u6Ep+4qLvZz87jxjIpRLCJ2E0EjE0Cf6kDxzYi/newlHJFWIyCIjkZtyQ0qo2IXjZgNS75FJ0iX8wnGzsUT6XpM8yvOKC3xvl7yPJRMGYOi0XxnH3eh9eUcsUUK93JBFSO/LO+IJzfOytpuxWvm3CjV8TJeIn6ywNW42lmzdjO1PLUbTvh08O6a3ePuD5NjWZ6y+RlqxTVyXnRS3po4qNiIk2Y9DeZ5r4VZR9DFxe//aAd8BAPxCEiUCr5AtQgjJNwpajJD0kUxEl5yOlHCtE26MvtngiXniX/hPzDU5Jn4ra6Wc99oDWhHyg8/GBl4TMHdQl5PahaBQBY4cluVsenhD8u/5cy5IJq7fMV24Ic8AADqNucCRY3LH9I7A5Z9q8ys6jbkAa579wPW73LxiFyZ9o2kyqdsLNwdDfl89jxAo8+esxT2Nnkl+fkKao3Ms5P3mz1mbfE/nepjyPHpf3tG1eldSPEn7i3wYAFi9KXzDx6hIRyiSLDQA4P3rvefXSvaRdYoZIT5axnaceNLcc//y1fOSDkoukwlx1GrrZsDFFdE5JgzRIoTkIwUtRhYtWuRr/mWXXZamk0REkApaGcCPSFBFhck1kUOiUqpuWTYoNAkQeVy3n56lGPF6ajiV6KAuY0pOl1HzQzqNqQ7Zkd+/Y/oNmPK76nkiJ8QtqVo4MV6hWmJPVaSIRPO3vlvXKvxKRXYSEhf51IubKgi8Gh3q0HWZdxMbbi6NwEuI3b94vWuVL/Hd39WMyUnrTfs6v1cuNDGMgtrnlyYFTUsA2+LVAqS0rE/GyvhG3YE9U8jnFsLi2gHfQautmz1dED/jFCqEkFyioMVIr169fFXPOn78eBpPEzFZFiKmRHVt5Sxpjle4lgi98hIS8nzAnHPhFm6lK/VrWtctp0Puki5Ehux0yEJHbnjoDNv6AJ3GJFyQxvWr30+EaqXu2fvyjlKolwjlusCxt1qFy4ToPaLmi6ze1AZPXKq/xKsJ6bJ7oKL2MVHRiQevClamuaKPiKkCF5DaeR1wOjFCkIhKYUBquJb8PAg2HdejJN19RGzWNAkRnUiRL+VBREUUQiRbgiYpTEOEYNmIDVW8UKAQQrJFQYuR733ve1oxUlVVhc2bN2P58uWorKzEsGHDcMopp2T+gHmCGpLlirZ3SWo/EXO1req5JqGgc0pGvP6pdf8RL2ydF7+kdl63fw9ICBNRDWv+nLVJZ2P77/TvqVWkZHSXcCAhSNas2OVwanSouRpvfbeua3iNKOc7f85a1zApE2Vtq50DeR/btWTHRBYjurAsHTa5KaZkdZlMChCBGnqlex7rNMI4L+g+5b1/mPgbifwYNUhL7jGi/ncnF1yNbJ1B7Hut+kyTPwLYiwi/AiXToV9uTRvZ0JGQwqagxcjkyZNdx/fs2YPbb78dK1euxPvvv5+ZQ/nFzQHxCtUKEsqleUfN63DFo6GiyT1J7hWg2pbJtVBFRWqI1QHHzzonxmsNmcpDD55ILk+U3wUSrsWUa9XGiDgxZ6zj85pnP0CnMTM8czv0+94gnc3U7b36TKLClyOB+4S78fYPExfppFCRRI3qkmi7sZ9wJYSAWL0p3KUukVhevcbqTe4CRISZCeTQqvsXr08KDyGQxJm9BIdwf+R/xTc5JLa9NvIVVbyYhEjp/CdPPFmIqv09HXNaxnYkw7jKV89LlvONzXupep95LyWFSi4IlHTjp9RvmOR123dzLUHeryhhaBoh+UFBixEvTj31VPzhD3/AGWecgfvvvx+/+c1vsn0kd1Sh4CUO1HEbcaLmpWiQnRJXt0ROYJe6tSfWTXU3gjZCNJHI57B3OYQ48XMO07lVBySIIyK/pxMzbu/88qxnAKTmg4j1EsLHmTOyBsCQJxOXaNmJkJEv7KYywCZUgfDEpR0c+1z16tGU6lZeuOWIyK5PQkDoL3riO6mCSw49U0OJpp2cEK6iklYyV0Tqsp5OQeLWdDDMPL/7hyVsU8OahE6I3HvOhUbBEKQ5oryemxBxC/EKG/4V1gXJNQFFCPGmRosRAGjYsCH+3//7f5gxY0bui5GweSJ+3xfNEl1wOB0ec03CwNEbRK22pamiJa/jJRx0XdajFD2pgucGeHVqV4WFcFOARAnfTmMuSF6IRR8SlTXPfoDG9R835pb4FQoyQpDIoVfJpPoT+SU61I7q8+dUn9UU9iUcj7K2mx1iYP6ctaEdFWeIml7YlK+elxQdallfG6ad3Ki6tK+C2n9E7cERNu9Eh01IViaodkSqEeJMuCAt3q4WyqVlfRzlfGV3RFTYss3hSJYHLhAnJcriBn4Fik7s6NawFS7qem57m0SJvAbLHBNSGNR4MQIA+/fvx549e7J9jFTkkKdsJazLguTE3yNeMJxFDdHSiRPFLfFEclHC53J0V9bpbp1H4o+lUJ0fW9Y8+4HSA8TsiKiixsY9ERW2WsDpmgix8PYPP0iKkUS41ispfVNsEYKqt9QPxNSRPShyOFhpWR/jmkLYqOWIZfdDLjmcoI1VBS7hkgCJxHQT8liLNLgmmRYcfomvmeKoriWaPorLtvhbOFC6sC0vCqUqmczWVm1ShNi9mu/p5pIEJZMX/CDn9zOfIVuE5C41Xoy8/fbbWLRoEc4+++xsHyUzeAkAnegxiAxH2JWLWHK4E3LPEQuHQp4T1tGorqLVHQnB4F5Ry35dfUK93LRQxRR+1WnMBb4u6brmheL5lGs7uwoU07s6JkmOSFJInMjNSIoaF9dEODVlybyLzZDDpmSHpHz1ZpS19Z9r4lfcJISJ++XVVAFKuB3C/dBRNfSIcY7bezbIYVe5LEJk8dEytiPZc2Sbi8AQIgSormilNkE0IS7uuUQ6GiSKz622bnZcrE0/BxEVJhfDTTTokt5N68nzbBwSQkjhUtBi5JZbbjGO7d+/H2vWrMHHH3+MeDyO//qv/8rgyVxIpwMi523A4E6IzxbniLLqVDpyRkwkxIccXiU7L+HdEvE9TN3VZUSCOyCEiTOkSRUtNgJCCBohiMQzFdvL+4vDXnEIDdN7QcKNgiS5pzoYqeNy5Sx5nvpZ3re0LCE+ytqKz31OiCb5c0KciNAhnSgRz9yEzPanFjscFVtU4ZGOMr1hEOKjutGhP8pXz0s6IfE+I7NW1jdKwp7n9dl/SnZk1wmbKHIsdCIiiAiwfUcVJn73CusCyd+ZEJJ9ClqMeFXTAoC2bdti3Lhx+N73vpf+A6WTbDdBVESNKVfDpkpWVMLEax1dA8PEe+KSuDTlewQ5V9CSvjqmXNsZjes7haBJoOieqZd/0ZldDtmqHmuTnD8ESPYK0XU8NyEu5EOeLE1JApfDpNzyStRQKTnXwpRb4hZe5SVmZOSSsxeOm+0I6zLlfGx/anEyjySI4PBDrrkipWV9tGdyEyfO+d5d2gFnOFauiY8oeV0p52vj/JjcDLd5Kl4uRpiQqqBCImqnR3c2dR9CSGYoaDEyf/5841i9evXQsmVLtGvXLnMHCoMqNgKKD9GPw7imbl8vLCpwOc4gJbzrLvdROSRinV+e9Qx+8NlYH+8d0AqPMOfyk9/ht7SvEChiTXHZdlvHdqzsRP6Irmmh2z7ioi9cBkFpWR+8OOyVZNiXuOzfMV28l3oe1dkAUsv3qvN7X95REj5tUsZ130OHW8dwWZjI/UNsQrCy0W8kG5hEiHieUiJYCtGKzXvJ8VlGDlMqZIQjIhPVv+rr1rAJ80pn2JTq0KhnzFQ5Y7d9KVYIiZ6CFiM9e/b0npRLuIkLdczrs4qNqHBhyrWdnfkeoryvXNnq+7PhDH9yvu/2LN0hWv4FSXTniQ06iPishsnPsktiEiWqk6I2OHQrWyzOfsf0akdq++8Sewlx4YeE81CdfH3zil2Y9I2mDtcDqA5dMiHP77SpjS+HQl7jre/W9ax8lUhs915P5KgACWHkTIJ3CpElEwYkv4Oua7gNYUWICMvKNUdExnTGbfHmKeJEnSOqcIk+JV7I72erY3qmuXbAd7AV1UIs7OXYdNEOEjrltrbNuqoIsTlDEKclHcn+hJDgFLQYIfB2O0wiRbgmhvK+Vt3YDfhpaBgFfkSIX+S8jCh7iUQR2iWSy4UoeXHYK8mGhl4MUUSL3BNk9aUX4AkAIvlbzbvwe0Yv1KaHNvNNz0RyfFhUIeL4PBRYUjYA259anExirzWjXvhNJcJ2TI+i47qO+JopiHUagePLy1HrZOeYKYRLR+n8J7Et7j1PiJZCd0h0mEK2TOLEb0ld07peoU5ROAdBq2RF9U7YkDJCiD8oRvIBm3CsdOaM7B7rLj5Eyd/XkRQwUSa363DL30h3MrwjB0YJkdIhuyKJ/I7Ez16VtoBUUdLithnY/ruhyf1F5S5AnyPSacwF1hWzVFQBsHpTmxO5HalVsAQiREogxI8QN6s3JfJQ1NAo+XMUJX9lvJonqm6OOIuavO71nkqL+y5NipQowrIy5YaEFSrxNVNShMi2eHOUQp/gHus0IuloyP1JTCFapfOfdLwDOMO2aoI7IpAvzfL3lkWKHyfCZi8/Z8oFvASFmxvE8CxCMgPFSCFgqogV1boendz1F//Ucrfmuf7xk5geNab1ZUFi42qY3A/dc5GX4bZudT+QREJ7ixOfRJK6c04CudqWnPvx9g/LHaJD9D9x5mJ4uxZiv+ocEqcwkB2Lt39Y7tnTxMYhEYJHLhcsI0SEV5iVLDaChGSpyCFe2cZNbMhjYcPChPhotq4Cx9ZNRTMAO88sTj43/S7cwrQSY95hXEKYyALHNvwrm3gJKrm61rUDvpOS5B4EPwJCbTropwO81zvpwNQRXu007/Xdw3aWJ4SYoRgpRGwTyj3mJatLyR3WXUK33IiqOlZUa0WJLB7UUCsVcfkXXddfHObeqDCRKzIDlclmiE5BIrse8kX+juk3aB2GF4e9Yqy+JVezUkvgAs4L+eoTOR/qJV1udOiGKcFdxcvVMCGLFlXA+A0ls8F0qc4F4REWWyGi9hSR/z6O1DrX4ncjr1/e+4conf+k79wRE622bs7p/Bodtl3mgzpAtpdok2jwSmb302U91/CTMJ9rDhAh+QzFSK7iJ+wqivAsG4GRzdLBcE/azhWEUJBzSQBZfIx19BYxUXnowaQ4ONCkAVqN64WZy7ckx9zQCRTZ9bAN25IFhU54CNx6hagVra569aijJLB4x6uCWJBkd7d1skG2hEm68kO8kMVJM1SkjMuhWVGJD7lbuS70K9fDuGTXw41frFwC8T8h4jJsypuxERWmPfwkkrutm0vixE1E5NI5CalJUIzkErIYCHrxV0OrPESGnEw+4nXvOYl5mWtQmHKWDOzrtyt7ott58OR1VbgIxAW91bhe2ndlJ8N0mbcVHuJ9saZwUABZAKSGPclVpRLP9Zf9srabE5fxxeuTfUrk/hw6kSDvI4sQ+blX2Jbq8Kg5LV6oAiyooMhUiFbUwsO0lm34VvMDZwEAdpz5WXWeSLwYzdZVABN/BQA4vhbYMeru5DuyIIlCPDgFTm6Had17zoXW3eYFbr8fvxW3/IgOW6HiloeRC/jtt6KOE0LCQzFSKLgJjmQzP8VVKHkGam6HzWVfnaMLn8qmYIkCP4LE9D3lsCkRXuWnQpaYu+/nj6PoR3Ow7+eXJ5PlhdMCAPPnTEl2XQ+LzkFRmxEmLtTzUL56c8rlWueeiB4lSybYdWnXhYiZUF0ZnUujEy9R5IBkimyFGbkJG/Fcdj+8qmUdX3siVOtMlz1deovYksvOhxeys2Pi2gHfSYgMn0JN/Vf/oGIiH7DJSynE701IvkIxkkuECYMKkMcRFbrwqXwWIn5cEfMa1d9fhFXZlOttXP9xbRjW1gkL0Dg17N43Q54stS7vGxU2AkSmfPW8lFwSkxviN6fExhXRuRj5kvuRCVdEpmVsR9IlkYl1GgGsnocdjT4DkPj9HVs3NWXezjOLU8SHfBm3uZzXRNSyvtksbRy2M3o6yNQ5ompASUhNJxaPxy2quRMAqKysRHFxMSoqKtC4cePoN/AjRtxyShRRohMGuZoMHoRcd2HcqmwlXI4bUnqVqIIkNugggOoywbIzAixN9hQB7MK3BPLeagK7eC7K8ppEzB3Tb3A4DV4NAb0u9uWr51n3FXHLV1HneJ3BFJIVVahWUPwKjDChWkHeVcWIzjVxQ4iR2LyXACR+vxQf3qgCRP2dBREouopRXn1HbNZxI13VtTJdtStdoiTt9w5CcgA6IzWUqC/vU0ZUJyWPmLLeOM+vcHB0eDe85/e7+M0JcUN1O9Tvp4qKFrfNcFz0devpql0VzX068cOJMK0Xh42VxEPw8Kzq6l6p1bdEmJm4jIvPqkgpXz3PIVTumF69hiiza4Nt6JRctlcVIarzMX/O2uQctyT8IKQzD0SsrXYstyFsjxAZneuhzpffSXRZD7Z3OkWeuJgXkshJx3fxulBn2gUIIyhyxaUhhHhDMZLLuLkfGQrLCuo6ROVWBN3b7V1bIeIlhHSJ54nP+nAsOTlcEBt0EBMnTkRsEDBq1CgAiQu02vdDx2VNGmHRVweSTRBFPonXe7aojomuJK646Hca0yZQpSohgOR3VYFh437Ia8giQRZCchNDAMYmcV59SMpXz3N1VnI1pEsWFraCRcxLESXjTyiO776a8k5CkOxICinhkAgHxCQMTJdr+T+bMBfwfBQiuRiiZtNvQxe65VbVyy1/JUhFr0zCMC1CwkMxkkuo4kMWHAHzScIKAq/3RQ+SKYtS/3XeJhQsHSFWNiWAo9rXTw6ITiTEZzVMhmABCQEgLv+xQQeTYVmqw9K4/uN44+epezuT5vXui+q8iP16X94Rx5cnHA7xt+l9Pw6DcE3Ee16Xdr/VsgS2vUtWb2qjFVZuvUJ03zddoiO+ZkrSXfAbNhVVNS0hKNRzJffxsZacExKb95JvdyrXLuOFjlt5W7eyvTrRoL4ftMyw27vpwCsPRj4L80YICQ/FSK6j636eQ4iyv2owh+1FP125Hl7regmksOiS1U25HEJwYFRCZGz/3YmBvvekrFu9xoykI6JDdTXc+oxc1qQRji8vx+8mpF4SZeEiV7kSF/41z36QDNeaPwcnxjYnL/BlbTej7MlSo5PQ+/I+J95dC13pYCBVkJj6mehEiM7lUB0crwtyOitvqbk2Kn6Fhc38SJLcxydSDWOG9eQO680nVlde2Bl+50Doeo549TTJBVcirBPkljcyV/q/977j7IV11z8fxL+ubmhdsSqXLuo2Z7YRULnq0hCSr1CM5BJe7oelEJFL+QbJ0fB0Q0Ikv+dyojng77u5zfFTwlfw4rBXfFXMMuWXqJ+9wrZ+N2FeUrSo4WEiZKys7eYTF+fUy5FwPjqNMV+cTKFNOuQyvaZmh24hYeJ92f1Q975w3Gzgtt/hre/W1e5rgyokTN9PdYKyWVa4fPU8z5wOU+K57LrI4VsihOvYrKnJ5oY7zyxO7tfMsI+u0WEQASBfuNVu7mHIthCJAlMoog6bS7oQMLoLu9e6YUWJWwiX1zy/++RihTBCChmKkXxEiBYPcRI0UdwLm3XTIYIygekMid9Pd9d8E11JXvmZTS6HY41ZntNT8CtE/FItAhJ/i2T1xAV7M97+YTnKnixNig+vi7cYdzokCUQ4la7niGheqFtfFSqyGLAVAn6Fg63YclvPEQZlCLeShYJNcrtuHV0IloxuLFO9TkwVocTzsInoNgIlFxyRKAjzPeTLuI2ICCs4ZPfB7xqm93RhY34aHNqGjhFCwkMxkm+E6UXigtslPBMOSDaFyIjXG504g1di+1KoTSJl1B4hOnHihakju8grUcWFXA1L/uyG11w5h6R6H7HvK468lKiRBUZpWR/r5od+8zdkR0S3lq2I8jOeuNAnxETL2A7XhoFRXf7ja6Y4ks9Nv6d0io06g64EkPo72RZvbtXg0DbRPSoKQYgA3t/DT2iW6R1dCJMpeV3FJqFdt67fMCu3eaa16IYQklkoRnIJ2enwyhVRP0tuSZQug5wMLod/5YKLEeQcNqWCdXsE/b5q3xBTgrka1qUKBjXRXYeNEJHn3TH9Bkeieu8TewoBYFpPfa6KE92Fd/WmNli9qTovJBX/vTzkPBNdQrpfglQDs0EWGrLrIP+cCedBVxlLt69XEryp3G+dQVdqe7LYuEumf8W3ESI6N8VWUJTOfzJ0OFe+4JVDYsI2PEqHV6Ut0x5uSfB+8dMrxU+SPF0RQqKDYiRfEJW1dKFZGrdEl/sQNNdDnZ8LQgSI7hzCEYmiEWS1iNCPy0JAzvfQiRWVZKK7y7p+eHHYK7hN+pdOXfND23Wqc06cl0AhKhJCxImcEK8iwrCC4FaSV3c2MRY2l8PU+NEmT8MWU3iVW/iWn3wdL0xCRjy3ER+OsyhdxI/NcnZp3zHqbt9nlEO6TKJETmSviYS97EclFqIo2ysEhN8qXjrXho4IIdmBYiRXCVnSV0euiIhsElSIqS6Ml3ARHdJfHGYfqpV4J/HexImjUsSHECpy5Su5/K9+zRtS+poA1cJGV0ErbJ6JLLiqL6bVl0KRIJ7o+yGcjURIlhgra7s5WZ1LRoxHcbnOZCK57hLvN/8jCGIPWRCJ0K34mik4vra6YkLtjocc5xPnNvYakShfPQ/N1iWS15vBmcAOIKXniIyaDwI4RUjzib8KJUqIP8KKE7GGKUQrSEd3r3f9EEWJYLoihEQLxUiu49b40IDj0iz6gJwowUvMuAmVKBwmOWTrxWF2uRe6OUJAJMOsuutFBeDtmNw2ro/xXbczCUcjrHCJKjQqmxWqbAjTUR3w1z9EFg0t10wxVscKitc5hBDREUREBhEiXtSU0CwZOfn/WnhX1wL0DohNmdtMOAxqkr2afO5HMNARISS7UIzUANIlRKaM6JD8ecSU9WnZo9Bxio1nkj+NGjUKGJU6XxYXEydOxK3dBwMIJipEiJZNo0T1DKZQrt6Xd/QlMOQO7Ink9eoLkrOvif9YdxN+qmqFWSOKfQReAkCXfyJEScvYDqOrIdwQlWSfEJgdET8ix81VMTkiYowOR2awdTCCruk398RvKJiXILGpEOYVNkZHhJD0QDGSD3jlibiV+C15Bm4VoDJBtkRLuhLt7dZcmlLpCnCGTMnuiLpm5SH13VShEJ/VEL+blbjsdhpzATqNuQCXNUlUBjMJEzmkq/b5pY4xUwUvtzAwW4RAeXHYK1iD6u+l5pKouRZlbcWzzY45MqZcENvckSD4KREsz5XL6qYrNCu5j1JJy5ZYpxHAiTPHFWfFrUs9yoL/boWAKp3/JGKdRiQFyLFZUx2CpPnEXwFIiJag4Vs1FT+iLt1uh1u3dq/yu0Fwq/hlsy5FCCHphWIkX3ARH2pYlgjNQskzKZfcXKmElW6mjOiAKdMGASM6ZEwAqZW6GtdPDckyNSmUmx3algTWuRN+3BH5HEHL9YrvI8K1bHM6xKVViA31uc27gGhU2EbrnETpTPhB/e6mc7iFXunySdz6g9jkn6jNF037x9dMsUq4V8sTR0V8zZSk6HAjk0KkUIWPLl/HL6YcDL8Xflv8JqpHuSdFCSHpgWKkBuGnsaEO4XCIy73tJT/XQrjS6Zh4/Y6FSKnGWwToSumqz3SVqXTzbPfwovflHR0iREciIb36596Xd0yKHj8iwa+gEPNXb2qT3N+GxPzw4WBeHddjnUYknq2eh9KyEVb5JLJb4YUQLW6uSNBSwnLyu4zpP6NkH5EQl91sh2nZCKN8xOb3agqzchMaYp6XG2GL3/dkQWIT6qU7ZxRVvggh9lCM5AuufUY6pzxPXLZzsyRvJhgxZb1RdKjP9vW9B0Vzn3ZfT9MYUbe+ECRy48LG9R/HlGudfURU0eKnQaJJOPS+vGPohHJZwAQpJZxwKvR9P3I9ybys7ebk+aMUJQI/yduyMBGXf+FW6NwIXbWqVMGhdzFUcaF+VkWSIyflxHdstq7Ckbgu3hFdbLzKC+sETp1BV+LYrKlJV0IWBXK4lg1Bc0905YYLHb/5Era5HTp3wU8zxCixdTrohBCSGShG8gBdJSeZsI6HX6ZYhj5lOyTMNkRt1KhRmOIhRtzWV9cVgqQ6H+Rx7fsCtXO7DpFsXvv80qQQkIWHSYT4cUcAOxfGBuHSiMu9F6YeHTpkB8NNNAQRFG7vyOfyGwKmc0ncLueOPA2L9W2qbcluick10T1POjlITZRvGXNPZI/Ne0n7XHWP1L3rdEr8y70sQITw8ONUiLk6IWIbeiU6yAPmuXKlqlxEJ8Zen/0nAM7L/7UDvgNIzwWZTui2XddLCFFMEJIfUIzkKlJHdT+ks0v6iCnrHcnotmcBkPKeScz88qxnAAA/+Gxs9dyIvosq6sRnr7WrxV531zmqIHG+m6Dy0IMp+RmyiyJjyi9xQ7zTacwFrnNtRYY8p9OYC1ydl05jLnBc5mUhEmU1rCjXCoMfQeI2T+7QHuQMMmoehypS4oakdjHPNO6F7IrIZ1KFlHAZRC8SnesgOyI6/OZuhMn1sM2pyFURIkjn+WxCtnSVrnTvRnkm0QjRS6RQsBCSfShGSNbJtoNiz1KooW82OSK2c3UE6YYedp6b6FDHnALEeWFThYmoqKWW61Uv6rkazhXkXF6VvVREvodbzoeujK86Lt5N7Nvc9b0g4sOEzu2Rv3sz6blokqjiJyxK527ILoCbEPEjUqK4zMtd37PR5yTphLx5EYATLgjgyOd5ffafIr2ce4kCmSChU37DuZiITkhuQjGSB9heYnP5Qu8V1pVpQRK0E7sgaONDHWpVK51Q8NtDJGzuSNA1bZPA/bgbthd6U1WudFbVMoVfyeWJS8v6eOaLyKFQpnEZLyelejxYtSuxn3BLSsuqPwvU8KyWsR0p3eUTwkofylW74yFHB3gRDqUTI6YcES9BUahVsCJlfAz3jo9XC67btySHfvHt9x0J3X7JZr8ONQmdAoSQ3IViJFfxGZ7lhygv/lH0EJHPIodn6cZzBT9n2tf3HsRnNbTquq4KkXSIChW5n4jJidE5Iia8BIna3FBGzcvwg/xeaVmfpANTWha9IBEiw28pYrfvJMZMQkNOHFfFi03PEllgqGWC1VAu03ewKfnrRnX+Reo+Xo6IrahQXQy/ye5+8JMrkgk3RJcbIs5473jnf3itToiOrb9tDfw2N8PMbHJC/LgjFCSE5CYUIwWAqWKUm+jw+y/7alnfdKHLGck+5lwRv6Q2QtS7IbFBBzFx4kQA4RsOpgNH8rz0vNMY56VGzhsR5X3lkr8qCQFh7htiQhfqJfYwCZ+wuLkhft4V7wuChk3peo2Iv8OuqYod1ekQeS/C6WiGRHUtsa8uCT/WaQSw1jsky6+IUN2QmuSemISIG7IoabV1MyCJFp274NVTJGhJX5swLiapE1KYUIwUGDauh02VKVvx4TepPR+Ry/m6IVfEalzfvYKW+H27VdESpXVNoVtBK12pDO55ZuKHnsDqTd7zhSsiBInsmqx59gN0GnNBUoTo+p8AevdErbzl5SiE7bDu5mz4cVL8JrIHdXxUV8KtWaSX+FBdETnHxMtl0YVcCZdDDr1qtq4Cx9YlxIZISld/tkHnbETpdoRNcA/TMDAdyO5IMgFfCr1yRXZPxserP3/7/SiPmFEoVgjJfShG8gxTRSjduG1pWzfxYiM0TIJF7UhuWlt+PwpHxGtfL/b1vQcAPHuP2FI092mgPtDithmBwq6iEBxuvP3DckfYle6MQmSsefaD5M9uiDk6IZII00q9vLuFdtnkiwRtjhhkv6Bzg8wXbIs3txIybnOCVu0ykUxC7xh8DVWoAM6QLa/qWjLqnLBixaY/Sa5U0koKjvExAK2dz/y8f4JfrFyCewOcI8qGgRQShNQMKEbyiLC5E0OnDQIse4SoBHnHS+SkK+TLVFbXFpMIsWmO6IZ8yffqK+LWcFAQpUiRXQ4d8nPxs5sgkcdkkVG+erNvZ8AGr74k6jnShd/qWfI7MmHyW8pXz8OnryV+7jtO/7sWpXyTLofk2MybknjW+brq+Y6+J9J5hfNxfG191O54yHgmWVx4uSK25XTrDLoSrbamuiyiQeKOUXenVLASn93yN3LN6fCi1e1bEnkfLmz9betUsXHC7RDVtdy4982LEk4JUkO15M/sXE4ICQLFCElhxAsDgO/PDh1+5RbqFZUQyWQVLlshIodoCUEUVjiooVFRzxeo81XBYXJQdOJDiABR1jcdYU8272WyL0mQMCzdGjJRJt/rwrdEWFbCNUmtkKUiuys7z5RESqdqYbDzzOKU0r0m10P8fWzWVEfHdSFKTI7IsVlTUbvjIdTumBAXugaJQZDFkOx65GJuiRAYJgfETaR4iZB7z7kQePPEhxNCJApsO7b7nev2Ph0WQnIbipE8wtTp2+0yLo/rBICuGtYUSYikM2FdJKsD5vAs1d1wC0tzey/dCKdD7qZenYQOxAbZuR3iPcA5PxNVtWyQhYZXE0SnCLCP49FdvIM6DtnoWeKWh2Ia11UQE+eX5/sVO/J8dd9PXzshJK5zChDhiNg0YxSCQ256aMLNEVHHvBoe6sYXLi1Gz+4VDtFQ3vuHSaej+cT6OL42dX0hhHJNaNggxIZDjIyPoxVi5nFbHPkjMaMg4YWfEBKWWtk+AEk/1n1KbPJDLNfSzZsyooNvt8WUA+N2jkwLkaB4lfkNg8jtCEqnMRdYN1z025gRqC6/a3uxFpdy24pa6QgF0xHFPqrYCEtpWR/0HdfHEWZlwm1O+ep52BZvniwl7LWn+vuvM+hKLFxajIVLvYVKWNzySYTQMYkNMa6uoeaC5LpY2frb1gnxIYmIVrdvsRIiXmFeAE4IkphTpKQZ0eOEQoeQwobOSJ5gcgBsXZEoSHEpTgiLGcNnOc4yZUQHTJk2qNppMQiQTJTvDfo7UPNDdPkilYceTKmaJeeCxGc1TLocKsI10Tkmtg6KQBYDazfM9/2+LWue/QBlTzqLtKpCZM2zHwAnnoVJSPeD7l/+M+WIpGMf1R1R93Hrw+LlIMm5JJ8ieAWwpDhRSvMKh0RXylcgh2v5qaoFpAqGpPPhUSJYFSS2ie7p7FESBLf8kEDuR0DC5IbIOSY2ndnDQBFDSH5AMZIHBBUUbiFMcuiWTiyI57pwLd0FX5ccb1o3iu/hmhyfhhwSXb6ILETU8CwhCNIlDNLJHdNvSFbBUvNC1NK/auK7LE5ErohfshVepV7ksxnmZeO4+AnZEt+j83UJQVK+ep6rK6L77nL532azpiaEh4f46Duuj2/B4YfmE3+VdDB6GnI61GdCYNiUGM4VEeKGToTIgsXR3FAz38oVMeB12VfHmdhOCNHBMK0aglruVv48Ysr6anfDRyjViCnrMWLK+oQQEWtbVMn65VnPOPJFTOfMBvv63uPrDC1umwHAeW5ZgMQGHUz+UYnPaphTYkWEZumESFDEWnKJX1NOiCwGVm9qk/xjmivG589Z69pEUEemwrhU/PQjCSOE1N+njKnCltd5vGi2riL5x4QuiT0Ibk7GZ6NeSnkm/xF4hW/lIibhIEK0ZMHR6vYtjspgbiFb2aggxvArQoiAzkgBYLo8e7kHjuR1dVwRJFNGdEiZY1xbeVd2X6aM6AB8ZLkQ7MOsoghJE/1FplzbGUXSM+GKqE0NKw89iMpnPwCQWqZXFh8iXEtOTC+a+zQq8WDKvCA4RUOwNYLkfYj3dL1HZMckcZFt42h0qF6UhVgxdWaXqb4Ym/s7BLnIRx06lquuip+qZvJ8+T2bhHUVv0JEF1KVzD8Z9RKaQy96enavwI6J9mvaVOHyU6lLXOyj7D+ihmepndKNIVoW+R3pCO8yiQyKD0KIDoqRAsXvxXzKtZ0BKSRL547IDoitMNHR7Jsn/h/7ZwmXJPkZADTnDtJVPghFc59OCI76zuem/iJyaFaiapa9EPDqM2JLFGIGSOSaCDq27+0QOGKPtRvmo2P73q7rmPqVrHn2gxMJ+x0dyehv/7D8xHy7i5t8IS5ru9n60q/Os3knqJgwiYEgvUe8QsZsmkGa5umSzudOSHz+FPOsHBThghxbN9UR9qQ2MQyD6Bsi6NndKUJ0yetyWV71ffHM7X23s9gQ1vmRQ6vU8r0iST1UpawTJNeAu2j5xbffdwgJXcndsGV4CSE1F4qRAsCryV+2Q5/k0C1Z5EwZ0QHNkHoRkPNUkg5OBkoNA0hJSNeNyUJCFgO6XBFTArtAJyDumH6D774kUYZ7qXkislARY7FBB5PCRMxJzEucQ36nrO2ZGPJkacq/2uu6swv3RHZQyldv1s6pXsPc1DAd4VheSeJhHRGd8PCTx2IqExz0bPI64n1TKJbqfsiiJGyyuh9sO7bbUufDqwAArW5PDZVK6dI+Pgb0eCuyvQF908IoHA3bNe598yLgnOh6jRBCiAzFSB4QRQiSSDB3rKskpY8AUnqS+CnF69bHJGwDxeQeIX4Xft4VIVsmKg89qBUasiCRnwH2giGqzuryvvK55J9FeWGHMBhT/WMi/KraDVmDDxAbdBCDe56Zksxu4u0flmPIk271lcwuh3yxls8oLsirN6UKGhNBXRQdfkOd/L5ni3xWr3OrIkU3V05qtymVrGtumE5UV8QPC5cWAyfySc6aOFIrVuTkdsAu1Mo0Rw6tsumS7rmP9L5OnKQdqdeIo2Gih0ihY0II8YJiJE8Q7kaQi7gcguU6R/7sMt9YgUtJkgeqy/7KIV47P7o7WdZXCISkG/L6p5gizZX3E2sFxc/vrmju056CRCUbyehh9hTlheOzGjrCqnpf3jF58XfLJRFORCLU6sQaJ4SMmvz+9g/LU/qq9L68o6/u6HJlLnFRLmsLY5K7G2FyOvy8FybUK2woWdTOzbFZU9EMznwRWYiIEC8A6Nk90BauuDU89IvXGsdmJcLOxLxj8uBvzaFaQiAkzmovPkxiRRYcUQia0Lg0P7QVKGySSAhRicXjcXqvllRWVqK4uBgVFRVo3LhxVs+ihmaZQrXk3h9AQhy4CY8RU9ZjxOufOsSDX8QeJkGjjptCr9T3ZwyflXQN7ph+Q1pK+MqoYsSv4+GVz6FzUdwQwiCqbuzy+dW15fK+gDPsShUvgDNEavWmNtozinCuUaNGOf5zlFH/Nd7UU8PrX+1N47bOiO3cdOAnzyPI2rr3vTqpl5YlSvSqDQyFU1Fn0JWKGKkWKQuXFifzT8LkUggx8tmol6wcEvmsPbtXJM941sSRAPSCRM0v8epL0lwpJ5ysSjU+tQO6rZBISVbXlOIN1lE9Hm3DQlWUqGuzY3sk5NK9g5B0wdK+BYbXBd1LZIQVImIPP3kqah6Jrrywlytis59pbR2Vhx5Mlt4tmvs04rMaonH9xx2lesW4V14I4J074jUnaLUr0z66vdZumK8dU4WF13cpa7sZQ54s9QzNEnkkckWt1ZvaaDuzRyUM/HR99zPXz/66n9VnJiES9RlUmq2riPz337N7BeZOmOcQK0FoPvFXaLV1c6DSxEBCCPXsXpFS4hdIiAu35HS3MbGeozzu+HhKWJWMscSuhcgIHJ4Vdef0DHdjJ4QULgzTyjNkseF2AReCYoZwTpReIFGhC8MykcxDmWJ2TUyI9QedqOOV4u5c2znpZHh1TrdBrpQlr2VC/Au/W76HV45JusO8ZBfCJi+l9+UdjfPWPPuB4/us3QAM7nlmyjwhSGYuXJd0VyZOnIghT6bO9UPYilVBwqC8HBibPbwqevlxbtR33L6Tl9tjW/WqZ/eKFHcEEBd9qyWM+82dMM/heKhJ7wuXFgNL52ldEXEmN8dk4dJi4/hno15KOiYyzSf+Krl2q0GJ36GaIxKkYphbv5CM54KExacgoSNCCFGhGClA5ByRZPgWzCJEdh3cRIUQEzbuiZqnIodi/fKsZ1KqaOmaJepyU2bdPOXEWGp42cxm0zF457CUswQVJAIhSlQXRP75xWGv4I7pN7iGZpkcBfW5vI9Yw+ROeIWIyeMmYREbdPCEuKh+NnHiRIwaNSrlfLZVwgBn0nl8VrnjPbkilsCtW3sQVyCMkxBUKISZH8W6biFpXvkltr8vOTRL4Df8Sj+/2GKOPUGT3U2iRYgQNTRLFSfVYiLVDfEK1fIK0cobDCFahBCig2KkQNAlj5tQ3QzbsKxkZSzZZXERO0HK8MoCRJfMbrWGVDVLTkSXz6O6HnJJXzGme+Z2GU9c9ht65oJ4hXb5yUWREaFccn6H4I7pN5zoheJcN+nozHolpXO82166uTMXrnO4I7r9vPDK9TDlkfgpfeu1frawqYbldj7T7872O/kVTyLJ24s6g65E30FIdTngFAzyz2qSvM6N0eHmfsjj6v49u1egzrjNODZrKj5b6nxHzBed3T9bCpx1YswtfMvRF8TlmTqm/iy7JTnlnESdg0IIqbFQjOQZfnuGyPPDNCr0i9hXJ3R0vUUAZ5K9zfq6qlsjXk/8a77fSliOd2YpnwHE4O0E6DAJE7dk+CC9Sdz2BxJCSTgf8vpCMMQGOdcVrogNaplgIJH/0bF9G60wAnCiL4m/fWzxIyjSXe3KD9lwUgQ238dUxjeRC5IqAmShkgjBcj+DWy8SWUCoiekqQnCI9eT5yXyTpfMccxOiojp53SbsyxadeBAOiOyE5KzoIISQNEMxUoCIniGAlDuiXPD9JKm79RzRJZoPnTYocBK8ek63EDJ5bMoUpxs0atSo5EVb4BWuJcYq8aDjs07YuDkkXmJBF/YkvyMEiSxQ/DRC1FXHsj2zLmRMfh4bdDApIEzOx8SJEx2d2uW8ERNuuQ5B8iiCoLoJ2aqm5UWUfVDU+W5VtT59DfhUCaXq6/J/5k5hoXc2ZCcjSFiWSTQIIaQ6KtV7mJ0WWwEinBJ5vm2HdiPj48Bvzb1Nckqg0BUhhEQExUiBYRIB8nO//TpUxyJstS03dGsnc1Xkh8P178u5DjqEsJCdDlWgiOT1ZChXuPYmKWFXNvkWuvd1a8mYyumuefYDh2uhijQdqvDRuR86xNrCERk1apT2YizCuWyqRnl9VtdJV6iVnAQeVjwF3VvsH3QNG/fDDzYVsmRHQw6LUp87hIMUKvUpTpQGXurcS+eWiPX9Vu5Smx0CTnEk1tWJjYVLi9E33hdAokO7LbqwLDn/JOs9RWzRhWuJz8wdIYRYQDFSAxBuhSComEinCPHDlBEdkiFayRyTpEMzHUXXnhAXfe/BzGbTEz+P6IDBO1PXmtlsOqAkz6v5JIJZN0/B4J3DnNW6cELcWHRZd+vOrroNKonn9uFZic7p1eWAZXERc/mPUT6fEDLyWXVizy1HZuLEidoqWzqiEhF+8j/c5qiX97BNCKMQKmGESJj3ylfPS3Zn//S11Hk2boKfXiOqOBGVtnS5I6bnbucyPdfltcjz5ZLAny1FdQUuRYSkhFmpF3ZxSR8f0zY2zCkHxAs6JISQkFCMFACq66GKhkyKiKGSSIiiZ4mKn5LASSFy4jz7Ev94iaK5T1cLjpur5494vREAYOLEVGERG3RQW6nLC1s3RIgFWSjo3vWTL6JzSrzCsNQ9RKNCGZP7JPJS1DVLy/qkiJJMhEH5qRClvpcOxHmClB/2ekdd162ssN/Gh+rcztf5SyrvOy7RMFG4FX3HJdyHnqi++NcZdKXjsw4/eRxu5X9t1wiDl5iodkD0wiPnBYmP5HXR5BBgWV9CiB42PSww3PIqMk1YITJ45zAM3jnMtVlh2J4pg3cOc7giLw4bm2xmmA7kZokd2/dO/hHIz4WzEfY8XqFVMmq+ihujRo1KOZv8XUaNGuUaMhdlOJVb35Fcyv3w6gNiM9dmXa/PusaGO88s9hQiJmyFSc/uFTg2a2pKJS6dW9KzewX6juvjKhyEK9Kze0Uyad3veRcuLdaeX26uqI7XGXSlY/xYj7ew9betk39S8Li4qxW3AndYj2KO1V4WQoQhWoQQS+iMFDh+BYFXwrif5oZBEe8LJ2PwzmEOl8Pz/dc/xYvDXsGgSdV9SaacCNOKz2qYTFAXCJdk6LQpsPltibyT+KyGydwTXalbXVK6FzZzbJPZhfCpdl3MDovufKZKWEC1O+LW7NErN0Ue15UEBvThayaBY5NX4Te3xLaUblhyQTDZ/P7EnGPrnOJBLZe7cGmx47Ju43zoEJW6ZLwcElmQlK+e5xlWZgrzEk6Obh8hptRO7loyVQLXSiBkPqSKbgghxAuKkTwn6jAoU/UtP3v5dStS9hpe/aPuQuslioZOG4TBg1JDqormPp0iRORng3cOw8ybp2DQpESqvCwq1Mu6W9d0nTARz2XXYe2G+UknQc7PWLthvmv41MSJE5PhXH56kchrmnJc/CbXq+dJCBg74SXjp6O6KSckql4hXu+7CRpTQn4mE979dGL3Ewom4yYuRF8R23VMOSR1Bl3pSFp3yxkRyGvVGXSlVojYou6n9j5JnjF5wa92NxxhVhoBoDofoUOycq3nB10RQogPKEZI1nETQKJEr+qOiPwNuYSvGHfL7RCVsmwwdXQXyBd6OVlcl6shzxfEZzUExriv7fXMa478edSoUdblgdPF6k1t0Pvyjpg4caJTCElmh+x8iAuycE7k8sBuOSHpqKgVpF+HTSPDqEnXfilCRtPHQ4RhAc7QJtklccNZUav6rJ2vA2CuDK3NBzk2ayp6dvcOIZMrcon8FnUtlR2j7karrc6QsFa3b8GxHm8lxjKd75FLQkQgnekX336fDgkhxAjFSJ5jGzqVTfye0SROhCAZOm0Q0MwsOmQRIYsY4dgMmpSYlwjh6gBgSnK+cEVEeJcunEnFJBJEmJTbuHBH1m6Y71rlygY3sRKf1RAvznol+bM6V+7QDlQLF7cO7C/OesWYjyJ6o6jMXDgRayeaw7+8sK3MZSLdIsXGKYmCdDkqgH+HRC256za3Oom9T4ojYisavJLPdd3VveaKeTqXJrkepH4i4geNCGg+8VfAh1e5nlGLjbuRaw6IiXw4IyEkZ4jF43H6qZZUVlaiuLgYFRUVaNy4cbaPkyTXxYgtpj4msujQ5Y6IcTU8Sly61XdGTFmfdEeE6FDXkMvVipK+MmJMdkTccizk93QOid+wJltRZGqYaNPxXR4zhamp+wpXQ91PCBO3PBK1UaWaGyKvKRop+hUXfnJGbMPBMp3vEUXPEXktGyen2bqKlOT2T19LDWXSiQw5FEvuNaKiipG+45xnESFXtu+7zdW967aubswZopXgWI+3EmNBxEihMT7OSloRkKv3DkKihM5IAZOJJoWZQhYUqtMixgY52yJaXfBlkaFe8IVQUQla2corv8OPKHHr7SGvpVtPCKiEG+O+n+lMppwTISbkEr8mVPHhh0w7HG5760RJOksXy2LIy4nxK5jU0De33JNPkTomErtlQZLoEZL4Wb7UC3Ej8i/EmJyAXlrWx5FIrqt8pWukKBCfVZHkJj5UTEJk7oR56Ks+//CqhHvxodXS1eSL4+ETChBCiA0UI3mMl8jIFxEixIXuvH4raelQ10iEa1W7HToxE5/VELhZHwrmx8UwOQi2436QhYObgBAJ8n7Dwkw9U2xElEl0qO6HWylgPyWKVTLRoT3T2DRYNPUW8VslTHVFRD4G4N3TwwshPoRYUMv+yrg1OHRj7oR56DvuymTzRFn4iGe6syTPKDkdx3q8BYyPoWePt3AMb6W4IHMnzANicwEg2ZndkwIUItomj4QQooFihOR03knR3KcxQ9M8USdS1JArW+Q8EfGzG45E+g2Jv+XLveoImEK5bMrrmuYKbARM0KR1eW3dPh3b9wbGIJmQLkhXj5Z0Y3I8gryf7VK9Xn1G/ODlrujEhK4crypaRNjVp5iXMuYUA853+45LuCWiI7ya2C7PVbu4q897olpUpe7rjhAhx3qkCpIkBep4pFBTvichJC0wZ8QHuRS76dV1XUVNBs+m+FDDx2TxIP5lfMq1nZPP/HRyV90OG2Ei54bIZ1QTuN3yVdS1ZGzFiCCKnBKBWkErrPviZ18VW3dEne/mltiSaWck22LEFtkx8Qotk39vagld+T21O7sqNIR4kcWBbZK5ECDqWT99zT4p3qZEsA41/Ex1S4Lmicw94aIAPpwUE7kqCuiMBCaX7h2EpAs6IwVAlMJCFjaZdkxmNpuOmdNOXPilXiVTLIWXnISeDLkKcPmWhZuNAHFDW85XM24KgVKf+Q3rknuABEHXdNA0T57jJ1E9StFhItOhWaawqKgTzsO+r+aIqOJEzJH/tvlduoVTVV/oU8d1+SAOp+O1YnS+LrHGp8pckZuiujCiM7tO/OjO6Cakcp50CJFcFTiEkIKBYqSGYCsqgooPP8JFnRc0J0TXlwRAsoStWHvwzmGul3j5s1hTuAnyu6aEdsDscqgXb5vEbrFeplwMN9zK+8qogsJNjPjpzF4oeAmIKBPeoxAs6mchINTcER3J7utKyV+dSJDxUybYbW/5by+EaLIRHX5CuPIOL8HhNm7zLiGEuEAxUqDIF3U/AmPElPW+O6iLPaJyUmYMn5XSyBBICIOJEydiMKr7jah7Dt45LOkEiHdnNpvuSE53a2Y4dNogxxoyIp/Ez/9rnT9nrY/Z2UcVQSYhYqqE5UdIeAmXdDolbtg6AOlwPvyuZxIeuuemuer3kC/dO88s1jonzaT3j82amvzsVeZXRg57EqFb8jsLlxZj55nFyWpbgk9fAz5FcTJ3xA3RbFFOUpcJkgyvEy8LlxanVNayYnw88V4uOw+evU9y+OyEkLyAYiSPkC/dXqLBrygYMWV96DWiDOlyc0uCOiluzoZAJ1LkPiOm/h42ZXZNY0Air0TOJ5GbEHpVyYoSU1iZ+jzhmJjXUZ0o23AvIHsiJGpsE9rdEudNokL9rIZe6bARSqrQAPSOgHBIVPHihXqR1+ePJP4W+SEON2apcz2v6lo6sSKLIJ1A8RJRyQ7vSk+RuZoKWnNjc93zQHLhIp8J54KVtQghLlCMFBi5XBnLFvX8wuWxuci6CRXZcdG9pxMiosSvCVPIl7iMr3n2A8dn9R0hNNY8+4Hjcv/isFdwx/RRJ3I+sh+uBaQmw6sNDuVzmsrw6oSG+iwfy/D6cURMrodcjtc0x0/ehtv+buc1hWKZyu2ql/uFS4tPlNJ1ntFPA0IA6DtIqZoFONZMCA29SyHvqYoV8Z7pTMdmTXV1eFKckfFxQBI9QoAkE9NzPecil89GCKkRUIzkEeJSLipNBQ2p0hHVOulAhE7pEGFb8VkN3Uv7DjroKWY6tu+d/FmICEGyOtcgffUs8a//1U3/nKJEVNRS1xXoRE0u5E64JdTLDQ5VJk6cmLcOh+1F3+R82LzvVXrXK8TKpseI7d7qu+qcpAuizAlK8qK/dF4yuVyHcDUcndfL3BPgbXBLXjedo++4E2ccH0NfAHOXShWwPowlQ7RkJ8QhSIKQayIm185DCCkYKEbyEFOpW1NCt1/yyV0xiQS/77sh9x5xCzDQiQe3ZHmZTCash9lLDh+zRZ5vI1ByzQ0xVZcynVMnTML2IPHzTpD13XJUbP7zcAgKKQnd1EQwaJUquZu7wC0B3SY5XeeC+BEsqhOS8vlEE8Skq2N7oc+1i3/gBPYYQ7MIIa7UyvYBSDB0wsPUxbxQEb8DP6V2VfEhC42nD4zF2g3zje6FjHA6YoMOIjboYKIssbK2KY9EF7KVyVAsm728en/YMHHixJxwd3KZKKto5QLiIt+zewWOzZqa/COjhm+pqOV8BXKlLFUkiGfJSl4Sbt3c3faT5yRzT8bHg7sd42O5JzDCYuuWiO9eaN+fEBIJdEZqKCb3I1ddERsHwyRKRo0a5fhOcn6InJyuQw23Esi5IKY+IPLnNfgg67kfpgpYOrwqZZkS2/3sUQjYVqxKN1HtG3VVMBUhDNQGgjK6XiOmMR0JQeQUIcmO65q1xDMhYuT3Us44PgacECOye5KSqC6qZIl3CpVC/m6EkIzBDuw+yLVOqLkoGrKFLCh0yehqR3ZV3Mjzdc5FfFbDpBuydsP8lDnyuI2zIq9rI1LcmiJmGnEWvyFbslDJ13wSFbdcEVMVLPUdv8nv6RAKbusGCZtTL/GmcC0xdmzWVOw8sziZHyKjJqF7lfQVIkFXqUt9VxeOpZYDVkO9kgn2UihWUoiIcKRsXdKzvb8NDNnyRa7dOwhJBwzTymN0oVozhs+KLHekEFDDp8TnwTuHGTuti9Art4u/mxviNjcouSBCBLFBB5PVskaNGuX5/UeNGlUw4iMd+LnsZ9J1KS3rEzh/Rw2N0oVrqeFWJiGiIud09B3Xx7WRotu7NuicmL7xvg4XpGf3imSZ36yHIom9o77wj49TRBBC0gbDtAqMdLklUVbuihrZ7Ri8cxgG7xzm6nzMbDY9eTlWk9N1IkPXe0PN9XCGJ1U7B6Lp4Rp8kLKG7meZXBIgKonSw/ryvW4Umihxu6y7NSQMsnY6hYiclB/VPnIoli5MSp0rJ76r82S3QydqdAhnQ014dzuHjOyiOHqJxOZWv7/U9HYWSYcY0q3J6lqEkIigGMljMhmmlWtCZMbwWckSx/t8tj525MWc6CEiixKBEAMzm01PzHu2ekwVEHK4UpBLuryfbn3xOZNVt2wJUmGrphCmTHCY8r1BUcsHh61sVmfQldqQKn3vDz3JsCgpp0PMV9+zySkxhV25lRlWEeKkLwB8mGiA6NngMJ1kQxj43Y/OCiHEAMUIyUuGThsEjOiQ4oJ4JbrPbDYdM6dNT3FKgqDmfYg+JfPnrE12U5d7l6jviXfVtdQ5uvGockj8JJyrjlCh5X/kA+lOMFcRgkR2I3QXdlOOiA2Jd4sduSG6krxijzqDrvTMGzEh1v9HvXOkp5tTzizWrs4fkfqKaARHUgSNjztzVHTiJB3CIZ8cinSFkhFC8haKkQJD5EHU1OR2IU5k98OUtC7jdqmfMXyWo/O4Dp3oAJAUJSJ0KyxRuSJCQNhUyLLZ203U5HMDxGzg5nrYipConJNm6ypwbJ2+6pUt2lK+S51n04VNCXHQd5BT7OhEiJrkLiemB+lpUp2QDn+XZqnaluucQoGhWoSQCKAYyWOYqO4UGEJ0DN45LNmZ3e09eb6OUaNG4cVhr+DFWQkholbL8krcFujm5XKeiBAOLw57xfo8DNMKj1czxSBrBUWcQRYiftwOL1SBoquy5ax65RxTw6x0QkQel3uKAACOJP7eeWYx0Fb5nSuX6yAOTCTwok8IqSFQjBQQUbghheismJLZZTfj6QNjHc/XPPtBUoQEwabClprE7keIBBEtOvfC4ViMSggQ2QUyncumvC/dkPCEdTiiDOs6Nmuqew8Ol7k63MRGEHQOiJsrsnBpMTqfmfhZDgFLIhwREbJ1wi1Rmx72HdcHmDAvOZ6uvJGUMsLZxk0s6UoMU1gRQgxQjBQAbsLBbxNDMTdXmx8KVNEUpAv7PdCHVvml05gLsObZD5LOiQlTHojAS5CYGiwGcS90AkIWD17nMCGHfzGnJBhRJI7brGUTDlaq9AcRIsNNiESNGoJlImhIlszcCfOqw6wicERCJbXn+uXd7XzqGF0eQogLFCMFTlBBkQ+iJOy5qvM5kAzpEm5JpzEXoPflHR0uwZpnRRf1hsk5gtigg9pmh+kMu7pj+g14cdgrWpESZN+JEyciNsg7qT026KBWYFB0pB9ZQNi6HkHzT/zki9gIFLckeBuxATgbEgI4UbrXToDoGi+K3ibNTjgzJuGTSJhPdSZ0boXqnERFzjgiQaAQIYS4wA7sPsjVTqhRhWflqujQoTuvqeu62xyBKQEdSIRwqe+K+bKg8Rua5Vcw+OnWbjNPFh2qy6IKEt24jJt4oUgJRzZK/AIJMaLDFH6lDXVSxrzWMKFWt9Kt6YWuzLAQH33HJSqGqUJEF5oV3OkoYHfA9ruxgpZvcvXeQUiU0BnJc6ISEPkkREwELdE7s9l04ECiApe4VLuJExNq+V0VL7GiK/MbtbMSn9Uw6ahMhFlAyBWwdInscgiWV8gXCYebAxKlEFHDuXTJ66KTuk5M2AgMrzmqeyI+9x3ndDX8iJmkwFiq/11ZNUBMVteKJyps+WRubG4ir8T/q/r8i1wjl89GCMl5KEZIXjJ02iArN8dPLsnQaYNwT/tnUsKzRGNEEzZuh62okOcFFSJe74lwLJI/pMMd8XovyupZUWPjivjJM3Fbz+GK2B0vWnjRJ4QUOLWyfQBCghKFmyN6kgjWbpif/Jf+2KCDiA06iME7h2HG8Fno2L434rMaIj6rIXpf3hFrN8xHx/a90WnMBSnJ6+Jd8UdGraKlPjPNdevQboubUDF1jlefx2c11PYpARKOCF2RzOKn94hbYnw6GynWGXSltXOimzt3wjzMnTDPOrfEdp5K5+sSf0yVs3KK8fFwYU+ZCpkS52SIFiHEAJ2RGoBbud505oqEWTuTJYZ1Fbl0l3ZdgrqKbSiW7pluz0z1HZE7qgvUnBER3mWCIiR6ohQIamUt+bPtPulyS0zhV8nPUoiVKVneJEB6dq9IrjN3wjxHQ0TfBKwSlZbkc9dqVhbnypTjovudEUKIBMVIDcDtQp+ruSIiDCusKJFzP+Rk8+TYgem4p9EziQftq+eookHtOZLIo3DuFUQ4qEntmcarcla63iXpxxSGJT8XgiSqUsKZQieK5E7tbmV+VREif+47qA/mTpiHT9VeIkq1rOocklhuJqaHOU/Y75OLvw9CSE7Dalo+yMWqFrkqJnKFpNA4gSxIRBd2nWDRCQRTYrku0Vw0ThR0GnNBMqxLPYfffiGmPYFoBYJJJImwLdcGiiRtqALDxt1wyw/JByEiV8FSu7fr5piEiCxiTJ3VVRdD7RUSqncIkP6E9FwWA3RFfJOL9w5CoobOSJ6TbyV5gzB45zDPSlk2vwdZDIhyveK5yqybpyTDtuS8DpNgSLm4jzHM0TwHogvH0gkRP1W5dBW01O9GNyR72FbUUsWHm1CJssliujAJEL/oRI0IPTzz/FLj3nKPkdAhV1EJBZPoiFKI6PbQdleXREauCiFCSM7CBPYajgiFkpO4cwk/1bB0/P/27j9kr7r+H/jr/qRS5rYGzcxMc5UfLIqS5OsKpBlmcS83MGTCEH/UNagvse8f/TWY2v6UKCgiR7VAIQgJ79pNkLgtMiqhH7Twj9RWBg78Md3mosx2f/9Y5965z3XOuc65ftzv68fjAZK7rvPr8o88T1/v1/u1+cb3xtdO71oRRHrJKiaZ/It81rCeb2avkp03N/+PeOrooZib/8dy43vZcW2Wa7UJLzsXdkSn02l1/apm9iqqIqsvVTP6uMoHlrIm+Kqm+CqPzT129q/cMavW0L7i5b6impDypb+fe6uKABUs02phnMulVVWBfionKZvai983fZaq44rLtDKbb3xv12c3PzJfGn7yVZn89eoa2rPdtbKp7XW7YpUt/xrFjJF+FUNM/rmEkNXVpApSpbica9yrIaO2okqSr3bcu9QVUs5WR0qOVxE4q9fSMEGkb+P83gHDYpnWlOsnVNQFm36v2e/zND0+O+7/vfnrK5ZgZX+ffV4MJ/klR1tia3Q6na4lSvNx27kX8CtX3refqkZ2/M6FHV2N8cXrplQ2hDFCAEmpuBtW/n97mcVqybB0VVCKL9clL+ID95b0q03PyKD9K5MwkBEYe8LIFOin8tHkvOJxw6y+VBn0Ok8dPRRxcfl3VVWSop0LOyqrJFk15OwLenkAyZZl5asbZbtmZWvV+2lgr1JWUSmbCVJVeWkywDF77rZLuRiuQYYdzqq6ZVl52ZKvquMfu+9gzz6WqiAy8pDSJhhku4F1fV5S8RE8gBERRiZU9tJe1etRFxDaVBvqekmyewwaIIYZZoqN7mUBZPON7z13v4vP3j97Ud+3b190Op2Y339b1C0s6HQ68cDiQ6XVg6oX/brPhrW9b9k9iiGk7Lgm9x/G0EUGp8IxHCvDxOotI0pSLanTuIpSEVx6nmeJFlBPGJlCq9WMPqyBhoMEkV4DHQ89+lTX54cefaprOVfevn37lmeIVL101w3/y2TVkJTDDPu57zgsEaOdsuVbdOt3V67S84q7SU16xSD/GyorJsWdtbI5K1Pw+4FkhBFqjXLb4GFURIrn58NJm4b2YS6Vykv9Yt/0dzWt0OS/t1wrDcuzVsm9c/GJiPolS8XPW99jjBrgy4JGP+cBtGRr3wmV34636da847SF7zCWd1Vdd5jm5v/RKFBUvcT3s5xpmEugmj5//vg6Oxd2CB9joBgs8uGkKnSomLQwjHDR5Nh75879lUJXqKraRrjlUqvlaoklWkBvwsgUqnrRX63hiKMOPG1CVbES8rXTu+Jrp3fVbsubV5wlUvdynz+uV0WibrvcpuGnnx28Op1O692wsnstLV4YD2x9aEVFRDAZfyoiA6oKC2Uv222bx0ehTRBo9bwNgwtAS8LIjEk9rX01KjP531jVF5J/ic43eGfDAZsMNMzvlNU2TAyyfKssTPQKJp1OZ/k31/W7lA1HTL3UjHKX/u8NK/5qciwDavtf+1O8sPdbbelVFamauA4wID0jU2QYc0CGpfgsdTtvte0dGdbvy3bROnDxQsSdZz+b2/ePrub1pi/j+e17dy7sWH7pH/Ygw7PhqV1gyAeuqi2J88Zp6CLtCR4D6me51SRrvQyr2F8yBf8MgGRMYG9hnCehjkMAGcQop76X3SviXIVg8c4fLH9XnC1SfCkvTkmP6B0EsgGHKwPB6AyyRKzq/HzIitC8zgzopxIwCS/kTYND0yVoqiQjNc7vHTAslmnNsJTN7MO8d921ygYXtmme76c6UPayv1pBJLtfUX7pWX5Z2c6FHZVL0posV4OZ0Wb506Q3b+eXZrXpmQHog2VajIUm0+CLx8zvv+3s32yrPq/T6cSBRxaWr1F2r7LAUqU4Sb3JDJH88cOokHQ6nRV9H/3OMclC0ty8IYZQq/RlvCaUjHOFZDV2CgNoQRiZEvmX9VEteRrWdfNbEmf6uW62vGrxkR/0OPKsLARsia1x4OKFWLzzByumr+fV9UzUDTN875Wb46mjhyoDy6BBZGnxwojO8JvKy0JS3RIsy7OYek3mi1SdN+wwslo9GfnthrM/A4yYnpEWxn3t5mr2jZQ1qDd9hroQMoog9eNti/HA1odKX+A7nU7XS3jW41F1Tp2yCkPVNbJdsYa5hKuux6V4XF4+jJR9BxSU9ZSMc0WkiarQs2I6u1eG1TTu7x0wDCoj9KUYGNruhlXV5zFIEOkViA5cvND12dLWC2PxzoWupVrZ8qUVx/73Jf2q//t/4qmjh5Y/zwea4jKuXobdS1IMHvnnqQpF53b+qn7u/LIw4QSiu6+i+N1qVjIAJpgG9ik0SY3pw5gK3+saVdsJN71vsfE7H0Qy+dkf2XG9pp+vVlN72TPkA0VWAap61rq5JDBT+p2WnmTeSJ/3rGpM17AOjIjKyBSpm+WxWsqWXVV9V/d5m+VaZVv0FtV9N7//tqj7V2yvase5l/X+Z3NkTel12/HmvytbXtZLcXvetlREoIfKwYEJqhfFZVW9nqHX0EOAERFGaG3Q4YpNzh9moMp6RsoCyc6FHSvule3QVdZrUbXcqe3SrDK9+lOK37UNIvkemHNLylYeU9UrkoUts0WgRqpp6wOdXzFLRBUEWEWWadFak+pLtgwqdaUmojrYPLD1odolSMUdsYov4WXzRDqdTnQ6nbHbKref8AIUTOJLusZzYMwJI1NmGD0Yw3iGonwgaBNQst9T95t2LuxYrnrkjy+eszyXJKoDSlngyAJG9n2vQYBnm9+rZ42UGfZWvcO8h2ACLfTbVzLUZ2g6PV3zO5CeZVpTapSzRiKGsyXvsJd7FWet5GUv1HUzScoCT9n09LIhgdmL/mpOWh+WNlUcwQT+a5wrDpXho0f/yDj+FmDqCSNTbBSBJH+9uu15h3XvtlsGFxWXiq1oqI+VxxeXbA3SjJ5XVikZRD/N62XXKP7eqqBhNy1mXtlMkV7HpVKcCVI1NwRgTAgjU6zuRX7QqsQg987ffxT3mN9/W1fQ6OXH2xbjgf3tX7rLhgxGp+aEAa49TAIGjFCq+R/LlQ9hA5gcwsiMKIaPusGDTfW7LKufc5vK94UU71vXq1JWFSnbPWt5OvviyuOL2+YWd8cqq5b0o01VpM2xZVURgQX+q2ruRt1nKQcS2hULmCDCyAwrLrka9a5Xq7GrVt08kYiILc9vLZ3E3lXdqFF8SS8eXza9PQsF55ZH1U9FjzgbEIphok2I6XVs2/4P/SLQ0jACSd1Sq3FYFgYwILtpTbE2lY9Bm8jHUbaj1r59+2Lfvn2x5fmtpceVVVM6nU7PCer9yPeP1F27WEkZRNlWw4IFDNGgO2gN2odSrICoiAATRBiZcqPe6rdYXSm7Vz/3rztn0N+05fmtK4JJr2pKfivfqgCRBZeypU1lwaJXyMkCVFtl98oCUD6QTOKuXzARsmAyzC1+u7bqzfWGCB3AhJtbWlry/2QNnTx5MtatWxcnTpyItWvXpn6cgbSphAy6hKvf84e5dCwLH2V9FAcuXugKN/ljqnpHMtnnw9jlapSKDfH54NKrP0QlBSoUd9oa9tIpYWOmTdN7B1QRRlqY5P9TqNuSd7UnpDcNGcPuY8muV1yuVdYjUhY8en1Wpi6gZGFgtQJM8VnahJGMUAIFxXkjo+7jEE5myiS/d0BTGthn0LCGDI76/qMKSVkDe/Z7ijtjRZTP4ci0GRJYZ9++fUPtDWmi6n75XcCAFpqGg7KqyWoFGIAxpmeEnppsjVt3blV/R/Hz7Nh++0GanNfkmLKp68XvqyoiZS/7nU6nMgTkd9lqcvyoqXzAkDQJKW36SvSHAFNKZWRGDNK30ea44j2K80zyz1H8rmwpWdNnLv6+/J+L11quiOSqAGXb6OaVfV8MJEuLF8a+6L3kqmzp1iBb+DaRKtwA/6X6AVBKGJkhxRf0XhPa21ZCmkx8b3pu2+A07CVdBy5eiPk4t+Vv2WyQpg3rqZra+w0gOxd2WK4F/RrF0isVEWCKCSMzZhTb/PYKNqvdIJ/dMx+oihWY/J/LlmVteX5rdEr6KPIVkrJKybAqEG2b2/vZySv7XcV+kZ0LO1Ys1xJMoIU2IaRuoCHAjNAzwsDKwsY4DEMsPld+vsjNj8zH4p0/6FpqlZ/Ons36yB9T9mJeNoG9ateqNqGh7bT1US3FysKJfhIYQFXPR9nAQoAZojIyo3pVK1ZrInuKqkmZfAgpU9dT0qvfpJdiFaTfa1WdV6zslP09MCLCBUAtYWTGDXuWR697Fa3WvW9+ZD62xNauz7Mg0IlO9/G5eSQPbH0o5ioetWxHrLrPmzSwD6qfKolwAkPQK3xUfS+0ADPKMi2WDXNpVTFkjMOyrQMXLyxPW2+yW1fZlPW8svCRLZcqCyBVfSCjaHAvLhUDABhHKiMzqOoFfJAqRd3uW1Vb65Z9l79W1T0Glb2kb4mtK5ZnregHubP7vKXFC1eEkja9H/00pLe9TxUVDwBgXAkjjGypVlU1pGr+R/6zsrkh/d6/6rfV9Yn8eNtixLaVQaCuN6TXsihVCgCAbsIIQ9FrWVbZfJOykNC0atMmQJUdu7R44bk5Ituqz+21+1VZBaOfbXbLDHoNgw4BgHEnjMygqqCwGpoOXWx6nbxiJaQuID2w2L1Fb7acKd/7EVG9NW/bpVf9Gla4AQAYN8IIQ1e2pKoYPuqCwmqEo0H6KKoqDmWf9xsk8ue0PV9FBACYFMIIjaoUVT0cTZZaNen3GGTJVV3zfPEeVc8yzGVVZbtpZYbZmD6K6wEArCZb+xIRsWK72yafR7SvYAxre99x2CY40zYA1E1mL9O0yiGIAACTSGWEWnW9GU0Uj20y3yN/bPG4surGIM3tTVWFiEGuVTd7pOy+Vd9blgUATCphhNbavOhn4aHJNr1NQ0TVMW0rJiueqTN4taVtKMiChKoGADCrhBFWGEUjeb/XqTtvGHNIhiFVVaJswjsAwKQRRqjU73KnNkux8oax1W9+aOIwrpsZ1ct+WVVEtQQAmBXCCLWaBosm2/lWfdaPpsMRq54tlSZBQxABAGbF3NLS0lLqh5gUJ0+ejHXr1sWJEydi7dq1qR8nmTY9G6s5ULFOWahKFVKGvaUvANPJewezwNa+DKTfnbVWOwg0mUOyWurmkAAAzBLLtGitarveTLF/o+yYfu7Z71yTfoYwpla3nEuQAQCmhTDCSPUKLnXn1YWIcalyDEKjOgAw64QRxk6vKkjTIFI2IHFcqiKGGQIACCOMwKAv/MNcVlUWSAAAGA/CCMk06QNpEiTy1xnW1sEpqIQAALPGblqMteIuWJMaNIrsqAUAoDLCFKgKK5OwPEsgAQBmmcoIAACQhMoIE6E4u6SsAjItS7gAAGaFMEJSVUup2mztW9wxaxKWZwEAIIwwZgapbgghAACTRc8IE6MqbAghAACTSWWEsaDfAwBg9qiMMFGEFgCA6SGMMDEEEQCA6WKZFmOhn1219IoAAEw2lRHGlkoIAMB0E0YAAIAkhBEAACAJYQQAAEhCAzsTQ8M6AMB0URlhIggiAADTR2WEsSWAAABMN5URAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJM5L/QCTZGlpKSIiTp48mfhJAIBpl71vZO8fMI2EkRZOnToVERHvfOc7Ez8JADArTp06FevWrUv9GDASc0vidmNnzpyJ5557LtasWRNzc3OpHwcAmGJLS0tx6tSpuPTSS+N//sfKeqaTMAIAACQhZgMAAEkIIwAAQBLCCAAAkIQwAgAAJCGMAEyBF198Mb773e9Gp9OJD33oQ3HeeefF3NxcfP/730/9aABQyZwRgCnw+OOPx+c+97nUjwEAraiMAEyBt73tbfGFL3whvve978WRI0fi85//fOpHAoCeVEYApsCmTZti06ZNy382IA2ASeDfVsDUOnz4cMzNzcUdd9xR+v0dd9wRc3Nzcfjw4eXP5ubm4l3vele8/vrrsXfv3njPe94Tb3rTm+Lqq6+O/fv3Lx938ODB2Lx5c6xduzbWr18ft99+e7z00ktd93j66afj3nvvjU2bNsUll1wSF1xwQVx22WVx++23x5///OfS58qe4bXXXot77rkn3v3ud8cb3/jG2LhxY+zZsyf++c9/DvTPBQDGhTACUOLWW2+Nr371q/GBD3wgrr/++jh69GjcddddsX///nj44Yfjpptuitdffz1uuummePOb3xwPPvhgbNu2LZaWllZc5zvf+U585StfidOnT8e1114bN998c6xduzYefPDBuPbaa+OPf/xj6f2Xlpbilltuifvvvz/e9773xfz8fBw/fjz27t0bW7Zsif/85z+r8Y8BAEbKMi2Agr/97W+xZs2aeOqpp2LDhg0REXHo0KG44YYbYvfu3fHaa6/FI488EvPz8xERcfLkyfjoRz8ajz/+eBw+fDg2b968fK1t27bFzp0748orr1xxj/3798ddd90Vu3btioMHD3Y9w7PPPhtnzpyJP/3pT7Fx48aIiHjhhRfihhtuiMceeyy+8Y1vxK5du0b0TwAAVofKCECJr3/968tBJCJi8+bN8eEPfziOHTsWn/70p5eDSETE2rVro9PpRETEz3/+8xXXue6667qCSETEnXfeGR/72Mfi8OHDceLEidJn2LNnz3IQiYjYsGFD3H///RER8c1vfrP/HwcAY0JlBKDg/PPPj49//ONdn2/cuDF+//vfxyc/+cnS7yIijh071vXdq6++Gj/5yU/iD3/4Qxw/fjz+/e9/Lx+7tLQUzzzzTFxzzTVd523fvr3rs0996lOxfv36eOaZZ+LYsWPx9re/ve3PA4CxIYwAFFxyySXxhje8oevziy66KCIi3vGOd1R+969//WvF5wcPHozt27fHCy+8UHm/U6dOdX22fv36WLNmTenxV1xxRbz88svx3HPPCSMATDTLtICZdebMmdLPe22L23Tb3FdffTVuvfXWePHFF2PPnj3x5JNPxunTp+PMmTOxtLQUt912W0REV9M7AMwKlRFgal1wwQURcTYUlPn73/8+0vv/4he/iJdeeik++9nPxn333df1/V/+8pfKc19++eU4depUaXXk2WefjYiISy+9dHgPCwAJqIwAUytbwlQ2z+P48ePxu9/9bqT3f/nllyMi4rLLLuv67umnn+55/x/+8Iddn/3sZz+L48ePx8aNGy3RAmDiCSPA1Lryyivj8ssvjyNHjsTCwsLy56dPn45OpxMnT54c6f2vuuqqiIj40Y9+tKJn5JVXXom77757uZG9yn333Rd//etfl//84osvxpe//OWIiPjiF784/AcGgFVmmRYw1e655564++6745Zbbonrr78+LrroonjiiSdi7dq1sXXr1hUhZdg+8pGPxI033hiPPvpoXHXVVcs7dB0+fDje+ta31t7/8ssvjw9+8IPx/ve/Pz7xiU/E+eefHwcPHoxXXnklNm/eHF/60pe6zrnuuuuW//7o0aMREbF379749re/HRER11xzTXzrW98a8q8EgP6pjABTLZuafvXVV8cvf/nLeOKJJ+Izn/lM/OpXv4q3vOUtI7//wsJC7N69OzZs2BA//elP47e//W1s3749fv3rX9fef25uLh5++OHYtWtXHDlyJA4cOBDr1q2L3bt3x+LiYpx3Xvd/S/rNb36z/Nfzzz8fEWf7UrLPnnzyyVH9TADoy9ySbVwAxsrc3FxcccUVK5ZoAcA0UhkBAACSEEYAAIAkhBEAACAJu2kBjBmtfADMCpURAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJIQRAAAgCWEEAABIQhgBAACSEEYAAIAkhBEAACAJYQQAAEhCGAEAAJIQRgAAgCSEEQAAIAlhBAAASEIYAQAAkhBGAACAJP4/FDEQ83VXXMcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.umap(res_key='umap', cluster_key='leiden')" ] }, { "cell_type": "markdown", "id": "c1d6775f", "metadata": {}, "source": [ "`data.plt.interact_cluster` generates an interact module from **Jupyter Notebook** and basic interactive manipulations could be done here. Simple clicks help you finish a series of operations, inclusing moving, tailoring, dyeing, saving and etc., over different clustering groups. More about in Interactive cluster." ] }, { "cell_type": "code", "execution_count": 26, "id": "65f29891", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:12.470233Z", "start_time": "2023-02-22T09:32:10.867841Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:29.757900Z", "iopub.status.busy": "2024-01-17T02:22:29.757709Z", "iopub.status.idle": "2024-01-17T02:22:31.024629Z", "shell.execute_reply": "2024-01-17T02:22:31.023791Z", "shell.execute_reply.started": "2024-01-17T02:22:29.757883Z" }, "tags": [] }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Row\n", " [0] ParamFunction(function, _pane=HoloViews)\n", " [1] Column\n", " [0] ColorPicker(name='background color', value='#ffffff', width=200)\n", " [1] IntSlider(end=200, name='dot size', start=1, value=1, width=200)\n", " [2] Select(name='color theme', options=['diverging_isoluminant_cj...], value='stereo_30', width=200)\n", " [3] Row\n", " [0] Select(name='cluster', options=['1', '2', '3', ...], value='1', width=100)\n", " [1] ColorPicker(name='node color', value='#E41A1C', width=70)" ] }, "execution_count": 26, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1083" } }, "output_type": "execute_result" } ], "source": [ "data.plt.interact_cluster(res_key='leiden')" ] }, { "cell_type": "markdown", "id": "7738f781", "metadata": {}, "source": [ "The same way to display results of distribution, using spatial neighbors:" ] }, { "cell_type": "code", "execution_count": 27, "id": "11ffa6cb", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:37.532323Z", "start_time": "2023-02-22T09:32:12.472361Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:31.029148Z", "iopub.status.busy": "2024-01-17T02:22:31.028968Z", "iopub.status.idle": "2024-01-17T02:22:57.472794Z", "shell.execute_reply": "2024-01-17T02:22:57.471936Z", "shell.execute_reply.started": "2024-01-17T02:22:31.029132Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:22:31][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run leiden...\n", "[2024-01-17 10:22:57][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: leiden end, consume time 26.4340s.\n" ] } ], "source": [ "data.tl.leiden(neighbors_res_key='spatial_neighbors', res_key='spatial_leiden')" ] }, { "cell_type": "code", "execution_count": 28, "id": "1b562b2e", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:38.318966Z", "start_time": "2023-02-22T09:32:37.534149Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:57.474133Z", "iopub.status.busy": "2024-01-17T02:22:57.473916Z", "iopub.status.idle": "2024-01-17T02:22:58.244606Z", "shell.execute_reply": "2024-01-17T02:22:58.243858Z", "shell.execute_reply.started": "2024-01-17T02:22:57.474097Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 28, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2633" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='spatial_leiden')" ] }, { "cell_type": "markdown", "id": "df326110", "metadata": {}, "source": [ "#### Louvain" ] }, { "cell_type": "markdown", "id": "6a745162", "metadata": {}, "source": [ "When clustering by Louvain algorithm, just run:" ] }, { "cell_type": "code", "execution_count": 29, "id": "4ea5df22", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:43.401143Z", "start_time": "2023-02-22T09:32:38.321158Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:22:58.245663Z", "iopub.status.busy": "2024-01-17T02:22:58.245463Z", "iopub.status.idle": "2024-01-17T02:23:02.106759Z", "shell.execute_reply": "2024-01-17T02:23:02.105955Z", "shell.execute_reply.started": "2024-01-17T02:22:58.245647Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:22:58][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run louvain...\n", "[2024-01-17 10:22:58][Stereo][3643][MainThread][140100178437952][_louvain][109][INFO]: using the \"louvain\" package of Traag (2017)\n", "[2024-01-17 10:23:02][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: louvain end, consume time 3.8535s.\n" ] } ], "source": [ "data.tl.louvain(neighbors_res_key='neighbors', res_key='louvain')" ] }, { "cell_type": "markdown", "id": "fa244035", "metadata": {}, "source": [ "Show the spatial distribution of Louvain clustering." ] }, { "cell_type": "code", "execution_count": 30, "id": "c48a1aaa", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:32:44.067120Z", "start_time": "2023-02-22T09:32:43.404029Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:23:02.108085Z", "iopub.status.busy": "2024-01-17T02:23:02.107881Z", "iopub.status.idle": "2024-01-17T02:23:03.053620Z", "shell.execute_reply": "2024-01-17T02:23:03.052777Z", "shell.execute_reply.started": "2024-01-17T02:23:02.108067Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 30, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2643" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='louvain')" ] }, { "cell_type": "markdown", "id": "1e463763", "metadata": {}, "source": [ "#### Phenograph" ] }, { "cell_type": "markdown", "id": "e6451548", "metadata": {}, "source": [ "When clustering by Phenograph algorithm, just run:" ] }, { "cell_type": "code", "execution_count": 31, "id": "e7fd20cd", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:03.229273Z", "start_time": "2023-02-22T09:32:44.075690Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:23:03.054999Z", "iopub.status.busy": "2024-01-17T02:23:03.054793Z", "iopub.status.idle": "2024-01-17T02:24:00.191956Z", "shell.execute_reply": "2024-01-17T02:24:00.191138Z", "shell.execute_reply.started": "2024-01-17T02:23:03.054980Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:23:03][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run phenograph...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finding 30 nearest neighbors using minkowski metric and 'auto' algorithm\n", "Neighbors computed in 1.8044803142547607 seconds\n", "Jaccard graph constructed in 21.25911808013916 seconds\n", "Running Leiden optimization\n", "Leiden completed in 19.410745859146118 seconds\n", "Sorting communities by size, please wait ...\n", "PhenoGraph completed in 56.2121479511261 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:24:00][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: phenograph end, consume time 57.1281s.\n" ] } ], "source": [ "data.tl.phenograph(phenograph_k=30, pca_res_key='pca', res_key='phenograph')" ] }, { "cell_type": "markdown", "id": "35b06967", "metadata": {}, "source": [ "Show the spatial distribution of Phenograph clustering." ] }, { "cell_type": "code", "execution_count": 32, "id": "7d7087e0", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:03.925586Z", "start_time": "2023-02-22T09:34:03.232410Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:00.193936Z", "iopub.status.busy": "2024-01-17T02:24:00.193727Z", "iopub.status.idle": "2024-01-17T02:24:01.404103Z", "shell.execute_reply": "2024-01-17T02:24:01.403470Z", "shell.execute_reply.started": "2024-01-17T02:24:00.193915Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 32, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2653" } }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwkAAAJ/CAYAAAAzl5/kAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAADPgUlEQVR4nOyde3gV1dn2780xISbRYIAkgKIQQIWAgVoBkQgqWEGKB8S+FhCL0qCgfrVqrYCHilgRX0WUlgLVF2qtIIgVRSQg4gEiQRBDQFAwJIAcEhLOZH9/TNbsNbPXzJ59yj7k/l1XL3dmrVmzsrEyz7qf+3lcbrfbDUIIIYQQQgippUGkN0AIIYQQQgiJLhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADDBIIIYQQQgghBhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADDBIIIYQQQgghBhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADDBIIIYQQQgghBhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADDBIIIYQQQgghBhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADDBIIIYQQQgghBhgkEEIIIYQQQgwwSCCEEEIIIYQYYJBACCGEEEIIMcAggRBCCCGEEGKAQQIhhBBCCCHEAIMEQgghhBBCiAEGCYQQQgghhBADjSK9gVBQU1ODvXv3Ijk5GS6XK9LbIYQQQkic43a7cfToUWRmZqJBA565kvgjLoKEvXv3ok2bNpHeBiGEEELqGXv27EHr1q0jvQ1CQk5cBAnJyckAtP+jpqSkRHg3hBBCCIl3Kisr0aZNG/0dhJB4Iy6CBJFilJKSwiCBEEIIIXUG05xJvMIkOkIIIYQQQogBBgmEEEIIIYQQAwwSCCGEEEIIIQYYJBBCCCGEEEIMMEgghBBCCIlj1qxZg8GDByMzMxMulwvvvvtupLcUNfjz3dx7771wuVyYMWNGne0vkjBIIIQQQgiJAtw1NTj2n3dw4OZbUH7FlThw8y049p934K6pCWrd6upq5OTkYObMmSHaad3idrtR89NunPl8Dc588iHOfL4GNT/thtvtDnptp9/N4sWL8cUXXyAzMzPoZ8YKcVEClRBCCCEklnHX1ODQvb/Hifff16+d/eknnPriS5xY8THOmzUTrgA7Ow8aNAiDBg0K1VbrFLfbjZqvv4K7fK/n4vFjqDl0EK795WjQvWdQZWidfDelpaW477778OGHH+JXv/pVwM+KNagkEEIIIYREmOOLFhsCBMPYsmU4vmhxHe8oOnCX7jEGCPJYWSncpXvC+vyamhrceeed+MMf/oBLL700rM+KNhgkEEIIIYREmOqFC4Maj1dq9vwQ1HiwPPfcc2jUqBHuv//+sD4nGmG6ESGEEEJIhDn7U6n9eKn6ND3uOX48uPEgKCwsxEsvvYSvv/66XnbWppJACCGEEBJhGrbOsh/Pqj+GWQOJicGNB8Gnn36K/fv3o23btmjUqBEaNWqEH3/8EQ899BAuvPDCsD03WqCSQAghhBASYZJGjMCpL760Ha+PNGhzIWoOHbQdDxd33nknBgwYYLh2/fXX484778To0aPD9txogUECIYQQQkiESRz2a5xY8TGOL1vmPXbjjUgc9uuA166qqsKOHTv0n3ft2oWioiKkpaWhbdu2Aa9bF7iy2sC1vxzuMu90LFdGFlxZbYJa39d307x5c8P8xo0bo1WrVujYsWNQz40FGCQQQgghhEQYV4MGOG/WTCRcOwDVCxfibOleNMzKRNKIEUgc9uuAy58CwIYNG5CXl6f//OCDDwIARo4ciXnz5gW79bDicrnQoHtPuFu00kzKx48DiYlo0OZCLYAI0isQy99NuHG5Q9GJIsJUVlYiNTUVFRUVSElJifR2SBhZs2YNnn/+eRQWFqKsrAyLFy/G0KFDbe8pKCjAgw8+iG+//RZt2rTB448/jlGjRtXJfgkhhMQnfPcg8Q6NyySm8Ldr5K5du/CrX/0KeXl5KCoqwsSJE3H33Xfjww8/DPNOCSGEEEJiFwYJJKYYNGgQnn76afz6185yM1977TW0a9cOL7zwAjp37ozx48fjlltuwYsvvqjP6devH+677z5MnDgR5513Hlq2bIm//e1vqK6uxujRo5GcnIz27dvjgw8+0O8pKCiAy+XChx9+iO7duyMxMRHXXHMN9u/fjw8++ACdO3dGSkoK7rjjDhw7dizk3wMhhBBCSDhhkEDims8//1xZmeDzzz83XJs/fz7OP/98fPXVV7jvvvswbtw43HrrrejVqxe+/vprXHfddbjzzju9XvgnT56MV155BevWrcOePXtw2223YcaMGViwYAHef/99fPTRR3j55ZfD/nsSQgghhIQSBgkkrikvL0fLli0N11q2bInKykoclxqw5OTk4PHHH0eHDh3w6KOPIiEhAeeffz5+97vfoUOHDnjiiSdw8OBBfPPNN4a1nn76afTu3Rvdu3fHmDFjsHr1asyaNQvdu3fHVVddhVtuuQWrVq2qk9+VEEIIISRUMEggBEDXrl31zw0bNkTz5s3RpUsX/ZoINPbv3295X8uWLdGsWTNcdNFFhmvmewghhBBCoh0GCSSuadWqFfbt22e4tm/fPqSkpCBR6tLYuHFjwxyXy2W4Jkqs1dTUGOaZ56jWMd9DCCGEEBLtMEggcc2VV16JlStXGq6tWLECV155ZYR2RAghhBAS/TBIIDFFVVUVioqKUFRUBMDTGXH37t0AgEcffRS//e1v9fn33nsvdu7ciYcffhjFxcV49dVX8e9//xsPPPBAJLZPCCGEEBITMEggMcWGDRvQvXt3dO/eHYDWGbF79+544oknAABlZWV6wAAA7dq1w/vvv48VK1YgJycHL7zwAv7+97/j+uuvj8j+CSGEEEJiAXZcJoQQQgjxE757kHiHSgIhhBBCSBzz7LPPomfPnkhOTkaLFi0wdOhQbNu2LdLbigrWrFmDwYMHIzMzEy6XC++++65hfNSoUXC5XIb/DRw4MDKbrWMaRXoDhBBCCCEEqKlx48PNZVha+BPKKo4jIzURQ3Jb4/ouGWjQwBXwuqtXr0Z+fj569uyJM2fO4LHHHsN1112HrVu3IikpKYS/QXhwu9347sjP2Hx4P46ePonkxk3R5bwW6Hzu+Xr1wUCprq5GTk4O7rrrLgwbNkw5Z+DAgZg7d67+c9OmTYN6ZqzAIIFElOnTp6OyshIpKSl48MEHI72diMLvghBC6i81NW48/vYmfLLVU7a7/MgJbPzxMNZu24+nbskJOFBYvny54ed58+ahRYsWKCwsRN++fYPad7hxu91Ytmc7tlce0q9Vnj6F0mNHsfPoYfyqTYegAoVBgwZh0KBBtnOaNm2KVq1aBfyMWIVBAoko06dPR2lpKbKysur9izG/C0IIqb98uLnMECDIrPx2H/p0LMOgnMyQPKuiogIAkJaWFpL1wsl3R342BAgyJZWHcNGRn3HJeelh3UNBQQFatGiB8847D9dccw2efvppNG/ePKzPjAboSSCEEEIIiTBLC38KatwpNTU1mDhxInr37o3LLrssJGuGk82H9wc1HiwDBw7EP//5T6xcuRLPPfccVq9ejUGDBuHs2bNhfW40QCWBEEIIISTClFUctx0vrzgRkufk5+djy5YtWLt2bUjWCzdHT5/0MX4qrM+//fbb9c9dunRB165dcfHFF6OgoAD9+/cP67MjDZUEQgghhJAIk5GaaDveKjUh6GeMHz8ey5Ytw6pVq9C6deug16sLkhvbm4STGzepo51oXHTRRTj//POxY8eOOn1uJGCQQAghhBASYYbk2r+0+xq3w+12Y/z48Vi8eDE++eQTtGvXLuC16pou57UIajzU/PTTTzh48CAyMjLq9LmRgOlGJCooKyuLmVONcFFWVhbpLRBCCIkQ13fJwNpt+7HyW2/zcv9LW+L6LoG/lObn52PBggVYsmQJkpOTUV5eDgBITU1FYqK9ghFpOp97PnYePYwShXk5OyUNnc89P6j1q6qqDKrArl27UFRUhLS0NKSlpWHKlCm4+eab0apVK3z//fd4+OGH0b59e1x//fVBPTcWYMdlElFat26N0tLSSG8jqsjKysJPP4XGoEYIISQ8hOPdQ+6TUF5xAq1SE0LSJ8GqROjcuXMxatSogNetK4x9Ek4huXGTkPVJKCgoQF5entf1kSNHYtasWRg6dCg2btyII0eOIDMzE9dddx2eeuoptGzZMqjnxgIMEkhE6dGjh36iQTRatWqFDRs2RHobhBBCbOC7B4l3mG5EIgpfhgkhhBBCog8alwkhhBBCCCEGGCQQQgghhBBCDDBIIIQQQgghhBhgkEAIIYQQQggxwCCBEEIIIYQQYoBBAiGEEEIIIcQAgwRCCCGEEEKIAQYJhBBCCCGEEAMMEgghhBBC4phZs2aha9euSElJQUpKCq688kp88MEHkd5WVLBmzRoMHjwYmZmZcLlcePfdd73mfPfddxgyZAhSU1ORlJSEnj17Yvfu3XW/2TqGQQIhhPjAXbLQ8D9CCIklWrdujalTp6KwsBAbNmzANddcg5tuugnffvttpLcWcaqrq5GTk4OZM2cqx7///nv06dMHnTp1QkFBAb755hv8+c9/RkJCQh3vtO5xud1ud6Q3ESyVlZVITU1FRUUFUlJSIr2duGf69OmYPn26cqxVq1bYsGFDHe+IkPBiDgxc2SMitBNCSLQQjnePGncNVu8pwEc/fogDx/YjvVkLXHfB9bi6TT80cIX2XDctLQ3PP/88xowZE9J1w4Hb7ca+sqPYW1qJkydOo2lCY2RmpaBlRjJcLlfInuNyubB48WIMHTpUv3b77bejcePGeOONN0L2nFihUaQ3QGKPyspKlJaWRnobhIQdERy4sl8wjTBIIISElhp3Daatn4p1ez/Tr+0/vh/fHtyCr8q/xB96/jEkgcLZs2fx9ttvo7q6GldeeWXQ64Ubt9uNb78px4H9Vfq1EyfOoOLIcfz8czUu7dIqpIGCTE1NDd5//308/PDDuP7667Fx40a0a9cOjz76qCGQiFeYbkT8JiUlBVlZWYb/NWjAf5UIIYSQQFm9p8AQIMh8tnctVu8pCGr9zZs345xzzkHTpk1x7733YvHixbjkkkuCWrMu2Fd21BAgyBzYV4V9ZUfD9uz9+/ejqqoKU6dOxcCBA/HRRx/h17/+NYYNG4bVq1eH7bnRApUE4jcPPvggHnzwQcO11q1bU10gdYrnlH+EIh3IfPIPuEsesl1PpBDJ6oEr2/ezCSEkFHz044c+x/PaXhPw+h07dkRRUREqKirwn//8ByNHjsTq1aujPlDYW1rpc7xVZnhSzWtqagAAN910Ex544AEAQLdu3bBu3Tq89tpruPrqq8Py3GiBQQIhJGqxMgm7skfogcCUpV0waYgxKJiydJ5fz5k0ZBSAF2rX9n9/DBYIIcFy4Nh++/HjB4Jav0mTJmjfvj0AIDc3F+vXr8dLL72E119/Pah1w83JE6eDGg+G888/H40aNfIKpDp37oy1a9eG7bnRAnNECCGEEEIiTHqzFvbjiekhfV5NTQ1OnjwZ0jXDQdOExkGNB0OTJk3Qs2dPbNu2zXC9pKQEF1xwQdieGy1QSSCERD0e1WCedqF4C4B5XvNkBUFTB7zHJg0ZZfisuteMeS1X9guG9CUqCoSQYLnuguvx7cEttuOB8uijj2LQoEFo27Ytjh49igULFqCgoAAffmif4hQNZGaloOLIcdvxYKiqqsKOHTv0n3ft2oWioiKkpaWhbdu2+MMf/oDhw4ejb9++yMvLw/Lly/Hee++hoKAgqOfGAgwSCCH1Au1Ff4PXZ0IIiQaubtMPX5V/ic/2eqex9M7sg6vb9At47f379+O3v/0tysrKkJqaiq5du+LDDz/EtddeG8SO64aWGcn4+edqHNjnbV5Ob3kOWmYkB7X+hg0bkJeXp/8sPJcjR47EvHnz8Otf/xqvvfYann32Wdx///3o2LEj3nnnHfTp0yeo58YC7JNAQoIwLmdlZeGnn36K9HZIDCP7EJ4s7uI1bj7VDzX++hme6LQ5PBsJEqoahISXsPdJOH4A6YnpYeuTEEvUVZ8EYoRBAgkJDBJIsIjgQBUYiBdxVdUiSyYX1v4zV/0zgDPv/wkA0OhXz/i1V38DCRnxu6h+z1DcG8qghYEGIdbw3YPEO/U3LCWEEEIIIYQooZJAQgKVBBIIVqlFIqVInNgHpCQIhIJQy/R2622nPzjyXs99kuog4y55KCAlIJaRFQoqDITw3YPEPzQuE0KiFo/B+LLaKwEECYQQQgjxGyoJJCRQSSD+EC5z8vT5rwW6JVse3NVT+2ChLADB+RT8RXw/7pKHdHXF3FHaqdIhl4R1isr3QHWB1Df47kHiHSoJBABw4sQJvPzyy1i1ahX279+vtyIXfP311xHaGSGEEEIIqWsYJBAAwJgxY/DRRx/hlltuwS9+8QuWFCNhwa6CEQBMGnKZ8rqyClGt12Dhd50w4q2kEO7Sm1W9S7QPK7R/5H2W7aUqqNQP1Ql9oCrJlKXzbO/1ajhngWoNJ3uS11VWoMJCr2sqqDgQQkhswCCBAACWLVuG//73v+jdu3ekt0LiGN14XDwPgPNUl7f/+RgAoOznNzwX22n/eHDyvSHcoT0b91Zo/2y3HhnD7wQA2wAllD0dnK5lF6wEsh/zvVZ/XnbpTXJ6lJxqxoCBEEKiFwYJBACQlZWF5OTguhYSEgjsfhw43tWeNgDoEYmtEEIIiTNoXCYAgA8++AD/+7//i9deew0XXHCB3/fTuEyscJcs9HqZdXyyXZtSpCpbqpcqlQiXcdkO1T7inVCYtGl+JrEO3z1IvMNmagQA0KNHD5w4cQIXXXQRkpOTkZaWZvgfIaFk0pBRtf4DKgjOUH1P/O4IIYExdepUuFwuTJw4MdJbiThr1qzB4MGDkZmZCZfLhXfffdcw7nK5lP97/vnnI7PhOoTpRgQAMGLECJSWluIvf/kLWrZsSeMyCRrZpDwp22qWRWqMnwpCKLn//D0AgP/9uY2j+UK9eHBXT9sSqcGh+p4il1akVgH862FhbpQHCNWJagIh4WT9+vV4/fXX0bVr10hvJSqorq5GTk4O7rrrLgwbNsxrvKyszPDzBx98gDFjxuDmm2+uqy1GDAYJBACwbt06fP7558jJyYn0VkiM46uCkYcexq7GcmDQzvnzFg6vRtkNb/ie6BCnwYGZvSNWYvXwfAD2ZuaIILpOq4IY6c/gxJN/tVwi4Yn/p382BwTmHg0+nynh9e9J8Rb9o6fTNgMHUj9w17ixffUuFK/YgaMHqpGcnoRO17ZHh6vbwdUg+MO7qqoq/OY3v8Hf/vY3PP300yHYcd3gdrvxzU9HsHH3YRw5dhrnNmuM7m3PQ9fW5wZ9qDlo0CAMGjTIcrxVq1aGn5csWYK8vDxcdNFFQT03FmCQQAAAnTp1wvHjxyO9DULqCU4NxrFhRPZXRSCEeOOucePj5z/FznW79WtV+6tR9u1+/Lj+Jwz4f1cFHSjk5+fjV7/6FQYMGBAzQYLb7cZ/NuzB1rJK/VrF8dP48eAxlOw7ilty29RZ9sO+ffvw/vvvY/78+XXyvEjDIIEA0PITH3roITzzzDPo0qULGjdubBinKYuEhcm5eg+E/23nX3qPzg2h3lRg/OuLFEBXNHylRDl98fcxT1ZibOfZz7FTEJyg7OHg45nm+SoztFAZRA8GKgokntm+epchQJDZ+dlubO+5C9l5gZ9e/+tf/8LXX3+N9eu90zijmW9+OmIIEGS27q3ENy2PIKfNeXWyl/nz5yM5OVmZlhSPMEggAICBAwcCAPr372+47na74XK5cPbs2UhsixCiExuqAiEkMIpX7PA5HmiQsGfPHkyYMAErVqxAQkJCQGtEio27D/scr6sg4R//+Ad+85vfxNx3GCgMEggAYNWqVZHeAokD3CULHXgRJCYXOlYQBE6Mxb//sQqvXnCO4zVV8/1dw4DDfHz/UAQIk3O9VICEmjzrMclXoELce6JB3f/3QFYWzKqC/u+U5FfQ7lF36CYkFjl6oNp2vMrHuB2FhYXYv38/Lr/8cv3a2bNnsWbNGrzyyis4efIkGjZsGPD64eTIsdO24xXH7cdDxaeffopt27bhrbfeqpPnRQMMEggA4Oqrr470Fkgcwpc4QghxRnJ6Eqr2WwcC56QHXhChf//+2LzZWJVs9OjR6NSpE/74xz9GbYAAAOc2a2wbCKQmNrYcCyVz5sxBbm5uvSrwwiCB6Jw4cQLffPMN9u/fj5qaGsPYkCFDIrQrEgtMWSpOeLv4bpAG2JY49YWT6kP+KgABKwaRZnKhZbcbpc9gciEWftcJAPDrS2dp16T7xVjZDdr38fsfqxyt3ffKpn5s2jfi3yG7pm1PdNoMdwkbspH4odO17VH27X7b8UBJTk7GZZcZD22SkpLQvHlzr+vRRve25+HHg8dsx4OhqqoKO3Z4Ur127dqFoqIipKWloW3btgC0xnlvv/02XnihfhVpYJBAAADLly/Hb3/7W/z8889eY/QkECtEuVPAYYpREMGBHd0zUwEAG/dWhGzNQAKHB3f11D44TTOq/T7O9FwEAGj0q2f0ayLlR6QATW+3Hhn/vRMAMKJzsX5fwnpjipCcKrT423EAPAGBCAKsEPMW1z6n0W//gjOF2l/AIjBY/O04jOhsfOaVn5diVa25+MrPS73W9ZXmZIWjFCSo+zYQEmt0uLodflz/E3Z+5m1evqh3W3S42o/a0HFE19bnomTfUWzd621eviQzBV1bnxvU+hs2bEBeXp7+84MPPggAGDlyJObNmwdAM3273W6MGFG/DiEYJBAAwH333Ydbb70VTzzxBFq2bBnp7ZC4gWZbQghxgquBCwP+31XY3lPrk1B1oBrnhLhPgkxBQUFI1wsXLpcLt+S2wTcttT4JFcdPIzUxdH0S+vXrB7fbbTtn7NixGDt2bFDPiUVcbl/fTAxQWVmJ1NRUVFRUsFRngKSkpGDjxo24+OKLA7q/devWKC0tRVZWFn766acQ745EK0JJcFon36t8qYRIbQnkBN+sJPgyHQfzLCtu/2UlMhfWVgczNYizbGJWi1AS3v7nY/ppvtibUCfsFAJ/aJSrVQoRCsHib8d5rSOeff/5e/R5vvj8yiwAaiVBoDJG+6sy+EpBAphyROoGvnuQeMcim5XUN2655ZaYOVUghBBCCCHhhUoCAQAcO3YMt956K9LT05XN1O6//37b+6kk1D/M5U49lYy804vsFAQnOCl7GinESf/eESu9lYRaVq1YiLzPsr3uFd4MK4OwmX5nTwIACho6MwoLxUEQiPJQ1yTU5Hn8GD5UBieqAkBlgYQHvnuQeIdBAgGglfa69957kZCQgObNmxty/FwuF3bu3Gl7P4OE+oenopF391wDkwtDblQ2c/svNUPbv74I7///dWOyhHihPTS8xhMkmFj4XSfdbCzmv3rBOY6DA4E5VSiQNWIRBgskGuG7B4l3aFwmAIA//elPmDJlCh555BE0aMAsNEIIIYSQ+gyDBAIAOHXqFIYPH84AgfhELnvqqCdCHRBuBUEgKyJCvQC0niJfV2fj6yFaWtTAMm2eOPH/9aUAak27Qg34vce37BinJuL6hl1fBZESp/VVWEg1gRBCHMI3QgJAqwdcn1qNE0IIIYQQa6gkEADA2bNnMW3aNHz44Yfo2rWrl3F5+vTpEdoZiTZks7ITzvRcBHj36ItaVP4GcxnSQ8NrvG8EcHlSCQD1ib9e9jMABcGK+uBHALRGbk5KpTppvjbJ2z9OCCFEAY3LBAAM3QbNuFwufPLJJ7b307gc/8hGZcCHWRnBVzTyharXgb/9D+SAwJM+5I0IGOSXchEofF2tvXVenlRi+AwAaW95i7XiPtUY8U0wfRWM/85uCMl+SP2F7x4k3qGSQAAAq1at8j2JEEIIIYTUC6gkEAMnT2p12Js2dVaHXUAlIf7xV0kQhFtR8IVIFRKm49t/WakrA0I9SHurgWUKkRVCCZCVAfMavpSE+YXa/1cGT8u0nE+ssVQVJhd69apQmZrZoZkEQyy9e0yePBlTpkwxXOvYsSOKi4sjtKPoYc2aNXj++edRWFiIsrIyLF68GEOHDtXHq6qq8Mgjj+Ddd9/FwYMH0a5dO9x///249957I7fpOoJ/IxGsWLECN9xwA8477zw0a9YMzZo1w3nnnYcbbrgBH3/8caS3R2IGpm8QQki0cumll6KsrEz/39q1ayO9paiguroaOTk5mDlzpnL8wQcfxPLly/Hmm2/iu+++w8SJEzF+/HgsXbq0jnda9zDdqJ4zf/583H333bjlllvw4osvomXLlgCAffv24aOPPsINN9yAOXPm4M4774zwTkn0Y+y07ERBkE/1nSD7BmQ1wHyqL7P3lyu1efDca/YfBKIimO9xuoasFozMba19YGGxgDjx5F+V1xPg7bGaNGSU0swsSqMCVBRIFFBTA2z+P+DrvwNHfgTOvQC4/G6gy2+AIEuUN2rUCK1atQrRRusWt7sGpVXrsbvqMxw/cwiJjdLQ9pzeyDqnJ1yu4L6XQYMGYdCgQZbj69atw8iRI9GvXz8AwNixY/H666/jq6++wpAhQ4J6drTDIKGe88wzz2DGjBnIz8/3Ghs1ahT69OmDJ598kkECIYQQEk5qaoD/DAe2/sdzreJH4Mc1wLb3gFv+FVSgsH37dmRmZiIhIQFXXnklnn32WbRt2zYEGw8vbncNvt4/B2XHNurXjp85hEMndmDf8c24PP2uoAMFO3r16oWlS5firrvuQmZmJgoKClBSUoIXX3wxbM+MFhgk1HN2796NAQMGWI73798fDz30UB3uiMQ8k7Uan7eP8JzWi9NzVdUhc8lRlbqgqjwkX/NXCQgUlWIhX7PyFNiNhQrhbxDoKoU0Jl+LZ040WIUEePsVVE3XXNkvAADcJQ9RUSCRZfP/GQMEma1vA5sHAzmBHdhdccUVmDdvHjp27IiysjJMmTIFV111FbZs2YLk5OQgNh1+SqvWGwIEmbLqr1Ga2AWtk68I2/NffvlljB07Fq1bt0ajRo3QoEED/O1vf0Pfvn3D9sxogcblek5ubi769++PadOmKcf/+Mc/4uOPP0ZhoX1xdxqX4xe/DcuTvf9dkU3D8YqcghRtBuR+Z7WCBAUN/StI4A+fX5kFACh55UsA0ROQ2JVMpZmZBEPI3z3mXq2pBlZc0BcYvTr45wA4cuQILrjgAkyfPh1jxowJyZrhYl3ZdBw6scNyPC2hPXplPBiSZ7lcLi/j8l//+lf87W9/w1//+ldccMEFWLNmDR599FEsXrzY9pA1HqCSUM954YUXcOONN2L58uUYMGCAwZOwcuVK7Ny5E++//36Ed0kIIYTEOUd+tB+v2B2yR5177rnIzs7Gjh3WL9/RwvEzh3yMHw7fs48fx2OPPYbFixfjV7/6FQCga9euKCoqwl//+lcGCSS+6devH7Zs2YJZs2bhiy++QHl5OQCgVatWGDRoEO69915ceOGFkd0kiRha+oV/HZbNCBVBRYsdFdjfPjWo9SOFWS2oq5SnQBAKwvzCn5A1Yx0AYMAbt4X0GVd+Xqr9M0oUBIEwN6sUBZWZWaQfAVQSSB1z7gWaB8GK1ND5B6qqqvD999/HhN8wsVGabaCQ2Mi7w32oOH36NE6fPo0GJi9Iw4YNUVMTvf/NDxUMEgguvPBCPPfcc5HeBiGEEFJ/ufxu+3Sjy+8OeOn/9//+HwYPHowLLrgAe/fuxaRJk9CwYUOMGBH9wXDbc3rbphu1Pad3UOtXVVUZFJVdu3ahqKgIaWlpaNu2La6++mr84Q9/QGJiIi644AKsXr0a//znPzF9+vSgnhsL0JNAQgI9CfGJu2QhnizWlARHzdMmF2LviJXh3VQEyVzYHwAc/46BeBPsfA1OPA+NcjXp/UzheV7z5xf+FFGvgPAtAB7lYfG34wAAv750VlifnVCT59VgTUblTwCASUMuC9OOSKwT8nePmhrgP7drJmUzl9waVHWj22+/HWvWrMHBgweRnp6OPn364JlnnsHFF18c5KbDj9tdg68P/ANl1V97jWUkXR50daOCggLk5XmXTR45ciTmzZuH8vJyPProo/joo49w6NAhXHDBBRg7diweeOABuFyugJ8bCzBIILaMHDkSe/bswSeffGI7j0FCfCKblm2DBMms7E+QUNY8ARkHTwSyNb8RL/gyYq+qsTM9F6HR+mGGefJaqt/TvM6ZnosAAMszeurXLk8qAaC9uH98Y3sAwIBlzvKC/TFGJ9Tk4USDVYZrkQ4SwoVTY7adiVlgDhYYJBArwvLuIfdJqNitpRiFqE9CLGPsk3AYiY3OC1mfBGIN042ILZmZmV65eIQQQggJAw0aaGVOAyx1Gq+4XA3QOvmKsJY6Jd5QSSAhgUpCfCHqxQOwTzeqVRDCnWIkn9CL03lxyh8K9o5YqVQT5HF5H2IPVvtYNmQPAI9qoFr7RINVWgpM7WfA2E9B9JQQZWPrsqyq6KswZmwS5syuBhA9JU2DwYmSIJAVBVEWFWBpVOKB7x4k3uERMbFlz549uOuuuyK9DUIIIYQQUodQSSC2bNq0CZdffjnOnj1rO49KQnwhlIQni7t4KwiKZml1qSTYEcw+3nt4LwBg8LRM/ed7uhsl/9K/aafpWb9z9u+4SvUoHP8ZACD3Fe+KHCcarNLNvR3b7jGMyR6GG5e2AaD+ff1VHF694Bz8/scqv+5RoTJJA4EpEOI7EObmcOFvozWAqgLxwHcPEu8wSKjnLF261HZ8586deOihhxgk1Dt6ANBelKIhSKhL5GBBfDYzt1s6Ft3RGIDW6wEA9rdP1YOZ1ze+AQDoMeciAMCGMTu9Ag4rROqRSEWyQ/7ezcFBKEzKjXIP40yhsQZ5qM3P5mBCVQEpnAQSKAhoaq7f8N2DxDs0Ltdzhg4dCpfLBbtYMd5LfBFCCCGEECMMEuo5GRkZePXVV3HTTTcpx4uKipCba11bnMQXnjSjeT7nxpN6ICPSjeTPX1dnA/AYkQdL8+06Rovyrj3mXITXx7xhWFOVziRSkQAg9xXtn6qUJaFUDB5h0/m5UJ3yI/ooODEkm1UEX/MDYczYpNpnea7VhYIgEB2ZBbKyIFQ0laLwRKfNcJcw9YgQEr/QuFzPyc3NRWGhd/qIwJfKQAghhBBC4g96Euo5n376KaqrqzFw4EDleHV1NTZs2ICrr77adh16EuID2bAs0D0JpnKnLXZU2J6iRwvDFpwGAN1DEAxmc7N5TJyK+/u9yL4Gsw9CqA1CPZCvFY7/DBvG7FTuKe2tBrqSIFCpALryYLq3vqJ7QRTdme08CsLQTEWh/sB3DxLvMN2onnPVVVfZjiclJfkMEAghhBBCSHxBJYGEBCoJ8YFZSaiLBmrmfP9oRJzuB6oUhJqy5gkAoKsIgNHrAMDgdxAqxMjc1l7qgl0VJ1l5kP0NgZY37Xf2JACgoGFTv+4zP7+u8FdVYHnU+kWsvXuUlpbij3/8Iz744AMcO3YM7du3x9y5c9GjR49Iby2irFmzBs8//zwKCwtRVlaGxYsXY+jQofr4vn378Mc//hEfffQRjhw5gr59++Lll19Ghw4dIrfpOoJKAiEkokRzcCAQL+D7I7wPgTBE39P9Tq9gTVVqVb9WAwyeps0XgYFdapE5oBCYX9T7nT3p6MXf3+BADgwi0fFZlKPFk9o/fJmaRXCtmZoXMlAgUcPhw4fRu3dv5OXl4YMPPkB6ejq2b9+O887zLk5Q36iurkZOTg7uuusuDBs2zDDmdrsxdOhQNG7cGEuWLEFKSgqmT5+OAQMGYOvWrUhKSorQrusGBgmEEEIIIVGAu6YGP6x9D99/8h8c+3kvmp2fiYuvuQUX9hkMV4PAvULPPfcc2rRpg7lz5+rX2rVrF4ot1wlutxvuQ8fhPngMOHUWaNIQrubN4EpLDLpM+6BBgzBo0CDl2Pbt2/HFF19gy5YtuPTSSwEAs2bNQqtWrbBw4ULcfffdQT072mGQQAgBoKUaySehXoQ4zSiSxEKKkxPkPwuPQdtzTaQlyQgVQpzMHxpeA1gXOLNFnPQXhOmUPxLqgR0nnvyrV/M1W0UBWvoeFQXiBHdNDT6b8SD2fPmhfq36wF4c+G4DSgsL0HvCCwEHCkuXLsX111+PW2+9FatXr0ZWVhZ+//vf43e/+12oth823G43anYdBo6c8Fw8dRbuqlNAxQmg3Xlh6+d08qSWIpmQ4PlvaYMGDdC0aVOsXbs27oOE+lvCghBCCCEkSvhh7XuGAEFmzxfL8cPa9wJee+fOnZg1axY6dOiADz/8EOPGjcP999+P+fPnB7xmXeE+dNwYIMhjR05o42GiU6dOaNu2LR599FEcPnwYp06dwnPPPYeffvoJZWVlYXtutEAlgfjN9OnTMX36dMO1+vB/lvqEblzOjvBGwkQoFIRoUyNUJV6FaiD8Bz3mXKSPCVNu2lurMLdbOgBvz8Ch4TVepmbZp2B30m9nUp5f+JNfKkGj3MPKxm51jVlFkJk0ZJSXmTne/39EQsv3n/zH53i7vurGp76oqalBjx498Je//AUA0L17d2zZsgWvvfYaRo4cGdCadYX74DHf482bheXZjRs3xqJFizBmzBikpaWhYcOGGDBgAAYNGlQvekgxSCB+U1lZidLSuuuISiLM5ABzUeKcaAkOnCCM18NePoqZ9yUDAERXhW9/3wSjx2gv/gm1BudlQ/YAAJ5e8C1G26wbaMUhf+dbBQiix4PTvg7BVFcC1OlGMnYdmgnxxbGf1VXGPOOBH8ZlZGTgkksuMVzr3Lkz3nnnnYDXrDNOnQ1uPEhyc3NRVFSEiooKnDp1Cunp6bjiiivqRVUoBgnEb1JSUpCVlaUca9WqVR3vhhBCCIl9mp2fieoD1oFCs/MzAl67d+/e2LZtm+FaSUkJLrjggoDXrDOaNLQPBJo0rJNtpKZqpa+3b9+ODRs24KmnnqqT50YS9kkghAAwGpft+iPIxIOJ2Yzc/diOSKQb+ftMc7fpYQtOK9OShME558t9AIBG67UygHtHrPTqMv3ew3u9ejIAHnVA1eXZSednGX/nRwI7RUHGXfKQ/pkG5vgi1O8eu9YswRczH7Ec/2X+1IDTjdavX49evXphypQpuO222/DVV1/hd7/7HWbPno3f/OY3gW65Tqg5eAzuH49YjrsuOBcNgkg3qqqqwo4dOwBoaVjTp09HXl4e0tLS0LZtW7z99ttIT09H27ZtsXnzZkyYMAG5ubmxocIECY3LhBBCCCER5sI+g9HmlwOVY21+ORAX9hkc8No9e/bE4sWLsXDhQlx22WV46qmnMGPGjKgPEABoZU7P9a7UBgCucxPgSksMav0NGzage/fu6N69OwDgwQcfRPfu3fHEE08A0DyXd955Jzp16oT7778fd955JxYuXBjUM2MFKgmEEAAOlASBpCjEo5IQzzRY2gQ1Q055XTebk4XBecOYnV6n+PIpv0pRMDN4WqZjz4AZ2UPw+ZVaiuOVn0eHH8qpkiCgohB/hOPdw9gnoQzNzs8ISZ+EWCecfRKINfQkEEIIISFnA4D4NzaS0OJq0ADt+t4UcFpRvOJyueBq3ixsVYyIGioJhBAAwJSlW/TPtkqCwKLqkUpdCDZ/36lPIBaIttKpKuSSqWafwokGq7w8A76IRk9BsAgl4cSTf/W65o05YNgQtn2RuoPvHiTeoZJACNFxFBz4IHNhfwCeYEG8FKuwGzMginpUR/fLtfn3Ue01XPsPZfChpxGN2Ync2rKogoSaPNyjpe5iVW/tWR3b7rFNORJBhVU/BvPcWAgq5ODAH7S0I08+M1OPCCHRSv1NcCOE+ICnnYQQQkh9helGhNRz3CXaqaYwLQMeRcFd8hBc2S+ob/SjyZo5BUmlIIgTcHlMdc0pVveG+iQ/FtKHQoGcgrRhzE4AQPb4K/Txkle+dLyWSinwtzFaNOOddmRMN6KJOT7guweJd2L/v8aEEEJI1LMBVOcIIbEElQRC6ilCQRDISsITnTYDgLWKAASkJAi/gmDZkD3KE3h/lIMbl7bBsiF7vK4Ho0LI94eTaFchVCVTW+yo0E3MglW9S3QlYczYJAAek7mVV0H4E9b+4hgA4EzheV5z7NSFQ8Nrol51SKjJAybnSleoKMQTfPcg8Q6Ny4TUQ8wBghnb4EAwOdevQEGF6gVffmEWn0VwcabnIizP6GkYUwUIgHVwYBVUmJ/pNO3JyZg8rvr9ojVYUPVU2N8+FWivBX0iALgH2eg4Tbu2v3aerxf40UUHAABzisSVagDGVCSxftaMdSid2AuAx1Qd7QECoFWCSoCceqQFCFOWzgPgCcYJISQaif7/yhJCCCGEEELqFCoJhNQjVAqCyrDslDM9FwGAV/qJGXOakYxZLVg2ZA9uXNpGOfcfpQeQmWG8dnlSiW1KkXl9ABhYtt4wR6gT8ryvJbUh0DKuqjFfikMsIU71sRAoa54AALqpWTC3W7quGjhBLoGqqwpv3AbUZu0cQk1wmwbQKPcwAHWKkx0JNXk40WCVo3kAfM41KnZMNyKERBdUEgghhBBC4pgLL7xQ61ps+l9+fn6ktxZRnn32WfTs2RPJyclo0aIFhg4dim3bthnmnDhxAvn5+WjevDnOOecc3Hzzzdi3b1+Edly30LhMSJzhy28gkBUEIMBGag49CaLpliDvs2yvMfma1f1XndqiqxZWZmiBueyqap7wJqiUC9m34MQEPbBsvUGRCBQrn8LX1dlRozg0WNoEgMez8N7De9FjzkWGObmv9AagqU3CxDxswWkAmh8ha1I/AEDplAKv9Z00XQuEj+/8NwBgwBu3hXRdKxKe+H960zXrbswCVj6KNWLp3ePAgQM4e/as/vOWLVtw7bXXYtWqVejXr1/kNhZhBg4ciNtvvx09e/bEmTNn8Nhjj2HLli3YunUrkpK0Igzjxo3D+++/j3nz5iE1NRXjx49HgwYN8Nlnn0V49+GHQQIhcYYqSBBpDaKaSlApRu//CUBtipGo3FIbLJzpuQifNrnMMN/fgGDviJW26Ul2qF76zSlRgawv1hVpSqpg4MalbfRnmcdVKVG+DNRm5DXsKkJFKpAQJmO9W7PUV8FM/stH8YVrIABPMGfXsXlkbmu/ujb7Q6CpR07xHRzIMFCIJcLz7lED4AMASwCUQWs3fxOAQQhl8sfEiROxbNkybN++HS6XK2Trhgu3243yb8qxd2MZThw5gYRzE5DZPQOturYK6f4PHDiAFi1aYPXq1ejbty8qKiqQnp6OBQsW4JZbbgEAFBcXo3Pnzvj888/xy1/+MmTPjkboSSCEEEIIiTg1AB4FIKugZQC+BvApgL8gFIHCqVOn8Oabb+LBBx+MmQBhy3+2YP9Wj7fpRMUJHPnxCH4uOYjLbrk0ZL9HRUUFACAtLQ0AUFhYiNOnT2PAgAH6nE6dOqFt27YMEgghsYGvFKOQKwima//I1P7j3cGkIphRKQjmk/7Mhf0dG6LNqNKGzGtYqQh2zxTripN/lTJgMFybFA1ZMVDtUTXPjPw8WTUIVEEIpfLQYkeFx8RsQ86XWh7v6KJqvI43AABz3VoK0iLpfrOqIFQE7V7t37X5UHduNuMrxShcCgIh/vMBjAGCzMcArgLwq6Cf8u677+LIkSMYNWpU0GvVBeXflBsCBJn9W/ej/JvmyMjJUI77Q01NDSZOnIjevXvjssu0v8vKy8vRpEkTnHvuuYa5LVu2RHl5edDPjHZoXCaEgN1gCSEk0iwJctwZc+bMwaBBg5CZ6Tuwjwb2biwLatwp+fn52LJlC/71r3+FZL14gEoCIVGIWRkIdTdWbxWhh2oaAI9aIJid+brnh1Lj6c72XZ6Sj2P33uNoL6qTe3EtUEVBReF4zWQmDLVmdC+FjW9CVgHMf73KKoC5xKqdR8IXezf8V3tejxu8xlTqggqVWiD2KEzFVjhRHOQ1zN4EHDzhUQZq/Qn3rO+N1zdqSoJQBt4rst2GF1pnZ81PMGe2sRGbXEa1rkzKvnBuYCb1F18vu8GfXP/444/4+OOPsWjRoqDXqitOHDlhP15hP+6E8ePHY9myZVizZg1at/YolK1atcKpU6dw5MgRg5qwb98+tGrVKujnRjtUEgghhBBCIo6vlJngX0rnzp2LFi1a4Fe/Cj5tqa5IODfBfjzVftwOt9uN8ePHY/Hixfjkk0/Qrl07w3hubi4aN26MlSs9aWDbtm3D7t27ceWVVwb83FiBSgIhUYRQEGTvwBOdNuvXQ60o+GL27LEAjGrBmB43Ort3g0dxcKoqmDErCvI1J5WSZKwUBIGTdWQVwKwIJB087rVHq3sFTrwIKgVBIJ/u+1sy1ZeCoHqGE8zehGELTmN07We90dqcz3BP7Z/HL93LAcCvhmuA0UswMtfaV9Dv7El9fScehnAhFAR3yUOmJmobYKfkkfrETdBMynbjgVNTU4O5c+di5MiRaNQodl7/Mrtn4MiPR2zHAyU/Px8LFizAkiVLkJycrPsMUlNTkZiYiNTUVIwZMwYPPvgg0tLSkJKSgvvuuw9XXnll3JuWAZZAJSSqkNOMRKDwRKfNIVtfrGlpWq4tZSqnFDkNCpzgLvsSgNY5GQg8eJBRBRD+3uv0PlWQEOizfSGbpAF1OlHplAK934Ad4S6L2mJHhV721cmzRHdmwLtDsz/YvfQLs3PWjHUAIpd25KQ/QqQOAUhwhP7dowbAY9BMymYGINjqRh999BGuv/56bNu2DdnZzg5XogGtutG32L91v9dYi0taBFXdyOq+uXPn6sbuEydO4KGHHsLChQtx8uRJXH/99Xj11VfrRbpR7ISShNQznui0Ga7sEXCXOA8StPlOmqnx9JIQQqKLBtACgaugmZTLoaUYhaZPwnXXXYdYPBd2uVy47JZLUf5Nc61PQsUJJKSGpk+Ck+8jISEBM2fOxMyZMwN+TqzCIIGQKMZp92T/5zsLEFQqwpwNywK+15VxhfahVFtjdubruPHq9oY5/jY6M5RkVSgDdmlJoT79d4KdeiE3ehMn8uLnr6USq0JlyJrUz6/yqVbpSf6UQ1WlMe1vn4rL4VytyDh4wvPnPMdoKH994xteDdmsODS8BgCQ9pb1y1PpxF7ah1z7xmlCeaj7lKQeAB6q42eS6KUBtDKnseMZqAtcLhcycjJCUuqUOIdBAiFRhJxu4E+A4FxBIIREBx41T/MosAQxISS6YJBASBQSCgXhyeIuIfUzqMjNzQWgdaU0o1IchLpgUBmqTfMldWHZ6h0AgiunKhQEX/4DJ/4EeUw1z0q1ONNzkT5fNmOrGr2JfdgpKrJ6YPZGCAaWrdfXV6kMgfoUrO7ztznb3hFatRDhScjt7hnz/O5vOFpLmJMLGjbVr/mrCNSlgqA1N1wIV+ykhRNC6iE0LhMShYRCFbALEgzVVSZ7v+AL43Iw6UZOkFONREBgx11Z6SFNEVKZnsXLa4sdFV7P8rvHQe1a/qZQyTit4mSXbuSLUBqbzQZruwpMgPY9y2y6oqX+OVBTcySrGFkhG5hFB3QZmpZjD757kHiHfRIIiVHsXir4wkEIIYSQYGC6ESExipXa8GRxF6B4i/NUo8laytCqFQu9TqvnbFjmVwlUOS1InKID3iqBrCCIU/ax0n1WqoIvk7Iddj0O5HGxn1W9S3CVaV6gz5cNyf7u22kfCIFIRSoc/xnKdrf16147FUCeY74u32d1j9WY6NcgTMo9rvCMaV2VPR2Vg0Huwvzxnf8GED3dmAkhJBqhkkAIIYQQQggxQE8CIVGELy+C3Ik5WJQN1fxopqbyJqg8Bjde3d5SGVAZkuVTd/maWNO8H3kfd2WlAwhMXfBnnsp07PRZgk1XtETOl/v82q+ZZVJZVNWYvzgtgSq6S1c3T/R5ny+VQSC8Cfvbp+p//oXjP9PHxXflRFWQPQkqU7NTnJRYdYrccVkFUwRjD757kHiHQQIhUYSq43K4UQULs2eP9bpm93Ju7nUAODMiq+5VmXzll3SzqVpOiZL3FIpuzubnf9rkMv2aXQUj1f111ZPBaXBg11/Bzmy8bXcbdGwbuElarGkVMLz38F64fnUMAOB+vxkAoMeci7zm2Zma5SBB9EaYM7vay9Dc7+xJPXhQBRN2QcLib8cZfv71pbOUezF3XLYKEgAGCrEG3z1IvMN0I0IIIYQQQogBKgmERAHmNKO6UhHMCFVh1QptP/JpuaosqjnlSD69l1OWRD8FgaqvgmoNO+T1zYzpcSMaLs1ytI4/iHKkgNpQbE4pqsuOzkIRUKUfyUqMP2lIoSyNGgi6mVmhJOR8uc829UiYnvt8pakRqnQjWUkw8/Gd/9aNzXadmmW+/X0TAMClr57Sr5mVBIApR/FCLL17nD17FpMnT8abb76J8vJyZGZmYtSoUXj88cfhcrkivb2I8eyzz2LRokUoLi5GYmIievXqheeeew4dO3bU58yePRsLFizA119/jaNHj+Lw4cM499xzI7fpOoRKAiFRBl8UCCGEhJLnnnsOs2bNwiuvvILvvvsOzz33HKZNm4aXX3450luLKKtXr0Z+fj6++OILrFixAqdPn8Z1112H6mrPAcSxY8cwcOBAPPbYYxHcaWSgkkCiDl/m3Xh7iXaXLIyYcuAPfRO1E9ftu1YB0E7rhZJgd/o/O/N1LyVBhawuhNJPEEoCNTpHC3JZVJUnQSgH5lKo8li4aLBUO4WvGeI5hR+24DQAYOZ9yV7zN4zZibndNKP66KIDlusKH4JcAlUoA32+aobHRy0BADw97yYAvg3OTlUFQK0iAPa+BCD+/hsXr4Tj3cPtdqNm8z6c+boM7ooTcKUmoNHlGWjQpWVQJ/433ngjWrZsiTlz5ujXbr75ZiQmJuLNN98MxdbDi7sGOFUInPwCqDkENEgDmv4SaJILuEJ33n3gwAG0aNECq1evRt++fQ1jBQUFyMvLo5JACCGEEELqDrfbjdP/2YrT7xbDvbsCqDgJ9+4KnH63GKff2YpgznR79eqFlStXoqREC/Y3bdqEtWvXYtCgQaHafvhw1wBV84Hq/wPOfA/UHNb+Wf1/QPU/tfEQUVGhVVlLS0sL2ZqxDJupkahBKAhnVx8FAKze2x79Jz1smvMQ3CUL6/1J2++arwYA/O3g1QCAG3tVImPbRsO1UCDUAwBYc1yr/oJWvQAADZdmwbsGkjc3Xt0eZVW+5wm1obCwUPcbZPa4QVvDR569P6hKrNYFws/gb3M0X9h9D+axnC/3oSxDUxJkD4P4bFYQkg4e18ucyjhpuuYvsoIgWHRHYwBA5iu9DeVQgVqfgkWFo8HTMnU/w/zCnwBoioKoYLS2dl5Bw6ZAre9gQEPtmq+SqU4UBMHC4dUY8VaS4/mkflOzeR9qvlOrYjVbD6Amex8adm0V0NqPPPIIKisr0alTJzRs2BBnz57FM888g9/85jfBbLluOFUInN5kMVYENL4UaNoz6MfU1NRg4sSJ6N27Ny677DLfN9QDmG5EogYRJBT82AMAkD3qGpTM+wSA5wVVdBGOtSDBaUpRYc0fAQCT+vxJf+kXlHXsbnuveT4AZKRrpyHi2aouzHb7koMEgfizUI0BnnQkkTI0O/N1vcypqiyqKhXJyticO+wy5L7S23K//iKCkbF774mo6TgUOOnlIAdIckdsgXj5F30QAHgFCaryqObr5jWDDSLee3iv0rwssCuHKiPSk0SK0YA3btODiKwZ6/RrgL2pGfCUQLUqfSrmmIMEX6lGMrH237n6RqjfPU7O26gpCBa42qai6Sj7vwes+Ne//oU//OEPeP7553HppZeiqKgIEydOxPTp0zFy5MhAt1w3VL6sKQdWNLoYSLkv6MeMGzcOH3zwAdauXYvWrVt7jdfHdCMqCSRq0P9C/HF7ZDcShzzRaTNc2SPgLvEOEgghhEQed8UJ+wmVJwNe+w9/+AMeeeQR3H777QCALl264Mcff8Szzz4b/UFCzSEf44eDfsT48eOxbNkyrFmzRhkg1FcYJJCoQSgJ2aM8KUbZo64BAHT89yMAAFf2XD3lSPs5uk/axD5Vp/U39qr0voY/AVCrAkdmnkDnAd8B8FYVVPMBoOyA9B/XAzM989M9+ZYidclwn0K1EM9I6e4ZW7ZOcXpWm460qp12etwBAKAuu+nE0CzPK1xUiELp9B8ILn1IdGiejdeB0gOGdZ0iTuRb7KgIuAuzk07OvhqymcdUczMX9tefaWdO/hqesYFl6wEAyzN6et3nr0JgbsxmdU3uvgxoCsDgg9oLVFnzBH2eUwXBjDApD2goNV6rVRAEBQ2bGlKVzNgpCMY5avOyE2Llv3MkNLhSE+CusAkEUvzvGi44duwYGjQw2lAbNmyImprQ5fOHjQZp9oFAA+cpgGbcbjfuu+8+LF68GAUFBWjXrl3Aa8UjDBIIIYQQQiJMo8szcNom3ajR5RkBrz148GA888wzaNu2LS699FJs3LgR06dPx1133RXwmnVG01/apxs1/WXAS+fn52PBggVYsmQJkpOTUV5eDgBITU1FYqKWalleXo7y8nLs2KGly27evBnJyclo27Zt3Buc6UkgEcdc8nRv3sMWMzUyV03TP0fTCZt86mdWEH7XfLWlpyBj20Z9TFYEzNe++7izPiYUBXmued65+QmWCoMVdr4Hu7XEfSplQfYuCL+CHU7VhWgrmerrpD8WMDdkWzZkj+5PUBmYBXXZdM1XWVQ7hCfBV5nTUJFQkwdMNv777C55CK7sFxyvITwM0fTfOqIR6ncPt9uN0+9sRc1Wb/Nyg0vS0fjmSwIug3r06FH8+c9/xuLFi7F//35kZmZixIgReOKJJ9CkSZNgtx5e3DVaFaNTRd5jTboBSb8NuAyq1fc5d+5cjBo1CgAwefJkTJkyxXZOvMIggUQcz8u19hdnadY+2/mu2tQjOWVGuz8yf4mqUorMKTx26Tu+DMnm+fI9di/u333c2TI9yWpdgfu2qQCA4rHz8VKO9ucyqY8xFUpeX0Y8q3Kj9kKW0t3zF564JpCDBmFuLqtKtdyrisLCQuQO0ypRqEzNgVZBsnvpl7s9i5Qlea65G3S4gphVvUuCrpak+j3l3gmqfgp2mAOGQIzLqhQkERwIRhcdsDQz++rGLBBBA+AdOPQ7exLP9tHWF9/xiQa+g1zAY2r2t7KRKoBgkBC9hLtPAipPAilNQ9InIeYx9Ek4rKUYhaFPAjHCdCMScTx/+Tk/XSOEkPhgA4Aekd4EiRJcLhcadm0VcKnTuMXVQCtzGoJSp8Q5VBJIxBEn8SLNaNzMrgCAWfnf6HPEtdfSb9BPueW0IyByJ21Tlm7xuiaUBLsT/CMzNSNm5wHf2RqRnagGgOf0Xygt7tum6p8FIhWp02zvahblm97yUjcytm00pDnJ95ZvegutcoYD8Pz5AMCETQ/pv5f5dxDzBaLELeAsFQlwVjI1FCf38gm7WY0wKwUCoSr8o9SYLhBqJcFpb4RAVRShGgwsW68blgNlYNl63YCsUgjMyMqDr/nCsG7uoeCPoVmoCV+4BgLw9LOQufLzUgD2ZVEXfztONzMLJQEARnQu1j5MdpZGp0Ium0pFIXrguweJd6jRkLiAf3ESQgghhIQOKgkkosimZV+GZUA7JTd7EfSxOgwUZPVA5T/wxzCs8g5YmZmtTvUBo4IAaKf7Qo0pHjsfgOd0X8wx3ycrAoCm5ohrQiEQHgVZ6REUj52vVCmsKJn3iV7mVlYVRA64+cQ+NzdXVw2cNmELlx/AvLcxPW7EnA3LfN4n72e2qZyr3NBNdfofjq7NvgzXTr0IdgTrSbDyNQifwugiTbmRPQoZtSVTRedlFdnjr7Acy/ss29aD8PGd/wYADNx6LQDg7X8+5jWn1d1LdcP30ee0ebqyIONQZZiydB6A2G0qGW/w3YPEO1QSCCGEEEIIIQaoJJCI4q+SYPYhCOSyo6HA6oTOSSUjwFiGFDAqAwJZIbj3wH8BqE/nVQhlQKxvzvUXCJUgs/dcAMbKUSrvh1hXVgNU88xjovKRvA/5PvO65Zve8povKwmCYEqmClVB+AQETvPz945YqTf1UnkTVEqCE1Rqg7xHV4Z2ut1waZaj9UKJ2cOgqnJkvm7G3Hzt8qQSZeM2gUohMM9XrVE6pUD/rKpyZOdLED4EUb1I5tG12n0FDZui31nvxlYTiicCgNJ/oLrmBKe+BaEkAB41AaCiECn47kHiHVY3IhHHSXDgC38CBPkFX/6L1sl64t67xw0CAC9jMKClDHVGbQCwzXPdLgVJvICL9b77uLNX2o6cPiQQL9mufz9iSCHSf4/aa6W1P6uCAPmankpkuVMPxWPnY1a+WGe4fs2cjjRuZldM2OT5HQBgVo5nvtiLSDsCgL/P+gAA0LddnuGZTs3NMmYTMTJf90pBUpUSlbsTqxBriGBBfvm3CxjkMXGPCAzmbFgGlC7T9wmoS6yqMBtuA0lJMj9DDgwEy4bsUZY5FZiNzlYBgiqYsEJeQ9w3B1IJ09qA4J7udwLQjMwicBDBQvb4K1DyypcAjMGBubzp46OWAAD61XZllnl81BIMeMN5IPDrS2c5mrfwu04AgBGTCx2nHsn/HZsUuuwzQgjRYboRiSg8ASOEEEIIiT6YbkQiirtkoV9pRq7sFwzlAOsK+dQOAPps3K9/FmZgkWIkl/6Uy5Kax63MwwJfp/4ADKZicU11nwq71CJhUrZbw8qkbJee5M8cwJOWJDdhs1MTnHRrDlWnZqsyqDJOU5BkrMzP5rQpwL7MaSgarakItZHZbFIetuA0Hr/pUp/zxFzAU75UfBebrmjp9UxzIz8AKHnlS4zMbQ0AXqlFa39xDGcKz/MaEyVQhUIgUoxU16zKogrKbngDAJDx3zv1a04asMlpRwAwachlPu8hoYfvHiTeYboRIRKyshFKjwMhhBBCSCxBJYFEAVq30SHvaqd/8umyUBDkRmtLLvmfkD3ZrBCoPApPFnfRzcl/O3g1AI9ZWS5JKisIZmSPgapUqUD+3cUp+pS1z+hjViqByq8gr21VrlRGpQqY55jn+6M8yPuREff2d2uNsUr/1tpr/gNJMwAAKd0P6CfCKkXBiZIA+N98be+IlQA8zbsAZ0qCTCCqAqBWFuT9OmmY5qt0qtUacnnUUCgIKsyN06zGVPPENVHmVGVgFshKgvAmAB5fg1AIDg2vAeBRKeQxuZmaUAZu/e1fABhLoAZqYJaxUxRoYI4OYu3d4+jRo/jzn/+MxYsXY//+/ejevTteeukl9OxZf7sYP/vss1i0aBGKi4uRmJiIXr164bnnnkPHjh0BAIcOHcKkSZPw0UcfYffu3UhPT8fQoUPx1FNPITU1NcK7Dz8MEkjEESf2N219E4DnhVauZOTKfqF2rneqkXjRtzIh22EXJIixvolNUbNOe0EyBwJyjwMZc/djOZiwChZkVD0O7F7KVUGC/IJvfnm3GzNjFZioAgirtczBiup3EsjBkDBB2wUhJfM+iWgKUl0FC4B3wKDaq+g+nPtK74Cf4wsRVMim4227NZOz6Asg4zQQcDJfda9AVKNSpRvlfLkPfb5qZrg2uuiAx/xcixwQqK5ZpRupAgKnxmVl2pHcT0FhZjanHAFMO6prwvHu4Xa7sX37dmzbtg1Hjx5FcnIyOnbsiA4dOsDlcgW19vDhw7FlyxbMmjULmZmZePPNN/Hiiy9i69atyMqq+2pq/uB2u/HdzkPYvP0AjladQvI5TdClQzo6X5QW1PcycOBA3H777ejZsyfOnDmDxx57DFu2bMHWrVuRlJSELVu2YNKkSRg1ahQuueQS/Pjjj7j33nvRtWtX/Oc//wnhbxidMN2I1CtCXSqVEEIICQVutxsff/wxdu3apV+rqqpCWVkZdu/ejf79+wf8Qnz8+HG88847WLJkCfr27QsAmDx5Mt577z3MmjULTz/9dEh+h3DgdruxbPVObP/xsH6tsvoUSvdVYeeeI/jV1RcF/L0sX77c8PO8efPQokULFBYWom/fvrjsssvwzjvv6OMXX3wxnnnmGfzP//wPzpw5g0aN4vs1mkoCiTiBvrQ7SRUKZA3ztRt7VeqlRkUKkK+OyuZUIrt0Hyvzr50yIE7YBVapRlZrWKUWBWpEdrqGGVWPBnl/oneCUHLktcVY9qhrvHosBKIs+JuC5K+CoCJcKUgCcxqRr+7KKpykMwHBpyM5VQ9UPL3kWwAeAzPgUVRknPROEIwuOuBlahYqgoysKASTXmTFiM7FjpQEdmGue0L97lFSUoKCggLL8X79+iE7O7BiBEePHkVKSgo+/vhj9O/vSZvs06cPGjVqZPvcSLP1+4NYvnaX5fjAPu1wycXNQ/KsHTt2oEOHDti8eTMuu0ytzP3973/Ho48+igMHDijH4wmWQCVxC/+yJIQQEits27YtqHE7kpOTceWVV+Kpp57C3r17cfbsWbz55pv4/PPPUVZWFvC6dcHm7fYv477GnVJTU4OJEyeid+/elgHCzz//jKeeegpjx44NyTOjHSoJJOIEqiQIn4JnncBLo5rVA8DTMG3czK56R2EzThUFGTvDsNNTe/PJudyIzA7ZB+HEuOxrT2ZlQqUGqBQNX2uaG7IJyje95dVdunzTW17lLfM+y7Y96bfzKZgVBSvMJ/ehUhaESuBEZbBTFFSN4PxVEZwSyrKovrwJqmty92WBysSc86XWcXzO7GqvMaEkjC46YHltbrd0XU1IqDE2+hPN2IDgDMsqVCZmlScBoC+hLgn1u8eCBQtQVVVlOZ6cnIwRIwI//Pr+++9x1113Yc2aNWjYsCEuv/xyZGdno7CwEN99Z114I9L8/T/foLL6lOV4yjlNcPfNarXaH8aNG4cPPvgAa9euRevWrb3GKysrce211yItLQ1Lly5F48aNg35mtMMggUQNdeUVeLK4i1dqkhwk9E3UXgJUL97mdCP3bVO9ui6Xdeyuv8jamY4Fdn0QgsUuEPCV7iT26sQ8rHrp9ydNSd6PnEpld6/4s5CDBjl4CtbMLKMKHG68uj0AYNnqHZb3mbsy+4PTVCSrvgry8+1ShgLppyCCArkjs0jvKdvd1q+1wsHTS77VU4/8TTuSMacgAcaAATCamicUT/Sar6p+9FKnGQCgnG+HHCwwSIg8oX73eO+992xP9TMyMjB48OCgn1NdXY3KykpkZGRg+PDhqKqqwvvvvx/0uuHireXFKN1nHTxltTwHwwd2CuoZ48ePx5IlS7BmzRq0a9fOa/zo0aO4/vrr0axZMyxbtgwJCQlBPS9WiG/HBYkpVOlBNBkTQgipD3Ts2NE2SBBlOYMlKSkJSUlJOHz4MD788ENMmzbN900RpEuHdNsgoUsH72DeKW63G/fddx8WL16MgoICZYBQWVmJ66+/Hk2bNsXSpUvrTYAAUEkgUY6TIMGuPKoKVWrRpCGjAAArp0xTmoLNKsC5+dp/JFrlDLctZSqw6mNgh5MeBP6WOfX3dF9ex6m6oTIpi+c57cYsxmVzstW+Xsp5wWs+YK8kmAm0v4IV4gRf9FewUxucEoyyYGfC9ldJUJmflw3Zo6sK4VIUnJRRlXsbCGbel+x1zU5JGDwtE4Cn94J5TDxDKApjxmqn+3NmV+vqgqwQmEuk/vrSWfj4zn8DAErW3AXAWPrUCVQUooNQv3u43W6sXLkSO3d6//t50UUXBVXdCAA+/PBDuN1udOzYETt27MAf/vAHJCQk4NNPP43q1Bm32433V+9EiVTdSJB9wXlBVTf6/e9/jwULFmDJkiWGICw1NRWJiYmorKzEddddh2PHjmHx4sVISvL8fy89PR0NGzYM6LmxApUEEtUIdSEQRSHey51mle5B8ZRPfE8khBAS9bhcLvTv3x9t27bFtm3bUFVVhXPOOSdkfRIqKirw6KOP4qeffkJaWhpuvvlmPPPMM1EdIADa9/Krqy/CRaJPQvUpJCeFpk/CrFlaEN+vXz/D9blz52LUqFH4+uuv8eWXWvPF9u3bG+bs2rULF154YcDPjgWoJJCYQH7Z91c5UKFSEwDNrGxVrhNwfiJuPn236qpsRl7X3G3Y7jS9/31LUdrlHcu9+asGyCf4/txrpWwEa34WlG96S+9ALXs7VB2oxfcm8KUshMKnYMddWdop8z9Kg6/EEayp2YyTjsu+sPM9mJuvBcPAsvX6WmZ1QW6uJrpjy54Ep14EKwZPy9QVBpWpWYW5+ZodTsuo+jIyswtz3cB3DxLvsAQqIYQQQgghxADTjUhMIKcdWTUR0ubZqwwiBUncY6Uo+EJWFFSeAb2Ep2k+oD45V53Si3VrEHx5STNWzxS8WD1R24OpOpLdeoC6epKG9n2oKjx5+yW896UrGznX6N9pyTwtB140WgM8FY+w9hldeRH3dminlay0UhSEMuBUUVDNs1MXQqEgCJyUSZXHxPzZma/7bBIn40/JVLu5wSoIlyeV6GqBvJbZnyB+vnFpG2UJWFEWNVBFYdiC0xhd+1kulWr+Wa58NL/wJwBAigOvYziasRFCSKAw3YjEFO6ShfqLvarDctmBQ4afM9LTlOsEm25kh126jIzdC7PVuub+AVmbb9bHzelGEzY9FLJSquL58h4D6dBsVypVII+Z+0GoyB51je0zxRprjmtdc/smNvXL1Az4n4ok8DclKRD8TT0yBwlyStGq3lq6ji8js9MuzIDR1CynHYkuyY/fdKnlvXL6kJ1hWYypUpFa7KgAAGy6oqV+X8bBEwDU5mSBnFpkh5x2pOrQLIIEQUrCMz7XNGM2P4/oXOwZrO3GrDIwM+0ovPDdg8Q7TDcihBBCCCGEGKCSQGKKYKoVyR2azaducndlO8RJtar8pkB1wq5aVxhra9btUZZdNd/rtGyov/haX9W0LND1zM3d5O/PbNR2imzoVu1VXJO7MteVkiCItKLgVEkwEwrjcii6MQeC6MJ8T3etvGggBmZVF2Z/kDs0C3VBLo9aeULr5B6IuqCrCZON/27SwFx38N2DxDtUEggJMf0neVchIoQQQgiJJagkkJjCl5IgPAmyF2Fv3sMAoDc9AzyNz0S+ekp37aTwyMwTXqf6gLeCEEyuv1lVWNq3g/5Z+ApU82blf2NZLtRqP1bjsvIQSHlWu2v+IHsOZEXArDg4/b6dNLYLtOGaTDDKgp2qkDvsMhQu2hLw2kBgioLK5AtoqoA//gMVsidBpSrIPoJQIXsZhK9AmJZlgi2J6gShRjw+agkAYMAbt+nN1Aa8cRsASObmABQFUzlUO28C1YTQwncPEu8wSCAxhypQsGqctjfvYUNwIPju484A7LsY979vKQBgyJrttl2PBaqXbSepN3JQEujLttU+5AAEMAYhqv34E/yoTNP+rhHMPuzSoMo3vWWbHqUyRIuAIdB+BuEKHAJFFSzYpR0B3ilDZ3ouwqdNtM69/nRlNmOXcmQXQATK00u+xaI7tAZRKuOyIJAgQXRY7vNVMwD2qUhzu6Xr6UUvdZoBwNM3AfBOQXLaJ0FGlXZkVQGOQUJo4bsHiXeYbkRiDlf2CP5lRwghhBASRqgkkJjFLvVIpBhlbb4ZQ9ZsB+A5pVelHcmn4k6Q11SlxvgyQMv7kUubmsdk5D2afyeVcdnX76RSFfztrmxn0HaqivibWiQUhCMzT3jdY7d/lXog+kHIZulgUpD87bWgIpSqgi81AVCnHQWaWuQPoezCbGZg2Xrsb58KIPTpRlZmZl8dl0WKEQAcfcT475hQGWRTs1NU6UaThozSPwNUEsIF3z1IvEMlgRBCCCEkjlmzZg0GDx6MzMxMuFwuvPvuu4Zxt9uNJ554AhkZGUhMTMSAAQOwffv2yGy2Dnn22WfRs2dPJCcno0WLFhg6dCi2bdtmmHPPPffg4osvRmJiItLT03HTTTehuLjYYsX4gh2XSVwhjMtCLSjtMlXv0CtjZ2x1gnxK3qCXllMtmnV1cniv3GFYtUeBUASGrNnuea7C1Gxuzlb8ssdXYYd8+u6kOZrBS2EaC4WnArD3G0xZW2vuzIHXM8WfRTHme3dylozRQlUQ97acvUXPvQ8FZjXAH2VBzPVXUfDVUVog1AWhKPhT5tRqvq81VH4D4UVACL0IBhN0tXZt8DTtn2WK+T3mXOSlJgjPwZzZ1fo1WSWw8yCYy52OLjoAXScr7AUAyJqxzuu+QBQEwcLh2j6FojBpyCgvT4JoHjkpcFsJqSPcbjeOV5bjWEUZzp4+gYaNE9AsNQOJKa3gcrkCXre6uho5OTm46667MGyY9/9Xp02bhv/93//F/Pnz0a5dO/z5z3/G9ddfj61btyIhwUG78DDjdrtxYusBHPumHGcrT6JhSlM069oKCZekB/W9rF69Gvn5+ejZsyfOnDmDxx57DNdddx22bt2KpCTt/1O5ubn4zW9+g7Zt2+LQoUOYPHkyrrvuOuzatQsNGzYM1a8YlTBIIDGLkM6D6Z1ACCGERANutxuH927BiSpPIHr2zAmcOn4EJ6oP4ryMSwN+IR40aBAGDRpk+dwZM2bg8ccfx0033QQA+Oc//4mWLVvi3Xffxe233x7QM0OF2+3GkaXFOFlyUL9WU3kSFT9V4uT3h5A6uGPA38vy5csNP8+bNw8tWrRAYWEh+vbtCwAYO3asPn7hhRfi6aefRk5ODn744QdcfPHFAT03VqAngcQ8cpAglATb+bdN1U/nRV6+v54EFVPW3g0AmNTn7/q6TnL0rZ4tfAcCc6UiMyqPgdXvOWTNdn09u4pHdt4KlR8DUPsBnJRKlRUNc+Un+b5Aq0LZlXBVNXDbvmsVcodp6oK/ZUlVakAoGrIFqjKEotGayq+gKp2qaqamqmAUbFWjgWXrdT+DXPIUAL6u9hyZi6ZqQGh8CWalQagMi+5ojGELTgMwqg0jc1sDMKoLotSp8CIIJhRP9KqC5LTakdmbAHhXOZo0JHRqGQn9u8exijIcKf/OcvzcVp3RLDUj6Oe4XC4sXrwYQ4cOBQDs3LkTF198MTZu3Ihu3brp866++mp069YNL730UtDPDIbj3+5HxX9LLMdTb8hG4qUtQvKsHTt2oEOHDti8eTMuu8z7/y/V1dV4/PHHsWTJEhQXF6NJkyYheW60wiCBxDwiSCg7cEhPI1KZk8ULoa+X7bpGfmGXWfnyEADOUoasXvoDDYbEs+UX/mB6Iljd66vcqZ0R2a7rtS9EulG2IgVJRaBmZjsiYW62MjKbU5BEsGDXP0HGVzAhzwPUZuVQ90sQwcHgaZkAgMyF/Q1dlwWh7JUgAgLR90BlZi5o2FQ3MT89Tzu1FT0UzIZmQCtxuvA76yRGq87LMlOWzmP35TAQ6nePn3d/jVPHj1iON0k8F+e3vTzo55iDhHXr1qF3797Yu3cvMjI8Qchtt90Gl8uFt956K+hnBsPBhd/g9E+VluONW6eg+QjfxUJ8UVNTgyFDhuDIkSNYu3atYezVV1/Fww8/jOrqanTs2BHvv/9+3KsIAI3LJA5gSVRCCCGxztnTJ+zHz9iPxytnK0/ajtcctR93Sn5+PrZs2YJ//etfXmO/+c1vsHHjRqxevRrZ2dm47bbbcOJE/P95UEkgMY+sJNx74L8A7E+7Q5FaVJcU1mhdWXMb/NvHzLrBV+nUQDsz26Vm+WpUZ2d0Vj3HvH75prf0kqoijckqBSmUhCIFyQ6hCMzOfF2/5m9ZVDP+Gp0B6Cf4ua/0NqwDOFcOREqRnEpkHrOjxY6KkDVUA7xLoc7tlq40NZvnycZllXJgJlRKgiiLqrHB53OJb+JFSYj2dKO6UBLGjx+PJUuWYM2aNWjXrp3t3FOnTuG8887D3//+d4wYEd8HlFQSSNyQ2Ts/0lsghBBCAsKX3yAUfgQV7dq1Q6tWrbBy5Ur9WmVlJb788ktceeWVYXmmPzTr2iqocTvcbjfGjx+PxYsX45NPPvEZIIh73G43Tp4MjYIRzbC6EYkb9n42U3kCLa7JCkIoDcvhRm8adl/wawkzdDC+DOV31sXerGylIMh/Pqo5QqGYla+trykG3mqBUBCcqhhehuy1z2ACHlLuUcbOAAx4n8iHG1mJUKkKsoIQCCrVoNH6YVjVWzu5z/ss23KeYZ+1CoLsV/DXeyAUBJWiYFYXVMrCnNnV6HGF97r3dL/TsDe59KkdZtXArjSqGaEgJE/VytYKb4KqFKqdimAYN5VCJbFHYkornKg+iBNH93uNJSS3QGJK4C/DVVVV2LFjh/7zrl27UFRUhLS0NLRt2xYTJ07E008/jQ4dOuglUDMzM3W1IZIkXJKOk98fwoltP3uPdTwfCZeoGxk6IT8/HwsWLMCSJUuQnJyM8vJyAEBqaioSExOxc+dOvPXWW7juuuuQnp6On376CVOnTkViYiJuuOGGgJ8bKzDdiMQ8crqRfs2mD0I0Bgaql3fzNTnNJ9pM2HIlJnM6kIwqEHDyEi9Sf7JHXeOom7UvVClLqn4Qou+CXZqRr8AB8C94CDQFKRQVj5ymHZkNzf6mH53puSgsnZZlRKAgOi4D9tWNRLDw+sY3AnremLFJtgGGMDU3yj2M5ZesAOAJFuw6Lr/UaYZffRSsqhwx3Sj0hOPdw9An4cwJNGwUmj4JBQUFyMvL87o+cuRIzJs3D263G5MmTcLs2bNx5MgR9OnTB6+++iqys6OjuYbcJ6Hm6Ek0SA5NnwSre+fOnYtRo0Zh7969uPvuu1FYWIjDhw+jZcuW6Nu3L5544gl07Ngx4OfGClQSCCGEEEKiAJfLhWapGSFPLerXrx/szoRdLheefPJJPPnkkyF9bqhwuVxIvLRFyEqdCnydk2dmZuK///1vSJ8ZSzBIIDGLSkFQYT51L+3yTtSpCWZFwNBdebM2Ju/Zd1HUukFXN/w83Td8/7UqhJ25WS5VaqdU+ItqLU/vhDb6NbtuxvLpu5WqMKbHjY7VBKEImHsi+FIYAu2hYIdVGpG/yoHqfvFNOTUw2xmXnZRPHTwtE5m1aU9yKVShLrw+JjAFQeArTUn0ScBXzYCvatOLYPz3KXlqnpe6UNCwKfrZKA1eTC5UmpjlngmThvhehhBCaFwmhBBCCCGEGKAngcQsZiXBfdtUvYma8CRkbb5ZaVIOhYE3HDjxJoRi/Vn534RNTTF3ipZRKSYqQqkWqJiwSTMpy12bVXswN1jztwSqk7x/p/jrVXCqKNjtUfYkyD6ET5tonUiFcdkXKg+DudNysB2YzQjlocWOCgC1xmWFJ8FMMCVRF93RGIDRB2Ema8Y6DHhDK2ts7qYsKwn+YlcKlZ2XwwPfPUi8w3QjElOIwAAAXNm1L3gHRms///sRQ3AAqGv6A9EXHJgxpBs5eFGWU6hUHZcFesoV/O+a7BTVd6vvabP19x5IJ2dxn7/BhF1wIBg3sytQPRGAxzgt0o4AZwGDeNmWX8Tlz/4EDIWFhX4FCrm5uZapS06RX+4NKUa9ffclUCF3ZRYpQuJaqIIDgZ6WVJvafU/3NsAr2udgOi+nJDwDAKg88ScAxq7KIiCRMXddnvDIKvTrpKUbwZRGFGiAAHiqHMV31XZCSF3CdCNCCCGEEEKIASoJJGqZsnQLnui02XJ872ejfa4Ra70RDKfw4tTdJn1HT9eZ2VWfN0saNyspdr/7kDXbvcqtyulaZuzGZMbN7OpRQ6R0J7Fvu7KoTvA1N9DUpaVF/0Xp37SylSXz/LrVizkblinTesS1uu6v4JR/lB7QU47kHgeqNCN53Ap5zt4RWuOmzPX+7cnOwGyHXNq0h3+PNCAMxaIvQkHDpgCA+YU/YU6R93xz/4SXus3Q7xH4ZUy2gP0RCCGhhkoCIYQQQgghxACVBBKzmBumySfWcolQJ6fd0Yw43VeZfFWn8EItMPgaaln5slb7sBPe8TJEL+3bweu7Un13oguyqsuyah+zuryjn+ILw/C4mb49ATIqNcC2g7JEoObnId1uAGbW/lDrTRBM2PSQnuvuFJU/QeBUUVB5Cux8CoF6EYJROMzdmH3hrxdBpSDYqQti7PJpmShrnuDXs1SYlYH5hT8B0LwH5jGzH0EgDMtmVQIJ9o3VgoHN1Agh/kIlgUQ1TxZ3gSubVjxCCCGEkLqESgKJWpyW6VM14RLVe6LZfyDw1dxNnObLXgPxO8u/u/5ZMd/X883YVYfqPOA7AIB7tvd+DJWGJI+E58+mVn2waZw2TvIpmH9PFeEqk6piaZHWeXNIN0/FI4HT8qh2zdf8abrmD3aKgpVfwozKayB7DMR4nmKO6l69ElAIGsuaFYTLk0q8rr338F5HJVB9IdQBUe502ILTlnOsEJWRzPMfH5WHCY9MDHqPKthMjRDiLwwSSMxx09Y3AQBLxYu1lIajChh8lUOtK6yM01mbb7btLSC/7ItUn1n52su2VfqNE8R8OT1JR2GC1lOGPu4MAHhJYTq2emH397qTfat+Ft+PkxKngTCk2w36M1vO3gIA2HRFSwBAB/hXHhWwL5EaaIdmO+SyqE4Y0+NGzN7wOgBjzwQzVoEAYG1kFt2RAzUi2yGv5fm8Fzlf7gPg+TMDgNzaLswb4F/HZU+502Z+3Te66IBlEPH0vJu8ujCHCmMRCPZJqG+sWbMGzz//PAoLC1FWVobFixdj6NCh+viiRYvw2muvobCwEIcOHcLGjRvRrVu3iO23rnj22WexaNEiFBcXIzExEb169cJzzz2Hjh07es11u9244YYbsHz5cq/vL15huhEhhBBCSBTgdrvx08FqrCvZj5VbyrCuZD9+OliNYPveVldXIycnBzNnzrQc79OnD5577rmgnhMu3G43ju3fhp83L8a+Df/Ez5sX49j+bUF/L6tXr0Z+fj6++OILrFixAqdPn8Z1112H6upqr7kzZsyAy+UK6nmxBjsuk5hAbqImEIqCQE51kUuJRkPp05UvD0H/+5Yqx5wqHONmdvVqVCbfq1JRVNdU61rdZ4chxcnHM8s3vQUAaJUz3GuOv2pCuLsx92v/ZwBAwY6n9M9mrm5Vg9Xl2hlL97LmXuP+dmYWBNOh2WmjNZWSYJduJJ5/V5Z2+m1X4jQYQt1MTSB3XhZ7D6aZmhlZFXBqXLaaF+oSqHKKkawk0OcVGkL97uF2u/H1rkMoO3Lcayzj3ERc3i4tJC+pLpfL8iT8hx9+QLt27aJKSXC73Ti87UOcOPi911hC84txXsfrQ/byfuDAAbRo0QKrV69G37599etFRUW48cYbsWHDBmRkZFBJIIQQQkh8IIpAMECIXkoPHVMGCABQduQ4Sg8dq+MdRQfHD5QoAwQAOHHwexw/EFgHeBUVFVoaYVpamn7t2LFjuOOOOzBz5ky0atUqZM+KBehJIDGH6/wvAXiXBs3afDPUZ/V1j1kd6IR3gPucKxlWXoMhpmZkIge/0+yRSn+AvwqC6pnmeeLn4rHzHXkjxs3sCqx9RhtT7MGpr8HpuD9YKQW+xoSKAAA167QT8HPzE1C5UTsR7tBO8yf4qyg4NRGr8MeboHouYK8o/KNUO/2+q9asDDhXFcyN1mQPQygVhIFlWmc24XcAPJ6E0tkF6DHHW0EIFrMqILPojsa6sVk0UOt39qSXcjChOPDnt7pb/FePL/+xzu6D3iku5vHWzetf07xj+7b6HG/WwttD4C81NTWYOHEievfujcsu8/h2HnjgAfTq1Qs33XRT0M+INRgkkJhAnH65SxZ6pQ/pL5mbOyjvrSvML/BOx+XOxXI/AbP5Vk7NkYMDJ7j+/QgAY28JJ52OZ+V/Y2MUHul1Tb5fpBjNyhlu+WLvr9k6VNgFAE7JeUc71dt0c61xtRxAxkHDnO7wP1gwv7BHuiuz6vmq4MCuP4JdZSTxYu80aLAzOsvBgXl+hkVlI2FmtuscMGas9mLW56tmtkGBePkXc957eC9Qe63f2ZM2Twic8r/Xliq61vrl0dMjgf0Ropnjp84GNR6vnD15NKhxp+Tn52PLli1Yu3atfm3p0qX45JNPsHHjxpA8I9ZguhEhhBASdzAgiDUSmzQMajxeadg0OahxJ4wfPx7Lli3DqlWr0Lp1a/36J598gu+//x7nnnsuGjVqhEaNtLP1m2++Gf369Qv6udEOlQQSszgx/A5Zs91Tk186rTcbgEOxD6d9CcwY9iid0qtScwRCQXCaMmTuTm21rpOTfV/z9fHaFCNI8/01RDuhX/s/o2DHU47mhRJdQagl551jXtc21ioL3ZEXsJlZEK4eCv48HwAaLs3Sr52RUo+cdlg282kTTdYXBWQHlq1XKgKCQEulbhizU9knQS+HOtvauDxntpYGMhr26SAqlcGun0LyVO23PvpI8GVPFw7X9uYxMPdgP4QYo23zJByqOmU7Xh9p1vISnKrcazseKG63G/fddx8WL16MgoICtGvXzjD+yCOP4O677zZc69KlC1588UUMHjw44OfGCgwSCCGEEEIiTFZaM+yrOGFZ3Sgrzb+eHDJVVVXYsWOH/vOuXbtQVFSEtLQ0tG3bFocOHcLu3buxd6/2Mr5t2zYAQKtWrSJu1k1Mz8aJQ7ssqxslpgfeYyU/Px8LFizAkiVLkJycjPLycgBAamoqEhMTLX//tm3begUU8QiDBBLzqEqb2nUpllUE4RNwqiyYm54t7dsh6GZts/K/0T0Gcp6/wNxATYVsAFb5D1ReA/PncRYn/lYlR/3xE/hrThZM2PQQAPvmaMOvvxX48G0A0BWFWfnf4K3aa3WFWUWQ2b5rld6MbHbm647Wc2ImVhGMgdluH4Kx0mfhI5id+brhui8arR+mexhUY/DTzNxj5Q8AgA39L/Qak5uphRuzJ2Fut3TgYe25o6V5WTPWAdCapwEISQM1VQlUwaoVWgnpvGuDfgwJIy6XC5e3S0PpoWPYfbAax0+dRWKThmjbPAlZac2CKvO5YcMG5OV5Gj4++OCDAICRI0di3rx5WLp0KUaP9vxbevvttwMAJk2ahMmTJwf83FDgcrlwXsfrcfxACY7t24qzJ4+iYdNkNGt5CRLTs4P6XmbN0t4SzKlDc+fOxahRo4LYdXzAPgkkJpD7JIjqRnb9D+QX9nD0RzAbjWVm5X+jv6gLyjp213sEqPA30HDS/0DGX6Oz/BwnL/j+9liww4mhGgh9+lC4Ef0U/E07koMEf9KNVEGCr27LTvo03JWVHnCvBFVgINKUZMOyqkqRHSozs1hjf/tU/VpZ8wTLNQLtkyBjDhJUY4+PWoLSib0AGA3RQGB9EuyCA4HolzBpCDsthxK+e5B4h8ZlQgghhBBCiAGmG5GYYm/ew17XZEXBfBIf7i7Lvky2espPbTlQGaE23Hvgv4Aoj1o75uu0XqThiPQk178f0Z+lunfCJuO6qm7JKtVgwqaHMG7mC17PN+/Jbr+BKAsl8z4BALxYPdHve6MVYWI+Z5fnmuhiLHoQ+CLYcqi5ubk+1YRAONNzkceArDAwC4OzakxV8tSpgiCwK4d6OTSV4b2H9yqNy06QFQI7tcCQZmSaLzj6yCpkzdA+v11rWJ5QO5Y8NS94E/PkQmCyt4rkKYMKsPIRIcQJVBIIIYSQuIUBASEkMOhJIDGB8CSUHThkPUcy6topCKVd3vEa99fALK8VClSeAatOx/I1+X5xbzD+AxXm5/vaj51yYNcV2kkpVnl+XRuTg+Wcddq+RTdmwD9/gr/eBCvjskpJsDNHO/UkmLsqOyWUHZftuHFpGxSOt+647MSTMLdbumUztTFjk3RvgYx5vqwsPD5qCQDfJVB/fammMS7+dpzXmD+eBAG9CaGB7x4k3qGSQAghhBBCCDFAJYHEFHs/mwkAyOydr38WuG+b6nWKXjx2PvrftxSA+tTfX8/CypeHGNYH1CfsTnL1neKkklH5prdsqyc5WX/Cpodsm7TZXRNYzTfPeyBpBgAge9Q1lmvJeDwY9qVGBarGZtHC/T+WAdCaiNW1kqBSEXJzc9HNlaFcQ/UcUcoVMDZTC7TikSgJm9njhoDud0pG2922406VBIFKURClTUX1IrMfQbD2F8cAAG//8zEAQOWJPwEAUhKe8bkHM3ZKAhWE8MJ3DxLvMEggMYHTdCOnpUetSo6qzLuyIdp8n5zmI8bMvRQAtVFYxkmKkL+dke1wGrzI34fYo+hZYJcS5GRtJ/uzuy/QdKNoCSBE+pFTQhUkiOtywGCVbmQVJASaWqTCnG6U0XY3yna3BeB/KVQ7SqcUKI3LgZY+tQoAAKOB2RxMZM1Yp6cX3frbvwDwBAuBMKJzsfZBYVZmkBBe+O5B4h2mGxFCCCGEEEIMsAQqiSnKOnbXP2ds22gYk1UEu9KjgLXheFb+N16KwCxp7hBTqVJAOvVWdHl2gnb/C4Z7VYqG09N4OX1IYHf6L1+zN1DXXlMoBU6bu9mZn1X7UaFSEHLe0dI3nCgEgagI/qzv9L6qXl39VhMETkqhyqqB+bo/zxHPkNOMAlUQ5PSkTVe01D6YsoCEigCERkG4cWkbAEDhHGvTciCoDMnma6OLDugN0wTLpc/C6Pz4VM3MfvSRVX6rCwu/6wQAGOF454QQ4gwqCYQQQgghhBADVBJITJGxbaNBTbBCqAoZ2zYCtZ+/+7izPm5XLlRXC3ycuov77JQD46n+C4Zr/p66y9cm9dGMjsJvofIrjJv5gv7ZvEerZwvFYULt9wK84Jei4UsZcNp8zarsqpUPIVweg0AVBEE0eB8CIdBmbb6QFYhczW4QlhKoNy5tg70jVoZ83bnd0jGheCIAj9lYoGqcBgBzvzL+PHp2L8ztdhMA6GsdlaxUwfgTCLFizZo1eP7551FYWIiysjIsXrwYQ4cOBQCcPn0ajz/+OP773/9i586dSE1NxYABAzB16lRkZmZGduNh5tlnn8WiRYtQXFyMxMRE9OrVC8899xw6duyoz+nXrx9Wr15tuO+ee+7Ba6+9VtfbrXNoXCYxgRPjsmF+bbpR+aa39LQkEVz4WwVo3Myuev8EVZpSoFV/VIiX/ylrvauc+Ho5t3qx9rUfgWzCdtLrQJ5v3ouv56vWszNmx1pPBKeY043uykq37L6sMhf7eplXmZT9WVc2KQsarR/mZVxe1btE2U3ZjHyfVXAwsGx9SNKMLk/ydFoGYNlt2V/jsrnjsp2Bee0vjil7J4j+CIKguyzDWZUjGpdDSzjePdxuNw6dPICfT+zHqZqTaNKgKc5PaIG0pulwuVwBr/vBBx/gs88+Q25uLoYNG2YIEioqKnDLLbfgd7/7HXJycnD48GFMmDABZ8+exYYN0dGMz+1249ChQ/j5559x6tQpNGnSBOeffz7S0tKC+l4GDhyI22+/HT179sSZM2fw2GOPYcuWLdi6dSuSkrT/T/Xr1w/Z2dl48skn9fuaNWtWL943qSQQQgghhEQYt9uNnUdLcOTUQf3aqZqTqKqqRMWpw2iXnB3wC/GgQYMwaNAg5VhqaipWrFhhuPbKK6/gF7/4BXbv3o22bdsq76sr3G43du7ciSNHjujXTp06haqqKlRUVKBdu3YBfy/Lly83/Dxv3jy0aNEChYWF6Nu3r369WbNmaNWqVUDPiGUYJJCYIiM9zZGaYEg3EvcKRUHRU8CuVwDgSUGaoEhPEqfe5bUm6VY5wx2n1Zg5MvOENme2fXlRYUoW+1Cl9KieaUen2SMdqQByKVRzGpPqd1IpBHYlX+32Gi3lS/3F6b6tVAQn3JWV7rWGPyZlGaEuzN7wOlC7nljfCrO6IP9sHts7YiVuXKgZis2Kgj8qglALvq72VjGEguCL7PFXAABKXvnSco5sPjanD8mYjctzioDRqNbukxSHp+fdZJj3eG2dhVAoCiR2OXTygCFAkDl86iBSTx5A84QWdbKXiooKuFwunHvuuXXyPDsOHTpkCBBkDh8+jNTUVDRv3jwkz6qoqAAApKWlGa7/3//9H9588020atUKgwcPxp///Gc0axZ7fxf5C4MEQgghhJAI8/OJ/T7H6yJIOHHiBP74xz9ixIgRUZFS8/PPP/scD0WQUFNTg4kTJ6J379647DJPat4dd9yBCy64AJmZmfjmm2/wxz/+Edu2bcOiRYtsVosPGCSQmEd4DcwlUeUxeVw2Mwvvguf0eqR+yi2MxnIpUbtmZ0IFkAVJu1NxdfMyYylU7ZrndF/ep/e9zgzRTlA/U+BdCtVOLdBLpxrW9b5mx/Drb9U/b7rZ6E+IBXWhLvYXjAphRvY6iNKnZ7K8uyuv6l3ida1wvFZqNPeV3l5jgsyF/UOyT5WCIBCn/8IT0MNi3lWntgAASizGAWDObG81wM6LIGP2MGTNWKcrCcKbkLTjAe2fdz+g31f+9yGO1rfzIpDY4lTNyaDGQ8Hp06dx2223we12Y9Ysfwt6h4dTp04FNe6U/Px8bNmyBWvXrjVcHzt2rP65S5cuyMjIQP/+/fH999/j4osvDsmzoxWWQCWEEEIIiTBNGjQNajxYRIDw448/YsWKFVGhIgBAkyZNghp3wvjx47Fs2TKsWrUKrVu3tp17xRVaiuKOHTuCfm60QyWBxBS+/AhCORCn+ud2tJvt8S6I8qidZo/0qAW1J9x26oGM03l2J/7mU3jtmuok3pnvQD6lXzr0fZRmtfG67qtqkqykAPY+iHEzu0pra6qIqvmaL8Qa/dr/GYBRSTBjdUofbPnSWEduhBYKAm2gpuJMz0UhqWAkGFim1VOV1xSn/4umpQIAyizuFfOcsvYXxyzvM6sLj49aApj8B0cfWQV0usnzGQCC8CQsHK7tg4pC7HN+QgtUVVXajocLESBs374dq1atClmOfyg4//zzUVVVZTseKG63G/fddx8WL16MgoICtGvXzuc9RUVFAICMjIyAnxsrMEggMUVGehpu2vomAOC19Buc3WNKQ5JTkISBuZPiPs/LsbOXfzvUfQysTc1WAYe/qUTy/NL8Nn6vo81T78WqK7ST9CFfqVGe7+gpAIB/RWs1gg0O7NKYYiHFKVQBgtl0LKMqeyqnGVmxv30q4N+7uS0iOBBG5mELTmN07VhZ84SA1zWnLAHeqUdyKVSzcbl0Yi+sHasFFX0gAogZ+vhLnbTPj0NLO0qemhe0eXnK0nmYNGRUUGuQyJDWNB0Vpw7jsMK8fF6T5khr6izFTUVVVZXh5HvXrl0oKipCWloaMjIycMstt+Drr7/GsmXLcPbsWZSXl2t7SksLyUl9MKSlpaGiogKHDx/2GjvvvPO8TMb+kJ+fjwULFmDJkiVITk7Wf+/U1FQkJibi+++/x4IFC3DDDTegefPm+Oabb/DAAw+gb9++6NrV/wOwWINBAiGEEEJIhHG5XGiXnI3UMPRJ2LBhA/Ly8vSfH3zwQQDAyJEjMXnyZCxduhQA0K1bN8N9q1atQr9+/QJ+bihwuVxo164dUlNTQ94nQfguzL/j3LlzMWrUKDRp0gQff/wxZsyYgerqarRp0wY333wzHn/88WB+pZiBzdRITCCaqQHWKUdlHbsrzcu269Yal+3Sb1z/fkSfZ0a+TygPL+V4dylW3aMqM+qrsZjdPKv9A8b0Jbs92pUmdTrH/Cy5tKoTZuV/ozdPK9jxlH5NIMbkdCJ/UouiSQUwN1Ozw6rp2Y1XtwcALFvtX36sk+ZswrQsc6bnIi/jct5n2baKgzAz53y5D4B/ZU6tuDypxNK4LBQFwF5JCLSRGuDdTE1WEeRrqhQkYVwWHZeTp2ovb8GoCGymVvfw3YPEO1QSSEzgyh7h+eHAzMhthBBCYooNALZEehOEkBiEQQKJKdwlC5GRruUf7s17GIC6cZoKuVSqbnA2lTudlf+N8qTc6vTceMr/guKat2rgRGWwwomXQLVXr31b3HtuvnbqOi7H2jPgy6Bt1yDN/PvJqoFsTtY/14699aH2o1AM5OeYS6IKrNSFaFERfKFqjqbCXwXBDqEuuMtqG4tJ/ciEUgAYS58K7IzNZp/CjfBuouYvduVPhy04rZ/s95hzUVDPkRlddED3KcwpMo4NnpZp28BNlDuVG6mFW0HQ6AFgXsDrE0LqLwwSSMySuWoaAN8VjwSq7sutZtf2SZDmqV5ynVQukl+EQ9GrwM44rXrZ9uCsGpJABBXn5id4OlHX3lc8dj5eyjEGP4aOyw5/T6t9jJvZFbNsKheZ043e+vBtPYCQ05rML/7RlFLkBJHWMzvzdf1aKPseOMUr3Uj6LAcBV0kBgy/k9CRBsAGCFaLK0Y2uYVg2STxjd0ifYVUN6b2H9yp7IojqRgO3XgsAeDqkuyGEkPDBIIHEFHLakexTIIQQIrMB1i3kCCHENwwSSNzgvm2qnnokY9eR2Q79pPpjT4nU8k1vAfCUTlUhlwFVpR5Z3WOeo1IvzN2g5bX9US9K5n2C7FHXGJ5TjPmGbtH6mGnf5j4S5n2bFYdOs0faljo1p0eFQompSxUh0H4M56z7RqkghBsnhmWBrAKojMn+9k4QCsKNS9t4XQsFuiF6yB5dVdjUtmXQ69oZkeU5eg+FIu2anFokyqiKtKPwwwCBEBIc7LhMCCGEEEIIMUAlgcQVolRpybxPAAAp3dV53UJdMJ+cy6fYIhcf8HgWzAqCr87FYnzCpocMnZPlMVUDMpUaof1sVBBUOFExZtWqCDKycuGv10B9TdvrBMnXYO7ebH6ueLaVh0E2LkeLWmC3D7v7OrTLw2zUnYLgBGGW1hUCyYerX5ucC7xvvO+MjUeh0fph+nigCoJc7lTVXdnMjUvb6GVXQ4G5SZp8TSgLBQ2bos9XtWO1neJk5UHMl9UFoSrc+tu/6Nfe/udjIds3IYQEA4MEErMIf0IGar0Jq6bpFY9EcCCnGH33cWcAmkF3ytpnAHhe/lUv7P51JfZ1zbrij69nBbMfc+qPaj++ghWV2dj8HNUaIiDoNHukZAy3TqFyYg7fdHMzdJrtc5qBQNOBzM8N1X3dy5oHvI9gUaUayddF2pFsWPZKM5pcCJjez/1NO/IXuZKRkx4LqqClVc5wPV3Q3/4IAlVXZUG/syeV81WfzSy/ZAWAwKocLRyuBSS+qxwRQoh/MN2IEEIIIYQQYoBKAokb9uY97DnRFmlBUrdkYT7GbC0FBvDubSCnG8mn43LZTxnrtCAYrvlCdZpu11XZaQdjsYbqlN7JGuNmdjV0krZaw5fx2vws45q1fwY+d6Mh+io4JdpKoW7f5TktNqf3qAzM/hiNA8W8nnwSb6cS2HVZtlvDaaqRnFokuijb9UcQc/a3T/UaEyoC4OmdYKcojBmbpJc7VRmXzYqCPCarBqr+COKaKIvKFCNCSDRCJYHEPK7sEcaOzIQQQgjRWbNmDQYPHozMzEy4XC68++67hvHJkyejU6dOSEpKwnnnnYcBAwbgyy+/jMxm65Bnn30WPXv2RHJyMlq0aIGhQ4di27ZtXvM+//xzXHPNNUhKSkJKSgr69u2L48ePR2DHdQuVBBI3ZK6aBmx903BNqAhmzA3CVKfqsgogTsXNHgar+5ye9JvXF1iVFLXq+GylXvjjZ1CtMW5mV2XJUytk1UVWacz7lL9P83dlpeYAWidmca1f+z/b7iUUXoRg8bUHvWGaQkEQKkO4kVUEL+My7Euf+jIsA8DeESuRuT6wvcn+A5WCYFYXxD8z2to3UHPiSZCbpskmZStPggqrubqqEOZyqFOWzgvr+iT0uN1u4OgPQMX3wOljQONmQOrFQPKFcLlcAa9bXV2NnJwc3HXXXRg2zFv5y87OxiuvvIKLLroIx48fx4svvojrrrsOO3bsQHp63fy3yA632w33ju2oKd4GVB0FzklGg04d4WrfIajvZfXq1cjPz0fPnj1x5swZPPbYY7juuuuwdetWJCVpPp/PP/8cAwcOxKOPPoqXX34ZjRo1wqZNm9CgQfyfszNIIIQQQgiJMG63Gyj7DKiS0vHOVAPHDwBVpXBn9A74hXjQoEEYNGiQ5fgdd9xh+Hn69OmYM2cOvvnmG/Tv3z+gZ4YKt9uNmpUfw71rl+diVRVqysvg+nE3GvTvH/D3snz5csPP8+bNQ4sWLVBYWIi+ffsCAB544AHcf//9eOQRTx+mjh07BvS8WINBAolLnDQu8zVP9iE4URycNA+T15Cr/9jtUeCr+o8/aoGqApLdCb7Vc1TzVd4FJ/vwtTeBLwVB4I+CkPPOsYAVB3/Lo3ZolwfA6E1QIVSGMRkBbcsxY3rcqKsJ4pl3SeqBnSfBSVWjzIX9Q9owTYVQFARlSLCdP2asdkIoqwV22FUpKmjYFADQz6Z6kczjo5boXoTlPub6xeTC2n/mhnJVUpcc/cEYIMhU7dHGU9qFfRunTp3C7NmzkZqaipycnLA/zxfuHduNAYI8tmsn3DvawtXB2qvkDxUVFQCAtLQ0AMD+/fvx5Zdf4je/+Q169eqF77//Hp06dcIzzzyDPn36hOSZ0YzL7Xa7I72JYKmsrERqaioqKiqQkpIS6e2QCOEuWaiXQLV7ybULDCZsesj2JdfuRVwVVKhQdW1WGYDNhmFfQYDK/Gz1u07Y9JCjkqP+ouqW7CuVy/y7y2lVdvcKA3PBjqccBw7RwDnr/OsmHUrjslUJVL30aW0HaIGvjstOONNzkW4ktjMdB4JXcNDcPjgQ+FsCVQQGi+5ojPce3mu45guRcpQ1Yx0AtYFZIJdAFb0TnJqa7UqgirSjSUMuc7QWcUao3z3cez7WVAMrEtPhajMg6Oe4XC4sXrwYQ4cONVxftmwZbr/9dhw7dgwZGRl499130bOn75LD4ebMe+8B5WXWE1ploNHgwUE/p6amBkOGDMGRI0ewdu1aAMAXX3yBK6+8EmlpafjrX/+Kbt264Z///CdeffVVbNmyBR06dAj6udFM/CdUEUIIIYREO6ePBTceJHl5eSgqKsK6deswcOBA3Hbbbdi/f39Yn+mIqqM+xqtC8pj8/Hxs2bIF//rXv/RrNTU1AIB77rkHo0ePRvfu3fHiiy+iY8eO+Mc//hGS50YzTDcicUXmqmnah1oDs7/lSFUqgq/7zB2GfSEUBPkE3dOJeKT0TKNZ2nyPGfPpu9zl2Xwib6UiOFE05J/N6UATNj2kG5YFKtVAfo75d3FaBrZgx1PK38FMJA3M4tnfZ+zw+16rU/9A8LWWbpKu7bBsZ1ZWja/q7TnRv+rUFsPY8oyegLOsHksGlq1XNlETykTplAIAntKmVjhREFTlTr9wDQQAvP7wG44VBABY+4tjwC+0E36RWjSheCKSp2opZ6rmaU4VhBGdiwEAC7/rZDuPxBCNm2keBLvxMJKUlIT27dujffv2+OUvf4kOHTpgzpw5ePTRR8P6XJ+ck2wfCJxzTtCPGD9+PJYtW4Y1a9agdevW+vWMDC3f85JLLjHM79y5M3bvti+QEA9QSSCEEELilg2R3gBxSurFwY2HmJqaGpw86d1JvK5p0MneJOxr3A63243x48dj8eLF+OSTT9CundHzceGFFyIzM9OrLGpJSQkuuOCCgJ8bK1BJIHGN6sTdl+/AjCrP3u5Z42Z2VfoO7PZm1+zMzlehMh175lsboq0UFrVx2axoeCscVr+XeW92OC3X6rQEqiCSJVDFs89ZF5r1Qt1Ezbzm2Np/+vIdqMbzPgut3wAwNlNTITwJN3a/EwBQiM+CfqaqbKle6nVjtaEcqtW9Ymz5JStQOrEXACBrhjbnpU4z8DiMXgRZWXDqQRAKglAUAG/DsuZF2OJoPRIFJF8IVJWqzcvntNHGA6Sqqgo7dngUzV27dqGoqAhpaWlo3rw5nnnmGQwZMgQZGRn4+eefMXPmTJSWluLWW28N+JmhwtW+A1w/7oZ7l7cS6Gp3EVztA/cF5OfnY8GCBViyZAmSk5NRXl4OAEhNTUViYiJcLhf+8Ic/YNKkScjJyUG3bt0wf/58FBcX4z//+U/Az40VaFwmcYW7ZCEA4KbadCOrF05z+orTikd28512Vw7mPn/27WuPvgzF5jlOghWnY/7Os9tH8dj5UddV2Ywvs7JI99H7JiA0hmW7NCNDcKAwLAO++yX4ugcwdlf29dLvLyJIcGJYdmpWVnVUFtWQ+nzl7N+ztb84ps83d1defskKfZ4q3ShQVMZlYVh+otNmAGDTyRATjnePcPVJKCgoQF5entf1kSNH4rXXXsMdd9yBL7/8Ej///DOaN2+Onj174vHHH48K4zJg7pNQBZxzTkj6JFjdO3fuXIwaNUr/eerUqZg5cyYOHTqEnJwcTJs2rV5UN6KSQAghhBASBbhcLq3MaYhLnfbr1w92Z8KLFlk3RowGXC4XXB2y0SBEpU4FTs/JH3nkEUOfhPoCgwQSlyy55H8AAHvxsNeY6gRdZSKWjbr+lEV1ml4jnlM81ncPBPOzxH7lsqvmdeV0I3FN1QVZ3rc/naKLx87HhE3iJ/teD1Yqh2yMVq3hRKmYsEnrxCxf69f+z7aG5QcvGw8AmL7lFdWvVufICkJdkzvsMqD2axBqwKdNtFKZ8rmjXQrSqt4ljtKNAlUQzKVOBU5LnvqDKt1IKAiymdkOWXEQJU+frv15wj9Dpx4QQkg4oXGZEEIIIYQQYoBKAolrMldN0xusOUFu5DVLv2Y9X6UaOPUY2KkHTvwCgLrRmq4WKNZVGZ3lMZUh2mpvs/JHesZt9qvyE6iM0XbYd2N+wdJEbYW75CHfk0KAyoug8h84IVR+BPM6OV/u0z8LtcA7c1mNUB7CYVqWUTVhe3rJtxhdpNVstSt96m/jNMHcbum6t2DuV55rdgj/gVAPHh+1xPBZG5uBCcUTA9qTIyYXsusyISQkMEggcYUw5gkDM+D9gqlKgzGkGCleSMW4+cXeKg1G7h4s1lW/IKtxariWU3XMY/I+9GBCWt+uQpKdUVh+ppNgQkUozczafox/LgU7ngJu1qofRaJPgl1wIP+sChSC7Y/g1Kws70ev3mNClWIkd2EWFI7/TA82xJgwLGe03Y2y3W0d7j70iADCX+MyAMyZrdWsHy01ejAHCrJJWe6mDMDrZzPmfgm3/vYvjqsbWcIAgRASIphuROISV/YIVvIghBBCCAkQKgkk7jGbmIvHzvcyIquMvyLNyDDXdMItpycJ5NNvuw7OgZRANd9r7rKsmmP1DDszsN010cXZan9OzM++fnerUqx2nabN42996HMbSq5uVQMAWF3ufYbiVJWo6qXtV1YUzKqBWVmoa8R+5H2YOyjnwbu0aaP1w7yUh5wv9+nj5rFQqwhPL/kWALDojsZ4r8j3fKFwbIB9bwO766qyqAJVWVSRWqRCTjUyl0ANREWwK31KCCHBQCWBEEIIIYQQYoBKAql3dJo90svoKp9+m0//7U76rTolq/wPAuFTsDuRVykUduv6OsEXHaCnrH3G636n3gFfpWNV9/ha39c8u+/RzoQ9bmZXzKoti/rWh287er5ApSAIfCkI9/9YBgD43wsyfD4n1GVPnXoRBKKB2pksb49B3rVaqt6ZU4u8FAKVT0G+FqpGaVYID8B+pOL90Zr3qAf+ZDlf+Ap8cU9t1+a57uXaPwMwLpsZuPVaQ/M0wONDALyVhMoTf0JKwjOO1lYpCGZEEzVCCAkEKgkkrqEvgRBC+N9CQoj/UEkgcY/nL0frxmryqfSkPtqppDh19xdfFY/MlYbkfXjWcNZcTagSnWaPtFUtOuUM1y74KK2q+j481Yxe8NqrXXUj+T67ak1O/RKqe8Vcc5UqX9/fi6ecdTMVHgSBSkko2PGU54f2WkUlVXUjJwRb2SgQlBWM3v+T15jVZzMDy9Ybfg6XspC5sD8mjf/Mr3uEp0DlMfhlrYIgz9E9Ap1mOFrf7EVYfskKrxKoZvVAJiAVYXJh7T+1qkb0IxBCQgWDBFJvyFw1DQCUfRPkl1wnKTkq47JI6WklXsgtsHsBVpU0dZLuZFW+VFX61AqrtCBz3wj7ngXyS3/ti7rDwEQes9qLXVqTvNdQYQ4KREDQrzYYMH92gr99Evztj+DrXpFm5ARVuVNAK3kKALmv9PYaC3e6kUgf6jHHPkAQe9uANyzn2KUPrf3FMcwpMqYx2XVcVvVEMH8GgJc6hbhPAkueEkLCBNONCCGEEEIIIQaoJBAC/8qQyryU4+n2KysIchqQk/U9yoT1nlQN0KzmOnmmU6ya0YnfETD+nnIDOTPyPeI+7/Wsm7RZpTqF6nf1xaLGdwMA/tdivHtZcwDAdps16tKwbMapiqBSD/SyqJ9lG7o0A57GaeHk8iTt+ZdPywQAlPmY//pGawVBYKcMqAzPc7ulW6Ys+WqcJtKMJsA63cgxProq07BMCAkFDBIIIYSQOIWGZUJIoDBIIPWOzFXTdF+COIEumfcJACB71DVe8+1Kf2oeAu88eHGyblYUfOHE1Gy1N2UZUJsTdvPePH4IQPxOqvuF9wIzTyh/L/2apECY1QW1Wdp7LbuGbypVRXVNnO5vzDjotZa/OCltGggqNSAYL4IT7EqaqublfZatX1M1ThOGZeFJECf/X1d77guU0ikFKK393GPORUGvZ9VADfBd5nTMWM00rCqLatdELRSM6FwMAFj4XSfw1Z8QEm5cbrfbHelNBEtlZSVSU1NRUVGBlJSUSG+HRCnukoX655u2vqmcY5XSY5VC4+sF1c58rKrOIyNe2lVpO6rnq9Y3j8u/h13nZ1/dms1z7PbmNJBRfR/+9lyw+z5EIOhPsPDgf64EAAzpdgMAz5+JbGgeXtuPQawPANt3+ZdSEmiQ4LQ3gjBL26URAcZAAPDunmxGrBeKdCNzkCHz9JJvseiOxgCAsuYJPtfaMGan4+f62/vADlWQ4E91Iyvk4ACw75HgLnnI8DOVhPDBdw8S79C4TOoNruwR/AuTEEIIIcQBVBJIvUNWFMzlUK1Oqo2pOOr0IX9Ti+RnqVQDux4Edifstv0SbPYm90SwUy9Uz7HbY/HY+X51sfalPIg9yuVfVc82/87+dl7OeeeYZQlU1d7KN72Fyo3aqbRKSbArfRpKJUF1X6BKghVmhSFcZU+FutDnK8+fw8z7kn3e54+SIBBpRPKzzGlJKtXB3xQjp0qCWT0wjFFJiAr47kHiHXoSCCGEkDiDwQEhJFgYJJB6ja8cd4H5BF59eu19Su+0O7Hq5N6JYVkuS2o334m6oa1h3MeETQ8pzcaqe817U/k4nJQq9dfTIfZpfpZZaZhV6x2wUhTMjdLOzU9A942a6fnF6omGseHX36p7EFK6a6fNrXKGo3CSNt6hXR4A396EcHgRZPSSp3ut51x1ags+bXIZAGOZU4FQDTZd0RIADOVPdWUiTCVQRRnSRdNSQ+5FAIwlTWUFAdCaqfWBd2dmfxHKQfLUPL/u81dBEJ2WWf6UEBIq6Ekg9Q6esBFCCCGE2EMlgZA6wolqYdcgzC5XXzu1f8EwT6UuOG3q5nnmC478A3Ip2Vl6GdnaMqrw/t2dVlRSqS9mZWPczK5eSoxqLaFsiGpEgFFVECqBKJm6GgdRUKsgiDWyfqdVOypFa/0+4UMQKgKgVhBC3UTNCqEyNFyapRxXlT618yLo8674DADwaZPL9PlirYFl60PqSxDlU0XZUycqQqAIn4HwFohqRLKyEIoKSIFUNSKEkEhC4zKpl8jmZcC6JKoZJ70IfAUDTs3BqkDAK4XGz67DTkqbOp3vxFBttZ7ZfCxj93uqniunRKkw76nl7P/V02tEOdTh19+qBwwiSFD1zJDN0K5/PwIA2HbsOgChKXsK2KcbOS15CjjvrixjNiTLAYFg2ZA9Ie2BoKLHyh8AAEvWav+c2y09bIblQAMAp4ZlERy81GkGAGBC8UTb+bf+9i8AgLf/+ZjXmCrdyCrNiIpp+OG7B4l3qCQQQgghcQKDA0JIqGCQQOo1eufl2p9VJ+dZm2/GkDXbDffJJ9xWjdasMM/zdRIuUJ26OzX2qtJ3nKoRnvKv3iVHnZQoNd9jNSbWeinnBUO3ZvMc87VOs0fq8+V9/X3WBwCAknlNAQA16zRzbfEGoNNsTSWoqf2zAzzG5e5JMwBoisO+sfdb7rusY3ftw0aEjEBVhGAxpyCJn1O6H8CZU0Z1IZDUIrtGaSo29L9Q+1CrJPhSEZwqCE5UA2FStip3KtKR/EVWEOzUAn8VhElDRgHwLn1KCCHBQuMyIYQQQgghxACVBFIvEZJ8Zm0aubmpGiCdfksqgtPypSrfgZUXodPskV5KhlVJUytDr0oFsFMXVGPW16yblqnmizKqs2zmGb0Jzhu3qRqzWSkgd48bBAB6qVKDz0H/XTx79ayhqQyrx86HKEJp/t0n9fmTbeM0M3dlpTs2Lufm5gIACgsLAfhWEOzUB5VCoGqoJq6JEqiirKtMMMZkf+59esm3+ucvut8JACjEZwE/247RRQf88iQ4VREGbr0WALD8khVK1UClFgSLK/sFABtCvi4hpP5C4zKp1wgDswgSrF6ExQtk+aa3AGg18e3mhwsrY7Av47K5+7Cqx4AqBciuT4L8TLv0KzvTsdMKTPL+zeZnqyBNVQXJyR5VCJOySDFati4FfRO1NCY5SLDrqizwx3wcyHxfhmVVdSNVfwQrloWgJ4JdylLplAL0mHORo3UCMSoDnlQif4MEwLsKki8DcyiqGpnTjUSqEeBJN9JgkFCX8N2DxDtMNyKEEEIIIYQYYLoRIQAyV03TPkilUOUTaP0ku1ZBMM8R8yKFry7Fdh2XxZgqlUdOhbJbX8ZJOpBshvZ8hn7Nas1Zimvy/Z7f09vMrEL1O4j0JEBdBtWOQHshBKog3JWVrkwfMiOrB6r5VgpCKFQDFSoVQZibNzlUEQJBVhAEa39xDIB3x2UrnCoIgKYiiE7LQlG49bd/cZRuNKJzsfRTruU82bDsCk9FWkJIPYVKAiGEEEIIIcQAlQRCJKwMw2Z8lRd12jDNyTN95fTbzXeypkDeq2wUtlIhVHsuHjsfs/KtG6EJZG+EmC+va/YRiO9TmKKt9i2XTrUyclv9TkItkk9OhBdBILwofed9ErLmacHwj9IDuEvhMfAH4UeINHNmVwMAelzhPZaxbaOn5Gwt/voRxoxNAmYblZ653dIxBpqSYKcoCOUha8Y6y/VVqoH5M6A2Lf/6Uk0jW/ztOP3awu866Z9VnQ9Y+pQQEm5oXCYExg7M5kpHdlWGVCk6ocKJUdhXMKIy7ZrXUuHrdwbUJmK7tCar9a32qNqHPKbah5OKTnKQIK9hNnebAwQg8O7KgDpICKVRWWVItkMVHIi0o8LxWjWhst1tHa0VCKVTCgB49yMIVU8EgVh/7S+O6YGIeUzGbExWjamQgwSBvIYIQvytbDSiczEw2ZhuJBuX5U7LbKRWt/Ddg8Q7TDciBNpfrvwLlhBCCCFEg+lGhFjgJO0oGBVBnGzrpmkAN0nGaV8GYUA6uVcoA3JXZatnm7FTHDyqARRjHmNxsdTFWOwxWFO3eQ/atZFe46LLct/Eprrp2Py7OlU7ZDJ7zwUAbFtxnd/3+kOoy53alTa1K3caTgUB0EzKfUwmYqdlT/1FrD+nyNl8u14I8phZVZBVBJFiNAEexentYgTEwu86KdONZAWBEELCAZUEQgghhBBCiAEqCYTA6EkQJ/vinHBv3sPKE/ZgEWuospyt8vLNz7XL4/flOTD7GXw905PTb/98s7oily218wzIeNSIFyznqBBdlo1raKgayckdl1VeBOFBWDa7MQCgQztH2/BqqhYK0/KYHjfqaoJKQZC7KgPAp00uw5rjJwEAVyn8CioPg/AiYHfg+xSlTO26LO9vnwp8dRqAcwUh/+WjAIDRDvdh9hvIZU9TEp6p/TTD4WoaTsqe+oOqG7NAL4E62br8KSGEhBMGCYRECa7sEVha64sozW8T4d0QQmIF+qkIIeGAQQIhfhCogjBh00OW/oW9eQ8jc9U0Xc1wZY8w+BSW1F4rzfIOHMR+VPuyqyAEqBUEde6/RU6/j2cKtBN99e+u8jw4rRhlV4EJAM7NTwAATFmrnRrbKRryPty3TdWvb5/U2DBP5PFvz3zddm9OFATZY+CvF8GukpG4llf7P3n+mZ6L9HGVqpD7Sm8AxiZqTpQBGfO8y5NK8HV1tmGtPl81w6I7tO+2zNGqRiUg0PkedWGGPsesOHzhGggA+KV7uX5NVhAGbr0WALD8khVe65vLnRJCSCzDIIHUa+Q0o7rGUPtfMixj65uGl1g5gBDBgyjTuuSS/wFgNDwL7NKNrNJ+/CmLKvd3sEt76jTbu/ux03Qmu73L96n2IXoamDtGa9+70bw8K/8bPT2p84DvANSmGplKnc6uDQ5EOhEQeJdlIPA0JFVwYA4cfAUEnza5DIAW+JhTlWScBgdmRECwv32q19joogPIdN0JACgTKU4hZszYJACe/gtzu6XrgYMIDFQlUOXgQIUIDvzpvGyFbTlURZqRKH06acgo9kcghIQdGpcJiRFkdSFz1TRkle6xmU0IIYQQEjhUEgjxgd0Ju6/0I6EWqK7JaTvma4Z0H6m5mxwomFGpCuJ03M6cLK5ZnbCbP6tSnOw6P6u+P59lXW2+VztjtpNmarbPBbCt1ydeY8IoLJSEYNQDVfqQ03lmw/KZnot0ReCqU1sMY1ZN1cT1lNoT/DOnFnnfM8T/ANQqLanFjgogQ/ssuhkvmpaKwubOFQR/G6jJz0I3TwdllXIQKCoFQdVxORxQRSCE1AUMEgiJIcwGRfHz0uwREU2dIoTUPTQsE0LCCYMEQnwg57z7Oo02ozLg6tekNe3y8OVnC/OyrCiYXxTkPYrTcXNevup031eTsVCWffX1PdqVmnWiINibtl/Qv4/yTW8BAFrlDNfHH1DsZ7YPo7IZJ14Df/0IlmVPaxumWSkHgKepmkzeK55maiovgh09Vv4AANjQ/0L9mlAQ7IzOulm5eYJfzwsGsw8hXJRO7CWVVtV4qdMMTCieqH8GoP9sxYi3ksKwO0II8R+X2+12R3oTwVJZWYnU1FRUVFQgJSUl0tshMYivU3iRwuO0zr+/BLquSDGSEaZmOZAQ18YZAhMtFUmZ4qRIFTKnLlnt2w5vk/J8r+BEvmbeY/mmt3RDsvkeeZ7qmmqOwPXvR/SeCILtuwJPGQmmL4JVOtLYvfcoOyibAwDVWEp37UW5cmO6Pi6vtSyA9CIzTqogZbT1rwGDrzQj0WNBNU8EBWt/cQyAlH7kA3m+E1OySC2qPPEnPUiw639gx4jOxbaGZXOXZSoJkYXvHiTeoXGZEGh/2Yr/xTo0NRMS/8TDf6sIIdEN040ICQL59F02Kau7+/q3nh3iWTfB25Asl0yVrwFGE7RuZna4D5X52e4+u3nyqb5ZXZBP+s2n/rKKIK9hVgu0vRp/P/nPxGwU/+7jzmjQy3K7SnKHaYbhwkUew3AoOisL5DKrAIC9RpUA0NKEzNdUVG7U1sr7LFupRoQCs4IgKwulUwoAABkOuyv7a1QW5U6FWiD3SHCqIJjn+1vaNGvGOhytbdbtr4IgWPhdJ/DVnxASLTBIIMSE+YQu1g3BLpqaCSGEEOInDBIIcYDI/d+Lhy3nyKfe5tNxleLgq6uwXffjcTON9xpO/iX/hHay/gk6zfbet5052DxHNd9KKTBfV3VQVvkC7BqyqfFWQlTfqcpLYVZ6Hkjy7mbdoV2erS9BVhBChexHEGVWhWF5Ve8Sr9P/T5tcphuXnSoDYp4wKwfaLM0Xoola6cMFuKe71jitEL7Lnpbkj0GPOXMA+FYUxHh+rf/AV1fmcJiYRdlTKwL1JxBCSKShcZkQH6hO4eVeBPYv877Th+x6Fzhdw3yPuM9qH1YVm/x9vjng8befxIRND9lWVRIv+AJfpmm7PwP5Z3O6Uck8794I/hqXA0k1ctILQSB3UDZ3V1YhG5qFcTn3ld76tVCYlWUuT9KeN2zBacP10UUHdIOxEwLpiaAi0EDA3zQjYVy+9bd/CToQUFU2mrJ0npdhGaAnIRrguweJd6gkEEIIITECgwNCSF3BIIGQAJC7G9udvstmZnMqjJjv+vcjuPfAf/16viplyYkyIHdL9uwtMJM1YOwabV5DlaokkFOAVMZps4Jgfo55rlnJGDezq6PfR/RJyM65RlcTgil9GgrMPQtktaBwvDFdp7KJdwqSfL/owrwJLUO9TQOXJ5XgvYf3aj/UnuCLngi4IxNlNvcKU3XJK1/aPkOYkwVzZldbzvHXrAz4ryCYWX7JioDvHdG5uPZTLlat0JTLNcdPBrUfQggJFpZAJcQHPLkjhBBCSH2DngRCHGD2JezN8zYC+2tOtsuplz0DkSCY/TstkSrWcNpVWdxv9hPIqoOsKFipKLK606CXx7AcqIIQaNlTX34Ec5M0oQqY+bTJZZbPUJmZQ+1FEIgyp2ac+hH89SLIngOnhmS7xmpOlQThQTB3UE6emqePCVQ+BTvvguxJYAO16IfvHiTeYboRIQ4QfzGzlCghJBIwOCCE1DUMEgjxA/EXdWbtgaGsKIgT6+Kx821z6O0Qa5RvegsTZp4A4LtUaiA4rV5kdyJvpRrYlX8ViNN8cylX8zPVY9o9ExSlTVWYFQRDqdocaa9R4kkQCBVAVhTM1YxW9S7RFQY7RUHmxqWaehJKRaHHyh9w+bRMANC9CeFWENb+4pjSl2BHMAqCGaEgCGQVQagMt+KY130qFUGlIBBCSKRhkEBIEGSumqYHCp4XW48Z11d5UTP6nJzhaFV7zenLsF0pVhUiTWdWvse4bO7DMMtiXV9rG34XxXcg/y7m1Ca7oEXeY/FY773IAYwVb334NoZffysA4IGkGbVXr1EGB6LrsehZIBPKNKMO7Wpr7e/1XDOnG8k9EQRXndqiBwe6SfkKzaQslzsVLBuyRw8SgqHHyh8AADVDTgEAhladBhZoYzPDFBwIRMqQHCA4LXcqAoKn590U0LNVmNOO5M9vF3vPd4qq7CkhhNQlNC4TQgghhBBCDNC4TEgAqLwJKjOzQGVqVnVoFqhO6VWdi1WoTMd2Tc/8MQ7L8301QvO3CVygRu0Jmx5Sfi9OGr25/v0IAMB921SvhmqysqBSFPxVElQKgljXDrNSIF9L6X5ALyEqkDsqm5uvAaHtsCwUhaFV1foJv1Ay7HCqIoiSpnNmV3upBaOLDujXAu2krEo1Grj1WgDqkqYDt14bks7JesnTybleYzQsxw589yDxDpUEQgghJIphgEAIiQT0JBASInx5Dsy59PIptp0p2OB1cHDqrioDatf0zK4xm1wu1MML+nxVIzTz3qxO+s17tEP+TosdejSsxsfN7OrxIghf6bzrfO5BJlA/gszYvfdgNl7XPwNas7ScL/cB8JzIX/WlpiA0Wj9MVwScNEmTTc7is8qsfHlSCb6uztY/A9B/tkJWEADNJ+BEQdDvn3ORIzVB9h0ItUDGfM2uxKlTxL2PXwKvkqZvI0SmdoWCQAgh0QbTjQgJAlXaUdmBQ/pn0Un5tfQbvO+9bSoAtdHY14uz+cXe7kVcni+Q5/oyIIuXcnNqkWrfcmUnu54PdiZrVdUku+/D1++u6vbcecB3AIBtx6yDg+27VumGYpWp2Z9AwVdPBMGZnou80ovkn1UVjLJHXQMAaDn7fwHAkGJkDg7kgEDw9JJv8fhNl1ru/ekl3wLwdFAetuC018t5jzkXIf/lowCAmfcle60hTNSvb3zD8jkqVL0QBGPGJgUcDIhgQk4pEmZmOQVJXBNGZLseB06RKxmZkSsbyelGVBKiE757kHiHSgIhQeDKHsHeCYSQkDJpyGUAnJW0JYSQcEElgZAgMQcJspKgnK9QEFQ46Xrs634n9/oyMYt9nJufAAA4oujf4FSNsDMYq4zcdoqCSnlwWv5VmJTzrtVOaFetWGj4bIVQFJyqCCoFQaCXPbVANiADxj4Iqu7LvkqfCgaWrQegNjCLsf3tUwFoaUcitUggUoxkVOqBjDm1aMzYJL97HPhrSrbD3+7KocAfszKVg9iA7x4k3qFxmZAgcWWP4F/qhBBCCIkrmG5ESB0g1AMZX/4DJ3n2KgOy3f12JmUrdCN0jvZM0eQNM7v67JzsC22OpiAItUHjBcM1lRnbrnSrakys1X/SwyipTUWXVQM7BcHMnA3LlGqCnXIgPAiiSZrKY5DS3ZN3vwolhmt5r2R7NVibM7sa93S/EwBQ2cQ4BqiNyioFQTRYK0/6VLvQ/pQ+dv4l2vN/3up9ku9LQQCMKoKuBsz2NiHbMbdbupcnIZTKQjjxeBBoViaExBYMEggJEUJNyMwG9n42M8K7IYTECpOGjAKwAe4SdlkmhEQPDBIICQMZ6WkA7P0JdvnzVnn25ntl9cCrsVmAzclk5JN7la/A3KhM3qtx354qTOY1PL8LvMbk6k0aI5VrOC2LCvinGAiEP+CqWn/AP0oP6KpB7jBNDShc5O0TEM3S5HKkApXH4NONnmtCQRAlUc/0XKTvQ3BPd+89Cg+DVdM04THY0P9C/ZquINQiKiD1WPkDfobxxH7mfcmeMq3wrSTIqMqYOr3PTjlwUvp07S+O+eWDOPrIKiRPzdM/hwOjF2Eh0xYJIVEFgwRCwogIFrBqmqOOzOIFWHthNr70yx2Ojak52svxBAcvyqq0Havuztq+7FOe/O/WbHzpl9dX7XtSnz8BAI5sOlE7v6seTMiBifneWfnfeJVubdCrjeW+fGFO87krSwoIal+YK9vl6S/7ojOz+OdYaQ3xMr+qd4nSgCwQnZQ3XaH9rDIkq9ADEkWqEeAJDuRgwXxN/LNmyCk0WNrEaw1/eiJYIXdTNmPupAzYBwJOSqEuv2QFsmYYrw3ceq1eBlUVCIQ7OCCEkGiGxmVCwgDNzIQQQgiJZagkEBJFGBqRmU7p5Q7H3mk4/pVKtUthAoBZ+do+5I7KolO0jFk1sFIRPMqHtkfxe8rrq0zYQkGQfzdzszar54t55Zve0i5sVG7NFvnU34zZdCwbkcfuNd53JmuRPk9ey9w4DfCkGQklwZeCINKLzMilS+XUIrtrgiVrtXvnVqVjdNFebb05F9nuw1/sUn+EgpA9XpNRSl75MqguylYsv2QFBm69Vvtsqi0QChXh1t/+BcAz2g+TC2v/SQMzISQ2oJJACCGERJAni7tQeSSERB1spkZIHeAuWYibtr5puKZqBiZQnar7KolqPlmX1/TH2Gv3DHlvskfCqslZMM8JZg15HfG723kS1hw/ib6JTX2uKZ/y62ZjSVEwm4cFm65oqSsDMqo1zGs5RVXu1F9EMzVxaj+66EDACoIwNwfSNO3ZPtozH12rlU8VfgR5b05x2jhN4EtB0NQB4O1/PuZzLU/5UyPCk6BVNRJscLI9EkXw3YPEOwwSCKkD3CULdeOyvy++qpQiVeAQ7Mu5U5y+xMsv6f52fjZjNiHLz1Z1lpbXEt2VBU4DAqfIgYF42TenDFlhnudvYHCm5yLLKkaAdyWjHit/8Eoz6rHyB2UXZYGTXggy5u7KKlR9D6zmBYrT4ODpeTcBACYUTwz4WWasggOBucMywC7LsQjfPUi8w3QjQgghhBBCiAEalwmpIzJXTQMAzDIpClYlSD3lTrVrnWaP1M3MwaQNBYsv9cBjUtb2b7dXVcqSrJycm5+grbFWM3/OUjz/pZwX9O/Qoxpc46UgCEKpIgBqU7NA7qAsaJUzHIC2V6dlTQXmlKIeK3/A5e2154veBvKYv4jTfXGC74+K4ERBMD9HRpREDcag7FQ9EClFyVPzvBQEf9KJZHypB4IpS+cZFARCCIlWGCQQQgghEYJpRoSQaIWeBELqAHeJp8uvqqlasMZiVV6+0/ni5L7T7JF++xnMPgijkqCh2pevZ9oZuVXeC/N8KxXBX9YcP2n4WVYhzI3QVOZjldFZ1X1ZheiCbG50Zub8S7RnCG+CvwqCyo8QSh+C7CuQFQShHAgCURCsGqz5UhRkJSFUDdNGdC72Lm86udDrmllJYJAQu/Ddg8Q7DBIIqSNEoGA2MFsZgZ1UNYo0dmZpOyOyQOugbPw97YzRVmuGKiiwwq5fgtP7zKbkMz0X6QGDqIYkm5BFpaFAX/79QQQK4qXbaUdlf1KMfCGCibW/OBZ0TwSrIEEODszXAkWZZqToiWA2KzM4iH347kHiHRqXCSGEEEIIIQboSSCkjskqrT2lfVf7h6pPAhBZBcEupcdoMB7p170CkZKkdXY2dl/2N+UpGBXBrk+BjFAQ5BQjVcdlszIgyPssW78m5vy8NR2oTSk6H1oazsCy9dp1AD9D+2ePrT/49TuJ9CP9GRbjYmxoVbWeBrTpPmc9EZyWOQW0FCNzKVM57cg81uerZpZpRGbMioHePdlivqwgBIutUVmhIBBCSKzBIIGQOsKTXhC96UOEEEIIIQCDBELqHHeJloM/K9/jTTD7E4LxJoRivpPTfNl0LO/bzkfgGat9lsVzzN2Sxd6CUQ1UJmIV2aOu8fmsRuuH4apaZUCcdr97jrcyIMzHANBq/VVe1wSqE39fhmUrxFqyoiAYWlWNd83jXzXzq6uySkXw1RzNXFrV/BnwmKVzvtynVBDMa6h8B8svWeFr+wDUPgRR+lTGrgzqwuGaj8Np6VOWPSWExBr0JBBCCCFhYYPyKk3LhJBYgNWNCKljRJWjm7a+GeGdeGNXrchqrhlfVZsAYFKfPwHwNBaTkUuoikZrglBUMbrq1BafHgSBqEgk/ARzZmunx+ZTcAB495wk/fT/6SXf6tcA7dTerBaIuUB4KhcNrarWny9fM+O03GkwlYxU35fA7D9wWt3IaeM0GbtKRuFoomb2I0wa4uzfOxIb8N2DxDsMEgipY+SeCQDgyn4BpVn7DNdUpt/isfMD7oWgGhOo5ti94Kvm+IsvQ7QIDsJd2lTFi9UTAQBLi/7rNfZLt7cl1vwi7hQ5cDCbiUPB0Kpq/QVcBEWPrvW86IeyF4JT7IIFfwkkSBCo+iS81GkGAHh1YLbCSZoRg4T4hu8eJN5huhEhdYwrewTTDQghhBAS1VBJICRCCEXBlf0ChryrlUX11UjM6lTfacdl1fqBNC8Tc+XOyeKa6h5/yprK99dVkzQZuVSp+Gw+4R9aVY0vXAMBqI3I4cIfxUEubSpO8P1VDwDnCoJc8lT1s3zNKUItGLj1Wt2UXDqxFwAga8Y6T8lThWH56Xk3GdYIWWdlP9KLzFBJiC/47kHiHVY3IoQQQsIIgwNCSCzCIIGQCOMueUgvh2qH6jTeV7lT2XugrfGCdP0Fr3XN66mUAXm+2VhstW87Q/QDSTMMP5fM87mkAV9GZHPDNJV6AEiKwNbaC0mfYuhXmtH33XOMc989JwnlsFYQwuUxeNdmPWFKlj0S3qf54fMhWJVAndstXfdGYLZ3KVQVZr9Bn6+a4fFLtM9jxmq/33LYlzwV3oKjj/jYuB+M6FwMINfnPEIIiQeYbkRIhJANzK5s75d80U/BrgqSLwOyFVZpR8ZuyuogQJWmJGPubWD1XCA06UR5n2XrHZGtxmXO9Fwk9TbwvFAvWfsDAOCmPhcGvae6xCogkY3Lm65oaXl/7iu99bQqMS/nS81IL6o5BYJ4me/zVTNlnwQnBGNONhOKdCOnqUaiJwK9R/EN3z1IvEPjMiERggZmQgghhEQrVBIIiTAqRcFd8hDKDhwCAGSkp+nje/OMaUkqFcAJVuZiVfqSOVXIqdHZTnFwqiAIFcBOKZDnyTgxFAeTFiTuVakS4UDV98A8DnjSfoLtohwoVgZmmdFFBwxKgxmzgvD0vJuUqoJsYjYTKqOyjEpJUCkIAh4CxDd89yDxDpUEQiKM/CKhpRipu7QSQqIN6/+vMkAghMQ6NC4TEmUIZUFWEASZq6YB8PgUllzyP9rPM/3r3qxqZhYI5nvLN72Fyo3ayfGEdXtqr47UlQPRqOwBh+ubFYTsUdfoa8nqgbnJmerEXTb26p9rFQRfp/QqhPogTM1OT/pDoTiYVQwgMAUB8K0iiBN/lT9BNebEfzC3WzrmfqWer1IMrLwJQkFwqhqIhmnCq+G0u7K1grBF/9msIhBCSKzDIIGQKECcOpq7MRNCYgsqCISQeIGeBEKiEHfJQmXFI0Fp1j7LMVFdqNPskX75FABv/wHgqXR0bn4CAGDK2mcMc2VK5n2CNcdPAgD6Jjb169kCu5KmeZ9l66qB3MzMfEq/ZO0P+im3v36DQH0KYg/yPkKJvL78nNLRgWWNBuNDsPMdhKKSkapJmrk5GuBREJKn5hl+DgVaudNaJnvKnpobprGSUf2F7x4k3qGSQEiM4C55SA8cskq1UpV2wQLgeZGXAwfAuneBSOWZNeoaaZXaMqiztX88UDvHqp+BXXAgehaozKoemgEwvsA+20dLoSlP+hRfVF/ldYf5pfymPhfi561e0xzhMSIHniJkvu/8Sw447pIsUD3TXNK01K9dBYccGFj1RAA8KUgincgXcldlQAsMVP0PnJRDFcHCwK3XOk4luvW3fwGgSD2abN8PgelFhJB4h8ZlQgghxCc0KRNC6hdMNyIkClF5E3ylH/191gcAPCf5Nev26MqBWUkAvEuUuv5t35p227HrnG7fC3PX40fX2qe6iBNzs+Lg60Tf7iReNvs6NRhbKQmhSC2yMjqr0ooEM+/zr2OyinCUOwW804zs0o58qQKqdCMzoS5xalYU/Cl3yiChfsJ3DxLvMN2IkCjElT2CJmZCopRJQy4DoPbNEEJIvEAlgZAoRwQLspKg9VNQqwvCp/D3WR/g7nGDtHm1KkFZx+4AgIxtG+G+baphTEaUX5XXX7XCd9CS0v2AXgJV5T8QCoFTRUGYk8/0XARAMxObT/flE3kxtvYXx3QPgN3JvEBWDeRrS9b+AMBzGi6f/Kv2Id8ro9rDF66BesM3uz2afQjBEIiKYFYG5GtWio8/OPEaqPj/7d1bqF33mRjw7yRqCTGSYIhmYtkhwQ+qMrWxPfI4ZqRgBONiGlBIwAQVaiQUqwOeiVzy4pkYH9nEFwpm5FwolRJkUqhIQ1PihyE00zEh0hDPyNgmIdHoITQQixgnAZ2D/TB1ffqwz3/vtdZee+219l77ctb5/V58tPfaF+kk8P/Wd5vFsrSso9++IeL0KxER8cQfDbIGMggkzh50nSABllxZkFBXOtjv22xE/vXr346IiLVX98S/+uD/ioiIc7+9t3/96pFjudcdvu9oZXBQLCP65D//dKoD4zhlh/lFKPsex197a6i0puoQXXZ99rFJ9x4c+NrBiIg4cse/jdVDX4qIiNtf7gWOZbsOqoybUDRuq3LxuboBQXFqUfaxNj3w4NOx41NPjb0ulRnZqEyWswddp9wIABoQHADbgUwCLLlsb0LTbEIxC5B2GGQ13WeQNh2/+8ffrV02NK02ylralL5PRPV3yt5NL44NbZohqKvNxuSspnsPkknLiSLKdyMkbWUWUoNyyhakbNqoJuUIQQI9zh50nRGosORW9h11KIE56QUHxp0CyCTAkqvKJFQ1MJfJ3h2tk0Eo236csgYX735nIXf20138Hf/42YjIb1yum3Eo3tXP3unP3uF/+KvrETE8evT2l99spZF4FtrepJzu4qe7+qMUr5umJ6FMk8zBAw8+XWuZWllPQlUGIUKQwICzB10nSIAll21cTkFB0aggIR14UkBw+L7eAaesGfnwpX39KULFwCCi7rbkcsUDY/YwX9X8WpQNTMY1zRYf//07vxIREauHvtQ/SM+q5GeeZlFeVPZvWlZiVed3N01gkDWLxmW7EJiGswddp9wIAADIkUmAJVUcfToqi5DUKTmqs+sga9edb/XHZ6byjef3n2n0HmV39WetWE6U1YXsQVb6/SR1x5xWbUvOKivhqlPW1VYGIaJ5FmFcuVFVBqGsxChCJoFhzh50nRGosEVlDy22M8NsCA6A7UomAZZUOvg/eeW2iKgew7hx9UJlJqFOBiHbpDzNSNMm40rrNj+XbTXOmnfm4MZ/erW/vXoRZjXmNDlxsvfvPUn/SdMMQnHMadMG5Yio1aQcMb4HIcK4U+pz9qDrZBJgi3Fogdnz/zNgu5NJgM65a+iRlEnYdWfvjvvaq3v604pS9uCT//zTiUea/njl/oiIuGfj+/3H6o7OTJpMOSp7XcTgDviyjSdtK/Mw70Vp2X6Sqt9PVfbg/p/dF9//wx+MfH4WU4uyyrIHWWW9CAIE6nD2oOtkEqBjqnYnrL06fMCbZrRpkg0OkrrBQTJpc3N2x0H6O3z9E4Pnb/ynVyMiZlYeVOf9p/nsRW5QvunM30ds/h7T9U3LiaoChFlKpUgXPtcrRapTagTAgCABgG3vySu3xeqR4f0gANuVIAE6rE7DctMMQtlSrbYVm5/rNkOnzciXT/yi37BcdRe/jSxD9rXp/f7srb+JiN7ituTA1w5GRMQrf36p1vvOK4NQ1Txelg368gufnnq86fqjL/VH6Z6K6cuNyhqY0yblo5+qvzAtQpAAkFimBgAA5Ghcho4oLl+LiHjjpt6irasv/F3u2tSHEDG7bMCs1Bl3+vBX1/vX1RmB+sTFp3J3/ZfBLDIJTfs+Hjv2vaFswjRZhFk3KScPPPh0P5OQZdwpbXL2oOuUG0GHFYODZMc/fra02bhNdUuE0qHz/p/d17++ya6FiMxUo80//49vfD5+/fq3I6JeSdGiAoRUgvRfXv2vE72+amtyVTDVRBulRTufPdzKd4kYlBZFjN6PkA0QRpcWDQgOAIYpNwJg2xIgAJRTbgQdUVZulBQbmOtuVK67EbmusgxB1fz9srvhda6bxZblrLY3LrdZWjTpKNlR2sgkzEvVmNPVI8f644GzBAlMytmDrlNuBMC20AugLy/6awBsCYIE6ICNqxdqZRDqatoTMO61Ve9Xdee7bNtvWdbg8on6TcptaJpFuP3lN/tboB/+6npEtNczkKS+jDg7nJmpu826zabkun0IZeNL66rappzNIERklww2/hiAbUm5EXRANki4dul4RETsPXi+/3wKFsaVGZXtJ5j19KOqACI9982zbw89VxUQZPckzHrjclNtTy0qC6SK6gYJSQoWRu1ESE3mSXar8qLLiyKqm5WVF9EWZw+6TuMyAB0yupxIgABQn0wCbGGpWTmivGE5SZmEtB+hrTKiaa6rku58pxKalEk4f8ee3FblonmVG01i2gxCWalVeryJ4u9n2sbkiPHZgyYlRQ88+HTldUc/fiUiIi78fP9QJmHcuFNBAm1y9qDr9CQA0GmCA4DmZBJgC6saexoxyCAcvtTr1hy3QK0qC5CtU2+ijb6GcU2+TTMIt7/c20Sdmoln7fKJXwxlRZoqa0S+6czfN/59JG1nEFKjcjGrMC4zUFfKIPSdPtD/0SZlFsHZg66TSQCgkwQHAJMTJMAWlO1FGDyWRjyO7k1ITl15JJ7ff2bo8ao7/pPesY6YvE+hLIOQsgapxn+SPoQ2MwgHvnYwIiJe+fNLlX0HVRmElCW4ePc7I687/tpbQ/0H2d9JcRLU+Tv2DGULRk0rqiNlCEaNNp3FVKN+9uD0gYg4MPI6mQOA9ik3gi3prtyfsptkU5Dwxk1vxtUX/i4iBqNPmx7WHzv2vamCgybqjPDMBgTZA3nTQGHt1d5npEbuSYKGtkeZFrWxObmNkqIyaQRqG2VEVar2IEQMyowECSyCswddZwQqAJ0hQABoh0wCbEFl5UZJttyo7hK1UeaxTK1Kna3EvY3L9UuP1l7dE7vunG7bcRuNyHWNyyiULcDL/jmi3YzCl1/4dJy68khr71emziblCGNOWSxnD7pOTwJ0QP5gNL4nAbpGcADQLkECdELqURi9bbaO4hKztrIITXoh6mQPspr2BozKItQZi5quiW/eEq9vPnbXJ0Z/j6psw7jlaOnf7Pw/jPw6ETH8b5o+67EzP6h+4aZxzczFhuRT0X6DckSxSTmvOOIUgNlTbgRbWNnG5WuXjkdExN6D56cuN5pGWSNyVXNy2WvrOHHyhv7BeJqNy02nJaWAoU650YmTN/QP89m/W/p3qPr7TtrAPE2J0SwmFY3TtMToySu3RUTE6pFbZ/q9YBRnD7pOJgGALefx/T9RYgQwQ4IE6IjBGNTfRUTEK7/5Sv+5SfcUlKn7XmV3wKvuitfJHpw4eUO/HCjd+R91Jz+7v6CO4v6Fsuey2YMmhV3fPPt2HI/xGYdpxp4uMnMwyVblBx58OiIidnzqqZHXZEecpswBAPMhSIAtLN1JrZp2BFvL5SjuAYnIZg6UFwHMgyABOubGPb8XERF7P/SFuPbBXn/Cj+LfbD5b3ZtQJ0sw65Gooxp602d/fbNR+D/c+e8jYvym47qKPQm3v/zmUNZi0rbwqr9Ten6ctsfRttl3MMlStdEZhEGAUDbiFID5sEwNOkBtNgDQJtONoCPyk46OxsbVC7nFahER96yOrv9OWYSI+tmCskVedV6bXjfNIrKqHoKy68o8cbH377F66Ev9x7IZhTYyFElxktE0/QfJY8e+F/f/7L6IiPj+H9YbeVqUzSikPoFJMgNNHP32Df1+g9UjxyKiekmaIJhl5OxB1wkSoCPqbGF+99zJiIg49KuPzuU7NVF37GndTcdNxqFePvGLoevbDBAihvcfTFM6lH2Ppg3L8xpvmkaaXvjc27XHmyaCBLYCZw+6Tk8CdIQmZrriySu32X8AsGAyCdAxZQvWkrRcbdedb8XDX12v9X5tjk+t855NNy5nTbNMLWkjg1C2JK2N8qJk0uzB8/vPxKkrj7T2Pcp8+PMvRkTE4ftG3/2XPaALnD3oOo3LAABAjnIj6Jhs2VFasJYyCunubnbR2jjFu/1Vjbd1G5fbziAUlfUY1HnNtIr/JvPMHqRswc5nD/cf+/ILn46IiFPRe+7i3e/Ed670nmu7SXnQdzA6AzBY+DeQzSDIHgAsD0ECbENrr+6JiHrlRkVVB99pSpKy79s0YCgGBG2UHbVhVuVGddz/s/tivVBadOgfPhinNn9uc4JRVWNylq3JAFuHIAE6Ko1BhWXVa07WoAywjDQuQ4cVg4RcI/PpVyIi4p6N70/8/pM2Ndd9XVlGoTgCtWyfQd1MQtt7ENregdDEvEabZtXNIBQblVOJkfIitjJnD7pO4zIAAJCj3Ai2qXf/+LsREXHqW49ERG88Zpmmd8frZAmyz5VdX9WTUFyi1jQbcPnEL/rZiMubj7W1XXkWfQf95uMrj+SakiPmkz0oa3Cum0FIyrYqA7DclBtBh40sNzr9SsTpAxERcc/qU7Xeq3iYf+zY9/oH2KbGBRJtTDpKJUe3v/xmRES8/ok/iIjZbVJuy6gyo/VHX1pIkFDUNEDIBgZ2IdAlzh50nXIj6LCVfUcdxFhK/ncJsNyUG8E20t+bcHrQwPzjlfsjYnwDc/Gu/6RZhKzjr71Vup242JxcZVSpUHqsX1L0iSm/7BTq7o/IZmeKm5F3Pnt4qTMHxZ0cSosAtjaZBNgGZBRo3+XxlwCwZckkwHa32ZvwzA9uib+8WL9e/+LNv4xDv/roRB/Zv6t+xweHGqOPv/ZWrQxCU22PO22i7qjX9Udfiseejc2fe/9NfQjZnoR5ZRSqswh35f6UG69bUOxFAGD5CRJgGxlkE0Yf6GCWZLQAtgbTjWBbSneBL0fujnDJgrWLN/8yImIoa5AeL3suYjDB6Jtn3x555/3i3e/MJGvQlrJ+iezj08hOMUqZgef3nxnqRWjTAw8+nRtlmhQzBu+eOxkRETseOtv4M1IvQhp7OuhVEBzQLc4edJ1MAmwjg5GoX9wsD8mXjKTSo1gdPDRpSVE6/I87UI86iE8ijT1te8zprLzxyJ9ERMSuD/SChDYChLK9BknZY2UmCQ6SFBwAsLUJEgAYI9ukfNfIqwDoDuVGsI0Ul6tFlDecvvSD3nW//saRoU3M2TKjoqZZh7bLjdLo1Ih2l6dNW15UtiBtnuNMs9mFpsvQ6hpVZpQoN6JrnD3oOpkE2EayB7WygAHyCj0rExAcAGxNMgmwTaUgoWp05Us/uNAfi1qVQciatIfhmUO9foKrX3t5oteP0mQx2yhtNyon816ONussQoSGZbYPZw+6TiYBtrlsWUgxYPj1N47Eqc2fD8WZiBgECzseOtufglMmTTeqs2k4ojw4qGpqrnv4rxMcnL9jT+lnFIOD7/67fxEREZ/9b/937HtGlE8wSrsOJvHhz78YEb3fyzJZPXKs/7+jjatf3AwMZKoAtjJBAsC2NX050SgyCABbmyABGClbnvL8asWFGals6FCD7c0R5VmDqrGobTQ8Nx2/OkkGISJfVjRNiVHTDML48qLJAoRxTcoAbH3vW/QXABZjZd/RMXd7L1c8x9bmdwtANZkEICLy/QjXLh2PiK/H3oODcainrvTuYvd7EzL9CLlm5V+NziCkO/bZWv+yx6qk67IbnSddotZ/j9eG37/pcrfHjn0vvvzCp3OPNc0a7Hz28MSZhqMfv9L7IS3Eq9ROiVHKKDy+/yetvB8Ay0OQAAzZe/B8/+fD9/WyDfdcPDPRex1/7a3+wbssEKh6rOygnh7LHuxvf/nNiKh3fzy7S6HfVH3HB4c+a5KJRqnMaNKD/iSvG5QU1QkOJpedYARA9wkSYJsblBylTMLsmlnppiev3BarR25d9NcAoEWCBCAiss2nF2Jl3+jr6u5LSMruyJeNR63bsFymqom5OCo1e+3xGPzcxi6EeZvV3oO68mVGggSALtG4DAzpBQyaW7c2vz8AJieTAJTauNrLKKSFadklahFRuUhtnHEL1oo9CdNsTW5jVGqSeg6KDcrpsVNXHmnts6pUZRBe+c1XIiLiwIfabU5ONCkDbA8yCQAAQI5MAhARvQbmjasXco/1yo7WI2KQQRinrN+gifN37BkaTTpJNmDUhKTzd+xpPHY1eeORP+n9cMfgsWknGtV19ONXao03PfChL0z9WWWTjIoZBBuVAbpNkABUev+9Oxtd3yQ4eObQLXH1ay8PPd4kKDhx8obS66uan6uCg6ogZx7NzaP2Hbxx081x0+mZf3zO6pFjtikDbFPKjQAAgByZBKCWdEc5u5k5t2k5enfh0x34OmVHf3nxFxE1NhxXLVf75tm3p2psLqqTCUklRhH1y4weePDpiIj4zrf+aui5fCNyeUnRyn9/NCLOlz43iVRStHrk2NBz6TFZBIDtS5AA9BXrzIs9Cr3Hvrh5Xb0eBaaRX2x37dLx2Hvw4VjUsjt9CADbhyABaKSXSXguIk4OjQTN3oWftHE5YjhzUJZByF5TlkEo9g+k93jm0C29DEbmsWl6DXY+ezgixmcUyjIIKbsQ8dSIV+WDgb0Hz8c02YSyhuSI7NjUXtPztUvHIyLixq23Xw6AlggSgFpSmVE6QP5+RNz/t3dERMT9mzsUiuVHTVSVFJXJXlcWEBQDgPTfZ0o+c5RRexHamGTUKzEaFRwM6wUIzVSVFGX90e96v7+N36Xyot/lnpdBANh+BAnASPnD4XMjr6NbbtzzewIDgG1OkADUkppY9x7sBQvv/mywcfmzezYbeX/1hdKG5eJd/bpjRouvO/7aW7UzDm2MKy1mENJG5ef3n5l4u3LVtuS2jcsgAMAoggRgIjseOhnvntO8PBuXMz/Prkl59citEXE5VvbN7CMA2KJWNjY2Nhb9Jaa1trYWu3fvjuvXr8euXbsW/XWgk8omHf2/H67n/pztSUjZgh/9y1v7jcLTGtWH0N/QvNnA3NbSs2JPwsTZg5rbkgfaDRKyDctl402VFkFzzh50nWVqAABAjkwCMJGNqxf6E4/ePdfrT3j9M7fG7f/zpxHRfNJR3XGkZf0N04xbrWPSDEJSrw8hZQ9mV140WIgncwDTcvag6/QkABNLh84dD/WChdvPnay6vFJZ+VDx8J9tXE6qGqRHqbMNOrtVOaLeLoSi8XsQstoPDmxMBmBSyo0AFury+EsAYM5kEoCpDe5Yrw89d/HmXzYuPRp1h39chqBuw3LT8qSmGYRBedFiMggRsggATEeQAExkZd/R0olH1HE5Ztl7kKX/AIBJCBKAiaUDaFmwcPHmX0ZE8wbmZdE0exAx30Vpo2hOBqANggRgJl7/zK0REfHMq3uG9iTUbTCep+JOhKaaBQialAFYbhqXgamt7DvqznUtmpQB2BpkEoDWvP/enf0tzGlfwo8+dnjoupRB+Ppf7IyHvzrc7DxrZVmDSbcqLzKDsHH1i/1dFQDQJpkEgJlYXNZAVgeAackkAK16/707IyL6GYVP/p+XIqK8eXmeWYTsArVi30F2cdr6o+Pf6zP/+j/HB95LGZIDI66aLmvwxIsvRETE6pFjI6+RRQBgVgQJwEwty3Sjqt0IX37h043KjD7w3uGI06OCg+ayTcdPXrlt7DUAMGvKjYDWKHMBgG6QSQBmYsdDZyMi4uK5k0uTTShq3KT88Su9H1rMImSt7HsuHo98xkAGAYBFECQAbCGyNQDMgyABmInBHfD1WtuXnzl0S0TE0OK1WUgZhJ3P9pqP1x99KZ7ffyb3XKkZZhAiZA0AWB6CBKBV6U73xtULC/4mW5dsAQCLJkgAZmrHQ2fj3XMnIyJKMwopgzAvx197K+IDvZ/XH32p/3hVBqFqYVoaVRpRPa607HXp+mwGQYAAwDIQJAAztXH1i7HjoV45TQoWspqUFz1z6Jah6y/e/U7leNOiXR94ql5pUTTdpjwsG0AkKTB4fP9PlBcBsLQECcBMdLvs6HJMuyytSAYBgGWysrGxsbHoLzGttbW12L17d1y/fj127dq16K8DZGxcvdDfvlz0o48dnkujclY2e1CWUag75rTORuTstY/v/0nlNYIE2FqcPeg6mQRgplb2HY344dlFf40WtZNFEBQAsMwECcDMpcVqqSfhRx87PLfPTlmClDUoey7rws/3R0TE6CP8XaW9BlnF58dlEQBg2QgSgJlLDbqpgfmT53qPZ4OF7GG+6mA/qbablJtMMkpkDwDYKt636C8AAAAsF5kEYGGyTctlTcTTZBSKmYO6Y0+rZMuIqsaXKi8CYKsTJAAzNyizeW6h3wMAqEeQAMxNsTfh1OfervW6qrGl2SxD9rFi9mGaDEKRTAEAXSdIAOZusHn5rxu9LnvwzwYLkwYEH/78ixERcfi+YkNxb8xpsaSoGBxoRAagqwQJAA0JDgDoOkECMDcr+3plRjv29f78QPzHOPSrj0ZE83KgsgbnugbjTkcd9oezCACwnQgSAGqQPQBgOxEkAHOXbWD+8eZjFz43/nUX734nvvOtvxr5/DRjTmUOAGBAkAAwguwBANvVysbGxsaiv8S01tbWYvfu3XH9+vXYtWvXor8OMNJdERFx7dLxiIjYe/D80BWv/OYrcfXhEzP7BoN+hIGURRAUAHU5e9B1MgnA3KTD+N6Do5eqHfjQF+LqDD47jTsd3awMACSCBGDb601durzorwEAS0OQAMzdoLynPKOQSoIu1NzIXMfwwrR8s/LKvtY+CgC2vPct+gsA29ki7t7LGADAODIJwEJVZRWmySikHoThDIJFaQAwjiABmJuq6UH50p98wJCChXfPnYzv/O1fj/2c3vX1GpRNNAKAYcqNAACAHJkEYMvY8dDZeGDv0xERuc3L/d0Hp1/ZfORAvHHTmxERcdMbfxARNioDQBOCBGBbUmYEAKMJEoClMmosarLjU09FRMTRTw1vTs5KGQQAoDlBArBQw3f0U5BwOSLumsPnAQBFggRgKWxcvRARvaVmvf6BC80XnJ0+0P/xiRdfyD31+P6fTPcFAWAbESQASyXbYJx+fvLKbRERsXrkWOVrr106HhER5357b/9aDcsA0JwRqMBSWNl3dOalQEqNAKAemQRgaaUMQpn//cR/ioiIj//pz2PvwfPz+koAsC3IJABLZZK7/b0yo8vtfxkA2KZkEoClkwKFx6PXzJwyCtlm5If+9If9n8/99t6IF38aEffO7TsCQJcJEoCllyYTZcuPzv22FxCsHjkW8eJwcJACClONAKA55UbA0ppHMzMAMEyQAGwpq0eO5UahFvchAADTU24ELL2UTVhtulwteiVKq0dubfkbAUC3CRKALSn1Gqzse67/WMoqrB45JsMAAFNY2djY2Fj0l5jW2tpa7N69O65fvx67du1a9NcB5mDjam/y0cq+50ZuVdbPAMyKswddJ5MAbEmDAOBoxOaoVACgHRqXAQCAHJkEYMtTVgQA7ZJJAAAAcgQJAABAjiABAADIESQAAAA5ggQAACBHkAAAAOQIEgAAgBxBAgAAkCNIAAAAcgQJAABAjiABAADIESQAAAA5ggQAACBHkAAAAOQIEgAAgBxBAgAAkCNIAAAAcgQJAABAjiABAADIESQAAAA5Oxb9BdqwsbERERFra2sL/iYAwHaQzhzpDAJd04kgYX19PSIiPvKRjyz4mwAA28n6+nrs3r170V8DWrey0YEQ+L333otr167Fzp07Y2VlZdFfBwDouI2NjVhfX4+9e/fG+96nepvu6USQAAAAtEfoCwAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADmCBAAAIEeQAAAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADmCBAAAIEeQAAAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADmCBAAAIEeQAAAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADmCBAAAIEeQAAAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADmCBAAAIEeQAAAA5AgSAACAHEECAACQI0gAAAByBAkAAECOIAEAAMgRJAAAADn/HwWSOWd2Abt6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='phenograph')" ] }, { "cell_type": "markdown", "id": "cf84aedd", "metadata": {}, "source": [ "## Find Marker Genes" ] }, { "cell_type": "markdown", "id": "0b10df61", "metadata": {}, "source": [ "Hypothesis test is used to compute a ranking of differentially expressed genes among clusters. The raw count of express matrix which has been saved in `self.raw` by `data.tl.raw_checkpoint()` and highly variable genes are two optional data sets, used to find marker genes." ] }, { "cell_type": "markdown", "id": "091af5e6", "metadata": {}, "source": [ "Here supports two methods, `t_test` and `wilcoxon_test`, to find marker genes between pairs among all clusters. T-test is a common and simple approach to do so." ] }, { "cell_type": "code", "execution_count": 33, "id": "a42383cd", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:07.890106Z", "start_time": "2023-02-22T09:34:03.928165Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:01.405072Z", "iopub.status.busy": "2024-01-17T02:24:01.404894Z", "iopub.status.idle": "2024-01-17T02:24:09.186554Z", "shell.execute_reply": "2024-01-17T02:24:09.184301Z", "shell.execute_reply.started": "2024-01-17T02:24:01.405056Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:24:01][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run find_marker_genes...\n", "[2024-01-17 10:24:01][Stereo][3643][MainThread][140100178437952][tool_base][122][INFO]: read group information, grouping by group column.\n", "[2024-01-17 10:24:01][Stereo][3643][MainThread][140100178437952][tool_base][151][INFO]: start to run...\n", "[2024-01-17 10:24:01][Stereo][3643][MainThread][140100178437952][time_consume][57][INFO]: start to run calc_pct_and_pct_rest...\n", "[2024-01-17 10:24:03][Stereo][3643][MainThread][140100178437952][time_consume][60][INFO]: calc_pct_and_pct_rest end, consume time 1.8275s.\n", "[2024-01-17 10:24:09][Stereo][3643][MainThread][140100178437952][tool_base][153][INFO]: end to run.\n", "[2024-01-17 10:24:09][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: find_marker_genes end, consume time 7.7700s.\n" ] } ], "source": [ "data.tl.find_marker_genes(\n", " cluster_res_key='leiden', \n", " method='t_test', \n", " use_highly_genes=False, \n", " use_raw=True\n", " )" ] }, { "cell_type": "markdown", "id": "b20c892f", "metadata": {}, "source": [ "Display the ranking and scores of top 10 marker genes in each group." ] }, { "cell_type": "code", "execution_count": 34, "id": "026b18bd", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:09.740993Z", "start_time": "2023-02-22T09:34:07.893867Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:09.190881Z", "iopub.status.busy": "2024-01-17T02:24:09.190104Z", "iopub.status.idle": "2024-01-17T02:24:12.675968Z", "shell.execute_reply": "2024-01-17T02:24:12.675200Z", "shell.execute_reply.started": "2024-01-17T02:24:09.190805Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 34, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2663" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.marker_genes_text(\n", " res_key='marker_genes', \n", " markers_num=10, \n", " sort_key='scores'\n", " )" ] }, { "cell_type": "markdown", "id": "521cbaa4", "metadata": {}, "source": [ "Display the scatter plot of top 5 marker genes in each group." ] }, { "cell_type": "code", "execution_count": 35, "id": "ce0faddc", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:11.003745Z", "start_time": "2023-02-22T09:34:09.743599Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:12.676997Z", "iopub.status.busy": "2024-01-17T02:24:12.676824Z", "iopub.status.idle": "2024-01-17T02:24:34.338536Z", "shell.execute_reply": "2024-01-17T02:24:34.337392Z", "shell.execute_reply.started": "2024-01-17T02:24:12.676981Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 35, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2673" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.marker_genes_scatter(res_key='marker_genes', markers_num=5)" ] }, { "cell_type": "markdown", "id": "b9a3bc40", "metadata": {}, "source": [ "Meanwhile, display the volcano plot of a specific group versus to the rest." ] }, { "cell_type": "code", "execution_count": 36, "id": "78f0672a", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:11.727984Z", "start_time": "2023-02-22T09:34:11.006101Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:34.339912Z", "iopub.status.busy": "2024-01-17T02:24:34.339722Z", "iopub.status.idle": "2024-01-17T02:24:35.315838Z", "shell.execute_reply": "2024-01-17T02:24:35.315111Z", "shell.execute_reply.started": "2024-01-17T02:24:34.339895Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 36, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2683" } }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmwAAAJdCAYAAACPsystAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAADMmklEQVR4nOzdd5SU5fnw8e/0srO7s703FliW3mHpCAqoqFiJ2Fti1JhY4xs11ugvpqiJURNjS1TsNYpiAVQWpNel7S7be5mZnd7eP1ZHR4qUbcxen3M4h+d+7nme6/aEyTV3VQSDwSBCCCGEEKLPUvZ2AEIIIYQQ4vAkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYTsBBINBrFYrwWCwt0MRQgghRC+QhO0EYLPZiI2NxWaz9XYoQgghhOgFkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrAJIYQQQvRxkrCJLufxeHo7BCGEECKiSMImfpLNZmPJkiVERUWRlpbGX//6V2bNmsWvf/1rAHJzc7n//vu55JJLiImJ4ZprrgHgzTffZNiwYeh0OnJzc/nzn/8c9lyFQsE777wTVmY2m3n++ecB2L9/PwqFgqVLlzJlyhT0ej3Dhw9n5cqV3d1kIYQQok+RhE38pJtuuomvv/6a9957j+XLl/Pll1+ycePGsDp/+tOfGDVqFJs2beKuu+5iw4YNnH/++SxevJht27Zxzz33cNddd4WSsaNx6623cvPNN7Np0yaKiopYuHAhLS0tXdQ6IYQQou9T93YAom+z2Wy88MILvPzyy8yZMweA5557jvT09LB6J510EjfffHPoesmSJcyZM4e77roLgMGDB7Nz504eeeQRLrvssqOK4frrr+ecc84B4Mknn2TZsmX8+9//5rbbbjuOlgkhhBAnDulhE4dVVlaG1+tl4sSJobLY2FgKCgrC6o0fPz7suqSkhKlTp4aVTZ06lb179+L3+48qhqKiotDf1Wo148ePp6Sk5KieIcTxKqmx8OhHu/j9m1tZu68Znz/Q2yEJIfoR6WETXSIqKuqoP6NQKAgGg2FlXq+3q0ISostUtzi48T8bsDo7//f5ybY6nrhsAmNz43s5MiFEfyE9bOKwBgwYgEajYd26daEyi8XCnj17Dvu5wsJCvv7667Cyr7/+msGDB6NSqQBISkqirq4udH/v3r04HI4DnrVmzZrQ330+Hxs2bKCwsPCY2iPEsShr6gglawDBIOyqsfZiREKI/kZ62MRhRUdHc+mll3LrrbcSHx9PcnIyv//971EqlSgUikN+7uabb2bChAncf//9XHDBBRQXF/P3v/+df/zjH6E6J510En//+98pKirC7/dz++23o9FoDnjWE088waBBgygsLOSvf/0rbW1tXHHFFd3SXiEOxmw88H+XcSZtL0QihOivpIdN/KS//OUvFBUVcfrppzN37lymTp1KYWEher3+kJ8ZO3Ysr732GkuXLmX48OHcfffd3HfffWELDv785z+TlZXF9OnTufDCC7nlllswGo0HPOvhhx/m4YcfZtSoUXz11Ve89957JCYmdkdThTioQanR/GLOQFTKzh8pM4ckMzY3rpejEkL0J4rgjycRiT7HarUSGxuLxWIhJiamt8PBbreTkZHBn//8Z6688spue8/+/fvJy8tj06ZNjB49utveI8SR8PkDVDTb8fgC5CRGYdTJAIUQoufIN474SZs2bWLXrl1MnDgRi8XCfffdB8CZZ57Zy5EJ0XPUKiX5KdG9HYYQop+ShE0ckT/96U/s3r0brVbLuHHj+PLLL2VYUgghhOghMiR6AuhrQ6JCCCGE6Fmy6EAIIYQQoo+ThE0IIYQQoo+ThO0wnnzySUaOHElMTAwxMTEUFRXx0Ucfhe67XC6uu+46EhISMJlMnHPOOTQ0NIQ9o7KyktNOOw2j0UhycjK33norPp+vp5sihBBCiBOYJGyHkZmZycMPP8yGDRtYv349J510EmeeeSY7duwA4De/+Q3vv/8+r7/+OitXrqS2tpazzz479Hm/389pp52Gx+Nh9erVvPDCCzz//PPcfffdvdUkIYQQQpyAZNHBUYqPj+eRRx7h3HPPJSkpiZdffplzzz0XgF27dlFYWEhxcTGTJ0/mo48+4vTTT6e2tpaUlBQAnnrqKW6//XaamprQao9sp3RZdCCEEEL0b9LDdoT8fj9Lly7FbrdTVFTEhg0b8Hq9zJ07N1RnyJAhZGdnU1xcDEBxcTEjRowIJWsA8+bNw2q1hnrpDsbtdmO1WsP+CCGEEKL/koTtJ2zbtg2TyYROp+MXv/gFb7/9NkOHDqW+vh6tVovZbA6rn5KSQn19PQD19fVhydp397+7dygPPfQQsbGxoT9ZWVld26geMGvWLH7961/3dhhCCCFERJCE7ScUFBSwefNm1q5dy7XXXsull17Kzp07u/Wdd9xxBxaLJfSnqqqqW98nhBBCiL5NTjr4CVqtloEDBwIwbtw41q1bx2OPPcYFF1yAx+Ohvb09rJetoaGB1NRUAFJTU/nmm2/CnvfdKtLv6hyMTqdDp9N1cUuEEEIIcaKSHrajFAgEcLvdjBs3Do1Gw2effRa6t3v3biorKykqKgKgqKiIbdu20djYGKqzfPlyYmJiGDp0aI/H3l3sdjuXXHIJJpOJtLQ0/vznP4fdb2tr45JLLiEuLg6j0ciCBQvYu3cvAMFgkKSkJN54441Q/dGjR5OWlha6/uqrr9DpdDgcDgAUCgXPPPMMixYtwmg0MmjQIN57770eaKnoL/bWW/l8Rz3bq9rx+AK9HY4QQkjCdjh33HEHq1atYv/+/Wzbto077riDFStWsGTJEmJjY7nyyiu56aab+OKLL9iwYQOXX345RUVFTJ48GYBTTjmFoUOHcvHFF7NlyxY+/vhj7rzzTq677rqI6kG79dZbWblyJe+++y6ffPIJK1asYOPGjaH7l112GevXr+e9996juLiYYDDIqaeeitfrRaFQMGPGDFasWAF0JnclJSU4nU527doFwMqVK5kwYQJGozH0zHvvvZfzzz+frVu3cuqpp7JkyRJaW1t7tN0iMq0va+GKf67h/722haueWcsn22p7OyQhhJCE7XAaGxu55JJLKCgoYM6cOaxbt46PP/6Yk08+GYC//vWvnH766ZxzzjnMmDGD1NRU3nrrrdDnVSoVH3zwASqViqKiIi666CIuueQS7rvvvt5qEl/ubuTxj3fz5e7Gn658BDo6Ovj3v//Nn/70J+bMmcOIESN44YUXQpsD7927l/fee49nnnmG6dOnM2rUKF566SVqamp45513gM4FCt8lbKtWrWLMmDFhZStWrGDmzJlh773sssv42c9+xsCBA/nDH/5AR0fHAcPPQhwtt9fPsytK8fq/3+3orx/tpsHi7MWohBBC5rAd1r///e/D3tfr9TzxxBM88cQTh6yTk5PDhx9+2NWhHZMvdzdy68ubAHh59X4euXAM0wuSj+uZpaWleDweJk2aFCqLj4+noKAAgJKSEtRqddj9hIQECgoKKCkpAWDmzJnceOONNDU1sXLlSmbNmkVqaiorVqzgyiuvZPXq1dx2221h7x05cmTo71FRUcTExIQNPQtxLAJBsLq8YWUenx+fX7arFEL0Lulh60c27W877HVvGTFiBPHx8axcuTKUsM2aNYuVK1eybt06vF4vU6ZMCfuMRqMJu1YoFAQCMtdIHB+DVsVlM/LDyi6elkea2dBLEQkhRCdJ2PqRMblxh70+Fvn5+Wg0GtauXRsqa2trY8+ePQAUFhbi8/nC7re0tLB79+7QwguFQsH06dN599132bFjB9OmTWPkyJG43W6efvppxo8fT1RU1HHHKsSRmF6QxN8uGcdNC4bw8OLRXDA5B6VS0dthCSH6ORkS7UemFyTzyIVj2LS/jTG5ccc9HApgMpm48sorufXWW0lISCA5OZnf/e53KJWdvwUGDRrEmWeeydVXX83TTz9NdHQ0v/3tb8nIyODMM88MPWfWrFncfPPNjB8/HpPJBMCMGTN46aWXuPXWW487TiGOlE6jYkJ+IhPyE3s7FCGECJGErZ+ZXpDcJYnaDz3yyCN0dHSwcOFCoqOjufnmm7FYLKH7zz33HDfeeCOnn346Ho+HGTNm8OGHH4YNa86cORO/38+sWbNCZbNmzeLdd98NKxNCCCH6Izn8/QQgh78LIYQQ/ZvMYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRNCCCGE6OMkYRP9Sm5uLo8++mhvhyGEEEIcFUnYhBBCCCH6OEnYRJ/i8Xh6OwQhhBCiz5GETRyXWbNm8atf/YrbbruN+Ph4UlNTueeee0L3KysrOfPMMzGZTMTExHD++efT0NAQun/PPfcwevRonnnmGfLy8tDr9QAoFAqefvppTj/9dIxGI4WFhRQXF7Nv3z5mzZpFVFQUU6ZMobS0NPSs0tJSzjzzTFJSUjCZTEyYMIFPP/20x/5bCCGEEN1FErZ+Zvfu3XzyySfs3r27y575wgsvEBUVxdq1a/njH//Ifffdx/LlywkEApx55pm0traycuVKli9fTllZGRdccEHY5/ft28ebb77JW2+9xebNm0Pl999/P5dccgmbN29myJAhXHjhhfz85z/njjvuYP369QSDQa6//vpQ/Y6ODk499VQ+++wzNm3axPz581m4cCGVlZVd1lYhvuMPBGm2uXH7/L0dihCiH1D3dgCi5+zevZulS5cCUFxczOLFiykoKDju544cOZLf//73AAwaNIi///3vfPbZZwBs27aN8vJysrKyAHjxxRcZNmwY69atY8KECUDnMOiLL75IUlJS2HMvv/xyzj//fABuv/12ioqKuOuuu5g3bx4AN954I5dffnmo/qhRoxg1alTo+v777+ftt9/mvffeC0vshDheNa0OXinezyfb6hmVbebq2QMZnBbT22EJISKY9LD1IxUVFYe9PlYjR44Mu05LS6OxsZGSkhKysrJCyRrA0KFDMZvNlJSUhMpycnIOSNZ+/NyUlBQARowYEVbmcrmwWq1AZw/bLbfcQmFhIWazGZPJRElJifSwiS73zoZq3vimCqvTy5e7m3j4/R3YXN7eDksIEcEkYetHcnJyDnt9rDQaTdi1QqEgEAgc8eejoqJ+8rkKheKQZd+965ZbbuHtt9/mD3/4A19++SWbN29mxIgRspBBdCm7y8uKkoawsp01Vlps7l6KSAjRH8iQaD9SUFDA4sWLqaioICcnp0uGQw+nsLCQqqoqqqqqQr1sO3fupL29naFDh3b5+77++msuu+wyFi1aBHT2uO3fv7/L3yP6N6NOzbTBSbxS/H0P9cBkE/EmXS9GJYSIdJKw9TMFBQXdnqh9Z+7cuYwYMYIlS5bw6KOP4vP5+OUvf8nMmTMZP358l79v0KBBvPXWWyxcuBCFQsFdd911VD19QhyOxdHZUxtr1LJofCZNNjcrShoYlBLNaWPSaXd4iDFofuIpQghxbGRIVHQbhULBu+++S1xcHDNmzGDu3LkMGDCAV199tVve95e//IW4uDimTJnCwoULmTdvHmPHju2Wd4n+w+sL8Nn2ei77ZzEXP1nMR1tq8QeCVLfaOXNsJkadmj/9bxcrdjb89MOEEOIYKYLBYLC3gxCHZ7VaiY2NxWKxEBMjK9GE6ElbK9u45t/fhJX93+LR3L50c1jZnGEpPHj+6J4LTAjRr0gPmxBCHEZ1q+PAwiBkJxjDimYPTemhiIQQ/ZHMYRNCiMPIiDMeUGbUq3nw/NG8t7GKvfUdnDUuk8kDE3shOiFEfyFDoicAGRIVovd4vH4+L2ngzbWVjM6NZ0haDOPz4oiN6lwVGgwGQ1vMCCFEd5EeNiGEOAytRsXMgmSqWxw8t6oMfyDIycNTueGUwSTHGiRZE0L0CJnDJoQQP2F3vY1nVpTiD3QOSCzfXs/myvbeDUoI0a9ID5sQIqLVtDn4bHs968pamFWYwqzCFBKij26T23bHgadltNvlBA0hRM+RhE0IEbG8vgDPfLGPj7bUAbCurBW728cl0wcc1XMGJJmI0qmxu30AKBWQn2Lq8niFEOJQZEhUCBGxGq0ulm2tCyt7e30VNufRHdSenRjFYxePY+GYDKYOTuKKWfl8sbOBRourK8MVQohDkh42IUTEMunUZMQZqG51hsoGp8ag16iO+llKpYK1pS3oNUq+3tMEwLCMWBaMzuiyeIUQ4lCkh00IEbFio7TcsXAYscbOMz7T4/RcNmMAGvXRf/W1dXhotLqobPl+I9166WETQvQQ6WETQkS0cQMSePEXRbTY3KSaDcSbjm7BwXdyEqOI1quxuXyhsqEZsV0VphBCHJZsnHsCkI1zhegbdlS38/b6Khqtbs6dmM3k/AS0xzC8KoQQR0uGRMVxyc3N5dFHHw0rGz16NPfccw8ACoWCJ598kgULFmAwGBgwYABvvPFGzwcqxDFy+/w4PZ29asMyzdx51ggeu3gcM4YkS7ImhOgxkrD1M85PlmO5736cnyzvsXfeddddnHPOOWzZsoUlS5awePFiSkpKeuz9QhyrjeWt3PTfjVz5rzUs21IbStzkdAMhRE+ThK0fcX6ynNbLr6Dj6X/SevkVPZa0nXfeeVx11VUMHjyY+++/n/Hjx/O3v/2tR94txLEqb+zgN//dwIbyVsoa7dzz1jY27W/r7bCEEP2UJGz9iGfNmsNed5eioqIDrqWHTfR1Va123L5AWNm+BlsvRSOE6O8kYetHtJMnH/b6WCiVSn68bsXrPbpNSYXoi5Jj9Px45DMjztA7wQgh+j1J2PoRwyknE//cs5h+fg3xzz2L4ZSTj/uZSUlJ1NV9v5O81WqlvLw8rM6aH/XkrVmzhsLCwuN+txDdaWBKNPecPYIYgwa1SsHF03IZkxvf22EJIfop2YetnzGccnKXJGrfOemkk3j++edZuHAhZrOZu+++G5UqfOXc66+/zvjx45k2bRovvfQS33zzDf/+97+7LAYhuoNapWTeyHTG5MTj9QdINRtQKWWxgRCid0jCJo7LHXfcQXl5OaeffjqxsbHcf//9B/Sw3XvvvSxdupRf/vKXpKWl8corrzB06NBeiliIo5Mcq+/tEIQQQjbOPRGcyBvnKhQK3n77bc4666zeDkWILuH0+NhQ3sq26nay4qOYmJ9AcowkdUKI7iU9bEKIE4LL40etUqBW9e7U2692N3HXG1tD16ePyeC20wplE10hRLeSRQdCiD6tw+Xlg43VXP3vtfz+zW3sqG7vtVh8vgCvrqkIK/vf5hpq2p29FJEQor+QHjbRrWTEXRyvtaUtPPDuDgD21tvYtL+VZ6+ZTKq557fYUCoVpJkNbK+2hMoMWhU6tfz2FUJ0L0nYhBB92rqylrDrVruH6lZHjyVsLq+Pjfvb2FltIT3OwKLxWawtbcHq9KJUwC2nDiU9ztgjsQgh+i9J2IQQfdrglOiwa61aSUK0rsfev3pPM//vtS2h67PGZ/LMVROpaXOSYNIxINnUY7EIIfov6ccXQvRpUwYnsmBUGgoFxBo13HvOSHITo3rk3T5/gKXF4XPW3t1QjT8ARYOSGJwW0+uLIIQQ/YP0sAkh+rRUs5E7Fg7j0hkDMGpUJMf23Nw1pUJBSqweqr4v02tUaGXOmhCih8m3jhCiz9NqVOQmmno0WYPORQYXTM4hWt/521ahgDvPGsbeehtLi/ezdl8zLq+vR2MSQvRPsnHuCeBE3jhXiBPV3noru+usmHRq0uOMNNvcJMVqWbGjkX+vLAvVu++cEZwyMr0XIxVC9AcyJCqEED9SUmPhuufX4fD4AZiUn8C9547E4fbx4lfhR689/2UZ0wqSMerk61QI0X1kSPQwHnroISZMmEB0dDTJycmcddZZ7N69O6zOrFmzUCgUYX9+8YtfhNWprKzktNNOw2g0kpyczK233orPJ8MoQvRV68paQskadO4FV9pgQ61Uov/RiQYxeg2y7kAI0d3ka+YwVq5cyXXXXceaNWtYvnw5Xq+XU045BbvdHlbv6quvpq6uLvTnj3/8Y+ie3+/ntNNOw+PxsHr1al544QWef/557r777p5ujhDiCCmVigPLFAqSY/X8ZkFhqEyjUnDl7IHoNNK7JoToXvItcxjLli0Lu37++edJTk5mw4YNzJgxI1RuNBpJTU096DM++eQTdu7cyaeffkpKSgqjR4/m/vvv5/bbb+eee+5Bq9V2axuEEAfyB4Lsb+6g3e4lK95wwGKGSQMSeNGgwer0AjB7aAr5KZ37rZ08PJXcRCP1VhdZCUYGpci8UiFE95OE7ShYLJ3H0cTHx4eVv/TSS/z3v/8lNTWVhQsXctddd2E0du58XlxczIgRI0hJSQnVnzdvHtdeey07duxgzJgxB7zH7XbjdrtD11artTuaI0S/tXxbHQ+8ux2fP0hyrI5HFo+hID02dH9QWgz/vGoie+psGLUqhmbEEmPo/HGlUSsZmmlmaG8FL4TolyRhO0KBQIBf//rXTJ06leHDh4fKL7zwQnJyckhPT2fr1q3cfvvt7N69m7feeguA+vr6sGQNCF3X19cf9F0PPfQQ9957bze1RIj+rabVwf99sBOfv3OBfKPFzTsbqrn9BwkbQG6iidxEOcVACNE3SMJ2hK677jq2b9/OV199FVZ+zTXXhP4+YsQI0tLSmDNnDqWlpeTn5x/Tu+644w5uuumm0LXVaiUrK+vYAhdChHF4/Dh/sKAAYH+TnWAwiEJx4Nw1IYToC2TRwRG4/vrr+eCDD/jiiy/IzMw8bN1JkyYBsG/fPgBSU1NpaGgIq/Pd9aHmvel0OmJiYsL+CCG6RmacgekFSWFlZ0/IkmRNCNGnSQ/bYQSDQW644QbefvttVqxYQV5e3k9+ZvPmzQCkpaUBUFRUxIMPPkhjYyPJyckALF++nJiYGIYOlVkwQnQ3u9vH2n3NrC1tZmByNFMLkvj1/CFMGJBAeVMHkwYmMnFAQm+HKYQQhyUnHRzGL3/5S15++WXeffddCgoKQuWxsbEYDAZKS0t5+eWXOfXUU0lISGDr1q385je/ITMzk5UrVwKd23qMHj2a9PR0/vjHP1JfX8/FF1/MVVddxR/+8IcjikNOOhDi2H20pZZ739oWuj5pWAp3LxqOXrbiEEKcQCRhO4xDDZE899xzXHbZZVRVVXHRRRexfft27HY7WVlZLFq0iDvvvDMssaqoqODaa69lxYoVREVFcemll/Lwww+jVh/Z/2FIwibEsfH5Avz82bXsqAlfaf3ydVMYkBzdS1EJIcTRk5+Yh/FTuWxWVlaoJ+1wcnJy+PDDD7sqLCHEEVKpFOQmmcISNpNejUGrOsynhBCi75FFB0KIiKVQKDhvYjZJMTqg82SC3y4cSprZ2MuRCSHE0ZEh0ROADIkKcXwaLE5qWp3EmbTkJEQd9Oipo9Hh8lLV4kCvVXXJ84QQ4qfIkKgQIuKlxBpI+dHxU8eqrs3BI/8rYfXeZtQqBTfOK+DMcVlo1TJgIYToPvINI4QQR2FtWQur9zYD4PMH+ctHuyhrtPVyVEKISCcJmxBCHIX6dlfYdTAI7Q5vL0UjhOgvJGETQoijMCYnLuw60aQlJzGql6IRQvQXModNCCGOwpicOB6+YDTvb6rGpNOQmxRFdYudNHPXzJETQoiDkYRNCCGOkN3lY3NlG3vqrdS0Oelw2fh4Wx0mvZoXfzGF9DhJ2oQQ3UMSNiGEOEKf76znpdX7SY7Rs7/JHirvcPlotrkkYRNCdBuZwyaEEN8KBoNUNtvZtL+VRmv44oIOl5cXvyynptXBwBRT2L3kGJ0MiQohupX0sAkhxLe+3N3IXW9sxe0NkByj4/8Wj6EwIxYAry/AaWPSsTo7V4SeNymbr3Y3kZ8SxRUzB5IUo+/N0IUQEU4SNiGEABotTv7w7g7c3kDntdXN0jUV3L1oBFanh8c+2c2yLXUAjM+LJylGx28XDmVsbjwa2TRXCNHN5FtGCCEAh8d/wH5qpY02fP4AO6stoWQNYH15KxMHJDAuT5I1IUTPkG8aIYQA0swGThmeGlZ23sRsdBoVHW7fAfX9wSBqlXyFCiF6hgyJCiEEoNOo+MXcwQzPMrOz1sLUQUlMHpgIwODUGKJ0auzfJm56jYrBaTG9Ga4Qop9RBIPBYG8HIQ7ParUSGxuLxWIhJkb+T0KI3lBSY2H13ib8gSBTBicxPNPc2yEJIfoR6WETQogf8PoC7Km3UtfuJDM+isGp0SiVCgozYkMrRoUQoqdJwiaEED/wRUkDd7+xFQCVUsEfF49hakFSL0clhOjvZMasEEJ8q8Xm5tGPdoWu/YEgT362B7vLe5hPCSFE95OETQghvuUPBnH5/GFldrefgMz0FUL0MknYhBDiW8kxeq6aNTCs7KrZ+UQbNL0UkRBCdJI5bEKIfq/B4qKqxU6cScvpo9PJTjBS2+4kOyGKUdnm3g5PCCEkYRNC9G+7ai3c+sommqxu1CoFd581nFNGpvd2WEIIEUaGRIUQ/dob31TSZHUD4PMHefiDndS2OXo5KiGECCcJmxCi3/L5A1Q2hydnDrcfp8d/iE8IIUTvkIRNCNFvqVVKzpmYFVY2uzCFjDjDAXXLGm18tbuRvfVWArJsVAjRw+RoqhOAHE0lRPdxuH2sK2thbWkLA5JNTBmUSHqcMazO13sauePVLXh8AVRKBQ+dP4oZhSm9FLEQoj+ShO0EIAmbEL1n0/5W/vLRLvbW20JlybE6nru6iGabi3aHl+xEI2lm42GeIoQQx0dWiQohxCE0WV3srG5nUn4CHS4vde0uADRKJZ/vbOCvH5UQCEJCtJY/XziWIely1qgQonvIHDYhhDiE3XVW3tlYw+trKxmTE8+swmQArpqVz98+2R06AaHF5uGDTTW9GKkQItJJD5sQQhxEdauDu9/cisPduWL0wy21XD07n4kD4slMMOLxBcLq17Q5eyNMIUQ/IT1sQghxEI0WVyhZ+055k505w1PJT45mxpCksHtnjcvsyfCEEP2M9LAJIcRBpJkNxBg0WJ3eUFnRwERijToAfj2/kKmDk6hpdTImN46xufG9FaoQoh+QVaInAFklKkTv2FLRxj+W76Gq1cH5k7M5Y2wm8abOhM0fCFLX7kSjUpASe+C+bUII0ZUkYTsBSMImRO9xenw4Pf5QogbQbvewoqSBqlYHwSCMyjZTNDARrUbVi5EKISKZDIkKIcRhGLRqDNrwr8pdtRbe21jDzhoLAB9v1XL/uaMYmyfDokKI7iGLDoQQ4ijVW1yhZA2gpcPD9up2auTQeCFEN5GETQghjpJec+BXZ7vDw78+34fHKwfHCyG6niRsQghxlMbkxFOY8f180lijBoCPt9XRYHX1VlhCiAgmc9iEEOIopZgNPHDuKJZvr8Pi8OIPBnl9bSUpsXqidJreDk8IEYEkYRNCiCNQ3tTBzmoLGpWC4VlmMuKNTMpP5P+9tpm6dhfRejV3nDGMeJO2t0MVQkQg2dbjBCDbegjRu/bUWbnxxfW0OTo30R2YbOLPF40lJdZAs81FfbuLBJOWtDhjL0cqhIhU0sMmhBCHEQgEWbOvOZSsAeQmm/h6TxOBIAxJi2FYZiwKhaIXoxRCRDpJ2IQQ4jBq2520Ozyh64kDEmjtcPPHD0oAUCkV/O3S8XI0lRCiW8kqUSFEv+MPBGmwOMPOCT0cnz9IaqwegGFZsWzc3xb2rBU7G7olTiGE+I70sAkh+pVGq4tXVu/nzXVVZMQZuPW0oYc9oSAjzkBKjJ7JgxIxalXkJ5sOqKNVy29fIUT3km8ZIUS/smpXI68UV+DxBShvsnP70k3UtjkPWV+hUHDW+CxOGppCfnI0Hm+AeSPSQvdjDBqGZ5l7IHIhRH8mPWxCiH5lY3lr2LXN5aPJ6iI9znDIz0Tp1UzMTwSgeG8T9RYnF03NxRcIEggEMenkq1QI0b2kh00I0a9MGpgQdh0XpSXVrA8rc/v8VLXYae3w8GPDM81MyE/g1TUVfLi5huFZsXj9AcqbOpBdkoQQ3UX2YTsByD5sQnSdFpubdzdU8cY3VWQnGrlubgEjss2h+9Utdp78bC+f7Wgg3azn/505nPEDwpO8QCBITZuD+nYX/++1zdhcPrRqJQ+eN4rpQ5J7uEVCiP5AErYTgCRsQnS9tg43eq0KgzZ8OPPZFfv45xeloespgxI5dVQ6ZU0dDEg2MS4vnrgoHW6fn1tf3sQ3pS2hugkmLf+5dgrxJl2PtUMI0T/IxAshRL8Ud4ikal1ZKzqNkvF5CfgDQXKTorjzja2h+1fNyufKWfm02twHLFZod3hxevzdGrcQon+SOWxCCPEDZ47P4PxJOVS22MlPNvHZjvA91v7zVTnbqtq5+eWNzBiSFHbvnAlZpMSGz4cTQoiuID1sQgjxA3qNmv98VQ7A7jorZqOGBosrdH9QWjTvb6ymrNFOrEHLxdPyqLc4GZsTz7SCJNQq+R0shOh68s0ihBA/UNFsD/194/5WZg9NQfftxrgqpYJzJmRR1thZZ1NFG//9upwNZa2MzDaTFCO9a0KI7iE9bEII8QOZ8cbQ3wNBeKW4gkd+Noav9jaRl2RiXWkLY/Pi2VFjASAYhMKMWNLNh97HTQghjpckbEKIfs/t9dFm92KO0jA2N47LZwzgv1+XE6VTc8tphZj0ar7Y0YA1z8uyrXWMyjZzyfQ89jd2MCzLzMwhyRhk81whRDeSIdHDeOihh5gwYQLR0dEkJydz1llnsXv37rA6LpeL6667joSEBEwmE+eccw4NDeGTlCsrKznttNMwGo0kJydz66234vP5erIpQohDKG2wccerWzjnsS/53Wtbae3wcPXsgbx2wzT++8upzBmWil6r4uzxWeyuswKwpbKdVpubVLOBpasreOi9Heyobu/dhgghIpokbIexcuVKrrvuOtasWcPy5cvxer2ccsop2O3fz3H5zW9+w/vvv8/rr7/OypUrqa2t5eyzzw7d9/v9nHbaaXg8HlavXs0LL7zA888/z913390bTRKi39hVa+H5VWU8u7KUnTXtB63j9vp5+rO9rN7bjD8Q5Os9Tfzri334/AHS4owkRuv4cncjlz29hrKmDibld26gmxqrx6TX8NraStocHrZUtnPXG1tp7XD3YAuFEP2JbJx7FJqamkhOTmblypXMmDEDi8VCUlISL7/8Mueeey4Au3btorCwkOLiYiZPnsxHH33E6aefTm1tLSkpKQA89dRT3H777TQ1NaHVan/yvbJxrhBHp7yxg6v/vZYOV2dPtlGr4umrJjIoJfzfT4PFxQV/+wqX9/u904xaFa/eMI2kGD3NNjeXPLU6dETVglHpGLRKhmeaeXVNZajH7TuPXjyWyQPDt/oQQoiuID1sR8Fi6ZxkHB8fD8CGDRvwer3MnTs3VGfIkCFkZ2dTXFwMQHFxMSNGjAglawDz5s3DarWyY8eOg77H7XZjtVrD/gghjtyeelsoWQNwePzsqbUdUC/OqGFqQWJY2bSCZMzGzh9SLq8fi8MbuvfRllrMRi3Pf1nGkPTw5C8jzkDdjzbSFUKIriIJ2xEKBAL8+te/ZurUqQwfPhyA+vp6tFotZrM5rG5KSgr19fWhOj9M1r67/929g3nooYeIjY0N/cnKyuri1ggR2Yxa1QFlUQdZFKDVqLhq1kDmj0ojxqBhwag0rpg5AM2323ikxupZND4z7DP5ySYqmx14fAHmjUgjSqdmRFYsvzx5EDqNikBABi2EEF1PljUdoeuuu47t27fz1Vdfdfu77rjjDm666abQtdVqlaRNiKMwNDOW2YUpfFHSuQBoUn4CmQnGg9bNSzLxuzOGY3F6MRs1YRvfqlVKzhqXidmoZX+TnbQ4A40WFxMGxPPRllrS4wzMKkwmPyWaB97ZgccXwGzUMmWwDIsKIbqWJGxH4Prrr+eDDz5g1apVZGZ+/2s7NTUVj8dDe3t7WC9bQ0MDqampoTrffPNN2PO+W0X6XZ0f0+l06HRyeLQQx0qtUKDTKLlwSg4A+xo6WFHSwMCU6IPW16iVJEYf/N/c3gYbz60qI9aooW2nh2AQ/t+ZQ0mJNVDVasccpeWb0pbQGaL//GIfY3LjDjhUXgghjocMiR5GMBjk+uuv5+233+bzzz8nLy8v7P64cePQaDR89tlnobLdu3dTWVlJUVERAEVFRWzbto3GxsZQneXLlxMTE8PQoUN7piFC9DONNhfLttbx8uoKXl5dwTelLawsacTrCwBQ3epg1a5Gtla24fIefosdq9OHPxCktaMzWQMoa7Tz1e5GpgxM5P0NNazZ1xyq7/L6ZVhUCNHl5CfgYVx33XW8/PLLvPvuu0RHR4fmnMXGxmIwGIiNjeXKK6/kpptuIj4+npiYGG644QaKioqYPHkyAKeccgpDhw7l4osv5o9//CP19fXceeedXHfdddKLJkQ3SYzWkZ1gpLLFESqbMSQJjVpJSY2FG/+zAauzczHBdScP4mdFuYc8A3RAkokYgyZUX6tWolEpMerUaNRKzp+czTMrSkP1r5qZT5Re042tE0L0R7Ktx2EoFIqDlj/33HNcdtllQOfGuTfffDOvvPIKbrebefPm8Y9//CNsuLOiooJrr72WFStWEBUVxaWXXsrDDz+MWn1k+bJs6yHE0dtZbeGxT3axu9bGglHpXDwtl/Q4I3/+305e/6YqVE+lVPCfa6cwINl00Oe0291s2t/G+vJWgsEgwzPNbNzfQpRew5vrqhiZZWZWYQqNVhcFaTHMGJKMTnPgogchhDgekrCdACRhE+LYOD0+bC4f8VHaUA/a717bzGc7wk8jeeEXRRSkxRAIBPEFAmjV3ydcy7bU8tB7O7jp1CG0dXiobXcyIsvMg++Gb8tz8bQ8lm2p5cVfTCHO9NP7KwohxNGI6CFRp9MZSnKMxoOvEBNCRC6DVn3A5P+FYzP4fGdDaD7a7KEpZMcb2V1r5dW1FZQ22jh3QjazClMw6dW8u6GaOcNSeXZlGQ0WF2ajhgTTgdMZPL4ATq8fXzDQE00TQvQzEZWw+f1+PvjgA1555RW+/PLLsH3OUlNTmT59OhdeeCGnnXYaKpUMWQjRH43PS+CJS8dTUmslwaRjTG48HW4fty3dRIPFBcCD7+5Ar1Fx8og0BqdFA4rQPafHT5rZEPZMtUqBVq3kyln5JEXre7pJQoh+IGJWiT7zzDPk5+dz9tln89prr1FXV0cwGAz9qaur47XXXmPRokUMHDiQZ599trdDFkL0ArVKydi8BJZMzWP+qHRSYvXUtDlDCdl3vt7TBMDCMZlE69WolJ1zWt2+AApFkF/MGURhegxjc+O47bRC9BolBSnRcp6oEKJbRMwcNqWyM/ccPnw4p59+OhMnTiQnJ4eYmBisVisVFRV88803fPDBB2zfvh2FQoHf7/+Jp/YNModNiO5V0WznkidX4/Z9P5x54/wCflaUC0CLzc2KkgYe/3g3bl+A+SNTMOo0lDZ04PMH2VFjYVhGLHqtivQ4AzctGCL7sAkhulTEJGyXXXYZN998MyNGjPjJulu3buXPf/4zL7zwQg9EdvwkYROiewWDQVaWNPKH93ZgdXqZXZjCDfMGkx5nDKtT1erA4faRFW+kxe7hxS/L+HxnA4XpsYzIMvP8qjIAnrtmMoUZsb3VHCFEBIqYhC2SScImRM9osDixu/1kxOnRaX66h8znD/DBphre21jDzhpLqPz5n09mSLokbEKIrhPRffZ2u52tW7eiUqmYOHFib4cjhOjjUmINP13pB9QqJfnJJkobbaGys8dnkpsU1dWhCSH6uYjtYXvggQd4+OGHcTqdTJo0iV//+tf89re/5YEHHuDCCy/s7fCOivSwCXHkGixOyho7MOk1DEwxdclcsuoWO7vrrBh1atocHuwuH8MyzQz9dthzb4OV0voOYgwahmXGEmuUfdiEEF0rInvYnnrqKe6+++6wsjlz5lBVVcXSpUtPuIRNCHFkyhpt3PLyJmrbnABcPnMAl00fcFwnD+ystnDHa5tpsLhQKRVcNDWX9zfVYHf5ePLyCQzNNDMoJYZBKfJjSgjRfSJmW48fevzxx1EqlTz66KOhsoSEBDIyMtiyZUvvBSaE6FZf7W4OJWsAz60so6yx47ie+b/NNaEtP/yBIEvXVHDS0FTcvgBbq9qP69lCCHGkIjJhKy0tZdiwYfzqV78KK4+Pj6ehoeEQnxJCnOgsDs8BZU7v0W3f02Bx8tn2Oj7cXENNq4PqVkfYfbc3gFrVuSebXqMiGAzS1uHGfZTvEUKIoxGRQ6KxsbHU1tbicn2/EWZ7ezt79uwhNlZWbgkRqaYMTuSV4v0Evp2ZOzQjhryjWADQYnNz9xtb2VLZDoDZqOHG+QWsLW0J1RmVbaa0wUZmvJEBySbe21jD1so22hwerpk9UFaHCiG6RUQmbDNnzuStt95i0qRJQGeP28SJE3E6nZx++um9HJ0QoruMzonnicsmsLmiDXOUlvF58cRFHXju56HsbbCFkjWAdocXry/A/eeOZM2+ZjLjjZ2HxAeDRGnV/HbpZlrtHnISo5hVmMxdr2/hn1dNJi5KFh0IIbpWRCZsDzzwAMuXL2fbtm0oFAqam5tpamoiNjaWe+65p7fDE0J0E5VSwZjceMbkxh/T5xUHKdvfbGddWSv/t3h0aCPdtg43lz29hlZ75xBsRbOdZpsbg05Ng9UpCZsQostFZMJWUFDA+vXrefDBB1m3bh0AEyZM4I477mDw4MG9HJ0Qoq8alBbNhAHxrCtrBSD+28Rrb72NbVXtNFndNFldJMfqabB2TrnITjAyd3ga1a12JuQlQERulCSE6G0Ruw9bJJF92IToOU1WF2v3NVPa2IHXH+SdDVWYjVrOmZDF05/vA2BUdiwmvZav9zRx5ax8/r2iNPT5grRoHr143FENxQohxE+JyB62F1988bD3L7nkkh6KRAhxokmK0TMxP4HnvywPrRCdVZjM81+WhepsqbRw3cmDGZsbx65aa9jnd9fZqGx2SMImhOhSEdnDplQqUSgONhsFFAoFPp+vhyM6PtLDJkT3cnv9tHa4iTFoiNJrANjf1ME3pS3YXF7G5MRzw4vr8Qe+/7oclW3m75dO4OXV5Tz52b5QuUqp4IWfFzEwNbrH2yGEiFwR2cMGEIF5qBCiG+xv6uCpz/ayclcjwzJiufnUQgozYslNMpGbZAI6D3m/sCiH/3y9P/S5i6bmoVErmVGYwrJtdZQ32lEq4IZTCuQsUSFEl4vIHrYfs1qtvPbaa1x//fW88847zJ8/v7dDOirSwyZE9/AHgvzpfzt5e311qGxwajRPXDaBaIOGRouTLZXttDs8DEmLodXuocnqZkCyiRFZZjTqzr3HWzvc7G+2Y9KrGZBkQq2KyD3JhRC9qF8kbN856aSTaG9vZ+PGjb0dylGRhE2I7mFzernkqWLq2p1h5a//ahoJJh0PvLOdz3d2no6iUip47OJxjB+Q0BuhCiH6uYgcEq2srAy79vv97Nmzh82bN+N2u3spKiFEX2PSq5kzLIX//mCoc2xuHAkmHRXN9lCyBp29cZ9sq5OETQjRKyIyYcvLyzvkvTFjxvRgJEKIvkyhULBofBY+f5BPttcxPi+eS6cPwKhTo1YpUCjgh2MQUbqI/MoUQpwAIvLb51CjvNnZ2fzjH//o4WiEEH1ZRryRX80r4NIZAzDp1KF5abmJJi6ZnscLq8qBzt64k0ek9WaoQoh+LCLnsK1cuTLsWqFQkJyczKBBg1CpVL0U1bGTOWxCdLK7fKwvb2HD/lYGJJmYPDCRVLOh+97n9rG71orF6WVAsomcRFn9eSgBlwuFSoVCo+ntUISISBGZsEUaSdiE6LRsay33vLktdD1/ZBp3nDkMnfrE+yEWKQIOB66PP6HjqadRpqYQfd0v0U2c2NthCRFxImZI9L777jviunfffXc3RiKE6A5eX4BXiyvCypZtrePSGQPI+3a/tN7k8wf65XYenuI1tF1/Q+fF9u14VheT9NGHaAbm925gQkSYiEnY7rnnnkOebvBjkrAJceJRKRVkJRgp+cFRUCa9Gr2ma3vX2u0evt7TxLryFkZmmZlWkExyjP6Q9RstLlbuamRLRStZCVGcOjqdrIT+M3Tq2bYt7DrocODbXy4JmxBdLGIStuzs7CNO2IQQJx6lUsHiyTl8U9pCu8OLSqngttMLSeviOWz/21LD3z7eA8CyLXXsb7Lzq3kFh+w921DewraqdixOL1kKeGd9FT8/aRDaLk4k+yp1bk54gUKBKiW1d4IRIoLJHLYTgMxhE+J7de0OqlscxJt05CaZUCm77oeaxeHhkqeKabC4QmUqpYLXfzWN9DjjAfUrmju4/vn1NNm+39/x8pkDWDgm46D1I5G/sRHb357A/sILKKKiMN9/H4Yzz5DFB0J0sYjpYRNC9A9pZiNp5u5JhvQaFdkJxrCELSVWh/FH+6853T5W723C6Q2EJWsADRYX0fr+k6yokpOJvftOTJdfCjo96oz03g5JiIgUsQnbk08+ydKlS6mtrcXv94fKFQoFpaWlvRiZEKKv0mlUXDN7IHvqN2FxeDFqVdyxcBgrSxrZWtnGmNx4igYlsqGshUarm1a7G6UCAj8YpxiYbCLa0H8SNgCFRoN6wIDeDkOIiBaRQ6KPPfYYN910E3DgJroKhSIsgTsRyJCoED2rrt1JXbuT1Bg9726s4YUvy0L3bj2tkJJaKykxej7cUsvc4am8tqYCty/AxPx4bj99GBnx/WM4VAjRcyKyh+2ZZ54BYPr06axatYqkpCTS09OpqqrijDPO6OXohBB9XZrZQJrZQKPVxWtrw7cSeXNdJXOGpWLUqqlrd/LRllrOGJeJWqlg8sAESdaEEN0iIjcNKi0tJTk5mS+++AKA/Px81qxZg1KpZOjQob0cnRDiRKHXqA5YhWrQqhmTE0ecUc25E7Nos3v4YFMNsUYNgQB4fIFeilYIEckiMmEDyMjIQKFQoFaraWtrQ6fTER8fz2OPPdbboQkhThAxBg03LRiCUde5RUe0Xs31Jw9mbF4CqWYjNS12blowhAWj0nltTSW/eWkjq/c09XLUQohIFJFDoomJiTQ3NwOQnp7Onj17WLBgAXv27CE6OrqXoxNC9FX7mzpYu6+FdoeHCfkJjMqOY/yABF78xRQaLS5SYvVkxBtpt3uoanGQlWjiLx/twv+DVQf/+aocr8/PhPxEzFHaXmyNECKSRGQP2/Dhw6mqqqKyspJTTz2VYDDIJ598AsCcOXN6OTohRF/UbHPx21c389dlu3huVRnXP7+OLZVtAGTGGxmbFx+an7ZyVyMWlxeFAjQ/2lBXp1HxUnEFxXulp00I0XUiMmH717/+xcaNG4mLi+NPf/oTV155JcOGDePCCy/kqaee6u3whBB9UHmjnf1N9tB1IAjry1oPWveTrbXYnB7SzAYumJwdKteqlYwfEM+uWitf723u9piFEP1HRA6J2u12Ro0aFbr+17/+1YvRCCFOBAbdgUdJxUUduJ/a3noro3Li2FljZc2+/cwbkcrvFw2ntLGDQBCWfntA/cgsc3eHLIToRyKyh62wsJCpU6fyz3/+E4vF0tvhCCFOAPnJJi6bkRe6HpAcxcT8xAPqvbmuiiHpMQxMMQHw8bZ6/vLRLqINGj7dVkeHy8vCsRlMH5LcY7ELISJfRG6cq1R25qEKhQKdTseZZ57JpZdeyrx5807IA+Jl41wheobT46OssQOHx8+ApCgSovUH1LnhhfWcPDyVRpuLujYny7bWkRar54pZA0g3R2E2asiIN6JRR+TvYSFEL4nIhO3zzz/n1Vdf5a233qKlpQXoTN5SU1O5+OKLefjhh3s5wqMjCZsQ3cfp8VG8t5n3NlaTm2jitDHpDEo99L+zFTsb2FrVRjAIX+9p4urZA/l8Zz1f7m7C5w/yq1MK+NmUnBPyx6EQou+KyITtO36/n08//ZRXX32Vd955h/b2djmaSggRZtWuRm57ZVPoOj1Ozz+vnExitO6g9V1eH5vK23B6/Xj9Ad7dUM3G/W2h+zq1kpeum0qmnHgghOhCEbno4DterxebzYbNZsPtdvd2OEKIPqK1w82uWisKBXy5uzHsXm2bi6pm+yETNr1GTdHgJAAaLU5eX1sZdt8fDGJ3+boncCFEvxWRCdv777/P0qVLef/997HbO5fpB4NBBgwYwCWXXNLL0QkhelOb3c2D7+7g6z1N6DUqzhqXGXZfrVIQc5DVoQdT2+6iaFASO2osfDdWsWhcJoGgHE8lhOhaEZmwnXnmmSgUCoLBIDExMZx33nlceumlTJs2rbdDE0L0sj11Nr7+9vgol9eP0+tnbG4cG/e3odMoue20oeQmmo7oWYnROpZvr+XiaXm4vH60KiVmowaXnCcqhOhiEZmwKRQKTj75ZC699FIWLVqEXn/gSi8hRP/k84cnU+9uqObB80byq3lD0KoUZCQYUSmPbMFAIBDg8hn5PLF8L802FzMLU8hKMNLW4emO0IUQ/VhEJmxVVVWkp6f3dhhCiD5oUFrnHmr7GjoAMOnVpJkNlNRaeHn1fjLiDFwxM5+R2XGHfU55Ywd3v7mVKYMSWTAqlayEKOrbXTz12T6uO3kQdrePKF1EfsUKIXpBxK4S3bJlC//3f//Htm3bABgxYgS33XYbo0eP7t3AjoGsEhWia9W0Otha1Y7H52doZiw1LQ5+++qW0H2TXs0LPy8KnR36Qz5/gAaLk7fXV/Pfr/dz4ZQcWjs8LNtah0IBpwxPo8nm4vzJOcwqTOnJZgkhIlhE/vx78803Wbx4MYFAgO/y0Z07d/L666+zdOlSzjnnnF6OUAjRmzLijWHJ2Psba8Lud7h81Lc7qW1zUNvuIivewPBMMxanl+dXlbGjuh3jt71nwSAMSDbxs6IcANaVtbCvoYPBqTGSsAkhukxEJmy//e1v8fv9mM1mZs+eDcCKFStoa2vjjjvukIRNCBFmUEp02HVclIbSxg7+8tGuUNn/XTAKXyCISqVgYn4COo2KjfvbUCigze7htbWV+APfD1jkJR/ZwgUhhDgSETkkajAY0Ov17Nq1i5SUzl+4jY2NFBQU4Ha7cTgcvRzh0ZEhUSG6V5PVxYtflfHWumpijRruPWcEv3ttK1anFwCFAm44pYAnlu8JJWXXzR2ETqOivKkDtRJijDpeX1tJh8vLvJFpXHPSQNLMsnmuEKJrRGQP2/jx42lubg4lawDJycmkpqaSmprai5EJIfqipBg9N84bwuLJueg0KhSKziTtO0MzYllZ0hDWg7apoo2Wjs4Nua+ePZCKZjvXnzwYk0HN7horzTaPJGxCiC4TkQnbbbfdxvnnn8+dd97J4sWLAXj11Vepqanhscceo7Ly+53Js7OzeytMIUQfolYpw+a13XBKAQ+8sx0ApULBjzf68PoDKBQKdtVaWVfWyq5aCxlxRjbub6Xe4iInKYoRWeaea4AQIqJF5JCoSqU6onoKhQKfr+8fISNDokL0PLfXz84aC7VtTrISjHS4fNzy8ka+62T7+eyB5CRFcefrW1gyNY//fFUe9vm/XTKeCfkJvRC5ECISRWTCplQqj6jeiXIQvCRsQvQ+fyDIzpp2ypvsJEXrGZEVS02rnYpmJ1aXF7vLx3++LkepUHDmuExOHZVGXnL0Tz9YCCGOQEQOiX7xxRdd8pxVq1bxyCOPsGHDBurq6nj77bc566yzQvcvu+wyXnjhhbDPzJs3j2XLloWuW1tbueGGG3j//fdRKpWcc845PPbYY5hMsoJMiBOJSqkg0aTHbNSSHtd5GkKaOYonP9tHZryRbVXtzB6aQiAQZFtlGxd+u82HEEJ0hYhM2GbOnNklz7Hb7YwaNYorrriCs88++6B15s+fz3PPPRe61ul0YfeXLFlCXV0dy5cvx+v1cvnll3PNNdfw8ssvd0mMQoju5/b6+XBzLX/7ZDcef4AlU3JZXJRLXJSWX80rYEeVBavTy+c7GihMj2FsXgJlTR2MM+l++uFCCHEEjmzs8ASwcuXKLq+/YMECHnjgARYtWnTIOjqdLrT6NDU1lbi474+zKSkpYdmyZTzzzDNMmjSJadOm8be//Y2lS5dSW1t7VPEKIXrP7jor//fBThwePz5/kBe+LGdLZRsAA5Kj0WqUdLi8nDQ0GafXz7MrS6ludfZy1EKISBIxCdvs2bMZP348jz76KPv27TtonfLych5//HEmTJjASSed1CXvXbFiBcnJyRQUFHDttdfS0tISuldcXIzZbGb8+PGhsrlz56JUKlm7du0hn+l2u7FarWF/hBBda2tlG48t28U/lu9hZ43lsHUbra4DyyzflyVF61i9t4X3N9Wyo7rzWRlxhq4NWAjRr0XMkOjkyZNZs2YNmzZt4uabb8ZsNpOdnU10dDQdHR1UVlbS1tb5izgYDDJlypTjfuf8+fM5++yzycvLo7S0lP/3//4fCxYsoLi4GJVKRX19PcnJyWGfUavVxMfHU19ff8jnPvTQQ9x7773HHZ8Q4uBKai1c/8J6PL4AWfFGSmot3HRqIXlJB84tLW+00Wb3oFEp8Pq/X6Nl0qtZvacJnVqBzeXj8hkD+GBTDYFgkIVjMog1anqySUKICBcxCdvq1atZtmwZ//jHP1i2bBltbW2hBO07arWaBQsW8Mtf/pJ58+Yd9zu/2+MNOg+XHzlyJPn5+axYsYI5c+Yc83PvuOMObrrpptC11WolKyvruGIVQnxvT52NQDDI5TMHUNrQQbPNzYbyFpKj9UTpO78Wvb4AVa12nli+l21V7VwxM581+5pxewNMLUiiyerC5w/QYvegAJauqWDa4CSUCgWvfVPJwJRoBqXKqm4hRNeImIQNOnu85s+fj9VqZc2aNezduze0FcagQYMoKirq1m0xBgwYQGJiIvv27WPOnDmkpqbS2NgYVsfn89Ha2nrYExd0Ot0BixeEEF0nWq9mwah03t1QTWuHB4CdNRYSo/XMKkzB4vDw/Koy/MEga/Y14w8EefrzffxizkA2V7TR2uEmzWzg4fd3EgjCxdPycHr8LN/+fc95Uoy+t5onhIhAEZWwfScmJoZTTjmFU045pUffW11dTUtLC2lpaQAUFRXR3t7Ohg0bGDduHACff/45gUCASZMm9WhsQojvjcg2U9Pm4P1vk7XvfFPawqzCFLZVtfNKcQVjc8yMyjKzsaKzt7661cnOGitjc+PYUtke2kS3pMbCGWMz+HBLLVqVkutPGcyQdOldE0J0nYhM2DZv3syyZctCR1BlZ2czf/58Ro8efVTP6ejoCFvAUF5ezubNm4mPjyc+Pp57772Xc845h9TUVEpLS7ntttsYOHBgaLi1sLCQ+fPnc/XVV/PUU0/h9Xq5/vrrWbx4Menp6V3WXiHE0UmK1jNxQAJPq/bh+8G8tPzkzjls9d8uKNhY0c7vzx6BLxBke3U7VqeH204rxOX1E63//utzfXkrGe0GHr94HGlmI2my4EAI0cUi6qQDv9/PlVdeyX/+85+D3l+yZAnPPffcER9dtWLFCmbPnn1A+aWXXsqTTz7JWWedxaZNm2hvbyc9PZ1TTjmF+++/P+zQ+dbWVq6//vqwjXMff/zxo9o4V046EKLrBQJBPttRz8Pv78Tu9jFneArXzS1ApYQPN9fyzIpS/IEgOrWSa+cOJD0uCpUCHn5/J002N1fMzGdp8X4cns7TUi6amoteo2RifiIjs+N+4u1CCHF0Iiphu++++7jnnnsOeV+hUPD73/+eu+++u+eC6gKSsAnRferanDi8PjLiDOg1ar7e3cgf3tvB2ROy2VrZhkqpYN6INOaNSuexZbt4pbgCAINWxaLxmWTGG4nWa9hS0caybXWMz4vnipn5DE6Tf6tCiK4TMfuwAbz44ouoVCoef/xxampq8Pl8eL1eampqeOyxx1AoFAccJSWE6N/S4gzkJ0ej13QOceo0Klo6PPzri3002dzUtjnx+AMA1Fu+3wzX6fHz8uoKXF4/b66r4o11VXS4fKwoaeS1tZX4vv2MEEJ0hYhK2Kqqqhg0aBDXX389aWlpKJVKVCoVaWlp3HDDDQwePJiampreDlMI0YcNTotmwajOhUNljR0oFTA6p3OI87TRGWF1J+UnkJdoCp168J2v9zTRbHP3TMBCiH4hohYdJCcnU1ZWxkcffcSCBQvC7n344YeUlpYesJGtEEL8UIxBy28WDOH0MZm4fX4GpUSHtuhIidXx/84Yxq46C8kxeiblJ5IQpWVUtpnNFe2hZwzPjKWlw0WqWRYfCCG6RkQlbOeeey6PPfYYp59+OgaDgYSEBACam5txuVyhOkII4XT72LC/lR3VFrISjEwYkBBKzGIMWsblxYfqljd18O76KrZWWRiVbcbi8LKzxkqcUcuZ47O4YHIOCmB7tYVxeQlkxhtp7fD2UsuEEJEoohYddHR0cPrpp7Nq1aqD3p82bRoffvjhUa3Q7Atk0YEQXe/jrXX8/s2toetF4zO5aUEhGnX4TBG7y8stL29iU8X3w56Li3LocPoYnBZNZryRQDDIi1+Vk59sYmeNhSarm8cvGcvA1Ngea48QIrJFVMIGneeEvvPOO3z00UdUVVUBkJWVxfz58znrrLNQKk+8aXuSsAnRtTxeP9f8ey276myhMqUCXrl+GjmJUWF1SxtsLPnH6rCygrRo8pNNfLiljjPHZmLUKTHqNFS3ONBrVZiNGgrTY5g19NAnmgghxNGIqCFR6Ny6Y9GiRSxatKi3QxFC9FFKpYLkWENYwmbUqdH9qHfNHwgCQeKjtLTavz8VYVBqDB6fnytnDiDGoOGr3U2sK28lPkqLxx+gw+Xjd2cOw+7yEKXX9lSzhBAR7MTrbjoOd9xxB1deeWVvhyGE6GVqlZKLp+USpev8zapUwC2nFoYWCQSDQbZWtvHI/3Zyzb/X8bMpucRFdSZeQ9JimDIoAa1axdaqdt7bVMO0giQAWu0eOlw+xuTEYTZq2FZt7Z0GCiEiTsQNiR7OoEGDKCsrw+/393YoR0WGRIXoHtWtDiqb7SRG6xiQbEKt6vwNu7G8lS93N/JKcQU6tRKlUsGv5g1mf5ODqhY7Jw1N4eEPdpJo0jE8s/Nc0oVjM9hebSExWsewjFhWltQzZXAyc4en9XIrhRCRIKKGRD/55JPD3nc4HD0UiRDiRJAZbyQz3nhA+Zd7GtGolFwyPQ+r00uMQYPPH+DVNZ2nHGTGGdGolNRbXMweqqPB6uKPH5QwdXAi80ak8fb6KqJ0amIMmp5ukhAiQkVUD5tSqUShUBzyfjAYRKFQSA+bEOKwnvhkF1qNmn+vKA2V/awohyHpMSwtruCMsRnUW1y88GU5ABMHxHPGuEx0GhVbK9pQKBVkxhmYPTSVaEnahBBdIOIStp8iCZsQ4qfsrG7nlpc3hS00MOnVnD0uk4L0WO57ZxvpZgMXTM6hze7BFwjyxjeVeP0BZg1JYe7wVAYkRZEad2DvnRBCHIuIGhKNiYkhOTmZf/3rXwe9v2TJEurq6no4KiHEiSY7MYpYoyYsYYsxaKhsdZCZaMTtDVDeZGfpmgpOGZGG2+vnjLGZ1Lc7SY8z8Mj/djIg2cR1Jw9iQLL8yBJCHL+IStjGjRtHcXExU6dORa0+sGkGgxwTI4T4aSa9hl/NK+DWVzbh8wdRKRWcPiaD51aWctb4THQaJW5vgP1Ndjy+ADqNkoomO5sq2li+vR6AunYXE/MTyIyLQqtR9XKLhBAnuohK2K6//npGjhxJW1sbSUlJB9z/1a9+RWtray9EJoToi76b13owkwcm8q8rJ/FNWQsWh4c3vqlkTE4826rauXzGAJZtqaPV7iE1Vs+KnQ3Em3S0dHzfI6dSKmi0uLE4vSRJwiaEOE4RNYctUskcNiG6lt3l4+u9Tby1rooBySbOHJdJQdrB/211uLyUNthosLohGOTdjTVsrmhjzrAU5gxN4fFP9nDR1Dx0GiV//WgXNpcPgHMmZqEgyI3zDjzuSgghjpYkbCcASdiE6ForShr47dLNoevUWD3/umpS6PD3g3l+VSkOjx+PL8DS4gryk02cOiqNv3+6F5NOzRUz80mM1lHZ4sDt9ePy+jljbAYDU+XfrBDi+EXUkOh3TjrppEPeMxgMjB49mhtuuIHUVDnnT4j+qHhPU9h1vcVFVavjsAlbqtnA62sqWDQ+k58V5fDl7kaiDRpmFCSzclcjL6/ez9zhqQxNj0GjVrG0eD/1lgRJ2IQQXSIiE7YVK1Yccl5KMBhk2bJlPP/886xZs4asrKwejk4I0dvyUkxh1xqVArPx0Gd+ljba2Ftn5aRhqby2torsRCO3njYUtRJmFiYzMDWaVrubVLOBl4orGJltZnNlO22f7GZkdpxsoCuEOG4RObFixowZGI1GVCoVY8aMYcyYMahUKoxGI+PHj0en01FfX899993X26EKIXrB9MHJTB3cuTDJqFVx51nDyU2MOmT9NXtbUKuU/O2TPeypt/Hp9gbufH0L7U4fe+ttfLqtjtV7mvnrR7uoaXXg8QUAaLC4abK6eqRNQojIFpE9bIsXL2bjxo1s27aNgoICAHbt2sWECRO47LLLmD9/PqNGjfrJo6yEEJEpI97I/eeOpKbNgVGrJuMgx1P9kM8foNnmDiuzuXzo1Ep0GiUF6TF8ur2eNLOBM8dl8OK3JyCcMTadZpuL/JTobmuLEKJ/iMhFBzk5OURFRbFz586w8qFDh2K326moqGD+/Pl88cUXuN3uQzyl75BFB0L0ri0Vbazc1cDLqytCZSqlgrvPGo7V5cWk12BxeLA5vQSCChosTuJNWhKidQxJi2FMbnwvRi+EiAQR2cPW3NxMdXU1v/3tbznvvPMAePvtt9m1axdG4/e/pH/4dyGEOJSR2WYA2uxePt5aS5ROzZWz8vH4/bh9AVw2F0MzYtlQ3kplSwclNVZOHpFKi9XNoDHSuyaEOH4R2cN2wQUX8Prrrx+w8CAYDHL++efzwgsvkJmZycCBAykuLu6lKI+c9LAJ0Td4fQFq2x1oVEr8gSB6jYrPdzaQGW+g0eIiwaSjw+1Dr1GhUysZnRNHlF4WHAghjl9E9rA9/fTT+Hw+3n777bDys88+m6eeeoqmpibuvPNORowY0UsRCiH6qiari80VbbQ7PAxOjWF4lhmVsvPHn0atJCfx+xWmHq+fGIOGDpcXlVLJi1+Xo1YqmF6QTIJJy65aK+MGJPRWU4QQESQie9i+U1ZWxo4dOwAYPnw4eXl5vRzRsZEeNiF6htPt46H3d/DJts7zQJUKePTicUzMTzxo/fp2Jx9triE9PoryJhsN7S40GiUZZiOxUWo+3dbAn5eMQaeJyN/GQogeFNHfIkqlEo+n82y/Q+3LJoQQ36locYSSNYBAED7YVENKrJ74KB3RP9pPLd6kw+ryUl/eSiAYZExePF5fAINWxT+W7yE9zsi++g6GZZl7uCVCiEgTkQlbIBDgF7/4Bc8++yzfdSAqFAquuuoqnnzySUnehBAHpVEpUCo6E7UfuuGFDZiNGq6Ymc/gtGhSYw1srWqnucPF6Jx47G4fVS0OKprsqFUKivc202r3sGhCNnvqbZKwCSGOW0RunPuXv/yFZ555hkAgQDAYJBgMEggE+Ne//sVf/vKX3g5PCNFH5SRGceWs/NB1lE5NZnwUjVYXe+ptfLCphudWlrK1spXnV5Xxx/dLWFfWQma8gQaLk5JaC4EgTBmcyI3zC/hgUzUpsYc+7koIIY5URCZszz77LAqFghtvvJG1a9eydu1abrzxRoLBIM8++2xvhyeE6KPUKiUXTM7lzrOGcf0pgzhtTDovrS4P3S9r6sAXCFLWaGfNvmasTi9NVjeNVjdxUVpOGZFGZryBiiY7b6+rZsmUPLx+P06PrxdbJYSIBBE5JFpWVsagQYP461//GiqbMGECH374IaWlpb0YmRCir2uyuXjovZ0MSY/BqFHh9gZC9yYMSGBjeSvj8jpXfmbGG0mLM6BVKTFo1TzyvxJmFCQxaWACs4eloARuX7qFRy8ex+SBB1+4IIQQRyIiEza9Xk9zczM2m43o6M5NK61WK83NzRgMhl6OTgjRl3l8AfyBIDuqLZw7MZuMBCPbq9oZmR2H1eFl0fgshqRFc2FRDt5AkNfXVpKdYMCoVXHR1Fxc3gCtdi9xUVoeXbYHgOoWBwzs5YYJIU5oEZmwTZo0iU8//ZRRo0Zx6qmnAvDhhx/S3t7OySef3MvRCSH6sux4I3OGpfDZjgbe+KaSlFg9D543ikarizaHh5oWBxaHl6LBSdzwwnoA6trd5CYaSY8zEAiCUqnguVWl1LU7gc6eOCGEOB4RuQ/bV199xUknnYTP5wutCA0Gg2g0Gr744gumTJnSyxEeHdmHTYgj5/H6qWhxoFBATkIUGvXRT9VtsLjYtL+VeouTvCQTqbE6fvHcepweP9B5jug9Z4/krje2ADC9IIk5w1L579flODx+Th2VzgebavD4Alxz0kDmjUjDoIvI38dCiB4Skd8g06ZN45NPPuH3v/8969d3/gKeMGEC99577wmXrAkhjpzF4eHZlaW8trYSgMWTc7hs5gBiDdrDfs7nD6BUKFB+e6JBSqz+2yHNXbQ7vFw0NTeUrAH4A0G8Pj/JMXoarS6+3N1EbmIUPz9pIBaHF4NWxW/PKESJklSzXpI1IcRxi9hvkVmzZrFy5creDkMI0YO2Vbfz6prK0PUrxRVMzE+gaFDSQet7fQHWljbzSnEFUTo1PyvKYUxuPK0dbh58bzvtDi8ABxuGKGvu4LLpeVS2OGiyuYgxamju8FDT6sDh8TM2N47Ve+pJitFz7dzB3dFcIUQ/EjEJ26pVq4647owZM7oxEiFEb2m3ew8oa7V7Dll/W1U7t7y8KXS9dl8z/75mMjq1kiarO1S+tbKdM8dl8P7GGgJBmDEkmYomO//9aj9/XjIaq8PHI/8rweHxk2Y2cNa4TDaUt/Lhljom5ctZokKI4xcxCdusWbOO6AQDhUKBzyd7IgkRifJTTGhUCrz+zj4xjUpBfnL0IeuXNtrCrt2+ABVNdqYVJHHKiDQ+3loHdCZ2kwcmcMMpg/H6g6woaWRnjQWVUoHN6ed/m2u5YV4BVoeHQBA+3VHP3vrOZy8Yld5NrRVC9CcRk7ABROD6CSHEUShMj+WxS8bz/sYaFMDCsRkMST/0Qp3E6ANPIUiM1qHTqLhm9kCy4o1srmhjcFoM26ssFO9r5m+XjGNHtYU0s54bTimgrLGDU0en88TyPZwxNpO4KC1DM2KINWiYMiiRoRmx3dhiIUR/ETGrRCsqKo64bk5OTjdG0vVklagQ3aPN7uaFVeW8trYCjUrJL+YM4qzxmRi0nb9l7S4fX+1u5NGPd6FAwY3zC/D6AjRaXeQmRfHPz0tZXJRDs9VFm8OLSqXAqFVT02qnMD2W8qYOzp2UTUGaJG1CiOMTMQnboRQVFbFu3boTehhUEjYhuo/PH6C61YFKqSAz3njQqRVNVhdKhQKL08PFTxYzNCOW8yZlcfcb2zhjbAYDU0zEGLTsqbPi9Pox6TX8b3MNS6bkMjY3nkLpZRNCHKeIPEv0xyI8JxVCHAe1SklukomshKhDzoNNitGTEK0LnYKwraodny+AVq3kvY01fLSljg6Xj/wUE4UZsejUSq6alY9Bq2Zfg+2gzxRCiKPRLxI2IYToCtkJUcwZlgLArjobV88eSJROTUmtlTV7mzDpNbxaXMGKkga2VLSxu86KSfZgE0J0gYj/JpHeNSHE4bi9flo63EQbNETrNQet02R1YXV6STUb+NW8AmYWptDa4WFwmol7zh7Bxv2t7G/qoKTWwuLJOdRZnOyobmdUkgmdRn4XCyGOX8QnbE8++SRWq7W3wxBC9EGVLXb++fk+PttRz+DUaG49bSjDs8xhdYr3NnH/29tptXsYlxfPracVcsqINCwOD2tLm1m+tY6ThqcSbdAQa1Czv8WO3e1jXF4CgUAAjy9Ih8uL6RDJoBBCHImI/+k3ZswYZs6c2dthCCH6mGAwyDvrq/h0ez3BIOyus3Hf29tot3dumOvxBfimtIV73tpGq93D1MFJFKRF801ZC3VtDtaVtfDu+moGpETz0eY6BqV2zoHz+wMMTo2mrs2BWq3C6/PTZHP/RDRCCHF4Ed/DJoQQB+P2Bije2xxWVtnioNXuxRylY2tlG1/vacLi8DKrMJk2u4eXV3duH7S/qYOKJjvJsQa+KW1h4ZgMNpS1MX1IMvnJJmxOHxlxBmxOD68UV/CXi8b1RhOFEBEk4nvYhBDiYPRaFXOHp4aVDUmLJilGB3SeglDb5mBwajTpcUa2VLaH6q0vayXWqCXGoCEQDPLox7sZlxtHXbuTyhYHextsbChvY+XuZi6bMYBY4+EPnxdCiJ8iPWxCiH7rtNEZuLx+PtpSx4gsM1fMHBBaeJAYrefL3U387sxhNP9oSLOyxcGl0wfwzIp95CWZGJ8Xj06rQuMN4HD7SYzWEWvUMDbXTFWrszeaJoSIMBG/cW4kkI1zheg+wWAQi8NLlE6NRv39oENrh5vnVpVhd/nITjTy6ppK2r49SD5ar2bh2AxabJ1z25xeHwRhXXkLkwYk4vYH2FNnJdVsIDcxipOGpR7q9UIIcUQkYTsBSMImRO/w+QOsK2uh2ebC6w/SaHWh16gwaFW8tqaSucNTGZsbx62vbCZap+aW0wrZU2/D4w+Qk2Cktt3JsIxYpg9J6e2mCCFOcDKHTQghDkGtUqJQKKhtd1He2IFGqcTp8ZNg0rFkai4js828+U0V1588GK1GiUalwKRXs7mijY+31ZOTaKKlwyX7QQohjpvMYRNCRDyb04vHFyAhWnfUn81LiuKPH+zE5vTi9QdZMjWXe9/ahtcf5OcnDWR9eStpcUbOnZiNTqMiK8HAZdPz8AUC7KiyMD4/4ZBHXgkhxJGShE0IEbGCwSDflLbw6LJdtHR4uHhaLgvHZGKOOvJVmymxBn5/9gjW7m3G7vVh/TZxA9CplYzMjqPF5qbD5aW8qYOThqXi8vgJAhMHJpKdENVNrRNC9CeSsAkhItb+Jju3vrIJjy8AwBPL95JmNjB3eNoRfb6lw83ybXXUtTvZWtHGySPTqG93he432dwkmLQYtGpcXh+TByayoayFFSWNmPRqLpqWR0WznVSzoVvaJ4ToPyRhE0JErLp2ZyhZ+86eOttBEzafP0BZYwdWp5ecxCiSYvR8ur2eR5ftRq1ScOXMfN74popF4zMxGzW0O7zsa7ABsL3aQmK0DpfHx4T8RM6ZmI3N6aWkxkJarIFJAxN7pL1CiMglCZsQImKlmQ1o1cqwpG1wWvQB9fyBIO9urObP/yshEIT0OAN/WTKWDzbVAODzB/n3ylJmFCQzMsvM9Csmsml/G8FgEI8/wNTBSXh8AbIToije28iOGivjByRQ0dzB2Nz4HmuvECJyySrRw1i1ahULFy4kPT0dhULBO++8E3Y/GAxy9913k5aWhsFgYO7cuezduzesTmtrK0uWLCEmJgaz2cyVV15JR0dHD7ZCiP4rNymKR342hrykKGIMGq47eRDj8xIOqFfZYuevH+0i8O1izto2J1/uamRMblyojs8fZGtVO1+UNFDRbOc/X5cTbdDw5roqdtVayU4wYnd5mZifyNzhqTjcPmYOSSHOKIe+CyGOnyRsh2G32xk1ahRPPPHEQe//8Y9/5PHHH+epp55i7dq1REVFMW/ePFyu7+e4LFmyhB07drB8+XI++OADVq1axTXXXNNTTRCiX1MoFEwamMjTV07ileumcvG0AQddcOBw+/H5w7fe2F1vZdG4LEblmAFIjNZxzoQs3l5XzTsbqilINVHe1MHJw1PJTDCiAJo7nCiVCrLijQxMNVHT5jjguUIIcSxk49wjpFAoePvttznrrLOAzt619PR0br75Zm655RYALBYLKSkpPP/88yxevJiSkhKGDh3KunXrGD9+PADLli3j1FNPpbq6mvT09CN6t2ycK0T3sDq9uLx+9Golv311Mxv3t4Xu3b1oOCqlgiFpMdS2O/l4ax1f7GzA7QugVil46PyRlDU5+M9X5Vw4JZdgMMjAlGj+t7mWdWUtDMuI5YyxmcSZtIzOjgs7RUEIIY6WzGE7RuXl5dTX1zN37txQWWxsLJMmTaK4uJjFixdTXFyM2WwOJWsAc+fORalUsnbtWhYtWnTQZ7vdbtzu788utFqt3dcQIfqpb/Y186cPS2i0urlwSg6/WTCEzRVtVLY4SI7W8eJX5exvspMYreWB80axfHs9/m/HTH3+IHa3nySTjkXjs7A6PAzNjMXjCzB9cCLTBididXpptLpQKYJUttjJTzlw7pwQQhwp+cl3jOrr6wFISQk/ciYlJSV0r76+nuTk5LD7arWa+Pj4UJ2Deeihh4iNjQ39ycrK6uLohejfKprt3LZ0M5UtDlxeP8+uLGNvvY3zJuUwbVAiT3y6l/1NdgCabR4aLE4eOG8UcVFaVEpF5zmiHR6Wb68jK96AQqGgpcNNg8XJN2UtNNs87K3v4POd9bQ5vDTZXD8RkRBCHJ4kbH3QHXfcgcViCf2pqqrq7ZCEiCgNFicurz+sbEeNBQBv4MBZIh5fkAFJUdx6WiEPnDuSHVXtrNrViFqlpMPt47W1lTy2bA+psQYGJEfz+c4GlAo4fUwGjVY3qTGyD5sQ4vhIwnaMUlNTAWhoaAgrb2hoCN1LTU2lsbEx7L7P56O1tTVU52B0Oh0xMTFhf4QQXSfNbMCoVYWVjcwyA1CQFsOwjNhQeXKMjpzEKF7/ppL/+2Anu+usZMRHsaWyHZfXj8Pt544zhjIuL5631ldRkBrDLQuGMCQjmrYOLwatCpvL25PNE0JEIJnDdozy8vJITU3ls88+Y/To0UDnXLO1a9dy7bXXAlBUVER7ezsbNmxg3LhxAHz++ecEAgEmTZrUW6EL0W/VtTmwOL2kxxn505Kx/O3j3TRYXFw4JZdJ+Z2b2ybF6HnwglHsrLbgCwQpTI9hY3krX+1uwuLwgkLBgOQo1MoU1pe3oFWrMGhVTBqQQG5SFK+trWD9/lZGZJqxuXyUNdowGYZQmBGLWiW/kYUQx0YStsPo6Ohg3759oevy8nI2b95MfHw82dnZ/PrXv+aBBx5g0KBB5OXlcdddd5Genh5aSVpYWMj8+fO5+uqreeqpp/B6vVx//fUsXrz4iFeICiG6xte7m7jnra3YXD6GpEVz19kj+PtlE3B7/cSbwg+FT401kBr7/TDm62sqyE6Mot7i4pXi/fxm/hCi9WoWjE5DpYAXvtzP1qp2blowhBHZcawrb2VTReeK00XjM/l0ax1zhqYe8B4hhDhSkrAdxvr165k9e3bo+qabbgLg0ksv5fnnn+e2227DbrdzzTXX0N7ezrRp01i2bBl6vT70mZdeeonrr7+eOXPmoFQqOeecc3j88cd7vC1C9Gf17U7ufXsbNpcPgF11Nt7bUM1vFhQSpfvpr8ExefGYDFpqWh3UtDmpbnXw6poKvP4gE/MTKMyIpbnDTVK0jhUl9SyZmovHFyBGryYhWkcgECTWeOQHzgshxI/JPmwnANmHTYjjs7feysVPFoeVDcuM5V9XTkKpVBz0M4FAkD31VqpaHCSYdGysaEWjVBKlVxNrULOzxsorxRUARBvU3DivAJVSQYfTi1qlIhAMYnV6qWi2c/LwVKYWJB/0PUIIcSSkh00IEfHSzAZG5ZjZUtEeKjtjbOYhkzWANaXN3PryJvyBINfMHsgzX5SSGqvH4vTi9Pj51bzBXDwtj/goDQqFgrfWVZGfEs1JhSnUWZzEGDS0dLhxun1UttgZ6/Fj+NFCByGEOFIyA1YIEfFMeg13LBzGpdPzGJMTx+/OHMaswkP3eDk9Pp7+bG9oo1zVt4ldvcWF09O5HUhLh4f1ZS0kRuuxOb1cNSsfjUrBH97bjtPjp6K5cx+3syZksWxLHTKYIYQ4HtLDJoToF3KTTJwzIYuFYzKIN+kwHmbumj8QDNunTalUkBlnoLrNCcDY3Dj2N9kZmR3Hnnob6XF6Vu1uZMbgJE4ZnobN5aPZ5iLepOfrPY2cPzn7sO8TQoifIj1sQoh+YWVJAxc9Wcy5j3/F717fQlWL/ZB1TXoNl83ID13/49M93HJaITctGMLvzhzGwGQT1a0OBqdFs6fOSkWjnYEpMWypaqfD5UWtDJJg0lLaYGVkdjzrylqpaT30+4QQ4qfITz4hRMSrbnFwz1vbQsOZxXub+Tynnkun5x/yM5nxei6ZnodGpcTnD1Db7qTD7ePrPY2MyYnj0ml5NLS7mFWYzKpdjWQkGok1alm1u4n8ZBNef4CKFjsef5Atle0029xkxEf1VJOFEBFGetiEEBGvzeEJJWvf2VFtPaBefbuTz3fUs3xbHW5vkBe/LMfh9vHCl+VUtTj45+f70GvUBIJQa3Hyn9Xl+INBBqXFUNXiIEanpjA9hjV7m1lX1kpOool31lcxf2QaXr/MYRNCHDvpYRNCRLzMOAPZCUYqWxyhspOGpYTVabA4+e2rm9hVawNgyqAEzpuYHVpJ6g8GiTVqWLmrkepWB7OGJvO7M4ZR1+ZkTE4czTY3AYIYtGoWjk3H4fGzs9bKRdPy0KqUYRvxCiHE0ZKETQgR8eJMOh48fxRvrqtiT52VReOzmDooKazO7lpbKFkDWL23hT/9LBNvAIoGJfD2uirOm5SNRqVEr1GRlWDk3re34fEFOWNsBjanl8KMWJau2UdeYhRLpuaSn2SiucPDgGwzmQnGnm62ECKCSMImhOgXBqXGcPvpQ/EHggc90zPIgUOWFpefWUNSMOk1LBiZjj8ATq+Pt9dV0+H2cvOphTy/qoyvdjfx8zkD0aoU3DS/gIRoPdsq29GoFeSnmBiTHdcTTRRCRDBJ2IQQ/YZCoUCtOvhmuUPSYxicGs2e+s5etuQYHcMzzexrsPH4x7soSIuhstnO1ioLADq1Ervbx82nFmJzerG6fOyrtzMwNZrNOxpQKmFQigm1UkFA9mATQhwnOZrqBCBHUwnRM+raneyobscfgKEZMejUSi57eg3ZiVFMGZSIxxfAH+jsi/MHgny4uYbrTh7MhvJWZhYk4vKBxeEm1WwgGIS1pS0YdWrmj0wlP0X+7Qohjp2sEhVCiG+lmQ3MHZ7GvJFpZCVE0Wxz02r3MCLLzNOf78Pp9fPcqjLUKgX/+aqcdoeXqhY7UwcnUdHqRKtSYI7S0WB188iHJeypt5Fk0tFu9/R204QQJzgZEhVC9EvNNjetHW5SYvXEGrVA55FUu2utNHe4yUmMIjnWQF5yFC02N/5AkD11Vn5WlMO2yjZ+M38IFqeHrPgo/rephjPGZuINBIjSqXB6fCyenINOo0KrUrC/xcHYvCAKxaHPLhVCiMORIdETgAyJCtG1Nu9v5a43ttJkc5OfbOL3Z49gUGo0r66p5NFluwDQqBQ8fvF4tBola/Y1868vSgEwaFWMzjZzxthMdta04w2AVqXEoFWRmxiF2xugwepEq1KiUir4eFsdV8zKJ0PrIDc3txdbLYQ4kcmQqBCiX7HYPfzhvR002dwAlDZ28N+v91Pb6uDJT/eE6nn9Qf7zdTkFaTGcNjqdi6bmolUrMenVjMiO4+XV+wkEIc2sZ1NFGxXNdkpqrcRGaUgzG/m8pIFNlW0sLsrF5/eze/fu3mqyECICyJCoEKJfsbq8YRvoAmyvbsfq8uILhA84dLh97KmzMjTTzLVzBjE8M5YvdjbywpdlGDQqlkzNpdHq5tLpeTTb3KiUCtRKBV/taeCUEWm4PD7WlTczKz8a9PqebKYQIsJID5sQol9JjtEze2j4KQcLx2bg9QeZNyItrHzusFT+9GEJbXY3u+qsPPnpXhKitZw1LourZw8kNUbP3nobNW0OMuIMuH0BbE4vC0ZmEAyCXqtm9qA41nz8FgUFBT3ZTCFEhJEeNiFEv6LTqPjl3EFkJxhZW9rCKSPSOHl4Kh5fgA63l4um5uL1B9FrlLi8fnbWWOlw+di0v42KFgcVqytCz7r/3JFMyI9nd50Vt9dPbqIJrVpJWZONGK2KOKUDn83DyJlnEBuf2IutFkKc6CRhE0L0O1kJUVw7dzBXzw6EnXpw8dQ8/r2ilHqri2mDk/h6TxOzhyaTHKNHpzlwQGJ3nZXl2+u4aGoeWyraUCoUxEVpabK4aVQoSIrW02xTkJOoo9XqICNRFg0JIY6NJGxCiH7rx0dUjciO486zhrO5so03vqlibG48p45OR6dRMT4vgdRYPfUWFwAnDU1hZ42FBoub+Cgtg1JjcPsCAIwbkECT1UVFs51Us4FonQpvRytIwiaEOEayrccJQLb1EKLnBQJBlMrwfdPq2hxsrWpnb72NzHgjD7+/E4AlU3MBMGlVDM2MIRBQ0OH2odeocHt9OJ1OsnUdjBo1qqebIYSIELLoQAghDuLHyZrV4aHe4iIYDPLfr/ezclcjl07PQ6NS8OY3lWTEGVCplLTYPKiUUNdmp7ypg237G7FW7SQ5ObmXWiKEiAQyJCqEOOFZHV7KmzvQqJTkJUVh0HbtV1uzzcUfP9jJ+rJW7jprOHqNiuK9zYzJMXP76UMxGTT4fH4CgSAvF1fSaHHy4FkDcdg7iHO0kj2wEHtQ16UxCSH6FxkSPQHIkKgQh1bf7uDBd3eyrqwFgMVFOVw1Kx+TXtNl71hR0sBvl27moqm5OL0+MuOi+N/mGtodXq6YmY9aBU63n1SzgUarC41Kyac76vD54bTR6cTqVRg0SiYMSvnplwkhxEFID5sQ4oS2uaI9lKwBLC2uYHpBMuPy4rvsHQ63DwB/IMhb66r52eQc5o9MR6UEp8fLOxtqqG51cMfCoaiVCrITjFxYlIc/EMDm8hJAidrvxOv1otF0XSIphOg/JGETQpzQbC7vAWUdByk7HkPSY4jSqVEoFASD8HJxBSa9mjSzgfMnZbNofCYxBg02p48YgxqVUoHD46PJ6iIn0YQGPyq/h+bmZtLS0n76hUII8SOy6EAIcUIrTI9F9YMFAnFRGvJTorv0Hckxeh48byRpZgMFaZ3P7nD5iDNq2Vdv47PtDShQEKVVEmfU4nD7iTdqmJgXi1nlQhX0sr+ymkAg0KVxCSH6D+lhE0Kc0IZlxvL3S8fz1e4mjDoV0wuSyYw3dsmz/YEgxXub+Mene5k6OJEPNtUwuzCFU0en02Bxs6/eRnlTB75AgNJGGw0WF5nxRmYVJtNgcdLmgAaLj7SoAC5rK4mJctqBEOLYyKKDE4AsOhCi5zRZXZQ1dmDUqVEo4Jpn1hIIQoxBwwWTc1havJ+UWD2njEgjGASTXo0vEOCd9dWMzI7j3Q3VxEdpuXHeYFJj1HisrXg9LhyWFsaPH4/ZbO7tJgohTkCSsJ0AJGETomeUN3Vw28ubqGp1AHDdyYN5Yvme0H2TXs0tCwqJM2nwBYK8ta6Kr/c089uFhei1ajqcXuKitNhcPmKNGqpaHCRF64jBjqWunLTUZMaMGdNl8QZ9PgIdHShjY1EoFD/9ASHECUuGRIUQ4ltr9zWHkjU4cPFCh8tHVauDb8odbKuycNGUXCbmJ2J1ekmJ0RMMBmnpcJOTGIVaqWBImonWmnLKa8rIHzKcjo72LovVu2cvtn8+jWfll+gXLsR06cWoc3K67PlCiL5FFh0IIcS3LI7wBK14bzM3zi8g3qQlSqfmgsk5uLw+NpS3UdXi4KOtdbR2uEkw6UABSdF60s16dBoVAcDldBGTkET8oLGs+3oVOV2UUAWcTiwPPIDzlVfx19Zif/ppOp5/ARkwESJyScImhOhX2h0enB7/Qe9NzE8IW3Hq8QfQqZVMHJDAnGEpfLy1lpJaK+NyO/d421zRxgtflgPwny/LaXN42N/kwOH20273oNGoUQUDRHtamDv3pC6bvxZoasL92edhZc733ifQ1t4lzxdC9D0yh+0EIHPYhDh+7XYPH26p5ZXV+0k3G7j25EGMzgnfXDcQCLKlso21pS24vX7cvgCr9zRx6ugMrE4PQUClUOAPBGm2uVlX1sLI7DiKBiaQlWik2eomMVqH2xvAHKXB6faC04JJ5UEVlUBHUxWTJk067rb4bTZaFl+Id/PmUJnh3HOI+9MjKGRjXiEikvSwCSH6hW9Km3n849002dxsqWrn5pc2UfOD+WrQeeD7mNx4zhybgUGr5L2N1dRbXKwoqSfBpCUxWkeTzYXb52dsbjzzRqYxe2gSqWYDe+psmPRqmm1u4qM0VLc6MKqDJCTE0axIxO9xsGvXri5piyo6GvMfHkQ9aiQAuhnTif7ltZKsCRHBZNGBEKJf2FTRFnZtd/uobXeScZA929LijJw8PI3cRBMOj59BqSZ8/iDNVjcKQK1Q8Pgnu/EHgswdnkpju5OrZ+ej06hIjtajIMjglGiqWh0EOpzEKt34nC5yc3O7rD3aUSNJXPoKwdZWlMnJKI1ds/ecEKJvkh42IUS/MCzTHHat0yhJjtEfsn5ecjSnjEznrPFZKFDw6LLdfL2nkeyEKL7a08jlMwcwqzAZnVrJBUW5/G35XnbWWrG5fTTY3NjsdlK0TjIMPhR+P1WV5WRnZ3dpm1QxMahzcyVZE6IfkIRNCNEvTB6YwMXTctGoFKTH6XnwvFHYXV6qWuyH/Zzb5+dfK0rZ12AjPlpPZbOdC4pyyUsycd7ELBosLu56cwuLJmQRDHZu/eH0+PH6gzgDarQqJTF6JcNGjMLtdvdQa4UQkUaGRIUQ/UJitJ5r5wzmnAnZWJ0e7npjKxXNDgxaFfeeM4IZQ1IO+jmXx095Ywdef5A0s4HNFW202t1MGJBIo83DGeMymDs8FaVCweDUaFxeP1qVEnOMhkBQgR8/Hp+dir27GDZsWA+3WggRKaSHTQjRbyiVCpJj9Ly+toqK5s4FB06Pnwff3UGDxXnQz8QatZwzMQuA6lYH+xpsoFCwYlcDbq8Pnz+IQtF56LzN5cWgURJj1NDh8tNht2NpbcNnb2HAgHyioqJ6rK1CiMgiPWxCiH7FFwiwp94aVmZxeGnpcLOypJEvdjZQNCiRMblxrNjZyN4GK2eNy+K20wtpsrowatW8tqYSgI821/J/PxvN8m31GLQq2h0eRmXFMTY3DoVWicsNChWoAwq8KGlpaSEuLq43mi2EOMFJwiaEOOE1Wl3YXF7SzQYM2sN/rWnVKs6ekM1D7+0Ilc0oSGJ3jZW/fNS57Ua8ScuHm2vY/20v3Delrfx63mCyE6Not3sZlxePPxBEp1HicPsoTI/l9bUVzCpMJdqgoa7dRZxRCwolzoCaepsOW8lXTJs6ufv+IwghIpokbEKIE9rqPU3c9/Y22h1eJg1M4OYFQ8hONB32M7OHJqPXKFlR0sCwDDOTByZy43/Wh+4nRuv5bEdD2GfWlrVy/qRs9jbY2FFjYfKABKYUJOH2BYmL0nDlzHx0WhUJJg0+f2cSaXX7MBs0GGxVmDPTMMpqTiHEMZKETQhxwqptc3D3m1vpcPkAWLuvhU+213PVrIGH/VyMQcu8kenMG5kOgNvrJz85mpaOFgACwSA6tRK3LxD6THKMni2Vbdx51gi2VbWhUIACsDm9mM0GdFEq9Bol1S1OjDoV+ckG1PhorqtCnxSLKTqalpYWUlIOvrhBCCEORxYdCCFOWO0ObyhZ+86WH22QeyR0GhVzhqeQGtu5L9uG8hZunF+AQasCoDA9Br1GiccXpNnmIt6k5Q/v7mBLRRuD0mJosXv436YaatpcKJVg1KpweQPYHU7UxhgM0WasFgsGg+H4Gy2E6Jekh00I0WfVtjnZV2/FqFNTkBZDtCH86KUMs4G8pCjKm77fS+2UEWnH9C6728fI7DhmRGmwu3y8vb6K+88dSV27C4/Pj83l4511VSwck8FnO2r5zYIhbKlsZ2VJIwtGpTE0I4Z6ixujVok/ACpFEC8qAgoVtrZm1Go1zc3N5OXlHdd/kyPl3bsX91dfE+zoQDulCN24cT3yXiFE95CETQjRJ5U22PjNfzfQaO3cbPbMcRn8at4QonTff23FRmm5/7xRvPlNJTtrLJw1PovpBcnH9L7pBcmsLW3hk211GHUqLp02gJUljQSCQb7c3YRGpeB3Zw3H5/fz2Y5GLp6WR02rg/xkE8u21jI6O44onQaDVo3b68PiDqIKBIlR+PFrddjtHQQCgZ8OpAv4amppuexy/PsrOgu0WhLffB3d2LE98n4hRNeThE0I0SetK2sJJWsA726o4dRRGYzKCd8WY2BKNLedPhSfP4hGfeyzPLISonjo/NHUtDlosbm5+81tWJ1echOjmD8yjckDE7A4vfxlWTlzh6Xy0ZY6zhyXSU2bgyFpsSRG6/D4A7i9fgJB0KoU+HwBOtwuOiytKJVKkpKSjjm+o+HdVfJ9sgbg8eBdv0ESNiFOYDKHTQjRJzk9/gPKPP6D91ApFIpDJmsdLi87ayyUNtjwHeLz3zHq1AxKjcHh8WN1egHY32zntbWVNNnc/Ol/u6hpdRFr1DB1cCKb97eRGmvAoFWxvqyV8iYbBp0Kk06FUaNCqVSiAGJjY+no6ECn0x3df4RjpDjIalSFKbpH3i2E6B6SsAkh+qTxAxLQ/iAJG54ZS37y4bfr+LH6die/f3MrV/xzDZc8VcxLq/fj8voO+5l99TaidCqyE75PepJjdOjUSrz+AI1WFya9hp3VFhJMWrLiDahVSvY12theZaO6xUGD1Y3L7SFWC36vi2AwSEFBAQqFgpaWlqP7D3EMNMOGY7z4otC1etgwtEWTuv29QojuowgGg8HeDkIcntVqJTY2FovFQkxMTG+HI0SP2VHdTkmtlSitilE5caTHHd0+Zv/bXMP9b28PK3vmqkkMzzIftP76shZ+898NLC7KpcPlxaBVYdCqUSjgf5tqOGloCi+triDGoOG20wrxB4Jo1AoUCgX+QBCzUUOzzU1KjB6DRolS4Ufh9eB1tGMwGLBYLDQ3NzN37txj/U9yxAI2G96SXQSdTjRDhqBKOba5fUKIvkHmsAkh+qxhmWaGZZqP+fMtNvcBZRaH56B13T4/z64qxesP4vUHeHt9NQDnT84OHUU1JD2Wa2YPxBcI4gsEsTg9JJh07KmzsnZfC4vGZ5IVZ6Dd6UWn1qH2e9BrFeDX43K5aG1tpbS0lNmzZ6NSqY65XUdCGR2NbuKEbn2HEKLnSMImhIhYwzJjUSjgu3GEuCgNeQcZVt3f3EF1iwOro3PemkqpCN0rqbEyJieOTRVtlDZ0YPf42FDewpRBiQzPNJMco8Ns1JIWo0enUeL2BVEqQKMCb0CBwuMj4A/gcrnYunUr48b9//buOz6u6s7//+u26TPqzbIkS+7dxtjGGEMosSGEhBIISSAsZJNsAmlkd5NNdgNpm3yT3YSFH2mbDeySbCCNEsISSui4YOOCe5Ulq7eRNP2W8/tj0ARh08GS7c/z8dBDmjt3rs49Mxq959xTFr3jYU0IcfyRwCaEOG7Nry/hpisW8eCWDkojPlbOqT7ssuqBngTX3v4cw2mbK09rYm9XgoM9SZZPq+CZ3T280BrnH987i1jI4r6Nh/jUOVNZMrkM2/HwWwZfuWsz71lYS01RgNKwn4ztEPSZDKdtwmRRKHK5DGvXrmXOnDlHbaSoEOL4In3YjgHSh02Id84fnz/Et+/NLwQ/uTLCihmVBCyD6TVRgj6Dlt4UL7TGmVQeJp7KkXNcFkwq5fHt3ayYXkHbQIo1e/tYOa8GS9d5bn8fuzoG+eb7p5PyDAKmQk8PYFkW27ZtY8qUKUyfPn2Mz1oIcayRFjYhxAlN1/56+XNfd4J93Qn+7UMLWTY13xJWEvbz+I4uHtzSzilTyjlzVhV3rW6hJOLjt+ta+OjyScyrK0LTdHQNKqM1nD27ElSOQDaJl/YwfT527dpFMpmkpubNrcQghDixSWATQpzQ5tYVM6E4SHs8DeTXDS2P/XW+tIbyMN++bD7NPQl6h7NsbomzqWWAU6eWs3xaBbu6EtSVhoinsjguVEQDBHw6th5g0FVE/YpsNkFDQwNKKZLJpLSUCyHeMJmH7S248cYb0TRt1NeMGTMK92cyGa699lrKysqIRCJccskldHV1jWGJhRAvV18e5u/fO5MPLWvgw6c2UFcW5pv3bGUgmaV9IMWaPb009yT47h+38/vnDhELWrzvpFo2t8R56IUOqosC7GqPUxT0oVBEgjoDiRzP7BmgPOajMhrCdV36+/sxDIN4PD7WpyyEOAZJC9tbNHv2bB555JHCbdP8a5V+4Qtf4E9/+hO//e1vKSoq4rrrruPiiy/mmWeeGYuiCiFewZ82tvHottEfpjYdHOC7f9zOYMrmI8snsatjGBhmQUMxZ8yoYOnkMlbv7eXBLe1ceNJEhrMOdaVB4kmHqqIANcV+PCfLYDZBIBAgGAzS1tZGdXX12JykEOKYJi1sb5FpmlRXVxe+ysvLARgcHOS//uu/+MEPfsBZZ53FokWLuO2223j22WdZs2bNGJdaCPFSk6tGL9vkN3VaelMMvjjNh+f9dWxWPGWzpXWQO54+wNmzq5lUHuHHf9mL63i4SiMaNPFQDGcclO7DsAI4jkM6nb/kWlRUdPROTAhx3JDA9hbt2bOHCRMm0NTUxEc+8hFaWvITbG7YsAHbtkfNaD5jxgzq6+tZvXr1qx4zm80yNDQ06ksI8c45ZUoZMybkQ5vf0vn0OVN5dFtn4f6M7VJdFABgT+cwfcNZTp1Wyc8e28vChhI+cuokBlI2EZ+B5ylSOYfSiA/D0NE8h0AggGEY1NfXyxxsQog3RS6JvgVLly7l9ttvZ/r06XR0dPD1r3+dFStWsHXrVjo7O/H5fBQXF496TFVVFZ2dnUc+4Iu+853v8PWvf/0dLLkQAvItZ7quseFAP+fOm8D8+gyO5/H4jm5OmVLO7s5hAO7dcIhvfGAeu9qHcZVHTXEQDXjfSRMxdI2SsI+s7dGTyNHck+BdMyoxNHCdHLpSKNfFNE10XcdxXn0tUyGEOBIJbG/BeeedV/h53rx5LF26lIaGBn7zm98QDAbf9HH/6Z/+ieuvv75we2hoiLq6urdUViHEX+3rGube5w+xs22QK5Y3suFAPxNKQmw7FGdXxzCmofGR5ZP4u7OnsL1tiMaKMKVhHyG/wdO7+vm/zR2cNbuKkxuLsV2PeMqmMubHZ2hMrYqQdlwsHKIBH37lx3EMHMchl8uRyWRkag8hxBsmge1tVFxczLRp09i7dy/vfve7yeVyxOPxUa1sXV1dr9np2O/34/f7X3UfIcSbE09m+drvt7CvKwHAV3+7mU+fM43/+PMuTptWwcJJpYR8BrNqi1g6uZx4KkckYNKXyPE/T29kRk2MJU1lhP0mftPE0DWKwz7iiRyurlEZDeB4HpphomkaKPA8D6UUPp+Pvr6+Ma4BIcSxSPqwvY0SiQT79u2jpqaGRYsWYVkWjz76aOH+Xbt20dLSwrJly8awlEKc2NoG0oWwBmC7it5Ehn84fyadg2mSGYd3zayiNOLHMnUqYgGCPpOJpSG+fMEsth6K8+cXOnj4hQ6U0khlbNI5h2jQJBwwcQHD0LF0j0Q6i+7zEwwGMQyDgYEBGXQghHhTpIXtLfj7v/97LrjgAhoaGmhvb+eGG27AMAw+9KEPUVRUxMc+9jGuv/56SktLicVifOYzn2HZsmWccsopY110IU5YRSGLkM8glXML20I+kzNmVDKrNkYkaDHxZeuNAiilmFVbxA8+chJ9iRyVRX7+7f7trJw3gapYgLKID6UU/YksVcVBMH0UBzyUnSWbyzE0NITP58u3ur1BbW1tbN68mXQ6zYIFC2hsbETX5fO2ECcSCWxvwaFDh/jQhz5EX18fFRUVnHbaaaxZs6awuPMPf/hDdF3nkksuIZvNsmrVKn70ox+NcamFOLFNLA1zw8Vz+dY9WxnOOJzUUMKC+hKu+fkaugez+E2dGy+Zx5mzqgqPyeQcHnqhk/Z4mt+tayGRcbjlo4u4aHE9tuNRHPYBYDsK34sLv0cCJilPEbMMFPkuE+l0Gs/z3lB5+/r6uOOOO8hmswBs27aNq666ioaGhretToQQ458EtrfgzjvvfNX7A4EAt956K7feeutRKpEQ4vU4Y2YVEb/Js3t7GUjk+M26FroH84Eo63h8575tFAUtdF2jusjPjvYhfvKXPayYXkkikx/l2TaQJuQz+MXqgziu4hNnTaYqFiBo6FiGTjRgEjBheCjOYF8vsViMbDZLSUkJmUyGQCDwusra3d1dCGuQb+nr7OyUwCbECUYCmxDihBNP5fj2fVtpH8iwsKFk1OVRgKG0zRM7u7lrzUH+9bJ57GgbwnY83JdMoJvKuRzsSfDJs6bQNZQh7DdZ39xP0NSZPbEYx1NE/SbhcBgvl0HXdaLRKB0dHQSDwdcd2EKhwy/PhsPht1YBQohjjnSCEEKccFJZh64XW9S2tQ2yZHLZqPuXTi5j66E4AOmcR3NvkuriIBVRP34r/7b5o0d2c3JTGYcGUtSXhogFLJY0ljK3vgRd1/A8hamyKDuLaZr4fD48zyOdTr+h/mc1NTW8613vKvR9mz17NvX19W9DLQghjiXSwiaEOOFUxgJcdPJEfreulZzjsaVlgM+tms7G5n6m1cToiKdZuy8//UbYb9A1ONIS5/Cps6eSsV0cV/Hkzi7OX1BL93CGrW1DnNRQRCzgYyhrE/GbpGxF1DIJhSMMDcbp7++ntrYW13Vfo4R/5fP5OO2005g5cyau61JWVobP53unqkYIMU5pSin12ruJsTQ0NERRURGDg4PEYrGxLo4Qx4WuwQx/2dbJ+gP9NJSHae5JkMm5XHHaJL5812ZyTn5wwOJJJVx6SgOP7+ymM57h4sW1JLMuyayD3zTY0RbnrNlVRAImlmGAUrgexIIWuubh18HOJPA8D8/zcF0Xz/OYPHnyGNeAEOJYIoHtGCCBTYg3x3E9ntvfx/0b2yiN+HnP/AnMrB09D9qBnmE2HYxj6hq1JSH+6Teb+OSZU9jXncAwNDQ0gj6dmqIguq7xQmuczS0DXL2ikfKYn67BHKCoiAZwPQ+/ZWC7LkGfSZnPxtTAsiw8z2NoaIiRt1wJbEKIN0IC2zFAApsQb876/X1c99/rC7djQYvbPnEKtaWHd+QHuGdDK9+9bzsVMT+nTi3nT5vacVyFrsGX3juLtO3ieIqAZVAdCxBP5/AZ+aCnaxqWoZPOOSSyDj5DpzLo4DO0wkoHmUyGXC5HZWUlpaWlR6sahBDHARl0IIQ4Jr2ez5o72gdH3R5K2xzoSbzC3lAZzY/c7BnKksy6vH/RROZOLOKaMyZjmho3PbiLsrCP7YcG+ZffbiEWsCiPBdB1jVTOpbk3STLnknVcTEPD8cA0LTQtH9o0TSOVSjE0NPTWTl4IccKRwCaEOGYMpW1eaBngZ3/Zw9/+51p+vbqZnqHMYfs5rkdLb5Ki4OGd84tDr9xhv6kywsffNRmfqfPUrm4mlYf5xwtm8adNbWxpyYe/VM5l66E4/3jBTDrjKTQgnrIxDB1dh4zjkcp5+EwNx3XJZNK4rks6naajo4NoNIplWW9bnQghTgwySlQIcUzY0znEfz+1n3TO45ndPUB+So5U1uFj75pS2K8/keWOpw/wm7UtrJpbw/JpFTyzuwdD1/j0OVOZWh097Niep3h6dzf//sBOfIbOV98/m6nVUZoqo9z0fzvpiGcoi/gxXuzDds6car7/wA4uObmOmhKHSNAiYOpMqYqQc1x0guSUR8gfxMskUUrhOA7V1dXkcrnCaihCCPF6SQubEGLcc1yPXz3TTGnEz7N7ekbdd9/zbezu/Oslxo3NA/x69UFcT/HA5naSWYf/uHIRd3zqVD54SgN+yzjs+Pu6h/mnuzbTNZihtT/FDb9/obBAvGnk5z+7Z0MrX3nfLErCPsJ+kxsvnsvCSSUMZ2zW7enG8TyG0g5DaZfhrI2BjqtZWMEgfr+f4uJiNE0jEAgQj8ffucoSQhyXJLAJIca9dM5lS2ucrniGiS8bMNBQHuYHf9pR6JvW9bJLpJsODpCxXZoqI5jGkd/yugazo1YxANjUMsCO9kFmTIgRDZj0J3L84on9zJxQRGtfklse2s2ze3oJ+kyWTKkg8+JqCUUhC0PTcRwHQzmYmobfH8DzvMISUy9dakoIIV4PCWxCiHEvGrR478Jant7dw/kLJlAe9QNQVxZi9sQiNrXE2dWeb2WbXBkZ9Vi/pVNf9upLOdWWBPGZo98Ow36Tb9+zlb5EjvPmT+DyZQ28a1YVqZxNLGTxwaX1nDa1nGjAwnY8dF0jnXNwXEXAp+OzTNKeRso1yeVyOI6DaZoopcjlctLKJoR4Q6QP2wkqmbGxTJ2c47HhQD/7uxM0VIRZNKmUolfplC3EWHnvggn4DJ2/bO/kmjOaUArWH+jnf546AEDQl7/UuaChhH+9bD6/eqaZ4rDFFcsbaXxZiHu5xsoI3//QQm55aDdDaZtz5lSx+eAA+7sTVMcC/H5dCy19KQBObixl2dRyWvvTxIIWmw52c+asavoTOSxDpyiUH4QQtAyKfB6WcvCUQtd1fD4fmUwGpRRdXV0UFxe/o3UmhDh+yDxsx4C3cx62oVSOR7Z18uvVB5lSFWXuxCJufmh34f6/O3sKf3O6TOgpxi/b8RhK5/jG3VsLy0edMrmMr144h4rYXxdUzzouhqa94mXQlzrQk+CFlgHSOZfNLXHW7usjmXWYMSHKRSdPJOco2gfSaJrGtJoof1jXypbWOPPqivjoiia2HopzUkMptutRFvER8uuYmg6ei65yaCo/D9vgYH6k6aZNm1iyZAmNjY3vTCUJIY47EtiOAW9nYHtkayf//NvNAJwzu5rNrQP0DP21P03QZ3DXZ06j8iX/+IQYjwaSWfZ2JtA0mFwVoSTsf1PH6RpM8+nbnqNtIM35CybguIq1+3qZV1fM5csa+L/NHRQFLRorw1iGQUnYpGc435oWC5p0D2YoifiJJ3M0VoQpCluksy4Rv4nfBAOXdCqFbdsMDg5i2zbNzc2ce+65BIPB113OeDyO53mUlJQUFoIXQpw45JLoCeb55v7Cz4msQyxgjQpsRSHrsL48QoxHJWE/iye/uZD2Uvu6ErQNpAH406Z2aoqDfPE9M4kFLT57xwY+sLgOBTy4pYO5dcUYRoSQz0SheGx7F+fMqUFHESsP4SlF33COsN+gN5ElptuEAwY+nw9N0wqjRBctWvS6w5pt22zZsoWHHnoIx3E47bTTWLp0KaHQkVdrEEIcn+Q/8wlmes1fW+ie29/HyrnVWC9OW2DoGtefN+NVJxYV4ngz0vdtREc8TTyV49v3bMVxFYmsy4Nb2jllSgW/eraZG37/AjnH41BvitkTi2kbSJHIuvQP5zB0DaWgdziL39Sx/D40TUfTNHw+H7FYrDAnm+d5r6t8nZ2d3H///eRyOTzP48knn6SlpeWdqAohxDgmLWwnmGVTy7lkcR33bDhEUchianWU2z+5jPaBNNXFASZXRtneNsgDm9roHc6yfFoFsaDF7InFhZF5Qow3qazDgZ4khg6TKsIErFd+a+uIp9jXlSDsN5lWE2NqdZQPLKnjd+taAZhaHSVoGcTTNgDNPQnqysLs6RxiSlWUbYcG2XCgj9l1RYT9Bn7LIOIz0XQI+UwiAXCViecqPOXhODaapjE8PIzrupimSTweJ5VKEYm8+mAI4IjLWMnSVkKceKQP2zHg7V783XE9OgczBCzjsBB2qD/FNT9bw9CL/6w0Df5mRRNDaZvPnzsDSy6XinGmbzjLzQ/t4s9bOgC4dGk9f3vm5CMuS7Wve5jrf7mBrsF8N4DLlzXwybOm4CnY1zVMxvaIBUy+dNcmzphRyW/W5luyrjljMs/s7qY8GmBWbYymigi6DoauUxL2oZQi6jcZzjpYBkR8JmnHI6DZWORDWiaTIZvNks1mCYVCZLNZpk2b9prn19nZyX/+53+OapH76Ec/KgMWhDjBSAvbCcg09MMmHx1xoDtRCGsASuX7ut27oZVLl9YzqeK1WwSEOBoGkllaelO0x9OFsAbw27UtnDatgqVTyg97zOrdvYWwBnDn6oPMrysm5DeZWBoi4zgoDyxDo2swzRffM4OWvhSxoMmVpzWSyDgksw7P7OlhYmmIqVVRXNdjMG3TM5SlIupnKOUymHYoCfvQyPdbG7kEahgG4XCYgYEBDOPwFReOpKqqio985CM89dRTZLNZTjvtNOrq6t56BQohjikS2MQoRaHDF6X2mzqWaeB7HdMjCHE0HOxNcsPvt7CzfYjLlzUcdv/gSz50vFQi6xy2bUtrnF+vPshZs6qYUhXhf54+wN+c0cSzu3rY2DxAY0UEQ8svPJ/IOJSGLM6fP4FE1kHTNDK2R8hnYBk6PktnOGNTFLToT2TxQj58nkPQVCilcF2Xvr4++vv7mTdv3us6V03TaGpqor6+HqWULBwvxAlK/gOLUabVRLnu3dMw9PxAhCWTy+iMZ/j8uTOY8AqtckIcbU/t7Gbniysb+Ey9MHAGIOQzmFJ1eEvwwd4kM2pihdc2wLTqKB3x/AjRv2zvIplzydgeP3lkLwHL4MxZVTyzuwfXU4QDBjXFQTqHsvziyf30J3K09SXQdbDd/OXKQ30pIgELw9ApD/soChrEQj4syyIQCJDJZPD7/UydOhW//431CTVNU8KaECcwaWETowQsk8uXNXDqtAriySyOp4gETKZUHd53rr0/RddQhpriINXFr38+KSHeqpGQBXDvhkN8dEUTnYNpfIbOexfU0lQZHbX/5oMDfOGXG/BbBlee1ojf1DF1jZb+FH98vq2w30u79K7b388HltZTFvXxHw/t5vJTGigO+yiL+Hn3nGp2dQwzv6GEwVR+qaq07VEe8xOwDJI5G0PXCHk6tp3F5/Oh6zolJSXYto3neQwODlJaWvrOV5YQ4rgggU0cxjR0miojwCv3V9uwv48v3bWJRMYhFrT4/ocWMr+h5OgVUpzQTptewe+fy4/qHEzZPPRCByc3lrJ0Sjmz64pH7Ws7Hv/z9H5SOZdUzuX2J/cTC5p869L5/PzxfYX95tcX09KbKtw2DY3tbUO8a0Ylq+bWYJk66axLecRH1lWcNMnEU/n9TE0j5bo4joZresSCPkwdlOfhsyyUUmiaVvjuOA4+n0yfI4R4/SSwiTdsKG3zbw/sIJFxCrd/9Mhubrry5MPmtBLinbBoUin//pGFPLK1k4CVn1pDKcXcl4U1AE8peoezo7Ylsy5VRX6uWtHIUMahvjSE7SlSWYeuwQyhgMGquTX8aVM7d7QPcdWKRsojfh7e2smsiUXs7hxiY/MAX7twNhG/H9PQiQY0wn4D0AgYoOk6hqahKYWdyxYmz3UcB6XU656HTQghQAKbeBMyOYf2l1ySAmjpS5HOORLYxFHhswyWT6tk+bRKuuJpsq7HhOLgEdcN9VsGHz61kRt+v6Ww7eLFddSWhJlWE+NLd24C4JrTGzlpUinTayI8uaOHHzywk789czItvUl+8cR+Tm4s5bKl9aRsl4hl8MGlDfQnsqw/0M/ciUUEfSbJrEvQZxBPu4T9JqYOpuYRCASw7fx8bLlcDtM0kRmVhBBvhMzDdgx4u+dhe6s8T3HrI7v51TPNhW2fOGsK15whi8aLsTOcttl2aJD+ZJbJlVGm1UQLa26mcw4bmwfY0T5IWcRPxG8SDpjMmVjEwd4UT+7qxnE9HtzSwXDa5hsfmMePH9lD73CWD57SQGUswP7uBBPLgiSzLjvaBvngKfUMJHOkcy5bWwc4bVolrlKEAyYhn0k0YBI0NUIWuK5LNpstBLZcLsfw8DCzZs3CNF/5c3NzczPr169HKcXJJ5/MpEmTZB1RIU5QEtiOAeMtsAH0DGV4elcPGw/2s7ipjFOnVVAWkZUQxNhwXI//fGwf//3UfiDfr+w/rlzEosaywj5dg2m2HRrkK7/ZXNh29elNrJxbjaHrPLe/j97hLJoG9z/fxsfOnIJSirTtUhkNMJDKMpSyGUrbLJtWge146BoEfSY6iqGMS9ivY+kakYBJwDIwNQ9D5bsOaJpGKpXCcRwcx+HQoUMsXrz4FdcEbW9v5xe/+AWu6wKg6zrXXHMNtbW171Q1CiHGMbkkKl6XbYfiPL6ji1TW5azZ1SxsKOGixXVctFgm8BRjr7UvxS+fOVC47biKPzzXyqLGMobTNvdsaGXTwQG6BjOjHve/q5tJ5xwuOGkidWUhDvYluXf9IbKOx3fu28Y1pzfxwOZ2eoaz3HDRHAZTNn2JHHetPsh7FkxgKG1TXxaiNOLD5zPw6RqGrjOUsck6EPV5+HWFoeu4rott26TTaTwvf5n01VrXuru7C2ENwPM8uru7JbAJcYKSedjEq0plHZ7a2cUXfvk8dzzdzO+fa+Wz/7OerYfiY100IQoG07nD+oTZjse21jjrD/Rx68N7SOc8DH30W56ha6Rtj43NA9iOx2Pbunj/yRML99+/qY2Prmgi5DP4yaN7aaqMcOasSj68rIGBZJaSkIWh6bTF0/TEM2ho5FxFxGcStHRCfgvLNDFNE13XCYfDBAIBcrkckUjkVUeKhsPhfBkNg6amJiZOnFjYJoQ48UhgE69qw4F+NjQPjFquyvUUuzpk8Wkxfmw7NMjKuTWF24ausXx6JR/7+Vp2dwwDsOlgP++aWclL5s3lopPreGJHFx2DaYpCFtGgyeaDca5YPonLlzXwqbOn4nounzt3OmfPruKu1QexHY942qY8EqAi5ieZc/Jrikb8ZBwHT3loGkSCJkoz8NBRShEIBPD7/UQiEfx+P0VFRa96ThMnTuSSSy7h3HPPpbq6GsMwXvdyVkKI449cEhWvakf7IKZ+eCfnSEBmXBfjx/a2QeIpmyuWT8J2FT5Tpyuen1PNe7HlzVPwh+da+fy5MxhI5XBcxeo9PZSEfcSTOba0DvKvly3g4Rc6sF3F9Jooj23vZFJFhPpSg+kTYsypK+aPzx+ivizCtJooT+3qZWp1BE0z0TVFyGcS9BkkMi6JTI6oz8JnGijlkc1m8TwPpRShUOg1R4m2trZy3333Yds20WiUhQsX8utf/5pPfOITVFZWvuN1KoQYX6SFTbyq+rIwmw4OcN78CYwMTls6Od8vKHmEdRmFGAur5k1gw4F+fvlMM3etOcj6/X3sfLFlbfWeXv7xvTOZWJrva5bMOlTH/Liex+KmMqZWx/jTpnZ6h7Ps707w7J5e/ufpA3zj7hcYTNksbiwlmXV5Ymc3ugYr59UACtfzWNRUgt8yiPpNbBcGkzY5V2EZELAMNA1ydo5MJoPjOLiuSyaTQdd1stnsK57P0NAQa9asYfHixZxyyilMnz6drq4uSkpK6OvrO0q1KoQYT6SFTbwix/UoClrUlYbY2zXElcsbmVgaYu3eXn7wfzspj/qJBkzqykJUF8s6o2LsLJlcyrcuncdj27uoLwszlLH5/br8SgiegpMaSnj3nBqe3d3DN+7Zyry6YkojPh7d1gXAnIlF9Cey3Pf8Ic5fWMuO9iGUgs0tcf6yvYuTJ5Uyd2IRrlJ09KdZPq2CZM6mZzBLWcRP2nEpDlpkbZesnV/9I2d7ZOwMxSED0+/HdV0cx8E0TbLZbGFt0UAgcNj5ZLNZiouLefbZZ4F8f7alS5di2/a4GSkuhDi6JLCJV7SzfYjr//d5mirCXLa0ga1tg/xhfWthhYMXWuP8evVBLltaz6LGEk6bXjVqYW0hjpaAZbK4qYx71h/i/pZDnLeglsuXNVAS8tE1mOGZPb18ZHkjhqHheoqNBweYXVvEh0+dxMTSIE/v6uHBLR0saixhT+cQX33/bHqHs8SCFj5T57+e2MeCSSUMJHMsaizFNDQClklVNEDnYAY06Pcg5jdI2x4hv0IDopEAKA+lPHRdx/M8NE0r9EVLpVJHDGy2bbNx48bC7WQySSKRYNGiRVRXVx+tahVCjCNySVS8on3dwygF+7qTdA5m+L/N7YWwVl8eYiCZA+D3z7Wy8WCc7W3xMSytONEVhXx8dtV0FjSU8ti2LmzXY9uLHzLW7etjR3uchZNKufjkOnQN9vckKApa3Ln6IM/u6QVgzsRiGisifPeP26mMBWjtT9ExkOYjyxupKw0RsAx2dybY2THM6r297O9OUBL2URz0UV0UIBay8pdHbQ9P03AchaYpDCO/dJbP58MwjMIEurZtH/FcXjqdxwjHcZg1a5YMPBDiBCUtbOIVRV8ysOAP61u5cnkjrsq3HAQtg5/8ZS+QHzWqAc09SebWyQLwYuxMq4nxuVXT+dEje3j4hc7C6ObJVRE+f8cGfnz1ElbOqyYaNBlK22w6OMDlyxpo60+j6xp7OodZNKmUD586iZb+JPPrixlI5ugZzrCxuZ+G8gjz64pQukZp2CJnKxSgNMjaDo6hE7AMUAqUwnFdsq6Hob848MHzyGQyhZ9fadWCiooKmpqa2L8/PxGwpmnMnj37na9AIcS4JYFNvKIJxUH+5vQm7lnfiuMpso7Lge4E586fwI1/eKGw3+KmUg70JJhSFWXTwQEWNEhoE2OnPBbg0qX1DKZyHOxLcerUcg50JxlMOTy5o5uAZVAeDXDnmoNkbY9tbXG+cck8Vu/tZdnUctI5l5zjURyy2NM5hO1CSdjHu+fW4HoehwbSBH0mmZzN9NpiEhmHyiI/nqcwNQ1PgWXo+HQNdI2QYRVGhHqeh23bJBIJ/H4/lnXk0daBQIALLriA5uZmUqkUtbW11NXJJNVCnMhkaapjwFgtTWU7Ho9t72LroThNlREAklkHU9dwPMVQ2kbXNHQNTFMna7uksi7XvXsa+7oTdMTTTCwNMaUqii5928RR9sSOTv74fDubWgZIZBwsQ+PixfVUFwXY1THEyU2lJLIOsYCP9niKnz+2D4DPrJzGz/6yh6yjmFwZ4czZVVRE/WRyLumcy8aDA0yribJiegWOC7oOIVMn53oE/Saep/A8RWUsgKdcAqaGenE6D8dxCpdCXddF13UJYkKI10Va2MQrskydlfNqmN9QguN6dA+l+dRt6ymP+nn33GrqSkJUxgK0DaQYyjjctaaFRZNK2No2yLW3P4dS+QlM/+3DC1k2tWKsT0ecYGZPLGFzS5w1+3opj/q5eHEdv13bQlNlhNNnVPKnje0Uh3ycNr2C/35yf+Fxg2mbz587g95EDlPXmFAS5Old3SycVEbnYJqa4iCmrrOrY5jSiI+6khBZxyOesrE9CPsMFDCUsTGUixU0UJ4HUJjOQ39xqSq//7XX33UcB8/zXnVVBCHE8U8Cm3hNVUUBsrbLUMbmmx+Yx59f6CCetDH1DDc/tIsrT2vivx7Pt06cOrWCf71nKyPttq6n+PEje5hXX0LYLy83cfSUR/0saChhYml+LsH/fmo/WdsjkbaZM7GIdXt72dU5RM9wmn84fybdQ/l50fZ3JzB0jYhfp3swh+t6vHdhLXs7EyxpKsVVABoDySxB06BjME1F1E9VLICmQ8DU8ZsGlqGBMvA8B8s08V4MbeFwmEQigWmaOM7hcxl6nkdzczNbt24lEAhQUlLC0NAQtbW11NfXv+Ji8UKI45v8BxWvyXE9freuhVse2k3Qp/O9y09ia+sAB3qSfOmCWXTGMyyfVsGpU8tpqAjR9+Lo0RHDGQfPkyvv4ujqG87ynfu2s2xKOboGIZ/J/PoIF51cx2/WHOSixXV0DmZo6UvSPpBmU0ucaMDgzFnVrNnXy8GeJH/7rsl0xDPs7BimsSLMcwf6mV9XQiSoUx6J4iqF4yiyjoduavQmclRGfGRdRdQy8PsM9HxOQ9d1UqkUSiksy8JxnCMGttbWVn75y19SW1tLQ0MDlmVx8OBBnn76aWbMmMHKlSspKZF+okKcaGRaD/GamnuT/OiRPQDMnVjCppYBmvuSnDuvhqd2dON6HmfOrKQi6uf/+/NuPnLqpFGP/+iKSWQdbwxKLk5knlLkHI8HNrez6eAAS5rKsAydvkSWP7/Qid/Uae9Psat9iNufOoCha5w0qZSioIWpaZw3bwL7uobRtPxlTg2YX1/K7q5h1uzpJ51zyeRcIgETn6EzkLIpDphYhk7Y0rFMDV1X6IaJYRi4rltYBH5ktQNd1xkYGBhV7ra2NmbOnEl9fT1bt27l3nvvpaioiIaGBnbu3Mnu3bvHpkKFEGNKWtjEa0rnHNwXW8j6k1lcz6O5J0XnYJoLFk0kkXHwmzrNvQmuOr2JbYcGufK0RgCaKsOUhf1c9ZNn+ZeL5nLKlPKxPBVxAqmIBfjoaZP48aN76RzM0PlCB39zehNd8fy0Ggd6kpzUWMqE0hDnzZ9AwDIYTOfoS2Q5e041tuuhPMXTu3sxDY2M7dLal2LFjEosQ8PzPAYzLjlPobmKCaVBDF1DU2AaBrqRn2vNb2hkHRvTzAc3287/rJQik8nged6oFrOSkhJyuRy7du2itraW2bNns27dOlauXIlt27S3t49VlQohxpC0sInX1FAe4aRJ+X8oe7sSmIbOrNoYbfEMwymb8oiPcMBkXl0JuzuGuOOZZu5e30pjRZgXWuK0xdNYhs43/vACezqGxvhsxInkvPkT+NIFs/jQsgY+fuYUKqI+7tvYBkBRyKK1L0nYbxC0DMJ+g9Kwn1jQIptz6RhIs687SUXUT3VxkNrSEJ6C/++h3WQdl5TtEfYblIctHBQ9QzmG0jaDaZuc6+J54DNNNE3DfPE75AcRBAIBUqkUpmkeceR3WVkZS5YsYdq0aZSXl7NixQqee+45TNNk+vTpR7UOhRDjg0zrcQwYq2k9XqqtP8W6/X30DGVYOKmUCcVBdnUMYhkGB3uGKY0GSGRsApaJ43pEAhZ9iUx+mR7L4Ferm+kZyvKND8ylrizMzAlFY3Ie4sS0fl8f7fEUT+/qoXMww4oZlcSTOXyWTn1piM54BkPXiAYt+hNZnt7dw6p5Ndy7/hCXnVLHxLIwmayD7SmClkky6+C3DCwTQpaFoUNp1Iel62iAoeuYuiLkM1Geg2VZZLNZfD4f6XQax3HIZDJkMhlisRiVlZVA/m/9hRdewLZtstks0WiUZDJJLpejrbmZWRWVDNg5lq1aRXm5tFYLcSKRS6LidaktDXFR6ejRaZ2DaTa3xPGbGmURH2G/gaFrlIZ8HOhNksy6pHIOEZ9Jz1CWGTUx9nUO47iKnO1RHvVxqD/Nvq4ElUV+FjaUUhZ97WkOhHijptVE6RxMM60myrKp5ei6xh+eayVgGVxzRhPLp5Xz5O4eQn6DnGOybGo5IZ/JF98zk1QuP2jGU1AZCxKwdIIZg6DPQEOh0IgETEz+ulZo0DTQNY+c54Jto2kamqbhOA5KqcLAg5fr6ekpLF01sgRVZWUlJek0SzZuxDc4hLJtDN/juKtWYshC8EKcMCSwiTdtanWUv2ztJBSw2NU5zMmTSkADHZ2ikA+faQCK36xt5b0LJnBSYylP7eqhJOJnf3cXc+uK+dKdmwvHu2RxHZ8/dwaWKVfqxdsrFvJRFLZI5BwUkMg4fOrsqaRyDvFkjtKwRdAyaO5NMrMmRk1xEICM7dA2kKI/kWN6TZR4KofjepRGfGSdfB83y9RIZVy0oIbf0PKLvKt8cLM0DSsYLEySq+t6YV3RbDaL67qFYJZOp9myZQuO47B9+3YATNPk0ksvZaCnh+ElS4jd/wD673+fP6l//mein/rkWFSnEGIMyCXRY8B4uCT6SgZTOdbs7eNgb5KTJpUwlMpiexALWPhMDUPPL9WTzDh8+75tfPCUBipifv7fH7dzw0Vz+effbSkcS9fgV9cup6YoiN/SX3GdRSHejHTOYWtrnHgqv75oacTHloMDhIMmQ8kctaVh9ncn0LR8v811+3pZOqWcaCC/tFRxyIenKbI5l5yjCJg6Pp9OScjC8yD94ohRDfAZEA35cF0PndFrhtq2TTwex+fz4bouSikmTpzIoUOH6Orqore3F03T6OjooKqqiu3btzM8PAxAY1UVZ23ZinbvvWjFxVT+5RHMqqqxqE4hxFEmLWziLSkK+egbzvCLJ/bRNzSBd82qwsu5+EydaNAgnfVwPJfeRJbPrpqOBty74RA1xUFSudFzUPlMg0N9Kf7jwZ1MKAnxvpNqmSF93cTbJOgzWTy5nMe2d5DOefQOZZlUGaFnKEtpNICnIGW7FIcsaooDnDmrCtPQ8Jk6mZxLIuugaxANmESLTZJZFw0wNR1XV5g6OJ7CUwoPDZW0iQZNdC3fYjzy2diyLPx+P5qWH0U6sl0pxerVqzFNk5KSEiKRCMXFxaRSKWbNmsWchgaK+/qJVFWhpk8D2wZXpssR4kQhgU28ZRPLwgA8sKWDquIQp0wtA6Xyna8NDSenmFwV5YkdXdy1tuXFvkEz0IGgzyCdcwG4+owm2gdSNFVG+d9nm9nVMcT7FtYyr6GExorI2J2gOK4smlTGc/v76B7KkrFdqosChP0mwxmbuROLSOVc9ncnqCsNEvS/OIgmaIDSMHUNTykGUzlsV6E88Fk6ePml3DRdETIMcq5C0/PTefgNA00DwzDwPA/HcQgGgwwPDxcWg89kMvT09DB79mwOHToEwJQpU/D7/bznPe+B5maif3kMvbUVb9FJZO6/H2f7DjSfj8h116Lp0o1AiOOdXBI9BoznS6IAiYzNA5va+cUT+1gxvZKq4gDTqiOYug5KkXY8UhmHurIwPcNZon6T4azNTf+3k4+c1kjYbzKQzFEa8dOXyBJP2ty15iAAl51ST3UswFDaYdmUMmbUFuG3jDE+Y3GsW7+vF0PPt56lHY+1e3qY31BK0DIKE+66nkcsaJFxPJJpm8pYAMPQcV2PoaxD0DKwDNA1HV2DoN/E0jUMHQxDJ5V1KQlZ6MopDDBQSo0KaSNTewSDQbq6ukgmk4Wlp3RdJ5lMEgwGCeZyHNi1ixga1Zs3U1xRwfAPfgg+H5V/eQSrsXEsq1MIcRRIYDsGjPfANqI/kcXzFHu6hrAd78V5qxSWrtObyBKwdFD5fm1KU2RyHqau8T9P76e2NExtaZD+4RzDWYffr2ulMhZgYUMJadthIJljSVM5c+ti2K6iqihAY3noiCPthHgt8WSO7W1xLEMn53r4DJ2O/hQ5VxEJWlTFAig8BtM2JUEffp+B39Dw0Mg5HhqQzNqE/CZlER+6Bo4HOcfFczXCAR0dDcvSCFgGruOg63phtGgmkyGdThda3CAf5vr6+jAMg6qqKjzPQ9d1HMchkUiQyWTYsmULlm2zMpXGvvc+nD178oGtqWlsK1QI8Y6TwHYMOFYC20ulsw67OwY51J+mJOyjMubHdj38loHjKmzHw1WKlO2QzLhoGmQdhet5fP/+HRSHfXz6nKl8+95tXH16Ew9ubmfplHJm1Rax9dAg8+uL8ZSiJOTDMqEyGqC2TC6bijdmf9cQ8VQWNJ3hlEMsaJJzPCxTJ+Q3UJ6iP5lD0/ITeLgeFAcsIgGTgN+gL5EjaBmYOvgMg6Bfx/VAVx5K0zA1MHWFpmmFUaKe55HNZslmsziOQy6XX3t3ZE42XdexbRvDMBgYGMDv92PbNiqdJpLNUeLY2M88i9bfj2/pUkIXvh/NkFZnIY530odNvCOCfpP5k8rQjQEChg6ahmFohP0mPlMna7tkbJtIIIAd8vA8RTLrknFcbrx4Lgr49eoDnDu3hilVEQ72pThjlkHIb9ART9NYEaI9nsFn6pwyuYyuwQxtA2lKwz4UYGpQFAlSGvGNdVWIcaypKsaOtn40dIIxg8G0jWXqtA+kqS724zig0CgJmfgMg5Sd7+SfdV32tyUpC1kklSJoGdieg6GbZF2P4ItT2uimhmVahdYy13XRNA2fz0culysEOU3TCIfzfUFd1yUWi5HL5aisrMS2bRzHwdQNIgd3oDraMU0T1/MY/rd/x3/qMsyamjGsRSHE0SAtbMeAY7GF7aV2tMVJ2y41RYH8pKFo6CgMXcNVYDseGcdF13SUUjiuIm27hUtPP/3LXk5qLKWyyM/MmiKe3NVDVcxPezyN68HsibEXO4OD4ypSOZdEcpjFk2tI5Fz6kzkmlQbxO/n68zxPZokXBTnHY3NzH2URPx6KVMbBsgyUByG/Tjrnkcg6lIQtEmmb0ogfQ9ewHY+c46Eb+Sk7PAU+Q8sHvKCBbuj4Da0wpcfIW+1IK5tt2wwPD+M4DoZhEIlEyGaz+P35yaM1TcN1XRzHwfPyQVG5Lmr/AbKuQySVQn/qaYLvfS9qwXwsyyr0iQuFQti2TW9vb6EFr6ysjEhEWqGFOFZJYDsGHOuBDfL925p7hvE8MHRFadiPrmmgQ9DMd9Z28cg6HqmcR8DU6U/ahHwGXUNZdCDg13huXx+gE/abNPcmAThnTjXpnEtfIstAIsfjO7v51gfmsrcrwcNbu/jkmY1sbRsms281s2fPZtu2bUyePJkJEyawe/duqqurKSsro7e3t7AQd3V1daHsQ0ND+P3+wj9ScfzZ1hrnhdZ+Fk0qRTd0ugczaJpG73CW2ROj5FyF52kETMi6EDQNhrM2xSGLZMbBMDRiAQtHKTzPxXHza5X6DNCUKqxeAPkg5nkeqVSKdDqNUgrXdYlEIoXpPkYm14V8wBvZR9O0wsAFoBD2XNcthMCRx7lufvR1W1sbJSUlhEKhQlj0+Xxks1mGhobw+XzU1NRgmibd3d309PRQXl5OUVERRUUyrY54ezgv9uPUZUTzmyaXRI+SW2+9le9///t0dnYyf/58brnlFpYsWTLWxTpqSiN+SiN+bMejpS+B0nRs18VCxzI1HM8DFChFsV8nkYOI38ADZtSEcT1oH8gwp64EpaCtP83MCTEsXWdv5xBlET8TikPomkbIZ+B6MJxxWLevlyuWN3D/xja+98EL+PUvb+fiiy/mxz/+MZdccgmPPfYYPp+PSy65hDvvvBOApqYmVqxYgWmaNDc3s3XrVsrLy5k/fz5Tp0497Nw6Ojro7u4mlUpRXl5+xH3E+DajtoihjMOvnm3m42dOZmpVFMfzqI75OdibpqrIh+cpUjmIBfOX2aMBk0zOxTJ1TDRsNz9Brk83iAUMDF1HKe/F76oQ2EbCls/nw3GcQtjK5XJEIhFc1y30b4N88BoZXJPL5fA8D/ViCHRdl6KiIhKJBOFwmHg8TiwWo7+/n1AoVFgCa2Qkam9vL4FAgEQigWVZGIZBMBhk7969hZZnv99Pb28vAwMDmKaJ53lUVFSQTCbp7e0lFApRWlpKbW0tLS0tDAwMkEwmKS8vp6ysjK6uLhKJBFVVVTQ0NIzBsymOlra2Nnp6ekin01RUVDBlypTD9nEch9bWVrq7uzEMg4qKChoaGkgkErS2tjIwMEBxcTE1NTX09vbS19dHaWkpDQ0N8iH5ZSSwHQV33XUX119/PT/5yU9YunQpN910E6tWrWLXrl2FRZ9PFJapM7kq30rYn8jSNpAiZXuEfAZBy0DX8v/YgpYi6PfnR9+5LumsS2nEIpjTMU2TWMCHpzwSGYeKIj+2q9h8MM7y6aVcdkoDn/mf9Xzr0nnMnlhMNGAQC1qYmsvw8DC2nZ/pPh6PA/l/gp2dnYUy7t+/n2nTpuG6Lo8++igAXV1dtLe3E4lEqHlJf6FEIsHmzZtZu3YtkF9K6OKLL2bmzJlHozrF28TQNZZNLefkxlIUiv7hDEFLx2/qNBo6tuOCpghZOmnbIeLXcR1F2KejGwY520XXQNPzc7UpBWgKU9PRddBeMnnuyEhRz/MKgWjktm3bpFIpPM8jk8mg6/nX+0hQG1kZIZ1OU19fz8DAAG1tbcRiMbq6uigrK2Pz5s3MnDmTffv2UVFRQTAY5K677uJ973sf27Zto76+nvLycoaHh1m3bh0LFizgnnvuAaC8vJzzzjuP3/3ud0D+MmpDQwMdHR1kMhk2btwIwLJlywgGg+zatYtnn30WyL/2L7zwwsJjLcviAx/4ANOmTTu6T6Y4Kvr7+9m0aRPr168H8s//JZdcwowZM0btd/DgQe69997Cah11dXWsXLmSnp4e7rvvvsJ+5513Hlu2bKGtrQ2A888/n5NPPvkonc2xQdomj4If/OAHfPzjH+fqq69m1qxZ/OQnPyEUCvGLX/xirIs2pkojfubWlTB9QhE+U6dtME3WUWS9/GjSnOPheIBmEAmbGLpOccCkJuanvtgioGtMnxClMhogErB434IKhjMuEZ/GP184hz8+t5crlk/i6p+t470La/m3f/s3Fi5cSHFxMQDRaLRQFuNlo+yy2Sz79u0btW1gYID+/v5R2zo7O1m3bl3htuM4bN68GXFsskwdn2lQXRKmKBLE8RRRv0F1LEjA1EnmHAKmhmUYBCwD08xPihsLWlhmvs+a36djWTqe66HpWiFkjRhpaRu5zG6a+c/NI/uNtIwFAgECgQDZbBbIf2jI5XLouk5paSnd3d1ks1mCwSD9/f0MDAwQj8cJBoMMDAywdetWWltbKSoqoqmpiaeeeoozzjiD5uZmkskkhw4dYtWqVYV/pAC9vb2jPrz09fXh9/tZs2bNqNaTNWvW0N/fz5o1awrbHMdh69atNL04xYht22zatOntf5LEuNDX18eGDRsKt0ee/5fr7Owc9RprbW1F13WefvrpUfs9+eSTnHPOOaNuDwwMvAMlP3ZJYHuH5XI5NmzYMOqFqOs655xzDqtXrz7iY0b6lrz063hXVRxifn0p9RVRakqiFEWCDKdzDGVyKOWiaTphv47Pb4By8PlN6qvCBA1FKOBRFtEZymnMrw0ztTJAyGfwkTOm09qf4rsfXMCscp2VK1cybdo0brnlFs466yzKysoADuuzpmkaFRUVVL1sjUa/31+Y1PSlXt4NdKTvkDj2VRSFKAoHaBtMUxy0qIgGMA2DZNbFc11MQ8PUwdB1gqaOaei4LqDyf+eu4xU+DLz0sihQaGkbGSVqWRa2beP3+/H5fIWVECZMmIDP56O/vx+/3091dTWu6zI4OEgymSxcEk2n06RSKSorK0kmk8TjcTwv//urq6sZGhrCtm2SyWShVU8pVbj0OuLlr1+l1Kh+cyPbRi7lvpRt2/h8fx2Z/fJji+PHyOvipY703vfy18gr7eu67qj+bUd6fZ3oJLC9w3p7e3Fd97B//lVVVaM+yb7Ud77znUKH36KiIurq6o5GUcedSVVF1JVFKY6EiIX8+HRwMyls28Z1HNSLf9BFfj9V0SDVYZW/3Om6VPqylFqKMxqDzKj0EYlEmD17Nrquc8UVV7Bw4UL6+vo4//zzufDCC3Fdl0WLFjF37lwuvvhiKisrmTx5cqG1IBQKcd5551FaWjqqjKWlpSxYsKBwW9M05s+ffzSrSbzDdF1jWk0RxdEg5bEQEdNlQrE/P2WMnUHl0liGAuVi6QpTc9Hx8kHuxYbbl4e1vx5bL3wfmfYjl8uRyWQIBAIADA4OksvlKCkpIZPJFFooSkpKCv3VysrKKC0tpbi4mHXr1lFeXs7MmTOJRqP09vbyzDPPFFqXGxsbCYfDRCIRduzYQUlJSaE8lmWN6qbh8/nQdZ1p06aNal2eMWMG5eXlzJ07d9T5zJkzh507dwLyt3C8Ky0tZfbs2YXbuq6Puj2iurq68FoGqKioQNd1li1bNmq/U089laeeemrU7ZEP1SJPRom+w9rb26mtreXZZ58d9QL9x3/8R5544olC36eXGplUc8TQ0BB1dXXH9CjRo2Vk9J3f7yeTyRS2+/1+UqnUqE//2WwWTdOwbRvP84hEIhiGwfDwcKGTdSKRYHh4GJ/PRzgcPuIbSGtrK11dXaTTacrKymhsbCQYDB6V8xXjw8icatlsFtM0C+uGvtqIuJEA99KQBhAMBgutYCMj6166GsLI7ysqKiq8V5SVlZFIJApzto200JWUlNDX10c6naa2tpbOzk5KS0uxbZtwOFwYrNDS0oLrutTU1FBRUcHu3bsLI1dzuVyhhW5k0EJ1dTUNDQ309PTQ3NxMOp2mvLycyspKWlpaSCaThQ89I5d8xfGntbWVzs5OMpkM5eXlNDQ0HPEqxN69e+nq6kLXdaqrq2lsbKS/v59Dhw4VBsrU1tbS3d1dGIQw8sFC/JUEtndYLpcjFArxu9/9jgsvvLCw/aqrriIej3Pvvfe+5jGOh2k9hDiR2bZduAQ58h1Gh7aRUGbbdiH46bpe6Mfm9/tJp9OFY46M8vT5fBKKhDgByF/5O8zn87Fo0SIeffTRQmDzPI9HH32U6667bmwLJ4Q4Kl5rzVvTNF91CoORFltpuRXixCWB7Si4/vrrueqqqzj55JNZsmQJN910E8lkkquvvnqsiyaEEEKIY4AEtqPggx/8ID09PXzta1+js7OTBQsW8OCDDx42EEEIIYQQ4kikD9sxQPqwCSGEECc2mdZDCCGEEGKck8AmhBBCCDHOSWATQgghhBjnJLAJIYQQQoxzEtiEEEIIIcY5CWxCCCGEEOOcBDYhhBBCiHFOApsQQgghxDgngU0IIYQQYpyTwCaEEEIIMc5JYBNCCCGEGOcksAkhhBBCjHMS2IQQQgghxjlzrAsgXptSCoChoaExLokQQghxbIpGo2iaNtbFeNMksB0DhoeHAairqxvjkgghhBDHpsHBQWKx2FgX403T1EjzjRi3PM+jvb39mP908EqGhoaoq6ujtbX1mP5jOlZJ/Y89eQ7GltT/2Dpa9X+s/w+VFrZjgK7rTJw4cayL8Y6LxWLyZjmGpP7HnjwHY0vqf2xJ/b86GXQghBBCCDHOSWATQgghhBjnJLCJMef3+7nhhhvw+/1jXZQTktT/2JPnYGxJ/Y8tqf/XRwYdCCGEEEKMc9LCJoQQQggxzklgE0IIIYQY5ySwCSGEEEKMcxLYhBBCCCHGOQlsYsw0NzfzsY99jMbGRoLBIJMnT+aGG24gl8uN2m/Lli2sWLGCQCBAXV0d3/ve98aoxMefb3/725x66qmEQiGKi4uPuE9LSwvnn38+oVCIyspK/uEf/gHHcY5uQY9jt956K5MmTSIQCLB06VLWrVs31kU6Lj355JNccMEFTJgwAU3TuOeee0bdr5Tia1/7GjU1NQSDQc455xz27NkzNoU9Dn3nO99h8eLFRKNRKisrufDCC9m1a9eofTKZDNdeey1lZWVEIhEuueQSurq6xqjE448ENjFmdu7cied5/PSnP2Xbtm388Ic/5Cc/+Qlf+cpXCvsMDQ2xcuVKGhoa2LBhA9///ve58cYb+dnPfjaGJT9+5HI5Lr30Uj71qU8d8X7XdTn//PPJ5XI8++yz/Pd//ze33347X/va145ySY9Pd911F9dffz033HADzz//PPPnz2fVqlV0d3ePddGOO8lkkvnz53Prrbce8f7vfe973HzzzfzkJz9h7dq1hMNhVq1aRSaTOcolPT498cQTXHvttaxZs4aHH34Y27ZZuXIlyWSysM8XvvAF/vjHP/Lb3/6WJ554gvb2di6++OIxLPU4o4QYR773ve+pxsbGwu0f/ehHqqSkRGWz2cK2L33pS2r69OljUbzj1m233aaKiooO2/7AAw8oXddVZ2dnYduPf/xjFYvFRj0n4s1ZsmSJuvbaawu3XddVEyZMUN/5znfGsFTHP0Ddfffdhdue56nq6mr1/e9/v7AtHo8rv9+vfv3rX49BCY9/3d3dClBPPPGEUipf35Zlqd/+9reFfXbs2KEAtXr16rEq5rgiLWxiXBkcHKS0tLRwe/Xq1Zx++un4fL7CtlWrVrFr1y4GBgbGoognlNWrVzN37lyqqqoK21atWsXQ0BDbtm0bw5Id+3K5HBs2bOCcc84pbNN1nXPOOYfVq1ePYclOPAcOHKCzs3PUc1FUVMTSpUvluXiHDA4OAhTe7zds2IBt26OegxkzZlBfXy/PwYsksIlxY+/evdxyyy188pOfLGzr7OwcFRaAwu3Ozs6jWr4TkdT/O6e3txfXdY9Yv1K3R9dIfctzcXR4nsfnP/95li9fzpw5c4D8c+Dz+Q7rSyvPwV9JYBNvuy9/+ctomvaqXzt37hz1mLa2Ns4991wuvfRSPv7xj49RyY8Pb6b+hRDiaLn22mvZunUrd95551gX5ZhijnUBxPHni1/8In/zN3/zqvs0NTUVfm5vb+fMM8/k1FNPPWwwQXV19WGjhEZuV1dXvz0FPs680fp/NdXV1YeNWpT6f3uUl5djGMYRX99St0fXSH13dXVRU1NT2N7V1cWCBQvGqFTHp+uuu47777+fJ598kokTJxa2V1dXk8vliMfjo1rZ5O/hrySwibddRUUFFRUVr2vftrY2zjzzTBYtWsRtt92Gro9u9F22bBlf/epXsW0by7IAePjhh5k+fTolJSVve9mPB2+k/l/LsmXL+Pa3v013dzeVlZVAvv5jsRizZs16W37Hicrn87Fo0SIeffRRLrzwQiB/qejRRx/luuuuG9vCnWAaGxuprq7m0UcfLQS0oaEh1q5d+4ojqMUbo5TiM5/5DHfffTePP/44jY2No+5ftGgRlmXx6KOPcskllwCwa9cuWlpaWLZs2VgUefwZ61EP4sR16NAhNWXKFHX22WerQ4cOqY6OjsLXiHg8rqqqqtSVV16ptm7dqu68804VCoXUT3/60zEs+fHj4MGDauPGjerrX/+6ikQiauPGjWrjxo1qeHhYKaWU4zhqzpw5auXKlWrTpk3qwQcfVBUVFeqf/umfxrjkx4c777xT+f1+dfvtt6vt27erT3ziE6q4uHjUqFzx9hgeHi68vgH1gx/8QG3cuFEdPHhQKaXUd7/7XVVcXKzuvfdetWXLFvX+979fNTY2qnQ6PcYlPz586lOfUkVFRerxxx8f9V6fSqUK+/zd3/2dqq+vV3/5y1/U+vXr1bJly9SyZcvGsNTjiwQ2MWZuu+02BRzx66U2b96sTjvtNOX3+1Vtba367ne/O0YlPv5cddVVR6z/xx57rLBPc3OzOu+881QwGFTl5eXqi1/8orJte+wKfZy55ZZbVH19vfL5fGrJkiVqzZo1Y12k49Jjjz12xNf6VVddpZTKT+3xL//yL6qqqkr5/X519tlnq127do1toY8jr/Ref9tttxX2SafT6tOf/rQqKSlRoVBIXXTRRaM+wJ/oNKWUOooNekIIIYQQ4g2SUaJCCCGEEOOcBDYhhBBCiHFOApsQQgghxDgngU0IIYQQYpyTwCaEEEIIMc5JYBNCCCGEGOcksAkhhBBCjHMS2IQQb9ikSZPQNI0bb7xxrIvCjh07MAyDpqYmXNctbL/jjjuYNm0almWhaRq333776z6mpmmv+ZjHH3+8sN/jjz/+pst/++23F45zrLrhhhvQNI2vfOUrY10UIY5bEtiEEOPO7bffzrnnnsvEiRMJBALU1tZy8cUXs3nz5sP2/frXv47neXzuc5/DMAwAuru7+djHPsaePXuoqqpi6dKlb9v6quJw1113HX6/n5tvvpne3t6xLo4QxyUJbEKIcef222/nz3/+M36/n0mTJtHe3s7dd9/N8uXLOXDgQGG/rq4ufv/732MYBh/60IcK23fv3o1t2wA8+uijrFmzhvPPP/+on8eJoqKigne/+90kk0nuuOOOsS6OEMclCWxCiLdFS0sLH/3oR6mursayLCZOnMinP/1p+vv7C/sopfiXf/kXysvLKS4u5rrrruMrX/nKYZcEL7zwQrZv386+ffvYuXMnN910EwDJZJJ77rmnsN/vfvc7HMdhyZIlVFZWAnDjjTeyYsWKwj4zZswYddnyvvvu47TTTiMSiRAIBFi4cCH/9V//9Zrn95vf/IampiaCwSDvec97aGtre9118/DDD3POOedQVFREIBBgxowZ/PKXvzxsv2effZbFixcTCoU46aSTWLNmTeG+TZs2cfbZZ1NTU4Pf7yccDrN48eLDjjNSl//+7//OFVdcQTQapba2lm9961uj9tuyZQvLli0jEAgwf/58nnrqqcJjX3qpu729nWuuuYYJEybg8/loamrim9/8Jo7jjDree9/7XgB+/etfv+56EUK8AWO8lqkQ4hjU0NCgAHXDDTcopZTq6upSEyZMUIDy+/1q1qxZyjRNBag5c+aodDqtlFLq5ptvLiz6XFtbqyorK1U4HC5seyUbNmwo7HPrrbcWtl9++eUKUJ/97GcL2/7zP/9TzZw5s7D/ggUL1NKlS9WGDRvUHXfcUdheVVVVOA9Afetb3yocg5ctTL1x40al67oCVFFRkZo8efKocj/22GOvWPbf/OY3StM0BahgMKjmzJmjYrGY+tznPqeUUuq2224rHCcUCqnp06cX6q6hoUHZtq2UUuruu+9Wuq6rhoYGtXDhQlVSUlJ43P33339Y2S3LUjU1Naq8vLyw7aGHHlJKKZVKpVRtbW1hv5kzZ6pYLFbYb+R57e3tVXV1dQpQ0WhUzZs3r1C2q6++etR5Pv/88wpQpmmqRCLxivUhhHhzJLAJId6wlwe2r33tawpQuq6rDRs2KKXyAWMkAPziF79QSik1ceJEBahly5apXC6nEomEmj59+msGtr/9279VgCotLVWdnZ2F7YsWLVKA+sEPfjBq/8cee6xwzAMHDhS219fXK0AtXbpUZTIZ5XmeuuiiiwphKplMKqUOD2xXXHFFIayN/P4rr7zydQW2xsZGBajJkyerjo4OpZRS2WxWbd26VSk1OrDdfPPNSiml/uM//qOwbceOHUoppTo6OkadezqdVlOmTFGAuuKKKwrbRx63bNkylc1mVU9Pj7IsSwHqS1/6klJKqZ///OeHhb2Xbht5Xm+88cZCuO3u7lZKKXXPPfcoQGmapvbs2VP4vX19fYXHj5ybEOLtI5dEhRBv2XPPPQfA9OnTOemkk4D8Zc1QKATA+vXrGRoa4tChQwBcdNFFWJZFOBx+1b5ljuPwiU98gp///OdEIhHuvvtuqqqqCvcPDg4CEI1GX7OM3d3dtLS0AHDxxRfj9/vRNI3LL78cgHQ6zbZt24742JHty5cvL/z+Sy+99DV/Z09PT6HP3dVXX011dTUAPp+P2bNnH7b/lVdeCcCsWbMK27q6uoD8pc4vfvGLTJgwAdM0CQaD7N27F8hftny5yy67DJ/PR3l5eeFy8cixRs4nFAoV6v+yyy477Bjr1q0rPK6yshJN07jwwguB/OXttWvXFvaNxWKFn0eeFyHE28cc6wIIIcSRDA8Pc9lll/Hggw9SVVXF/fffz8knnzxqn5GQkEgkxqKIb7vi4mIATPOvb81KKQCuuOIKHnnkETRNY9asWUQiEbZv387w8PCo6UxefqyXHm/kWCNe71Qi0Wh0VIgcMRLIAYaGhgo/vzS8CSHeHtLCJoR4yxYvXgzArl27eP755wG45557SKVSAJx88snEYjHq6uoAuP/++3Ech1QqxZ/+9KfDjtfW1saKFSt48MEHmTVrFmvXrj0srAFMnToVgIMHD75mGSsrK6mvrwfgD3/4A9lsFqUUd955JwDBYPCIrV5AYfszzzxDd3c3kB/w8FoqKipobGwE8iNfRx5r2zbbt29/zce/1MgAhI9//ONs3bqVBx54gEgk8oaOMWLOnDlAfhDHQw89BOQHVbzcyPNqmiZ33nkna9asYc2aNTz88MN8+tOf5qKLLirsO/IcmKZZOGchxNtHApsQ4i279tprqampwfM8Tj31VObMmVO4ZDhnzpzClBv/8A//AMCTTz5JU1MTjY2NtLa2Hna8a665pjDnmlKKD37wg5xyyimccsopfPOb3yzsNzIadP369a+rnN/+9rcBWLt2LQ0NDTQ2NnL33XcD8NWvfnVUi9FLXX/99WiaxuDgINOmTWPq1Kncddddr+t3/r//9//QNI29e/fS2NjIvHnzqKio4Gc/+9nrevyIefPmAfDzn/+c2bNnM3nyZDKZzBs6xogPf/jD1NbWAnDBBRcwe/ZsvvCFLxy237XXXkttbS0DAwNMnz6dBQsWMHnyZMrKyrjqqqtG7Tty+XThwoWEw+E3VS4hxCuTwCaEeMsqKytZs2YNV155JcXFxezatYuqqir+7u/+jieeeIJAIADkJ1j953/+Z0pLSxkcHOSiiy7iYx/7GEBhH4BsNlv4eceOHaxdu7bwtW/fvsJ9H/jABzBNkzVr1ryuCVuvuOIK7r33XpYvX87w8DCdnZ0sWLCAn//853z1q199xcctXLiQ//3f/2XSpElkMhkaGhr48Y9//Lrq5tJLL+XPf/4zZ511FqZpsnv3bqqqqo7YYvhqbr/9ds4880wCgQCpVIqbbrqpEOLeqEAgwAMPPMDSpUsB0HV91HQcwWAQyLcQrlmzhquvvpqysjK2bdtGOp1mxYoV/PCHPxx1zPvvvx9g1Hx4Qoi3j6Ze3qlBCCHeIYODg2Sz2UIn+Ewmw+LFi9m6dSunnHIKq1evfsPHvPzyy7nrrru4+eab+cxnPvN2F/m4tXfvXiZPnlzox/arX/2KK664AoAHH3yQVatWve5j9fT0UFdXh2VZNDc3U1ZW9o6UWYgTmbSwCSGOmgMHDlBfX8/pp5/O+973PiZPnszWrVsxDIOvf/3rb+qYN9xwA7quc9NNNx2x8704sr//+79n8uTJvO9972PFihWFEaqnn346K1eufEPHuuWWW8hms3z2s5+VsCbEO0Ra2IQQR01bWxtXX301GzduJB6PU1RUxNKlS/nyl788anUC8c676aab+OlPf8rBgwfxPI/GxkYuvfRSvvzlL79iXz4hxNiRwCaEEEIIMc7JJVEhhBBCiHFOApsQQgghxDgngU0IIYQQYpyTwCaEEEIIMc5JYBNCCCGEGOcksAkhhBBCjHMS2IQQQgghxjkJbEIIIYQQ45wENiGEEEKIcU4CmxBCCCHEOCeBTQghhBBinJPAJoQQQggxzklgE0IIIYQY5ySwCSGEEEKMcxLYhBBCCCHGOQlsQgghhBDjnAQ2IYQQQohxTgKbEEIIIcQ4J4FNCCGEEGKck8AmhBBCCDHOSWATQgghhBjnJLAJIYQQQoxzEtiEEEIIIcY5CWxCCCGEEOOcBDYhhBBCiHFOApsQQgghxDgngU0IIYQQYpyTwCaEEEIIMc5JYBNCCCGEGOcksAkhhBBCjHMS2IQQQgghxjkJbEIIIYQQ45wENiGEEEKIcU4CmxBCCCHEOCeBTQghhBBinJPAJoQQQggxzklgE0IIIYQY5ySwCSGEEEKMcxLYhBBCCCHGOQlsQgghhBDjnAQ2IYQQQohxTgKbEEIIIcQ4J4FNCCGEEGKck8AmhBBCCDHOSWATQgghhBjnJLAJIYQQQoxzEtiEEEIIIcY5CWxCCCGEEOOcBDYhhBBCiHHu/wc5I6A7vDt1RAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.marker_gene_volcano(group_name='2.vs.rest', vlines=False)" ] }, { "cell_type": "markdown", "id": "ed862890", "metadata": {}, "source": [ "You can also filter out genes based on log fold change and fraction of genes expressing the gene within and outside each group." ] }, { "cell_type": "code", "execution_count": 37, "id": "a0d780d5", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:24:35.316864Z", "iopub.status.busy": "2024-01-17T02:24:35.316682Z", "iopub.status.idle": "2024-01-17T02:24:36.408718Z", "shell.execute_reply": "2024-01-17T02:24:36.408013Z", "shell.execute_reply.started": "2024-01-17T02:24:35.316848Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:24:35][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run filter_marker_genes...\n", "[2024-01-17 10:24:36][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: filter_marker_genes end, consume time 1.0848s.\n" ] } ], "source": [ "data.tl.filter_marker_genes(\n", " marker_genes_res_key='marker_genes',\n", " min_fold_change=1,\n", " min_in_group_fraction=0.25,\n", " max_out_group_fraction=0.5,\n", " res_key='marker_genes_filtered'\n", ")" ] }, { "cell_type": "markdown", "id": "88e997eb", "metadata": {}, "source": [ "## Annotation" ] }, { "cell_type": "markdown", "id": "52b59300", "metadata": {}, "source": [ "After finding marker genes, we can annotate clustering results by using `data.tl.annotation` or `data.plt.interact_annotation_cluster`." ] }, { "cell_type": "code", "execution_count": 38, "id": "63dd9799", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:13.258540Z", "start_time": "2023-02-22T09:34:11.730487Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:36.409840Z", "iopub.status.busy": "2024-01-17T02:24:36.409665Z", "iopub.status.idle": "2024-01-17T02:24:38.147513Z", "shell.execute_reply": "2024-01-17T02:24:38.146658Z", "shell.execute_reply.started": "2024-01-17T02:24:36.409824Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Row\n", " [0] ParamFunction(function, _pane=HoloViews)\n", " [1] Column\n", " [0] IntSlider(end=200, name='dot size', start=1, value=1, width=200)\n", " [1] Row\n", " [0] Select(name='cluster', options=['1', '2', '3', ...], value='1', width=100)\n", " [1] TextInput(name='annotation', width=100)\n", " [2] Button(name='Save annotation', width=200)\n", " [3] ParamFunction(function, _pane=DataFrame)" ] }, "execution_count": 38, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "2693" } }, "output_type": "execute_result" } ], "source": [ "data.plt.interact_annotation_cluster(\n", " res_cluster_key='leiden', \n", " res_marker_gene_key='marker_genes', \n", " res_key='leiden_annotation'\n", " )" ] }, { "cell_type": "markdown", "id": "7e547fd1", "metadata": {}, "source": [ "Use command lines to annotate clusters:" ] }, { "cell_type": "code", "execution_count": 39, "id": "12a0587c", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:13.269519Z", "start_time": "2023-02-22T09:34:13.261262Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:24:38.148459Z", "iopub.status.busy": "2024-01-17T02:24:38.148282Z", "iopub.status.idle": "2024-01-17T02:24:38.983452Z", "shell.execute_reply": "2024-01-17T02:24:38.982685Z", "shell.execute_reply.started": "2024-01-17T02:24:38.148444Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:24:38][Stereo][3643][MainThread][140100178437952][st_pipeline][41][INFO]: start to run annotation...\n", "[2024-01-17 10:24:38][Stereo][3643][MainThread][140100178437952][st_pipeline][44][INFO]: annotation end, consume time 0.8266s.\n" ] } ], "source": [ "annotation_dict = {\n", " '1':'a', '2':'b',\n", " '3':'c', '4':'d',\n", " '5':'e', '6':'f',\n", " '7':'g', '8':'h',\n", " '9':'i', '10':'j',\n", " '11':'k', '12': 'l',\n", " '13': 'm', '14': 'n',\n", " '15': 'o', '16': 'p',\n", " '17': 'q', '18': 'r',\n", " '19': 's', '20': 't',\n", " '21': 'u', '22': 'v',\n", " '23': 'w', '24': 'x',\n", " '25': 'y', '26': 'z'\n", " }\n", "data.tl.annotation(\n", " annotation_information=annotation_dict, \n", " cluster_res_key='leiden', \n", " res_key='anno_leiden'\n", " )" ] }, { "cell_type": "code", "execution_count": 40, "id": "8e6c3107-1c13-4a44-87b5-879d92f2fbfd", "metadata": { "execution": { "iopub.execute_input": "2024-01-17T02:24:38.984614Z", "iopub.status.busy": "2024-01-17T02:24:38.984436Z", "iopub.status.idle": "2024-01-17T02:24:39.897020Z", "shell.execute_reply": "2024-01-17T02:24:39.896266Z", "shell.execute_reply.started": "2024-01-17T02:24:38.984599Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 40, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "4273" } }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAAJ/CAYAAAAEfAf5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC6/klEQVR4nOzde3xU9Z0//tdwMxDDHUIIoFC5KEXAaL1ASxStdQGpVKWxWqSFeFmLSFe7ri5Wt37d0p8SqaVrsOuyWqmupYvCWqvh0nqjiKCWyq1YgRAI1wCBcMv8/jh5n/nMZz7nzDkzZzKXvJ6PRx+GOWdOTmLV97zP+xIKh8NhEBERERFRTmqV7hsgIiIiIqLUYcBPRERERJTDGPATEREREeUwBvxERERERDmMAT8RERERUQ5jwE9ERERElMMY8BMRERER5TAG/EREREREOYwBPxERERFRDmPAT0RERESUwxjwExERERHlMAb8REREREQ5jAE/EREREVEOY8BPRERERJTDGPATEREREeUwBvxERERERDmMAT8RERERUQ5jwE9ERERElMMY8BMRERER5TAG/EREREREOYwBPxERERFRDmPAT0RERESUwxjwExERERHlMAb8REREREQ5jAE/EREREVEOY8BPRERERJTDGPATEREREeUwBvxERERERDmMAT8RERERUQ5jwE9ERERElMMY8BMRERER5TAG/EREREREOYwBPxERERFRDmPAT0RERESUwxjwExERERHlMAb8REREREQ5jAE/EREREVEOY8BPRERERJTDGPATEREREeUwBvxERERERDmMAT8RERERUQ5jwE9ERERElMMY8BMRERER5TAG/EREREREOYwBPxERERFRDmPAT0RERESUwxjwExERERHlMAb8REREREQ5rE26byAIjY2N2LVrFwoKChAKhdJ9O0RERJTjwuEwjhw5gt69e6NVK+ZPKbPlRMC/a9cu9O3bN923QURERC3Mjh070KdPn3TfBpGrnAj4CwoKAFj/0HXs2DHNd0NERES57vDhw+jbt68dgxBlspwI+KWMp2PHjgz4iYiIqNmwlJiyAYvOiIiIiIhyGAN+IiIiIqIcxoCfiIiIiCiHMeAnIiIiIsphDPiJiIiIiHJYTkzpISIiIsp24cZGHF/8O9QvWoQzO6vRuk8x8svK0H7SDQjl8HKvcDgMHPk7UPc34NQxoG0HoNOXgIJzOQUpILn7/x4iIiKiLBFubMSBO+/GwXtn4uQHq3Fm506c/GA1Dt47Ewfv+keEGxuTuv7vf/97jB49Gp07d0a3bt0wfvx4/O1vfwvo7hMXDoeBmneB3R8Ax/cCp+utv+7+AKh51zqeoNLSUvzgBz/AzJkz0aVLFxQWFmLBggWor6/H1KlTUVBQgPPOOw9vvPFGgD9RZmLAT0RERJRmxxf/Dg3LlpmPLV2K44t/l9T16+vrMWvWLHz44YeoqqpCq1atcMMNN6AxyQ8SSTvyd+DoDvOxozus40lYuHAhunfvjj//+c/4wQ9+gLvuugs33XQTrrjiCnz00Uf4+te/jttuuw3Hjh1L6vtkulA4mY9OGeLw4cPo1KkT6urquHiLiIiIUi7o2GPvt27EyQ9WOx5vd9ml6PHbV5P+PmLfvn3o0aMHPv30U3z5y18O7Lp+hXe8bWX0nbTvgVDfqxO6dmlpKc6cOYM//elPAIAzZ86gU6dOmDRpEv77v/8bALB7924UFRXh/fffx2WXXZbQ98kGzPATERERpdmZndXux6t3JXX9LVu2oKysDAMGDEDHjh1x7rnnAgC2b9+e1HWTdipOZj3e8TguvPBC++vWrVujW7duGDZsmP1aYWEhAKC2tjap75Pp2LRLRERElGat+xTjzM6dzseLeyd1/QkTJuCcc87BggUL0Lt3bzQ2NuLLX/4yTp48mdR1k9a2g1W373Y8mcu3bRv151AoFPWaNAWnvbQpxZjhJyIiIkqz/LKypI672b9/PzZt2oSHH34YY8eOxfnnn4+DBw8mfL1AdfpScsfJEwb8RERERGnWftINaD9+vPnY+PFoP+mGhK/dpUsXdOvWDZWVldi6dSuWL1+OWbNmJXy9QBWcC5zd13zs7L7WcUoaS3qIiIiI0izUqhW6/PIXyLvmamsOf/UutC7uHcgc/latWuE3v/kNZsyYgS9/+csYPHgw5s2bh9LS0uB+gASFQiGEi0ZxDn+KcUoPZZU//vGP+NnPfoa1a9eipqYGv/vd7/DNb37T9T0rV67ErFmzsGHDBvTt2xcPP/wwbr/99ma5XyIiyk2MPSibsKSHskp9fT2GDx+OX/ziF57O//zzzzFu3DhceeWVWL9+PWbOnIlp06bhzTffTPGdEhEREWUGBvyUVa677jr85Cc/wQ03eKtl/I//+A/0798fTz75JM4//3zcc889uPHGGzF37lz7nEQ28a1cuRKhUAhvvvkmRo4cifbt2+Oqq65CbW0t3njjDZx//vno2LEjbrnllpxf5kFERESZjQE/5bT3338fV18dvbDj2muvxfvvvx/1WqKb+H784x/jmWeewXvvvYcdO3bg5ptvRkVFBV566SUsW7YMf/jDH/Dzn/885T8nERERkRMG/JTTdu/ebS/VEIWFhTh8+DCOHz9uvzZ8+HA8/PDDGDhwIB588EHk5eWhe/fumD59OgYOHIjZs2dj//79+OSTT6Ku9ZOf/ASjRo3CyJEj8f3vfx+rVq3CL3/5S4wcORJf/epXceONN2LFihXN8rMSERERmTDgJ0Lim/jU9xUWFqJDhw4YMGBA1Gu5vr2PiIiIMhsDfsppvXr1wp49e6Je27NnDzp27Ij27dvbryW6iU8/x3SdXN/eR0RERJmNAT/ltMsvvxxVVVVRr7311lu4/PLL03RHRERERM2LAT9llaNHj2L9+vVYv349AGvs5vr167F9+3YAwIMPPojvfve79vl33nkntm3bhgceeAAbN27E/Pnz8corr+C+++5Lx+0TERERNTsG/JRVPvzwQ4wcORIjR44EAMyaNQsjR47E7NmzAQA1NTV28A8A/fv3x7Jly/DWW29h+PDhePLJJ/Hcc8/h2muvTcv9ExERETU3btolIiIi8imbYo/S0lKMGDECFRUV6b4VShNm+ImIiIiIclibdN8AEREREQGNjWG8+WkNXlu7EzV1x1HUqT2uL+mDa4cVoVWrULpvL2XC4TDC1TvQuOPvwPHjQPv2aNX3XISK+9pT8ig5DPgprZ566ikcPnwYHTt2xKxZs9J9O2nF3wURUcvV2BjGw//zMZb/NTJKevehBqz74iDe2VSLf7txeFJB/+nTp3HPPffghRdeQNu2bXHXXXfhscceS3tAHQ6H0fjRnxHevSvy4vFjaDywH6Ha3Wg18pKE77G0tBQXXngh8vLy8Nxzz6Fdu3a488478eMf/ziYm88iLOmhtHrqqafw6KOP4qmnnkr3raQdfxdERC3Xm5/WRAX7qqoNe/DmpzVJXX/hwoVo06YN/vznP+Ppp5/GU089heeeey6pawYhXL0jOthXj9VUI1y9I6nrL1y4EPn5+Vi9ejXmzJmDxx57DG+99VZS18xGDPiJiIiI0uy1tTuTOh5P3759MXfuXAwePBjf+c538IMf/ABz585N6ppBaNzx96SOx3PhhRfikUcewcCBA/Hd734XF198ccx+npaAAT8RERFRmtXUHXc9vruuIanrX3bZZVGlMZdffjm2bNmCM2fOJHXdpB13/7njHo/jwgsvjPpzUVERamtrk7pmNmLAT0RERJRmRZ3aux7v1Smvme6kmbV3/7njHo+jbdu2UX8OhUJobGxM6prZiAE/ERERUZpdX9InqePxrF69OurPH3zwAQYOHIjWrVsndd1ktep7blLHyRtO6aGMUFNTgz59kvuXWbarqUmuIYuIiLLXtcOK8M6mWlRtiG3cHTu0ENcOK0rq+tu3b8esWbNwxx134KOPPsLPf/5zPPnkk0ldMwih4r4I1e5GuKY69lhRMULFfdNwV7mHAT9lhMbGRlRXx/7DTkRE1BK0ahXCv904HKMHW3P4d9c1oFenvMDm8H/3u9/F8ePH8ZWvfAWtW7fGvffei/Ly8oDuPnGhUAitRl6CcM9enMOfQqFwOBxO900kK5vWW1O0iy++GLt37073bWSUXr164cMPP0z3bRARkQvGHpRNmOGntGJgS0RERJRabNolIiIiIsphDPiJiIiIiHIYA34iIiIiohzGgJ+IiIiIKIcx4CciIiIiymEM+ImIiIiIchgDfiIiIiKiHMaAn4iIiIgohzHgJyIiIiLKYdy0S0QUx9p970X9uaT7FWm6EyIiIv+Y4SffnnrqKfTp08f4v4svvjjdt0dERJSVGsONWLF9OR78048w7c2pePBPP8KK7cvRGG5M/tqNjZgzZw7OO+88nHXWWejXrx8ef/zxAO46eeFwGH89uBcvb9uA5zZ9hJe3bcBfD+5FOBxO6ronTpzAjBkz0LNnT+Tl5WH06NFYs2ZNQHedXZjhJ98OHz6M6urqdN8GUcpJZn/o/JPRB2an4WaIKKc1hhsxZ82/471d79qv1R6vxYb9f8Gfd6/G/Zf8CK1CiedpH3zwQSxYsABz587F6NGjUVNTg40bNwZx60kJh8NYumMLthw+YL92+NRJVB87gm1HDmJc34EIhUIJXfuBBx7Ab3/7WyxcuBDnnHMO5syZg2uvvRZbt25F165dg/oRsgIz/ORbx44dUVxcHPW/Vq34fyUiIqJErdqxMirYV7276x2s2rEy4WsfOXIETz/9NObMmYMpU6bgS1/6EkaPHo1p06YlfM2gfHZoX1Swr9p8+AA+O7QvoevW19fjl7/8JX72s5/huuuuwwUXXIAFCxagffv2+NWvfpXMLWclZvjJt1mzZmHWrFlRr/Xp04dZf2pWkn0v6X5FTI19TEYewIa727leT+ry1az+UA/fm4goCH/44s24x6/sd1VC1/7ss89w4sQJjB07NqH3p9KnB2vjHr+gSw/f1/3b3/6GU6dOYdSoUfZrbdu2xVe+8hV89tlnvq+X7RjwE1HG0gN5UdL9Cjuob8DKmMD87dtewdUv3Gx/DQBXz7855piqASsBwDHId7s/Bv5ElKy9x9wD373H9yZ87fbt2yf83lQ7cupEnOOxCRzyj3UYRERERGnWo0NP9+Pt/We5xcCBA9G+fXtUVVUlfI1UKWh7Vpzj7k9nnXzpS19Cu3bt8O67kTKpU6dOYc2aNbjgggsSumY2Y4afiDKeZPMlW7/0yIvAbdYxU7ZepR+Pd758D7f3DJ1/MqpEiJl+IkrW18+5Fhv2/8X1eKLy8vLwox/9CA888ADatWuHUaNGYe/evdiwYQO+//3vJ3zdIAzr0hPVx464Hk9Efn4+7rrrLtx///3o2rUr+vXrhzlz5uDYsWNp/5nTgQE/EeUcp6A+b3YpGh5bGfM1EVG6jelbij/vXo13d70Tc2xU79EY07c0qev/67/+K9q0aYPZs2dj165dKCoqwp133pnUNYNwfufu2HbkIDYbGncHdeyK8zt3T/ja//7v/47GxkbcdtttOHLkCC6++GK8+eab6NKlSzK3nJVC4WSHnGaAw4cPo1OnTqirq0PHjh3TfTstkjTtFhcXY+fOnem+Hcpiat1+zZEXo47Fy84HwZThd1NUcGuK7iQ5fNpAlFqpiD0aw41YtWMl/vDFm9h7fC96tO+Br59zLcb0LU1qJGemC4fD+OzQPnx6sBZHTp1EQdt2GNalJ87v3D3hkZwUjQE/BYIBPyVLAn09yAciQbVp+o6T0jNWI9jK1mcZ/wwA719eDAC4/H1/E6acPhS4fSDRpwSZfk71/abvIb8H03v1c5zI7zDe1CKAHxqI3DD2oGySux8XiYiIiIiINfxElD5q+Y5knmtuQ8xIzWRIZl/9870bZ1p/2GD9Je+X1+Kyp68DEP1EQH0aoCoquNWYZXe9X+eeNE/vd/qeunjn1Eiz8/z4v+MG5YmK+kSAmX8iouzCgJ+IMtbVL9yMvNml9p9lVj4RERF5xxp+CgRr+MkPt8ZcIPHm3Lx7/jfRWzJadJe1+fLpIRUA4JjxBxKvuU+E/H7c6vCD/p4qU58As/7U0jD2oGzCDD8BABoaGvDzn/8cK1asQG1tLRobG6OOf/TRR2m6MyIiIiJKBgN+AgB8//vfxx/+8AfceOON+MpXvsIxWJQSktlXF2mp2Xwp33Er3dFr8lUfJH+LUcp+2bTo5q6ZAIC2P7K2VI5a8mlMtt/0VOLt24J7eqH/roQ+uShe30My31+Ynh6s9XgdPgkgImp+DPgJALB06VL83//9H0aNGpXuW6Ecpm/M9Rp83nzhzwAAr31tYExQL822qXRzU6D/yk/HAgA++OW1drnPDUN/6fi+IPcGeL2W+YOHt9+3aXSp/l6nDxRuJURqCZJazsXgn4ioeXAsJwEAiouLUVBQkO7boBYqb3ZpVHMueaNn9/k7JCIiEzbtEgDgjTfewLx58/Af//EfOOecc3y/n0275GTtvvccy068Zpw/uPeNmGOmzL7pvFTxkuHPVcmOS3VaDsaMP2WTXIg9SktLMWLECFRUVKT7VijFmOEnAMDFF1+MhoYGDBgwAAUFBejatWvU/4iCdPULN2N8//nMSHtk+j3xd0dERF6xhp8AAGVlZaiursb/+3//D4WFhWzapaTpDbomDY+tNL7uN7MfpBVr/xEAcGXJL1zPsxt68b8ArPtyG9uZDNPvyel31xxMGXq3v8+xTtpPCeRaQ+efRANW8oMMEVEKMOAnAMB7772H999/H8OHD0/3rVCWizeJRzQ8tjJqm60a5DtN23EK9oMs5YkX6Du5d+NM3Fw2AADwyif3B3Y/QVi41iqzm1LSx9P5v9twl/21qWRJD+5N+wBMDcAm0uxrbwB+LPZ6LPWhliLcGMaWVZ9j41tbcWRvPQp65GPINedh4Jj+CLVKLhFXX1+Pu+66C4sXL0ZBQQH+6Z/+KaC7Tl44HMaemiPYVX0YJxpO4ay8tuhd3BGFRQVJJSBLS0vx5S9/GQDwwgsvoG3btrjrrrvw2GOPtbjEJkt6CAAwZMgQHD9+PN23QdQieM1iZ0u22192n4hMwo1hvP2zP2FFxXuo2VCLo7X1qNlQixUV7+Ht/+9PCDcm13J5//33Y9WqVViyZAn+8Ic/YOXKlRmxYyccDmPDJ7vx2YY9qDt0HA0Np1F36Dg+27AHGz7djWRbTRcuXIg2bdrgz3/+M55++mk89dRTeO655wK6++zBpl0CAPzhD3/Ao48+iscffxzDhg1D27Zto47H+72yaZeEZPjVMY1uzbnvX14MwHtmXZplIyU1qbHorjd9fw95ApGq0h6d+oQkiGuomX2dW3Oy01McP0yNwPpGYWb6KZMEHXtsXrENKyreczx+5cwrMOjKAQld++jRo+jWrRtefPFF3HTTTQCAAwcOoE+fPigvL09r0+7uXYfx2YY9jsfPH1qIXr0T+/2WlpaitrYWGzZssDP6//zP/4zXXnsNf/3rXxO6ZrZihp8AAN/4xjfw/vvvY+zYsejZsye6dOmCLl26oHPnzujSpUu6b4+oxcuWbD8RJWbjW1uTOu7mb3/7G06ePIlLL73Ufq1r164YPHhwwtcMyq7qw0kdj+eyyy6LKt+5/PLLsWXLFpw5cyap62Yb1vATAGDFihXpvgXKAWv3vee6gElXeuYEPvBZM99r2mtNX1nvk4w/EMn6+83OX//HLXjtawNjXvf7NEF6CVKR6Tc16a5sfZZdK3/vxpkAgKeHVNjH9Iy9mqVXNxbbXze9V67VnNQnBJLtt7P+R6y/LD3yonEzM1EuOLK33vX40TjHs9WJhlNJHSdvGPATAGDMmDHpvgXKQeP7zwcANGBlem+EiCjDFfTIx9Fa56D+7B75CV/7S1/6Etq2bYvVq1ejX79+AICDBw9i8+bNaf/v/1l5bdHQcNr1eDJWr14d9ecPPvgAAwcOROvWrZO6brZhwE+2hoYGfPLJJ6itrUVjY2PUseuvvz5Nd0XZQLLPNVott1Og7zZ200TNtOu1/mW/vDYqyy+vuV1DZ8rul/3y2shUoLtmOr63OalZedFz5Dzri43Rr5vq8dX3m7L4i5qmDD2NCvs1L08prjv4ME5hc9zzvNL7AdT6/qhxnvti651Z50/Zasg156FmQ63r8USdffbZ+P73v4/7778f3bp1Q8+ePfHQQw+hVav0V3b3Lu6IukPOQ0N6FyfXH7F9+3bMmjULd9xxBz766CP8/Oc/x5NPPpnUNbMRA34CAPz+97/Hd7/7Xezbty/mWCgUanG1buSNPYLT4/l+A30RRKCtXsNrqU7kPr19f/mA8O7EYQCAU0vdg2D5fTwx2gq0L3+/2h6h+fyIHlHn3rtxpl1yI54YPQAPvjOj6U8zI+c5uHfjTDuo1z8gAEDZom1R11pUNgC/s1+zPK3cg/29NgA3/6gKAPDKT8fGnJ9sadPVL9wc09Srlo45be4lyiYDx/THF2t2Ytu722OODRjVDwPH9E/q+j/72c9w9OhRTJgwAQUFBfjhD3+Iurq6pK4ZhMKiAuzbV4+9e47GHOtReDYKiwqSuv53v/tdHD9+HF/5ylfQunVr3HvvvSgvL0/qmtmIAT8BAH7wgx/gpptuwuzZs1FYWJju26EspWdm82aXpnVBFBFRtgi1CuHqf/oqtlxizeE/urceZwc4h//ss8/GCy+8gBdeeMF+7f77078zJBQKYeiwXtjTPfg5/ADQtm1bVFRU4Je/dJ401hIw4CcAwJ49ezBr1iwG+xQoCfa9ZPYTHbepl/PIa81dfrPorjeBIVaGXzL7agmNnuUuPXMCU9fvtf7QlOH/3Ya70DFPzqiI+R569n73RuBen/d5X7513d1wLtOT310ZgEVaht9vQ++9G2fid01fqw3FfrmV+Ui2v6jgVqzd9x7LeihrhVqFMOjKAQmP38xWoVAIvXp3THj8JsWX/uItygg33ngjVq5cme7bICIiIqKAcfEWAQCOHTuGm266CT169DAu3poxY4bDOy1cvNXy6CM47Yk8hhKevHv+t5nuqvnIk4XDDQ8BADrmPe6YwW47fhBGLfk05hp+s+Xq2FFf99pUt1+mZeub29Mexn66LfjSmZZ1AbE1/cz4Uyow9qBswoCfAAC/+tWvcOeddyIvLw/dunWLqpkLhULYts09UGDA3/KoAb/bltXSMyd8N+k6cSrVCXL7rula8trTWtMsEB28mo4D1iSd2nUzYs73Sw+YTROKclG8DwFOgT8QHfwz8KcgMfagbMIafgIAPPTQQ3j00Ufxz//8zxkxpouIiIiIgsGAnwAAJ0+exOTJkxnsU1wyirNG23raHJwy+G6Zfa/Zf7fzIk2sb8ScL9TsvozZ3P2c1Rhbdu+1uGyddUw2BcsxP9KxATcbyP8PTZl+NvQSEbFpl5pMmTIFL7/8crpvg4iIiIgCxhp+AmA15f73f/83hg8fjgsvvDCmafepp55yfT9r+FuOpZ/fbX/tJcP//uXFMdtxM5mauZfMvizUcsuwl72cj0WT61N6by1VIsu79Gy//H81b3ZpULdFLRxjD8omDPgJAHDllVc6HguFQli+fLnr+xnw5z410AfiB/vpmMzjt3k3iIbXspfzI9djwJ8yfqb3qNTAX/3/LAN/ShZjD8omrOEnAMCKFSvSfQtERERElALM8FOUEyeszaBnneXv8Tkz/LnPb4bfy3bdVFHHd5rKcRKdZx+PZPtTlelP1X1nEy+Z/oVrd2JKSZ+o10yZ/g13twPAcZ2UGMYelE3YtEt466238A//8A/o0qULOnTogA4dOqBLly74h3/4B7z99tvpvj3KEiyRICIiykzM8LdwCxcuxLRp03DjjTfi2muvRWFhIQBgz549+MMf/oBXX30Vv/rVr3Dbbbe5XocZ/tznluGXbL7aWJmKGn5TQ22814KkZvD1bL6plj/VGf+WTs/2/27DXcbXhamRV7L8ADP95E9KYo/GRuDTXwMfPQcc+gLofA5w0TRg2HeAJMdmNzY24qc//SkqKyuxe/duDBo0CP/6r/+KG2+8MZh7T0I4HMYnOw9h3faDOHTsFDp3aIuR/brgwj6doxaB+lVfX4+77roLixcvRkFBAf7pn/4Jr7/+OkaMGIGKiorgfoAswBr+Fu7xxx9HRUUF/vEf/zHm2O23347Ro0fjscceixvwExERURIaG4FXJwN/fTXyWt0XwBd/BDa9Dtz4m6SC/ieeeAIvvvgi/uM//gMDBw7EH//4R9x6663o0aMHxowZE8APkJhwOIxXP9yBv9Yctl+rO34KX+w/hs17juDGkr4JB/33338/Vq1ahSVLlqBnz574l3/5F3z00UcYMWJEQHefPZjhb+Hy8vLw8ccfY/DgwcbjmzZtwogRI3D8+HHX6zDDn/u81vBLtt80wlKfnpPujH2iMnkE55Gx9wEACqrmpvlO0sut1t+tnh9gpp+8CTz2+PgF4HffdT5+w38DwxNLvp04cQJdu3bF22+/jcsvv9x+fdq0aTh27BheeumlhK4bhI93HMT/rqt2PP7NkcUY3reL7+sePXoU3bp1w4svvoibbroJAHDgwAH06dMH5eXlzPBTyzJ06FD86le/wpw5c4zH//M//xMXXHBBM98VZRLZrCu8btdVN89K8O8WuJuOZVqgLzI12AfSH+hnwwcOdTOvBP9Xz48E/tzIS2nx0XPxjycY8G/duhXHjh3DNddcE/X6yZMnMXLkyISuGZR12w/GPZ5IwP+3v/0NJ0+exKWXXmq/1rVrV8cEZ65jwN/CPfnkkxg/fjx+//vf4+qrr46q4a+qqsK2bduwbNmyNN8lERFRjjv0hfvxuu0JX/ro0aMAgGXLlqG4uDjqmN+pfEE7dOyU6/G64+7HyRsG/C1caWkp/vKXv+CXv/wlPvjgA+zevRsA0KtXL1x33XW48847ce6556b3Jilt1u57DzVHXkzqGvdunGln+/Uyn17TXsPu565P6vqZIt4Crkxo4D0y9r6UZ94zJbMfr4EXsDL9kuHXM/2Yndr7I4rR+RyrZt9Jp34JX/qCCy7AWWedhe3bt6e1Xt+kc4e2rkF9p/ZtE7rul770JbRt2xarV69Gv37W7+7gwYPYvHlzxv0OmgMDfsK5556Ln/70p+m+DSIiopbromlWg67b8QTJhJr77rsPjY2NGD16NOrq6vDuu++iY8eOmDJlSsLXTtbIfl3wxf5jrscTcfbZZ+P73/8+7r//fnTr1g09e/bEQw89hFZJTjvKVgz4iciTooJbm7466XhO6ZkTxmZd02sA8OA723Bv8rfWbJyeVADRozpNvGb23Z4EeHlK0GvaawBgfHLiN/veHE9gFpUNAACMr50IIPgnBJLpf3pIRdTYWKHW86t/LdrHpVzUzIZ9x5rG89f/iT12wU3W8ST827/9G3r06IEnnngC27ZtQ+fOnXHRRRfhX/7lX5K6brIu7NMZm/ccwV93HY45dkHvjriwT+eEr/2zn/0MR48exYQJE1BQUIAf/vCHqKurS+Jusxen9JCrKVOmYMeOHVi+fLnreZzSk5saHlsZKXVwadZVJ/PoQa9bcDrmsV9g1ezYkbCpoDYRCwncTceeGD0AD76zLeo89VqmoF+/zhOjrWBWrmO6VqqY7rE5SnrSwWujsJctvfqs/vH95yd+Y5TTUj6Hv267VcYT0Bz+TKbO4a87fgqd2gczh9+ktLSUc/iJdL17926xj7+IiIiaVatW1iSeBKfxZKtQKIThfbskNI2HvGHAT66eeOKJdN8CpYE9ivPudsAR60vTNl195r5TSYtTKYrX7L6aOTdlzf1afIvVBDbpJeu6amOxMF1fznli9AA8iIqY4zq7HEa5tloW5FYilOwOAtM1vWb3JWM+sP+V2PL5Cl/vTYcg700t8bn6hZvRgJWc0U9EWY+pW3K1Y8cOfO9730v3bRARERElbeXKlS2unAdgDT/F8fHHH+Oiiy7CmTNnXM9jDX9ukQy/OpJTMp+S1VeZMvxuTadu55iYauyFZOsBoPfgBwAAlZXlKC+vNH4PdUuuZLLLyytRWVkOABg/5jwAwNJVW+2vJ71kjYz77XPWlIxvTTMvyIk8OXAeMSfnrJr9jzE/l9f6frcnAxRfIrX8gNq4bmG2v2Vj7EHZhCU9Ldxrr73menzbtsTLJih7DZ1vTeKpuc3bZl1TKY/bxBr1HAm+3c4/UhmZTS2BvMotgC9/Ofr8yspyhBs6AADuKK+Iua68r6BqLpbCut7iW6zAf9XGswEAU9fvRce8xwHoU3F+0XR+dOC/+Ja2MR8CTB9i1EZb04cBtw8+uiAadE1TehK5rvyOMqU8SCb3AM7BvzqjX9QceTH6nwfO6ieiLMGAv4X75je/iVAoBLcHPUF3yBMRERFR82FJTwtXXFyM+fPnY+LEicbj69evR0lJCUt6Wgg/pTxqOYmXbH5zszP8Wube9ITAVAJU9nK+/Z7/rD4HAPC94i8crwEAlz1iZf31Upsxj/3C/nrpqq3213rJkFqeZCoLUo8D3pueVZmWbdf3Btz8oyq88tOxzfb9Ey3vkX8upKGX5T0tD2MPyiZs2m3hSkpKsHbtWsfj8bL/RERERJTZmOFv4f70pz+hvr4e3/jGN4zH6+vr8eGHH2LMmDGu12GGPzd4yfBL9rrXtNdw5TVlzXuDCXh24kwAwB1LKuzX3LL9bnZtmgMg0hysWjS53nHLrVr3Lk9D5B50kvXXLV211b6G+sRAmLL9XhdSZbrDDQ/ZPRNBUrP76kZeAMatvMz0k4qxB2UTZvhbuK9+9auOwT4A5Ofnxw32iYiIKHOFw2GUl5eja9euCIVCWL9+fbpviZoZM/wUCGb4c4Oe4TdN6FEz/ZlYux/Posn1xvt2mxYkmf1N2/sCQFqebKh9BnI/aj+Anv2f9NIpTF2/FwCisuOS9Vffpz8JMD0ZyJWnBU5MmX3TsjkRb2wnM/25L5tijzfeeAMTJ07EypUrMWDAAHTv3h1t2nBuS0vCgJ8CwYA/N0jAL2M5TfTSHiAzm3ZbgsseeRwfPPoQAMTsEVCbftVRn9J4LNSAX32NIvyW+Ujgz6A/t2VT7PHMM8/gZz/7Gb744ov4J+ewkydPol27dvFPzEH8eEdERESUAcKNjfj7O6/jb8tfxbF9u9Che2986aobce7oCQi1SqwK+/bbb8fChQsBWIM4zjnnHPz9738P8K6TFw43ovroGmw/+i6Onz6A9m26ot/Zo1B89iUIhRKvPi8tLcWXv/xltGnTBi+++CKGDRuGFStWBHjn2YMZfgoEM/zZb+2+9+zMvjQgqpl+U2Zf+M3we1m2lcmcyoIyyaLJ9Qk396oZf7cyn5bIaYwnM/0tT9CxR7ixEe9WzMKO1W/GHOt72Tcw6t4nEwr66+rqMG/ePFRWVmLNmjVo3bo1evTokfT9BiUcbsRHtb9CzbF1MceK8i/CRT2+l3DQX1pairVr1+Kuu+7C97//fQDA4MGDk7rfbMUMPxEREVGa/f2d143BPgDs+OD3+HtJKfp/zbwzx02nTp1QUFCA1q1bo1evXsneZuCqj64xBvsAUFP/EarbD0OfgksTvv7AgQMxZ86chN+fKxjwk29PPfUUnnrqqajXampq0nQ3FCTJUl49P7ZZN0jpzo5Lvbs+KtOrdN+/VzI+VK3vP9xg1fxPmNMbgJXx17P2pmZd05/dsv1BPhHoNe21mFGn6eC2pOvqF26OyfLbT8hmp/KuKFf8bfmrcY8nEvBnuu1H3417PJmAv6SkJOH35hIG/OTb4cOHUV1dne7boBSyA/8Xbo7ZsCvBrpTlZCN7/n55dgTuiVA/lMjP++zEmXagb2/3Vcp+9O2+pvItlVtQH2TpT1DBvnzYScVMfyAy1Ur++bFn86fku1GuObZvV5zjuZlYO376QJzjB5O6fn5+7v573g8G/ORbx44dUVxcbDyWiY8LiYiIMl2H7r1Rv9c56O/QvagZ76b5tG/T1TXob9+mSzPeTe5iwE++zZo1C7NmzUr3bVAKqfP3ZRShZPove6QpOzokfgY4G614axGA9MzaD5q+ZTg07phd5vPBo9Y5anPv4lvaRr1/1WxzI688MZBSIXWTsEimpCdVDcLJZvZlGy8Qv7zHchIb7m5nj7tl8y65+dJVN2LvZx+6Hs9F/c4ehQMNW12PU/K4aZeIiIgozc4dPQF9L/uG8Vjfy76Bc0dPaOY7ah7FZ1+CovyLjMeK8i9C8dmXNPMd5SaO5SQiAEDDYyujavedSKZ/6vq9xoxptjS0UoT0Y3gZ4+mW6QdazhhPtwy/idTzA8z054pUxB7Rc/hr0KF7UdJz+LNB9Bz+g2jfpksgc/gpgiU9REREAcubXYqGx1am+zYoy4RatUL/r03MyWk8bkKhVuhTcGlS03jIHQN+IkrI8yN6AKiIPTB5ZsxLyWb9c6muPhNJNn7pKquOdvyY8+xjvaa9BiAyKUfN2FciemSnei31z7ma5Vf9bsNdUVl/NdjPm12KoWrwzzGdRNTMWNJDRACApZ/f7VrKo9PHdQJWmY/1QSDS0Pv0kAp88OhDgdwjNQ+1REcN/oHo0Z3y97js5fyo96gKqubmZHmPn5IeNduvlvYALO/JZow9KJuwMIqIjPJml6b7FoiIiCgAzPATtXAyMrDmyIv2a0UFt9pf29tCNaYMvxN9fOfTQyoAICrzL42javmPvGY6n5qHW0NvYf0QAMArPx0bc0zN6utlPqZMf6qXYjUnPfuv1/OzgTc3MPagbMIMPxERUYrlzS7lUzMiShtm+IlaKMnsi5ojL9o1/JKBdMruA/4y/G5My7sko2+iZ/kve+Rx18y/LAoznWN6qkDR9N/RircW4cF3tgGILOpSR3fqTb56dl/kUj2/zqm+n5n+3MLYg7IJA36iFkgP9oHokh6vzbteg361gdfLuXKe/r4nRg+wg00/14zng0cfimwQVl4jM2nQVRt69Xn9wingd6J+ELCnB/VcgvG1E2OOZyoJ+PXJPUL2Xailcwz4sw9jD8omLOkhIiIiIsphzPATtSBBZfZFEGU9fjL1D08cip8s2RD1vnjvNV3/idEDAMB+WuDEVD7kdMyvRZPrc6aUaNemOY7HVs3+R2OWX9/IazoWj5dm4CA9PaQCK1ufBcDK3gPR2Xz1PAD2uTrTRmvW92cfxh6UTZjhJyIiIiLKYdy0S5RjTFl8EzWzD/jP7vvx7sRhUX8eteRT+2svmX15/x/318ccS6SGP15mX0hG336aMCT2mFD7CzwZAjz9iPVlLvcL9Jr2GtDUwCv81vU78ZvRX1RmPdkpW+Tj75Pi3o0zAQ8Lt5wy+yKV/6wREZmwpIcox5gCfpm2I1NBTDP33SbyqN6/vBiAFTRLYCOlPU+MHoCvdYsuU1GDewnc1dd0atNuEPTynWSuH68UyOl4It8zVR8CVry1CABw5TVlgV1TJvmoTHP7xarZ/xizW8FpUy/gHNgHscFXnyoUJD/beAGW9WSb1MQejQDeALAEQA2AIgATAVyHZIsyjhw5gjvvvBP/+7//i44dO+KBBx7AkiVLMGLECFRUVCR538kJh8MIHziO8P5jwMkzQLvWCHXrgFDX9giFQglf99VXX8Wjjz6KrVu3okOHDhg5ciSWLFmC/PzcKKf0gxl+IiIiorRrBPAggCrltRoAHwH4E4D/h2SC/lmzZuHdd9/Fa6+9hsLCQsyePRsfffQRRowYkcQ9Jy8cDqPx84PAoYbIiyfPIHz0JFDXAPTvklDQX1NTg7KyMsyZMwc33HADjhw5gj/96U/IgTx3QpjhJ8oBXst4hN+Z+4C5QVcy2vXd2gMArlP+Y+SWxY/Ha1NtugT9FEKYxoOqx5pLIvsJ5D16uY46unPT9r4AgC2fr3DMype9nJ9Qtt9JEE8BEsUMf24LPvZYBuARl+OPAhiX0JWPHDmCbt264aWXXsKNN94IAKirq0Pv3r0xffr0tGb4G/cfQ/iLQ47HQ+d0RqtuHXxf96OPPkJJSQn+/ve/45xzzkniDnMDm3aJWrih80+ipPsVDDaIiNJqSZLHnW3btg2nTp3CV77yFfu1Tp06YfDgwQlfMyjh/ceSOu5k+PDhGDt2LIYNG4abbroJCxYswMGDBxO6Vi5gSQ9RBtIz9kEt5ZHafb1pUN3+qZOa/Sea/izZfADQK7ffQGOytwggPZl9t8ZinZrdn7p+LwDg+RE97NfcnlCYjsk1TNn9hycOjTkWRLbfrZY/kXGh8p5Fk6Mz6auqIvX8g/vtaPrrecAY67Wlq7YCiGTg3bL7Kqm9B2Lr74+MvS8rFnQRRauJc3x3s9xFszt5JrnjDlq3bo233noL7733Hv7whz/g5z//OR566CGsXr0a/fv3T+ia2YwZfiIiIqK0K4pzvFfCVx4wYADatm2LNWvW2K/V1dVh8+bNCV8zMO1aJ3fcRSgUwqhRo/Doo49i3bp1aNeuHX73u98lfL1sxgw/UQaRzL4+RUdeDyrT79Xb48+LeW3tzkOe3iuZaQD2sqwgeZn444eX66jZeftr5X7kGl4z+0J9OqAz/e5ixoXCf1Y+yCk9Kv0+KivLsWr2PwIwT+5xW8BlYp/ncapOpmf682aXuj5ho5ZkIqwGXbfjiSkoKMCUKVNw//33o2vXrujZsyceeeQRtGrVKqkpOEEIdetgNei6HE/E6tWrUVVVha9//evo2bMnVq9ejb179+L8889P9FazGgN+ogxUVHBrzJx8wH9zbqLUQN9rgK9T33ddiVUW9LX21hhPKQv6yZIN9gcDvx8KJLiWQBrwXwrkVl5jCsLdAnm3DwxT1++1Pxj45baJ+HDDQ7hjifW6fAhI90x/veG3oGqu/XVlpVW+ozby6h8CpMQnHreynYKqua7Nuuls5DWRxvmSNN8Hpdt1sKbxvG04dnXT8cQ99dRTuPPOOzF+/Hh7LOeOHTuQl5eX1HWTFeraHqhrQFid0iPHOudZxxPQsWNH/PGPf0RFRQUOHz6Mc845B08++SSuuy6532O2YsBPlKGKCm5FSfcrfAX5Xs9nVpGIKNO0gjV686uwGnR3wyrjCWYOf0FBAX7961/bf66vr8ejjz6K8nJvfTOpEgqFgP5dgIDn8J9//vn4/e9/H/DdZi+O5STKIKnO4Ds17QoZvSlZd1N2v6RPZ0/fy+3JgOkaR356DYDENueKVI/zNJX0iCC+pzru0y2z71W6s/2AlfHXy3wWTa6Pu5gLiF/m45ah198bL5sv9yPfOwhex3LaGf5mLtmj5GRb7LFu3Tps3LgRX/nKV1BXV4fHHnsMK1euxNatW9G9e/d03x6lGJt2iTJISfcr7P/5fR8RZQ91DK6MxiVKtf/v//v/MHz4cFx99dWor6/Hn/70Jwb7LQQz/EQZKIhMf82RF1FUcGvMa0DzZPhNvGb9Jdtf8KO3AATT9Btk9n/q+r3GGn+9kVj6AQbdc2nM931i9IBA7sXp51KvnwmZft2zE2cCACbM6e14Trx6fr81+DLKUx/jmSpOGX7Tsjvuwcg+jD0om7CGn6gFiXwAiAQapg26qeL1w4IE+iLRxl6V1+DarZRGn8yj0wP9jnmPN33v2Gt5vZ9404g2P7Pa+kL7ANKcuwxMZTvxSLOx7AMQMqsfiDT3rpr9j8byHr/Nt80V6IvSMyewsvVZzfo9iYhMWNJDlKXcSgBYHkBERESCJT1EGSjVzbtqKYFQM/3qDH29DEey9Pn7j0dt3QWsDPziW9oCiDQ/6tl6IFKyA0Qy6ZIVL36k1PG+g5rnbyqD0V9T5+p7uYapzEedky8/Z6obi8XiW9pi0kunYl4PsrxHH8EZxLWcmnm9jOuM18TrtwRoUZn196psUfJ/r9TyHinpUfFDevZh7EHZhBl+IiIiIqIcxgw/UQbxmtk3LeXyw2vTLuDcaOs2WhMwZ/Z1poy9OppS9/DEoY5PHADrqQPgPXvuNdueiqz84lvaYtP2vgAidfhuG3ed6P0Cfsd4+s34SyYe8JbZv+yRxz19D6nlv/KaMuzaNCfmuDytkKcmbiM7M2WhFhDbuGvK7gPM8Gcjxh6UTRjwE2UQNeBPNqj3yhT8q5t2hVugrQb6wkvAr3Kbw68G3PoEoZI+naO+FkGV/6jf/2vdIgGuW7mP6f1uHxbctvumWiIBfxAlPE4qK8vtgF2CenUzr3Ar8VEDfpnMs+XzFYF+EJByH2Eq+zFN6XEK+AEG/dmGsQdlE5b0EBEREeWw0tJSzJw5M923QWnEDD9RBtBLeZoru6+TbH/b8YMAWFlsKaGQjL2a6ZeMuimbrpYFbf50d9SxQcN6Od6D18y8en3d2p2H8Mbaak/X8UNGZALmDH+ypT9O8/39XgOIflrgdl+ZOKNfmEp7xKbtfbHl8xWOxwf2vxJA4qM41SZfr/P79W29Tw+pMI7lZFlPbsim2KO0tBQjRoxARUVFum+lWbXUn9uEGX6iDMP/6BMREVGQmOGnjBOvcTXXAuK1+95LW0bfi+sOPhz15zfQCMDKortl+MXDE4fGZPhN1Kx/kPX3QWqukZqpEq+XINOy/W7beJeu2hpT62+inmPK2Psdvekl2++0YVe41fEDuffvuFyVitgjHA6j8dM9OP1RDcJ1DQh1ykObi4rQalghQqFQwtctLS3FhRdeiLy8PDz33HNo164d7rzzTvz4xz8O5L6TFQ6HsfuT3di1rgYNhxqQ1zkPvUcWodeFvRL+uW+//XYsXLgw6rXPP/8c5557bgB3nH24aZeIiIgozcLhME69+lc0frY38lrdCZzaXodWm/ej7bcuSCroX7hwIWbNmoXVq1fj/fffx+23345Ro0bhmmtihy40p3A4jL+8+hfU/jXyczfUNeDQF4ewb/N+fPnGoQn93E8//TQ2b96ML3/5y3jssccAAD16NP9ghEzBgJ8yhmT2S54ZBQCoXtAH3e54IeqcDXe3w9p977X4DNhFJ2+Me85H7V5N+vvo2X0AuK6pEvAna6s91ckf+ek1wD+8EPc8eQowaFgvuz4/FZl+t7GfQTE9CZD6fz/TfVJxHyaRBWHR03dSPZEnGePHnAeMsWrm9Yk95eWV9vhQyf4XVM21v1Y7SPwu1dIz+6YnBL/bcBcA5xp+WXwXL9NPLUvjp3uigv2oY3/di8ZBe9D6Quf+p3guvPBCPPLIIwCAgQMH4plnnkFVVVXaA/7dn+yOCvZVtX+txe5PuqFoeJHv63bq1Ant2rVDhw4d0KtX4r+3XMGAnzJOQytpxLvNbh59o8tPAABFuDVNd5Ucr2U74xdapQC7yqqS/p4XnbwRNd3yAESagIsKYn9/fsuJ5O/FuxNjPwwAkZIfCdYLfvQW0DRyUxp/3Up8Nn+62y7v0RtzL8rfbNwe64ca7KsfLCQ4FqYg2Wspj+m8VAf6enBvKt/Z/dz1QNPPr24BFpc98rjjsXS4Y0mF/bVbA69e2lNZWQ6MdT5vbtkSAEAZYsuB5JzDDQ/Zuw1MvJQC3btxJuBxDr/KTn608MRGS3P6o5q4x5MN+FVFRUWora1N+HpB2bXO/efeta4moYCfojHgp4wh/3FrwMr03kgOKiq4FSXdr/C82IuIiJpXuK7B/YTDJ5K6ftu2baP+HAqF0NjYmNQ1g9BwyP3nboj3eyFP2LRLGUOC0V7DJ8ccCy23Gm+6vtwqKkOW6Rkw+ZlMWXQvZTmqz34DnP9tf99fMvxuivYn/i9TU9mQqQzolZ9a6VZ9GZdTpl8y/G7jPOUJwr0bZ+Jwg9VsmuhIS/VJglzX64hMyYYnUibkJSvvVRDLu9x+luZs6FW37gKR5l3A3MAr3JZxAf438KrlQIkybdr1W9KT6f+ea6mCjj1O/Nc6hLfXOR4P9euEs24fmdC1TeMpv/nNb6Jz5874r//6r4SuGZS1//URDn1xyPF453M6o+T2ixK69te//nUMHjwYP//5zxO8u9zBsZxEREREadbmIveylXjHs1Xvke4/V7zjbs4991ysXr0af//737Fv376MeKKRLszwU9rpZSamDL9q98cv219nUuZLrbvVM/t+s/km4aumYGO59aTDLdMfvmoKgMhTESCS6U8mm+9FYf0Q+2up9Vcz/lLf78bLCE/A+xhPPfMdxHKrbOb3SYBk/TOleddtVKdwyvS7Zer9juf0wjSeU83qS6bfjZyfSf+uI0vQsUc4HMap3/4VjYYG1lYX9EhqSk8mZ/itKT0bUPvX2H6Cnhf0THhKDwBs3rwZU6ZMwccff4zjx4+36LGcDPgp7fwE/N3ueCHjtlSatuQGEeD71fVl64HdgclWUB2+akpU0O+HfGgAgOLpOwHENhLHu74E/3vyN8a8JtQPAEeaGntrPEz0UQ0a1gsX5W8GAGNDr2lSTbLlL2oJUP7+4zHX15uNU7VX4N2Jw3w1A5s+7CRSRpSOef1qWQ/gHvDH28IrCqrm2uVgpgbdm39k/X9efsdem5mlJMo0oceNWu6jvgYw4M9EqZ7Dj8MngI5nBTKHP9NFzeGva0Bep+Tn8FM0Nu1S2sl/yNhQSkQtTd7sUjQ8tjLdt0EZIhQKofWFvZKaxpONQqEQioYXcRpPCjHDT2mnN+tKRrl6QR/7HHlt7T3v2ueppT1A+jJgSz+/O+Y1Lxl+U+lNMvTrmTLwck5h5TzsKZ9hfy1qz+vkeF05T32ffC1/fwCgKmRlRU1lRz23RjekhYoutb/2Uu4DmEt+1PIeIJiMuinzLU8Gih8pNb5Hsv313drHHAsyy+82X1891lybgd0y/iveWmQ33wbJrZHXa/OuOpLzP6vPARDZlwBEms29WFQ2wC4HUsuDEs32q7JpUEFLwtiDsgmbdikn8D+CRERERGbM8FNaqWU8ptp9PausZ/VVzRn0m8ZtJlq3r2bi1dp5U+Zfjkvz7pDKKTHniOLpO+2nJF7OL6ychzZrJgEATl+yGID1e5fsvWTux4atrKf6BEZ9SiBZ+3DNavsapu8l58p5XrL96lIuL5l+IDX183qNPgCs3XkIJX06x32vej/6RuF49fTp2NbrRbpr+qX+fsxjv7Bfc8vyq827koFXM/uA9Tt2q9mXLP59+db71Q28pgx/z5HW/+dr18X+85BIrT/AREe6MfagbMIMPxERERFRDmOGn9IqXoZf55ThD3qLrFPmTM/sX3fw4agpNMJPfX74qinGvgU3+nhO9cmAyvTkQOjfU63JdzvPdEx9IuDlfSo1268zZfols++W6VePq9lzwHs9+9T1ezHonksd36Nn5x+eOBRrdx6Ke13TUwCp/QeAPx63tmm+sbba030mS53ck0zNv2T59aVZqZToiE7J8MsUHpVaty8TfMSyqYvsr/V6fafXdKaxn17r/N++7RX766KCW+2vmelPD8YelE0Y8FNard33nqdAX7iV9HilluGo/9H0896Ro18HkLqG289+A4y52GpwVRtj9RIdOaf2vE6OQb9KLe1xa442lfTogfvG8oUxJUJqWZCcXzx9p2M50MbyhTE/Z2HlPPz+Amsjr8zwd9rUC8Sf2++lzGfxLW2NIz11poDYqbzHCwn+5Xy3DwPxgnBTSUqqJTOj38sHg8sesUp11JIh9X1+Av6Cqrl2k+73Lx5vH9dHbpq260rgv2zqIteg3kvAbyLve3pIhWvQz4A/szD2oGzCkh5KK/6HioiIiCi1mOGntDJl+PVGXSCS2R86/6Tj4q1UUp8KAJEM/8byhXZZzWe/sf56/rdjS2hCyxcax2YK089sek2nNtS6NeTq5zuV2fgpLTJl+E3XUJ9M+P0+8ruK2uDrMr7Ty5Zerxt64zFl9nVeM/0qp8ZftexHxGvwbc7m3qAad5+dOBN3LKnwfK5KSrAG99sRc66+9A0AfvXhUsftu4cbHrKbgdXSHnnNtJnXb2b/ta8NtN5315sA4mf4hZrpB4Dx/ef7+r4UDMYelE2Y4SdSlHS/wv4fERFRLigtLcXMmTPTfRuURty0S2lV0v0KNNzxAgAgr/FKAEC1IbMvTwHypu8E8G5g31/P3K91OEdGbn7U7lUAkczzkKumIFxpnXe+oZ7frWlWFE/fCTTVvQORjLcswXLLhstrY6ePRTWcm2rlPLeMemHlvKjfvU7q/4WpD8B0DVOPgPpnt3vqvciq3T9zvdXAGq5Zjeuamnu9LurSqaM99cZbJ1LfLc2VXqnZeq/Zfv08uYZpmRfg3GirZvfjjfN0uka8MaEiyLGcXrP76rm7Ns1peiU2s6+Sn/97xV/EvXZo3DEgtqc3Rq9prwEA5tbPtF9Ta/n1Jl31NXuQZ9OTgZ6Yh9KmsZ1eR3UWFdxqDxNgooKcLF68GG3btk33bVAasaSH0s7+j9UzowBEAkS1QXfo/JMAYCznkaDdbwOu+l6hXkNt0JXyGn0TrdPcfFOAr8/CjzdBx20qjjTByrVM5zuV3OjH1Bn6pvIhpxn+6geAeOVE+gcDea808apMHxD0n1fV6/XVCZf5BDm330uJD5BYmY/Qy3283qtsCJZpPEG7d+NMe+KNBNXpmM0fCfxjbdreF5ufsXY+SFmOX2qZj/BaxqM25soHSLf3qvP6TcG/lPVc/cLN9mt5s0s93QsFIxWxRzgcxpYtW7Bp0yYcOXIEBQUFGDx4MAYOHIhQKBTI98hI4Ubg5FrgxAdA4wGgVVfgrMuAdiVAiMUoQeBvkVoUZsCIiCgThcNhvP3221i5ciVqampw9OhR1NTUYOXKlaiqqkIy+dmMLukJNwJHFwL1vwZO/w1oPGj9tf7XQP1/W8cTdO6556KioiLqtREjRuDHP/5xcvechVjSQxlj7T1NpTr3xB5zy+z7+h4eZvXr1w0tXwhsrTOeqzbjmmbvq5ltPTstTb5qK6Fe8qJTS3gAANOjXwciGfviNeYyHyA6U27K6vd63cqE7p5waWSUpnYtL03COvn5ig3beu0nCYhc1z5ebv3FcaNv0SWO31PP4qsZf/Vrv2U+XjP6ukTKfPTz5RrqPZju1y7VUf6cyIx9L9K5/Vead58fYY1WXXxLbOnC4H47MLhpfOfSVffFHHdq3gUiTbumJwNem3YXKWU7i0bGfyrgtplXJZn+ooJbgX3vMamRxbZs2YLPP//ceGzbtm3o168fBg0a1Mx31QxOrgVOfexwbD3QdihwlvO/48kbZvgpZ/E/fERElC02bdqU1PGsdeKD5I6TJ8zwU9ZSa1cBYMPd0ce9ZPOlZl+y+mp2/xt/vQYA0GbNWOwqc+7e05dvha+aYr9W7dKs65YhjzeuUppYbQsiW2ojGfvYa6h9A6YmXLF7QuzWWxNTfb/+mqmRVzL96nZfOX9j+cKYBV329S+OZPjDNavtr6/TchejlnzqmIEfNKyXsa5f3+AbL4MvGXWpjy9+pNT1fBOnEZyAe/bftKhLfzIh2X1VqrL7pmZmWZoFpL6eX5p372j6s1Mt/6btfZu+it2+K2TxFhDJ+ofGHbNeUP41oP/MUpfvJNHNvD1Hxjby6mM5AeXfXUx0ZK0jR464Hj969Ggz3UkzazwQ5/jB5rmPHMeAn9JOMvFeAnRVovP4a4686NrgK9tdd5dL0NsHhZdENtrGo5b5qJwaV9Vg2W5OhXu5TKIBec+m0qQ9cP/AYZoMZLpftWlYzo95zVAypG7y1a9vauQ17SSQDy89t9bZvw8pRXp34rCkpvjoTM29EuAVPBK7/VdI8J1o+U88a3ceivnQIN+rHrHBvyngD2pev5TR6BuL09G8+/oDu+yv1S28Mp9/i6FqQg30dWq5j5x3b9VMx/OlDKfnyHm4L78CADC3LHK+PrnH74ZeNdlhCv4pOxUUFLgG9WeffXYz3k0zatXVPahv1SXxS7dqFdP7cOpU/K3quYgBP2UMUwmO3w8BRERE2Wjw4MGoqalxPZ6TzrrMatJ1O56gHj16RP1ODx8+7NgnkesY8FPWcxvZ6URvzJWM2bvhRrQOFwMAipsaYiUbDURv0wWs7Z178jcCiD9rXy/TMWXYx1zclIGv9LaN1s9oTABoo8z7d9vkq35Pp5GYajlOvFn78ju0v79h74B9/emR33mv663MvemJhvy96B2ehMLKxVHnSabfiVsjr4le7gMABT+Kn9m3yzwmms+V7bmmGft65t6pxMdpbj8QyfY/mMRGYd0TowfY4y3VMZ+S2dcz/Zc98nizZfn1zbvJKKiaG5P1L6iaG9PcK3P4t3y+AmWL5Jh1H4tGDoiazw9Y2XzJ5Mum3ev/uMX1XqSB18uM/obHVgLgiM5sNHDgQGzfvh3btsU+iRswYAAGDhyYhrtqBu1KgFMbrAbdmGMjrOMJuuqqq/Bf//VfmDBhAjp37ozZs2ejdevWCV8vmzHgp4yWaLmPvDeXnxAUV+/AxkeXp/s2iIgoAKFQCGPHjkW/fv2wadMmHD16FGeffXbuz+EPtQLyv2tN4znxgVXe06pLIHP4H3zwQXz++ecYP348OnXqhH/7t39rsRl+Lt6irKAG7olk9HVOIz3HL/yl6/ukebenMqbTy7IqNevtlrFXs/rytTTomrLc8n0+/lYHzHr1cgDu9fGmpwCS6Q8VXRqTId894VLXJwFexPvZ9XtzWxgWWr7Q3r6rPnnQ77F4+s6YxmavNf3xsv06U32/iVs23y8v4zxNDcGJLhVzoi70cusTkGNXXlOW9Pdc8daiuNdaNLkeYx77hePxpatim3Ylc++1ll/I+U5jPeX40p5LYo7ptfvxRnzWumT41UVc6r8bOa0sdRh7UDbhWE4iIiIiohzGDD9llbX73ovJzqsTd+Jl//UyH/1aI0e/7rr8Ss+em2rz5XUg/nhNILoWXn2f29hMoWb4J197U8w1/Gbn5XyptZcsOhDpLxBenyCoYzaFKTsv39N03/LEQR3FKcfUJwIyuaf3orH23ytZ0JWqDL/Ka7Y/KF4Xd6nZftcFXSka26lLdU3/ZY88bv9MMpnHxJTpd+NU1w+YnwyoWX+vWXw3XjL8QPS/E5nhTx3GHpRNGPBTVlEDfrfRmvHINewRnE2lLIWV85TGVmfxGmm9NNBKYF4VqvK8tVb/IPHym/9jH5vxhTWJQA2cE2X6oOAW1Lvdo/qa8HpMxGvCbf1acdR71Q9R+nsTGdeZzIcAILUfBPyW9wRR1hPEBwQpB5IZ+kFQy32kgXfQPdY/22rgL2M77fn6BuXllaistFY8ew3qTfT3mEp74jGV/sgeANNsfhlCwNKe1GLsQdmEJT1ERERERDmMGX7KKslM3ZFyHyB2Wc3I0a8DiM026/SlWWPDY2My0qYMv+m66rX0khdTBjyZjL1OzYDHo27n9cLtfvUyJfX3p74vXkZfpTYWq4vRpLFaXiusH2If85vlTzbDD6S+3Mct0x90hl83df3eqBGdXkhZj5cm3EQ4bdsFvJfy6Nn7I2Pv85Ttd2vk9btp14lTeQ9Le5oPYw/KJszwEwVs7CNXpfsWiIiIiGzM8FNWSSTDL5n9A5MjWV3JVksmWZZn9dxaZ6zhlwbQVR9a2WKvNfcqvTlVPHXj+/bX0ngLxD4VOH3J4pjvH6+u3um42mycyMhQt9f86PX6atdxo/YiMsPTCDWrL38/5WlEz6119nucGoCBxOr5gWAy/kBs1v+i/M34qH5QUtdMJtPvpTY/kWy+Saoz/Ism1wOA63hOwH/jri7eOE85rtbfmxp41XP8eOWT+2NeU0d0ApFafmb5g8XYg7IJF29RVnFapuX0eq/hk3Fg+cKY14UebO4BsLHcmiDz8bc6AIA93x5wD/TVwFnfLFu9oI8StEaXBanXr1Y2z8YE0QtmYEj0K1GbeU338XLTz/Dxt6zmXvlAoV5b3SSMBdGBtdM2XSC6YXjygpvsn6l0gnWXpkBe53SO/J7Vn0snpTpqqZFexuP0PSXov055yCnBv5d5+abynEQ+BOgbfJMN9oFIUO91go9fQQT7gDVJBwCmrrf+Xlx5TSCXBWBt3JVm4BVv9QVgntaTSLA/sP+VAIDdz13veE686Tx6oJ8IuUbpkBMA3Cf3FCHxAQdElBtY0kNZp6T7FcxUEREREXnEkh7KWm7lPb2GTwZgZaElgy4Z6pCS8ZfssJqt9kK9pqlsJl7zr3o/8Zp2hXqP+s9k2gfg9jPN+KIm4c25wtScrI41Nf0MUl4j2qyZ5LscSP7+ffYb689u24OBSCmPvE9t3pVxnmeur064vEds/nS3nanPhFn+Thl+fQOvWtrT3PP4gdTM5F/x1iK7RMiteRfwl+VXM/d+R3S6lesk0rwr77lhqPN2cDvD39S8y0RJsLIt9rj99ttx6NAh/O///m+6b4XSgCU9RERERDnu6aefRg7keClBDPgppxTtbwAAyL/Svt32WEwG2et4STd23fuCGXaGed07EwBERnw60ZtlCy+uQ3V5/GbZWa9eHtXgq19TXeQFAMN/e8zuQ9DNO6cIk13vMvb767/HseGxwHTEHNtVZn3/wksim3kly64/VSisXIyNoehG5OLpO+1rmP5e9V5kPQ3p3fTn05WLY7L4e66Kfdpyuqm+P4zV9vZdue/No+pxXbd8AIk38qr0LL2fjL9e1++V9CPI/Zf06WzM8strkul/YvQAXxl90/l+rwFEFm8FydQA3HvwAwDiZ/qF1Ohv+XyF/Zq5Jj/+CE71KcD4WuuvpsVbiTTr2u9ZdBcA90y/PZJ4tu9vQ80sHA7j+OHdOFZXgzOnGtC6bR46dCpC+469EAqFkrp2p07OvU3pFg6H8dm2A/h0y14cOXoSBWe3w7CBPXD+gK5J/9xkYQ0/ZS3W8hMRUa4Ih8M4uOsvOLT7M5w8fghnTjfg5PFDOLT7Mxys2ZB0dv7222/HN7/5zWBuNkDhcBhLV23D79/5HNV7juJw/UlU7zmK37/zOZat2pbwz11ZWYnevXujsTE6iTNx4kR873vfC+LWswpr+CnrmWr5JdNvEr5qiu+afS8G5f83AGBz/XftaThuC7eE072o03sAOGb3dTO+qLG/nndOUdRr8mf1aYE6ClTn1ovgtFhLMvXqOEwv4zvVc+ysfNOTFPXJgLr0zOleTIvF1OvrI1LPXF8dcz9voBEX5W8GEJmec+Sn1iiZgh+95fhzAOYsfaJ1/aZr+M3+B7GUy1TfH2TNv99afrVO30288Zx+a/h7TXsNQOQJQHiZ9RStY97j9nlBLN4yTfJxO8+U4dcXDI7vPz/mHEpc0LHHsboaHNr9mePxzr3OR4dORQlfP1Nr+P/6t/34/TufOx7/xuj+uOBL3Xxf9+DBg+jVqxf+7//+D2PHWv+9OHDgAIqKiqJeaykY8FPWk4C/aH+DcSyjlIVIwOc1cG4uTqU6w397DAAcy3LiXWPytTcl/MFGvveQyikxwbFbM+6e8hkxc++B2LIg0zkmenCvjhCVnQTqtl51Dr+Q7xHvQ4dpu28Q5T1O0tHYawr81dIfCf4l8E+kVCfRDwHq+1LRyOtU0pPsHH6VPpM/vKxD1AcBoY/qdAvknx5SYb/Wc+Q8x+OmsZzi7dte4dbdFAg69ti3/SOcPH7I8Xi79p3Rvd9FCV8/UwP+l3+/EdV7jjoeLy48G5O/oQ+l9uab3/wmunXrhl/96lcArKz/o48+ih07dqBVq5ZV5NKyflrKSSztISKibHfmlPOTaQA4c9r9eLY6cvSk+/F69+NuvvOd7+C3v/0tTpyw9lX8+te/xre//e0WF+wDzPBTDlAz/NLQ6VY6kopynlT6dlsr2/6bU/Ez/c3BVAKkb8YFELXp1svTAXUDsf4kwHRMLTdya/LVnyaoI0zVbb0y5lOeJjiV+QQp2Y29iWT6nbL8qnilPX6z94tvaQsAmPTSqbjnpiK7D1glQEEt3wLcN+yqx/SyHr8NurXrZkRl9oHobb2166z/X8fL8MvWXQDIm13q6x7IjBn+YKQyw9/Q0IDCwkI8//zzuOSSS3DOOefgww8/xEUXJf57zFac0kM5o/fgq9J9C0RERAnp0KnINeBPpn4/kw0b2MM14B82MPHt3nl5eZg0aRJ+/etfY+vWrRg8eHCLDPYBBvyUQ6qL+wKIziCr2Vw1s683sWYyux79nOQz/NIInEwfg+kJiWT991RGMu/FMrKzfAYKKyNjTFXF03ei2q7jV7LuTedJnf4QtUZ/QXQWv3pBH/s1U52+PB2QezgNoBhNTwyajvVeA4TlPdOdf3a35lcgNlOeauoTgqAWdqlM2XxTdj9e1l8y++lY7CVM2X0g0nQ76B5rVKs6jtONKbPvdizyWuxYTrWWXzL2bkxPCUrPWCULbpl+ymztO/ZCQ/1+NBypjTmWV9AT7TsG/894Jjh/QFds23EIm784GHNs0DldcP6Arkld/zvf+Q7Gjx+PDRs24NZbb43/hhzFkh7KempJj9uM/Uwu5TEF4kEE526C/NAj93r6ksUxTbIqU0mPKUh3axT2ssU4Hr0sSJ0MpG5ALp1gPUZ2K+WJ9yEASO6DgNeynyAm93gt7ZHAXSTSoKu/R0p5Lnvk8UDLerxO6ZHAPzTumKfr6iU9A/tfGfNhIbysg309Ob/XtNcwt35m1HnxmnfdyoD0DwimgJ8lPamRitgjag7/6Qa0bhPcHP5MLekBtDn89SdRkB/cHP7Gxkb06dMHNTU1+Nvf/oYBA/zvvcgFzPATERERZYBQKIQOnYpSUr5z4sQJnH322YFfNwihUAgXfKlbQuM342nVqhV27doV+HWzDTP8lLVM8/dFr+GRPbKSLVZn0md6Kc+sVy83liJlGnlKEK+pVshYTfX3r+8bULPt+jVVyWT69euZrpVI067XefdeBDG333RNOe4lw5+//3jKy2/0Mp9EsvumDbvi2YkzAVhz8mWEpTQRm3ht4nVr2nU7341pRr/TcZ2a6dez/Mzwp0a2xB6nT5/G5s2b8Q//8A+444478OCDD6b7ligNWt5cIiIiIqIW4i9/+QsuvvhiDB06FHfeeWe6b4fShBl+ylp6hr/X8Mn24iWp5Y+3xTYTl3ABzVPLn6rGZT1jD5gz+07nAs5PCUzZ/0RUhawxnuq2XtM96Mu4/I7l9JJF98pvxt9rTX+8e1SXcAFWJv7dicMAAKOWfOrpe/ip+Q96LKdk/52adnXJjOksezkfAFBZWe58/Z5LXGv2E1Xe71kAwNVL498/M/zBYOxB2YQ1/JRV1CB/6HxrGcf+Z28DYE1w0QN9dWa8GvxnWqCvm/Xq5VFbZeMxbdV127Q7+dqbMK/pWNCBv+l3a/990O7H9DO6bd91agT2+yHALdBXv1f1BGtyiwT+1ykPRb0E/xI4q0G1+rWf4H/QsF6+gn61fEfel8wknyBKe+Qa6geAZEp5vJAyn8seeRxT1+8FAEyY0zvh6+mlPGqpjny4AFbEnC/UoqMgA3/5YHa1Q9OuajxKk/5+RJRdWNJDRERERJTDmOGnjOXWlAsAByY3ZVifdT4nkxteTUzZ8VlrnM+3S2KmR75WG1Kdsvfq70WOzXr1ctfsvDQ/q+8zbd3Vv8esVy+3Z9vr9zjvzf8xXsNPxj7euW5NxF5JNv+6BHMkJX06G0tn5LXmnt+fLFMpj5cZ+3LO5mdWo2Pe49aLTY20qTZ1/d6kMvtebH7GehIUGhd5TW/qVTP+ktkPItPvNn9fbdgFAMxO+NsQUZZihp+IiIiIKIcxw09ZSzbQ7mn6c+9FY123pGYrybqbGlxNy6pevjGSsZcttjKkdGO51dT88bc6xDQDP3Xj+/YTAWGqp5ftt5PLnbP7+j1Kdt1ulp0+NvIzTY+cB7gv7CqevtO+xpDKyJI1t+x9Mpl9eW9hjfWYpXXT+NGqUBUwYZCva5nq+YXXTL+pBt+trj+I2n1hyuBLTTwAyKA/GXkp23X19wAARvTAvRujX7rsESvjn6pa/ni8NuuaaveFvrSroGouDjdYP4/9RAOxmX23Lbzx2OM4Wzufo4/lJKKWhxl+yngl3a9I9y0QERERZS2O5aSsYKrnl+VakoVVs93ZVLvvtAhMsu2SZX9ZqXfXs9Zes/OS4R9zcZ29LMu01EqeFpiuoY4+jarTh/+lWU7HvNTdq+/1ksX3MorTD/n+615PfOJTEGM7/Uzuccr0Oy0MK+nT2Z7+kqgnRg+wa9ufH9Ej6nXAXPOfiiz/rk1zXI/7XbilO9zwkJ3hj7dkK8hxnOKVT+53PMbFW6mRTbFHaWkpRowYgYqKinTfCqUJS3oo65Q8MwoA8NSbsaUuEvhJYJwNgf+8c4piNtaevmSxsr3WCiwnX3uTHbCjqZwl6ufVmmqB2EbbjR9af91TPgMvN/3+cKP1l6iSoabvXVi52A767bKc31injJ2+M9Jw21SW4xR4+33djelDgrwmvx9TUB9UoC++Ne05AMA7TeU+oaJLfc/pdxvb6TXw10dvulFHdXqxduchPDxxKAAYA3/TeE3dg+9sA5RAXz9fyoKeN5zTnMaPOQ9A/MDfqQm3Y97jOIL7Ys7Vg/+gg30vJT0AsOHudvbXJYHeARFlAwb8RERERBkgHA6j+sAxbN9fj+Mnz6B9u9bo1y0fxV07IBQKpfv2UiYcDqPhr3tx7JPdOHP4BFp3PAsdLuyFvAt65PTP3ZwY8FPWkWzuLJi3tALRmf1UbZT1Y/hvj+Hjb3WIek0twbHv7Zz37WPyc6pZ+pfPsa7x8beil2ZhwQxjiY76xACIbnTV76N6QR/7e8n72qyZhGKtEVrNlJtKc0yvyffXnxY4Lc3ykvk3vi+ALH74lpcAAKGXbrG/3nXlAwCA3iusspCacCHeD1nt4o1Hx9jvlbGd6cj0p5qpBMfvMi41m29fL6D7c/LsxJlN3/OU6+KtRDfsmppy5SlAeFkHIC/6fGnUVc+TpwCpKPWh7BEOh/HR5wdQc+i4/drxk2dw4OhJ7KlrwEX9uwYW/C5btgy33HIL5s+fj+985zuBXDNR4XAYh17biBOb99uvNR4+gbqdh3HibwfQacLghH7upUuX4tZbb8X+/fvRunVrrF+/HiNHjsSPfvQj/Pu//zsAYNq0aWhoaMCLL74Y2M+Tqdi0S0RElONqjryIku5XcAhCBqs+cCwq2FfVHDqO6gPHjMf8eumll1BWVoZf//rXaQ/2AaDhr3ujgv2oY5v2oeGve43H4vnqV7+KI0eOYN26dQCAVatWoXv37li5cqV9zqpVq1BaWprQ9bMNm3YpK6hNu6t2W59T9TGVpqVR6WJaVuX0hMFp8ZRTVhyIzZir1EZa01MCeZ9cT65lsqd8hv1euf/hv7X+o+M0FlOvsTcd83p+qkkGPxlntkRSuKGiS6OO+c30A7ENtEE38brV8HtpIv7Jkg2elmy5eWL0ANf3ZnLTrheSsTfV8APJZ/LLFm2zr/G7fgsAAKeWbo457+3bXgEQWbzFZt1gBR17vLe5FgeOnnQ83vXsdrhiUM+Eri1NuwMHDsRDDz2EJUuWYMyYMfHf2Az2L/oEp3Yedjzetk9HdCu7MKFrl5SUoKysDP/0T/+EG264AZdccgkeffRR7N+/H3V1dejTpw82b96MgQMHJnr7WYMlPZQVJCu1dt97doAsTbt2wHyj+b3NVdIT7/vIBxQ9WH/5zf+JadqtClVhDKw9AxJwVytBuszCH6JcX877dttjke+zwPoetedZ54evigTpEmjL3P7J195kCLb72Pc5Gc6iPlgsmBFzzCmINzXgNocgAv3liwoBAFeV7VFeXRV1zk9+3RUA7MZXL/TynnSX9ujf3ylYf3fiMADmLbwmasMvEPnw0Nxz+Ddt79v0VfyAv6BqbkzTrn4ciG3s1allPYD/DwDq+Tdst2ruXoHzlB7KDsdPnknqeDyvvvoqamtr8e677+KSSy5J6lpBOnP4hOvxxiPux92MGTMGK1euxA9/+EP86U9/whNPPIFXXnkF77zzDg4cOIDevXu3iGAfYEkPERFRzmE2P/u0b+c+aine8XhGjhyJHj164D//8z+RScUdrTue5Xq8VYH7cTelpaV455138PHHH6Nt27YYMmQISktLsXLlSqxatSpjnnI0B2b4KWuZSmF0UWU/50TGeAZZ/mPK7EtZjXqP0vyql+HM+KImprl2DOpiziusnGePyxxzsZX9bxOONL/K+ZLpl6w+EJ3Zl/uTe7N/R9PdM+5uG3CFqck33jVM1/RT1hO+5SWEXrrF03lBis7sWxl//bX3v3MAANB4tFVC5T2qtTsPpbWBVzL9b6ytNh6XzL6XMZsPvrPNzvB/rVt+1LEVby3CldeUJXu7NmnaneBQ0TO43w4AwJbP418rXuZeqGU8ZS/nR93HsqmLMO75MvvroJSesbKgK1tbwVHDYytxNbhdN5v065bvWtLTT/tnxa8vfelLePLJJ1FaWorWrVvjmWeeSep6QelwYS/UuZT0dLgw8U3hUsc/d+5cO7gvLS3Fv//7v+PgwYP44Q9/mPC1sw0z/ERERERpVty1A4o6tzceK+rcHsVdOxiP+TFo0CCsWLECv/3tbzFz5sykrxeEvAt6IG9wd/Oxwd2Rd0HiOzq6dOmCCy+8EL/+9a/t5tyvfe1r+Oijj7B582Zm+ImyiWm5ljpqUt8Gq2b3/db3mxqF5b1qo66ebTc11wrrWFOmvKn+XbbZApFlUiifYp9XqJVfqk2+pnp9vUF38rU3RfUGqOfoXztl/dUxnm4/n+kacn11q66Jl+24u658AL1XREZp6vfWemCD670FRc/uq95Ao724yms9v2lUpxd+FnH5uQ9hyvA/PHGo/fN5XaClZ/bFg+9swwfX+LtHN3csqQAQv2k3SOq4zUWT6wHA3sI7vnYiliaZ2beXbSkks2/SdvygpL4fNY9QKISL+ndN+Rz+wYMHY/ny5Xam/8knnwzkuokKhULoNGEwzvpSVxz7ZDcaj5xAq4Lg5vCPGTMG69evtwP+rl274oILLsCePXswePDgAH6C7MApPZQVTFN60rlNV2+yVVUv6IPdH78c9VrR/oaYshpRWDnP/tAg11UDaHXCjj6xxzStxxSEy4cGmayjfihxYwrI45X2BDFlx8/knqBLdVJF5vX7Le1RA/5kJ/bE27LrZUpP/v7jCU/nkcZewL25V8p9kintWfHWoqhrPDtxpnH+vs7rtB5Tg65b0254mZWdXTZ1EcbXTow6X2b5J1Li88on8Zt1ZVrP+P7zfV+fnDH2oGzCkh4iIiIiohzGkh7KKr2GT3YdD6k38gaR/Z/xRY1jyc/pSxYbs/xF+60yEjurr5ToCLtsZ2tdzMjOqIy2YYOu/bVSAiTfS+4nqnm2KbNvb7hVRnyqs/H1zHpVqApjp4+N+f76fQSR1XfbLWCSLZl90ersppGdR79qv5a/31qyU9/NXLer8zOi01TSs/nT3XGz/InyMpZTPebW3BtE065+DS/ZfS/csvj65tyoOfz2uoYBWNpzifWlPV7Tf2bfHu2pVYiVnjlhLO+5+oWb0YCV1q1wgg9Ri8MMPxERUY5icE9EADP8lGVChkz55Ktix3MGWddvyu6rr81AbGZasu12Pb1Sv6+/tgfAxnKrOVWWbamjKe2sPyJPEvRs+Ge/iSzhkkZXGd0JwH4SoGbp7Q27yqIsPVNfHB4bk8VX/6yfH6+W31Sbb18PkScT+nmmpxC940/izEjXKXmWNzxk9hNt3m1uXhduCbfm3sseeRxA8y/hisdt8dbA/ldi93PXR70WXtbBzuzL+8bXIpLh98g0xlOWb93wSfS5ena/4bGVwG2+vh0R5SBm+ImIiIiIchin9FBWkWk9Jd2vwK5Ny6OOmabgbCxfiI+/FTu7ONEJP8N/a43Wk2tOvvammEy8ymmKDxB/ZKc6nUc4jftUa/hN13Cri5f7rwpV2VN89Gx+vNf0n00/Xz/vzPXWaMfWrxV76gOQpxZDKqeg94r44xVNS7AyxcovLgZgjaX0M7HH77Qep7Gceg3/5k9340iXPOO5JX06x/QZyPhNIDJNB0DCk3tkTKlcN1VZ/XhjOb1M51EXapky/ZK516fwqBaVDcB9+RUAgLn1M6PO95v5B9yn9Mh0HsEpPcFi7EHZhAE/ZQUJ9KUZ1iR81RRjyY8pEDZtwgXMjasvv/k/MfP65c+rPuxkl87IMX1WPxAd9JqaX/0E5oD5w4XXZlf9Wuo96veh/j5ktKfMxHean+92Dbd7iffhQr020Hzz9VNpmdLAG4+XkZkqU8A/aFgv+3U18HcqFzJd/ydLNtiBfqJBPuDctLv4lrboPfgBALGjNRMh5UGLb2lrPO51DKfOFMzrHwLCyzrY8/ft76cE9XrgnwiZyW9q1GXAn1qMPSibsKSHiIiIiCiHsWmXcoaa3e+51cq6y9ZZnZ7ZF6bNvOpYTn18JhAp25lcbmWjq+GczTYpnr7THr0pm3TVzbmSKT99yeJIFn9BdGmP+rXcT1Woyn76IK/Z962UGqlZ9FUfWr+vIYiwnwY0lftgeuwx9V6NY0G189UyHnmvbA82PalQnxqYSnrObLFKUlKV9V++qBCA+zbdRN4nDbx+l3F5oWbz9de9WrvzkJ3lV0t5Es3sq08GZEzm8y+dijpn0kun8MGj1tdBjOeMZ/yY8wB4z/TbZTsuy7Ukqx8adwwD+18ZfVJ9JMNvyuz7zfr3HGn9s1HqkuknImKGn4iIiCiHlZaWYubMmem+DUojZvgpJ6mZfcn8Sy3/xvKFdubbzmhXRur8JYtvN9deEnkicLoyunZ+SOUUO6NvqsP3U5+uk0x5YWUke66/V62Tl0y5HBs7fSyqy+V7RC/qKqxcbMykS31+VdOYUHUsp1DHeZpGaupMC8PUHgL96UPUqE5lURgAx4bdTMvsi3jvS0VmPwhemoKduC3UkicDU9fvxevrm17UzguiaffZiTNxx5KKqPvBLckv3iqomqssy4rVMc/qF4D1jw8ONzyELeNWAIhu6JX6/0WGayVaz8/MPhG5YdMuZQVp2gXcG3d1PbfWxZT1mJp4TdQSmadufB9ApFlXDZb1QL+wcl7MdJ6ocpwmpsZZCXrbrJkU9bV6TP9eTud7naYjNpYvjJnSY6I28aoflPTvpX4PfeJQG0NJkfo99UlGudCga6I37ebvP+64dddv0y4AY4Oun+se+ek16DXttahjD76zLaZp992JwzzN4ffS7PvE6AGBlPLEa9bVeS3p0TftujXvmmbzA+ZAP1lepvWwaTdYqYg9wuEwDpzYi30NtTjZeALtWp2F7nk90fWsHgiFQglft7S0FCNGjEBFRUUg90nZhxl+IiIiojQLh8PYdmQzDp3cb792svEEjh49jLqTB9G/YFBSQT+1bAz4Kac5Ne2aRkcC0VlpNQstZT72PHjDNaV0yNqgG5219joyM3JeH7uJVS0tMpX5yPmRjbmR7Lgcj1c+BFjlSV5m7avjOfUGZdMITrUpOfJ0IDJXX+d2r5k8X9/t3rzet1N23wt9Xj7gr0FXJVn/kh+9hQebmnXVmfs6r1t2Nz+zGgBwb97jeHpIhfGcoBp1pTQo3vz9SU1Nw98rjn/Ngf2vxG7EZvSFPpZzy+crAO1JwKKyAUnN3dfJWE60dj7n6hdutr6YnfS3oxQ6cGJvVLCvOnhyPzqd2ItueT2b+a4oV7Bpl4iIiCjN9jXUJnWcyA0z/NTihJYvhPxrUzL91S4ZeHW85ZDy6Iy0WpsuvQFqDb9bttp0zLS1N7pxNbr51nQvktXfUz7D00IvEzXTr9/nEDiP51TJkwBUTrHvQ5p7oWT27d+h/fQi8jvVexXk74MqU7L+bvfQHPeXzNMBnak3QK27V2v3hWT53er0I428FcHcqAtZ2iVPFWQMqE7ud8vnX8S95u7nrnes3T/c8BBCOBbzHr3mH1gSk9n/Xb8FAJyflMjozUTZNfwoTeo6lFonG08kdZzIDTP8RERERGnWrpX7pKV4x4ncMMNPOemz31h/Pf/b7ue5LXmSjLMpq6y+X59As0fNxCvXdOoXMNXabwxFeg+GGOrp9aVcTj+L+v3bjLsB1cV9o66jfk+n9zld9/Qli+0nDerPIr0HxWusEZ+YjqhFXzp9opE6frT3ipcAALuujNyDPpozE7L7mcRUy68eC/JJgGSk1Uz/4H474r7vidEDEl7eZSLZfLX+XzL78Wz5fEVC31Ov1w/hmJ25L1u0zT5HJvKMd6nGuGG79bis58iEboVyRPe8njh69LDrcaJEMeCnrNN7kRVI7iqrcjzHbgb99kLHc1Rq6YsEuHZjafmUmKBef5/b9QArqJVG22r7+ta9Fa8Za8+vl8DZ1MxaWDkvUnqklfSYAvPY12YYS5jcyn7cPkRYgXr0hwU1WHcTbxdBZL7/LU2vqGM6m2dEZ6aUCvnlFtCrx0zjOE28jNJUS1EmaZtzTTY/szrQ+ft6o++zE2fa5UNex3L6pZfqhJd1wDhY93FkXKS0x96c23MmAOvDgHwIGPe8df6yqYs8fU/5IOE21vPt216JNOlSVul6Vg/UnTyIg4bG3S7tuqHrWbG7LYi8YsBPRERElGahUAj9CwahUwrm8BNx8RZlBXXxlvCzgMtJz61WuY5pEZQILV8Ys6xLXXglZGTnWMN2WvVJgNtiLLclVPHOE6ZyH3maIOVJpoZe9YmAl2Zft3If9Xuq4z69qF7Qxy7bCb1kZfjDt0hpzwP2MXULrp+NuKnK3CdyXX3xlhunBVnVj64EABQ/Uurre3tZ5PWTppGcKrUcR0p5Ri35NOZJgLpxV7Lsm7b3jTrHJIhNu4CV5Qecm3WF14VbwrRoC7Ay/eFlHQBENu4eGXuf61bdIMhYTrdNu1y8lRqMPSibMMNPWaGk+xX216bgn4iIYuXNLgU+fyXdt0FEacYMP2UVNdjvNXwygMjCq0SoozQBK6OtZqbl+nqGX6Vn+90y8vr3kj/LeyU77/bEQWXKnMuThjEX18Vk7IVTZl5+l9In4WVhl87t6YB+v6Zsvvo99QZdNYu+68oH7HNMGX4/Wf90ccvw6823XjLyfrjV8H+tvZUtNmXinxg9AF/rlh/1mtfFWyZBZfRVlZXlGD/mPE/n+s3w69SMv1rPDwChccdSnuF/5ZP7PZ+bN7s0JffQUjH2oGzCDD9lrd0fvwwgmNIelQT6duAaJ9iP2nYL87ZZp+ZenRr4r/rQmtRjz703Xc/wIcM+/+J52gx/M/mAc/63Ix+AZMb+xvKFGBuODv6jNu0aPhCYmof1DzSiGJNQ3RS4qw3AeqAvwf1VK+bYX8t99MaemKA+2xpupXTm4YlD7deCnKbjlXyAqHc5x+90naAn8riRaT3hZavRu9z6/4nbpt1kg33V4YaHgGXW1yGlaVcCfbt5t35mYN/TK87hJyLO4aesUtL9Cvt/RERkxmw+EamY4aecEb5qSsLlPabyE8mwo3xhbNbfJWNevaBPbCnPgthxlTKK8zRim3DbrJkUNX/f6d7G2tfaGTULX+6xeLrp3UCv11cjXNM0p7xpe/BnWIgh2nlDKqfY2X77/iujnwJEHUPskwDr+k331jSjX30qopdQFU/faWf99Xn8XmVDdn/Z0a8aM/upFnRpULIue8RqcA2itEfGc155TSTb77YXYPyY8zxl+WO35cY273bMexy9pr0GIDLbXx3VOXfqTI8/hTfSrIvW5uMNj620v7bHdM4O9BaIKIsww09ERERElMPYtEtZS5/WI028gJXBBoA9+RuN75VxnHqmXs2Uu22jNY3lNDXriqpQVcxTArXJ19TM6mUEp/4e9TzTdZ1+HjdO2329jtqsClXZfQDSUKwyLRlzWsy1sXyhPVq09cDmWcAFJN4A7Pa+xqNj8AYaPV8rqMy823WkUdit5l7Gb6rnmV4zvSeIcZymrbq6ZyfOjDuOE0isht+0cAuwMvyHG6J/BrVpV86XbbxB8dK0y7GcqcHYg7IJS3ooa0kdv2lM5+4JlwKInuAjDammsh+3INk0YUdlN6Iq22/1QFVtvNWbfE3nq0zbcd2o19LLa9yC69OXLI76ACPvdwr01QZc04cXCe6HVE5BddPPKr8H01SkqED+pVtgclXZnqjpPF4EMa0n0fc6Bfrp4jSZR1738gHCFLQn05Trt5THLdAXg+65FEB0KU/PrXWoPa+Tr+9lopb1qPRgHzDP7JftukCkuTeZDwGlZ04AcJ/DT0TEkh4iIiIiohzGDD/lFL0UxDQ/P3zVFLRpOq+w0spSP3VOEQBgFi6PKY0xbckV1Qv6oBjyWuR9+vhJtXTIbcOtfm0g0uhq+jlNc/tV9n2Uxx/taWryLZ6+E1XSIGwo4dF3D6hPR9SnCTElTk3XHFM5D8VrrHKf07DuNeSQ3RdeM/si0xp4W529CkB0064wNe+6zcsPilNmP6iRmolew0v5DhDZqhuxGoO1kp5ksvtqWY5eorNsqnWP42sn2uU9qsj8/aYs/tTIMRnVifpgy3yIiHQM+CnrSWlPdZrvg4iIiCgTsWmXckZ1cd+YDL9T9txLQ6w+5hJwb1hVz9cz30734cRpzKU6utLp/t02/UaP7HRuulWv6/Q7Mo4fRfRirnj34/Sz6N9T7SOQ18K3+BvVmQ5u/QNuW3aBSAPtH4+fiDmW6BjNeI2/pqZdt4ZbL8248aRi067bsi2V36bdgqq5MTX8pq264sjY++z6/LJFkd+RvnVXjiWyjVfee8PQX8Yck2ZdGcvJ2fzBYuxB2YQ1/EREREREOYwlPZST7Gz0mkkxdemnL1ls1627ZeolU128ZiyeuvF9AMAsD+dHLZpSMur6hB9ZnqXWupsm8shrhagDLo6uuzfdh4n6+7DETvJRew+kL8F0TdMUIDVLL9N2sCZy/6bxp/q1nEZxApFegeLpkcy+1PqnO9PvlsV3n9LT6Lp4q75be+uLnbEZ/iCt3XnIzvLL91Qz927Ze/XY4lvaAgAmvXQKADB1/V4AwPMjehjfm4rMvtTyT4iT4N+0vW/TV94y/HZtfl6knl+m8nTMsxaHIXbibBQ1ey+1+3PrZ8Yc80ve+/Q6TushImcs6aGcsXbfe/YsfrUUxBRsOjW7qjPjTfzMr3ciY0FlF4B6H2oALWMtTaUxIt7mX6eynapQlR2Ym97rZaOw6Ty1HMd0D/qIT1P5k3pdUzOyXEPm8IdeuiXtQb8f8Up5dEFuxnVqAJbr6U3E8Zp21aDeKcB/YvQAbH7G2otxx5IKANZ23SAD/kigH3/2PpBYKQ9gBfn6KE21VEe3qGwAxtdOjDrfK/1DgRO3kh7BOfypwdiDsglLeoiIiIiIchhLeiintVFKetQMstMYS6fsvqmBF4huIlWfGrhl49GU2Vcz2xvLm5ZUNS2mql7QB2MqrfOqy72VvejnVIWqAK3JVwypnII9lc7vrTZk7OX+pRRpbHhs1HnyPcdOHxv1+1DLk6RUSMahWqVOsYvLhKlh2O+m3yAWbyVKvvfxCYN8vzfIcZzxriXNujo1u69m8O2SH+VcyezrjbwPvrMNaDp2h+87t6x4a5GnhVvxeMnsm5pwnx5SAQD4XvEX9mv63ZgWb92XfynQv+kPHkdves3sywKvp5t+tze4nCtNu5jt6RaIKAcxw09ERJSjOJmHiADW8FMOWbvvPfvrkmdGATDX8G8sX+hap2+iZ9RNy7jUbPSuMitjb1r85ZVbY6t+X6baefU+3RZkmd6nfm/TUw2n86tCVVFNyPq9mcZsmr6n0/VVcp7fRVzp4LduH3DPyvut4ffaB6DX8KvcmnDfnTgMo5Z86uuevNTwx1u8pS/cGnTPpQCAwf12GM/3W7vvRm/eVckyLgAxNfxli7Yl1aSrq11n/TOkNuuWnrEaeB++3fqeHMuZGow9KJsw4KecIkG/BPxOpS96AGma8+7GdL5rGQ9iA2XT+/w24ar34RTcm76X2iyrXsvpHp1+Pi9BuvqhwctOBBO3+9hYvjDjtunqGo+OwRtodDyultTIpJwgmnW9fmgwNesC3ufxezmunhNEeY7Ky9z9IIJ9dc6+KdAX8sFjy+crfDfr+mUK+IU06xYV3AogsqSQgsHYg7IJS3qIiIiIiHIYM/yUU9SyHgD2mE6VWwb/9CWLo5pSAfOoznjZaD/jO9UNuvHoWXx9dKf6mj0PH4j5mbw++VA5Ne8CkV0CTk80nLL48X5XpicD+u9AfTKhbuF1a9Y98ZsiAMBZ365x/N5BCqqkJxUZfrcynqAFPXvf60ZdEWSW35Thl5n86ox+Kd9JZpuuG7cMv9hwdzsAzPAHjbEHZRNm+ImIiIiIchjHchIp2qyZhCFNGefqpm20QzAFaBrtKTXzMkLSNLbStCXXlKG2lcdm992WVanUjL1cdwwimX15z5CmP8vPZMqsF1bOszfxmpp7hWTWhxh6D9qsmRT5HRl+Frc+A9PvSt2wK+dHjjfdIyZB3RzshWQ8Lzrg622+mTL7Uq9vb9L1KKjsfqJLu0zUuv14m3WDZjXs7gLgvnArmaz+wP5XArBq8QEruy/Ze1nAJcLLOuDI2PsAAB2rrEz/orIBMZn9cc+XRTX1Jkoy+7rSMyfsbL9dw49bk/5+RJTdGPBTTpFH1lLas/vjl2MaeN2m3qivSeC66sNO2Nh0TA2m9Wu5bZstrJxnH1dLUZxEvX9BbAAspHxnCKY47BaI/jAi93D6ksUovMT5+8r5pxH7QUP9nqb70oN0lR6sm46Ztu/K/RReEjuHvypUZd+LXc60pc4u5UnnHH6VPus+f/9xY9Cf7Px9r4266v1I4K4zNeCqm3PR9L7Ft7TFptFWoyq09yy+pS16D37Aw52nxvgx5wHwHvirJTu78663XmwK5I+MvQ9YFn1er2mvAQB2512Pw8usDwOLpkbKeIIu4YnHrbSHiFoulvRQTirpfgXrVYmIiIjADD+1AKYxjl7m8OuNrgCANfKFc2mM80Zf63W3zH486jZfINKY2yYcO7bSrQHXaTymnZVX7jsmU29oMDaV5jhtM1bvzdSwa91bdGbfVAIk1IZn+bp1WeKz+WvC1hOBolDsEwGvTwtCL91ifXF9ZB68ns132m7bXExPFySj/+7EYfZrps25TzSNnRSTXjoFwDyO0zpmlbgE0bQrs/c75j2OMY/9Iu75m7b3BQCMHwO8/sAu+71CynBkwy7yrL+Exh3DEdwXcz27lMd6mGQ/7eiYF/u9Tdn9IMp5VG7jOImIBDP8REREREQ5jBl+ynm7P34ZQGRE55DKKXbzqjBlw00jLJ023erXkkx8tSGTbsquh5YvBBDZzKuO6oxaOqXVwEsdfvWCPq4Z/drzOkVdK14fgzCNvFSZrhfTVKv8PtR+BKdrqfSfN+qYy5bh0Eu32K9d5XMTrymzL+Jl9ld+cTEAoPSWl6wXjsaek2jTbjx+N/Oq4zj1Wv1TSzcDsLL7cszLYi2ToEdxylKrK6/JB35s/TMqm61NpOF2y+dAx7y5juepWX/AqtGX+vxIFj8yZhN2E671x8MND8Vk7+/Lr8Dc+pkefio0Xcu9oVdt1PVSqy8Lt4iImOGnnMY6fiIi/ruQqKVjhp9ynvyHrtpwTJ/I02bNJDtb2HtRbJ2/KaNvmoCjZ/HVKT2m8ZP295J6eaUuXc1k6++VPoMhiB0ZevqSxfbX8uRArq/ejzoJR6+7b7NmEjaWW7+PwqZ+AWsMZuy96WRiTnF4rPGphtP79HtSf171Nfvc8hlRE3sAGPsMVBcd+ML1uJCafWHK8Nv1+ohk9t0Wbbll9pOd0BOU9y8vBtCU2W4as6lm9uVrGcUJwyjOoDP7umcnznQdx2ki9foyYUf+7HSOZOfHoQxA9JhNm7ZsSzW3fibGPW+910vtvtf6fjW7v3Ct9f/9KSXWPzOs3yciEwb8RIhuMJXg263sRR3ZKXP0TcGpidtxdeSle7mMRS37qdZLb9ZMippfr9636R7U34H6Achuir14XtQxANEfLhA9h39IefSHDPXe4v1upVRJH/Fp+jClfv8hhp0GyfAyyjMs5Tse+S3pSWZufrxSHid2Gc89l8aM2QSsUZsAMAnNM3NfNbif1Qg9OE6wLw26oXGxx9RGXb2UR/Sa9hrGN5UDoalRd3ztRBxu6BB1XiRIX2TcpqsH8UHN4RcS6BMRuWFJDxERERFRDmOGn1oMvXlXZSrVcSNZ5rHTd9oNwKayk3iv6d9/TKVVNrOnMrZEB3AeZ6n+2S2LH+/pg35e8XTn+y6snIeN5VazcWRbcB9sDDWNMzU14Tbdp7xvSOWU2NeULH2xtuG4zZpJKKyM/vnUpxupdvmvuwIA3v+OeUVv49Ex8pXjNZqzWVf3kyUbfG3EVct4ZFTnc48uT0tmX8ZxetmuG4+M4AyNO2aP17Q36MLK5kuzr3q+yfjaiQAiZULxBJHdV7fpmrBZl4h0DPiJiIhyFJt1iQhgwE8tnGSXe71ujd3bPeHSmHPcxlFWhaowBLF145J9js2Au4vU0fdxHYep34da267Wvbs9uVCz7PKzCPmZqhf0sevpJdMvIz5X/SZ66ZX93sro2v3qBX3s7yWLwhCVxW/6+dwWetlPOfrYTcN6f4J6LfU1ybq3OntVzPX9MmX2d135AACg94o5ke/h0rRrYsrSJ1O770Yy+17HbMp5o5Z8CgCYajimXiMVzbqR7L73zL69IMvnMTWbbzpPxoLKEwA5f9HU2CVbQZFxnF6ezlz9ws3YcHfKboWIshQDfmpxdn/8MkqeGRX94mvFTV/0iZnccxoOW3cRHfCagk17lr9hjrx6vh7UF0/fGTXlxu29QGQev/qa6YOCBN5jw2PtANsUcJtn/1sk8O8dnoTTldGbf1XqfcjPUF0eu/9Av1/196F/YHH78GU6H4j9ENfbx1x+KeH5IPQNAJEPRaZm3st/3VXZUOtc0hMkr7P3TY26pnIdCeqFBPSqQUojr+nDwmWPJLZVd8VbVqnLldeU+XpfsuxJPcusv0iQH17WwQ7m1cbeufVN8/eXeZ++ExQJ9L3M4CciUrFpl1qMku5X8PE2ERERtTjM8FOL5FTqomaLo7LWTZlde2ymofxEHalp+j5Oza9qNl99gqCXxrjdfxtlBKdpy69eUlNd3se+n9NyH5hkfKoQk1Vv+r2o5T7i9CWLlZKiSNmT/FymGfr6z+RWwhT1XsP56pMBvWTJT2YfsGbwv/8dK5MfhjV6c+xLTb+Xl2L/HrzzFecyESB1G3Z1plKgeOU7emZfmM5/8J1tCW/ddWPK7EvWPzRuhWvjrG7pqq0J34c03y6aOsCeoa/O5pcm3XDC38EbKePpOXIeeo6cF/Wamw13t0vpfRFRdmLAT0RElGP4NJOIVKFwOJzqREXKHT58GJ06dUJdXR06duyY7tuhDLd233v21zG1/A681JLr22EBc227F2qm3Ot9OdW9+6H/XGp23m3cp+kaagbe6b3qxl+v1zI9DdFfi/d7MWX7ZWOuLNKqCReisH4IAKB1U4+HHNt15QP2NWrC1jbe8FVTsO719wEA1zVVS76h1PKbMvyJNusmU7tv4lTDr5JlW5u297VfM2X4g2za3bXJ+h2//sAuT826yWT23Z4gqM27+nnNUcMvmX0vtfuS4WfAn3qMPSibsIafWhz+h5CIiIhaEpb0EAVMzVgXG+rv3diZbExyfaqgP01Y9WEnu+7ebfqPKfuvPpGQev7IYrGxhtGYsfekXlf/HtFPK7S6+zWTYl9TrmGq09ez+MXTd8ZMT1LPNy0wk1Ga35r2HABr3OZl4d8DAH575TT7vNbaz/etsDW1553KeWg82jT9J38jANjZfSA6sy9SXbsvJPv/xtpqz+9xy+zrBvfbgdcfsJZfQRnxGWQ9vy6ZJVtuCqrmRhZuNWXxl/ZcAgAY93yZPZ3n8LLgR43Go9bwe/H2ba8AAIrApVtEFIslPdQiSVmPbN312ygq1LGS6mtuTCUpJm4lNDFjOeOUxpjuTb9v0zXcPmS4jeJ0uq4+8tR0zxvLF9qNtqZGZ7eyIxPTPamBPmCV5RSFrAZdGcX5zleOuf5OQ8utpmAp+zEF+W6cynKcSnribdTV3+e1nEelN+MuvqUtJr10KuY80zz4VMzfb46SHqdSntC4Y65lPn5LeaQBON77TI25EvS/8sn9McfsQF/brssnmanH2IOyCTP8REREOYKBPhGZMOAnciCZ4Zff/B/MevXyqGOmUhavTwn0bLRThtpPxl4db2nKwJtKZPSfoY1SXiNOX7LYXjpm2iisZ/1NpUh7ymfE/G5MGXvJ+hevGRvZ0tt0nvoz6WU+QyqnxIwurV7Qx96e3Ot66zVZwFVYOQ+/LbfKdpa3iozuPKONDP1Tuy9jkPbz6tuGg5aq7brx6Jl9+fOm7QAQW6qjb3qNl91PdKmWlA7Fy+57yeyHl3WI2ZzrtlXXdGxpzyUoWyS/D3+bddXM/n35FQCAufUzY87TS3hq181wzexf/cLNAMDtukTkik27REREREQ5jDX81KIlWssvTI2xgLlO36l23+kpgWS8TZl6tyy+Sq+BT2Z0p+l7mmrx/Tz9UJ9umBp0Tc3Jpqchfn4edUxoG3WJmMNiNPWe5H2153XyVbufv/94TNOu00jOzZ/uBgAMGtbL8Tz9PSZ+avilJt+USTfV8ItU1O0DwLMTZ0b9OYgMv0qWax0Ze5/9tTTvxqM398bjls03kScIi8qsJwi162YYx3HqGX4AyJtd6ul7UDAYe1A2YcBPLZrXgF8CSmnUDF81xfX8RJmCfNN96EzNw27U+zZtD1YDbNNWYf17mjbcus3EV38eL5OE1K256gZf9fuoqkJV9lZh/cOO6b1Ovzv5+62TYB+IP2tf53WGvt/zvQb4pi25MmNfD+6nrt8bU74DJB/or3hrkWN5z7MTZ/qeyuM34JdgfXztRF8bfIHmmbsPRAf+ekmPBPsAA/50YuxB2YQlPUREREREOYxNu0QAdn/8MgCgWNm8q2av7QzzVdHZ7kSadt0kuplXLUkRXpp+gUhmf2P5wki2vOk+hhgy3/HKgkwz8fVz7acKmGJ/bd+PoTlYsvVtwrHz+NX3y88yBFOUc63vvWLUZgDAoNuvAsrh+DNIsy8AhLdaX7s16Upm/eGJQxOetZ9oZj9//3FP8+/VrL7pfKeynVRk9wFz86409k6Ys8Pzdfxm9iWbP37cRPu1QfdYzdybn1ltfE+6SIlR7boeQGvn82SzLgCUpPqmiChrMcNPRERERJTDmOEnUjg14eq8boUN4nvGq4EHzEuznF4Dosd4CjUzL70EG0OdHOvcTfe8sXwhUBnd3xD19EGeHKjnaD0CpkVdVU2jQU3rtaKeKMg4zwV9Yu530O1XAQA2/9dyDGn6OubeAfRSXtMz+z23Wk8aUBSp3X944lDDXcWK13ybiPpu7Y01+X6Ylms51fSn0uB+3jP7gPfsvmT1Q+OOxYzeVHnJ9Keqfl9v1AUiT1d6jpwHGMZychwnEfnBgJ9aNFlSI827gLnMww4qp0efs7F8IcZOd2/8jMfrBwRTk6wEqcVrxqJYm0WPNZNQWBndBHzacC1x+pLFkUAb1vmmAFtt8tUbaNUGX33CjvE1pYTJtFNASElPdXnknk2NvF4mFTW+Zw4s5d53V1p/Di1fiJpuedHXUibzqKU8iUqmSRfw3qgb78OAlwA/6Ik8MomnY97jAIDDDcHN3PdqYP8rYwJ8+VCgNvPKPfqdvS/bdQH3DwtqoC9kHn/tuhmuJT1ERF4w4CdCJPCvTvN9EBEREQWNAT+RYvfHL/uaya+WkyRSyiPfU5QoTcNe2Bn16bElRacvWRzTBBwp8YnNhJs24qr3aT9VaHpdfUpgP+VAZCynrTySgbefQrg0J5tKkUTU/RmeJqgNt7JZV6c+hZB7HXNxXWSjcNNxNbs/dP5J64vxkeskk9l34ndkpyrR0h5TVr85S3nGPPaLlF7frYzHVL5jGtNpysB7kaoSIHUUJxGRF2zaJSIiIiLKYczwEyG6hl+YmmUTbcw1kWvsNhxzatTVv6/Up58GgAXRWfE95TPsGn7bgkgzrGn5lGnxl/6zSzZfPSbvw4IZsZuE0ce4kVf/GSTrv6d8RqQ3oelaXseVqll9+0lDeXRTcNTvU3728j6QVVqybKtof0OkZn+81aB7nae7iF3AFUTD7tqdh+wsv6l2XzL7aqb/3YnDAACjlnwac77XBVx+a/dlvKbTYi0gdpOuF68/YNX4h8Z5O19t1nV7zY9xz5c12+Kt2nXWPytOW3aLCm5tlvsgotzAgJ8oQ5R0vwL4cdPi6wV903szRJQ1pAeJiMhJKBwOh9N9E8niemtKlinDL7X8QPIZ/apQVcyiKDWzHlXH3/2KmPsp6X4Fqov7xkycMd2XKUvv9mTClH1XM/de6ulN31OoP7v+vUyTh9Tz3cT7OfXj6jHTiFH7KYXi90WXRP3Z72QerzX5fmv3vU7nkQz/H/fXA0hsdKc8CXDL2Hsl2f8tn6+ws+3xpvLo/E7pGT/mPACRJwSq0Lhjxpp9nZrVvy+/AgAwt36mr/swcbuWnww/A/70YOxB2YQBP7VoElhLcK8G3l4CflNjrIlp1r4e+OvnC7mnXsMnR32tHjM1+3qZ368yBd/quaZruF1XLQXyUhLlZWvxrrIqexa+GsjrpUXqhxT9Q9LG8oX2mE+hlhHJsVBRpDxIZu6L/P3HPW3VjRfIJ9qkawr4vTbtup1nOpboOE5TaY+8tvmZ1SkN9NUg3q2kxy3YD407hqU9lzgel5GbQZf4xAv0AatpN2rDLgP+tGDsQdmETbtEWUL9MLL745dRXO1vURERERG1TKzhJ0J0MK1Tyz30Upp42X3J4qM80iAas6RqeuxrURlu5UmD232uveddANHZfslaF2oZbSyYEZMVr/qwE4YgusFVzbrr2fnCynl2o63piYFbCU2iS8p6L4o8DTFdw1R+FPl7ZJ0/pHIK9jQt11KXgsnvPjQhMqpRMvt6KY+X7H4q6Jn9J0YPsLPxXst15Dy1QVcy+/aYyqYtr36y+3pGX/664q1F9tduW2yDpGb1C6rmAgAON0R+Fi9lPOFlHYCpzsebq3l3w93tImNhldeIiPxgwE+URfRH9/affxwGDH0IRJS7WMpDRF4x4CeKo3pBHxQjOkvsdTynKWNv1+xPN70jVlQ9fbE1vUdv8tXvV//+ktFWr2n/DE0/2xCHrLtkwU1PM9RxnF7otfzq9dXsvNdaf6fX1J/PdC2579rzOtn3ID/fGcN9+12ylcwCLSdOozjdRm8K07hNt+VaidTtqxl99c+mZt9UN+oCkcz+kbH3WS8sM58nTwP0JwHLpi5Kuk5fHePp5Vq162YYa/eJiJLFpl0imKf0iF7DJxsDVRHETP5Er2va1mtqQB6+eg+A6EZXKfcxfSgxTbuRTbRqk7EeTMcr1dHP21i+MGrzrZAPAfI91SZbU9mO/rOYuJ0TWr7Qnrkv9EZdP5KZu+/0geAnSzYYA3dhCvzlfKG+z+1aiQT8Xubv79o0x/d1AeeAXybwmI57KdsxGXSP1aydzBSeRCf5OAX80qyrz95nhj+9GHtQNmHTLhGs/3DK/7IdG3qJcl8u/LuKiJoPS3qI4tj98csoNoy9BKJLR+zNrnBovvXA6/n2SE/Zeqs09gJANQAoGf6PLy20ToOVrS+8BChe07QHAO5PFySjPtalHKfasBfAlO2XpwUbQ1bmfkjlFGNJjzyJkDIjvSQJQNQYzUJYTwBWwXptbHhsTKO1+vdEv7fPfgMUToj9Hjq1efei/M0AgI/qB9nHg9ioK2Rbr8qtDMdU0iPnS/Yf+DTmWFD0zL6a8U80sx8krzP37cZih4bdskVW0/OisgGO10j06UDPkfNQ6jKWM6p5d3ZC34KIWigG/EQaPXPmVu6TDUyLvIiIiKjlYA0/URxr970XtYRLFW9Blek108Itr9txvTYLy7leatvdNua69RbE6ztQn3zoy8XiLdny8nO6bQh222xsun71gj7o9XrsyEinsZxOks3wq/X7XrfpJirIDbpunp040/7aS7PunZ89if84/4cA4jfr6lt0TUu2VF4Wbol4jbqpWLzlp4afJT3px9iDsgkDfqI41Oy4BP6JBPpOTMHv6UsW24Gs25Qcp+vItfxsyTVtDY63SVgPpk0fAtQJOPHuWb9vtUxKvo8p0Fe/F2D9rpw+vBRP3xmz96Cwcl7UZl3Af9NuIsG+qUE3FYF+0A26btQAX/iZyrN01VY7kFdfc6Nv0FVf65j3OIDoOfxuEg3g78uvSKrRFwBe+eR+4+umufsM+NOPsQdlE5b0EBERZQkG+kSUCAb8RD7Yoy6VTL+pxEUtLRFOZS2h5QujNsgC5gZWlalMxe0+dKYsd2TXgJINh/Ps/TZrJkVtCwais/lyjT3lM1BYGZ2Vl8z92OljXbfwyjhO+/cxPXZzrloyFGkejv9EBLB+9wCArZGxn8mM4wySlNzIZtwnRg/A4H7R05dMGXv1ffL1pJdit/A2R2bfCxmH+qsPl9qvJTJ3HwAG9r8SQPRGX8nsx2va9ZLZL1u0zbFZN5nsvpQHoQQoPXMCAPDw7Uvs40W41fQ2IiLPOJaTKA5m1IiIiCibsYafyAN9yo3axGuqsTdl4HXxGmKDWOjlxtQobDrHS/29/A4AxPQemJpq1Wt43aarv99U5y+/b/W+9T4G9alL6QQruxyuWY3fF11i/J7xJNqo67d+X7L1Osn6m7L9U9fvBQA8P6KH43WDyvTrGf5Ub9Nd2nOJnRnXm3GdsvmyVEt9AiD81u57adr1Wtdf6zKKE4iu4WcCInMw9qBswpIeIg/kP7Icb0lEzW3o/JPIm12a7tsgoizGgJ/IBzvwb6rlVzP9asZZr233Sq3rr/qN9ZrUsXupSdc5ZfGrF/QBFkgmPnKOnL/qQ2sx1hhEatvlmCjGpJiJOVZPQ9P5ct70nZH3Nt2H3T+A2HGhpqy/nF8cHhvJ0JdbfzE9RdlTPsO+Dz2zry77Ctests+/rmksp1rD73UcZyrJ0qw/7q+36/m9ao7Mvs5vZj9R9+VXYDOsv2d6Nt+pVj+IzL6X90n2f+7UmZ6upWb2ZQSnkFGcJT7vj4hIxYCfKElqsAtYQalsrzU10OrlKoWV82KucXprHXpebB2X4Nu5OAhR13UrBVK/t10KUy4baCPn2aUxWOzYwKt+aDCJKqlZEGmmVa+P6bHlT4WV8+wPBib6fH11hKn998DwO4jatKuN9CysnNcsYziB+KU8TiM0TcH+E6MHRDX1Au4lPqmSSMNuso25Wz5fgdC46GPx5utLkG43yQbAVNoT70OElPD0HDnP8Rx15j4RUbLYtEtERERElMPYtEuUANMyLjemZlOn407nmM4zMTUM66+pTa1uW37Vpw/6PVSFqjxt8I23vMvPkjITp+t7WQom23XDNavtxVumkh7Jntd3a28f85vhN2X28/cfj/qzmsU3jeXUz1t8S1s7k++2XEuVilKeZyfOtBti9dGhJolm9+PxskFXZcrE35dfASC5MZvxuDXpmrbqAmzWzUSMPSibMMNPRESUwRjsE1GymOEnSoBpWk/JM6MARNeUi+LpOx2z9vp5wpT59jJKU32/3jdgyqK7jRCtXtDHrvVXa+D1e3T6GeT6buNJvVDvX79fr9dXr3Hm+uq456uZfsnES4Y/kfp9PcPvNILTrRZfH805uN8OX7X6qRrBOeieSz1l9lVBZPnVMZyAefGWm0QbdpNRu26G4/hNFUdxZj7GHpRNGPATJcEU+Bftb7C/lg26a+95N+a8Xsq2XuG1vMVv0KvOnlffp35PU/mOG6eZ+PoHA687BdSfXf8gEa8R2bQLQb+u2Fi+EJ3/MQ8AMGL7uY7XHbXk05jX1Gk9foJ+NdiPN2tfL+Fxm8zz7sRh2D2habb8fy2POl+9lpi6fi/uWFIR9dqzE2fGvKYfB2CfY2rQnTCnN15/YJf9tU4/5jXYN5XoqMG918BeJ+VHatmOqflWf83rXH03r3xyv+Oxt297BVe/cDMABvzZgLEHZRNO6SFKQkn3Kzibn4gC8/Ztr2B8//kcw0lEgWKGnyhJbln+mm55UX8GgPBVsaUxJl629cZ7v59SF9M9nb5ksT0W9PxvW6+Z7t/0lEDN8EtZkFPZkM5phKnT0xD9yYiprEolzbqnlm4GALQdP8jxXCCS7ZcMv9fsvimzL9dwy/SrTJl+09ZdL+M4P3j0Iax4y8pWX3lN7GhKt2PCKcPvhWT2B/a/Els+X+HpPaKgai4A4HBDcE3HzVnS45bZF5LVZ0Y/OzD2oGzCpl2iJJV0v4L/gSYiIqKMxQw/UUDcSnvcRncmOo5SJ08E3Dbz+n1qoI68NPUXxGv4FU4/o3ERGGKXa5nGiTpdR76fU5N0tztewP5nbwMQyfQ7MdXxA1aW3pTlN43eBOJn89/5ilWXXnteJ/u1wvohAIA9+RsBWJl7desu4L1pN16zrl6nr9Kz/s9OnGnX0Y8fc17c763W6+tNtonwO3pTdMx73H460FyZfa8NuoIZ/uzC2IOyCWv4iQKi/keadf1E5Efe7FKA/94gohRhwE/UzEzZbrcMtel8Gc8p9fVAJLMfpD3lM1A83fpaMvDFSjZfX2ql3qvbkwvJ3A/BFPu8jU3HxlxcB6yJvr59fvkUbCyPfarg1iOgazt+EHqN9zbdRTLqkum3F3Ahks2/KN/qA/io3r0PwOmaAPCndl8GAHytPt9+TTL7m7b3bXplW8wTh6nr9wIjekS9ptb8ex3D6TalR6/nnzCnt3JP/kZxJpPZdyNTd9ym9vSa9hoOJzjVJ9U23N0O2PceM/tElDIM+ImamVtwLMeqQlUYgugttmoTrhroA1agW/Vh/HIdNUBXG1wBRDW52gH09Nhrqee7bQiWUZnqdfXzCyvnAU0lOvZ9r4kc31XWNE70N5H3ywcDtVF47Jro+zx9yWJgwYyo+5BNun5IgG0K0mNtcB2lKZtwR70UuaaU5phENug6B9XPj+hhBf1NXzt976D5nbnvl6n0x56xj9X2MTnPLdCX8p1l9YuAqdHHghizmQx7qy5ujXMmEVFy2LRLlAJs5CUiIqJMwaZdohRSa/mHr94Tdcyt+dRrI2+yozudvqdr1l8r41Hf6zQO06nkxqmx18uiMC+lUQAQWm59b2mC9cM9ox/NtOhKPfa1bvmO11SfDMiTABGvKVcf0ek2UtOrZEZv6uIt2ZLGX9N53794PADguUeXJ/S9VU6NuvflVwBASjL99+VX4PL3ra3OpWdOAEBUE6+d4S+wMvxMEmQXxh6UTZjhJyIiSqOaIy8y2CeilGKGn6gZrN33HkqeGRX1mpqp1jPqXkdfCtO4StPIyyCfBFSFqjCk0nkJV6LjRuON85TflekJiek86XeQpmZTLf8bXX6C6w4+7Hgtycqr2Xc98/7uxGExzb2S8V98S1tjpt6t5t8vrw26bmQEp9TEh8Yd8zR600Qae00LtsLLOnhq4F3acwkAK1PuVqfvJugRnH6eCDiN5ZTM/tUv3Gy/lje7NIjbo2bE2IOyCQN+omZgCvi9UstbnObTA8kH2l7F28yrz+3fWL4w5oOGKWh3a/iVDyzyAUP93qaNwtUL+jg268YL7oWfch6hl+MINdiXBmAgesa+H9Ko6zZdxw9TCY/wW8oTr4THD7V5V4L/cc97K1nyGujL9YL4YFC7zvr/q9fZ+zJ3H2A5TzZi7EHZhCU9REREREQ5jBl+omagNu/K1l1TGYzYWL7QzmZ7Lcdprgy/cCoj0rPx8ebx6+epTzTO/3b0+eGrpnhq1i2snJfQGM541Ky/aVSnU4bfxG9WXyXlO89OnOkry286P6jsfrKZfXvsZhKz8ptrg66J1626b9/2it2kq2KGP/sw9qBswjn8REREacJAn4iaAzP8RM3ALcOvLsESptfcmOrYvZ6fzGhP/amC10Zh+Z5jLq6LeUpgGu0ZrynYNI6z1+vJbVUN16zG7y94CwBiav7VrL6p8Vay/2qNvluDrtTkm6gZecnGy2vPTpxpb5n1O45TzezrDbR+G3XdsvteG3TV871y2rCbjky/KcNfeuaEMevP2v3cwNiDsgkDfqJmIkG/07QewP90nkSZynES4XWGv5Pi6Ttjfk63pmD1g5B6XrLBvRM/jbu/fW5azH24vd9pbr+U68jEHAnk45XjmI6pHwzkHLcSHgmgvW7SDaJBVw/wB91zqbGsR4J4L027zRHwuzXoLlxr/X90Sknk/6OcuZ97GHtQNmHTLhERERFRDmOGn6iZSIbfrWm3uRpu43Erm5Fxl4B5b4CXkhsp9xlzcV3MNdyePphKd4DEM/x/3F8PAPYWXCBShlNYP8T3aE4pzdFLTZ4f0cM+9vyIHva5koGXbD4QndF3ombu9cy+6Vqm46bv47VJ10tmXx2p6eU8lVOpjk7P5Kdya67wO3pTJ+U8zPBnP8YelE3YtEvUTOQ/8NVpvg8iIiJqWZjhJ2pmfjP9fmv5U3W+qUFXsv2mjLyplt/r5lynJx5nrk/845Jb5l5dhhWusbLKted1QmH9EADmWnxpwjVlob1kqE3NuPrrTsdM2X/92KB7Lo3J8KvvU++xucZvmrL+8prcw+sP7PJ0rVTV6ctTAiD2SUHtuhnoOXJe1GuvfHJ/zDVKz5wAYD0F0Gv3BTP82Y+xB2UT1vATERGlQN7sUuPrDPaJqLkxw0/UzJym9WQbtZ5eMv17ymcYp+jomfpdZdZThfBVU6LeK+c6TfoJYhrPH/fX29Nx1My+bk/+RjvbrE+vccpCO2Xn5f2Aua7ea72+F2rm3st7g6zbj0fN8DuN33Sa0qNL55ItwJzZ17192yu4+oWb7T87fQCg7MTYg7IJA36iZqbO5AeAofNPYv+zt0W9Zirz2Vi+MLARneo2W9M11QZdpwZa07x8r9yak5tz3KbbttxJL52KabQVTnPz/QTnamDrtUnVL/WDhn59P2U8QGpGcCYj6IBfxn16va7XgF8t5WFmP7cw9qBswpIeomZW0v0K/oefiIiImg0z/ERpIpn+ofNPIq/xyqhjfrfvet20ayqzcSu9UbP4eulNYeU8rPqwEwBgSOUU+/2m0Zl+xo2qzcChokvjnG02asmnMeU6Xkdsqs246gjNTJDskwC/WX0g8cy+W4OuV5Jtvy+/wjhq020Mp9+MvVdexnJKo+7VL9zMrbo5jLEHZROO5SQiIkqRofNPsnafiNKOGX6iNFFr+YfOPwkAUbX8XrLiXkdq6uc5PRHQx2Ga6vTdlnG1WTMppuE23s+RzKhNwGrClcVZksX/7XPT8K1pz0WdZ6rXV7mN2UyHIOv6E8nsA8GN4BzY33qC5fVn0bPy454vi8r2A6ldruVk3PNlmFJiXv4GRGf2VQz4cxNjD8omDPiJ0sQU8Ksk+HcLmOM137oxzdVXA30gdkqOfr6JbNFV70e/XrIlOwCwe4L1Xj2wd6JuwdUDzzuWVHiegpNpnD4YqIG2TBcyef2BXTEfCDZt7wsA2PL5ioTvSw3ypawn0ZKeTOHWqKtO5OE23ZaBsQdlEzbtEqUJm3eJiIioOTDDT5Rmpkz/hrvboWh/AwBrVr0TU3beC6dGXXliMObiOgBWiY5TJl9/r9N11SZc4TWz/9yjywEA0x65yvGcUUs+jRmf6dZkq2bzkymbSdUozWRJNn38mPM8v0cv3ZH3JlLSozfrus3bB8y/P7eSHq9+128BAOCG7dN9vc/ErVFXyngAbtNtaRh7UDZhhp8ozdSgYMPd7VjvS5Ql3P5ZZbBPRJmEGX6iDKAv43LSa/hkALF19H6y+0Lq6lUyZtNUfy8LuPRGXVXteZ1inkgUVs6zM/qtXysG4L9RV+r1AXPNfqaMzWwubtlxecohC8S8SLQ5V+r0TbX+iS7Zao66fa+Nv15GcAp1/CbAgL8lYOxB2YRjOYkygAQHXgN/IspMDPSJKBMxw0+Ugdbue884uUeo4zt1MiVnSOUU35l/PZsPRDL6oeXWdXsvGmufG+TUHaGO2RTqKE2v2fxEa+wztTZfpdbHJztyc/yY85Iavym81u47UTP7pgx8qhZpuTFl+NWafSBSt89Av+Vh7EHZhAE/UQaKF/ALNfDXN+Gq1A8BQPRGXHUUpwTs4ZpIsCvXk4Df/n71Q7z9MAoJ3NWg3dRoK6/ppq7fm3Hbb70wjQJV3bGkAgDijgaVDyNuYza98hvkmzbnmo7LPUqZT7zAPxPm65vUrpvhWsrDEh5i7EHZhE27REREcbBBl4iyGTP8RBlIreWXRt1ud7zgeH7b8YPwRpefAACuO/gwAGDl6xvt8ZqmrL/edFt7Xif765pueQBgjwYFEsvoiz/urwcAu1RHxm06SUVZTTaU6sSTaPmOKojyHZ1bFt/0dCNeWU4mZPvdlmwB0Rl+BvwtE2MPyiZs2iXKQCXdr2ADL1GGyptdipJ03wQRkQ/M8BNlOAn81Zp+yS6a6vylrn/dOxMwcvTrACL19zIyM7R8YdTXQjL7Qr1+2/GD4t7rnvyN9pMAyeqr2V3JsnvN9Ovv85qdj1cznwmeH9HDUx9COuv2gdjsfWjcsZh6/WR+183ZhOtGGnTFytZnofTMCftrwcw+CcYelE0Y8BNlOFPA74UpQJd59r1eX409+RsBAB+1exUAcPULN7u+10Qv1VG33pJ7QDxhTm+8/sCuqNfUYDrR8h25pvr+Tdv7AjDPy3cTXtYh4ak7JpkS3Iv78itw+fvxd0LIZB5u0iUVYw/KJizpISIi8oGBPhFlGwb8RFliw93tfGX5Ty3dHJOpX/fOhKavfmK/Jk2+GO/tulKGM+ieS/HgO9sAREZkTvV8d/6kq+FWH0Gpl7Ko96Rm54WU4Wx2uKYxiz8mmTuOXD+6fCexRl3TCE7Tz+kmmax+kLP3a9fNQM+R0Y3qc+tn4nK4N+cCsZl9IqJsw7GcRBmupPsVzCgSNSOO4CSiXMMafqIMp07r0TP8bs27JuqWUDuzbyALsp4YPSCqPh/I7IVX6pOAaY9cBcB7Y7BQs+7qNlrVpu19A2miTYVkxm6atuVKdl2y7clorhr++/IrPI30NNXwq/+MmDL7DPhJMPagbMKSHqIsMXT+yZjtnvFI8CLBfbwg/4nRAwAA704cZr8m5NjmAAL+REt04k3fUY85BfoT5vR2DOR1TsczNdhPlqlBVw/0/U5ASkej7uZnVnuqL3Nr2L36hZux4e7InxnoE1E2Y0kPEREREVEOY0kPUYbSx3HGy+57KetxG7epZvPF4lva2iMdpUQiiNKOdJDsdbysfrZJZuQmEN2YayrpMT2N8fKEJtNGcKpk5r46X99p9KZghp90jD0om7CkhyhLqQEIt/ISpQYDfSLKBQz4iTKcnXlE4qMBvWT2nxg9IGbM5uvrAcBa5DQO3jL7furzg9qIaxpv6bVOPxsFMXLTzcD+VwIANmO18e9Ptmb2X/mkaQRn68hr8s+XLJ5T6/aJiHIFA36iLMOMI1Hq8Z8zIsolrOEnyjENj62Mec2U4ddr9p8YPaDZF1sFRWrOJTOdq1N0khm56cTPEi0nbll9ryMyU8VUr2+i9sgw2CcvGHtQNmGGnyjHeJ3NL2M2RbYG+yppXB3c7zz03FoHAKg9r1M6bylpqQjyvVo2dVFMk7bfkp10BvvxvH3bK3YpDxFRLmPAT0RELd7Q+SddN+wSEWUzBvxEOUbN7Ds166pLthJZfiVS9VRAb/z12ggsDbpLV21Na7Ou6enC6w9Yzc+mBmOTVGX2/ZTwmEawjnu+LJDGXLl2qpp8TQ26Qm3UjSrlScmdEBGlHxdvERERERHlMDbtEuUIfVEXALQpOQgACBVZGfI9+RsBRJY1Aemt3X9+RA97BKhXkiGXjLm6OErN8Ouvuem5tS7jav0zoUE3iBr+dLgvvwKXv18d83rsCM7oZXZs1iU/GHtQNmHAT5QjTAF/6ZkTAIB3Jw4DEJnM4zfIToSfefz6+V7eqwb62Tqdx/ShxQ81gFe34zpdM5GAP1Vkeo7oOXKep/fdl19hf603BLtt0AW4RZeCxdiDsglLeoiIqMVisE9ELQEz/EQ5wpThd2rafe7R5Z6uGdQmXPV6QOrKiCSrnW3bdYMs3wlyrn5QDbqp5jZr36lBVzDgp0Qx9qBswik9RETUInD0JhG1VAz4iXLA2n3vGRdtnVq6GUAk02/X8Me5XjKZeNN7/dTkh5d1iKlHVxt1vY61zCSbtve1+wvU8ZxBZvalj2EzEn96omfzMz2773X0JhBp0OXoTSJqiRjwE+WYA5MbAQBdX45t0YnXrGuaf+836Ded7+UaaimKU1lKaNwxO0h2K9tJ9xx+ndpMLB9mggr25Xe1ZdyKplcSL+mRhth423G9npcKUc2+hkAfiG7UNZXxEBG1NGzaJSKinOFWssN6fSJqqdi0S5TFpFEXgLGkRy/lSXS7LuC9zCeIxlzJgkuZitj8zGq7pMeUIc+krL4uEzbnArF/fzK9bEcnewGeH9Ejpkk33ghOBvwUJMYelE1Y0kNERDmNgT4RtXQM+IlywND5J+1aZVOmXySTnfeasdfPS6QPILYu3RIaF/k6mWy+bBrOtkVd+lKtpT2XYBzK3N4SI52blf3Sl3MBwPMjrL86LdcCnBdsERG1VAz4iYgoJzGzT0RkYcBPlIXU2v1ELJu6yK6FVmVa9lfPaKtZfS/Tepw0V2bfa92+/JyD7rkUWz5fYTxnac8lGD9uYtRr6t9DeToj7w8v65B19flOTAu1VDGjNxnoExFFYcBPlIX0sh3T6ME2JQftOfz6OE5TsG/i9MHAj1R9iEimpGfSS6cARJqYg/oAkGhjrnygMQX78mFg/LiJMR+A1K8jv+fYc4KW6rGcbptzTTh6k4jIHcdyEhFRzmB2n4goFjP8RFnIS0bz9Nou9lhOrN2Z0Pe5L78iqc2tfujbdU3UDHqi5T2TXjqFxbe0bfpT4pl9vfE3VWM3hdNiMn3Drtp4LQ29QZb2jHu+DHOnzgzserradTNcM/vqBl1m9omIvGHAT5QD1KxmA1am70aI0oSZfSIiZwz4iXJAw2MrAbhvGfUjiOVZfq9nqk830bP4S1dt9VXPH8nuR/MyqlM9J9m6//CyDsaf1e8iLf136rZQq2zRNiwqGxD12rjny3w9AUhVI7D0ikwpMWf39dGbRETkHTftEmUx06bdA5MbAQBdX24Vs2lXb97NRF4DfimhGdj/SrvZNR2bdr2U8gzsf6UdiPttpvX7AUBky4QeLw26b9/2SswkHvn/e1Afcon8YuxB2YQZfiIiyjob7m7HMh4iIo8Y8BPliJgGxskNKKy3vpTxk5sDyPAHXe6jcyp1AaRBNbqUxmlu/esP7AIATJjTO7B7k5Iep+/pZMvnK6K2BAu9jCnRbD6QPRl94TWzD8jmXOcN0kRE5I4BP1EWkwxnsou4iDJF3uxSuydFJRn9kua/JSKirMeAnyhHdX25FXY/a2Xjv/a6lY3fHMB1m3Mbr54B3/L5Cgzud17UsQlzeqd8JKbwm9n3amnPJQBgj9E0GXTPpRm3CTlRbqM31WDfyuwTEVGyuHiLKAewlpmIiIiccEoPUY5Qy3pKul+BtfvesyeZiNIzJwCYp/VIbT7gPYuv1/N7zUK79QEkMpZTp9bCu9Xwx6vzT+WTg6U9l9ijKP1S6/Xvy68AAMytn5n0PQV5LZXU6wtTdl8du6ln9vmBljIRYw/KJgz4iXKEWx3/iO3nAsiO8ZzxAn7ZLKuW1+ijOoMYzxl0sC8fQoJoepZrBB2YB0EP7gFvjbnCtEGXAT9lIsYelE1Yw0+UI9jAS7li6PyTnK9PRBQgBvxEOUxKek41teu+O3EYAGDPLRvtcpZ4UjGG03RNdTSlW5ZfNtxK866aiU/H4i2/vP4epWxHLfuR15bVJzaC0+9W3UTIJuNJL50CEL98R0gZz4a7rT9zGg8RUXDYtEtERERElMNYw0+Uo9TSHsn0tx0/CACwJ997ht+PZEZHmpZPmTL9er2+07FEs/2patT1u2QriEy8PB1IdVbfbcymSmrza468iKtfuDnqNYC1+pRdGHtQNmHAT5SjTAG/KD1zIuMad+M16+qCCO5VQQb6yWzQ1Ut5Eg3W78uvSHlTr5dtufEw4KdsxdiDsglr+IlylIzmJMpUebNLWatPRNQMGPATtQCSRZVM/8rWZ2FhGu/H1LSrZsX1DLlKxnIuXWWN5VSz+4mO5Qwquy/3bWq4NXF7ApBsGU5zjOxMNLMv/39ksE9E1DzYtEtERERElMOY4SdqofTlTYlsfTVl6r2M8XQ73+tYzi2fW39OJDu/aXvfpmtEnhIkm+VXs/Ref5d6Zr9j3uMABiR1H83hlU/uT/ctEBGRDwz4iVqghWt3YkrT15vXegtOTYG8Kaj3MqVHvZbfqT5eAnO1kVeCe/mgYL1/a8z5qaROL1JLdfTG3LLUDtNJSqINum/f9opxIg8RETUflvQQ5bCS7ldw8gllJP7/koio+TDDT9SCSIZ1yvw+vt8b5KZdE7WMRxpzpeTGTbxyHLmGbOZVuTUHe6WW5bg161rlOoBasqM35i4qG9Bss/O9iJqv3zrx68hm3SLcGsBdERGRX8zwE7UAzPRT0PJml6b7FoiIyCMu3iJqQWQuv76ICwAOtW+DJe/83fO1nh/RIyXLu7xm203jOJuLn0VaQs/Yj3u+zNOSrXRk/INYqCVZfQAoKojN7PMDKGU7xh6UTVjSQ9SCSJDVgJXpvRFqsRjoExE1P2b4iVogyfSXdL8CDY+ttF9fuHanr+tMHH0uABifDHgZz6lOrxHJ1NObyJOARJ4CONX4+83wq8vE3DL1ata/OUlGXyST2dfZS7YY6FOOYexB2YQZfqIWRAJ9wCrr0TP9U0qsZl4vgb8E+078NvkGEeibgvvmLvdRSaPu4WUPeQrkUx3s64G9CDLAJyKizMOAn4iIXKkNuuoTISIiyg4M+IlaKCm1MDXwPj+iBwCg58h5MSMmTZl9t9Ier9QyGbdsv9qsq5MlWwP799UWbSVG7iORJl3AGrPZ9FXC9xCE+/IrAAAPYltC2fxEgnwu2SIiyhwM+IlaELWOWi3vITLJm12adEaftftEROnHgJ+IYjwx2spMP/jODADeR29+vzwfv6qs93y+Wuc/7ZGrAAC/+nCp63skY29uxo0ck9f9LPHyw9TIK68t7bkEQHpGaprMrZ8JAFjZ+n5f7/MT7MsYzqtfuNnX9yAiotTjlB6iFsqU4dfLe0rPnEDPkfMARIJXKd/pfPw0DrWPzRlIWY+XKT0qUxmPlNJMmNMbQHRwL4H84H474nwISJxeynPHkgoAwLMTZ9qvSTB/X35FzM8adKD/u34LAAA3bJ/u631BzNX3I292adQkKKJcxNiDsgk37RIRtVCp3JbL7c5ERJmDGX6iFspLhh+AncWXzL3XDH+i1Jn1qRrVKeJ9Hz/Nuuku2xFli7YBAJ4eUtFsGX29QZeBPrUEjD0omzDDT9RCxcvApjL7S+nFv7dERC0Lm3aJCEB0dv/A5EZg03J0RSv0GGs18C4b+IR1UKvlB5LP6uvcMvuSdZcegS2fr4jJ4qtNu271/Oo19Our96E34arSndnXl2ndMNTK6t/g8p5kJ++wQZeIKLsw4CeiGF1fjjz8O7V0MwBg3NrYYDdV9FIb9c/ymhqky/x9mdLjtWlXmmxD42KPqaVF41AWdT8FVXNxuOEhAJESmsjM/eZTu25GWrfkSuBfhFvTdg9ERBQfA36iFk7KehqwEkAws9epZak58iLG95+f7tsgIiIHDPiJCIDSeLnvPQx1Oc+0adcv08hOtYxHL+mJ17zrNmPfbQ6/el1Tg27HvMej/nwE98UcS1dmH4g/ZtNtm7Jfks0HIqU83KZLRJQd2LRLRDE23N2OjZ1Zjn//iIhIcCwnEQFwHtOpj97sfPw0AES9/s2j1nbdqeu9b+V10pxjOVVuIzj1xtzxtRNRUDUXQPNm+Jt7gRYQndkHgKICc70+R3FSS8PYg7IJM/xERERERDmMGX4isnldxgVEZ/jVsZym+ny/TOMy/dIz9qanBfHq9mUSj36Ngqq5Kc/s6+M2gebN7APR2X09s8+MPrV0jD0om7Bpl4gC5SfQn1LSBwvX7gQQPYIzmUBfJFoO1GvaawCA3c9db7+ml/SMa3gI456PPjbu+bKEZ/J7Ce7bjh9kj0htLk7lO0RElF1Y0kNERERElMOY4SciV26jHfUNu4PuudTO8Hsp7ZHsfnNya84FIve7bOoAAOaMvSmTn0h2X8/su5Xs7J5wKbrd8YLv70FERMSAn4hsel22qaYfaBr5+LN3muGOWjZ9Cdr+Z29DcfWOtC1GY90+EVF2YsBPRL41PLYSaB/7rw81m59M067bWE6vzbhqT4Bq2iNX4blHlzt+b2naLVuU+pGbT4y2rn/5+9XG43pg3+2OF5IK9k3LswDgwORGAEDXl60qTy7UIiLKLQz4icgXCQ5bvRbZuquX9iQiXqmN8PohwOv1dNGTeRJrwnWjlvFc3toc6Jukspynplue9de7zceZ2Sciym4M+InIkRroNWBl+m6Emh2DfCKi3MGAn4g80cs8itFoPM9Ls67fWf1qiY+p3MeU9Xcq6fFKbcIdXzsRALC055KErgWkZ0suERERwICfiBLU6/7R2M3G3ZTIm11qf52qBt23b3sF4/vPBwCUpOQ7EBFRpmDAT0QJWbvvPRQbXtfHcj74zjZMXb/XeE48puy8ns33m8F3a9gFzOM17e8x1de3stWum5ExmX1p1t1wdzt7ChPLd4iIchsXbxERERER5bBQOBwOp/smknX48GF06tQJdXV16NixY7pvh6hFWLvvPXsZ16GmEZ2N15/EpJdOAUBMVh8Anh/RAwDw7sRhAOJn23Vqdl+y7uqyryAkskArnlc+uT/uOVLGk8oZ+9KHwYw+UfIYe1A2YUkPESVM38J76LV2AE45ni8fAp5b7y/QV+klPGqw77VRV28aXjZ1EcY9X5bwPenKFm0DADw9pMJ6oXX896Qi0Oc8fSIiAljSQ0SUVmqDLhERUSqwpIeIEiINnwBiSnuAyDKu50f0MJb3ZJogSnkyafSmW3afJT1EyWPsQdmEJT1ElJCS7ldEBf3kXd7s0pTW6qsY3BMREQN+IkqYBJNr77YC/+LnI8u4Jo4+1/qiKdOfSaTWv6BqLgBgUdmApK+ZKaM32ZhLREQ6BvxElBKN11tlPs8fzbySHmnqPYyHAADjno+U9CS6VddPsN9c2X0iIiKATbtEFICS7lcwo+wBG3SJiCgdmOEnosBUT21ll/W0es0qLXl34hDHMZwT5vTG6w/sarb7E5LNN43i9JrZz5TRm4IjOImIyAkz/EREKZDObD6fthARkYoZfiIKVOfjpwFERnTurdrmeG5zZvfVZVt6Zt/vSM6yRdvszL5T7X6y2fy3b3sFAHD1CzcndR0iIiIG/EQUKCktkdKeJRkypWdu/UwAwDgkv1H3cMNDgU7kUctxZKeBHuizZIeIiBLFkh4iCgxLSYiIiDIPM/xElBJS2pOJEt2qK5t0p5SkZt7+0PknmcknIqLAMeAnIsoifIpCRER+hcLhcDjdN5Gsw4cPo1OnTqirq0PHjh3TfTtELdrafe9F/VndvutWzz/tkasAAM89ah7hGRSn7L408pqOv/LJ/Sm9J+Elu8+AnygzMPagbMIMPxEFSgJSPfAn7xjUExFRkBjwE1FKdT5+2h7ROXH0uQCiM/2S2Q+a03Ktcc+XGbP4ptekZt9tqZaMzwQSH6GpZvYZ7BMRUdAY8BNRSm24u509alICf5WfEp5pj1wVc/6gey7F5mdWR73m1pTrp2E32dGbbh8G2JxLRETNhWM5iSglSrpfkbPZ6lRs0c3l3xcREaUXM/xElHJ6Zl9Ke3qMHeArw3/D9ukxi7P07D4QXcbjVNqjvqZm/aWMxy273/DYSk+bcNVjzOgTEVG6MOAnopQq6X4FduOddN9GYPJml6LhsZVJX4fZfCIiai4M+Iko5WQJl6mGX7hl4oXbsUQksoBLsvtumX21dh9IvJmXiIgoCAz4iSjlpJzFrXnXTbwPA6FxxwAA4WUdYl7Tr+HESylPouTnZ1afiIjSgU27REREREQ5jBl+IkobtQnXbdNtvFIeNbMvlvZcYryGU6bfS2ZfbdR1a8Itwq1xr0VERNRcGPATUcpJKUsDVqb3RoiIiFogBvxE1Gz0Wn6VlwbaZVMXxWTqTSM49dfjXb923QzXbbpCmm85YpOIiLIJA34ianZq067XQB+IDuLjlfl4ua5To66M3owX2LMJl4iIsgEDfiIinxjoExFRNmHAT0TNRi/lqV03A1PX7wXgfSZ+IrPzdZLZf3fiMADAqaWbo457ye4TERFlCwb8REQeMKtPRETZigE/EaXNytZnASV9AADPN2Xde46c53h+vOx+vNGbUd8X0Zl9ZvSJiChXMeAnInLArD4REeUCBvxElBEk637g/B/izs+eTOgaXur7X/nk/pjXJLvPAJ+IiHIRA34iajZuc/hFYf0Qu6nWrbzHr9/1WwAAOPXJ5jhnEhER5ZZW6b4BIqJ0Gzr/JLP7RESUs5jhJ6Jm55bpP7V0s13eUxpApl+eFpgy+2qjbknC34GIiCizMcNPRGmTN7u0RXxPIiKidGKGn4jSyi3bL5n+m31es3bdjMhSrU+4VIuIiFq2UDgcDqf7JpJ1+PBhdOrUCXV1dejYsWO6b4eIfFi7772Y15yaekvPnHAt75HyHfmg4CSqlIe1+0SUAMYelE1Y0kNERERElMNY0kNEWWNl67NiGnklq6/b/+xtAIBud7wAgJt0iYio5WLAT0QtEkt5iIiopWDAT0QZxW0pF6DU58vG3NaRYwvX7rS+KOljZ/aJiIhaOgb8RJRWeqa9ASsBWOMzGx5bmfLvR0RElOsY8BNRRpBpPUPRVG+/7z0M9XmNKSV97K/fvu0VAMDVL/gd6klERJRbGPATUUZRm2vl65ojLwKIH7wfmNwIAOj6civ7XDbrEhFRS8exnESUEUq6X5HychuW8xARUUvEDD8RZSxp4K25LfaYjN3c/fHLkfO65QEAusK98ZeIiKglYYafiDJKIln4DXe3Q97s0uBvhoiIKAcww09EGUeC/rV3W428OGL95e3bXjHW8dcceRFLm+r8AWAo2KhLREQkGPATUcYrKrgVgFXiY0/fgTVnv9v8k3bJj3wYcPpgQERE1BKxpIeIMlZzNPISERHlOmb4iSir6Jl7Uzaf2X0iIqIIBvxElPHsLP9s+N6+O3T+STb0EhFRi8aAn4iykizUuno+s/lE9P+3d8eojQRBAEVLxqlQLtD9b+KjKNpInWscyXhh7WhhrO/3wokq/N0UPcB3BD/wVD5u6/+8fXz76m+69v8BQPADT+rzms/n+AcA/uaVHgAACHPDDzw9qzsA8DU3/AAAECb4AQAgTPADAECY4AcAgDDBDwAAYYIfAADCBD8AAIQJfgAACBP8AAAQJvgBACBM8AMAQJjgBwCAMMEPAABhgh8AAMIEPwAAhAl+AAAIE/wAABAm+AEAIEzwAwBAmOAHAICw170H+B+2bZuZmdvttvMkAMBv8GiOR4PAT5YI/rXWzMxcLpedJwEAfpO11pxOp73HgG8dtsDR9H6/z/V6nePxOIfDYe9xAIC4bdtmrTXn83leXmxI87Mlgh8AAPg3R1IAAAgT/AAAECb4AQAgTPADAECY4AcAgDDBDwAAYYIfAADCBD8AAIQJfgAACBP8AAAQJvgBACBM8AMAQJjgBwCAMMEPAABhgh8AAMIEPwAAhAl+AAAIE/wAABAm+AEAIEzwAwBAmOAHAIAwwQ8AAGGCHwAAwgQ/AACECX4AAAgT/AAAECb4AQAgTPADAECY4AcAgDDBDwAAYYIfAADCBD8AAIQJfgAACBP8AAAQJvgBACBM8AMAQJjgBwCAMMEPAABhgh8AAMIEPwAAhAl+AAAIE/wAABAm+AEAIEzwAwBAmOAHAIAwwQ8AAGGCHwAAwt4BrY9qaRhSSZ4AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='anno_leiden')" ] }, { "cell_type": "markdown", "id": "da3f449b", "metadata": {}, "source": [ "At the end, you could transform our data object to AnnData and save analysis results into an H5ad file." ] }, { "cell_type": "code", "execution_count": 47, "id": "c358a039", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:14.996776Z", "start_time": "2023-02-22T09:34:14.015022Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:29:45.422369Z", "iopub.status.busy": "2024-01-17T02:29:45.422186Z", "iopub.status.idle": "2024-01-17T02:30:05.686627Z", "shell.execute_reply": "2024-01-17T02:30:05.685751Z", "shell.execute_reply.started": "2024-01-17T02:29:45.422352Z" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][821][INFO]: Adding sample in adata.obs['orig.ident'].\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][824][INFO]: Adding data.position as adata.obsm['spatial'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][829][INFO]: Adding data.position as adata.obs['x'] and adata.obs['y'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][859][INFO]: Adding data.tl.result['highly_variable_genes'] into adata.var .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][881][INFO]: Adding data.tl.result['pca'] into adata.obsm['X_pca'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][889][INFO]: Adding data.tl.result['neighbors']['connectivities'] into adata.obsp['connectivities'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][890][INFO]: Adding data.tl.result['neighbors']['nn_dist'] into adata.obsp['distances'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][893][INFO]: Adding info into adata.uns['neighbors'].\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][889][INFO]: Adding data.tl.result['spatial_neighbors']['connectivities'] into adata.obsp['spatial_neighbors_connectivities'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][890][INFO]: Adding data.tl.result['spatial_neighbors']['nn_dist'] into adata.obsp['spatial_neighbors_distances'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][893][INFO]: Adding info into adata.uns['spatial_neighbors'].\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][881][INFO]: Adding data.tl.result['umap'] into adata.obsm['X_umap'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][900][INFO]: Adding data.tl.result['leiden'] into adata.obs['leiden'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][900][INFO]: Adding data.tl.result['spatial_leiden'] into adata.obs['spatial_leiden'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][900][INFO]: Adding data.tl.result['louvain'] into adata.obs['louvain'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][900][INFO]: Adding data.tl.result['phenograph'] into adata.obs['phenograph'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][900][INFO]: Adding data.tl.result['anno_leiden'] into adata.obs['anno_leiden'] .\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][906][INFO]: Adding data.tl.result['gene_exp_leiden'] into adata.uns['gene_exp_leiden']\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][906][INFO]: Adding data.tl.result['gene_exp_spatial_leiden'] into adata.uns['gene_exp_spatial_leiden']\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][906][INFO]: Adding data.tl.result['gene_exp_louvain'] into adata.uns['gene_exp_louvain']\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][906][INFO]: Adding data.tl.result['gene_exp_phenograph'] into adata.uns['gene_exp_phenograph']\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][906][INFO]: Adding data.tl.result['gene_exp_anno_leiden'] into adata.uns['gene_exp_anno_leiden']\n", "[2024-01-17 10:29:45][Stereo][3643][MainThread][140100178437952][reader][942][INFO]: Adding data.tl.raw.exp_matrix as adata.raw .\n", "[2024-01-17 10:29:47][Stereo][3643][MainThread][140100178437952][reader][964][INFO]: Finished conversion to anndata.\n", "... storing 'gene type' as categorical\n", "[2024-01-17 10:30:05][Stereo][3643][MainThread][140100178437952][reader][968][INFO]: Finished output to SS200000135TL_D1_seurat.h5ad\n" ] } ], "source": [ "adata = st.io.stereo_to_anndata(data, output='SS200000135TL_D1_seurat.h5ad')" ] }, { "cell_type": "code", "execution_count": 48, "id": "2025ae8d", "metadata": { "ExecuteTime": { "end_time": "2023-02-22T09:34:15.006603Z", "start_time": "2023-02-22T09:34:15.000113Z" }, "execution": { "iopub.execute_input": "2024-01-17T02:30:05.694435Z", "iopub.status.busy": "2024-01-17T02:30:05.694270Z", "iopub.status.idle": "2024-01-17T02:30:05.701316Z", "shell.execute_reply": "2024-01-17T02:30:05.700462Z", "shell.execute_reply.started": "2024-01-17T02:30:05.694414Z" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 35738 × 24302\n", " obs: 'total_counts', 'n_genes_by_counts', 'pct_counts_mt', 'leiden', 'spatial_leiden', 'louvain', 'phenograph', 'anno_leiden', 'orig.ident', 'x', 'y'\n", " var: 'n_cells', 'n_counts', 'mean_umi', 'hvgs', 'means', 'dispersions', 'dispersions_norm', 'highly_variable', 'gene type'\n", " uns: 'bin_type', 'bin_size', 'resolution', 'sn', 'hvg', 'neighbors', 'spatial_neighbors', 'gene_exp_leiden', 'gene_exp_spatial_leiden', 'gene_exp_louvain', 'gene_exp_phenograph', 'gene_exp_anno_leiden'\n", " obsm: 'spatial', 'X_pca', 'X_umap'\n", " obsp: 'connectivities', 'distances', 'spatial_neighbors_connectivities', 'spatial_neighbors_distances'" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata" ] } ], "metadata": { "kernelspec": { "display_name": "stereopy", "language": "python", "name": "stereopy" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.17" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "vscode": { "interpreter": { "hash": "70dbeb2a90198859cd91b6ea0f3adc73d66939fe301617b631d99dfc954c0323" } } }, "nbformat": 4, "nbformat_minor": 5 }