{ "cells": [ { "cell_type": "markdown", "id": "879ade2f-bd73-4a5c-b038-98c916867812", "metadata": {}, "source": [ "# Bulk RNA-seq to Single RNA-seq\n", "\n", "Bulk2Single is used for bulk RNA-seq deconvolution. We extracted the beta-VAE part of the Bulk2Space algorithm and constructed an algorithm that can deconvolute from Bulk RNA-seq to Single Cell RNA-seq. In addition, we have redesigned the input and output of the data so that it can be more compatible with the analysis conventions in the Python environment.\n", "\n", "Paper: [De novo analysis of bulk RNA-seq data at spatially resolved single-cell resolution](https://www.nature.com/articles/s41467-022-34271-z)\n", "\n", "Code: https://github.com/ZJUFanLab/bulk2space\n", "\n", "Colab_Reproducibility:https://colab.research.google.com/drive/1He71hAyeAv1DHQyXUlxtoJ4QvwZwW7I0?usp=sharing\n", "\n", "This tutorial walks through how to read, set-up and train the model from bulk RNA-seq and reference scRNA-seq data. We use the pdac datasets as example" ] }, { "cell_type": "code", "execution_count": 1, "id": "c41d1f20-93fd-4aa6-81b2-115d8ce10d17", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " ____ _ _ __ \n", " / __ \\____ ___ (_)___| | / /__ _____________ \n", " / / / / __ `__ \\/ / ___/ | / / _ \\/ ___/ ___/ _ \\ \n", "/ /_/ / / / / / / / /__ | |/ / __/ / (__ ) __/ \n", "\\____/_/ /_/ /_/_/\\___/ |___/\\___/_/ /____/\\___/ \n", "\n", "Version: 1.6.3, Tutorials: https://omicverse.readthedocs.io/\n" ] } ], "source": [ "import scanpy as sc\n", "import omicverse as ov\n", "import matplotlib.pyplot as plt\n", "ov.plot_set()" ] }, { "cell_type": "markdown", "id": "956f8ded-20bf-4275-baa0-7e13675af1c2", "metadata": {}, "source": [ "## loading data\n", "\n", "For illustration, we apply differential kinetic analysis to dentate gyrus neurogenesis, which comprises multiple heterogeneous subpopulations.\n", "\n", "We utilized single-cell RNA-seq data (GEO accession: GSE95753) obtained from the dentate gyrus of the hippocampus in rats, along with bulk RNA-seq data (GEO accession: GSE74985). " ] }, { "cell_type": "code", "execution_count": 2, "id": "95a084f1-c9f8-4afa-b3b7-218bbab34e76", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " dg_d_1 dg_d_2 dg_d_3 dg_v_1 dg_v_2 dg_v_3 ca4_1 ca4_2 \\\n", "Gm12150 0 2 0 11 0 9 72 0 \n", "Mir219a-2 0 0 0 0 0 0 0 0 \n", "Hspd1 1418 685 1404 3073 2316 1945 7724 8255 \n", "Crhbp 0 0 0 31 17 32 0 0 \n", "Gm11735 0 0 0 0 0 0 0 0 \n", "\n", " ca4_3 ca3_d_1 ... ca3_v_3 ca2_1 ca2_2 ca2_3 ca1_d_1 \\\n", "Gm12150 0 0 ... 0 0 0 0 0 \n", "Mir219a-2 0 0 ... 0 1 0 0 0 \n", "Hspd1 6802 4956 ... 8154 7104 5854 7508 5322 \n", "Crhbp 0 29 ... 0 0 1 0 0 \n", "Gm11735 0 0 ... 0 0 0 0 0 \n", "\n", " ca1_d_2 ca1_d_3 ca1_v_1 ca1_v_2 ca1_v_3 \n", "Gm12150 0 0 0 0 0 \n", "Mir219a-2 0 0 0 0 0 \n", "Hspd1 6172 5199 1865 1253 2298 \n", "Crhbp 0 0 0 0 0 \n", "Gm11735 0 0 0 0 0 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bulk_data=ov.read('data/GSE74985_mergedCount.txt.gz',index_col=0)\n", "bulk_data=ov.bulk.Matrix_ID_mapping(bulk_data,'genesets/pair_GRCm39.tsv')\n", "bulk_data.head()" ] }, { "cell_type": "code", "execution_count": 3, "id": "a588c7b0-d770-4eb5-89ed-1d8ad0d1e7e5", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2930 × 13913\n", " obs: 'clusters', 'age(days)', 'clusters_enlarged'\n", " uns: 'clusters_colors'\n", " obsm: 'X_umap'\n", " layers: 'ambiguous', 'spliced', 'unspliced'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import anndata\n", "import scvelo as scv\n", "single_data=scv.datasets.dentategyrus()\n", "single_data" ] }, { "cell_type": "markdown", "id": "9a9ea361-766d-425a-bba4-b3c98d087021", "metadata": {}, "source": [ "## Cell Fraction calculation\n", "\n", "We can now set up the Bulk2Single object, which will ensure everything the model needs is in place for training. We need to specify the cell type of the scRNA-seq to deconvolute the Bulk RNA-seq. And specify the number of marker genes for each cell type for training.\n", "\n", "if you set `gpu`=-1, it will use CPU to configure the VAE model." ] }, { "cell_type": "code", "execution_count": 4, "id": "ab66e1ee-58a9-4c17-a423-1952cd28ad23", "metadata": { "tags": [] }, "outputs": [], "source": [ "model=ov.bulk2single.Bulk2Single(bulk_data=bulk_data,single_data=single_data,\n", " celltype_key='clusters',bulk_group=['dg_d_1','dg_d_2','dg_d_3'],\n", " top_marker_num=200,ratio_num=1,gpu=0)" ] }, { "cell_type": "markdown", "id": "b6184e21-6e9b-4b45-a277-e76ce5f57a88", "metadata": {}, "source": [ "Here, we improved the estimation of cell proportions in Bulk2space, and we eliminated the regression estimation used by the original authors, which typically results in a large bias in proportions, as confirmed in our analysis. We introduced TAPE, This model is able to accurately deconvolve bulk RNA-seq data into cell fractions and predict cell-type-specific gene expression at cell- type level based on scRNA-seq data.\n", "\n", "Paper: [Deep autoencoder for interpretable tissue-adaptive deconvolution and cell-type-specific gene analysis](https://doi.org/10.1038/s41467-022-34550-9)\n", "\n", "Code: https://github.com/poseidonchan/TAPE" ] }, { "cell_type": "code", "execution_count": 5, "id": "865eb7f4-8279-4ca4-9c4c-0a3679ff5f03", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading single-cell dataset, this may take 1 min\n", "Reading dataset is done\n", "Normalizing raw single cell data with scanpy.pp.normalize_total\n", "Generating cell fractions using Dirichlet distribution without prior info (actually random)\n", "RANDOM cell fractions is generated\n", "You set sparse as True, some cell's fraction will be zero, the probability is 0.5\n", "Sampling cells to compose pseudo-bulk data\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "5000it [00:10, 475.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Sampling is done\n", "Reading training data\n", "Reading is done\n", "Reading test data\n", "Reading test data is done\n", "Using counts data to train model\n", "Cutting variance...\n", "Finding intersected genes...\n", "Intersected gene number is 12227\n", "Scaling...\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 281, "width": 322 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "training data shape is (5000, 12227) \n", "test data shape is (24, 12227)\n", "train model256 now\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 128/128 [00:37<00:00, 3.42it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "train model512 now\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 128/128 [00:38<00:00, 3.33it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "train model1024 now\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 128/128 [00:43<00:00, 2.96it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training of Scaden is done\n", "Predicted Total Cell Num: 2457.268449380651\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "CellFractionPrediction=model.predicted_fraction()" ] }, { "cell_type": "code", "execution_count": 6, "id": "c3b4148d-1629-4f97-ac33-8e9d06a43f24", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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AstrocytesCajal RetziusCck-ToxEndothelialGABAGranule immatureGranule matureMicrogliaMossyNeuroblastOLOPCRadial Glia-likenIPC
dg_d_10.0047800.0038390.0041870.0024600.0055360.5272080.3937420.0052030.0289350.0046390.0073970.0052160.0029610.003898
dg_d_20.0050130.0028770.0030010.0024070.0044810.5087470.4132220.0044780.0323270.0063550.0074880.0042830.0021020.003218
dg_d_30.0039150.0026760.0029450.0025580.0057720.4793600.4468420.0049490.0267020.0066240.0085420.0040520.0021570.002908
dg_v_10.0032470.0028420.0033090.0016130.0101340.5395660.3477920.0024810.0638130.0061220.0083350.0057850.0021160.002846
dg_v_20.0040150.0031880.0037470.0021370.0103820.5236440.3623310.0026930.0564840.0093670.0084870.0074030.0024780.003644
\n", "
" ], "text/plain": [ " Astrocytes Cajal Retzius Cck-Tox Endothelial GABA \\\n", "dg_d_1 0.004780 0.003839 0.004187 0.002460 0.005536 \n", "dg_d_2 0.005013 0.002877 0.003001 0.002407 0.004481 \n", "dg_d_3 0.003915 0.002676 0.002945 0.002558 0.005772 \n", "dg_v_1 0.003247 0.002842 0.003309 0.001613 0.010134 \n", "dg_v_2 0.004015 0.003188 0.003747 0.002137 0.010382 \n", "\n", " Granule immature Granule mature Microglia Mossy Neuroblast \\\n", "dg_d_1 0.527208 0.393742 0.005203 0.028935 0.004639 \n", "dg_d_2 0.508747 0.413222 0.004478 0.032327 0.006355 \n", "dg_d_3 0.479360 0.446842 0.004949 0.026702 0.006624 \n", "dg_v_1 0.539566 0.347792 0.002481 0.063813 0.006122 \n", "dg_v_2 0.523644 0.362331 0.002693 0.056484 0.009367 \n", "\n", " OL OPC Radial Glia-like nIPC \n", "dg_d_1 0.007397 0.005216 0.002961 0.003898 \n", "dg_d_2 0.007488 0.004283 0.002102 0.003218 \n", "dg_d_3 0.008542 0.004052 0.002157 0.002908 \n", "dg_v_1 0.008335 0.005785 0.002116 0.002846 \n", "dg_v_2 0.008487 0.007403 0.002478 0.003644 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CellFractionPrediction.head()" ] }, { "cell_type": "markdown", "id": "9dd72855-eb9e-4685-8ba4-f6d890ee4252", "metadata": {}, "source": [ "We used stacked histograms to visualize the cellular proportions for each of the samples" ] }, { "cell_type": "code", "execution_count": 7, "id": "af01a882-bc17-467f-a4e8-5dc1d462234e", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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9K1euJFeuXNH69O/fnxo1agCwe/fuaPW9E+qLL74wjpcvX06JEiWi9XF3d2f16tXG7vbvv//euO7/iqgxnjlz5ijn7e3tGT16tPF9RG39hEqTJg3e3t7kzp07yvl06dKxbNkyMmbMCMDkyZMJDQ2NdZ7PP/88xvOhoaFMnDgRCN/hvXLlStKnTx+tX5EiRYy/F8HBwUyaNClKe8RrC+F/gyLX9ofw+/Xdd98l+JMOJ06cYOvWrQBUr16db7/9NtoufGdnZ2MnP8DSpUstnv/x48f8+OOPQPgnIWbNmhXjw18rVapk3K/Hjx/z008/RWmPuA8ODg4sX76cTJkyRWl3cHBg3rx5UWrRi4iIiIjYmpLeIiKSqvj7+xsf5S9QoADVq1eP1qd9+/ZGMmfZsmWxPpwxsmvXrsWaiE6fPj1lypTh008/NRLM1apVY/78+Ta8soSL/KC/iISsLXh7exMWFgaEl82IS+R2Sx/0+LLF9QZFp06duHDhAn/88Qft27ePtZ+dnZ3xsNRnz55Fabt58yZHjx4FoF69elHKSvzXuHHjmDRpEhs2bCBLlizWXEaMrl+/zsmTJwGoUaNGjL8XEYoWLUrr1q2B8IegxvZgy/Lly1OoUKEY2yKXM4n8pktCNG/e3ChL8185cuQwXo+HDx/y119/xdgvS5Yssc5x8OBBrl69CkDHjh3jLBdTv3594/WNKGUD4b9j27dvB8JLh0S8afFfJpOJgQMHxjp/XCL/3vTv3z/WN8EKFy7MpEmTmD17Nl9++aXF82/atMn4W9i9e/c4yxp16dIFR0fHaHHdvHmTEydOANCgQQMKFiwY4/i0adPSq1cvi2MTEREREbGWanqLiEiqsnLlSp4/fw7A+++/H2NiyNXVlcaNG7Nu3TqePn3KsmXL4k3aWsLOzo6yZcvSs2dPPvzwQyMpFJvIdXWTUuRE98OHD202b+QE4+XLl416yLFJmzYtz58/59ChQzaLwZbiSkI7ODhQuHBhChcuHGP73bt3OXbsGLt27eLmzZsA0XYdR9RJhrgT7AB16tShTp06loYer/379xvHdevWjbd/vXr1jF3CBw4ciHFMTDvFI6RJk4Z06dIREBBAcHBwAiL+Pw0bNoyz/Z133jF2YO/fvz/GhHOxYsViHR/559jf3z/en2M3NzeuXbvG7du3uXnzJu7u7pw6dYqAgAAg/A2vuCSkrj5E3TEf38/PkCFDrJ4/8n24fft2vPchZ86cXL9+nSNHjhAWFoadnV2UGJPqPoiIiIiIWEJJbxERSVUif7T/3r17xsfw/yvyLsbZs2fHm/R2c3OLsRSKnZ0d6dKlI3PmzBQvXtyqndSurq60atXK4v4JlTt3bmOX77///muzeSOSu4BVD6W7e/euzWKwpf+W6YjNoUOH2LJlC6dPn+bixYtcunTJot3Md+7cMY4jdgu/LJHXjm33bWSR+0QeG9l/y1b8V5o04f+ZGfFpgIQqWrRonO358uUzjmOLNa7XNvLP8axZs6wqeXT37l3c3d2jrBs5npjkypULFxeXaJ8EiE/EGvb29uTJk8eqsZaIfB+seTMuODiYR48ekTVrVqvuQ2xvIImIiIiI2IKS3iIikmpcunSJPXv2GN/PnDnTonEHDx7k+PHjlC1bNtY+Li4uLyVBnRRKlizJ5s2bAThz5gxNmjSxanxISAh2dnbRyh34+/snKJ4nT54kaFxSi6hjHZtLly7RrVs3du/eHWO7m5sbDRo0YMeOHdy6dStae0Stdwjf9f4yRX6tLHljJnKJj4gdzP8VkdROahE1u2MTOdbYfibjem0T+nMM//ez/OjRI+OcJa9thgwZrE56R/z8JNXPTmLvQ9asWa26DxkyZEjweiIiIiIi8VFNbxERSTUWLVqU4LGWJshTosilELZt22b1+FWrVuHm5kbr1q1ZtWqVcT5ysvH58+eYzWaLv1Ka27dvU716dSPh7erqSrt27fjyyy9ZvXo1ly5d4u7duyxZsoSsWbPGOEfk+2VtwjOxIj+YMbYkdmSR69zHVeP6ZYjtQZoRIseakAe1Rr6+TZs2WfVzHFGiI/JrbslrG7nOvrVxRpRvsrXI9+Hs2bNW3YeITy5Ycx8Scg9ERERERCylpLeIiKQKZrPZSHqbTCZu3LgRb6Imcg3bX3755aUnIl+W+vXrG0nPXbt2RdmNaYlVq1bx4MEDVq1aZTykDsIfIhghpp3Nqcno0aON0g09e/bk5s2bLF++nM8++4xWrVpFKQcS2/2NfL+uX78e53pPnjzhzz//5OrVq9FqgydEzpw5jeNLly7F2//ChQvGcVKU0rDGjRs34my/fPmycZw7d26r57fFz3GuXLlijCcmT58+5fHjx1avERFnaGgovr6+cfY9c+YMBw8etOohoi/7PsR3DSIiIiIiiaGkt4iIpAo7d+7k6tWrQPjOZnd393jHVKlSxagX/PjxY1asWJGUISabdOnS8f777wPhu0QnTZpk8djz58+zevVqILx+ecQ8AJUrVzaOd+zYEec8d+7coVWrVgwcOJB58+ZZE/4rYcOGDUB4yYYpU6bEWi7j3r17UZJ5kXe1V6xY0TiO/IZLTP7880/q1q1LgQIFmDJlSmJCB6K+Vtu3b4+3f+Q+5cqVS/T6ibF3794423ft2mUc165d2+r5rfk5BujevTu9evXi66+/Nt4oK1myJFmyZAHC/xbF9WmGv/76K0GfdrDm52fUqFFUqlQJV1dXixPf1tyHwMBA2rRpQ79+/Zg8ebJxvmrVqkYZJB8fnzjniO91FRERERFJDCW9RUQkVVi4cKFx3KFDB4vHdenSxTiePXu2TWN6lXz22WdGjd1vvvnGosTns2fP6NKlCyEhIQC0b98+ykMFI9c4/+GHHwgKCop1rkmTJrF27VqmTp2aIpNdEYnDNGnS4OzsHGs/Ly+vKAnN4OBg47ho0aIUK1YMgC1btsS543rJkiXGcb169YzjyHXVrXlApIeHh1Gzfu/evXG+BpHf6MiUKVOU8jjJ4ZdffolSDz0yX19fvL29gfD7W6JECavnr169Om5ubgB4e3vHuUP5999/Z/78+cyaNYs5c+YYJUHSpElDixYtALhy5Qpr166NdY4ff/zR6hgBmjdvbhz/9NNPsfa7d++eUcO/fPnyZMuWzWgzmUxAzD87TZo0wdHREQj/W/jw4cNY15g7dy7e3t7MmDGDjRs3GuezZ89u/Lzs3LmTI0eOxDg+NDSUn3/+Odb5RUREREQSS0lvERFJ8QICAozEV5o0aWjdurXFYzt37mwkEv/66y9OnTqVJDEmt3z58vH9998D4YnYZs2aMWXKFCOh/V9Xr16lQYMG7N+/HwgvW/DDDz9E6VOhQgUaNmwIwOnTp+ncuXOM9Zd/++03YzeonZ0dQ4YMsdl1vSwFChQAwsuO/PLLLzH2mTZtGt98802Uc/+9H0OHDgXCX4P27dvHmMxdvHixUTv97bffpkyZMkZb5LrLcSUlYzJixAjjuH379pw9ezZaH19fXzw9PY03MIYPH57sNb0fPHhAp06dot1Lf39/2rVrZ9T0HjNmTILmd3Z2Nn4mX7x4QYsWLbh582a0fufPn6dbt27G98OGDYvSPmLECCNp/NFHH0UpBRThhx9+YN26dQmKs2rVqlSrVg0I/yTA+PHjo/V59uwZPXr0MOp+9+/fP0p7xGsZ089Orly5jOu7c+cOnp6eMZbq2bdvH5988onx/X/vw+jRo4HwTzm0b98+Wnkas9nMsGHDYk2Ii4iIiIjYQprkDkBERCSxVq1aZSS+6tevb9XD7Nzd3alTp47xgMfZs2fbpJyEJf7991/WrFlj9bg333yTfPnyWT2ub9++XL9+nW+++YYXL14waNAgJk2aROvWrSlbtiwuLi7cuXOHXbt2sWbNGmOXsqurKxs2bCB79uzR5pw7dy4VKlTgzp07rFixgv3799OtWzeKFy/O/fv32bp1a5RrHD16NCVLlrQ69uTWtWtXRo4cCYR/OmDbtm1Ur16dtGnTcvnyZX799dcY3zB5/PgxGTNmNL7v0aMHq1evZtOmTRw6dIg33niDHj16ULp0aWOHbsTO2fTp00fb0Ru5bM/gwYONpGbbtm3jvYb27dvz+++/s3jxYm7evEn58uXp0qULNWrUwN7enkOHDjF37lz8/f2B8FIhkRPlycVkMrFp0yZKly7NRx99RP78+blw4QI///yzkZxu2rQpHTt2TPAan3zyCZs3b8bHx4fTp0/zxhtv0K1bNypVqkRISAgHDx5k3rx5RuK9bt269OrVK8ocxYsXZ8yYMYwaNYp79+5RuXJlevToQbVq1Xj69CkrV65k69atZMqUiefPn8f5yYjYLFiwgAoVKvDkyRPGjBnD5s2bad++PW5ubly4cIG5c+dy7do1AOrUqRMlSQ/hPz/nzp3j1KlTjBo1ivLly5MvXz4qVaoEwPfff8+uXbs4e/YsO3fupGjRonTv3p2yZcvy9OlT9uzZw9KlS4068127dqVx48ZR1qhTpw49e/Zk9uzZXLhwgTJlytC7d2/KlSvHv//+y6JFi/j777/Jnj07d+/etfoeiIiIiIhYxCwiIvIKA4yv2NSpU8fos2jRIqvXWLJkiTE+S5Ys5ufPn5vNZrP5ypUrxvn8+fMn9BKi2LFjR5RrSsjX/PnzExXDkiVLzDly5LBorbp165ovX74c53yXLl0ylylTJs557O3tzaNHj45xfM2aNY1+Dx8+tLjNEmPGjDHG79ixI8721atXxzpPUFCQuVmzZvHer06dOplHjRplfL9hw4Zocz179szcpk2bOOfJkSOHedeuXdHGnjt3zuzk5BSlr8lkMj99+tRsNpvN8+fPN87/8MMP0caHhISYBwwYYDaZTHGu/+GHHxq/B5FF/vkdOHBgrPfLbDabM2XKlODfncjXMXjwYHPBggVjjbVjx47mwMDAaHNE/v1t2bJlvGsGBATE+7oA5ubNm5ufPHkS6zxffvllrPc3bdq05o0bNxr3pkuXLtHGR/QtW7ZsjPMfOXLEnDdv3jhjbNiwodnf3z/a2HHjxkXr27Zt2yh97t69a65Vq1a896Fnz57m4ODgGGMMDQ019+nTJ9axWbNmNW/bts34fsyYMbHeTxERERGRhFB5ExERSdGuX79uPHTN2dk5Sp1pS3l6ehq7cR8+fMjKlSttGeIr5/333+fSpUssXLiQtm3bUqxYMTJkyIC9vT2ZMmWidOnS9O7dmz179rBt2zajtEdsChYsyJEjR1iyZAmtWrXC3d0dJycnXFxcKF68OH369OHo0aOMGzfuJV2h7Tk4OLB27Vrmzp1LrVq1yJIlC/b29mTMmJGSJUvSvXt39u7dy+LFi/H09DTGxVQKJW3atPz6669s27aNjh07ki9fPpycnEifPj1vvvkm48aN48yZMzHW0i5atCjbtm2jdu3aZMqUCWdnZwoUKBCthERs7O3tmTp1KkeOHKF3794UK1aMdOnSkT59ekqWLEmvXr04dOgQc+bMibN2+cuUL18+jh07xqhRoyhSpAiOjo5ky5aNZs2asX79epYuXWqUFUkMFxcXfv31V3bt2kW3bt0oXLgw6dKlw9HRkbx589KmTRs2btzIunXrSJ8+fazzfPbZZ+zfv58OHTqQO3duHBwcyJ07N++//z4HDx6kSZMmiYqzfPnynDt3Di8vL2rWrImrqytp0qTBzc2NJk2asHLlSjZt2kSGDBmijf3f//7HN998Q7FixXB2diZr1qxR6s4DuLm5sWPHDtatW0f79u3Jnz8/adOmxdnZmUKFCtG5c2f27NnDrFmzSJMm5g+N2tnZMWPGDDZv3kzLli1xc3PDwcGBfPny0atXL44dO0aFChUSdR9EREREROJiMpsT8Ph4EREREZEksmDBAqM0xw8//MCgQYOSNyAREREREUlRtNNbRERERERERERERFINJb1FREREREREREREJNVQ0ltEREREREREREREUg0lvUVEREREREREREQk1VDSW0RERERERERERERSDZPZbDYndxAiIiIiIiIiIiIiIragnd4iIiIiIiIiIiIikmoo6S0iIiIiIiIiIiIiqYaS3iIiIiIiIiIiIiKSaijpLSIiIiIiIiIiIiKphpLeIiIiIiIiIiIiIpJqpEnuACRx0qVLR3BwMNmzZ0/uUEREREREREReO3fv3sXBwYGAgIDkDkVERP4/Jb1TuODgYEJDQ20+J4CDg4NN57WllBAjpIw4U0KMoDhtKSXECCkjzpQQIyhOW0oJMULKiDMlxAiK05ZSQoyQMuJMCTGC4rSllBAjpIw4kyJGW/8/uYiIJJ6S3ilcxA7vmzdv2mzOEydOAFCmTBmbzWlrKSFGSBlxpoQYQXHaUkqIEVJGnCkhRlCctpQSYoSUEWdKiBEUpy2lhBghZcSZEmIExWlLKSFGSBlxJkWM7u7uNptLRERsQzW9RURERERERERERCTVUNJbRERERERERERERFINJb1FREREREREREREJNVQ0ltEREREREREREREUg0lvUVEREREREREREQk1VDSW0RERERERERERERSDSW9RURERERERERERCTVUNJbRERERERERERERFINJb1FREREREREREREJNVQ0ltEREREREREREREUo00yR1AcpoxYwb9+vWjZcuWrFmzxiZz7ty5k2nTprFv3z7+/fdfsmXLRqlSpejatSsdO3bEZDLZZB0RERERERERkVeR2WwmNDQUs9mc3KGISApgMpmwt7e3ad70tU16nz17lk8//dRm85nNZoYNG8bkyZOjnL99+za3b99m27ZtLFy4kFWrVpEhQwabrSsiIiIiIiIiktxCQ0N58uQJ/v7+BAQEJHc4IpICpUuXjowZM5IhQwbs7e0TNddrmfS+cuUKjRs35unTpzab86uvvjIS3m5ubvTp04c33niD69evM2vWLC5dusTWrVt5//33Wbt2rXZ8i4iIiIiIiEiqEBISwvXr1wkMDEzuUEQkBQsICCAgIIAHDx6QL18+0qRJeOr6tUt67969m7Zt23L79m2bzXnp0iXGjRsHQP78+dm7dy958uQx2vv27Uvz5s3x8fFh/fr1/Pbbb7z33ns2W19EREREREREJDmEhoYaCW+TyWTs0nRyctKGPxGxiNlsJjAw0Pi0SGBgINevXyd//vwJ3vH92iS9g4KCmDRpEqNHjyYkJMSmc//www8EBwcD4OXlFSXhDZA+fXpWrFhBgQIFePbsGV9++aWS3iIiIiIiIiKS4j158sRIeLu7u5M+ffrkDklEUiBHR0cyZMhAxowZuXnzppEEz5w5c4Lms7NteK+mbdu2UaJECT777DNCQkJIkyYNo0aNssncZrOZX3/9FYA8efLQsmXLGPtlz56ddu3aAXD06FEuXLhgk/VFRERERERERJKLv78/ABkzZlTCW0QSLX369GTMmBH4v78vCfFaJL2XLFnCpUuXAChRogR79+6lR48eNpn71KlT3Lt3D4C6devG+dGdunXrGse///67TdYXEREREREREUkOZrPZeGhlhgwZkjkaEUktIv6eBAQEYDabEzTHa5H0BsiWLRuTJ0/m6NGjVKpUyWbznjx50jguXbp0nH1LlixpHB8/ftxmMYiIiIiIiIiIvGyhoaHGsZOTUzJGIiKpSeS/J5H/zljjtajp3b9/f2bMmIGLi4vN57569apx7OHhEWffvHnzGsfXrl2zeSwiIiIiIiIiIi9L5B2YemiliNhK5L8nCd3p/VokvStWrJhkc0eUNgFwdXWNs2/WrFmN4/v37ydZTCIiIiIiIiIiIiKvK5M5oenyFO7q1asUKFAAgJYtW7JmzZoEzdOrVy9mzZoFwF9//UWVKlXi7O/k5ERQUBBFihTh/PnzFq3h7u4ea5ufnx+urq5s3brV8qDjERwcDICDg4PN5rS1lBAjpIw4U0KMoDhtKSXECCkjzpQQIyhOW0oJMULKiDMlxAiK05ZSQoyQMuJMCTGC4rSllBAjpIw4kyLG+vXr4+DgwM2bN202Z0oRHBzMxYsXAShcuPAr/dqLSMphi78tr8VO76QU8Q8mWFa/KiLpHRISkpRhxSjoeXD8nQDsLe/vmNb2/6BZFKcVMYLt49S9tC1bx5lsMULKiFO/PxZJCffS4rVTwr2ElBGnfn8skhLupcVrp4R7CSkjTv3+WCQl3EuL104J9xJSRpz6/bFISriXIiLycijpnUhp06Y1joOCguLtHxgYCICjo6PFa8T1bnHELvAyZcrEP9HMnyxa70SZcuFznjgWf+defSya0yoWxGlVjGD7OHUvbcvWcSZTjJAy4kz211z30qb2rT0Tbx/HnM8BCLqdNp6eULFliUTH9F+WxAgpI05rYoQkiFO/P7aVAv790e+P7ehe2pb+/bGdlPCa617GTbubRURePUp6J1L69OmN4xcvXsTZ12w2G4nxyMlyiWpmw6fx9inzMMzivgC9EhVRdJaua02cto7R0nWT+16mFHrNXz8p5V5Wu70z3j4nspcDoOLtvy2Y0fb/A2pJjJAy4rQuRkiKOMV2bP17/rr+vUwp9LfItvTvj4iIiLzKlPROpCxZshjH8T2c8sGDB8Zx9uzZkyym2KSUpJ28fpR0eL3ob5FtpYTfn5TymqeENzp0L18/KSVpl1IStSIiIpH98ssvvP/++wC4ubnh6+ub5Dv3Hz58SFBQEDly5EjSdV5F//zzD8WLF0/uMOQ1oaR3IhUrVsw4vn79epx9I7d7eHgkVUgpXq+LD+LtcyJTmMV9AfBIREAxsHRdq+L0SERAImJzKeFvkYgkjs1/zz0SGZAIKedNI73pajt608h2dC9TDo8RGxM07urEpjaNY8mSJcbxvXv3WL9+Pe+++65N14hs2bJlDBo0iBUrVrxWSe8LFy7Qu3dv8ubNy4IFC5I7HHlNKOmdSCVLljSOT58+HWffyO2lS5dOsphio0Tt60dJO9tJKb8/es1FRFKXlJK0Swl0L0USLqV86kTEGvfu3WPr1q0A5M+fn2vXrjF//vwkS3rv2bOHjh07Jsncr7rGjRtz6dIlunTpktyhyGtESe9EKlKkCHny5MHX15cdO3bE2Xf79u3Gce3atZM6NJEUQzvtbGd1+kHx9slt8rO4L4BnIuIRAb1pZEu6l7Zl67+Z+nspIiKScixfvpyQkBAyZMjAoEGDGDx4MH/88Qe3b98mZ86cNl8vJCTE5nOmFK/ztUvyUdI7kUwmE++99x5Tp07l0qVLbNy4kaZNo3/c5s6dO6xYsQKAUqVKRdkhLiLyOkkpSTu9gSAiYrmUUpJD5FWk3x+R5BFR2qRatWq0atWKwYMHExISwsKFC/n000+TOToRSSwlvW1gwIABzJw5k8DAQD766CN27dpFoUKFjPanT5/Srl07nj9/DsCwYcOSK9QUISUkmixdV7vDUg+95vKq0iclRBKuz3O/ePssTB9qcV9PXp/anCIiryK9gSCWunjxIn//HV6Gp0mTJnh4eFCxYkUOHTrEggULlPQWSQWU9LZArVq12LkzvIbZ/Pnz6dq1a5T2woULM2LECMaNG8etW7eoUKECffr0oWzZsty8eZOff/6ZS5cuAVCvXj0++OCDl30JgJJ2r6OU8AaC2JatEzhg+ySO/ha9fvSai4ikPnrTVURSssgPsGzevDkA7dq149ChQ/zzzz/s27ePatWqxTr+8OHDTJ8+HR8fH3x9fXF2dsbd3Z26devSr18/ihUrZvS9evUqBQoUiDI+ouRtzZo18fHxAf4v99SvXz8+++wzevfuzfbt23F0dOSNN95g5syZUZ4Pd/78eaZOncq2bdu4fv069vb2FChQgMaNGzNo0CBy5coV5z24ePEiP//8M5s3b+batWuEhYVRuHBhWrZsyeDBg8mcOTMAL168IEeOHPj7+9OoUSM2bdoU65w+Pj7GtW3fvp3x48cb+TSAhQsXsnDhQgCuXLmCh4dHlPG7d+/m559/Zvfu3dy9e5d06dJRsmRJ2rRpw0cffYSTk1OM67548YKZM2fi7e3NyZMnef78OVmzZqV8+fK0bt2azp07kyaNUqCvG73iNjJmzBju37/Pjz/+yOPHj5k4cWK0PjVr1sTb2xs7O7tkiFDk1aWaqvIqSglvIIht6Y1CkdQtpZTXSik18VOClPKapwR6EKykNkuXLgWgUqVKRkK6Xbt2DB8+HLPZzLx582JNes+cOZO+ffsSFhZmnAsKCuLMmTOcOXOGGTNm8PPPP9OjR48Exebv70+tWrW4cOECAM+ePePkyZMULFjQ6OPl5cXw4cMJDg6OMvbkyZOcPHmS6dOns2jRolgfyjl37lz69u1LUFBQlPPHjx/n+PHjzJ07ly1btlCiRAmcnZ159913WbBgAdu2beP+/ftky5YtxnmXLVsGQO7cualVqxbjx4+36JpDQ0MZMGAAP/30U5TzgYGB7N69m927dzN9+nQ2bNhA4cKFo/T5999/qVu3LidOnIhy/vbt22zatIlNmzYxffp0tmzZEmvckjop6W0jJpOJadOm8e677/Lzzz+zd+9e412pcuXK0blzZ7p06ZKsCW9LkzLJ/THelJBo0r0UERERERERSXkOHDjAxYsXAejQoYNxPm/evFSvXp09e/bw66+/MnXqVFxcXKKMPXfuHP379ycsLIzy5cszcOBAChUqRHBwMH/99Rffffcdjx49om/fvtStW5cCBQqQO3dujh49yqFDh+jZsycAs2fPpmLFiqRPnz5afEuXLiUsLIyBAwfSunVrbty4ga+vL+nSpQNg1qxZDB48GIBs2bLxySefUKNGDYKDg9m6dSteXl4EBATQpk0b/vjjD+rXrx9lfm9vbyMhny1bNoYOHcrbb7/Ns2fPWLVqFXPmzMHX15cWLVpw4sQJXFxc6NSpEwsWLCAkJIRVq1bx0UcfRYs7ODgYb29v477a2dkxZ84cnj59SpMmTfDz86N58+ZGIjx37tzG2I8//thIeDdp0oSuXbvi4eHBgwcPWLduHbNnz+bcuXPUq1ePI0eOkDVrVmPs4MGDOXHiBI6OjvTv35969eqRNWtWo/LCtm3bOHLkCJ9++ilz5syJ9+dDUo/XNunt4eGB2Wy2qG/ER00sUbt2beOjHCKSeqSUNzpSAt1LkYRTqZjXj3aqioiI2FZEaRM7Ozvatm0bpa1jx47s2bOHJ0+esHLlSrp06RKlfdmyZYSEhODm5sbOnTvJkCGD0Va7dm3efvtt3nnnHYKDg/nll18YNWoUjo6OlCtXjkePHhl9CxcuTLly5WKMLywsjB49euDl5RWt7d9//2XIkCEA5MuXj927d5MvXz6jvVatWrRt25aaNWvy+PFjunXrxuXLl3F0dATg+fPnDBo0CAhPOu/duzdKiZEGDRpQpEgRPvnkEy5dusSiRYvo3bs3tWvXJk+ePPj6+rJixYoYk95btmzhwYMHxn2MuE7AWD9r1qzRrnv37t3MmDEDgG+++Ybhw4dHaW/YsCGtW7emfv36XLt2jTFjxjBt2jQgfCf4r7/+CsC4ceMYMWKEMa5y5cp4enrSsGFDtm3bxrJly/jpp59wcHCI8b5L6vPaJr1FRETk5Ugpb3To0zEiIpZTeToRSYlCQkJYsWIFEF6CNvJuY4A2bdrw8ccfExISwrx586IlvW/fvg2Am5tblIR3hLfffpthw4aRPn163n777QTH2atXzAWA5syZQ0BAAAAzZsyIkvCOULZsWb766iv69euHr68v3t7eRhJ68+bN+Pr6AvDtt99Gq6kN4Tunf/jhB27dusWff/5J7969sbOzo0OHDnz//ffs3LmTO3fukCNH1P/OjShtUrx4cd58802Lr3XKlCkAvPnmm9ES3hFq165N165dmTt3LvPmzeP777/HycmJhw8fGiVaChUqFG2cnZ0dn3/+OSVKlKBw4cIEBgYq6f0aUdJbRJKdrRNNSjKJiCQv1Ud//aSEOtQp5ZMS+v0REUk6W7Zs4d69e0DU0iYRXF1dqV+/Pps2bWL37t1cunQpSjI14gGVZ86coV+/fvzvf/+L9sDI7777LlExOjg4UKZMmRjbtm/fDkDOnDlp0qRJrHN06dKFwYMHExQUxLZt24ykd8RDKJ2cnHjvvfdiHGtvb8+OHTvInDkz2bNnN8536tSJ77//ntDQUFauXEn//v2NtufPn7N27VoA3n//fYuvNSwsjK1btwLEWzWhYcOGzJ07l2fPnnHw4EFq1KhB9uzZyZw5M48ePTLebGjQoAH29vbGuHfeeYd33nnH4pgk9VDSW0REJAXTTjsREZGYpZQ3OkTk5YkobeLg4BBr0rdDhw5s2rQJs9nM/PnzmTBhgtHWqVMnvv76a+7du8eMGTP46aefqFixIo0aNaJRo0ZUqVIl0c9yc3V1NcqB/NfZs2cBqFChAiaTKdY50qVLR4kSJTh27Bhnzpwxzkc8HLNYsWI4OzvHOr5o0aLRzpUtW5ZSpUpx6tQpVqxYESXpvX79ep4+DX+AbUSC3RJXrlzB398fgEmTJjFp0iSLx9WoUQM7OzsGDRrE2LFjuX79Ok2aNCFbtmw0aNDAeE0iJ+7l9aKkt4iIiEgKkVJKxYiIiOVSwiclRFKDp0+fGruRg4ODyZYtW7xjFi1axPjx441EtpubG5s3b6ZTp06cOXMGs9nMwYMHOXjwIF988QVubm60bduW4cOHx1h6xBIxlU2JcP/+fQCLErlubm4APHz40Dh39+5dAIuuPSadOnVixIgR7N27l5s3b+Lu7g78X2mTKlWqULBgQYvni7gea0Wuj/7555/z7NkzJk+eTEhICPfv32fZsmUsW7YMOzs7qlevTu/evenQoUOcbxRI6qOkt4iIiIjIK0o7VeVVpfJ0IpLSrF69mmfPnlk15saNG2zdupWGDRsa58qXL8/JkyfZunUr3t7ebNy4ET+/8L9z9+7dY/r06SxYsICNGzdSs2ZNq+OMKzFrNpstnic0NDTafCEhIVbHE1nHjh0ZOXIkZrOZX3/9lSFDhvD48WOjbIo1pU0ixwjhyet3333XonF58uQxju3s7Pjmm28YOHAgy5cvZ82aNfz111+EhIQQFhbG7t272b17NytXrsTb2ztK6RNJ3ZT0FhERERGb0kNB5VWkT0qIpH7aNS9xiSht4ujoyKJFi+JMfp4/f55Ro0YBMG/evChJbwhPtDZs2NA4f/LkSTZt2sSyZcs4duwYAQEBdOvWjQsXLtg0yZo1a1b8/PyMuuRxieiTNWtW41zmzJkBePDAwp///8ibNy/vvPMOO3fuZNWqVQwZMoQNGzYQGBhImjRpaNu2rVXzZcmSxThOmzYt5cqVS1BcALlz52bIkCEMGTIEf39/tm/fzrp161i5ciUBAQGsWbOGhQsX0r179wSvISmLkt4iIiIpmHbaiYikLnrTSF5FliaIrUooeyQiIBEr3blzx3gIZMOGDWnXrl2c/UNCQpgyZQp3795l7dq1PHz4kCxZsvDs2TP++ecfMmXKFOUBl6VLl6Z06dIMHz6ctm3bsnLlSq5cucK5c+coUaKEza6jZMmS+Pn5cfjwYcxmc6y7wp88eWLU/y5SpIhx/o033uDAgQOcO3eOoKCgWGuHjxgxglWrVlG8eHHWrl0bpU55p06d2LlzJ/v37+f+/fts3LgRgHr16lldP7tgwYI4Ozvz4sULDh48GGffAwcOsHPnTgoWLEjNmjWN8i03btzg4sWLUR6EmTFjRjw9PfH09GTw4MG8+eabhIaG8scffyjp/RpJXHV9ERERERERkVdQn+d+Fn09MofyyBxqUV8RSZmWLVtmlNKwZDdymjRpaN++PQCBgYEsXbqUkJAQsmfPToUKFRgzZkysYyPvCn/x4oVxbIt60vXq1QPAz8/PKCkSk0WLFhmlTOrUqWOcr1WrlhHX+vXrYxxrNptZv349Fy9e5O7du9EezNmmTRucnJwICwtj/fr1bN68GYi7tEls1+7o6Mjbb78NwO+//86tW7dinWPkyJF8+umntGnThsePHwPw9ddfky9fPurUqcOlS5diHFemTBly5cplXLe8PpT0FhEREREREUkmq9MPivfruSkDz00ZLOpr6bMARF4nEaVNnJ2dadmypUVjOnXqZBzPmzePNGnSGElnb29vDh06FG2M2WzG29sbgHTp0lGsWDGjzcnJyTgOCAiw/iKA7t27kzZtWgD69euHr69vtD4nTpwwSrPkzp2b1q1bG21t2rQxyp188skn3LlzJ9r46dOnc+bMGQC6dOkSrT1Tpkw0a9YMgAkTJvDgwQNcXFxo1apVrHFHXHtM192/f38g/M2FTp068fz582h9fv75Z3bs2AFA/fr1KVy4MACNGzc2+owYMSLGtf/66y9u3rwJwJtvvhlrjJL6qLyJiIiIiMgrSnWoRUREEufcuXMcPnwYgEaNGpEhQwaLxr311lsULVqU8+fPc/ToUY4fP85nn33G+vXrCQwMpE6dOnz88cdUr16dzJkzc+3aNWbNmmUkZ/v370+6dOmM+XLk+L9/f6dMmYKrqyuOjo6UL1/e4mtxc3PDy8uLXr16cfXqVcqXL8+wYcOoXr06ISEhbN26FS8vLwICAjCZTCxYsCBKDC4uLkybNo3333+fK1euUKFCBT799FMqVqzI/fv3WbNmDfPmzQOgbNmy9OzZM8Y4OnXqxKpVq4zd1S1atCB9+vSxxp0jRw7OnTvHli1bWL9+PW5ubpQuXZp06dLRokUL2rZty6+//sqOHTsoV64cQ4cOpUyZMvz777+sWrWKRYsWGfFPmTLFmLdcuXI0a9aMDRs24O3tTY0aNejduzcFCxbk6dOn7Nu3Dy8vLyA8Wd+7d2+L77WkfEp6iyTAPPNUi/plocv/77/QklkTEZGIiIiIiMjrzZJd7rlNfhb3BfBMRDzyaojY5Q2WlTaJ7P333zdKmcybN48pU6YwY8YM+vfvz5MnT/jyyy9jHNe+fXsmTJgQ5ZyHhwclSpTgzJkzbN26la1bt5I3b16uX79uVUwfffQRAQEBDB8+nHv37vHpp59G65M5c2YWLVpE/fr1o7V17NiR+/fvM2TIEHx9ffn444+j9SldujQbN27EwcEhxhiaNGlC1qxZjQdixlXaBKBp06bs2rULf39/WrRoAcD27duN0isLFy7Ezs6O5cuXc/78eXr16hVtjixZsuDt7c0bb7wR5fz8+fNp0KABR48eZe/evezduzfa2GzZsrFq1Spy5swZZ5ySuijp/RpRolZEREREROTVkhIeXmppgtiahLKSya+3qxObvrS1fvnlFwDSpk1L8+bNrRrbqVMnI+m9dOlSvvvuO3r16kXVqlWZPn06u3bt4vr164SEhJAjRw6qVq1K165do5TdiGAymdi4cSMDBw5k9+7dPH/+HEdHR168eIGzs7NVcQ0ePJgmTZowZcoUtm3bxs2bN3F2dqZgwYJ4enrSo0ePKDvL/2vAgAHUq1cPLy8vtm/fjq+vL2nSpKFEiRK0b9+ePn36xBmTo6MjzZo1Y9GiRWTLli1KHfOYDB06lGfPnrFgwQL8/PzImjUr9+7dM9qdnZ1ZtmwZPXr0YM6cOezbt487d+5gb29P4cKFadq0KR9//HGMSWtXV1f279/P3Llz8fb25uTJkzx8+JD06dNTqFAhmjdvTv/+/cmWLZsFd1ZSEyW9RUREREREREQkVYrtAYeWKFiwIGazOdr5MmXKMHPmTKvn8/DwYO3atTG2+fj4WDVXsWLFmDFjhtUxRHjjjTcSdA0Rjh8/DkC7du1i3REewd7enrFjxzJ27Ng4+9WtW5e6detaHYujoyN9+vShT58+Vo+V1EtJb3nlWLIj3brd6GDrHelltnSzqN+9ps6W968TfxcRERERERGJWUrYNS+SGpw6dcpIenft2jV5gxGJhZLerxElakVEREREREREJKGCg4ONOuLlypXjrbfeSuaIRGKmpLe8cixJtluVmAcl50VERERERBLI0l3R1uyi1g5qkZTj0aNHvP/+++TOnZsDBw5w8uRJAEaOHJnMkYnETklvERERERERERERiVGmTJnYtm0bQUFBxrlWrVrRtm3bZIxKJG52yR2AiIiIiIiIiIiIvJpMJhP169fH2dmZ3LlzM2zYMFasWJHcYYnESTu9RUREREREREREJFYbNmxI7hBErKKd3iIiIiIiIiIiIiKSaijpLSIiIiIiIiIiIiKphpLeIiIiIiIiIiIiIpJqqKa3iIiIiIgkyur0g+Ltk9vkZ3FfAM9ExCMiIiIirzft9BYRERERERERERGRVENJbxERERERERERERFJNZT0FhEREREREREREZFUQzW9RUQsMM881aJ+Wejy//svtGTWREQkIiLy6ujz3C/ePgvTh1rcF8CTHImKSUREREReX0p6i0iysyShrGSyiIiIiIiIiIhYQklvkVTM9slkeF0TymW2dLOo372mzpb3r5OYiEREREREREREJCZKeoukYpYkXq1K0kKSJGptHqeSySIiIiIiIiIiry09yFJEREREREREREREUg0lvUVEREREREREREQk1VDSW0REREREREREXhuBgYEsWrSI9957jwIFCpA2bVrSpk2Lh4cHrVu3ZuXKlYSEhCTZ+l27dsVkMuHs7GzTeRcsWIDJZMJkMrF//36rxo4dO9YYG9eXs7MzefLkoVatWnz11VcEBATY9Bpi8s8//9hsrqtXrxrXMnHiRJvNK68e1fQWEREREREREZHXwooVKxg8eDB+fn7R2q5du8a1a9dYtWoV5cqVY8mSJZQsWTIZonx1BQYGcuvWLW7dusXOnTuZNWsWW7dupUiRIjZf68KFC/Tu3Zu8efOyYMECm88vqZuS3iIiIiIiIiIi8vKMzZTAcY8Ttezw4cP57rvvAHBxcaFjx47Ur1+ffPnyERYWxtmzZ1m4cCG7d+/m2LFjvP322/z555+UK1cuUeumNLNnz6ZixYoxtvn7+3PixAlmzJjB2bNnuXbtGq1bt+bQoUM4ODjYNI7GjRtz6dIlunTpYtN55fWgpLeIiIiIiIiIiKRqXl5eRsK7dOnSrFu3Dg8Pjyh9qlWrxocffoiXlxeDBw/m4cOHvPvuu5w6dQoXFxebxbJgwYJXeudy4cKF40z0v/POO/To0YPGjRvj4+PDiRMn+O2332jXrp1N40iKEjMeHh6YzWabzyuvHtX0FhERERERERGRVOvKlSuMGDECCE/obt26NVrCO7JBgwbRu3dvY+yUKVNeRpgpirOzM9OmTTO+X7lyZTJGIxKdkt4iIiIiIiIiIpJqTZw4kcDAQAC+//57cuTIEe+Y8ePHGw+anDlzpnYHx6BUqVJky5YNgEuXLiVzNCJRKektIiIiIiIiIiKpUmBgIEuXLgWgePHitGjRwqJxbm5ujBw5kgkTJhjj/+vRo0d888031KlTh1y5cuHk5ETGjBkpWrQoH374IUeOHIlxXNeuXTGZTEZS/b9CQkJYtGgR7777Lvnz58fFxYW0adOSN29ePD09Wb169SuThA8NDQUgKCgo1j4nTpygZ8+eFCpUiLRp05I5c2YqVarEV199hb+/f7T+tWrVwmQyce3aNQAWLlyIyWTCZDJx9epVrl69anxv6VeEyGMnTpwY47rFixeP9Vp8fHyM8cuXL4/WfuvWLT799FPKli1LunTpcHFxoUCBAnTq1Ilt27bFfTPFplTTW0REREREREREUqW9e/cSEBAAQMOGDaMkQOMzevToWNu2b99O69atefToUZTzQUFBPHnyhAsXLjB//nxmzpxJz549LV7zxo0bNG7cmNOnT0dru3nzJjdv3mTNmjV06tSJxYsXWzxvUjhz5oxx/UWKFImxz4QJExgzZgxhYWHGuRcvXnDw4EEOHjzIjz/+yJo1a6hUqVKSxWlvb59kc0f2999/06hRIx4+fBjlfESifunSpXTr1o05c+ZgZ6d9yElNSW8REREREREREUmVjh8/bhxXq1bNJnPeuHGDFi1a8OzZM7Jnz87AgQOpWLEiGTJk4Pr166xYscLYjT1w4EBatWqFm5tbvPOGhYXRvHlzTp8+jaOjIz179qRRo0a4ublx+/Ztdu7cyYwZMwgMDGTJkiW0a9eOZs2a2eSarGU2mxk+fLjxfevWraP1+e677/j888+B8Hvfu3dvihUrxtOnT9m6dSs//vgjfn5+NGjQgCNHjlCwYEEA5syZw9OnT2nSpAl+fn40b96c8ePHA5A7d24Ajh49Gmd83333Hb/88gsQnnhPaiEhIbRv356HDx+SM2dOhg0bRrly5UibNi1nz57l22+/5fz588yfP586derQqVOnJI/pdaekt4iIiIiIiIiIpEoRJTIA8ubNa5M5v/vuO549e4aTkxPbtm2jdOnSRlvVqlVp164dI0eOZOLEiTx//pzNmzdblORcs2aNkaSfNm0aH330UZT2li1b0rBhQxo1amT0f5lJ76CgIO7fv8/ff//N5MmT2bVrFwBVqlShffv2UfpevnyZUaNGAdCvXz+mTZsWZZd9ROK3atWqPH78mIEDB7J+/Xog/GGjAI6OjgBkzZqVcuXKRZn/v99Htm7dOpYtWwaAp6cnn376acIv2kJ79uzhypUrAKxevZoqVaoYbdWqVaNFixaULl2aO3fusHDhQiW9XwIlvUVEREREREREJFV6+vSpcRzx0MXE8vPzw9XVlVq1akVJeEfWvn17o2a0r6+vRfNevHiRvHnzEhoayocffhhjn4YNG5I5c2YePXpk8bzWql27tsV9a9SowerVq0mTJmqKccaMGQQHB5MzZ04mT54cY1mZkiVLMnz4cD7//HM2btzI9evXyZcvX6JiP3v2LJ06dcJsNlOsWDEWLFhgVUmbhLp9+7ZxXKhQoWjtbm5ujB8/nsuXL8f6MyO2pQIyIiIiIiIiIiKSKkWu5xzXwxatsXLlSu7du8eKFSti7ZMzZ07jODAw0KJ5hw8fzvXr17lx40acdagj5rZ0XlvLnj07rVq1wtvbm127duHq6hqtzx9//AFA9erVjR3bMWnYsCEQXi4lYud4Qj169IiWLVvy5MkT0qdPz2+//UbGjBkTNaelihUrZhy3bduWEydOROvz0UcfMXHiRN5///2XEtPrTju9RUREREREREQkVcqaNatxfP/+fZvOHfEwwoCAAC5fvsyFCxc4ffo0hw8fjpLAjfwQR2vmDQ4O5tq1a1y8eJGzZ89y9OhRdu3aZZRssXZeS82ePZuKFSsC4clof39/NmzYwNSpUwkKCsLd3Z1x48ZRpkyZGMcHBwdz9uxZAFatWmXxTuuI8iAJERYWRocOHbhw4QIA8+bNo0SJEgmez1rly5enVq1a+Pj44OPjQ9myZSlUqBCNGjWiUaNG1KlTBxcXl5cWjyjpLSIiIiIiIiIiqVTkUhO3bt2y2bwPHz5k8uTJrFixwki0RhaRuLZWSEgI8+bNY968eRw5coTg4OAY506qhDeE19T+b83smjVr0qhRI5o0acKRI0eoXr06u3btonz58tHGP3z4MEHxPXr0KIERw4gRI4zd5UOHDqVNmzYJniuhVq5cSbdu3diwYQMAly5dYvr06UyfPp20adPStGlTBg8ebLMHqkrclPQWEREREREREZFU6a233jKOd+/eTYcOHSwe++eff7J161bq1atH9erVcXZ2BsLrRterVy9KEj1LliyUKFGCMmXKULVqVSpUqEDJkiWtivXp06c0adKE3bt3G+ecnZ0pUaIEJUuWpFKlStSvX5/33nuP06dPWzW3LdStW5dJkyYxYMAAnj59SrNmzTh+/Hi08iahoaHG8Ycffkj//v0tmt/NzS1BcS1btozvvvsOgFq1avHNN98kaB5LxJXMd3V1Zf369Rw/fpzly5ezbt06zpw5A8Dz58/x9vZm1apVfPPNN3zyySdJFqOEU9JbRERERERERERSpdKlS5MrVy78/PzYvn27VWN/+eUX5s6dy8SJE9myZQv169fHbDbToUMHbt26haOjI59//jkdOnSI9vDCq1evWh3rqFGjjIR3586dGTBgAOXLl49W3zvywzlftv79+7N+/Xq2bNnCrVu36Nu3L7/++muUPlmyZDGO7e3to+0at6UjR44YD/3MkycPK1asiLMeelwiyrCYzeZY+zx58iTeecqWLUvZsmX5+uuvuXnzJps3b+a3335j06ZNmM1mRowYgaenJ4ULF05QnGIZPchSRERERERERERSJTs7Ozp27AjA+fPnLU58P3z40HhQZbZs2ahVqxYABw8e5Pjx4wB8/vnn/O9//4uW8Aa4ceOGVXGGhoYyf/58AOrVq8fChQupWLFitARuUFAQd+/etWpuW/v555+N+tQrV640ynlEcHZ2pkCBAkD4/YrL+fPn+eqrr1i+fLnV9+zevXt4enry/PlzHB0d8fb2Jnv27FbNEVmaNOF7g1+8eBFrn5s3b8Z4PiQkhH/++YdDhw5FOe/u7s6HH37Ixo0b+fHHH4Hw3eJbtmxJcJxiGSW9RUREREREREQk1Ro4cCCOjo4ADBgwwKLdukOHDjV2VA8cOBAHBwcgvE5zhJjqWUeISJhDeEI0Pnfv3jXiimtn9Lp163j+/LnF8yaFAgUK8PnnnxvfDxo0iMDAwCh96tWrB8DRo0c5fPhwrHNNnDiRUaNG0aFDB86dOxelLa4HYAYHB9O6dWuuX78OwJQpU6hSpYrV1xJZ5syZAbhz506064mwdevWGM83bdqUN954A09Pz1jnb9iwoXEcV2JdbENJbxERERERERERSbXy5s3L6NGjgfB63A0bNox1x25oaCjDhw83dl0XLVqUIUOGGO2R61dHPDjxv5YvX85PP/1kfB8UFBRvjJkzZzZ2Gm/fvj3GhPbJkyej1Me2ZN6kMmTIEKM8x6VLl5g0aVKU9n79+hlJ6y5duvDvv/9Gm+P3339n0aJFABQvXpw6depEaXdycgIgICAg2tiBAweya9cuAHr06EHv3r0TeUVQqlQpAAIDA43XP7J169axdu3aGMc2btwYCN8JHrGj+78il4F58803ExuuxEM1vUVEREREREREJFUbOXIkJ06c4Ndff+Wvv/6iWLFidOrUiUaNGuHu7s6zZ884dOgQc+fO5ezZs0D4gxVXrVpFunTpjHlq1KiBm5sb9+7dY/r06QQFBeHp6UmmTJm4cuUKy5cvZ/369VHW9vf3jze+tGnT0qhRIzZs2MDRo0dp0KAB/fr1w93dnbt37/L777+zcOFCY5e3pfMmFUdHR3744QeaN28OwFdffUXnzp1xd3cHwutaf/LJJ3z77becPn2asmXLMmzYMCpXrsyTJ0/4448/mDFjBqGhodjZ2TFjxgzs7KLuzc2RIwfnzp1jy5YtrF+/Hjc3N0qXLs2yZcuMNxXefPNNRo0axYULF3j+/HmsD5rMly8fWbNmjfOa2rZty/jx4wkLC2PQoEHcunWL+vXr8+zZM9asWcPs2bPJmzcvfn5+0d6U6N69O9999x23bt1i4MCB/P3333h6epI7d27u3LnDunXrWLBgAQBVqlQxyuVI0lHSW0REREREREREUjU7OzuWLVtG0aJF+fbbb3n27BmzZs1i1qxZMfavXLkyixcvpkiRIlHOp02blrlz5/Lee+8RHBwc6xxDhgzBx8eHI0eO8M8//1gU49SpUzl8+DB+fn7s2LGDHTt2ROtTv3598ubNy7x587h69SovXrzA2dnZovltrVmzZjRu3JhNmzYREBDAsGHDWL58udH+9ddfExwcjJeXF7du3YqyYz5C2rRpmTNnDrVr147W1rRpU3bt2oW/vz8tWrQAwnfBL1myxOhz5MgRo354XObPn0/Xrl3j7PPGG28wYcIEPvvsMwIDA/niiy/44osvjPZcuXKxYcMGKlWqFC3pnTFjRlavXk2TJk24f/8+ixcvZvHixdHWKF26NL/99lu88UriqbyJiIiIiIiIiIikenZ2dnzxxRecP3+e8ePHU7NmTbJnz46joyPOzs54eHjQvn171q1bx759+6IlvCM0b96cAwcO0L59e3LlykWaNGlIly4dRYsWpUuXLhw4cIBJkyYZda337dvHrVu34o2vQIECHD16lIEDB1K4cGGcnJxwcnIib968NGvWDG9vb/744w9at24NhJfh+O+u8pfNy8vLqJe+YsUKfHx8jDY7OzsmT57M33//Tffu3SlUqBBp06bF2dmZYsWKMWDAAE6ePGk8aPS/hg4dypgxY8ifPz+Ojo7kzJmTe/fuJen1jBw5kp07d+Lp6YmbmxtOTk4ULlyYYcOGcfz4ccqUKRPr2EqVKnHmzBn+97//UaFCBTJmzEiaNGnInj07devWZebMmRw+fJhcuXIl6TVIOO30FhERERERERGRl2fs42RdPn/+/Hz++edRHsZorfLly7Ns2bI4+3zzzTd888030c6bzWaAaOU8ILykh5eXF15eXrHO27hxY2OOyLp27RrvbubYjB07lrFjx1o9rmjRorE+9DFCxYoVmTt3rtVz29vbxxhXu3btrJ4rgoeHR4z3LrJ33nmHd955J9b2uB5CmT179mg7xCV5aKe3iIiIiIiIiIjISxKRNE2usiQirwMlvUVERERERERERF6Sq1evAuG7ukUkaai8iYiIiIiIiIiISBI6fPgwp06d4ty5cxw8eBCAChUqJHNUIqmXkt4iIiIiIiIiIiJJaMmSJVHqdNvb29OvX7/kC0gklVN5ExERERERERERkST05MkT0qVLh7OzMxUqVGDt2rVUrVo1ucMSSbW001tERERERERERCQJzZkzhzlz5iR3GCKvDe30FhEREREREREREZFUQ0lvEREREREREREREUk1lPQWERERERERERERkVRDSW8RERERERERERERSTWU9BYRERERERERERGRVENJbxERERERERERERFJNZT0FhEREREREREREZFUQ0lvEREREREREREREUk1Xquk95o1a2jatCnZs2fH0dERd3d3WrVqxcaNG20yf0hICAsWLKBBgwa4ubnh6OiIq6srtWvXZsaMGbx48cIm64iIiIiIiIiIiIhIzNIkdwAvQ3BwMB988AErVqyIct7X1xdfX1/Wrl1Lp06dmD9/PmnSJOyW3L17l5YtW7J///4o5+/fv4+Pjw8+Pj7MmDGDtWvXUqhQoQRfi4iIiIiIiIiIiIjE7rVIevft29dIeHt4eNC7d2/y58/PuXPn+Pnnn7l9+zZLliwhc+bMTJs2zer5Q0NDadGiBQcOHAAgd+7cfPTRRxQuXJjr168zb948Ll68yOnTp2nQoAFHjx4lY8aMNr1GEREREREREREREXkNkt67d+9mzpw5ALz55pvs2LEjSsK5T58+1K5dmzNnzvDjjz/StWtXKlSoYNUaixYtMhLeNWvWZN26dVHWGDx4MB06dGDNmjVcvnyZb7/9lgkTJtjg6kREREREREREREQkslRf0/ubb74xjufMmRNth3X27NlZvnw5JpMJgC+//NLqNVauXGkcz5w5M9oazs7OzJo1CwcHBwC8vb2tXkNERERERERERERE4peqk96PHz/mjz/+AKBatWqUL18+xn6lS5emVq1aAPz+++88efLEqnWuXLkCgIuLC8WKFYuxj5ubm1HL++rVq1bNLyIiIiIiIiIiIiKWSdVJ7127dhEaGgpAvXr14uxbt25dAAIDA/nzzz+tWidiZ/fz58958OBBjH3CwsK4d+8eEL67XEREREREREREXr7AwEAWLVrEe++9R4ECBUibNi1p06bFw8OD1q1bs3LlSkJCQmy65tWrVzGZTJhMJiZOnGjTuceOHWvMnZCviI2gIqlJqq7pffLkSeO4dOnScfYtWbKkcXz8+HFatmxp8TqVK1fm77//xmw28/333/PVV19F6zNv3jzu378PQKNGjSyeW0REREREREQkNSk+v0+Cxv3T7adEr71ixQoGDx6Mn59ftLZr165x7do1Vq1aRbly5ViyZEmUfJGIpBypOukduYyIh4dHnH3z5s1rHF+7ds2qdYYMGcLChQvx9/dn4sSJ3Llzh0GDBlGoUCFu3rzJvHnzmDRpkrHO6NGjrZpfREREREREREQSZ/jw4Xz33XdAeInajh07Ur9+ffLly0dYWBhnz55l4cKF7N69m2PHjvH222/z559/Uq5cueQNPB69e/emVatWMbb16NGDw4cPA3D06NEY+6RPnz6pQhNJNiaz2WxO7iCSiqenJ2vWrAHC627Hlfi+cuUKBQsWBKBly5bGOEsdOHCAdu3axZowN5lMtGrVih9++IH8+fNbNbe7u3usbX5+fri6urJ169Z45wl9HGjRemHO4Q/1tHsR/4+GfSYni+a0hiVxWhMj2D5O3UvbsnWcyRUjJH+cfoHB8fbJEh4iDy3865/LySEREUVnSYxgXZy2jhFSxr0E28eZXDFCyogzuV9z3Uvb0u+P7aSE11z30rb0+2M7KeE1172MW/369XFwcODmzZuWTZqKBAcHc/HiRQAKFy6Mg4Nlr2ty7PT28vJi8ODBQHg1gHXr1sWaJ4rct0CBApw6dQoXF5cErw3hGzMLFCgAwNdff82IESMSNZ+latWqxc6dOwFIxSlASWUS+rclslRd0/vZs2fGsbOzc5x9I7dHHmepypUr4+3tTe7cuWOdv3jx4nr3TERERERERETkJbpy5YqRZC5cuDBbt26Nc2PkoEGD6N27tzF2ypQpLyNMEbGhVF3eJDj4/97ldXKKe0dl5HZrH1YQEhJCjx49WLhwIQBvvfUW7du3x93dnTt37rBq1Sp27tzJ119/zaJFi/Dx8aFw4cIWzx/Xu8URu8DLlCkT/zwjdlu03r2m4W8AuG18EW9f94lvWTSnNSyJ05oYwfZx6l7alq3jTK4YIfnjbLDjWLx9FqYPf8Bvl6f2Fs15+634/75Yw5IYwbo4bR0jpIx7CbaPM7lihJQRZ3K/5rqXtqXfH9tJCa+57qVt6ffHdlLCa657GbeE7ECUl2vixIkEBoZ/evf7778nR44c8Y4ZP348CxYs4MWLF8ycOZMRI0ZgMpmSOlQRsZFUvdM7bdq0xnFQUFCcfSP++AE4Ojpatc4HH3xgJLz/97//8ffffzNkyBDatm3LgAED8PHx4eeff8ZkMuHr60udOnV48uSJVWuIiIiIiIiIiIh1AgMDWbp0KQDFixenRYsWFo1zc3Nj5MiRTJgwwRgfmdlsZuPGjXh6elKgQAGcnJxwc3OjUaNGeHt7Wx3nlStXyJ07NyaTiXTp0rFnzx6r50ishw8fMmHCBCpVqkSmTJlImzYtBQsWpHv37hw5ciRa/9DQUCpWrIjJZMJkMrF69eoY550/f77Rp2vXrkl8FSLhUnXSO3IpkRcv4t51Gbk9crI8Prt27WL58uUANGnShC+++CLGfr169WLAgAEA3LhxgxkzZli8hoiIiIiIiIiIWG/v3r0EBAQA0LBhQ6t2a48ePZpRo0ZRvXr1KOOePn2Kp6cnzZo1Y82aNVy9epWgoCD+/fdfNm/eTJs2bWjbtm2UCgRxuXv3Lg0aNMDPzw8nJyfWrl1LjRo1rLvQRPrzzz8pXrw4n3/+OQcPHsTf358XL15w5coV5s+fT8WKFRk5cmSUuuD29vbMmzfP+LTDoEGDjHsd4datWwwZMgSAvHnzqlSMvDSpOumdJUsW4/j+/ftx9n3w4IFxnD17dovX+O2334zjgQMHxtl36NChxvH69estXkNERERERERERKx3/Phx47hatWo2mbN9+/asXbvWmHPp0qX89ddf/PLLL5QvXx6AlStXMmbMmHjn8vf3p1GjRly8eBEHBwdWrlxJvXr1bBKnpY4ePUqLFi24e/cuDg4O9O/fny1btrBv3z6mTZtGvnz5MJvNTJw4kdGjR0cZW6ZMGUaOHAnA9evXGT9+fJT2Xr168ejRI0wmE/PnzydTpkwv7brk9Zaqk97FihUzjq9fvx5n38jtcT3M4L/Onz9vHMdXVztfvny4uroCcOnSJYvXEBERERERERER6127ds04zps3b6LnW7duHRs3bgSgU6dO7N69m44dO1KlShU6dOjAvn37qFChAgBeXl48fPgw1rkCAwNp2bIlR48exd7eniVLltC8efNEx2itPn36EBAQgIODA7///jvTpk2jfv36VK1alf79+3Ps2DHKlSsHwFdffcWpU6eijB81ahSlSpUC4IcffuDMmTMALFmyhA0bNgDQt29f6tat+/IuSl57qTrpXbJkSeP49OnTcfaN3F66dOkErRdfCRXA+DiMvb1lD80QEREREREREZGEefr0qXGcLVu2RM83b948ADJnzsxPP/2EnV3U1JqzszMTJkwAwpPae/fujXGe0NBQOnbsiI+PDyaTiTlz5tC2bdtEx2et/fv3c+DAASC8gkFMu8yzZMnCkiVLMJlMhIWFMXXq1Cjtjo6OzJs3D3t7e4KDgxk4cCD37t1j0KBBABQuXJhvv/02ya9FJLJUnfSuUqUKTk5OQHhtorhs374dCE9Gv/322xav4e7ubhwfOnQozr63b9/m33//BazbTS4iIiIiIiIiItaLvOkwKCgoUXMFBwezbds2AFq0aBHlWXKR1a9fn2PHjhEQEECzZs1i7NOnTx+jZO60adOS7QGPEfkwgO7du8far2TJklStWhXAuAeRvfXWWwwePNhor1u3Lvfv38fe3p5Fixbh4uJi48hF4paqk94ZM2akYcOGAOzYsYOTJ0/G2O/48ePs3LkTgEaNGllVX6h+/frG8bRp06IU9P+vqVOnGu2NGjWyeA0REREREREREbFe1qxZjeP4nvcWHz8/P+NBjRHlPmJib29P2bJlcXZ2jrH9p59+Yvbs2cb3ttiBnlBnz54FIEOGDBQvXjzOvpUqVQLgypUrMVY7GD9+PEWKFAEwcnCffPKJkSwXeZlSddIb/u/hkWazmY4dO3Lv3r0o7Xfv3qVDhw5GMvqTTz6xav5WrVpRuHBhAHbt2sWQIUMIDQ2N1m/FihXGRzkyZcpEnz59rL4WERERERERERGxXKFChYzjW7duJWquu3fvGseJSVRHPFfO0dERgMGDB/P48eMY+168eJFjx47F+pVYEW8EuLq6GiV5Y+Pm5mYcx1SrPG3atEyePNn4Pl26dHz++eeJjlEkIVJ90vudd96hS5cuAJw6dYqyZcvyxRdfsHz5cr744gvKli1rvKv14YcfUrNmzWhzeHh4YDKZMJlM+Pj4RGlzcHBgyZIlxrt3Xl5elC5dmq+++ooVK1bw888/06RJE9q3b09oaCgmk4kFCxYk67t4IiIiIiIiIiKvg7feess43r17t1Vj//zzT0aOHMn27dt58eIFISEhNotrwIABRn3w27dvM3LkyBj79ejRg/Lly8f6lVhxVSz4r8ibPGNLkC9fvtw4DggIYPr06QkPTiQR0iR3AC/DrFmzePLkCb/99ht+fn6MHj06Wp+2bdsyY8aMBM1fuXJltm7dStu2bfHz8+Ps2bOMGjUqWr+MGTOyYMECWrVqlaB1RERERERERETEcqVLlyZXrlz4+flFqV9tiV9++YW5c+cyceJEtmzZQt68eY22Bw8eJDim1q1bM2XKFEwmE7NmzWLXrl3MnDmTLl26ULly5QTPmxAR5V8inkEXl4jqCSaTicyZM0dr37hxI0uXLgXCqxw8fvyYMWPG0KpVK6PsicjLkup3ekP4x0VWrVrFb7/9RrNmzciRIwcODg64urrSuHFjfvvtN1asWGF8rCQhatSowYULF/Dy8qJ27dq4ubmRJk0asmTJQuXKlRk3bhyXL1/G09PThlcmIiIiIiIiIiKxsbOzo2PHjgCcP3/e4sT3w4cPWbFiBRBeyqRWrVoULFgQJycnAE6cOBHrWLPZTOHChalQoQI//vhjtPYKFSoYO6WnT59OmjRpCAsLo1evXtF2k/v4+GA2m2P9SqySJUsC8OTJE/755584+/79998A5M2bN1q9cn9/f3r16gVAwYIF2bNnD87Ozjx//pwePXrYJFYRa7wWSe8Inp6erF+/ntu3bxMUFMS9e/f4/fff401EX7161fhjUqtWrVj7pUuXjoEDB/Lnn39y9+5dgoODefDgAfv372f06NEqaSIiIiIiIiIi8pINHDjQ2Og4YMAAnjx5Eu+YoUOH8vTpU2O8g4MDjo6OxkMZN2zYEOPDHAEOHjzIpUuXOHLkCPb29nGuU6pUKfr37w/A8ePHmTJlisXXZQv16tUzjiPKrcTk1KlTHDhwAIA6depEax86dCi+vr5AeCK/VKlSRsmWXbt2Jbi6gkhCvVZJbxEREREREREReb3kzZvXKHV79uxZGjZsyM2bN2PsGxoayvDhw5k/fz4ARYsWZciQIUZ77969gfBSH8OGDYs2PiQkhIEDBwLhD3Zs27ZtvPGNGzeOnDlzAjBmzBjjQZcvQ+XKlalYsSIQ/py6HTt2ROvz6NEjOnfuDIC9vT39+vWL0r59+3bmzJkDQJs2bWjUqBEAn376qVHWZMSIEVy7di3JrkPkv5T0FhERERERERGRVG3kyJFGAvqvv/6iWLFi9OrVi9WrV3Pw4EF27tzJpEmTKF26NN999x0Abm5urFq1inTp0hnztG3blgYNGgDhO5obNWrEb7/9xv79+1m0aBEVKlRg//79QHgy25JP/WfMmNFYMyAggAEDBtj02uMzZ84cnJ2dCQ4OpmHDhgwcOJDt27ezf/9+pk+fTrly5Th69CgQnryOSJJHxNuzZ0/jOry8vIw2JycnY4f306dPjfInIi/Da/EgSxEREREREREReX3Z2dmxbNkyihYtyrfffsuzZ8+YNWsWs2bNirF/5cqVWbx4cbQHMJpMJlauXMl7773Htm3b2Lx5M5s3b442fvDgwXzyyScWx9epUydmzZrF7t27WbduHWvWrKFVq1ZWXWNClS1blk2bNvHee+/x4MEDpk6dytSpU6P0sbOzY+zYsfzvf/+Lcv6zzz7jypUrAEyYMIHcuXNHaa9Xrx7t27dn+fLlbN68mQULFtC1a9ckvR4RUNJbREREREREREReon+6/ZQs69rZ2fHFF1/Qo0cPFi1axPbt2zl79iyPHj3Czs6OnDlzUqVKFTp27EjTpk2xs4u5QELGjBnZsmULK1asYOHChRw5coSHDx+SJUsWqlevzoABA6hdu7bV8U2fPp0333yTkJAQBgwYQL169UifPn1iL9sitWrV4uLFi0ydOpV169Zx8eJFQkJCyJ8/P7Vr16Zv377GQy8j7Nu3z3hQZ4UKFaKVPYkwefJkfv/9d/z9/RkyZAgNGzYkV65cSX5N8npT0ltERERERERERF4b+fPn5/PPP+fzzz9P8Bwmk4n27dvTvn17i/p7eHhgNpvj7FO6dGmCg4MTHFNMfHx8LO6bJUsWxowZw5gxYyzqX61aNUJDQ+PtlytXLh4/fmxxHCK2oJreIiIiIiIiIiIiIpJqKOktIiIiIiIiIiIiIqmGkt4iIiIiIiIiIiIikmoo6S0iIiIiIiIiIiIiqYaS3iIiIiIiIiIiIiKSaijpLSIiIiIiIiIiIiKphpLeIiIiIiIiIiIiIpJqKOktIiIiIiIiIiIiIqmGkt4iIiIiIiIiIiIikmoo6S0iIiIiIiIiIiIiqYaS3iIiIiIiIiIiIiKSaijpLSIiIiIiIiIiIiKphpLeIiIiIiIiIiIiIpJqKOktIiIiIiIiIiIiIqmGkt4iIiIiIiIiIiIikmoo6S0iIiIiIiIiIiIiqYaS3iIiIiIiIiIiIiKSaijpLSIiIiIiIiIiIiKphpLeIiIiIiIiIiIiIpJqKOktIiIiIiIiIiKpVq1atTCZTAn6evTo0UuNtWvXrphMJjw8PJJsjbNnz0Y7d/XqVeOaJ06cmGRrx8bHx8dYf/ny5VHaIl6/4sWL23TNsWPHGmvevn3bpnNL8kuT3AGIiIiIiIiIiMjr42zxNxI07o1/oidrxXL+/v6MHDmSP/74g0uXLiV3OCJJSklvERERERERERF5LRw9etSq/hkyZEiiSF6+IUOGMHfuXPLnz5/coYgkOSW9RURERERERETktVCuXLnkDiHZhISEJHcICeLj45PcIUgKpJreIiIiIiIiIiIiIpJqKOktIiIiIiIiIiIiIqlGkpY3CQoKYvPmzRw4cID79+8THBxMWFhYvONMJhNz585NytBEREREREREREQsZjKZAFi5ciWtWrVixowZLFmyhHPnzhEWFkaxYsV4//336devH46OjrHO4+Pjww8//MDRo0f5999/KViwIF26dGHQoEEWxXH+/HmmTp3Ktm3buH79Ovb29hQoUIDGjRszaNAgcuXKFaX/2LFjGTdunPH9tWvXjGuZP38+Xbt2jbbG8+fPmTJlCsuWLePixYs4OTnxxhtv0L17d7p3726Mj8mVK1fw8vJiy5YtUeJr0qQJgwcPJnv27BZdZ4RatWqxc+dOihUrxj///BNjrPPmzWPjxo0cP36c+/fvkyZNGtzc3KhatSo9e/akdu3aVq0pKV+SJb337dtHx44duXHjRoLGK+ktIiIiIiIiIiKvmoCAAGrWrMm+ffuinD98+DCHDx9mxYoVbN++nXTp0kVpN5vNDB48mClTpkQ5f/r0aYYPH866devInTt3nGt7eXkxfPhwgoODo5w/efIkJ0+eZPr06SxatIh33303wdfn6+tLhQoVOHv2rHHu2bNn7Nu3j3379rFhwwZ+++23GBPf8+fPp0+fPgQGBkY5f+LECU6cOMGMGTP45ZdfaNq0aYLj+++8TZo0wdfXN8r5wMBAAgICuHr1KsuWLWPUqFFMmDDBJmtKypAk5U1u375N48aNuXHjBmaz2eovERERERERERGRV9Gnn37Kvn37qF+/Pt7e3uzfv5+5c+dSoEABAA4cOMD3338fbdyXX35pJLxLlizJokWL2L9/P0uXLqV8+fLs2bMHb2/vWNedNWsWgwcPJjg4mGzZsjFx4kT27NnDjh07+Oyzz3BxcSEgIIA2bdqwdetWY1zv3r05evQozZs3ByBXrlwcPXqUo0eP0qJFi2jr/Pjjj5w9e5ZGjRqxatUqdu/ezdSpU8maNSsAa9asiXGz6q+//kr37t0JDAykZMmS/Pzzz/z111/s3LmTL7/8EldXV/z9/fH09GT//v1W3PGYPX36lEaNGuHr60uGDBkYOXIkv//+O/v378fb25vu3btjb28PwFdffcWJEycSvaakHEmy03vSpEk8efIEk8lEgQIFGDBgAGXKlCFTpkykSZOkFVVERERERERERERidOzYMYv7FihQgEyZMkU7f+fOHfr06cOMGTOMc5UrV6Zhw4YUL16cp0+fsmTJEsaMGWO037p1i6+//hqAihUr4uPjY+wEr1y5Mu+99x5NmjThzz//jDGWf//9lyFDhgCQL18+du/eTb58+Yz2WrVq0bZtW2rWrMnjx4/p1q0bly9fxtHRkZw5c5IzZ04jae3o6Ei5cuXivPYRI0YY8QLUqFGDunXrUqZMGUJDQ1m6dCk9evQw2v39/enVqxcArVq1YsWKFVFKvLzzzjt06dKFqlWrcuPGDT766KNEJ6FnzZqFn58fAN7e3jRo0MBoi7inlSpVonfv3pjNZtatW0eZMmUStaakHEmSgd64cSMAefPm5eDBg8YvlYiIiIiIiIiISHIpX768xX1Xr15Nq1atop13cXFh4sSJ0c7nyZOHBg0a8Ntvv3Hx4kVevHiBs7MzAMuXL+fZs2cAzJgxI1rpEycnJ+bNm0ehQoUIDQ2NNvecOXMICAgwxkdOeEcoW7YsX331Ff369cPX1xdvb286duxo8fVGyJs3L+PHj492vkSJEtSoUYOdO3dy5syZKG2LFi3i0aNHODo6Mnv27BhrmufJk4evvvqKDz74gJMnT7Jnzx5q1KhhdXwRrl+/Tq5cuXB3d4+S8I6sffv29O7dGyBaCRRJ3ZKkvElEQfw+ffoo4S0iIiIiIiIiIqlGxYoVyZgxY4xtESVOACNJDbB582aj/a233opxbP78+XnnnXdibNu+fTsAOXPmpEmTJrHG1qVLFyPhvG3btjiuIna1a9fGwcEhxrYiRYoA8ODBgyjn//jjDwBKly6Nq6trrHM3bNjQOPbx8UlQfBG8vLy4detWnKVSMmbMSNq0aQGi1RmX1C1Jdno7Ozvz4sULChUqlBTTi4iIiIiIiIiIWM0Wz5KLaZd1hMg7uENCQozjc+fOAcRbXuPNN99kx44d0c5HPFSyQoUKMT5AMvL6JUqU4NixY9F2Y1vK3d091jYnJycg6rUBHD9+HAh/mGdc8UV25cqVBMX3X3Z24Xt6AwMDuXz5MhcvXuTMmTMcOXKEnTt38vz5cwDCwsJssp6kDEmS9C5SpAgHDx7k5s2bSTG9iIiIiIiIiIhIsvhvaZLIIid8IyfY7927BxBvRYQcOXLEeP7+/fsAZM+ePd743NzcAHj48GG8fWOSIUMGq8dExGeNR48eWT3mv54/f86PP/7IkiVLOHXqVLTEtqUJeEl9kiTp3aZNG/7++2+WLFnCoEGDkmIJERERERERERGRFMHS5GuaNDGn6qzZoR5RE/xlJnwj1mzcuDFfffWVRWNiekioNW7fvk3dunWj7GhPnz49JUqUoHTp0sbDRUuUKBGl1Iy8HpIk6d2/f3/mzp3L0aNHGTx4MJMnT9Y7KyIiIiIiIiIi8lrKkSMHly9fNnZ8xya23dlZs2bFz88v3vFg+a5yW8qSJQt37twhNDSUcuXKvZQ1e/XqxZkzZzCZTAwePJhu3bpRsmTJKDnIsLAwo7yJvF6SJOltMplYt24dLVq0YOrUqaxfvx5PT09KlChBpkyZYn3XKrIWLVokRWgiIiIiIiIiIiIv1RtvvMHly5c5cuQIZrM51s2hJ0+ejPF8yZIl8fPz4/Dhw3GOf/LkiVH/O+Khky9DiRIluHPnDkeOHCE0NBR7e/sY+/3777/MmDGDAgUKUKlSJYoVK5ag9W7fvs369esB6N69O5MmTYqxn6+vr2p5v6aSJOkd8VTUCJcvX2by5MkWjzeZTNEK4ouIiIiIiIiIiKRELVq0YOPGjdy6dYtt27ZRv379aH0ePHjA5s2bYxxfr149tm3bhp+fH5s2baJJkyYx9lu0aJGRU6tTp06UtqSswlCvXj127NjBv//+y5o1a3jvvfdi7DdjxgzGjBkDwOzZsxOc9L5y5YpR8qV8+fKx9luxYoVxrFzj68UuKSY1m81RvmI6F9+XiIiIiIiIiIhIatC2bVvjAZN9+/bl7t27UdrDwsLo3bt3rKU4unfvbmwy7devH76+vtH6nDhxglGjRgGQO3duWrduHaXdyckJIEnqW3/44Yc4OzsD8PHHH3P58uVofY4cOcK3334LhJdeadeuXYLXc3V1NY7/+OOPGPv4+PgYCXaAoKCgBK8nKU+S7PSO/AMlIiIiIiIiIiLyKjh27JhV/d3c3MiTJ0+i182cOTOTJ0/mgw8+4OLFi1SoUIH//e9/lCtXDl9fX6ZMmcKuXbtwcXHh2bNnMcbh5eVFr169uHr1KuXLl2fYsGFUr16dkJAQtm7dipeXFwEBAZhMJhYsWEC6dOmizJEjRw4gvMTI5MmTefvtt8mdO7dNri9HjhxMnjyZvn37cuvWLSpUqMCQIUOoVasWwcHB7Ny5kx9++MFIuP/www9kyJAhwesVKVKEUqVKcerUKTZs2EDr1q3p0qUL2bNn5+bNm6xevZrly5cbD9gE8Pf3T/R1SsqhpLeIiIiIiIiIiLwW4iqFEZOBAwfi5eVlk7U7derEw4cPGThwIDdv3qR3795R2kuXLo2npyfjx4+PcfxHH31EQEAAw4cP5969e3z66afR+mTOnJlFixbFWD6lSZMmfPHFF5jNZoYOHQrA559/Hut61urTpw/Pnj1jxIgRPHr0iNGjR0frY29vz8SJE+ncuXOi15s/fz516tThyZMnrFq1ilWrVkXr8/777/P48WM2bNjAP//8k+g1JeVIkvImIiIiIiIiIiIiMXnjn7MJ+koNBgwYwNGjR+nYsSMeHh44OTlRqFAhRo4cyV9//RXv7ufBgwdz6tQp+vTpQ5EiRUibNi1ZsmShQoUKTJgwgX/++YfmzZvHOLZy5cosW7aMMmXK4OzsTJYsWXjy5IlNr2/o0KGcPn2a/v37U7x4cdKlS4ejoyMFChSge/fuHDp0iGHDhtlkrYoVK3L06FE+/PBD8uXLh4ODA2nTpqVAgQK0adOGLVu2sGTJEqP++bVr1zh48KBN1pZXX5Ls9I5JYGAgR48e5c6dOwQEBODi4kKePHkoWbIkLi4uLysMERERERERERF5jfj4+NhkHkueQTd27FjGjh0bZ5+yZcuydOnSGNuGDRsWb1K4WLFizJgxI95YYtKuXbsYa2l7eHhYdH0//vgjP/74Y5x9ihYtyrRp06yKq1atWrGuH9frV6hQIebMmRPn3H369KFPnz7RzlvyWknKleRJ74MHD/Lll1+yefPmGAvGp0mThtq1azN69GiqVauW1OGIiIiIiIiIiIiISCqWpOVNvv76a6pVq8b69esJDAzEbDZH+woODmbr1q3UrFnTZjWEREREREREREREROT1lGQ7vb28vBg1apTxfd68ealTpw4FCxbExcWFp0+fcuHCBXx8fLh16xahoaGMGzeO7NmzRyvkLyIiIiIiIiIiIiJiiSRJel+7do0RI0YAkCFDBn788Uc6deqEyWSK1jcsLIzFixczcOBA/P39GTx4MM2bNydPnjxJEZqIiIiIiIiIiIiIpGJJUt5k+vTpBAUFYW9vz/r16/nggw9iTHgD2NnZ0aVLF9atW4ednR1BQUHMmzcvKcISERERERERERERkVQuSZLeW7ZswWQy0aZNG9555x2Lxrzzzju0bdsWs9nMhg0bkiIsEREREREREREREUnlkiTpfe3aNQDq169v1bgGDRoAcPXqVVuHJCIiIiIiIiIiIiKvgSRJer948QIAFxcXq8alTZsWgCdPntg8JhERERERERERERFJ/ZIk6Z0jRw4ATp06ZdW4iP7Zs2e3eUwiIiIiIiIiIiIikvolSdK7SpUqmM1m5s2bZ/Gu7SdPnjB37lxMJhNVqlRJirBEREREREREREREJJVLkqR3586dAbh9+zbvvvsujx49irP/48eP8fT05Pbt2wC8//77SRGWiIiIiIiIiIiIiKRyaZJi0iZNmlC3bl22b9/On3/+SYkSJejZsyd169alYMGCpEuXjoCAAC5dusT27duZM2cOd+7cwWQyUatWLZo3b54UYYmIiIiIiIiIiIhIKpckSW+ApUuXUr9+fU6ePMmdO3eYMGECEyZMiLW/2WzmjTfe4Ndff02qkEREREREREREREQklUuS8iYQ/jDKPXv20KdPHxwcHDCbzbF+OTg40KtXL/7++2+yZcuWVCGJiIiIiIiIiIiISCqXZDu9ATJkyMD06dMZPXo0W7ZsYf/+/dy5cwd/f3/Sp09Pzpw5qVy5Mo0bNyZ79uxJGYqIiIiIiIiIiIiIvAaSNOkdIUeOHHzwwQd88MEHL2M5EREREREREREREXlNJVl5ExERERERERERERGRly1RO71PnDhhHJcpUybG8wkVeT4REREREREREREREUskKuldrlw5TCYTJpOJkJCQaOcT6r/ziYiIiIiIiIiIiIhYItHlTcxmM2azOdbzCf0SERERERERERFJCgcPHuSTTz6hWrVquLq64ujoSObMmSlWrBjvv/8+y5YtIygoyKo5b968ib29vbFB9NixYxaNGzt2rDEmpi8nJyfc3d2pVasWkydP5smTJ1Zfb7FixYz5vLy8rB4vktIkaqd3ly5drDovIiIiIiIiIiKvt5W1QxM0rs0O+0Svff78efr06cOff/4Zre3x48c8fvyY8+fP88svv1CwYEGmTZtGkyZNLJr7l19+ISwszPh+3rx5TJ06NdExBwUF4evri6+vLzt37mTatGmsXbvW4tLAf//9N+fPnze+nz9/PoMGDUp0XCKvskQlvefPn2/V+eS2Zs0aZs+ezcGDB3n06BHZs2enYsWK9OzZk6ZNm9pkjZs3b/LTTz+xceNGrl27xvPnz8mdOze1atXi448/ply5cjZZR0RERERERERELLdt2zZatWpFQEAAEL77uU2bNlSqVAk3NzeeP3/O+fPn+e2339iyZQuXL1+mRYsWLF68mA4dOsQ7/9KlSwHInz8/165d45dffuH777/H0dHR4hhnz55NxYoVje/NZjMvXrzgzp07bN26lVmzZnH16lU8PT05evQoGTNmtDquEydOcPjwYSpUqGBxXCIpTaLLm6QEwcHBtG/fHk9PT37//Xfu3btHcHAwvr6+rF27lmbNmvHBBx8kuo74okWLeOONN/jqq684fvw4jx49IjAwkCtXrjB//nwqVqzIt99+a6OrEhERERERERERS5w6dYqWLVsSEBCAo6Mj06dP5/Tp03zxxRc0b96cKlWqULt2bXr16sXmzZvZtm0bmTNnJjQ0lJ49e3Ljxo145z9x4gQAo0ePBuD+/fusXbvWqjgLFy5MuXLljK/y5ctTtWpVWrVqxfTp05k1axYAly9fZubMmfHOFxoayvLlywHo06cPrq6uQPgudJHULEmS3t27d6d79+4W1y6K4OPjQ9WqValSpYpN4+nbty8rVqwAwMPDg4kTJ7Js2TLGjh1Lzpw5AViyZAmDBw9O8BqLFy+ma9euPH36lDRp0tC5c2fmzp3LokWL6Ny5M/b29oSGhvLpp5+yePFim1yXiIiIiIiIiIjEzWw2061bN549e4bJZGLVqlX07dsXe/vYy6XUrVsXb29vAAICAhg/fnyca0TketKnT88HH3yAh4cHYPvkcteuXcmbNy8Ay5Yti7f/li1buHv3LgA1a9akWbNmxtgXL17YNDaRV0mSJL0XLFjAwoULuX79ulXj7t+/z4EDBzh37pzNYtm9ezdz5swB4M033+T48eN8+umntG/fnjFjxnD8+HFKlCgBwI8//sjhw4etXsPPz4/+/ftjNptJnz49W7duZeHChXTv3p0PPviAhQsXsmbNGkwmEwCffPIJwcHBNrtGERERERERERGJ2Zo1azh06BAAvXr1MhK/8albty6NGzcGwNvbO9YHW5rNZiMBXb9+fRwcHGjdujUQnnT29fVN7CUYTCaTUZbkwoUL8faPKG3i6upKpUqVjLgePnzImjVrbBaXyKvmlSpvsmXLFoBElxmJ7JtvvjGO58yZE63WUfbs2Vm+fLmRkP7yyy+tXmP8+PH4+/sD4bWXatWqFa1Ps2bNaN++PQB37txh586dVq8jIiIiIiIiIiLWiSgDYmdnx6hRo6wa27NnTxo1asSXX34Za75q586dRvmTFi1aANCuXTsAwsLCWLhwYUJDj1HEDnVnZ+c4+wUEBBiJ7aZNm2JnZ0eDBg3IkiULoBInkrol6kGWEydONGoJxeSjjz6y6GmwYWFhPH78GH9/f0wmE4ULF05MWIbHjx/zxx9/AFCtWjXKly8fY7/SpUtTq1YtduzYwe+//86TJ0/IkCGDRWsEBwfz66+/AlC1alUjsR2T/v37kzlzZrJly0a2bNmsvBoREREREREREbFGQEAAO3bsAKBixYq4u7tbNd7T0xNPT884+yxZsgQAR0dHWrVqZaxVqFAhLl26xIIFC/jss8+sDz4Wx48fB4g1zxVh9erVxkM7I5LwDg4OvPvuu8ydO5ft27dz/fp18uXLZ7PYRF4ViUp69+3blylTpnD37l3MZnOUNrPZbNQMstbHH3+cmLAMu3btIjQ0FIB69erF2bdu3brs2LGDwMBA/vzzT1q2bGnRGj4+Pjx48ACAbt26xdm3WrVqVKtWzaJ5RUREREREREQkcQ4ePGiUJWnQoIHN5w8MDGTVqlUANG7cmMyZMxttHTp0YMKECVy4cIHdu3fz9ttvJ3q9hQsXcvHiRSD8wZRxiVzapH79+lHimjt3rrEL/fPPP090XCKvmkQlvTNmzIiXlxcjRoyIcv7atWuYTCZcXV1xcXGJdx47OztcXFxwd3enY8eOfPDBB4kJy3Dy5EnjuHTp0nH2LVmypHF8/Phxi5PeR48eNY6rVq1qHD958oQzZ87w8OFD8uTJQ6lSpYwSKiIiIiIiIiIikvTOnz9vHBcqVMjm82/YsIFHjx4B4cnkyDp27MiECROA8FIiliS9L168GCVxDuFVBvz8/Fi3bh0LFiwAwjdexrUD/e7du2zbtg2A1q1bkybN/6UAa9euTa5cufDz82PBggX873//U85KUp1EJb0h/OMRER+RiGBnF14qfPbs2UYto+Rw9epV4zjiqbmxiXjyLYQn7S116tQp47hgwYLcvn2b4cOH4+3tzfPnz422PHnyMHr0aHr27Kk/JCIiIiIiIiIiL0HEp/Mh/LlusXn+/Dnnzp2Lc66cOXOSM2fOKOcidlOnS5eO5s2bR2l74403KFu2LMePH2flypVMmzaN9OnTx7lGz54942wH6NGjR5zlhgGWL19u1CD/bzLezs6Otm3bMmXKFC5fvoyPjw+1a9eOd12RlCRJHmSZL18+8uXLZ9Eu76R0794949jV1TXOvlmzZjWO79+/b/Ea169fB8IfHnD+/HlKlSrF4sWLoyS8AXx9fenVqxfdunUjLCzM4vlFRERERERERCRhIudg/luaN7Jz585Rvnz5OL9+/vnnKGMePXrE77//DkDLli1jzIN17NgRCK8tHvFMuMSaN28e7dq14/Hjx7H2iagz7u7uHuMO84i4AObPn2+TuEReJSZzXL/xL8GxY8coW7Zskux+btiwIVu2bAHAz88v2rtxkfn5+ZE7d24A6tevb4yLT4UKFThy5AhOTk64urri6+tLy5YtGTVqFKVLl+bx48f89ttvjBo1iocPHwIwfvx4q+olxfWQBT8/P1xdXdm6dWu884Q+DrRovTDn8NfC7kX8Pxr2mZwsmtMalsRpTYxg+zh1L23L1nEmV4yQ/HH6BQbH2yfL//9z+9DCv/65nBwSEVF0lsQI1sVp6xghZdxLsH2cyRUjpIw4k/s11720Lf3+2E5KeM11L21Lvz+2kxJec93LuNWvXx8HBwdu3rxp2aSpSHBwsFFfunDhwjg4WPa6rqwdmqD12uywt3rMjz/+yIABA4DwZHFsz2M7duxYvA+GHDNmDGPHjjW+nzVrFr169QJg/fr1NGvWLNqY69ev4+Hhgdlspnr16uzZsydan7FjxzJu3DgAduzYQa1ataK0BwUF8fjxY06ePMmCBQtYvHgxEJ6T2r17N2nTpo3S//z58xQrVgyAoUOH8v3338d4PYULF+bSpUu4uLjg5+dHxowZ47x+kZcloX9bIkuSnd4R/P39GTt2LEWKFGHnzp3R2u/evcubb75Jrly5GDduHC9evLDp+sHB//cPnpNT3MmlyO0RH/+wxNOnT4HwBxf4+vrSt29f1qxZw1tvvYWzszM5cuSgT58+7Ny503jHb8KECdy6dcuaSxERERERERERESsVLlzYOI4rF1OuXDnMZnO0r8hVBP4rorQJQPPmzTGZTNG+8ufPb+ww37t3LxcuXLD6GhwdHXFzc6NOnTosWrTIeLbe4cOHmTlzZpxxTZo0Kca4TCYTly5dAuDZs2esWLHC6rhEXmWJrukdm3/++YdGjRpx48YN4/uaNWtG6XP58mUgvAzJ+PHjWbVqFVu2bIlzR7Y1Ir/TFfGk3tgEBv7fLk5HR0eL14i8UT5fvnx4eXnF2K906dJ8+umnjBkzhqCgIBYsWMBnn31m0RpxvVscsQu8TJky8c8zYrdF691r6gyA28b434Rwn/iWRXNaw5I4rYkRbB+n7qVt2TrO5IoRkj/OBjuOxdtnYfrwXRVdnlq2S+L2W/H/fbGGJTGCdXH+P/buO67K+v3j+OsAghsH4lZcac4cpVnugVvRnDkwNffX0qY2zJEzNTX33vp14FZScFtaqblyJSqOECc4mOf3B1/un8Q6wEEE3s/Ho0c39319Pp/r3EewrvPhuq2dI6SOewnWzzOlcoTUkWdKv+e6l9al7x/rSQ3vue6lden7x3pSw3uuexm3xOxAlJenWrVq2NjYEB4ezp49exgxYoRV5r1+/ToHD1r2/4kvWrRoEePGjUvS2iNGjGDGjBk8efKE5cuX89FHH0W5/mLROyF5WdJPXCS1SJai99OnT2nWrJnR7zpz5swxFpLz5cvHkCFD2LBhA76+vpw9e5Y2bdpw+PBhbG0T/isr//biwwHi20X+4vV//1qIpWt06NAhzr/sOnfuzLfffguQqB+MIiIiIiIiIiJiOScnJ2rUqMGRI0c4ePAg/v7+8T73zRIrV640NkKOGTPGaCcSk7CwMHr06EFQUBDLli1jzJgxSap7Zc2aldKlS/PHH39E2zl+9OhRYwd3586dadu2bZxzjRkzhlOnTvHLL79w/vx5Xn/99UTnJfIqSZai95w5c/Dx8cFkMtG+fXvmz59PtmzZosW5uLgwdepUJkyYwJAhQ5g7dy7Hjx9n+fLluLu7JzmPnDlzGsf37t2jaNGiscZa+jTff3ux31F8PxhKlSqFnZ0doaGh6bLXl4iIiIiIiIjIy9avXz+OHDlCWFgYX331VbQHUiZG5G7qXLly8fnnn2NnF3eJbd26dWzcuJFbt26xe/dumjVrlqT1Ix/Q+e/Nly/u8v7kk0+oUqVKnPPcvn2b//znP0DEAy0nTpyYpLxEXhXJ0tN748aNQEQ/pDVr1sRY8H6Rvb09M2fOpEKFCkDifg0jJi9+yha56zw2L153cXGxeI3ixYsbx5Y8EzRyx/uLTw8WEREREREREZHk0aVLF9544w0A5s6da9StLBHTM+pOnjzJ2bNnAXBzc4u34A3QtWtX43jRokUWrx+Te/fuGeuXK1fOOB8aGmr05i5ZsmS8BW+ATp06GfkvX748Qc+5E3mVJUvR+9y5c5hMJnr06GHxGFtbW95//33MZjMnT560Sh4vfuNH/jCIzYvXI4vvlngx1sfHJ87YwMBAnj59CkDBggUtXkNERERERERERBLH1taWlStXGpsy27dvz7fffktISEisY+7cuUP//v1p3769cc5kMgGwYsUK41zHjh0tyqF58+ZGR4KtW7fi7++f4NcBERsuP/74YyP3Ll26GNd27dplzNuhQweL5suTJw+NGzcGIl7zjh07EpWXyKsmWYrez549A0jwAykjd1gHBARYJY8aNWrg4OAAgJeXV5yxe/fuBSJ+ENaqVcviNerVq2ccb9++Pc7Yw4cPG8eVKlWyeA0REREREREREUm8smXL4unpiZOTE+Hh4YwaNYoCBQowZMgQVq9ezeHDh/H29mbRokW0bduWYsWKMWfOHOO3+nv37s1HH31EeHg4q1evBiL6hdevX9+i9e3t7XnvvfcACA4OjrXLweXLlzl58mS0f44ePcrixYupVasWy5cvByI2Yvbq1csY++Kclha9Ad5//33jePHixRaPE3mVJUtP70KFCvH3339z+fLlBI27ceMGENEPyRqyZ8+Oq6srW7Zswdvbm9OnT8e4i/vUqVPGr6s0adIER0dHi9d44403KFu2LOfOnePEiRPs2LEj1r5MP/74o3HcqVOnBL4aERERERERERFJrBo1anDmzBmGDRvG6tWr8ff3Z/r06UyfPj3WMa6urowYMcLYILl3715u3boFQNu2bRP0QMquXbsyf/58IKK4PGTIkGgxffr0sWiuypUrs3XrVqOnd0BAAFu2bAEi2v0mZLNlmzZtyJo1K4GBgWzfvh0/P78EPe9O5FWULDu9y5cvj9lsZunSpRb3AgoPD2fZsmWYTCajz5I1DBs2DIj49Y8uXbpw9+7dKNf9/Pzo3Lmz8cndp59+muA1Ro4caRx/8MEH/Pnnn9FiJkyYwM6dOwGoW7cuVatWTfA6IiIiIiIiIiKSeHnz5mXFihVcunSJsWPH0qBBA/Lnz4+9vT2ZM2fGxcWFRo0aMX78eM6dO8euXbuidARI7G5qgFq1alG0aFEgYgPm77//btE4GxsbsmXLRqlSpXjvvfdYs2YNx48fj9I6d9OmTUZL3Rdbslgic+bMuLm5ARASEmLsJBdJzZJlp3ePHj3YvHkzly9fxt3dnUWLFhkPcIxJWFgYAwYM4PTp05hMJov7IVmidu3a9OjRg6VLl3LmzBkqVapE//79KVWqFJcuXWLWrFncuXMHgF69elGnTp1oc7i4uHDt2jUAvL29qVu3bpTr7du3p3v37ixbtox//vmHt956i+7du/Puu+8SHBzMunXr+PnnnwHImjUrCxYssNrrExERERERERFJTdp7W747OrkUL16c4cOHM3z48ASNW7RoUaIfRGkymWJ8HtzIkSOjbKhMjO7du9O9e/dEj1+2bBnLli1LUg4ir5JkKXq3bNmSN998k+PHj7N69Wp+/fVX+vTpY3yilSlTJp4+fcr169c5evQoCxYs4MKFC5hMJsqXL0+3bt2sms+8efMICAhg48aN3L59m2+++SZaTIcOHZg1a1ai11i8eDE5cuRgxowZBAUFMX/+fONXViIVKlSIrVu3UqJEiUSvIyIiIiIiIiIiIiKxS5ait62tLRs3bqR69ercunWLv//+my+//DLOMWaz2SgK29hYt+uKvb09GzZsYNOmTSxatIjjx49z//59HB0defPNN+nTp4/xaxyJZWNjw48//ki3bt2YN28eXl5e3Lp1i8yZM1OiRAk6depEr169yJ49u5VelYiIiIiIiIiIiIj8W7IUvQEKFizI2bNn+fTTT1m8eDFhYWGxxtra2tKxY0d+/PFHcufOnVwp4ebmlqjidky/ehKbatWqUa1atQSvISIiIiIiIiIiIiJJl2xFbwBHR0fmzZtnPMTx119/5Z9//uH+/ftkzpyZvHnzUq1aNZo2bUqhQoWSMxURERERERERERERSQeStegdKWfOnHTp0oUuXbq8jOVEREREREREREREJJ2ybvNsEREREREREREREZEU9MoVvQMCAli4cGFKpyEiIiIiIiIiIiIiqVCytjc5deoUq1at4sKFCzx9+pSwsDDMZnOUGLPZTEhICM+fP+fRo0dcu3aN8PBwevXqlZypiYiIiIiIiIiIiEgalGxF78mTJ/PFF19EK3LH5sU4k8mUXGmJpCtrr06IN+btsKH/i51i0ZzDqJWknERERERERERERJJTshS9T58+zeeff25xwTuSyWSiUaNGNG7cODnSEhFJNEs+QICEfYigDxBERERERERERKwvWXp6z5kzB7PZjMlkom3btvz666/4+fnRu3dvAPr164e/vz+XL19m/fr1vPvuu8bYxo0bM3To0ORIS0RERERERERERETSuGQpeh84cACASpUqsX79et58802cnJxwdXUFwMvLi1y5clG8eHHatm3L/v376datG2azmeHDh3Pt2rXkSEtERERERERERERE0rhkKXrfunULk8lEp06dopyvWrUqAJcuXcLf3984bzKZmDt3Lnnz5iUkJIQ5c+YkR1oiIiIiIiIiIiIiksYlS0/vgIAAAIoVKxblvIuLC5kzZ+bZs2ecPHmShg0bGtcyZszI+++/z5QpU9i/f39ypCUiIiIiIiIiCbTIPN2iuJz0+F/8UktmTUJGIiIicUuWorejoyP379+P8VqJEiU4c+YM58+fj1L0BihXrhwAly9fTo600j09iE9eVZb82dSfSxERERERERERsUSytDfJnz8/AH///Xe0ayVLlgTg9OnT0a7Z29sD8OjRo+RIS0RERERERERERETSuGTZ6f3uu+9y5swZ1qxZw6effoqNzf/X1suUKYPZbI6xhcmZM2cAcHBwSI60RERERERERCSBKnr2tCjubvOMlsfXT0pGIiIicUuWnd4dOnQA4M8//8TNzS1Ku5J3330XiGhhsnTp//f5unz5MnPnzsVkMvHaa68lR1oiIiIiIiIiIiIiksYlS9G7bt26NGzYELPZzLZt2yhdujQ///wzAI0bN6Zo0aIA9OrViwYNGtC6dWuqVKnCw4cPAWjdunVypCUiIiIiIiIiIiIiaVyyFL0B/vvf/1K7dm3MZjMABQoUAMDW1pZ58+Zha2uL2Wxm3759bNu2jSdPngBQvHhxPvroo+RKS0RERERERERERETSsGQrejs6OrJv3z62bNlCt27dKFGihHGtUaNGbN++nZIlS2I2m41/XF1d2bdvH9myZUuutEREREREREREJJ07fvw4n376KTVr1sTJyQl7e3ty5MhB6dKlef/991m9ejXBwcEpnWaKGzlyJCaTCZPJxJ07d17auj4+Psa648ePf2nrpibnz59P6RReacnyIEuz2YzJZAKgRYsWtGjRIlpMo0aNuHDhApcuXeLevXu4uLiQL1++5EhHRERERERE5JW0yDw93pic9Phf7NJ4Io1Zk5BR6qV7mXr80DF6ncgSw9ZuS/LaFy9epH///nh5eUW79ujRIx49esTFixdZtWoVxYsXZ8aMGTRr1izJ64pYy+PHj/nyyy/ZtWsXV65cSel0XlnJUvTu1q0bjx8/pnfv3rRq1SrO2FKlSlGqVKnkSENERERERERERASAPXv20KZNG6PFbunSpWnfvj1vvfUWefLk4dmzZ1y8eJGNGzfi6enJ33//TatWrVi+fDmdO3dO4exFIgwdOpSFCxcaz0yUmCVL0fvgwYP4+vqSI0eOeIveIiIiIiIiIulVRc+e8cbcbZ7R4lgA6iclo9RL91LicubMGVq3bs3Tp0+xt7dn6tSp9O3bF1tb2yhx9erVo2/fvuzdu5f33nuPhw8f0qdPH959910KFy6cQtmnPy4uLsZzAiWq0NDQlE4hVUiWorefnx8Q0cJEJKHWXp0Qb8zbYUP/FzvFojmHUStJOYmIiIiIiIhI6mQ2m+nZsydPnz7FZDKxYcOGGFvxvqhBgwasX7+ehg0b8uTJE0aNGsX8+fNfUsYiklTJUvR2dnbG19eXBw8eJMf0IiIiIiIiInGypL8zJLTHs/o7i6RGHh4e/PbbbwD07ds33oJ3pAYNGtC0aVN27tzJ+vXr+emnn7C3t0/OVEXESmySY9I+ffpgNpuZOnXqS32yq4iIiIiIiIiIyIvmzp0LgI2NDSNGjEjQ2D59+tCkSRPGjh0bra2Ei4sLJpOJyZMnc/78eerWrUumTJlwcnKifv36UWpioaGhLFu2jLZt21K0aFEyZ85MpkyZKFy4MG5ubmzatCnGdh5LlizBZDKRNWtWAHx8fBg4cCDFixcnY8aMODs74+bmxr59+2LMf+TIkZhMJkwmU5w1usiYfv36Jej+ANy9e5fhw4dTqVIlsmfPTpYsWShTpgyDBw/m77//TvB8EPE6I3MaP358lGt169bFZDLx0UcfAbB+/Xrq1q1Lrly5yJ49O2+++SaLFy824sPCwpg+fTpVqlQhS5Ys5MiRg0aNGuHt7R3j2pHv67Rp0wgPD2f+/PlUr16d7NmzkytXLurUqcPmzZuN+KdPnzJ69GjKli1LpkyZyJ07N23atOHEiRNxvkYvLy969epF6dKlcXR0xN7enrx581KvXj1+/PFHnj17FiU+8r1cujTiQ9pr164Z92jJkiXx3rcXubu7YzKZyJgxY6z3/bfffsPDw4Ny5crh4OBAwYIF6dGjR7S5tm7dStu2bSlQoAAODg44Ozvj6urKsmXLCA8Pj/MeJKdk2ek9YsQIfH19mTdvHhUqVKBnz57UqlWLMmXKkCNHDhwcHOKdI3v27MmRmoiIiIiIiKQDlvZsTlCPZ/V3Fkl1njx5YhQ3q1WrRqFChRI03s3NDTc3tzhjbty4Qe3atfH39wfg+fPnXLt2jbx58xrXmzZtytmzZ6ON9fX1xdfXFw8PD7p27cry5ctjXWffvn20bt2ax48fG+fu3r2Lh4cHHh4eTJo0iU8++SRBry+pdu3aRadOnXj06FGU8xcuXODChQvMmzePWbNm0atXL6uvbTab6dWrF4sWRf0tnN9++40PPviAv/76i2+//ZbmzZtH+1Bgz549eHl58d///pe2bdvGOH9wcDDNmzdn165dUc4fOHCAAwcO8NNPP/Hee+/RoEEDzpw5Y1x//vw5mzdvZvfu3Xh7e1OjRo0o44OCgujatSvr16+Ptqafnx9+fn7s27ePhQsXsm/fPnLlypWQ22I1O3bsYOTIkcaHMbdu3cLG5v/3Tz99+pT3338fDw+PKOPu3r2Lp6cnnp6ezJkzBw8PD5ydnV9m6kAy7fR+5513+PPPP8mYMSP37t3jhx9+oE2bNpQpU4Z8+fKRM2fOOP9JqTdTRERERERERETSjuPHjxMcHAxA48aNk2WNmTNn8vDhQ0aNGsWhQ4dYsGABI0aMwGQyER4eTsuWLTl79iz29vYMHDiQrVu38ssvv+Dh4cHHH39sbA5dsWIF27Zti3GN4OBg2rVrR3BwMJ9++ine3t7s37+fzz77zHgY55dffsmVK1eS5TXG5MiRI7Rs2ZJHjx5RtGhRpkyZwqFDhzh8+DDTpk2jaNGiBAcH07t3bzZs2GD19VeuXMmiRYuoVKkSy5cv59ChQ0yfPt3YFf/DDz/QqlUr9u3bR6dOndi5cyeHDx9m+PDh2NjYEB4ezpAhQwgLC4tx/okTJ7Jr1y7q1KnD+vXrOXDgAKNHjyZDhgxAxP1u3bo1586do3///uzdu5cDBw7w4YcfAhHF76FDh0ab95NPPjEK3i1btmTt2rUcOXKEXbt2MXHiRPLlywfA6dOn+f77741x/fr148SJE7Rs2RKA/Pnzc+LECU6cOEGrVq2sdFf/33fffYezszOLFi3i4MGDjB07lr59+xrXO3TogIeHByaTySh+Hzt2jC1bttC1a1dMJhNHjx6lefPmxvfgy5QsO71/+eUXTCaT8UmAnrYqIiIiIiIiIiIv28WLF43jEiVKJMsa4eHhjBo1ymid8s477xjXPDw8OHXqFAAzZswwCqKRWrdujaurK02aNDHiY+o5HhISQkBAAF5eXrz77rvG+dq1a1OwYEGGDBlCaGgoa9asSXALl8QIDw/H3d2d0NBQqlevjqenZ5SuDTVr1sTd3Z169epx4sQJ+vfvT/PmzaO100iKe/fuUa1aNfbv30/mzJmBiHufKVMm+vTpQ1hYGHv37uWLL75g3LhxUXID+P777/H19eXPP/+kcuXKMc7fsmVLNm3aZHywUKtWLZ4/f87YsWN5/Pgxv/zyC3PmzIlSDK5VqxaBgYGsWrWKo0ePcv/+fWODr5+fH3PmzAGgc+fOrFq1Ksqarq6udO/enTJlyvDw4UM8PDyYPHkyAPny5SNfvnzGXPb29rzxxhvWuJUxCg8PZ8OGDcaf5xf/3C1fvpzt27djMplYvXo1HTt2jDK2ZcuWNGrUiB49evDbb78xY8YMhg0blmy5xiRZit61a9fGZDIlx9QiIiIiIiIiIiIWuX//vnEcV4uFZ8+eceHChTjniiw6xuTfxexIly9fpnDhwoSFhcXa4sPV1ZUcOXLw8OFDbt68Gev6HTp0iFJ4jNSjRw8++ugjzGZzlDYbyWnHjh1cunQJgHnz5sXYptjR0ZHp06dTq1Yt7t69y/r16+natatV8xg9erRR8I7Upk0b+vTpA0S0T/7mm2+ijWvWrJmxi/rKlSsxFr0hYrd3ZMH7xfnHjh0LQKlSpaIUvF+cP7Kg/ffffxuF6jNnzlC8eHF8fHxi/XAib9681K1bFw8Pjzj/PCS3cuXKRfkA50U//vgjEHEv/l3wjtS9e3eWLVvG3r17mT17dtooesfWPF9ERERERERit8g8Pd6YnPT4X+xSS2dNQkYiIqnbiw/Si6sTwYULF2ItfEb69ttvGTlyZLTzRYsWJU+ePDGO+eyzz/jss88IDw+P0g/53/Lly8fDhw8JCgqKNaZBgwYxnnd0dCRXrlzcu3ePwMDAOF+DtUT2uc6dOzcVK1aMNa5mzZpky5aNgIAA9u3bZ9Wit62tLbVr14523snJiQwZMhASEsJbb71FpkyZYoyJ9OTJkxjnz5cvH2XKlIl2Pn/+/MZxnTp1Yhwb2/z169fnwoULFv15AOL885DcqlWrFuN5f39/fv/9dyDi9cTF1dWVvXv3cuXKFXx9fRPcUz8pkqXoLSIiIiIiIiIiktJe3IHs5+eXLGsUKFAg3pjIAmdISAjXrl3j8uXLnD9/nhMnTnDgwAGuXbsGRC3S/1uRIkVivZYlSxbu3btHaGhoArNPnMiWLffu3bO428PVq1etmoOTk1O0Xd6R7O3tCQkJMR4m+m+RfdQh9g9DihYtGu/YxM4f+efBbDZz69YtLl++zIULFzh16hRHjhwx7m9KtoyO7c91ZG4AgwcPZvDgwRbNd/XqVRW9RURERERE0qOKnj3jjbnbPKPFsQDEvQlLRCRNK1mypHF869atWOPeeOONGAuM/v7+se7ijpQtW7Y4r4eGhrJo0SIWLVrEH3/8QUhISLSYyAcrxiVLliyxXossPL+sIum9e/cSPObhw4dWzSHygZVxsbNLfOkzOef39PRk+vTp7N+/P8bd+TY2Nin+jMTY/lwn5r0H67//8UlS0btKlSqYTCamTJkS63Z+ERERERERERGRlFCtWjWjoLxnz55kechjXDudAwMDadasGQcPHjTOZcyYkbJly1KuXDneeustGjVqRLt27Th79qzVc7NEfMX2mISFhQFQqVIllixZYtGYmNqMJEVSCtopOf/QoUOZOnWq8bWNjQ2lSpWibNmyVK1alXr16rFixQpmz56dLOuDZe95bH+uI997gNmzZ1OjRg2L1ixWrJhlyVlJkt69kydPYjKZePToUZxx169fByIeGGDNp7SKiIiIiIiIiIjExsnJiRo1anDkyBEOHjyIv79/lH7LyW3EiBFGwbt79+4MHjyYypUrR3s4YnL14n6xcBnbzuGAgIAEz5szZ04g4gGgb7zxRqJyS482bdpkFLxr1KjByJEjqVWrVrQ2LfPmzUvU/Ja835C49zxS5HsPEf3kX9X3P/aO6Vbk4uJC8eLF8fT0fBnLiYiIiIiIiIiIANCvXz8gYofqV1999dLWDQsLY/HixQA0bNiQpUuXUq1atWgF7+Dg4GTrN/7ibuXnz5/HGOPr65vgecuWLQvA5cuX42xbERISwnfffcfixYs5efJkgtdJa+bPnw9EFI49PT1xdXWNsS/5jRs3EjW/Je83JO49jxT53gMcP348ztjdu3czdepUPDw8XtpDViO9tJ7eKd2HRkRERERERKxjkXl6vDE56fG/2KWWzJjEjEREYtelSxemTJnCyZMnmTt3Lo0bN6Zt27YWjd2/f3+i1/Xz8zN21Ma1G3bLli08e/YMwOoPosyRI4dxfP369RhbTPz8888Jnrdhw4YsXryY8PBwFi5cyLBhw2KMW716NSNHjgQidr2/qruCX5YrV64AUKJEiVh7Zvv6+nL48GHj69DQ0CjF7Lja6fz7/Y6Jv79/kj6AKFKkCKVKleLSpUusXr2a0aNHx9hvPjw8nEGDBnH58mUyZszI3bt3E71mYuhBliKJsPbqBIvi3g4b+r/4KfHGDqNWknISERERERERkehsbW1ZuXIlNWrUICAggPbt2/PVV1/x1VdfkSFDhhjH3Llzh++++465c+ca5+IqNsYkR44c2NnZERoayt69e6MVLwFOnz7NoEGDjK+Dg4MTtEZ8ypcvbxzPmTMn2jP5rly5wvfff5/gedu1a8cnn3zC7du3GTlyJLVr1+bNN9+MEnPt2jU+++wzADJkyECfPn0S8QrSFicnJy5evMjZs2fx9fWlUKFCUa7fv3+fzp07ExQUZJwLDg6O8ufGwcEBgCdPnkSbP0uWLLi4uODj44OHhwfjx48nb968xvXQ0FAGDhyY5A9XBg0axJAhQ7hz5w4ffvghy5Yti/YbDMOHD+fy5csAdOvWzaIHg1qTit4iIiIiIiKSIBU9e8Ybc7d5RotjqZ/UjERE4la2bFk8PT1p2bIl/v7+jBo1ilmzZtGlSxdq1KhBkSJFCA4O5urVq2zbto2dO3dGaQ/Ru3dvPvroowStmSlTJpo0acK2bds4ceIEjRs3ZuDAgRQqVAg/Pz927NjB0qVLjV3eAI8fP7bWSwagZs2aFClShOvXr7NmzRpsbGzo0aMHGTNm5MCBA0ydOpWAgAAKFSqUoJYXDg4OzJ8/n5YtWxIYGEjt2rUZNGgQTZs2xc7OjmPHjjFp0iSjbctXX31F0aJFrfraUqO2bdty5MgRnj17Rt26dfniiy8oV64cAQEBHD16lHnz5nHr1q0oYx4/fhylBUpkEdvf358pU6ZQq1YtChQoQMGCBQHo3Lkz48aN4+HDh9SpU4cRI0ZQqlQpLl++zMyZM/n1118pXrw4f//9d6Jfx4ABA1i7di1Hjhxh1apVXLp0icGDB/Paa69x69Ytli5dyubNm418x4wZk+i1EktFbxERERERERERSfNq1KjBmTNnGDZsGKtXr8bf35/p06czfXrsLZtcXV0ZMWIEtWol7rezp0+fzu+//87t27fx9vbG29s7WkyjRo0oXLgwixYtwsfHh+fPn5MxY8ZErfdvGTJkYPHixbRo0YJnz56xatUqVq1aZVy3t7dn0aJFrFixIsF9nps3b87KlSvp1asXz549Y/LkyUyePDla3JAhQ/j666+T/FrSgkGDBrF161b279/PlStXYtz9Xrx4cT744AOj//xff/1Fvnz5jOvNmjVj9OjRmM1mo63M119/zahRowD44osv2LNnD8ePH+fChQt07949yvytW7fmvffeo1u3bol+HXZ2dmzbto127drh7e3N8ePHo60DULhwYbZt24azs3Oi10p0ji99RRERERERERERSbeGrd2WYmvnzZuXFStWMGrUKNasWYOXlxfnzp3j3r172NnZ4ezsTKlSpWjQoAGtWrXi9ddfT9J6xYoV48SJE4wbN47t27cbDyh0dnamUqVKuLu74+bmxu7du1m0aBFBQUFs3bqV9u3bW+PlAlC/fn3Onj3LhAkT2LVrF7dv38bJyYl69erx2WefUbFiRVasWJGouTt37kydOnX48ccf2b17N1evXuXZs2fkzZuXd955hwEDBlC7dm2rvZbUzsHBAU9PT6ZPn87q1au5cOECQUFB5MyZk9dff522bdvSq1cvQkNDGT16NEFBQfz3v/+lbt26xhzVq1dn9erVfP/991y8eJFMmTIZveMBsmfPzqFDh5g1axYrV67k/Pnz2NnZUb58eXr37o27uztr1qxJ8mvJmTMne/fuZcOGDaxYsYLjx4/j7++Pg4MDZcqUoU2bNgwcOBBHR8ckr5UYKnqLiIiIiIiIiEi6Urx4cYYPH87w4cMTPYePj49FcXnz5mXatGlMmzYt1pimTZtiNpujnXd3d8fd3T3JuRQrVow5c+bEen3Xrl0xnh85cqTxIMrYFChQgAkTJjBhgmXPP7OEi4tLjPcDYN++ffGODwwMTPT88d1LJyenWMdGqlu3bqwx9vb2fPLJJ3zyySdxzvFie51/69ixIx07doz1ur29PR999FGsLXk6depEp06dop2P677ExGQy8d577/Hee+9ZPOZlsUnpBERERERERERERERErEVFbxERERERERERERFJM9TeRERERERE0rxF5tgfUvainPT4X/xSS2ZNQkYiIiIiklysUvT+6quv4uxLlNA4k8nE3r17k56YiIiIiIiIiIiIiKQrVil6nz17Ns7rJpPJojgAs9lsxIuIiIiIiFhDRc+eFsXdbZ7R8vj6SclIRERERJJLkoveCXmip4iIiIiIiIiIiIhIckpS0dvb29taeYiIiIiIiIiIiIiIJFmSit516tSxVh4iIiIiIiIiIiIiIklmk9IJiIiIiIiIiIiIiIhYi4reIiIiIiIiIiIiIpJmqOgtIiIiIiIiIiIiImmGit4iIiIiIiIiIiIikmao6C0iIiIiIiIiIiIiaYaK3iIiIiIiIiIiIiKSZqjoLSIiIiIiIiIiIiJphoreIiIiIiIiIiIiIpJmqOgtIiIiIiIiIiIiImmGXUonICIiIiIiMVtknm5RXE56/C9+qSWzJiEjEREREZFXn4reIiIiIiKSJJYU5xNWmAcV50VEREQksZJU9J4+3bKdJ4nxn//8J9nmFhERERERERGR9Ov48eOsW7eOw4cPc/HiRR4/fkzmzJnJmzcv1apVo0WLFrRr1w57e/uUTjVFjRw5ku+++w6A27dvky9fvhTO6NXz119/UaZMmZROQ/4lSUXvjz76CJPJZK1colDRW0RERETSu4qePS2Ku9s8o+Xx9ZOSUcwsWTdBOUKy5CkiIq8G3y8OJmpcofG1krz2xYsX6d+/P15eXtGuPXr0iEePHnHx4kVWrVpF8eLFmTFjBs2aNUvyupL2XLp0iX79+lG4cGGWLFmS0unIvyS5vYnZbLZGHlEkVyFdRERERERERETSpz179tCmTRuePHkCQOnSpWnfvj1vvfUWefLk4dmzZ1y8eJGNGzfi6enJ33//TatWrVi+fDmdO3dO4ezlVdO0aVOuXLlCjx49UjoViUGSit6LFy+2Vh4iIiIiIiIiIiLJ4syZM7Ru3ZqnT59ib2/P1KlT6du3L7a2tlHi6tWrR9++fdm7dy/vvfceDx8+pE+fPrz77rsULlw4hbKXV1FoaGhKpyBxSFLRW59kiIiIiIiIiIjIq8xsNtOzZ0+ePn2KyWRiw4YNtGjRIs4xDRo0YP369TRs2JAnT54watQo5s+f/5IyFpGksknpBERERERERERERJKLh4cHv/32GwB9+/aNt+AdqUGDBjRt2hSA9evXExwcnGw5ioh1qegtIiIiIiIiIiJp1ty5cwGwsbFhxIgRCRrbp08fmjRpwtixY6O1s3BxccFkMjF58mTOnz9P3bp1yZQpE05OTtSvX587d+4YsaGhoSxbtoy2bdtStGhRMmfOTKZMmShcuDBubm5s2rQpxufmLVmyBJPJRNasWQHw8fFh4MCBFC9enIwZM+Ls7Iybmxv79u2LMf+RI0diMpkwmUxR8vm3yJh+/fol6P4A3L17l+HDh1OpUiWyZ89OlixZKFOmDIMHD+bvv/9O8HwQ8Tojczp58iSPHz/mm2++oUyZMmTKlIkCBQrQvn17/vzzT2PMtWvX6NevH0WKFMHBwYHChQvTv39//Pz8Yl0nMe9L3bp1MZlMXLt2DYClS5caufr4+AD//76ZTCZ++eWXWNeP/DPUpEmTKOdffN/NZjNjx46lQIECZMqUiVKlSvHjjz9GiQ8ODmbmzJnUqVMHJycn4/V37tyZAwcOWHTP05oktTeZPn26tfKI5j//+U+yzS0iIiIiIiIiImnfkydP8Pb2BqBatWoUKlQoQePd3Nxwc3OLM+bGjRvUrl0bf39/AJ4/f861a9fImzevcb1p06acPXs22lhfX198fX3x8PCga9euLF++PNZ19u3bR+vWrXn8+LFx7u7du3h4eODh4cGkSZP45JNPEvT6kmrXrl106tSJR48eRTl/4cIFLly4wLx585g1axa9evVK9Bo+Pj60a9cuSgH99u3brF+/nl27duHl5UVwcDAtW7bkwYMHRoyvry9z5sxh9+7d/P777+TMmTPKvNZ6X5Lbl19+yYQJE4yvL1++TI4cOYyv//77b5o3b85ff/0VZZyvry9r1qxhzZo19O3bl5kzZ2Jnl6RScKqSpFf60UcfYTKZrJVLFCp6i4iIiIiIiIhIUhw/ftxoS9K4ceNkWWPmzJnY2NgwatQo6tevz19//WXs8g0PD6dly5acPXsWe3t7Y+d4njx5uHPnDvv372fWrFkEBQWxYsUKOnbsGGP7leDgYNq1a0dwcDCffvopzZo1w8bGhu3bt/PDDz8QFhbGl19+iZubGyVKlEiW1/lvR44coWXLloSGhlK0aFGGDBnCW2+9hclk4vjx40ydOpVr167Ru3dvcuTIQbt27RK1Tu/evbl37x4ffPABHTt2xMbGhuXLl7Ns2TICAwPp27cvvr6+hIeH8/3331O3bl0ePHjApEmT2LdvH1evXmXSpEl8//33xpxJeV8WLFhAYGAgzZo14/bt27Rs2ZJRo0YBUKBAgaTf2Bc8ffqUiRMnUrVqVUaOHEnmzJnx8PDgvffeA+D+/fvUrVuXGzdukCVLFgYNGkSjRo3Ili0bFy9eZO7cuRw6dIi5c+eSIUMGZsyYYdX8XmVJLu/H9KsXSZVchXQREREREREREUk/Ll68aBwnVzE4PDycUaNGGa1T3nnnHeOah4cHp06dAmDGjBl8+OGHUca2bt0aV1dXo72Fh4dHjEXvkJAQAgIC8PLy4t133zXO165dm4IFCzJkyBBCQ0NZs2ZNglu4JEZ4eDju7u6EhoZSvXp1PD09yZ49u3G9Zs2auLu7U69ePU6cOEH//v1p3rw5GTNmTPBa9+7dY+LEiXz66afGuYYNG3LlyhUOHz7MiRMnyJgxI0ePHuWNN96IElO6dGl8fHzYvn17lKJ3Ut6XkiVLAmBvbw9Arly5oqxrTWazmTx58rBnzx5jd3f9+vWN659++ik3btwgd+7cHDhwgLJlyxrX3nrrLd5//3369OnDwoULmTlzJu7u7lStWjVZcn3VJKnovXjxYmvl8VJ4eHgwf/58jh8/zsOHD3F2dqZatWr06dOH5s2bJ8uaISEh1KhRgz/++INKlSpx8uTJZFlHRERERERERESiun//vnHs7Owca9yzZ8+4cOFCnHPly5ePfPnyxXjt30XTSJcvX6Zw4cKEhYXF2uLD1dWVHDly8PDhQ27evBnr+h06dIhS8I7Uo0cPPvroI8xmM2fOnInzNVjLjh07uHTpEgDz5s2LUvCO5OjoyPTp06lVqxZ3795l/fr1dO3aNcFrFSxYkI8//jja+TZt2nD48GEAunXrFq3wbG9vT8OGDVmwYAFXrlyJcs2a70ty69ChQ5R2JpH8/f1ZuXIlAN98802Ugnckk8nE1KlT2bBhAw8fPmT27NksWLAguVN+JSSp6N2jRw9r5ZGsQkJC6NatG2vXro1y/ubNm9y8eZPNmzfTtWtXFi9ebPXeNmPHjuWPP/6w6pwiIiIiIiIiIhK/8PBw4ziubgUXLlygcuXKcc717bffMnLkyGjnixYtSp48eWIc89lnn/HZZ58RHh6OjY1NrHPny5ePhw8fEhQUFGtMgwYNYjzv6OhIrly5uHfvHoGBgXG+BmvZtWsXALlz56ZixYqxxtWsWZNs2bIREBDAvn37ElX0rlWrVoz1uvz58xvHderUiXGsk5MTENHb/UXWfF+SW7Vq1WI8v2/fPiOvF3d//1u2bNmoWbMmO3bsiPWBp2lRuuhePmDAAKPg7eLiQr9+/ShatCgXLlxgzpw53LlzhxUrVpAjRw6r9rb5448/GDt2rNXmExERERERERERy724A9nPzy9Z1rCkj3NkYTUkJIRr165x+fJlzp8/z4kTJzhw4ADXrl0Dohbp/61IkSKxXsuSJQv37t0jNDQ0gdknTmRrkHv37lncpvjq1auJWqto0aIxnndwcDCOIx8aGldMTKzxviS32P58Rb4HABUqVLBorsjXkx68tKL306dPOXnyJH5+fgQEBNCtWzcg4gdO9uzZE9XTxxIHDx40tu1XqVIFb2/vKD/w+vfvT7169Th37pxVe9sEBwfTo0ePl/bDRkREREREREREoorsvwxw69atWOPeeOONGHeC+/v7x7qLO1K2bNnivB4aGsqiRYtYtGgRf/zxByEhIdFibGxs4i2sZsmSJdZrkYXn5Hj2Xkzu3buX4DEPHz5M1FpZs2aNNyYxnRus9b4kt9j+fCXmPQgNDSUgICDeP7NpQbIXvb29vRk/fjz79u2LUgCOLHrPmzePSZMmMXDgQL7++msyZcpk1fUnTJhgHC9YsCBajyFnZ2fWrFlDpUqVMJvNjB07lo0bNyZ53W+//ZYzZ84YvX9EREREREREROTlqlatmlG43LNnT7I85DGunc6BgYE0a9aMgwcPGucyZsxI2bJlKVeuHG+99RaNGjWiXbt2nD171uq5WSIxRd2wsDAAKlWqxJIlSywak9ian7VbEcOr875Ycu9j+/MV+R4AHD9+3OL7lDlzZsuSS+WStej98ccfM336dCDqJ00vvlk+Pj4EBAQwYcIEtm/fzp49e+L9BM1Sjx49MnoM1axZM9beTBUqVKBu3bp4e3uzY8eOJH/i8euvvzJp0iQApk2bhru7e6LnEhERERERERGRxHFycqJGjRocOXKEgwcP4u/vb/R5fhlGjBhhFFa7d+/O4MGDqVy5Mra2tlHikqsX94s1uNh2gQcEBCR43pw5cwIRDwD99wMkU4Pkfl8sue+QuHsfKfI9gIiHfb7Y41wg9k7tSTR8+HB+/PFHzGYztra21KlTh2bNmkWLy507NyaTCbPZzOnTp3Fzc7NaDgcOHDA+9WjYsGGcsZEPAwgKCsLLyyvRaz5//pwePXoQFhZGs2bNUs3DPkVERERERERE0qJ+/foBETtjv/rqq5e2blhYGIsXLwYi6lJLly6lWrVq0QqrwcHBydZv/MXdv8+fP48xxtfXN8Hzli1bFoDLly/H2eEgJCSE7777jsWLF3Py5MkEr5McXsb7Ysl9DwgI4PHjx4maH/7/PYCInd5xmTt3LrNnz8bT0zPR66U2yVL0Pn36NBMnTsRkMlGlShVOnTqFt7c3ffr0iRY7YcIETp06xWuvvQbA0aNHWbdundXyiBRfQ/dy5coZxy82gk+o4cOHc+HCBXLkyMG8efMSPY+IiIiIiIiIiCRdly5djN3Ic+fOTVBb2/379yd63cjn2gFx7obesmULz549A7D6s+Fy5MhhHF+/fj3GmJ9//jnB80ZuLg0PD2fhwoWxxq1evZqRI0fywQcfsH79+gSvkxys9b7E1dbGkvu+d+/eJPULr1evnvEgzvnz58cad/XqVQYOHMiAAQMYNWpUotdLbZKlvcmsWbMIDw8nZ86c7Nq1K95fGylfvjwHDhygTJkyPHr0iJUrV9KhQ4ck5+Hj42Mcu7i4xBlbuHBh4zixTzI9ePAgP/74IwBTp06lYMGCiZpHRERERERE5FWx9uqE+IOAt8OG/i9+Sryxw6iVpJxEEsLW1paVK1dSo0YNAgICaN++PV999RVfffUVGTJkiHHMnTt3+O6775g7d65xLq4iZ0xy5MiBnZ0doaGh7N27l9DQ0Gh9l0+fPs2gQYOMr4ODgxO0RnzKly9vHM+ZM4c6depEuX7lyhW+//77BM/brl07PvnkE27fvs3IkSOpXbs2b775ZpSYa9eu8dlnnwGQIUOGGDfDpgRrvS8ODg4APHnyJNq1F+/7/Pnz6dq1a5Sd5Hfv3uXLL79M0usoXLgwrVu3ZtOmTWzbto05c+YYv9XwYt7u7u5GJ4wBAwYkac3UJFmK3l5eXphMJj744AOL+yQ5OzvTp08fJk2axO+//26VPO7evWscx5dHrly5jOPEPP30yZMn9OzZk/DwcJo1a6Y+3iIiIiIiIiIvkSXF+YQU5kHF+bSkbNmyeHp60rJlS/z9/Rk1ahSzZs2iS5cu1KhRgyJFihAcHMzVq1fZtm0bO3fujNKWonfv3nz00UcJWjNTpkw0adKEbdu2ceLECRo3bszAgQMpVKgQfn5+7Nixg6VLlxq7iYEktbuISc2aNSlSpAjXr19nzZo12NjY0KNHDzJmzMiBAweYOnUqAQEBFCpUKEFtThwcHJg/fz4tW7YkMDCQ2rVrM2jQIJo2bYqdnR3Hjh1j0qRJRnuQr776iqJFi1r1tSWWtd6XvHnzcuHCBTw9Pdm6dSt58uShQoUKZMmShaJFi/L2229z9OhRDh8+TLNmzRg8eDA5c+bk+PHjTJkyhRs3blCsWDGuXr2a6Ncyffp09u/fz/379+nfvz9eXl507doVZ2dnLly4wJQpU/jzzz+BiNbOnTt3TvRaqY3JHFc39UTKmjUrz549Y8WKFVFu5ubNm3Fzc8NkMkV5wmikFStW0L17d+zt7WPtd5MQrq6uRq+a27dvky9fvlhjb9++TYECBQBo1KhRgnvcDBw4kFmzZpEjRw7OnDkTZZd35CeBlSpVSlT/okKFCsWZt5OTk0W/ihJ439+i9eyzRDzEM/hJ/M30s+ay/sMfLMkzITmC9fPUvbQua+eZUjlCyud5Oygk3pic/9uc8MDCn/75HWLe+ZBYluQICcvT2jlC6riXYP08UypHSB15pvR7rntpXanh+yfsUZBFceEZIxK1eR5/oraODknKKSaW5JmQHMH6eepeWpe180ypHCF15JnS73lq+W/hlPr/n0aNGpEhQ4ZE9UVO7UJCQrh8+TIAJUuWjHXX9L/5fnEwUesVGp/0DyH++ecfhg0bxurVqy1qLeHq6sqIESOoVSv62i4uLly7dg1XV1d27doV4/irV6/yzjvvcPv27VjXaNSoEYULF2bRokU4ODjw8OFDMmbMCMCSJUvo2bMnENESuEaNGjHOEVcuXl5etGjRIkoRN5K9vT0LFy5kxYoV7N69m759+zJnzhzj+siRI/nuu++AmGtrq1evplevXjHOHWnIkCFMnTo1QTvlfXx8KFasGADjxo3jiy++iBazfv162rdvD4C3tzd169aNFvNi/i+WQJP6vgBMnDiRzz//PMqYvXv3Ur9+fQDOnDlDvXr18PeP/rPJxsaG77//nqtXrzJ37txo75ul7zvAn3/+ScuWLWNtowJQu3ZttmzZgqOjY6wxr5LE/mx5UbLs9I7sJ5NQkT9sMmXKZJU8QkL+/39kIn/lIDYvXk9o/6S9e/cye/ZsQG1NRERERERERETiYo3idWLlzZuXFStWMGrUKNasWYOXlxfnzp3j3r172NnZ4ezsTKlSpWjQoAGtWrXi9ddfT9J6xYoV48SJE4wbN47t27dz48YNIKLjQaVKlXB3d8fNzY3du3ezaNEigoKC2Lp1q1HMtYb69etz9uxZJkyYwK5du4wNlPXq1eOzzz6jYsWKrFixIlFzd+7cmTp16vDjjz+ye/durl69yrNnz8ibNy/vvPMOAwYMoHbt2lZ7LdZijfdl2LBhPH36lCVLlnD79m1y5coVpetE+fLlOXfuHBMnTmTz5s1cv36dHDlyUKNGDYYOHUrt2rWjtSNJjIoVK/LXX38xd+5cNm3axNmzZ3n06BGOjo5UqVKFrl270rVr10TXa1OrZNnpXbZsWS5cuMDHH3/M5MmTjfPx7fTu1asXixcvpmzZspw5cybJeTRv3pwdO3YAEb2Y8ubNG2vsizu94/qE7t8eP35MhQoVuH79Os2aNWP79u3RYpK60zsukbvALflE+YeOLSya8+3+Eb/udXS2BX3Y1m6zaM6EsCTPhOQI1s9T99K6rJ1nSuUIKZ9nPu+T8cYszRrx87dHoG08kRHu1HsjCRlFZ0mOkLA8rZ0jpI57CdbPM6VyhNSRZ0q/57qX1pUavn8s3Ql3t3nErqM82+P/bcnkKDRYkmdCcgTr56l7aV3WzjOlcoTUkWdKv+ep5b+FU+r/fxLy/+VpjTV2Y4qI/Js1frYkS4m/QYMGmM1mFi9eHOMW/picPXuWlStXYjKZqFevnlXyyJo1q3EcX7uUF68nZKf50KFDuX79Oo6OjsybNy/hSYqIiIiIiIiIiIiI1SRL0bt///7Y2try8OFDWrZsyT///BNn/NGjR2natCnBwcGYTCY+/PBDq+SRM2dO4zi+h1Pev3/fOHZ2drZo/p07d7Jw4UJAbU1EREREREREREREXgXJUvQuW7Ysn3/+OWazmWPHjlGyZEk6duzIsmXLjJh58+YxcuRI6tSpw7vvvsvNmzcxmUwMGjSIChUqWCWP0qVLG8dxNXP/93UXFxeL5l+7dq1x/MEHH2AymWL8J9KpU6eMczE11xcRERERERERERGRpEmWB1kCjBkzhsDAQKZPn86TJ09Yv3498P/9rfv372/ERrYV79q1K1OnTrVaDuXKlTOOz549S5s2bWKNPXv2rHFsraK7iIiIiIiIiIiIiLxcyVb0Bpg2bRpNmjTh+++/59ChQ7HGVahQgeHDh9OxY0errl+jRg0cHBwICgrCy8uLESNGxBq7d+9eAGxtbalVy7KHfvznP/+Js5Aeyc3NDYjYQR5Z1HdycrJoDRERERERERERERGxXLIWvQGaNGlCkyZN+Oeffzh69Ci+vr48fvyYzJkzkzdvXqpXr07x4sWTZe3s2bPj6urKli1b8Pb25vTp0zHu4j516hT79+838nV0dLRo/ipVqlClShWL83F0dLSoSC4iIiIiIiIiIiIiiZPsRe9IefPmTZGC77Bhw9iyZQtms5kuXbrg5eVFnjx5jOt+fn507tzZaLHy6aefvvQcRURERERERERERMQ6XlrR+9+CgoJwcHBI9nVq165Njx49WLp0KWfOnKFSpUr079+fUqVKcenSJWbNmsWdO3cA6NWrF3Xq1Ik2h4uLC9euXQPA29tbD6EUEREREUll1l6dYFHc22FD/xc/Jd7YYVjWFlFEREREXi6rFr0fPXrEggULKFasGG3bto0zduzYsaxYsYLu3bszZMgQcubMac1Uopg3bx4BAQFs3LiR27dv880330SL6dChA7NmzUq2HEREREREREREREQk+dlYa6KlS5dSokQJPvvsM9auXRtvvJeXFz4+PowePZrixYuzatUqa6USjb29PRs2bGDjxo20aNGCvHnzkiFDBpycnGjatCkbN25k7dq12NvbJ1sOIiIiIiIiIiIiIpL8rLLT+6uvvmLcuHEAmM1mDhw4EGd8SEgI58+fN+IfPXpEt27duHr1KiNGjLBGSjFyc3PDzc0tweN8fHyStG5kv3ARERERERERERERSV5JLnovW7aM77//HpPJhNls5u2332bIkCFxjsmQIQP//PMPnp6eTJgwgYMHD2I2m/nmm294/fXX422NIiIiIiIiIhIX9XEXERFJv5LU3iQgIIBhw4YBYGdnx7x58zh8+DAdOnSId6ydnR3NmjVj//79TJ482SiaDxo0iKCgoKSkJSIiIiIiIiIiIiLpVJJ2eq9cuZJ79+5hMpn46aef6N27d6LmGTp0KI8fP2bUqFH8888/rF69Gnd396SkJiIiIiIiIvLKs2RHekJ2o4N2pIuIiCRpp/eOHTsAqFixYqIL3pG++uorChYsCMDWrVuTNJeIiIiIiIiIiIiIpE9JKnqfPHkSk8lklR7cdnZ2dOjQAbPZzB9//JHk+UREREREREREREQk/UlS0dvf3x+AUqVKWSWZSpUqAeDn52eV+UREREREREREREQkfUlS0dtsNgNga2trlWSyZMkCQFhYmFXmExEREREREREREZH0JUlFbycnJwBu375tlWTu3LkDgKOjo1XmExEREREREREREZH0JUlF7/LlywNw+PBhqySzf/9+AEqUKGGV+UREREREREREJH1zcXHBZDIZ/2zYsMHisefPn48y1t3d3bi2ZMkS4/wvv/ySDJm/mnx8fIzXPX78+CjX3N3dMZlMZMyYMYWyE4lgl5TBjRs3Zvfu3WzdupU7d+6QL1++RM9169Yttm7dislkokaNGklJS0REREREREREXlE7vD5I1Lhm9RdZZX0PDw/atWtnUWxCCuQi8upIUtG7U6dOfPnllwQFBTFgwAA2btyY6LkGDhxIUFAQJpOJ9957LylpiYiIiIiIpEprr06IN+btsKH/i51i0ZzDqJWknERE0prt27cTGhqKnV38ZbGk1LpEJOUkqeidP39+evfuzaxZs9i8eTO9evVizpw5ZMiQweI5goODGThwIJs3b8ZkMlGnTh1q1qyZlLRERERERNIESwqgkLAiqAqgIiKSXuXJk4e7d+/y4MED9u/fT4MGDeKM9/Hx4cSJE9jY2GBjY0NoaGiU6+7u7lHanUhEy5clS5akdBoiSSt6A4wbN46dO3fi4+PDkiVLOHToEF9++SWtW7cmZ86csY7z8/Njy5YtTJo0icuXLwMRD7BcuHBhUlMSEREREZGXSLuTRUQkNahcuTLnzp3D19cXDw+PeIvekbu8a9WqxW+//Rat6C0ir64kF72zZcvG7t27qV+/Pr6+vly+fJlevXrRu3dvypcvT8WKFXFyciJLliw8ePAAf39/zp07x9mzZ405zGYzuXLlYseOHRQrViypKYmIiIiIiIiIiERhMplo06YNM2fOZPPmzcyYMSPO+Miid7t27fjtt99eRooiYiVJLnoDlCxZkt9++41evXqxfft2IKKQffr0aU6fPh3jGLPZbBw3a9aMOXPmUKhQIWukIyIiIiIiIsnI2rv7tbNfRF4WNzc3Zs6cyY0bN/j999+pWrVqjHF37tzh6NGjmEwm2rZty5dffhktZsmSJfTs2ROAo0ePUqNGjWgxt27dYv78+WzevJmrV6/y/PlzXFxcaNq0KcOGDaNgwYJR4t3d3Vm6dCnNmzdn5cqVDB48GA8PDyCi/jZ58mTq168fZf7p06ezc+dO/v77b8LDwylUqBCNGjViyJAhlCpVKs774eXlxfTp0zly5AiPHj2iYMGCtG7dmhEjRnD58mXefvttAK5evYqLi0ucc72Yv4ODA8+fP492PTQ0lFWrVuHh4cHvv//O3bt3MZvNODk5Ua1aNbp3706bNm0wmUzxriUSF6sUvQGcnZ3ZunUrXl5ezJgxg927d8f4hztSzpw5ad26NX379qV69erWSkNERERERERERCRGtWvXJleuXNy/fx8PD49Yi94eHh6Eh4dTo0aNaIVpS23fvp0uXbrw+PHjKOf/+usv/vrrLxYtWsTmzZupU6dOtLGhoaE0b96cw4cPG+dOnjxJ8eLFja/Xrl1L7969CQwMjDL24sWLXLx4kXnz5jFlyhQGDRoUY35jxozh66+/jnLu6tWrTJs2jdWrVzN27NgEv+a43Lhxg6ZNm0bp/hDJ19fXaDvTtWtXli9fbtW1Jf2xWtE7Uv369alfvz7Pnz/n999/58KFC9y7d4+goCCyZMlCgQIFKFeuHOXKldOnNiIiIiIiIiIi8tLY2dnRsmVLli5dioeHB6NHj44x7sXWJolx7NgxWrVqRXh4OJkzZ2bIkCE0btwYs9nM7t27mTp1Ko8ePaJt27acPXuWfPnyRRn/888/Ex4eTufOnenbty8PHjzgt99+M3Zb79y5k/fff5+wsDCyZMnCRx99RKNGjbCzs+PgwYNMnjyZe/fuMXjwYDJlykSvXr2izL9gwQKj4O3i4sLw4cOpWLEivr6+zJgxg/379zNgwIBEvfaYhIeH07JlS86ePYu9vT19+vShSZMm5MmThzt37rB//35mzZpFUFAQK1asoGPHjrRo0cJq60v6Y/Wid6SMGTPyzjvv8M477yTXEiIiIiIiIiIiIgnSpk0bli5dypkzZ7hy5QolSpSIcv3Bgwfs27cPSHzRu1+/foSHh5MlSxYOHjxI5cqVjWv16tWjatWqdOjQgfv37zNt2jTGjx8fZXx4eDiNGjVi5cqVxqbRNm3aABAcHEzfvn0JCwvD0dGR/fv3U6lSJWPsO++8Q5cuXahVqxbXr1/nP//5D61atSJPnjwAPHr0iOHDhwPw+uuvc+jQIXLlygVA9erVadu2Ld27d2fFihWJeu0x8fDw4NSpUwDMmDGDDz/8MMr11q1b4+rqSpMmTYx4Fb0lKWxSOgEREREREREREZGXxdXVlcyZMwMY/bJftGXLFkJCQqhcuTLFihVL8PwnT57kxIkTAHz55ZdRCt6R2rdvb7T79fLyinGeDz/8MMYuCRs3buTGjRsAjB07NkrBO1KRIkWYPXs2AE+fPmX+/PnGtXXr1nH37l0AZs+ebRS8I5lMJubMmYOzs3O8r9VSly9fpnDhwhQoUCDarvNIrq6u5MiRA4CbN29abW1Jn1T0FhERERERERGRdCNTpky4uroCMRe9k9raZOfOncZxly5dYo1bs2YNvr6+HDt2LMbr1apVi/H83r17gYhWLd27d491/qZNmxr9yPfs2RMtvyJFisTYTxwgS5YsdOzYMda5E+qzzz7j+vXr3LhxA1tb21jjItu8BAUFWW1tSZ+Srb2JiIiIiIiIiIjIq8jNzY1NmzZx5MgR7t69a7T+ePLkCZ6enkDii96XLl0CIHv27HHuFI/szx2bAgUKxHj+/PnzAJQuXZps2bLFOt5kMvHmm29y8+ZNzp07Z5z/888/AWLcgf6iN998M87riWFjE7H/NiQkhGvXrnH58mXOnz/PiRMnOHDgANeuXQMi2ruIJIWK3iIiIiIiIiIikq60aNECOzs7QkND2bJli9FyY8eOHTx//pyyZctSpkyZRM3t5+cHQO7cuROdn729Pfb29jFeu3fvHoBF7Ucii/kPHjwwzv3zzz8W5WfN9iYAoaGhLFq0iEWLFvHHH38QEhISLcbGxkYFb7EKtTcREREREREREZF0JWfOnNStWxeI2uIkqa1NIKK4m1Qx9fKOZDabLZ4nLCws2nzBwcHAy91NHRgYSP369enbty+//vorISEhZMyYkSpVqtCtWzdmzJjBX3/9xeuvv/7ScpK0TTu9RUREREREREQk3XFzc2PPnj3s2bOHJ0+ekCFDBnbs2AEkregd+TDG+/fvWyPNaCIfPBn5MMq4RMa8+LDK3Llzc/v2bfz9/eMcG7mj3BpGjBjBwYMHAejevTuDBw+mcuXK0fp7BwYGWm1NSd+001tERERERERERNKdNm3aYDKZeP78OT///DNeXl48fvyYEiVKUKlSpUTPG7lb+dGjR1y/fj3WuFmzZlGsWDEaNmyYoAJzuXLlAPjrr78ICAiINc5sNvPbb78BUKpUKeN8xYoVATh16lSc65w8edLinOISFhbG4sWLAWjYsCFLly6lWrVq0QrewcHBRmsYkaRS0VtERERERERERNKdAgUK8NZbbwGwZcsWtmzZAiRtlzdgtE0B+O9//xtr3LZt2/Dx8eH06dMJ6v/dsGFDIKKNyvLly2ON27FjB7dv3wagfv36xvlmzZoBcOPGDQ4fPhzj2JCQkDhzTwg/Pz+jOP/GG2/EGrdlyxaePXsGWKdFjKRvKnqLiIiIiIiIiEi65ObmBsD27dvZunUrkPSid+3atY3d3mPHjuXixYvRYrZu3crOnTsB6NGjR4Lmd3Nzo0CBAkBE25AzZ85Ei7lx4wYDBgwAIEuWLHzwwQfGta5du+Lo6AjAwIEDefz4cbTxw4cPx8fHJ0F5xSZHjhzY2UV0WN67d2+MBe3Tp08zaNAg4+vIvuMiiaWit4iIiIiIiIiIpEuRRW8/Pz98fX0pXLgwb775ZpLmNJlMzJ07FxsbGx48eED16tX5/vvvOXz4MJ6ennzyySdGYb1gwYIMHz48QfPb29uzcOFCTCYTDx8+5O233+brr7/mwIEDHD58mIkTJ1KlShWjtcq0adMoXLiwMT5Xrlx8//33QESLk6pVq7Jw4UJ+/fVXtm7dSsuWLZk8eXK015RYmTJlokmTJgCcOHGCxo0bs2HDBmO9/v37U716df755x9jTEyFeJGE0IMsRUREREREREQkXXrttdcoW7Ys586dA6Bt27ZJKvBGqlWrFuvWraNbt248fPiQESNGRIspUqQI27dvNx58mRBNmjRh9erV9OzZk8DAQMaMGcOYMWOixDg4ODBz5kx69+4dbfyAAQP4+++/+eGHH7h8+XK0mKJFi9K0aVPmzJljzJUU06dP5/fff+f27dt4e3vj7e0dLaZRo0YULlyYRYsW4ePjw/Pnz8mYMWOS1pX0S0VvERERERERERF5aZrVX5TSKUTh5uZmFL2T2trkRe3ataN69epMmTKFXbt2ce3aNcxmM6VKlaJt27YMGTIkUQXvSB07duTdd99l2rRp7Ny5Ex8fH2xtbXFxcaFp06b069cPFxeXWMdPnjwZV1dXZs6cyS+//MLDhw8pWLAg7733HiNGjGDGjBlGbJYsWRKdJ0CxYsU4ceIE48aNY/v27dy4cQMAZ2dnKlWqhLu7O25ubuzevZtFixYRFBTE1q1bad++fZLWlfRLRW8REREREREREUmz4utNHdMu6X8LDAyMds7d3R13d/c4xxUqVIgpU6YwZcqU+NIEYMmSJSxZssSiWIhojzJp0iQmTZpk8ZgXNWrUiEaNGsV47f79+0BEwTtbtmzGeRcXF8xmc4xj4so/b968TJs2jWnTpsWaT9OmTWOdWyQh1NNbREREREREREQknVi2bBkdO3bkm2++ITw8PNa4/fv3A1C+fPmXlZqI1Wint4iIiIiIiIiISDphb2/PunXrAKhevTrNmzePFrN8+XL++OMPAFq2bPlS8xOxBhW9RURERERERERE0olmzZqRJ08e7t69S6dOnRg4cCB169YlZ86c3L59m82bN7NixQoASpYsyccff5zCGYsknIreIiIiIiIiIiIi6UT27NlZt24dbdq04dGjR0yYMIEJEyZEiytXrhybNm0ic+bMKZClSNKo6C0iIiIiIiIiIpKO1K1blwsXLjBz5kx27tzJxYsXef78Ofny5aNUqVJ07tyZLl26qOAtqZaK3iIiIiIiIiIiIulM3rx5GT16NKNHj07pVESszialExARERERERERERERsRbt9BYRERFJJRaZp1sUl5Me/4tfasmsSchIRERERETk1aOd3iIiIiIiIiIiIiKSZmint4iIiEgqUdGzp0Vxd5tntDy+flIyEhERERERefVop7eIiIiIiIiIiIiIpBkqeouIiIiIiIiIiIhImqGit4iIiIiIiIiIiIikGerpLSIiIgIsMk+PNyYnPf4Xu9TSWZOQkYiIiIiIiCSGdnqLiIiIiIiIiIiISJqhnd4iIiIiQEXPnvHG3G2e0eJYAOonJSMRERERERFJDO30FhEREREREREREZE0Q0VvEREREREREREREUkz1N5ERERERKxKDwUVEREREZGUpKK3iIiIJCtLCqCQ0CKoCqAiIiIiIiISMxW9RURERMSq9FBQEREReZW4uLhw7do14+v169fTrl07i8aeP3+esmXLGl/36NGDJUuWWDtFEbEyFb1FREQkWVla1ExQEVQFUBEREZFUK5/3yUSNu1PvDaus7+HhYXHRe8OGDVZZU0ReLj3IUkRERERERERE0o3t27cTGhpqUezGjRuTORsRSQ7a6S0iIpKKWf+BgeqVLSIiIiJpU548ebh79y4PHjxg//79NGjQIM54Hx8fTpw4gY2NDTY2NhYXykUk5Wmnt4iIiIiIiIiIpHmVK1emUKFCQESLk/hE7vKuVasWDg4OyZmaiFiZdnqLiIikYlZ/YKB6ZYuIiIhIGmUymWjTpg0zZ85k8+bNzJgxI874yKJ3u3bt+O23315GiiJiJdrpLSIiIiIiIiIi6YKbmxsAN27c4Pfff4817s6dOxw9ehSTyUTbtm3jndfb25uOHTtSuHBhHBwcyJ07N7Vq1WLatGk8f/481nFhYWEsXryYxo0b4+TkhL29PXnz5qVevXr8+OOPPHv2LNaxXl5edOrUicKFC2Nvb0+uXLmoUqUKX375JTdv3owS6+vri42NDSaTif79+8f5WpYsWYLJZMJkMnHlypV4X7vIq0hFbxERERERERERSRdq165Nrly5gLhbnHh4eBAeHk716tUpWLBgrHFBQUF07dqV+vXrs27dOnx9fQkODub+/fscOnSIjz/+mHLlynH+/PloY58/f46rqysffPABP//8M/fu3SMkJAQ/Pz/27dvHRx99RNmyZbl69Wq0sSNGjKBBgwasXbsWX19fQkJCePDgASdOnGD8+PGUKlWKHTt2GPGFChWiTp06AGzYsIGwsLBYX9Pq1asBqFGjBiVKlIg1TuRVpqK3iIiIiIiIiIikC3Z2drRs2RKIu+j9YmuTuPTs2ZOVK1cCUL58eRYtWsQvv/zCtm3b6Nq1KyaTib///pu6dety+/btKGPHjh3L3r17AejVqxdbt27ll19+YcuWLXTo0AGIeJhmnz59oozbu3cv33//PQB169Zl9erVHDlyBE9PTz7//HMyZszIs2fP6Nq1K48fPzbGde3aFYC7d+8a6/6bn5+fce3999+P87WLvMrU01tERERERERERNKNNm3asHTpUs6cOcOVK1ei7WZ+8OAB+/btA+Iueu/atcvYFe3q6srmzZujPPCyefPmNGjQgJ49e+Ln58eQIUNYt26dcX358uUA9O3blzlz5kSZu2XLlmTNmpVFixaxd+9ebt68aew4jxxXvnx5fv75Z+zs/r+816hRI8qVK0f37t158OABW7duNYrX7733HoMGDeL58+esXbuWxo0bR3tN//3vfwkLC8POzs4ovIukRtrpLSIiIiIiIiIi6YarqyuZM2cGYt7tvWXLFkJCQqhcuTLFihWLdZ5p06YBkDlzZpYvXx6l4B3J3d2d9u3bAxFtRW7cuGFcu3PnDkCsLUSGDRvGgAED+OGHH7C1tY02rkiRIlEK3pE6d+7Mhx9+yJgxYyhbtqxx3tHRkRYtWgCwadMmQkJCoo2NLOI3bNgQZ2fnWF+7yKtORW8REREREREREUk3MmXKhKurKxBz0duS1iYhISEcPHgQgBYtWpAnT55YYyPbk4SHh+Pt7W2cL126NADjxo1j9erVBAcHRxlXtmxZfvrpJ4YOHUq+fPmijdu5cyejRo3iwYMHUcbZ2dkxd+5cRowYQeXKlaNci2xx8uDBA3bv3h3l2vXr1zly5Aig1iaS+qnoLSIiIiIiIiIi6YqbmxsAR44c4e7du8b5J0+e4OnpCcRd9L527RpPnz4F4M0334xzrbfeess4PnfunHE8dOhQIKIA3aVLF5ycnHBzc2Pu3Llcv3491vn69etHpkyZMJvNfPvttzg7O1OnTh3GjRvHyZMn48ylWbNmxoM8165dG+XamjVrMJvNZM6cmTZt2sQ5j8irTkVvERERERERERFJV1q0aIGdnR3h4eFs2bLFOL9jxw6eP39O2bJlKVOmTKzj7927ZxzH1wbE0dGRDBkyAETZld2jRw+mTJlCpkyZAAgICMDDw4N+/fpRtGhRqlatyqxZswgNDY0y3+uvv86WLVsoVKgQAKGhoRw4cIDhw4dTuXJlihYtypdffhklx0gZMmQwenVv3ryZ58+fG9ciW5u0atWKrFmzxvmaRF51KnqLiIiIiIiIiEi6kjNnTurWrQtEbXFiSWsTALPZnKD1wsPDATCZTFHOf/zxx/j6+jJ79mwaN24cpS/4H3/8wcCBA6lVqxaBgYFRxjVs2JArV66wYcMGunTpYuzehog2JePHj+f111/n/Pnz0XKJbHESEBDAjh07APjrr7+MXeJqbSJpgYreIiIiIiIiIiKS7kS2ONmzZw9PnjwhODjYKALHV/R+scj8YnuUmNy/f5+wsLBo416cq1+/fuzevZsHDx6wc+dOBg4caMT+8ssvTJw4Mdo4e3t72rZty8qVK7l79y6//vorI0eOpFSpUkZeffv2jTauZs2axgM6N2zYEOXfuXPnNvqdi6RmKnqLiIiIiIiIiEi606ZNG0wmE8+fP+fnn3/Gy8uLx48fU6JECSpVqhTn2OLFixttSY4fPx5n7LFjx4zjyII0wJ07d/Dy8iIkJMQ4lylTJpo0acLMmTM5deoUOXPmBGDXrl1GzOPHj/n111+5deuWcc7Gxoa33nqLb7/9lrNnz1KzZk0ADh48aPQej2QymejSpYsxb1hYGNu3bwegffv2RisWkdRMRW8REREREREREUl3ChQoYDxkcsuWLUZv7/h2eQPY2dlRp04dALZu3Yq/v3+ssQsXLgQiis316tUDIvpn58+fnwYNGrB///4YxxUqVIhy5coBGL23b926haOjIzVq1GDWrFkxjsuQIQP169c3vn6xb3ekyBYn9+/fZ+vWrfz666+AWptI2pGuit4eHh40b94cZ2dn7O3tKVSoEG3atDE+zUqqwMBApk2bRoMGDYw1cuXKRfXq1fnuu+9ifICAiIiIiIiIiIikjMgWJ9u3b2fr1q2AZUVvgEGDBgHw9OlTevToQXBwcLSYpUuXsn79egBatmyJi4sLAA0aNDB2VH/zzTdRdntHunLlCn/88QcAVapUASIK9ZG70GfPns21a9eijQsKCjIK+EWLFo2xpUqZMmWoWrUqAJ988gnh4eEULVqUd955x6LXLvKqSxdF75CQEDp16oSbmxs7duzg7t27hISEcPPmTTZv3kyLFi3o1q1btKfhJsQvv/zC66+/zscff4yXl5exxoMHDzh27BgjR46kZMmSUX4dRUREREREREREUk5k0dvPzw9fX18KFy7Mm2++adHY5s2b07lzZwB27NjBm2++yZIlS/j111/ZuXMn3bt3p2fPngA4OTkxd+5cY6yzs7PRb/vo0aNUrVqVhQsXcujQIby8vPjhhx+oVasWT58+xd7enqFDhxpjv/76ayBil/abb77J+PHj+fnnnzl8+DBLlizh7bff5s8//wTgiy++iDX/yN3eV65cAaBz587RHrQpklrZpXQCL8OAAQNYu3YtAC4uLvTr14+iRYty4cIF5syZw507d1ixYgU5cuRgxowZCZ7/woULNGnShEePHgHw9ttv06FDBwoWLIifnx8bN27Ey8uLhw8f0rp1a7y9vY3eSiIiIiIiIiIikjJee+01ypYty7lz5wBo27Ztggq/ixcvxmQysWrVKv7880+jyP2ismXLsnHjRvLlyxfl/MSJE7l48SKenp6cPn2a3r17RxubOXNmFi1aRMWKFY1z7dq146uvvmLMmDHcvXuXL7/8Mto4k8nExx9/TL9+/WLNvXPnznzyySfGQzbV2kTSkjRf9D548CALFiwAIn4VxNvbm+zZsxvX+/fvT7169Th37hwzZ87E3d3d+PUOSw0ZMsQoeH/77beMHDkyyvWBAwcydepUhg4dSnBwMH369OHPP//E1tY2aS9ORERERERERCSVuVPvjZROIQo3Nzej6G1pa5NIDg4OrFy5End3d+bPn8+RI0e4e/cuuXPnpkyZMnTr1o3OnTuTMWPGaGMzZcrErl27WLVqFStXruTkyZP4+/uTMWNGihYtStOmTRk0aBBFihSJNnb06NG4uroyZ84cjh49ajzUMn/+/NSpU4cPP/yQt99+O87c8+bNyzvvvMOBAweoWLEi5cuXT9BrF3mVpfmi94QJE4zjBQsWRCl4Q8Svk6xZs4ZKlSphNpsZO3YsGzdutHh+Hx8fdu/eDcA777wTreAd6eOPP2b//v1s3ryZc+fOcfDgQerWrZvg1yMiIiIiIiIiIpbz8fGJ8/qYMWMYM2ZMnDGBgYFxXm/UqBGNGjVKaGqYTCbef//9RO2yfvfdd3n33XcTPC5SaGioUeyPbHUiklak6Z7ejx49Mnpo16xZk8qVK8cYV6FCBaMAvWPHDgICAixew9PT0zju1q1bnLEdO3Y0jn/55ReL1xAREREREREREbGmXbt24e/vj62trYrekuak6aL3gQMHjL5EDRs2jDO2QYMGQMQTbr28vBK0Tvny5XF0dKR06dJxxr34tNwHDx4kaA0RERERERERERFrCAgIMLoVtGzZkvz586dsQiJWlqaL3qdPnzaOK1SoEGdsuXLljONTp05ZvMaHH37I6dOnefjwYbztSs6ePWscOzk5WbyGiIiIiIiIiIhIUpw/f542bdrQu3dv3njjDX7//XdMJhNffPFFSqcmYnVpuqf3iz2bXFxc4owtXLiwcXzt2jWr5xIeHs7ChQuNr+N7mICIiIiIiIiIiIi1ODo6snnz5ijnhgwZQvXq1VMoI5HkYzKbzeaUTiK5uLm54eHhAcDVq1fjLHxfvXqV4sWLA9C6dWtjnLVMnz6dIUOGAFCyZEn++usvbG1tLRpbqFChWK/dvn0bJycnfv7553jnCbzvb9F69lmyARD8JP7e5llzWX/HuiV5JiRHsH6eupfWZe08UypHSPk8bweFxBuT0xTx7wcW/vTP75AhCRlFZ0mOkLA8rZ0jpI57CRD2KCjemPCMEYnaPI8/UVtHhyTn9G+W5AipI8+E5AjWz1P30rqs/X2eHN/jqeXvn9Tw3xy6l9al/36zntTwnutexq1Ro0ZkyJABX19fi+ZMS0JCQrh8+TIQUevIkMH6fxeK9YSHh1O1alXOnz9P/vz56du3L59//jkmkymlUxOJwho/W9L0Tu+nT58axxkzZowz9sXrL46zhiNHjvDpp58aX3///fcWF7xFRERERERERESSysbGhhMnTqR0GiIvRZoueoeE/P/uHQeHuHcHvXg9NDTUajmcOnWKFi1aEBwcDED37t1p3759guaI69PiyF3gFStWjHeeHzq2sGi9t/sPBeDo7Cnxxg5bu82iORPCkjwTkiNYP0/dS+uydp4plSOkfJ6NvU/GG7M0a8QDfnsEWvbh25034//5khCW5AgJy9PaOULquJcAvl8cjDfmbvOID3bzbH8eb2yh8W8mOad/syRHSB15JiRHsH6eupfWZe3v8+T4Hk8tf/+khv/m0L20Lv33m/Wkhvdc9zJu2t0sIvLqSdMPssyUKZNxHFl0jk1Q0P//Gq69vb1V1j927Bj16tXjwYMHAFSvXp3Zs2dbZW4RERERERERERERiS5N7/TOmjWrcfz8edy7iF68/mKxPLF27txJhw4dCAwMBKBKlSrs3LmTzJkzJ3luERERSZ/WXp1gUdzbYUP/F2/BTjtqJSknERERERGRV02a3umdM2dO4/jevXtxxt6/f984dnZ2TtK68+bNo2XLlkbBu0aNGuzduzdKPiIiIiIiIiIiIiJifWm66F26dGnj+Pr163HGvnjdxcUl0WuOGDGCvn37EhYW0f+xSZMm7Nmzhxw5ciR6ThERERERERERERGxTJpub1KuXDnj+OzZs7Rp0ybW2LNnzxrHFSpUSNR6AwcOZNasWcbXPXr0YMGCBdjZpenbLCIiIhKFJW1YEtKCBdSGRURERERELJemd3rXqFEDBwcHALy8vOKM3bt3LwC2trbUqpXw/6n67LPPohS8v/jiC5YsWaKCt4iIiIiIiIiIiMhLlKaL3tmzZ8fV1RUAb29vTp8+HWPcqVOn2L9/PxDRjsTR0TFB66xbt45JkyYZX48fP55x48YlMmsRERERERERERERSaw0XfQGGDZsGABms5kuXbpw9+7dKNf9/Pzo3LkzZrMZgE8//TRB89+9e5d+/foZXw8ZMoTPP/88iVmLiIiIiIiIiIiISGKk+d4btWvXpkePHixdupQzZ85QqVIl+vfvT6lSpbh06RKzZs3izp07APTq1Ys6depEm8PFxYVr164BETvG69ata1ybOnUqDx48ACBnzpzUrFkTDw+PePMqUqQIVapUSfoLFBERERERERERERFDmi96A8ybN4+AgAA2btzI7du3+eabb6LFdOjQIUpPbkstWbLEOH7w4AEdO3a0aFyPHj2ijBUREUmrLHmoISTswYZ6qKGIiIiIiIjEJs23NwGwt7dnw4YNbNy4kRYtWpA3b14yZMiAk5MTTZs2ZePGjaxduxZ7e/sEzevv78/t27eTKWsRERERERERERERSah0sdM7kpubG25ubgke5+PjE+N5Jycnoxe4iIiIiIiIiIiIiKS8dLHTW0RERERERERE0icXFxdMJhO2trYcP37cojHr16/HZDJhMpnYt29f8ib4Cop87f369UvwWB8fH2P8+PHjkyG7xAsLC+PSpUspnYa8BOlqp7eIiEhaY0m/bPXKFhEREZFXyaZf/knUOLcaeZO0bnh4OB9++CG//fYbtra2SZpLUp/ff/+dPn360KpVK0aOHJnS6Ugy005vERERERERERFJF06ePMm0adNSOg1JAdWrV+fEiRMpnYa8JNrpLSIiIoL1d82Dds6LiIiIvIq+/fZb2rdvT5EiRVI6FXmJwsLCUjoFeYlU9BYRERGRdGmReXq8MTnp8b/YpZbMmMSMREREJDnZ29sTHBzMkydPGDRoEFu2bEnplEQkmajoLSIiIiLpUkXPnvHG3G2e0eJY6ic1IxEREUlOderU4dGjRxw7doytW7eyYcMG2rVrl9JpiUgyUE9vERERERERERFJ82xsbJg7d67xEMshQ4YQEBCQ6Pm2bt1K27ZtKVCgAA4ODjg7O+Pq6sqyZcsIDw+PcYy7uzsmk4mMGTPGOq+Pjw8mkwmTycT48eNjHN+iRQsePXpE9+7dyZ49O9mzZ6dKlSp4eXlFib916xZffPEFlSpVIlu2bGTJkoXSpUszaNAgLl26ZNHrDAoKYsyYMZQpU4aMGTOSP39+3nvvPfbt22fR+JjcunWLb775hpo1a5I3b17s7e3JkSMH5cqVY/DgwVy+fDnOsZ9//jmVKlUiS5YsZM6cmWLFitG1a1f27NkTLd7FxQWTyWR8/d133xn3V9IuFb1FRERERERERCRdeOONNxgyZAgAN2/eZMSIEQme4+nTp7i5udGqVSs2bdrE7du3CQ4O5u7du3h6etKjRw/effdd/Pz8rJ2+ITQ0lObNm7N8+XICAgIICAjg5MmTFC9e3IhZu3YtpUuXZsKECfz5558EBgby9OlTLl68yE8//US5cuWYOXNmnOsEBARQu3Ztvv76ay5cuEBQUBB37txhw4YN1KtXj08//TTBua9cuZISJUowevRojh49ip+fHyEhITx69Ihz584xc+ZMypcvz/bt26ONPXbsGOXLl2fixIn8+eefPH36lGfPnuHj48PKlStp1KgRH3zwQawfOkj6oaK3iIiIiIiIiIikG6NGjTIeYvnTTz/x22+/JWh8hw4d8PDwwGQy8f777+Ph4cGxY8fYsmULXbt2xWQycfToUZo3b05wcHByvAR+/vlnDh8+TOfOndm3bx+bNm1i+PDhuLi4ALBz507ef/99AgMDyZIlCyNGjGDfvn0cOnSIcePGkTt3bkJCQhg8eDALFy6MdZ3Vq1dz7Ngx3nrrLdauXcvRo0eZPXs2BQoUAGDy5MnMmTPH4ryPHz9O9+7def78OcWKFWPatGns2bOHQ4cOsXz5curWrQtE7C7v3bs3oaGhxtjQ0FA6derEgwcPyJcvH5MnT2bPnj0cPnyYBQsW8NprrwGwePFiVq1aZYzbsWMHJ06cML7u27cvJ06ciHJO0h719BYRERERERERkXQjS5YszJgxg9atWxMeHs6HH37I8ePHjbYncVm+fDnbt2/HZDKxevVqOnbsGOV6y5YtadSoET169OC3335jxowZDBs2zOqvITw8nEaNGrFy5UqjTUebNm0ACA4Opm/fvoSFheHo6Mj+/fupVKmSMfadd96hS5cu1KpVi+vXr/Of//yHVq1akSdPnmjrmM1mmjZtyubNm8mQIQMANWrUoGXLltSoUQNfX19GjBhBjx49yJQpU7x5jx49mvDwcJycnDh06JBRPI/Mq2vXrnTp0oXVq1dz584dfvnlF959910ADh06xNWrVwHYtGkTNWrUMMbWrFmTVq1aUaFCBf755x+WLl1K165dAShbtmyUHPLly8cbb7wRb66Summnt4iIiIiIiIiIpCutWrXCzc0NgBMnTvDjjz9aNC4yrk2bNtEK3pG6d+9OgwYNAJg9e7YVso3Zhx9+GGNf6o0bN3Ljxg0Axo4dG6XgHalIkSJGbk+fPmX+/PkxrpExY0YWLVpkFLwjFSxYkEmTJgFw//59PDw84s03PDyc+/fvkyNHDtzd3aMUvF/04n29efOmcXznzh3juESJEtHG5cmTh1GjRvH555/j7u4ebz6StqnoLSIiIiIiIiIi6c706dPJli0bAN9++61RKI6Nv78/v//+OwD169ePM9bV1RWAK1eu4Ovra4Vso6tWrVqM5/fu3QuAnZ0d3bt3j3V806ZNKViwIECMD4AEaNasGfny5YvxWtu2bY3d3ZFrxsXGxoZDhw7x4MEDJkyYEGvci+sFBQUZx6VLlzaOO3TowJ9//hlt7Icffsj48eN5//33481H0jYVvUVEREREREREJN0pVKgQo0ePBiAwMJBBgwbFGX/q1CnjePDgwZhMplj/+eyzz4zYyJYc1hbbTunz588DEUXiyKJ+TEwmE2+++SYA586dizGmatWqsY63t7enTJkyAJw5c8ainCPZ2ESUJB8/fswff/zB2rVr+eabb2jatKmxSx6I8kDKypUrGz2/9+3bR6VKlShZsiSDBg1i27ZtPH36NEE5SNqmoreIiIiIiIiIiKRLgwYNokqVKgBs2bKFTZs2xRp77969RK3x8OHDRI2Li729Pfb29jFei8zT2dk53nki+3g/ePAgzuuxcXJyAiJanFjq5s2bDBkyhKJFi+Lo6EjVqlXp1KkTo0ePZteuXTx79izWsf/9739p0aKF8fWVK1f46aefaNmyJU5OTrRv354jR45YnIukXXqQpYiIiIiIiIiIpEu2trbMmzePt956i/DwcP7zn//QsGHDGGPDwsKM49mzZ0d5kGJcihUrlqCcXtzdHJuYenlHMpvNFq8V+Zpimy+udeD/c42tAP9vBw8epEWLFjx+/Ng4lzdvXsqWLUvFihV55513yJUrV6zvgZOTE1u3buXUqVOsWbOGLVu2GLvUnz17xvr169mwYQMTJkzg008/tSgnSZtU9BYRSUMWmafHG5OTHv+LXWrprEnIKPXSvRQRERFJXYr4bY43xjbsrMWxkn5UrVqVQYMGMX36dHx9ffnqq6+oVatWtLicOXMax46OjrzxxhsJXiuyiBxXYTogICDB874oV65cANy9ezfe2MiYyDH/Ft8O7sjxuXPnjnetp0+f0rFjRx4/foyjoyOjR4/Gzc2NQoUKRYnbt29fvHNVqlSJSpUqMW7cOHx9fdm9ezcbN25k586dmM1mvvjiC9zc3ChZsmS8c0napKK3iEgaUtGzZ7wxd5tntDgWgLifz5Jm6V6KiIiIiKQfY8aMYcOGDdy8eZOffvqJzJkzR4spW7ascXz8+HE6d+4c63y7d+/m3LlzFCtWjIYNG5I1a1Yg4uGSAMHBwYSHhxu9rV+U1AdflitXjqNHj/LXX38REBAQa19vs9nMb7/9BkCpUqVijInsDx6TJ0+e8NdffwFY9AHAtm3buH37NgAzZ86ka9euMcbF9kDR0NBQLl++TGBgYJSHeBYqVIhevXrRq1cvZs2axcCBAwkPD8fT01NF73RMPb1FRERERERERCRdy5YtG9OnR/y2Z1hYGD/88EO0mCJFihjF4dWrV/PkyZMY5woPD2fQoEEMHTo0WmE8R44cxnFsxd2ff/45MS/BENkaJDQ0lOXLl8cat2PHDqMIXb9+zDt0duzYEWuP7ZUrVxIcHAxAo0aN4s3rypUrxnHlypVjjVu7dq1xHBoaahw3b96c119/HTc3t1jHurq6GsfPnz+PNydJu1T0FhERERERERGRdK9t27a0bNkSgJCQkBhjBg0aBMCdO3f48MMPo/T5jjR8+HAuX74MQLdu3Yxd3gDly5c3jmfPnh1t7PHjx5k7d27iXwTg5uZGgQIFABgxYgRnzpyJFnPjxg0GDBgAQJYsWfjggw9inMvPz48hQ4ZEO3/58mVGjBgBQPHixWnWrFm8eUU+9BJg165dMcZMmjSJ7du3G19HFtUBmjZtCkTshJ85c2aM49etW2ccRz6gNJKDgwNArB9WSNqi9iYiIvJSWdIrGxLaL1u9skVERESSi6X9r9UvW9KCmTNn4uXlFWthdMCAAaxdu5YjR46watUqLl26xODBg3nttde4desWS5cuZfPmiO+BvHnzMmbMmCjjW7RoQdasWQkMDGTixIk8ffoUNzc3zGYzu3fvZubMmTg4OJA5c+Z4+2nHxt7enoULF9KsWTMePnzI22+/zUcffUSjRo2wtbXl8OHDTJo0CX9/fwCmTZtG4cKFY5wrU6ZMzJ8/H19fX/r370+ePHk4cuQIY8eO5f79+9jY2LBw4cIY27T8W7NmzXBwcCAoKIjhw4fj5+dHo0aNyJQpExcvXmTJkiUcOHAgypgXH3j5wQcfMGnSJG7dusWQIUM4duyYUeD/559/2LJlC0uWLAGgRo0a1K1bN8pcefPm5fr166xdu5amTZtib2/PO++8E+/DOiV1UtFbREReKkv7XyeoX7Z6ZYuIiIiIiBUUKVKE7777jk8++STG63Z2dmzbto127drh7e3N8ePH6d69e7S4woULs23bNpydnaOcz507N7Nnz8bd3Z2wsDBmzJjBjBkzjOvZs2dnw4YNDBw4MNFFb4AmTZqwevVqevbsSWBgIGPGjIlWgHdwcGDmzJn07t071nm++uorli1bxs6dO9m5c2e08UuWLIlWXI5NwYIFmTZtGgMGDCA4OJiJEycyceLEKDF2dnaMGzeOSZMm4efnZ/QMh4h7s2nTJpo1a8a9e/dYvnx5jO1bKlSowMaNG6Odb968ObNnz+bGjRs0aNAAiGi5Urx4cYvyl9RFRW8REREREREREXlp3GrkTekU4jRkyBCWL1/OqVOnYryeM2dO9u7dy4YNG1ixYgXHjx/H398fBwcHypQpQ5s2bRg4cCCOjo4xju/atSsVK1Zk0qRJ7N27l3v37pE/f36aNGnC559/TrFixazyOjp27Mi7777LtGnT2LlzJz4+Ptja2uLi4kLTpk3p168fLi4ucc6RK1cujh07xqhRo9iwYQO3bt3C2dmZxo0b88UXX8T6AMzY9OvXjzJlyjBlyhR++eUX7t+/T+bMmSlatCi1a9dm0KBBvP766xw/fpx169axbds2nj9/TsaMEZui3nrrLc6dO8eMGTPYuXMnly5d4unTp+TKlYsKFSrQoUMHevbsSYYMGaKt/cMPP2BnZ8f69eu5d+8eefLk4datWyp6p1EqeouIiIiIiIiISJrl4+OToHg7OztOnjwZZ4zJZOK9997jvffeS1ROFStWjPMhky/ucH7RkiVLjBYelihYsCCTJk1i0qRJCcrPbDZH+Xry5MlMnjzZorEuLi7Rxr+obt268e4OX7t2bZQHWr7I2dmZ0aNHM3r0aIvyiZQpUyamT59uPLBU0jY9yFJERERERERERERE0gwVvUVEREREREREREQkzVDRW0RERERERERERETSDPX0FhEREZF0ae3VCfHGvB029H+xU+KNHUatJOckIiIiIiJJp53eIiIiIiIiIiIiIpJmqOgtIiIiIiIiIiIiImmGit4iIiIiIiIiIiIikmao6C0iIiIiIiIiIiIiaYaK3iIiIiIiIiIiIiKSZtildAIiIiIiIiIi6VURv83xxtiGnbU4VkRERFT0FhFJU9ZenRBvzNthQ/8XO8WiOYdRK0k5iYiIiIiIiIi8TCp6i4iIxEAfIIiIiIiIiIikTurpLSIiIiIiIiIiIiJphoreIiIiIiIiIiIiIpJmqL2JiIi8VJa0DYGEtQ5R2xARERERERERiaSd3iIiIiIiIiIiIiKSZqjoLSIiIiIiIiIiIiJphoreIiIiIiIiIiIiIpJmqOgtIiIiIiIiIiIiImmGit4iIiIiIiIiIpJuhIeH4+HhQc+ePSlTpgw5c+bEwcGB/Pnz07hxY3788Ufu3bsX5xzu7u6YTCZMJhM+Pj4vJ3ERsZhdSicgIiIiIiIiIiLpyJ4vEzeu4bgkL3348GEGDhzIqVOnol27c+cOd+7c4eeff+brr7/m66+/ZtiwYdjYaM+oSGqjoreIiIiIiIiIiKR5q1atomfPngQHBwNQp04d2rdvz+uvv07WrFnx9fXF09OTFStWEBAQwGeffcahQ4dYt24dDg4OKZy9iCSEPqoSEREREREREZE0be/evXTr1o3g4GBy587Njh072LdvHwMHDqR+/fq89dZbtG3bljlz5nDp0iWqV68OwJYtW+jVq1cKZy8iCaWit4iIiIiIiIiIpFkPHjyga9euhIeHkyNHDo4cOULTpk1jjc+fPz979+6lVq1aAKxcuZL169e/rHRFxApU9BYRERERERERkTRrzpw53LlzB4CZM2fy2muvxTsmS5YsLFiwAHt7ewCGDx+O2WxO1jxFxHpU9BYRERERERERkTTJbDYza9YsAAoXLkynTp0sHvvaa6/Rs2dPAC5duoS3t3ey5Cgi1qeit4iIiIiIiIiIpEl//fUXvr6+ALi5uWFra5ug8W3btjWOt27datXcRCT5qOgtIiIiIiIiIiJp0pEjR4zjatWqJXh83bp1cXBwAODYsWNWy0tEkpeK3iIiIiIiIiIikiZdv37dOC5RokSCx9vb2+Ps7AzAlStXrJaXiCQvu5ROQEREREREUrcifpvjjbENO2txrIiIiLXcv3/fOHZ0dEzUHM7Ozty4cYOHDx9aKSsRSW7a6S0iIiIiIiIiImnSs2fPjOPINiUJlSFDBiDioZgikjqo6C0iIiIiIiIiImlS9uzZjeNHjx4lao4HDx4Aid8pLiIvn9qbiIiIiIhImmdpWxW1YRERSVte7ON97do1qlatmqDxoaGhRl/wkiVLWjU3EUk+2uktIiIiIiIiIiJp0ttvv20cHz16NMHjT506ZbRIefPNN62Wl4gkL+30FhEREREReUXooaDWo939IgJQuXJlChcuzI0bN1i7di3jxo3Dzs7yctiKFSuM4xYtWiRHiiKSDFT0FhERERF5RaloJyIikjQmk4l+/foxYsQIbty4waJFi/jwww8tGnvr1i0WL14MRLRJadiwYXKmKiJWpKK3iIi8VCrgiIiIiIjIy/Sf//yHmTNncvv2bYYNG8bbb79NhQoV4hwTFBREt27djIdfjhkzBpPJ9DLSFRErUNFbRCQN0a9Epz96z0VEJCXo75/0pfzt8hbFPQuf/r/4jhZEn09CRiIJkzVrVlasWEHjxo0JDAykTp06rFy5kqZNm8YYf/PmTbp3746XlxcA7du3p1OnTi8zZRFJIhW9RURERMSqVAwTERGRV039+vVZvXo1Xbt25cGDBzRr1oz69evTvn17ypQpQ8aMGbl58yaenp6sWrWKwMBAAJo2bcrSpUvjnPv7778ne/bs8eYwdOhQChQoYJXXIyJxU9FbREQkBiraiYiIiERw+7yuRXEzsjoAMNiC+L+SkE9sLNmRnrDd6KAd6WlL+/btKVGiBH369OGPP/7Ay8vL2M39b9myZWPEiBF88skn2Nraxjnv/PnzLVq/a9euKnqLvCQqeouIiEiyUh9369G9tC59uCUiIpJCGo5LsaWrVKnCb7/9xs6dO1mzZg2//vorvr6+hISEkDt3bipVqkTz5s3p2rUrOXPmTLE8RSRpVPQWERERQQVQERFJGdqdbD2W7EhPyG50SJ4d6ZLyTCYTzZo1o1mzZomeY8mSJSxZssR6SYmIVanoLSIiIiIiSaKinYiIiIi8SlT0FhERERGRJNHuSpHE0/ePiIiI9dmkdAIiIiIiIiIiIiIiItaSrnZ6e3h4MH/+fI4fP87Dhw9xdnamWrVq9OnTh+bNm6eaNUTSmtTQR1cPjxMRkZRgSdsQSGjrELUNEREREZG0LV0UvUNCQujWrRtr166Ncv7mzZvcvHmTzZs307VrVxYvXoydXeJuyctYI6lUtEt/UkMxWURERGJnSdsDSFjrg/Ta9kAfIIgk3l/XVlkU92ep1gmIn52EjEREROKWLoreAwYMMIrRLi4u9OvXj6JFi3LhwgXmzJnDnTt3WLFiBTly5GDGjBmv7BoiIiL/Zv2Hx6mAIyJpU2r5AEEPBbWer7sPsihuRubOFse3V6FWREQkVUjzRe+DBw+yYMECAKpUqYK3tzfZs2c3rvfv35969epx7tw5Zs6cibu7O1WrVn3l1khPUsPuZO2aFxGxXGrZXalCk/XoXqY/luzqTNgOUEivu0BTy0MN9aGrvIr0s0hERCKl+aL3hAkTjOMFCxZEKUYDODs7s2bNGipVqoTZbGbs2LFs3LjxlVvDGlJL0UFEEi81FJr0s8i6rF0cSY7CSGrZXZkaCk2p5fsnNdxLEUma1PD3T2qhQq2IiIj1pemi96NHj9i1axcANWvWpHLlyjHGVahQgbp16+Lt7c2OHTsICAggW7Zsr8wa1pJaig4q2qU/qWGnUGp5z1NDoUk/i0QSL7V8/6QWqeHvH/XRFRERERFJuDRd9D5w4ABhYWEANGzYMM7YBg0a4O3tTVBQEF5eXrRu3fqVWSO9SQ1Fu9QitRTtUsNOIRWa0p/U8rPI+rvDrF8MU9FOXlWp4e8fsZ7U8rNIu36tJ7W85yIiImJ9abroffr0aeO4QoUKccaWK1fOOD516pTFBemXsYa1pJb/6EsN/6GfWgqgqaVoJ9aTGr5/UsvPIkl/9P1jPanhXop1uTyP/32cZ84FQCsLYgF8kpKQJLvU8KGriIiIpF9puujt4+NjHLu4uMQZW7hwYeP42rVrr9Qa8upR0cG6UsP/NKWW91xFB+tJLd8/1n7PfZKaUAwsyRFSPk+xntTysyg1/P2j7x/r0b2UV1Vq+JmZWr5/UsO9FBGRlyNNF73v3r1rHDs5OcUZmytXH5NxeAAAhVNJREFULuP43r17r9Qa1qL/ULEe3UvrUtEufdG9lFdVaviZqe8f60oNf/9I+pMafhZB6vj+0c9MERGR9MtkNpvNKZ1EcnF1dcXT0xOA27dvky9fvlhjb9++TYECBQBo1KiRMe5VWKNQoUKxXrt58yY2NjbxFtwBwi18q00mEwCW/NGw+V+sNVmSZ0JyBOvnqXtpXdbOM6VyhNSRZ0q/57qX1qXvH+tJDe+57qV16fvHelLDe657aV36/rGe1PCe617Gzd/fH1tbW4KDgy2aMy0JCQnh8uXLAJQsWZIMGTKkcEYikhZY42dLmt7pHRISYhw7ODjEGfvi9dDQ0FdqjbiYTCZsbW2t+hfL7du3AcifP7/V5rS21JAjpI48U0OOoDytKTXkCKkjz9SQIyhPa0oNOULqyDM15AjK05pSQ46QOvJMDTmC8rSm1JAjpI48kyNHa/8/uYiIJF2aLnpnypTJOI7vE9egoCDj2N7e/pVaw9fX1+JYa4jcWf6y102I1JAjpI48U0OOoDytKTXkCKkjz9SQIyhPa0oNOULqyDM15AjK05pSQ46QOvJMDTmC8rSm1JAjpI48U0OOIiKSdDYpnUByypo1q3H8/PnzOGNfvP5iIftVWENERERERERERERELJOmi945c+Y0juN7cOT9+/eNY2dn51dqDRERERERERERERGxTJouepcuXdo4vn79epyxL153cXF5pdYQEREREREREREREcuk6aJ3uXLljOOzZ8/GGfvi9QoVKrxSa4iIiIiIiIiIiIiIZdJ00btGjRo4ODgA4OXlFWfs3r17gYinLteqVeuVWkNERERERERERKwjPDwcDw8PevbsSZkyZciZMycODg7kz5+fxo0b8+OPP8bbwnbkyJGYTKZY/7G1tSVLliwUKVIEV1dXpk2bRmBgoMU5/vLLLwwePJjKlSvj6OhIhgwZyJMnD7Vr12bs2LH8888/Sb0NImmaXUonkJyyZ8+Oq6srW7Zswdvbm9OnT8e4w/rUqVPs378fgCZNmuDo6PhKrSEiIiIiIiIiklbM9ZmUqHF9XT5N8tqHDx9m4MCBnDp1Ktq1O3fucOfOHX7++We+/vprvv76a4YNG4aNTcL3jIaHh/P06VOePn3KjRs38PT0ZOLEiezYsYM33ngj1nF///03ffv2Zc+ePdGu+fv7c/DgQQ4ePMj48eOZNGkS/fr1S3BuIumByWw2m1M6ieR04MAB6tSpA0D58uXx8vIiT548xnU/Pz/q1q3L+fPnAdi3b58R/yqtISIiIiIiIiLyKgkJCeHy5csAlCxZkgwZMlg0LqWK3qtWraJnz54EBwcDUKdOHdq3b8/rr79O1qxZ8fX1xdPTkxUrVvDkyRMAWrVqxbp164zf8o80cuRIvvvuOwDmz59PtWrVoq0XHBzMP//8w4oVK1i3bh0AefLk4cKFC+TMmTNa/JEjR2jevDkPHz4EoFatWnTs2JHy5cuTOXNmbt26xa5du1i8eDFBQUFGHt9++22S7ovIqyaxP1telOaL3gDu7u4sXboUgPz589O/f39KlSrFpUuXmDVrFnfu3AGgV69eLFiwINp4FxcXrl27BoC3tzd169a1+hoiIvJ/7d13eFPV/wfw9033glJmWaVQ2SB7jzLLEiyggGwRQWSIuEUZooCKiiBSZCOjLEVAkL2X7L0pGwEpUFro/Pz+6C/329i0TUvS9qTv1/PkeUruPee+sw7JJyfnEhERERGRSlQqem/evBktW7ZEQkIC8ubNiwULFqB169Zm9719+zaCg4Oxf/9+AED37t3x66+/muyTtOidUq0oqeHDh+OHH34AAHz00UcYP368yfYrV66gevXqCA8Ph5OTE+bPn4+uXbua7evUqVMICgrCzZs3oWka1q5dm+JtIVIRi94WiomJQbdu3bBy5coU93n11VexYMECODs7J9tmSdH7eY9BRERERERERKQSVYre4eHhKF++PO7cuQNvb2/s378fpUuXTrVNZGQkWrdujZ07dwIAli1bhs6dO+vb01v0joiIQJEiRRAREQF/f39cvnzZZHtQUBA2bNgATdOwdOlSk2OZs2/fPtSrVw8igrJly+L06dPQNC3VNkSqsEbR265PZGnk7OyMFStWYOXKlWjXrh0KFiwIJycn5MuXD61bt8bKlSsRGhr6XMXozDgGERERERERERGlz/Tp0/Vf4E+dOjXNgjcAeHh4YObMmXod55NPPsHzzBv18vJC7dq1ASTO6o6KitK37d27Fxs2bAAAdOjQIc2CNwDUqVMHwcHBAICzZ89i27ZtGc5GZI/s+kSW/xUcHKwPCOkRFhZm82MQEREREREREZF1iQimTZsGAChWrFiKS4aYU7p0afTt2xchISG4cOECtm7diqZNm2Y4S4ECBfS/Hz16BHd3dwDA7Nmz9es/+OADi/sbOnQoChcujMDAQFStWjXDuYjsUY6Y6U1ERERERERERDnP2bNncePGDQCJExUdHBzS1b5jx47636tXr36uLHfv3gUAaJpmciLLv/76CwCQJ08e1KlTx+L+GjdujClTpqBTp07w9vZ+rmxE9oZFbyIiIiIiIiIiskt79uzR/65Ro0a62wcGBsLFxQUAcODAgQznePToEfbu3QsAqFy5MlxdXQEkrjd+/fp1AIlLlnBdbiLrYNGbiIiIiIiIiIjs0rVr1/S/S5Uqle72zs7O+rIkly5dylCGhIQEvPPOO4iMjAQA9O7dW9929epV/e9ixYplqH8iSi5HrelNREREREREREQ5x4MHD/S/c+fOnaE+ChQogOvXr+Phw4dmt1+8eDHZ8iIigoiICJw8eRJz587F33//DQAoW7YsBg4cqO/35MkT/e+8efNmKB8RJceiNxERERERERER2aWnT5/qfxuXKUkvJycnAImFbHP69+9vUT/ly5fHmjVr4Obmpl+XdI3xmJiYDOUjouRY9CYiIiIiIiIiIruUK1cu/e9Hjx5lqI/w8HAA6ZsprmkavLy8kD9/flSvXh3t27fHq6++qhfQjXx8fPS///333wzlI6LkWPQmIiIiIiIiIiK7lHQd76tXr6J69erpah8XF6evCx4QEGB2n61btyIwMDBD+UqUKAGDwYCEhATcunUrQ30QUXIselO2dPfuXYSHhyNfvnzpXtPqwYMHOHnyJACgUaNGtohnkXPnzmH37t24e/cuvLy8UK5cOTRq1AiOjnzZ/de1a9ewb98+/TGvW7cuChcubHH7c+fOITQ0FADw+eef2ypmqiIiIrBo0aJkj3lwcDCqVq2aJZlUEB0dnaGfGD579gx3794FABQvXtzasSz2+PFjHDx40OQxL1myZJblISLbuHz5sv46L1mypMlPksmU6uM6wLE9J4qJicGDBw/g5eUFDw+PrI6T7an+OudrPOepW7eu/vfevXvRsWPHdLU/duyYvkRKzZo1rZoNSFxypXLlyjh69Cj27t2LuLg4i+sG8fHxGDhwIBo1aoTmzZvD19fX6vmIVGXI6gBERjExMfj6669RqlQp+Pr6onz58ihQoABKly6NL7/8Uj/LcVp27tyJwMBANG3a1CY54+LisGnTJsycORNr1641WR8MAG7cuIGgoCCUL18e/fv3x6effoqhQ4eiRYsWKFy4MKZMmWKTXCq6dOkS2rRpA39/f3Tr1g2DBg3Cq6++imLFiqFFixb6iT7ScvbsWYwePRpjxoyxSc5Tp05h5MiR6NGjB95//30cPHjQZPv69esREBCAQYMGYeHChdi4cSNWrlyJL7/8EjVq1ECnTp1MTp6S0y1duhRNmzaFu7s73N3d4eXlhZYtW2LhwoUprpH3X3/99RdKlChh0w8oFy9exKZNm3Dq1Klk2x4/fowBAwagYMGCaNGiBbp374727dvjhRdeQJUqVbB69Wqb5VJNZGQk5s+fj0GDBqFbt24YMmQIFi1ahIiICIv72L17N5o2bYpmzZrZMGna9uzZg27duqF48eJwdXVF/vz50ahRI/zwww/J/i/Iyfbv34/XX38d5cuXh6+vLypVqoQ333wTu3btsriPVatWwcHBweZfFEdHR+PixYsmJ5AyiouLw/jx41G4cGG88MILqF+/PipXroy8efPi5ZdfxtGjR22aTSWqjOsAx3ZruX79OsaOHYs2bdqgbt26eOmll/DVV1/hypUrFvexceNGlCxZ0mQGpi3ExcWluG3x4sWoW7cuPD09UaRIEeTKlQvFixfHO++8g9u3b9s0l2pUeZ3zNU7mVK1aFcWKFQMAhIaGpjoumPPrr7/qf7dr186q2YyCgoIAJE6mOnDggMXt9u7di5kzZ6JXr1547733bJKNSFlClA3cu3dPateuLQaDQQwGg2iapl+M1xUpUkS2bt2aZl+///673s7ali5dKkWKFNEzGQwGKVCggKxcuVJERO7cuSNFixZNdhv+e3s6duwocXFxVs+nkoMHD0revHlTvK8MBoM4OjrKmDFjJCEhIdW+bPWYx8fHy6BBg0web+Nl+PDh+u1wcXFJ8zEPCAiQO3fuWDWfaiIjI6VDhw6pvs6rVKkiZ86cSbMvW77Od+3aJTVr1jR5vCtXrix79+4VEZGIiAh58cUXU33uGgwGeeedd6yeTTUrVqyQggULmn0N+fj4yKRJkyzqx5aPt4jIs2fPZOrUqVK/fn0pUqSI1KhRQ7799lt5+vSpvs/nn39ukv+/j3exYsVk3759Nsmnivj4eBk6dGiy+ynpv1966SX5559/0uzL1o/5+fPnpXPnzuLo6Khna9eunVy4cEFERGJjY6VFixZmx6uk/0f98MMPNsmnClXGdRGO7db03XffiZubm9mx3dnZWYYMGSJRUVFp9mPLx/zevXvy3nvv6e/b8+XLJ4MHD5Z79+7p+/Tu3TvV566np6f+Hj8nU+V1ztd41omJiZHTp0/L6dOnJSYmxuJ20698naFLRn355ZcCQABISEiIxe1u3rwpuXPnFgBSqlQpk8+mo0aN0vu0pFaRmuPHj+t99ejRw+J23bt319txzCJ7ktGxJSkWvSnLJSQkSKNGjfQ3HG5ubhIUFCTdunWTypUrm7wZseQDpq3eTP3yyy8pfvh1dHSUjRs3yuuvv65fV7BgQRk+fLiEhITI5MmTpVu3buLs7KxnGzRokFXzqSQyMlKKFSum31dVq1aV8ePHS0hIiAwdOlTy589v8ga0U6dOqQ5ytnrM33rrrVQL2VOmTJGWLVvq17Vu3VpWrVol586dk2PHjklISIiUK1dO379Ro0ZWzaeazp07m9yHZcqUkbp164qPj4/J9ZZ8yLTVY/7HH3+Iq6ur2de5p6enHDp0SIYPH65f5+rqKsHBwfLxxx/L8OHDpW7duibPkbFjx1o1n0rmzZsnDg4OaX4h1Lx5c5MihDm2/JB8+/ZtqVGjhtkibYMGDSQiIkKWLFmiX69pmjg4OIivr6/kyZPH5Pa4ubnJ/v37rZ5RFUOGDDG5Pzw8PMTX11ccHBxMHnNfX1+9CJESWz7me/bsER8fH7PFm0KFCsnFixdl7NixJtuqVq0q3bp1k+DgYClSpIhJm5kzZ1o9oypUGNdFOLZb0/jx41N8P5z0PqpYsaJcvHgx1b5s9ZifPXtW/P39zb7Gy5QpI3fu3JGpU6eajOt58+aVunXrStWqVcXFxUVv4+DgIGvWrLFqPtWo8DrnazxrqVL0joiIEF9fXwEgnp6ecvz48TTbPHv2TJo2baoXlRcvXmyy3ZpFbxGR1q1bCwDRNE02bNiQ5v7btm0TTdMEgLzwwgs5fmId2RdrFL01EQt/i0TK+eOPP2zWd/v27a3W17Jly9ClSxdomoYGDRogNDQUhQoV0rfv378fQ4YM0ZeU0DQNY8eOxaeffmq2v1WrViE4OBiapiE+Pt4qGa9du4YKFSogMjISbm5ueOONN1CxYkVcuXIFv/zyCx48eICAgADcunULUVFRaN26NZYsWQJPT0+Tfs6fP4/g4GCcOXMGmqbh77//RrVq1aySUSXff/89RowYAU3T8M4772DSpEkm26OiojBy5EhMnjxZv65169b47bffkp3pGrDNY37gwAF97bfSpUvjq6++0h/zMWPGYO/evcidOzciIiIgIhg9ejQ+++yzZP1ER0eje/fuWLlyJTRNw4oVK/Dyyy9bJSMAHD9+3Gp9/VflypWt1teGDRvQqlUraJqGsmXLYuHChahSpQoAICEhAcuWLcNHH32Eq1evAgAcHBwwe/Zs9OzZ02x/tnjM79+/j/Lly+P+/fvQNA3t2rXTH/PffvsNMTExqFatGi5fvozw8HDUqFEDK1as0H8qabRt2zZ0794dt2/fhqOjI06fPp3iCW/s1Y0bN/DCCy8gOjoaDg4OGDx4MLp06QIfHx+cOnUKv/zyC9avXw9N0wAknhBo8+bNKFq0qNn+bPF4GzVp0gTbt28HkPi8K1CgAO7fv4/Y2FhomoZBgwZh27ZtOHXqFFxcXDBmzBi8+eab8Pb2BpA4rn/11VeYP38+AKBYsWI4d+4cXF1drZbx8ePHVuvrv3LlymWVfg4cOIA6depA0zQUKFAA06dPR7t27eDg4IB///0XM2fOxPjx4/Xb4u7ujlWrVqW4ZI2tHvPIyEhUrFhRH2sqV66MChUq4MqVK9i3bx80TUOzZs1w8uRJ3LlzB/7+/li0aBFq166t9yEimDdvHoYOHYonT57Azc0NFy9etNoamhzXrfuYc2y3nrNnz6JixYoQEbi7u2PcuHEmY/uMGTMwa9YsxMfHQ0SQP39+bNy4McXnnS0e87i4ONSoUUN/HeXNmxelS5fG1atXcevWLWiahi5dumDfvn0ICwuDj48Ppk2bhldeeUX/P+nJkyf49ttv8eWXXyI+Ph558uTB5cuXkTt3bqtkBPg65/s3+xIbG4uLFy8CSHxPZ+7zmjkhYd9k6HgDSryfoXYAsGXLFrRs2VJ/bS9cuBCtW7c2u+/NmzfRq1cvbNmyBQDwyiuvYOnSpSb7JF1i83lOZGl04cIFVKlSBVFRUfDy8sL8+fNT/Oy4fft2BAcHIzw8HJqmYf369WjZsuVzHZ8oO8no2GLCaiV4ynaSzlaz5sXBwcGqOV9++WXRNE2KFSsmERERZveJi4uTwYMHm3wD//XX5r/ltcUMgs8++0w0TRMnJ6dkP1+/ePGieHt76zML/P39TX4S/19Xr14VLy8vMRgM8uabb1oto4jI8OHDbXaxpsaNG4umaVKrVq1U91u2bJk+a8NgSFwWxtxSJ7Z4zN98803RNE18fHzk7t27JtuioqKkVKlS+jHr16+fal/Pnj3TZxx16tTJahlF1Hmdd+3aVZ9Jdfv2bbP7RERESIcOHUx+QfHf2RRGtnjMJ06cqPf522+/mWzbt2+f/lNuTdOkQIEC8u+//6bY1/Hjx/Vlb6z9+qlatapNLtWqVbNaxvfff1+fIbd8+XKz+6xatcpktm2pUqXk5s2bZve11cywFStW6P126dJFn3EeEREh77zzjn4bjM/H1GbcfPPNNya/ArEmW7zGrf0679u3rz6j7ty5c2b3uXbtmtSqVUt/jbu7u6c4K8pWj3nS2Z0//vijybaVK1ea/DohV65cEhYWlmJfW7Zs0ff/9NNPrZaR47p1H3MVxvY8efLY5OLj42O1jCIib7/9tmiaJs7OzrJ7926z+xw6dEj8/f31xzxfvnxy8uRJs/va4jGfO3eu3ud7770nsbGx+rbvv//eZHa3q6urHDlyJMW+Fi9erO8/fvx4q2UU4es8J75/s2eqzPQ2Wrp0qTg7O+sztJs2bSo///yzbN26Vfbu3SvLly+XN998Uzw9PfV9WrdubXbZJmvP9BZJfJ04Ojrq/TZu3FimT58uu3fvln379snChQulU6dOYjAY9H0mTpxolWMTZSdc3oRSVadOnRR/dvg8F2t/GDGutTd69Og09x0zZoxJjlmzZiXbxxZvpqpUqSIGg0H69etndvsHH3ygH3PcuHFp9jds2DDRNE1Kly5ttYwitnsDbe3HPF++fGIwGOT7779Pc98NGzaYrBv5xhtvJNvHFo956dKlxWAwyMcff2x2+48//phi4cScL774QjRNk6JFi1oto4iIn5+fEq9zPz8/MRgM8sEHH6S6X0JCgskyQc7OzvLnn38m288Wj7nxvAKvvPKK2e3G5W4sLXC98cYbommaVKxY0WoZRUxf50kfr+e52GrM7NixY6r7nT9/Xn9uaJom5cqVk/v37yfbz1bFMOOXrmXLljUpjBgZl94yGBKL4mmpV6+eaJomTZs2tWrOXLlyZfvXeUBAgBgMBnn77bdT3e/p06fSqlUrPYOXl5ccPHgw2X62esyNj2nLli3Nbu/evbt+XEvWde3SpYtommbVL404rls3pwpje9IlgLLzY16+fHkxGAzSu3fvVPe7d++eVK1aVc/h6+srly9fTrafLR7zoKAg0TRNateubXZ7u3bt9GOae0/5X61btxZN06RevXpWyyjC13lOfP9mz1QreoskfkFXrVo1vWic0sXLy0smTJiQ4rIhtih6i4hs3bpVSpQokWa+3Llzy/z58612XKLsxBpFb8cMzDAnRezZswdffvklRo0apV/32muvZbufad2/fx8AUL58+TT3/fzzzxETE4OvvvoKIoKBAweiQIECNjuDspHxJ3vG5S7+67XXXsM33yT+PKt06dJp9lerVi0AwK1bt6yUMNF7772H77//HgkJCRafRd0S2v//3NNaHj16BADJflZoTosWLbB06VJ07NgR8fHxmD17Nnx9fTF27FirZvqvmzdvAgAqVKhgdnvr1q0xbNgwALDoJ+1lypQB8L/nu7WcPXsWgwcPxuzZs/XHqXXr1sifP79Vj/O87t69CwBpLuejaRpmzZqFuLg4LFiwALGxsXjllVewZcsW/XVjK5cuXQIANG3a1Oz2Pn36YPr06QAs++lwo0aNMGvWLFy7ds16IQGsWbMGAwYMwM2bN6FpGiTxC2yrHuN5XblyBQBS/Lmo0QsvvICdO3eiYcOGuH79Os6ePYs2bdpg69atcHd3t3nOI0eOQNM09OnTB46Oyd8SDR06FDt37gQABAUFpdlf165dsXfvXpw8edKqOc+fP49evXph48aN+uu8evXq8PDwsOpxnofx/7OU/p80cnV1xapVq9CuXTts2rQJT548QZs2bbB79+5MeX9y/vx5/efv5vTv3x+LFi0CAIvGnJYtW2Lp0qX6c94aOK5blwpj+5EjR9CjRw+cOHFCf8wLFy5sdlzKStevXweQuCxUavLly6f/zP/YsWO4c+cOgoKCsGvXLhQoUMCmGU+ePAlN0/Dqq6+a3f72229j7dq1ABIfy7R06NAB69evx7lz56yak69z61HhNU7mPc8yJc+rWrVqOHjwINatW4clS5Zg//79uHHjBmJjY5E3b168+OKLaNu2LXr06IE8efJker7AwECcPXsWy5Ytw6pVq3DkyBHcvn0bMTEx8Pb2RsWKFdG2bVu8/vrr8PHxyfR8RKrIXu+kyKo0TcPIkSPh6+uLN998EwDw999/Y9q0afDy8sridP/j6uqK2NhYPH361KL9x40bh/v372PGjBmIi4tD165dsXnzZpP1Nq3t2bNnAFIu/pYqVUr/OyIiIs3+jAUqaxeqvv76a7Rp0wadOnXCw4cPAQAjRoxA27ZtrXqc55UrVy6Eh4fj3r17Fu3frl07hISEoF+/fgCAL7/8EoULF8bAgQNtltHBwQEAEB4ebnZ70oL9nTt30uzP2I811/k19jdz5kwUKVIEX3zxBTRNw4MHD1Jc/zyrGO9PS9dvnDNnDh4+fIjVq1cjKioK7dq1w549e2xaFDO+dlMqJCb9Qss4JqTGeP/HxsZaId3/tGnTBgcPHkTr1q1x9OhRaJqGUaNG4fPPP7fqcZ6HcTw3rnudmmLFimHTpk1o2LAh7t69i4MHD6Jz585YvXq1/ryxFeNr18/Pz+z2pP+v/PccDeYYvwAzjr/WUrBgQaxbtw79+vXDvHnzoGkafH19sWrVKqsexxosKdI5Oztj1apVaNq0Kfbv34979+6hVatW2LNnj80LYsaxOG/evGa3J/2i05L/o43PC0vfw1iC47p1qTC2V6pUCXv37kVwcLD+5VabNm0QEhJitWNYg/E2W/KlZO7cubFx40bUr18fFy9exMWLF9GuXTts27bNpl9qGt9bFi5c2Ox243rUQOJYlBbjWPHkyZPnD5cEX+fWo8JrnLIn41jbpk2bDPcxevRojB492nqhknBxcUGPHj3Qo0cPm/RPlBMYsjoA2V6/fv3w6aefQkRw4cIFjBgxIqsjmShevDgA6LPpLDFt2jS0atUKQOJJD9u2bYvTp0/bJB8A/eRqBw4cMLvd09MTU6dOxQcffGDRFwrGk2EYb7s1BQYGYuPGjXqOkJAQFClSBI0bN36uizWVLVsWALB69WqL2/Tt2xcjR44EkFiIGDJkCEJDQ62aKynjFxnr1q0zu93FxQUnT57En3/+adEMlhUrVgCw7JcAGTFmzBj069cPIoL9+/fb7M1XRhUpUgRAyq+h/zIYDFiyZAmqV68OTdNw//59tGzZErdv37ZZRuMJdI8cOWJ2u7e3N0aMGIFXX30VMTExafa3b98+ACl/8H4eBQsWxObNm1G6dGmICMaMGYONGzda/TgZZSwSWDr7NSAgAKtXr4abmxsA4K+//tK/5LIl4wfklGZz+fr6Im/evBAR/SQqqTH+KsiSYn96GQwGzJ49G23btoWIYM2aNfjhhx+sfpyMMr5+LD05m5ubG1avXo2SJUtC0zRcvnwZrVu3tuiL4+dhfG6m9J4hb9686NSpE2rVqmXRF5rHjh0DAJsU6zmuW4cqY7u7uzv++OMP1K5dGyKCmTNn6r86yC6Ms5AtnfWcL18+/Pnnn8iXLx80TcOhQ4fQsWNHxMXF2SyjcfxNacwuUKAAqlevjgIFCuDs2bNp9me8rbaaScnX+fNT5TVORERZ4DmXWCFFJCQkSIsWLfT1zPbs2ZPVkXRDhgwRTUs8mcyxY8csbvfkyROpWrWqvhZsoUKF5ODBgzZZK65///76+nRHjx59rr527twpzs7OYjAYZPDgwVZKmNzKlSv1+6Fhw4Y2O05GjBs3Ts82b968dLXt1auXvl6gk5OT/PjjjzZ5zD/99FO9z19++eW5+po0aZLelyVrvmdUdHS0VKtWTb9vTp06ZbNjpVe/fv1E0xJPDHf16lWL2925c0dKlCihv87Lli0rV69etclj/tprr+lrDF+/fv25+jpz5ox4enqKwWCQ119/3UoJkzt58qR4enqKpmni5+cnkZGRNjtWerRp00Y0TZPKlSubPflsSv744w9xdHTU1xofMmSIiNhurd/AwEDRNE0qVaok8fHxKe739OnTVE98JZK45pxxvdugoCCr5kzq4cOH+ol0PTw80vV6siXj66dgwYISHh5ucbtz587p53kwGBJPDPzo0SObPebBwcGiaZrkz59fHj58+Fx93bp1S8/etWtXKyU0xXH9+ak2tl+/fl0KFCggmpZ48kBz5znIKh07dhRNSzxp+7Nnzyxut3fvXnF3d9df5x07dpTY2FibPObGcwb4+fmlK6M5jx8/luLFi4vBYJAOHTpYJ6AZfJ0/H9Ve4/bIGuvuEhH9F09kSely5coVcXV11T9UZhdnzpwRBwcHMRgM4uPjI7NmzTJ7ZmRz/vnnH3nhhRf0N1QuLi7Svn17q7+ZOnbsmF6I8fT0lO+//15u3LiRrj7Cw8NlwoQJ4uHhob+pPX/+vNUymvPOO+/o98WCBQtseqz0uH//vvj4+Ogffnr27CkbNmyw6M10XFycyRniDQaDXgCy5mN+584dyZMnj56xffv2snDhQovbP3v2TNauXSutWrXSn5/58+eXBw8eWC2jOceOHdNfT23btrXpsdJj//79+mPk7+8vmzdvtrjtuXPnpGDBgvr96OPjo59kyJqP+c6dO/U+CxcuLL/99lu6/3NNSEiQJUuWSMGCBfW+zJ2kz5p++eUX/VijRo2y6bEsNWvWLD1T//79zZ4kMiXTpk3T2xoMBunUqZPMnTvXJsWwn376Se+3d+/e8vTp0wz1ExERIZ07d9b7mjNnjlVz/tf27dv1Y/Xo0cOmx7LUxo0b9Uw1a9aUCxcuWNx2z549epHBYDBIyZIl5ZNPPrHJY/7HH3/o/VaqVEmOHDmSoX727t0rZcqU0ftKz5iWXhzXn4+KY/tvv/2mH8f45V92sGzZMj1X27Zt0/UF1++//27ypWadOnXk+++/t/pjvmDBAr3PFi1ayN27dzPUz9WrV6VBgwZ6XytXrrRaRnP4Os84FV/j9oZFbyKyBRa9Kd0+/PBDvVi4Y8eOrI6jGzt2rEmRw9nZWcqVK2dR2xs3bkjZsmVNiqC2+NA0ZswYk4y5c+e2uO1rr72mf+Fg7OObb76xaj5znjx5Ir6+vvqMl5TOOp0VVq9eLS4uLhm6T2NjY6VLly4mbW3xmK9evVqcnZ31vgsUKGBx2+rVq5tkc3V1lY0bN1o1X0qMv0wwGAzP/csEaxo4cKDJY1a4cGGLZ8SeOHFCChUqZPJY2+IxHzBggEnG9DzmI0aMEF9fX5Nsw4cPt2o+cxISEqRq1ar6LKfnnb1qDTExMVKhQgX9fjAWMS09u/zEiRNNHgdXV1ebPN7Pnj2TcuXK6cfx9fWVAQMGWNx+165d8v7770uBAgX0x71q1aqZMtZ26tRJNE0TR0dHuXjxos2PZwnjLGqDwSCOjo5Sr1496d+/v0Vtt2zZohe+bfkaFxH9i1Pj416hQgWL23733XdSs2ZNva3BYJBu3bpZPeN/cVx/PiqO7U2aNNEndNy+fdvmx7NEQkKCSSE4d+7c8tprr8nYsWMtar9w4UKTwrctHvP4+HipV6+e3q+Li4u0bt3a4vahoaHyyiuv6O/bDQaDNGvWzGr5UsPXecap+Bq3Jyx6E5EtsOhNdmXChAl6YUPTNClVqpTFbR88eKD/nN6WH5q++eYbvVBbq1Yti9sZsxlneH/99ddWz5aSxYsXS2BgoAQGBsrevXsz7biW2LFjh5QvX16/b8qXL5+u9hMnTtQfD1s95rt375aKFSuKpmnSpEkTi9sZC1KapklAQIDs3LnT6tlS8vTpUwkLC5OwsDB5/Phxph03LXFxcfoHJ+PFz8/P4vaXLl2SKlWq2PR1Hh8fL2+//baer2rVqha3bdmypcltGzRoULqW9ngehw8fltGjR8vo0aPlxIkTmXLMtJw7d06KFy9u8iE0f/78FrefOnWqSXHEVq/xCxcuSLFixfTHzd/f3+K2devWNcnn7+8vV65csXpGc+7fvy/btm2Tbdu2ZZuC2JMnT6R169YmY3LRokUtbn/gwAEpUqSIzf8vj4qKkrZt2+o5K1asaHHbJk2a6Nk0TZN27dpl+BcC6cFx/fmoOLZfvnxZ5s6dK3Pnzs02X2yJJP4SzvhFq/HxKlSokMXtV61aJV5eXjZ9zO/du2eSsXTp0ha3bdiwoclrvEaNGmkub2UtfJ1nnIqvcXvCojcR2QKL3mR3rl69KqNHj5Z69eplaO28X375RUqUKGGzD00iIjdv3pQvvvgiXTO1Bw8eLMWLF5eBAwfKmTNnbJJLVQkJCbJt2zb55JNPZMyYMeluf/r0aenWrZu+Trqt7Ny5U9atW2fx/lOmTJFevXrJkiVLJDo62ma5VLRv3z7p06ePFC5cWBo0aJCutjExMfLpp5+afGC2hQMHDki/fv3kvffes7jNwIEDxcnJSVq1aiWbNm2ySS7V3Lt3TwYMGKAv65SeD6EiiV86lSxZ0qZfbIkkfnH69ttvi6enp7Rr187idj169BBN08TBwUF69OiR4Z/R2xvjl60ODg5Sp06ddLV98OCBdO/eXRwcHGz6mIskLtXQrFkz6dmzp8VtjOvbli1bVmbOnMnCyP9TYVwX4dhuLc+ePZPx48eLv7+/aJomNWvWTFf7ixcv6jPGbfWYx8TEyDfffCOlSpWS4OBgi9v16dNHNE0Tb29vGTlypMVLLuYEKrzO+RrPGix6E5EtWGNs0UREsvpkmkTWFB8fj82bN+PEiRMYMWJEVscBACQkJMBgMGR1DLsWGRmJs2fPonr16vp1Dx48wMmTJwEAjRo1yqpoqVIhoy3FxMTA2dk53e3Cw8OxdOlSnDx5ElOmTLFBsvR78OABPD09M3R77N3Tp0+xa9cuREdHo127dulqGxsbizlz5mDOnDk4efIkIiIibJQSiI6Oxp07d+Dn52fR/hs2bMDNmzcRFBSEwoUL2yyXqp49e4Z79+6hWLFi6W577tw5zJ07FydPnsTq1attkC5jLl26BIPBAH9//6yOkm3Z07gOcGxPy4ULF/Do0SPUqFEj3W03btyI2bNn4+TJkzhx4oQN0iWKjIyEh4eHRfsePHgQERERqFevHlxcXGyWSXX29Drna/z5xcbG4uLFiwCAgIAAODk5ZXEiIrIH1hhbWPSm57Zq1Sp07NgRmqYhLi4uq+OkSIWcKmQE1CnUrlq1CsHBwTAYDNn2/lQhI5D4wXTAgAHQNA2XLl3K6jgpUiGnChmBxKJjaGgoAODzzz/P4jTmqZARUCfn7t278dlnn0HTNGzevDmr45ilQkZAjZyqjEXMaT1HjhzBlClToGkaZs2aldVxUqRCThUyAmo8LwE1cqqQMauw6E1EtmCNscXR2qEoZ1LluxMVcqqQcefOnUoUao1UuE+ze8aoqCiEhYVB07SsjpIqFXKqkBEAzp49i9GjR0PTtGxbqFUhI6BOzvv372Pbtm3Z+rmpQkZAjZyqjEXMaT3Xrl3D3Llzs32hVoWcKmQE1HheAmrkVCEjERGZ4noLRJRh2b1QS0REREREREREOQ+L3kRERERERERERERkN1j0JiIiIiIiIiIiIiK7waI3EREREREREREREdkNFr2JiIiIiIiIiIiIyG6w6E1EREREREREREREdoNFbyIiIiIiIiIiIiKyGyx6ExEREREREREREZHdYNGbiIiIiIiIiIiIiOwGi95EREREREREREREZDdY9CYiIiIiIiIiIrsVGBgITdNSvTg4OMDDwwP+/v5o3749FixYABHJssxhYWF6trlz55ps69OnDzRNg6urq1WPOXfuXP2Y+/bte+7+rl69igkTJqBFixYoUqQIXF1d9fu4TZs2mDJlCu7fv59qHynd1qT3z4QJE547a3qldl+VKFECmqahVatWJtePHj1ab3Pnzp3MjJsjOWZ1ACIiIiIiIiIiykFCfs5YuwFvWTdHEgkJCYiKikJYWBjCwsKwevVqzJ07F2vXrrV6cdnePXr0CB988AFmz56NuLi4ZNuN9/G6deswcuRIjBw5Eu+//34WJCV7xqI3ERERERERERHlCEeOHDF7fUJCAv7991/s2rULP/30E/79919s2bIFw4cPx88/Z7BInwNdu3YNzZs3x4ULFwAA+fLlQ+fOndG0aVMUKlQIBoMB165dw/r16xEaGorHjx/jgw8+QFhYGH766acsTk/2hEVvIiIiIiIiIiLKEapUqZLq9hYtWuD1119H7dq18c8//2DmzJn47LPPULhw4cwJaIG5c+cmW/IkO4iMjETr1q31gveAAQPw9ddfI1euXCb71a9fH926dcPnn3+Ozp074+jRo5g2bRqaNWuGjh07WnSsEiVKZOnyM6kJCwvL6ggErulNRERERERERESk8/Pzw8iRIwEAcXFxWLlyZRYnUsOoUaNw+vRpAMB7772H6dOnJyt4J1WqVCls2LABefPmBQB89NFHmZKTcgYWvYko23jy5IlV+3N3d0fx4sXh5+dntT5VyEhERERERETPJzAwUP/70qVLWRdEEXfu3MGUKVMAAJUqVcL48eMtapc/f3588MEHAIALFy7gwIEDNstIOQuXN6Hn1rJlS1y5ciWrY6RJhZy2yvjkyRN4enparT9jodZgsO73ZgULFkT79u3RvXt3tG7dGg4ODs/VX4sWLaz+syIVMtpCgwYNsHXr1qyOkSYVcqqQEQCKFy+O3r17Z3WMVKmQEbBdzpEjR6Jnz54oU6aMVfqrVq0a5syZY5W+jFTICKiT05pUGYuY03rKli2LUaNGZXWMNKmQ01YZe/TogZ49e6JFixZWeZ9tq+elCjlVyEjZX3x8vP53TEyM2X0ePnyIkJAQ/PXXXzhz5gwePHgAFxcXFCpUCA0bNsTbb7+NatWqpXiM8PBwTJ06FStWrMClS5fg5uaGxo0b49NPP4W3t3eK7fr06YN58+bBxcUFz549S7Y9Li4OixYtwu+//45Dhw7h3r17EBHky5cPNWrUQK9evfDyyy9D0zTL75A0zJ07V7+fPv74Yzg6Wl5y7NmzJ1auXIm2bdvC19fXojZhYWHw9/cHAIwfP97sLPELFy4gJCQEW7duxdWrV/Ho0SN4eXmhRIkSaNmyJYYNG2bx8dKjRIkSuHr1KoKCgrB+/XqL202fPh1vvZV4stZ69ephw4YN8PDwMNnnypUr+OGHH7BhwwZcu3YNDg4O8Pf3R5s2bTB8+HAUKFDAqrdFZZpk1wVw6Lldu3bNZn0XL17can2pkFOFjKnx8PCwaqHWVgwGg/6fbt68edGlSxd0794dderUyeJk/6NCRks1bdoUmqbhiy++QL169bI6TopUyKlCRrI/xvGoatWq6NmzJ7p27YqCBQtmdSwTKmQEsm9OEcHOnTuxb98+hIeHI1++fKhbty7q1q1r8YfUI0eOYMqUKdA0DbNmzWJOBXJSzmUciwoUKICuXbuie/fuqFGjRlbHSkaFnCpktBexsbG4ePEiACAgIABOTk6WNQzJ4IkhB7yVoWaBgYHYvn07AFi8DvS0adPw9ttvAwC+//57vPPOOybbN2/ejM6dO+Phw4cp9qFpGkJCQtC/f/9k206dOoWWLVvi1q1bybY5Oztj/PjxGDFiBABgzpw56NOnj749taL39evX0bp1a5w6dSrV29ejRw8sWLDA5Lq5c+eib9++AIC9e/em63NuvXr1sHfvXjg5OeH+/fupLmuSHind1rSK3l9//TU++eQTky8v/svb2xsbN27M0PiQ2n2VUtF79OjRGDNmDADg9u3bKFSokL5t2bJl6Nq1KxISElCtWjVs2bIFuXPnNjnmnDlz8NZbbyE6Otpsply5cmHRokVo27Ztum9PdpPhsSUJFr3tWNLinDVpmoa4uDir9adCThUypkaVQm2dOnVMfspkzFyyZEn06NED3bt3R0BAQFbFA6BGRksZnxe//fYb2rdvn9VxUqRCzszM+Prrr9ukX2sWcFTICKiTMyXGmWvGccjBwQFNmzZFz549ERwcDHd3d5tnSIsKGYHsmXPfvn3o37+/vi5mUgEBARg/frxFJ3patWoVgoODoWlaqh/6mDPrcjZt2tQq/fyXpmnYvHmz1fpTIacKGVOTdEaycTwqXbq0/h6zRIkSNs9gCRVyqpDRXthr0fv+/fuoXr26PpP24sWLJs+b69evo2zZsoiKikKBAgUwbNgw1KhRA15eXrh27RpCQ0Px22+/AQDc3Nxw9epV5M+fX28fHh6OMmXK4N69e3BwcMDbb7+N4OBgGAwGrF69GpMnT0Z8fDwSEhIAWF70NhZMjx07BmdnZ/Tv3x+tWrVC/vz5cefOHWzfvh3Tpk3Ti6arV69Gu3bt9PYZLXrHxsbCw8MDsbGxaNCgAXbu3GlRO0tkpOi9YsUKdO7cGQBQuXJlDB48GC+88AIMBgMuXLiAqVOn4ujRowCA6tWr4+DBg+nOZc2i9+bNm9GmTRvExMSgQoUK2L59u77OudHSpUvRpUsXAECFChUwZMgQvPjii4iJicGuXbvw/fff4/79+3BycsKOHTuyXb0nvaxR9IaQ3dI0zSYXg8GQ43KqkDE1tWvXTnZcg8EgAQEBMnr0aLlw4UKm5LDE5cuX5auvvpJKlSqZzVy7dm2ZOnWq3Lt3jxmfkzHzqlWrsjpKqlTImZkZkz7XrH3JSRlVypmS9evXS+/evSV37tzJxiFPT0/p3r27rFu3TuLj4zMlj6oZs2PO9evXi6urqxgMhlTfQ/Tt21eePn2aal+///67zd5zMKd1ZHQsSq2drd6zZ/ecKmRMzdmzZ2XUqFFSunTpZGORwWCQ+vXry/Tp0+XBgweZkkflnCpktBcxMTFy+vRpOX36tMTExFjecPq0jF0yqHHjxgJAUiuDRUZGyqVLl2TmzJni5+en7//ee+8l23fIkCECQFxcXOT48eNm+/voo4/0PhYsWGCy7Z133tG3hYaGJmu7fv16MRgM+j5z5swx2d67d2/9+EmtWLFCbxMSEmI21/r16/V9+vXrZ7Jtzpw5+ra9e/eabW/OuXPn9Ha9e/e2uJ0lUrqtV65c0Y85fvx4k22VKlUSAFK6dGl5/Phxsj7j4+OlXr16evvr16+nO1dq95Xx+RMUFGRy/ahRo/Q2t2/fFhGRgwcPipeXlwCQF154Qb8+qUePHom3t7cAkJdfflmio6OT7XPjxg0pVqyYAJBKlSql+/ZkNxkeW5LgTG87ZvzGyZyEhAQsW7YM0dHREBGUKVMGjRs3RkBAALy8vBAdHY2bN29i9+7d2LNnj/7TsBEjRsDJyQnDhg3LUTlVyJiWK1euYMmSJVi8eDFOnjypX2+c+VCzZk307NkTXbp0Qb58+TIlU1pOnTqFxYsXIzQ0VD9xiDGvo6MjWrRogR49euDll1+Gq6trjsyY2vpwaTl69Cg0TUOJEiWS/WxK0zQcOnToeePpVMipQkYAFq1LqWmayQwWd3d3fTx69OiRvk3TNDg5OcHNzQ1A4oyTnJJRpZxpiY6Oxtq1a7F48WKsXbtWnwFjHIuyw0+7VciYXXI+ePAAAQEB+k+lO3TogC5dusDHxwenTp3CrFmz9NnKmqahTp06+PPPP5ONPUa2mkHNnNbLmd6xyM3NDf7+/ibvM+/du6fv5+3trS+fd+TIEatkVCWnChktdfjwYf095o0bN/RMAODk5IRWrVqhR48eaN++PZydnTM1m2o5VcioMhVneqfHoEGD8OOPPyZbIvSVV17Btm3bEBgYiGXLlplte+zYMVSpUgUAMGHCBHz44YcAEtcKz5cvHx4+fIg2bdpg7dq1Ztu/8cYb+q8HLZ3p/fXXX2Pq1KmIj4/XZ6mbkydPHjx8+BCtWrXCunXr9OszOtN73759qFu3LgDg/fffx9dff53ividOnEj1/1BPT0+TX0+nd6b3gwcP0LRpU1y+fBnjx4/Xl6j5r8mTJ+tL1uzbtw+1a9e26LYaWWOm9+PHj9GgQQPcu3cPxYsXx86dO80ugTt16lQMGTIEzs7OuHnzZoo1m19//RU9e/YEAOzcuRMNGjRI123KTjjTmzLstddeE03TpHDhwrJu3bpU9z18+LCULVtWDAaDBAUFSUJCQialVCOnChn/6+TJk/Lpp59KQEBAspkPzs7O0rZtW1m8eHGas50y04EDB2T48OFSpEiRZJlz5colvXv3lo0bN+a4jMZjmJtxbsmsJnP723J2WHbOqUJGEZGwsLAUL4sWLRI3NzfRNE3q1q0rS5YsSTZT4MmTJ7Jx40Zp3769aJomefLkSXPssseMKuVMj4iICFmwYIG0adNGnJyckj03y5YtK+PGjZMrV64wYzbNOWbMGP04P/zwQ7LtCQkJMnnyZHFxcdGz1KxZUx49emS2P1vNoGbOzJn5u3LlSn0s6tKli+zbt8/s+8cLFy7I0KFDxdHRUVxcXGTWrFmZkk+lnCpkTMnOnTtl0KBBkj9//mRjkbe3t7zxxhuydevWrI6pRE4VMqpGxZneaV1KlSol/fr1k/3796fZb2q/Artz547e55gxY/Tr9+zZo18/b968FNtv37493TO9LcklIlK2bFkBIE2aNDG5PqMzvXfv3p3qzPikcufOner937hxY5P9MzLT2yi1msuSJUv09tu3b7fshibxvDO9Dx06pO9XqFChVH+B37ZtWwEg1atXTzXT3bt39f6/+OKLdN+m7MQaM71Z9M6BFi9eLJqmiZeXl5w/f96iNrdu3ZK8efOKwWCQqVOn2jhhIhVyqpAxLSoUk5NKSEiQrVu3yttvvy1FixY1KVA6ODhkdTwRydyM1apVM3nMUvrZdnov1v4wr0JOFTKm5saNG+Lj4yMGg0Hef/99i9p89913ommaeHp6ypkzZ2ycUI2MIurkTMv9+/dl+vTpEhgYKA4ODsnG+AYNGmR1RCUyimRuztq1a4vBYJDmzZunut/u3bv156nxp/pRUVHJ9rNVkZY5bT+2nzlzRtzc3MRgMMiUKVMsarNs2TLRNE2cnJxk3759Nk6YSIWcKmS0RFxcnL4cU548eZKNRX5+flkdUUTUyKlCRlWoWPQ+cuSIfjl48KCsXbtWOnXqpG9/9dVX5d9//01X/0+ePJHjx4/LihUrZOzYsdKhQwfJkyeP3ueoUaP0fZMWS48cOZJinxERERkuehvFxMTIhQsXZN26dfLdd99Jz549TZZu+W+BOaNF7xMnTujtevXqleq+mVn0Nvr3339l//79smDBAvnwww8lMDBQnJ2d9fYZ+bLreYvexYsX1/8uWLCghIeHp3isokWLWvyljfHy+uuvp/s2ZScselOGNGrUSAwGg4wYMSJd7UaOHCmapkmNGjVslMyUCjlVyGgpFYrJSV28eFEmTZokxYoVs9mM2ueVGRljY2Nl1KhR4uTkJAaDQXx8fGT+/PkWtTXmyYx1qFXIqULG1AwePFg0TZN69eqlq12LFi1E07Q035xagwoZRdTJmR537tyRn3/+WYoVK5bpX8hYSoWMIrbPaSy8TpuW9gf7o0ePmhRq27Ztm2xml62KtMxp++dmnz59RNM0ad26dbravfLKK6JpmnTs2NFGyUypkFOFjOkVExMjixYtytbvhUXUyKlCxuxMxaJ3SsaOHavvU758eXn48GGqfT548EBGjhwpL7zwgtmio8HwvzW5kxa9v/76a/36q1evpnoMd3f3dBe9Y2NjJSQkRGrXri1OTk6pZrNW0TsyMlI0TRMAaX7RnJIKFSpYteh99uxZ6du3rxQsWDDNxydp0fvUqVMmX4wkvZw6dUrf73mL3gBMCu8DBw5M8b5xc3NLd9E7O/7flR7WKHo7gnKcEydOAEhcwzk9KlWqBAA4f/681TOZo0JOFTJaStM0BAYGolixYihZsiR++OEH3Lx5E5L45VhWxwOQuH52aGgoli9fjnPnzunXiwjc3NwQHBychekSZXZGR0dHjB49Gu3bt0fv3r1x6tQp9OnTB8uWLcOMGTP0s0FnNRVyqpAxNWvXroWmaejRo0e62r366qvYtGkTtmzZYqNk/6NCRkCdnJaIjIzE2rVrsXr1aqxbtw7h4eHJ1inPaipkBDIv55MnTwAkrh+elhdffBHr1q1D8+bNERkZiXXr1qF///76+p+2xJy2t2nTJmiahk6dOqWrXbt27bB8+XLs3r3bRslMqZBThYyWunz5MpYvX47Vq1dj3759SEhI0MehrDrHjTkq5FQhI2Wuzz77DMePH8fy5ctx+vRpdOnSBevWrdPXgE/qzJkzaN68OW7duqVflydPHpQvXx6VK1dG3bp1Ub16dVSoUCFZW3P9pcTRMX1luydPnqBNmzbYuXOnfp2rqyvKly+PChUqoFatWmjRogU6deqEU6dOpavv1Li7u6NixYo4ceIE9uzZg6dPn+rnuskKy5cvR/fu3RETE6NfV7RoUZQvXx5VqlRBw4YNER4ejl69eiVr26ZNG1y9etVsv35+fggLC7NKRnd3d6xbtw7jxo3Dxo0bMWPGDPTu3dvsOurGNdBbt26Nr776yqL+Uzo/SU7ConcOZFz4PyIiIl3t7t69CyDxxI2ZQYWcKmS0RHYuJl+4cAFLlixBaGgozpw5o+cCEk9W1KRJE/Ts2RMdO3aEp6dnjs1YrVo1HD58GJ9//jm+/fZbrF27FhUqVMAPP/ygn8giO1AhpwoZzTG+4c6bN2+62hmfk8YTd9mSChkBdXKm5NmzZ1izZg1CQ0Px559/6v9XGcclf39/dO/ePUufzypkBLImp7e3N+7fv4+bN29atH+tWrUQGhqK9u3bIyEhAXPnzoWvry/GjRtntUzMafuc5hjfL6b3vYPxpGXGk3famgo5VciYmuvXryM0NBShoaE4fPgwAJicSDkwMBA9evRA586dszKmEjlVyEhZa/r06di1axfu3LmDv/76Cz///DMGDRpkso+IoFu3brh16xacnZ3x2WefoVu3bihVqpTJfikVRwsWLKj/bTyBoTlxcXH6l7eW+vTTT/WCd69evTBkyBBUrVo12Qkt09uvJV566SWcOHECUVFRWL9+fZbVEW7cuIE+ffogJiYGhQsXxldffYW2bdsmO/nj3LlzsySfUWhoKBo1aoQpU6agUqVKiI2NxYABA3Do0KFkX3bkyZMH//zzD+Lj4/WTo5IFnmOmOSmqYsWKYjAYpGXLlha3SUhIkOrVq4umaVKrVi0bpvsfFXKqkDEl58+fl7Fjx0qFChWSrWHs4OAgzZs3l3nz5klERESmZwsLC5MJEyZI1apVzZ4s8MUXX5RvvvlGbt68menZVMi4b98+KVOmjP7TzJdeeklu3bqVbL+sXpJDhZwqZDTKnz+/GAwG+fTTT9PVbsiQIaJpmhQtWtRGyf5HhYwi6uRMKiYmRlatWiWvvfaaeHl5JRuTfHx8ZODAgbJr165Mz6ZSxuyQs1mzZqJpmtSvXz9d7UJCQkzWo/3mm29ExHbLcTCn7Zc+KFy4sBgMBhk+fHi62hmX8vD397dRMlMq5FQh43/dvn1bJk+eLPXq1TP7XrNChQoyYcIEuX79eqZnUy2nChlVZk/LmxglPcGhl5dXsvf/+/fvt+hkgTt27DC7vMnff/+tXx8SEpJi+6NHj6ZrTe+4uDjx8vJKc4mR6OhofbkMay1vIpK43IiDg4MAkMqVK0t0dHS62ltreZOJEyfq1+/cuTPF4yVdziYr1vS+ffu2fv2HH36oX298z5FUkyZNBIDky5dP4uLiUsx07949GTNmjMyfP1/Onj2b7tuUnXBNb8qQTz75RH+zPnHixDT3T0hI0Nc3NRgMMmnSpExIqUZOFTImlZ0LtSKJJ4IznnDqv9mKFi0qH3zwgRw/fjxLsqmUUUTk2bNnMnz4cHFwcEhxfersUKhVIacKGUVE2rdvL5qmSd68ec0W5s05fvy4fmKv7t272zihGhlF1MkZFxcn69atkz59+oi3t3eyMcnFxUU6duwov/32W4bfKOaEjNkt5/fff6+PKWPHjk1XW+P7EmP7d999Vz8Zn7WLtMxp+6J3165dRdM0cXd3N1lDNDVbtmwRR0dHMRgM8uabb9o4YSIVcqqQUSSxWPHzzz9LYGCgfuykY5Gvr6+8++67qZ74jjnVyWgv7LHoLSISFBSk79+jRw+TbYsWLdK3rVmzJsU+3n77bX2/pJMpEhISpEiRIgIg1XPIJC2EWlL0vnXrlr7/e++9l2K/y5Yt0/f775fCz1P0FkmcBGJsP2zYMIvbnT17VvLmzWuVovebb76pX//kyROzx4uLi5PKlSvr+23cuNHirEbWLHo/efJEP1mlh4dHsrXev/zyS73d8uXLU8w0ZswYfb9ffvkl3bcpO2HRmzLk3r17+iw24yzlFStWmLzgRESuXbsm8+fPlxo1auj7litXTp4+fcqcCmUUUadQa/wQacyWK1cu6dOnj2zevFkSEhKyOp6IqJExqR07dkipUqVMZiobn5/ZoVBrpELO7J5xzZo1eo6AgADZs2dPqvuvWrVKChYsqP+64++//2ZGxXLmy5cv2ZhuMBikYcOGEhISkuoZ4DOLChlFsldO44ceY56GDRvKjBkzZPv27Ra1HzRokMkM5bx589qkSMucti9679q1Sz9W/vz5ZdGiRSnO7nr69KlMnjxZPD099S9qzp07Z/OMquRUIaOImC3Oenp6Ss+ePeWvv/5KdmLVrKJCThUy2gt7LXqfPXvW5CSQSX/htWHDBv36wYMHm22/ePFiMRj+d6LE999/32T7uHHj9G3fffddsvYHDhwQV1fXdBW9o6KixNHRUQBI1apVJTY2Nlm/x48fNzmxY82aNU22P2/R+8mTJ/Liiy/qfbRv317u3buX4v5Pnz6Vb775RnLlyqW3CQwMTPO2iqRc9P7kk09SLRDHxcWZFOcByNq1a9N9W61Z9BYRWbp0qb7tpZdeMtl2584d/flQuHBhuXTpUrI8hw4dEg8PDwEgPj4+8vjx43TfpuyERW/KsH379ulv5JIWQp2cnCRXrlzi5OSUrEBapEiRNM8snBNzqpBRlUKtpmni5OQkbdu2lcWLF2falwLpoULG/4qMjJRBgwbpz0EfHx+ZO3dutijUJqVCzuyesW/fviZjUaVKlWTAgAHy5ZdfynfffSfjxo2T119/XUqVKqWPCQaDwezZznNyRlVyGsd0TdOkbNmyMm7cOLly5UqmHd8SKmQUyX459+7dK97e3ibPQR8fH4vbv//++yZtbVWkZU7bGzlyZLKie1BQkPTv31+GDh0qb7zxhjRt2lRfisf45duvv/6aKflUyqlCRuM45OjoKEFBQfLrr79KZGRkph3fUirkVCGjvbDXoreIyIgRI/Q2VatW1b8siYqKkvz58wsA0TRN3nzzTVm3bp3s2bNHFi5cKC+99JJJQRWADBgwwKTv6OhoKV++vMls8g0bNsiuXbtkzJgx4uHhIS4uLvpyIZYUvUVE2rVrp/fZpEkTWb58uezbt0/++OMPGThwoL6sifFSpkwZk/bPW/QWSSzQ1qhRQ+/HxcVFunTpIrNnz5bNmzfLrl27ZMmSJTJgwADJly+fSZ6GDRsm+6IxvUXvpMvH5MqVS8aNGydbt26V7du3y08//SRVqlRJ9vgsXrw43bfT2kVvEZHmzZvr21euXGmybdq0afo2b29vGTt2rOzYsUM2b94sn3/+ub60DQCZN29eum9PdsOiNz2XkydP6uscpnXp1auX3L9/nzkVzahKofbHH3+Uu3fvWq2/a9euybx586w64KuQMSWbNm2S4sWLm3wJkh0Ktf+lQs7smjEuLk569+5tMlM1pYtx9tpXX33FjIrmLFiwoAwdOjTTZpZnhAoZRbJnznPnzklQUJD+HKxcuXK62oeGhoqPj4/Jc5g5s39Oc0aNGiUuLi6pjkfGbXnz5pWFCxdmWjbVcmb3jNWqVZPvvvtO7ty5k6nHTS8VcqqQ0V7Yc9H70aNHUqhQIb3dzz//rG/7448/TGaCm7u8++67Uq1aNbNLdogkLkdSqVIls20NBoPMmjVLn7lradH78uXL4uvrm2quFi1ayOuvv663T1ofsEbRWySxqD9q1CiTQmxql4oVK8q8efPMTspLb9FbROSjjz5K9XgeHh76+TsA0zXXLWWLoveZM2f051XRokWTnWPt22+/1Wfzm7s4ODiYXRNcRSx6k1UcOXJEvvzyS3nppZekVq1aUrp0aalTp44EBwfLpEmTJCwsLKsjiogaObNrRpULtc/DeLIpBweHrI6SoszO+PjxY+nXr5/Jh72sLtSao0LO7Jxxx44d0qFDB/1XKP+9+Pj4SJ8+fbL05CYqZMzuOVM7iU1GbNiwQfz9/aVkyZJW61OFjCLZO2dYWJjMmDFDZsyYke629+7dk48//lh8fX1tXqRlTtu6dOmSDB06VF544QWzY1GlSpVk9OjRqf6EnDnVyWgtv//+uxgMhmz9XlhEjZwqZMwq1ihMZYaMFL1FRObOnau38/HxMZnAdvjwYenatav4+vqKo6OjeHh4SOnSpaV3796yf/9+ERH54IMPBIA4OTmZPXfW06dPZcqUKVKzZk3JlSuXeHt7S8uWLWXLli0iIukueoskzrQeNmyYBAQEiIuLi7i4uEixYsWkXbt2snz5comPj5c///xTv11Lly7V21qr6G0UHh4uISEhEhwcLP7+/uLm5ibOzs5SuHBhqVOnjnz44YdpnkQyI0VvEZEVK1ZIs2bNJE+ePOLg4CC5c+eWatWqyQcffKD/8r5WrVoCQCpUqJDu22aLorfI/54zgPl10c+dOyeDBw+WsmXLioeHhzg7O4u/v7+8/vrrdnWeAmuMLZqICIiew/Xr17F161YAQK9evbI4TcpUyKlCRgBYtWoVgoODYTAYEBcXl9VxUmTMqWka4uPjszqOWVmVcf369QgNDQUADBs2DFWqVMm0Y6eHCjmzc8aYmBicPHkS//zzDx4+fAgfHx/4+vqiQoUKcHBwyOp4ANTICKiT83lwzLSe7Jjz33//Rd68ebM6RpqYM20PHjxINhblypUrS7KkRoWcKmR8HtlxLDJHhZwqZMwqsbGxuHjxIgAgICAATk5OWZyIiOyBNcYWR2uHopzn8OHD6NOnDwwGQ7Yu1KqQU4WMSfE7M3W1atUKrVq1yuoYaVIhZ3bO6OzsjGrVqmWo7caNGzFgwABomoZLly5ZOdn/qJARUCcnUUpUKCQDzGkJHx8f+Pj4pLvdqlWr0LFjR2ialimTFlTIqUJGIiIiyhhDVgcg+6FKAVSFnCpkJPsVERGBWbNmZXWMNKmQU4WMKYmKikJYWBjCwsKyOkqKVMgIqJOT7JcqYxFz2p4kLm+Z1THSpEJOFTISERHlZJzpTURkx44dO4ZFixbh3LlziIqKQnx8fLIPaCKC2NhYPHv2DI8ePcLVq1eRkJCAfv36MadiGYnI/qkyFjEnEREREWUlFr2JiOzUt99+i48++sjiWUhJ99M0zVaxklEhpwoZicj+qTIWMScRERERZTUWvYmI7NCJEyfw4Ycfpvtnt5qmoUWLFmjZsqWNkplSIacKGYnI/qkyFjEnEREREWUHXNObiMgOTZ8+HSICTdPQsWNH7N+/H3fv3sUbb7wBABg4cCDu37+PixcvYvny5WjQoIHetmXLlnj33XeZU6GMRGT/VBmLmJOIiIiIsgMWvYmI7NCOHTsAAC+++CKWL1+OmjVrIl++fAgKCgIAbNmyBT4+PihZsiQ6duyI7du3o2fPnhARfPLJJ7h69SpzKpSRiOyfKmMRcxIRERFRdsCiNxGRHbp16xY0TUPXrl1Nrq9evToA4MKFC7h//75+vaZpCAkJQcGCBREbG4vp06czp0IZicj+qTIWMScRERERZQcsehMR2aGIiAgAgL+/v8n1JUqUgLu7OwDg6NGjJttcXV3RvXt3iAi2b9/OnAplJCL7p8pYxJxERERElB2w6E1EZIdy586d4rZSpUoBAM6cOZNsW4UKFQAAFy9etE2w/1AhpwoZicj+qTIWMScRERERZQcsehMR2SFfX18AwOXLl5NtCwgIAACcOHEi2TZnZ2cAwKNHj2yY7n9UyKlCRiKyf6qMRcxJRERERNkBi95ERHaoQYMGEBEsWbIECQkJJtvKli2b4k+zT548CQBwcXFhToUyEpH9U2UsYk4iIiIiyg5Y9CYiskOvvvoqAOD48eMIDg42+Rl2gwYNACT+NHvevHn69RcvXkRISAg0TUPp0qWZU6GMRGT/VBmLmJOIiIiIsgMWvYmI7FBgYCCaN28OEcGaNWtQpkwZbNy4EQDQsmVL+Pn5AQD69euHZs2aoUOHDqhWrRoePnwIAOjQoQNzKpSRiOyfKmMRcxIRERFRdsCiNxGRnVq2bBkaNWoEEQEAFC5cGADg4OCAGTNmwMHBASKCbdu2Yc2aNYiMjAQAlCxZEu+88w5zKpaRiOyfKmMRcxIRERFRVmPRm4jsVr58+dCoUSM0atQoq6OkyJYZc+fOjW3btuGPP/5Az549UapUKX1bixYtsHbtWgQEBEBE9EtQUBC2bdsGLy8vq+dROacKGYnI/qkyFjEnEREREWU1TYxTG4gyaNWqVQgODoamaYiPj8/qOClSIacKGQFg9+7d+PTTT6FpGrZu3ZrVceg5/f3334iLi4O/vz8KFSqU1XFSpEJOFTJaSoXxSIWMgDo5//33X/0kfY0bN87iNOapkBHI+pyqjEXMmblUGYtUyKlCRgB4+vQp7t69CwD6kj3ZkQo5VciYVWJjY/XzIgQEBMDJySmLExGRPbDG2OJo7VCU8xhnqmqaltVRUqVCThUyAkD9+vWxbds2q/f7+uuvZ6ido6MjXFxckCdPHhQrVgw1atRA1apVrZwukQoZk3r8+DG+++47LFy4EDNnzkxWfLl79y7q1KmD/Pnz46233sKHH34IV1dXm+dSMacKGYkAICwsDCEhIdi9ezfu3r0LLy8vlCtXDsHBwQgODk6xXd68eTOtQKtCxuyaU5WxiDmJsp6bm5sSBVoVcqqQkYiITHGmN1EOoEqh1mAwWK3gX65cOcyZMwc1a9a0Sn9GKmQ0Onv2LFq1aoXr168DAKZNm4YBAwaY7LNv3z7Uq1dPv00VKlTAhg0bMnUmmwo5VchobVk9U9USKmQErJtz7dq1WLx4McLCwuDr64uuXbuiU6dO+vZZs2ZhyJAhiI6ONtu+WrVqWLp0Kfz9/Z8rh+oZVcqZlCpjEXNmT6rMVFUhpwoZiTILZ3oTkS1YY2xh0TsHUqUAqkJOFTIC6hRqy5YtC03TcOPGDf1kUUbe3t7w8PBAVFQUHj58qJ90StM0pDSMOTo6Yt26dWjWrFmOyggAUVFRqFixIsLCwgAA7u7umDJlCvr27WuyX1hYGCZPnowVK1bgxo0b0DQNNWvWxO7du+Hg4GDVTKrmVCFjajI6UzUzqZARyNqcT548Qbdu3fDnn38m29axY0csXrwY27ZtQ1BQEACkOOYAib8q2rNnDwICAnJcRpVy/pcqYxFzEhHlLDml6D169GiMGTMGALB161YEBgaabC9RogSuXr2aYnsnJye4ubmhSJEiqFWrFrp27YpWrVpZdOzo6GiEhoZi1apVOHz4MO7cuQMAKFiwIGrUqIEuXbogODgYjo5czIHsh1XGFqEcR9M0MRgMVrlUqFBBDhw4kGNzqpBRRKRMmTJStmxZ8fT0FE3TTC558uSRokWLio+PjxgMBv36pH//9+Lk5CSbNm2ySdZly5aJk5OTaJomtWvXlmXLlsmDBw9M9nn06JGsWbNGWrRooeeZM2eOXLhwQfbs2SMffPCBuLu7i6ZpUrBgQQkPD89xGSdNmqQ/jl26dJHHjx+nun90dLQMHDhQbzNnzhyr5lE5Z3bOuGbNGunevbvUr19fOnfuLMuXLzfZPnPmTHFzc0tx3KlRo4ZcvnzZZvlUyahCzk6dOqU4JhsMBhk1apTUrVtX//dbb70lx44dk+joaHn06JGsX79emjRporepWLGixMfH57iMKuX8r+w8FjEnEVHOFRMTI6dPn5bTp09LTEyMxe12/34qQ5esMmrUKAEgAGTr1q3Jtvv5+enbLb28/PLL8uzZs1SPu2TJEvH19U2zrypVqsjJkydtdOuJMl9Gx5akONM7B1JlpqoKOVXIaLR8+XK89tpriIuLQ61atfDee++hWbNmyJMnj77P48ePsXPnTkyePBmbNm2Co6MjZsyYgQYNGuDevXv4/fffMXXqVDx9+hQFChTA2bNn4e3tbbWMly5dQuXKlfHs2TO89dZbmDJlSpoz1EeNGoUvvvgCuXPnxqlTp1C4cGEAwKZNm9CqVSuICKZOnYq33norx2QEgAYNGmDPnj2oWrUqDh06ZFGb+Ph4VKtWDSdPnkTTpk2xceNGq+VJiQo5s2NGFWaqqpBRlZybNm1Cy5YtoWkaGjRogB9++AEVK1bElStX8Mknn2DlypVwcXFBdHQ0NE3DrFmz0KdPH7N9DRs2TB+35syZg169euWYjCrlNCc7jkXmMCdR2jp27GiTfjVNw4oVK6zWnwo5Vcho7zI6G3PPqtMZOl69DuUz1O55WTrT29fX1+z7ShFBZGQkzp07hwkTJuj3Wb9+/TBz5kyzx/zggw/wzTffAEj8RdJrr72GFi1aoHjx4khISMCZM2cwb9487Ny5EwCQJ08ebNmyBVWqVLHSrSbKOpzpTRmmwkxVVXKqkPHixYvi7u4uBoNB3n77bUlISEizzeeffy6apom3t7fcvHlTv37jxo3i4OAgBoNBpk2bZtWcAwYMEE3TpFq1ahZlNKpXr54YDAYZMmSIyfUdOnQQTdOkSZMmOSqjiEiePHnEYDDI5MmT09Vu4sSJomma5MuXz6p5UqJCzuyYUYWZqipkVCVn9+7dRdM0KVq0qERGRppsi4uLkypVquj5WrdunWpfCQkJUqlSJTEYDNKmTZsclVGlnOZkx7HIHOYkSptxnLHFJaflVCGjveNM70TGmd5+fn5p9vXvv/9KyZIlBYBomianT59Ots/333+vH69SpUpy5cqVFPtLuq+/v3+y9zhEKrLGTG8u+JMDXbp0Cb1790Z8fDwGDRqU4kzVXLlyoW3btmjbtq0+U3X48OE4deoU6tati7p166JFixZo1aoV7t27h8WLF1t1pqoKOVXICADffPMNnj59iqpVq1o0MxkAxowZg02bNmHfvn2YMGECfvzxRwBA8+bN0a5dO/zxxx9YtmyZVXP+9ddf0DQNvXv3Ttca5K+99hr27t2LtWvX6jkBoGnTpvjjjz9w+fLlHJURSDzBEoB0n2irRIkSAICIiAir5kmJCjmzW8ZNmzZh5cqVqc5UnThxYoozVZ2dnREUFISgoCB9purp06fx66+/WnXWb3bPqFLOvXv3QtM0vPnmm3B3dzfZ5uDggHfeeUdfh7hDhw6p9qVpGnr16oUPPvgAR44cyVEZVcppTnYbi1LCnOmnykxVFXKqkBEApk6dio8++giRkZGp/oIovdLz3tQSKuRUISPRf/n4+OCzzz5D3759ISJYtmwZPv/8c337lStX8NFHHwFInOG6ceNGFCxYMMX+3nnnHZw7dw7Tp0/HlStXMHnyZHz88cc2vx1E2R2L3jmQKgVQFXKqkBFQp1B7+/ZtAICvr2+62hUoUAAAcOvWLZPrjR9k//nnHyukS6RCRgAoWrQoLl++rP8cyFLXr18HkPhGLDOokDO7ZZw7dy4AoHDhwli3bp1euCtdujRCQ0NRo0YNHDt2DJqmISgoKMWlGQDghx9+wNatW3Hq1CmEhoZarVCrQkaVchrHjZSWTWncuLH+d968edPsz1i0e/DgwfOH+38qZATUyWlOdhuLUsKc6ff7778rUWBTIacKGQFg0KBBaNKkCdq0aYOrV69C0zR8+umn6NevX1ZHM6FCThUyEpnTokUL/e+TJ0+abJswYQKio6MBAN9++22qBW+jsWPHYu7cuXj27BlCQkLw0UcfKTEeEtmSIasDUOZ7ngKoiGDt2rUm1zdt2hQArF4AVSGnChkBdQq1np6eAICzZ8+mq925c+cAALlz5za5/vHjxwBg1bNYq5ARACpWrAgRwbx58xAXF2dRm4SEBMyfPx+apmXaOnAq5MxuGS2ZqWpk6UxVEcn0Wb9ZnVGlnK6urgCAO3fumN1epEgRAIlrRV67di3N/oz9eHh4WCmhGhkBdXKak93GopQwZ/pNnTpVfw6JiNUu1qZCThUyGpUrVw5btmxBoUKFICKYOHEi7t+/Dz8/v+e65MScKmSkrBcWFgZN06BpGg4ePIioqCiMGzcOL774Ijw9PeHt7Y2GDRti9uzZSEhIsHke42dtAHj06JH+d3R0NBYuXAgg8Rxi7du3t6i//Pnz4+OPP8a4ceP09kQ5HYveOZAqBVAVcqqQEVCnUFu1alWICGbMmGHxz4YjIyPxyy+/QNM0VKpUyWTb8ePHAQDFihXLURkBoHfv3gCAixcvok+fPoiJiUl1//j4eLz11ls4ceIEAKBLly5WzZMSFXJmt4wqzFRVISOgTs5y5cpBRFL8ab2TkxOePHmCM2fOWPTB6NdffzU7Htl7RpVympPdxqKUMGf6DRo0CPv370fx4sUBJH6JNnLkSFy5cuW5LtaeRKFCThUyJuXv74/Q0FA4OjoiNjYWffv2tfhLmMykQk4VMlL2cefOHVSrVg2fffYZjh8/jsjISDx69Ai7du1Cv3790LFjR8THx9s0w927d/W/k77P3L17NyIjIwEAQUFB6Zpc9/nnn+PTTz9F/fr1OcubCOCJLHOivHnzisFgkLFjx6ar3RdffKGfaDGpX375RTRNE09PT2vGVCKnChlFRJo3b66fuOvx48cWtXny5IkUL15cDAaDNG/e3GTbkCFDRNM0KVeunFVzLliwQD8ZTcOGDeXOnTup7n/v3j39thkMBpkzZ46+7caNG+Lj4yMGg0H69euXozKKJJ6QrVatWvpxAwICZOLEibJnzx65efOmPHjwQG7cuCF79uyRSZMmSbly5fST9lSuXNkmJwxUNWd2y+jt7S0Gg0G+++47s9tjYmL0kypOmjQpzf6mTJkimqaJj49PjsqoUs4JEyboz7+RI0dmuJ+EhAQZNmyY3ld6T+CnekYRdXKak93GIua0fs7Lly+Lr6+vaJomzs7OcvDgQasfwxpUyKlCxqS++uqrTB1PMkqFnCpktDeqnMjyypUr+skeCxYsKACkS5cusnr1atmzZ4/8+OOPki9fPn2fuXPnmrS35oksRURmzpyp9/f999/r13/33Xf69aGhoRm+vUSqs8aJLFn0zoFUKYCqkFOFjCLqFGoTEhKkRYsW+nFz584tb775pixatEh2794thw8flp07d8qCBQvkzTfflDx58ojBYBBN06R+/fp6P4sXL5YCBQro/ezYsSNHZTS6ceOGFClSxOKz2muaJsWKFZOrV69aPYvqObNTxrp16yZ7Pv1XZGSknD17Vi5cuJBmf7Vr1xaDwSCNGzfOURlF1Mn56NEjKVKkiP78qlq1qnz11VcWt79y5Yr89NNPUqFCBf356e/vL1FRUTkqo0o5U5KdxiLmtI0dO3aIk5OTaJomlSpVktjYWJsd63mokFOFjEYxMTESEBAgmqZJ/vz55enTp1kdySwVcqqQ0d6oWPQGIBMnTky2z+HDh8VgMAiAZJ/VrVn0vnbtmhQpUkQAiIuLi9y+fVvfNmzYMP04e/bsSfftJLIXLHpThqhSAFUhpwoZRdQq1EZGRkpgYKA+uzKtD5+apkmDBg0kPDxc76NXr176tl69euXIjEYPHz6U/v37i6Ojo348cxdHR0fp3r273L9/32ZZVM+ZXTKqMFNVhYwi6uQUEdm/f7/kzp1bP0bRokUtblujRg2TMcnHx0eOHDmSIzOqlDMl2WUsYk7bUWWmqgo5VchotGnTJunTp4/06dNHDh06lNVxUqRCThUy2hMVi97FihVL8Rc71apVEwBSqFAhk+stLXr7+vrKkSNHkl3+/vtvWbt2rXz88cfi4+Oj9zVq1CiTfvr166dvO3fuXIZvL5HqrFH01kRsdGYOyrZEBEFBQdi0aRM0TYOXlxe6dOmCwMBA+Pn5wc3NDZGRkQgLC8POnTuxbNkyPHr0CCKCevXqYdeuXQCAJUuWYNiwYbh37x40TcO2bdvQsGHDHJVThYxGUVFRaNu2LbZv3w4Aqa7xZRwW6tevj9WrV8Pb2xtA4vqXCxYsAAD07NkT8+bNs2rGpObOnYtx48aluoZi8eLF8d5772HQoEEwGP53ioJGjRrh3LlzGDhwIEaOHAknJ6ccm9EoPDwc69atw/79+/HPP//gwYMHcHd3R8GCBVGjRg20bt0aRYsWtWkGe8mZ1RkfP36M8uXL6+cUePHFF/HKK6/g448/tqh9WFgY/vzzT0ybNg1nzpyBiKBEiRI4deoU3NzcckxGlXIaXb58GUOHDsW6devQvHlz/PXXXxa169q1K5YuXQoAaNCgAX755ReUKVPG6vlUyahSztRk9VjEnLYTGxuL8uXL49KlS8iXLx+uXbumn4Q1O1EhpwoZiVQXGxuLixcvAkg8T4qln2v2rDqdoePV61A+Q+3CwsLg7+8PAOjVq1eKn2U7d+6MFStWwNPT0+QcTqNHj8aYMWMAAFu3bkVgYKBJuxIlSuDq1avpyvT2229j8uTJcHBw0K8bMGAAZsyYAQA4ceIEKlasmK4+iexFRseWpFj0zqFUKYCqkFOFjEmpVKgFgFOnTmHbtm24desW7t+/D3d3dxQtWhR169ZF3bp1zd7fERER8PLysnk2lTKSfTlw4ABatmyJx48fQ9M0FC5cGNevX7eobc2aNXH48GEAiWNSnjx5sHnzZlSpUiXHZVQpZ1LXr1/H3bt3Ub16dYv2X7x4Mc6ePYs2bdqgdu3aNs1mpEJGQJ2clPNs3rwZv/76KwBgyJAhqFatWhYnMk+FnCpkJFKZikXvkSNH4osvvjC7X+/evTF//ny4urri6dOn+vXPW/R2cnJC7ty54efnh3r16qFv376oWrVqsv0+/vhjTJgwAQCwbds2kxOrE+Uk1ih6O1o7FKnB3d0dW7dufa4C6JUrV5A/f369AJpTc6qQMak+ffqgT58+GSrUrl27NtMLtRUqVECFChXS1YYZyd7VqlULhw8f1meqli9v+Zv/UqVK4dChQwBsO1NVhYwq5UyqWLFiKFasmMX7d+vWzYZpzFMhI6BOTsp5mjVrhmbNmmV1jDSpkFOFjESUuTw8PFLcZvwcnNH5oX5+fggLC8tQWyDx/aXRrVu3MtwPEbHoneOpUgBVIacKGZPKykLttWvXrNKPOcWLF7dKPypkpJytZMmSWLNmjT5T1VIdOnRAmTJlMmWmqgoZAXVyEhEREZF9q1mzpv73zp070/WF+5YtW7Bx40Y0b94c9evX53JOlOOx6E0A1JmpqkJOFpPTVqJEiVSXgckoTdMQFxdnlb5UyEgEqDFTVYWMgDo5rSEiIgJLly5Fv379sjpKilTICKiTk4jsmypjkQo5VchI9qtSpUrw9fXF7du3sXnz5nS1XbRoEWbNmoUJEyZgw4YNaNGihY1SEqmBRW87pkoBVIWcKmQE1CrUqnA6ARUyEhEdO3YMixYtwrlz5xAVFYX4+Phk45eIIDY2Fs+ePcOjR49w9epVJCQkZNoHehUyqpSTiOybKmORCjlVyEiUlMFgwGuvvYZJkybh/Pnz2Lx5s0VLNIWHhyM0NBQAkDdv3mRrjhPlRCx62zFVCqAq5FQho5EKhdrevXunuC0hIQHLli1DdHQ0RARlypRB48aNERAQAC8vL0RHR+PmzZvYvXs39uzZA03TUKBAAYwYMcKqJ9ZUISORtagwo0mFjEDm5/z222/x0UcfWTz2J93PFv+vmaNCRkCdnESW4JhpPRzXzVMhpwoZicwZNmwYpkyZgpiYGAwZMgT79+9P89fhI0aMwJMnT/T2/NxJxKK33VOhAAqokVOFjKoUaufMmZPitu7du+PZs2fw9fXFrFmz0KpVqxT3PXLkCF577TWcP38emzZtwrp163JURiJzVJjRpEJGFXKeOHECH374Ybr/f9I0DS1atEDLli1tlOx/VMgIqJOTcqbsPhaplDO7Z1RlLFIhpwoZiVJSrFgxfP755xg5ciTOnDmDoKAgLF26FEWLFk22b3x8PD7++GP982vp0qXx7rvvZnZkomyJRW87pkoBVIWcKmQE1C/ULlmyBIsXL4anpye2bduGF154IdX9q1atii1btqBSpUrYuHEjpk2bhrfffjvHZ6ScS4UZTSpkBNTIOX36dIgINE1DcHAwPvzwQ/j7++OTTz7BzJkzMXDgQIwbNw4PHz7E0aNH8cMPP2DXrl0AgJYtW2bKByIVMqqUk3IeFcYiQI2cKmRUZSxSIacKGYlS8/HHH+P48eNYunQp9u7dizJlyqBHjx5o1aoVihYtiqioKBw8eBCzZs3CmTNnAAD58+fHihUr4OHhkcXpibIJoRzptddeE03TpHDhwrJu3bpU9z18+LCULVtWDAaDBAUFSUJCQialVCOnChkXL14smqaJl5eXnD9/3qI2t27dkrx584rBYJCpU6faOGGiRo0aicFgkBEjRqSr3ciRI0XTNKlRo4aNkv2PChkpZzp+/LgYDAbRNC1dF+N4NGnSJGZULGfFihVF0zSpWrWqyfXLly8XTdOkTJkyJtcnJCRIr169RNM0cXFxkbCwMGZULCflLKqMRSrkVCGjiDpjkQo5VchoL2JiYuT06dNy+vRpiYmJsbjd7t9PZeiSUVeuXBEAAkDGjx+f4n69e/cWAOLi4mJy/ahRo/T2W7duTdbOz89PAIifn1+GM/5XfHy8jBw5UpydnfVjp3SpXbu2xZ/1iVSQ0bElKRa9cyBVCqAq5FQho4g6hdo8efKIwWCQJUuWpKtdaGioaJomuXLlslGy/1EhI+VMgwYN0j+gd+rUSQ4cOCD37t2T/v37i6Zp8tZbb8m///4rly5dkhUrVkjDhg31/TPrw7wKGVXK6ePjIwaDQSZOnGhy/ZUrV/Q89+7dM9n29OlTKVSokBgMBvnoo4+YUbGclLOoMhapkFOFjCLqjEUq5FQho72wRmEqM6hY9DYKCwuTsWPHSuPGjaVAgQLi7Owsrq6uUqJECenatav88ccfEh8fb/XjEmUlFr0pQ1QpgKqQU4WMIuoUat3c3MRgMMgvv/ySrnZTpkwRTdPE09PTRsn+R4WMlDOpMKNJhYwq5XRychKDwSBLly5Nts3Dw0MMBoNs3Lgx2bYRI0aIpmlSt25dZvx/quSknEWVsUiFnCpkFFFnLFIhpwoZ7YUqRW8iUos1xhZD5i6mQtnBiRMnAAA1a9ZMV7tKlSoBAM6fP2/1TOaokFOFjADw7NkzAIlnn0+Pu3fvAkhctzwzlCpVCgCwbNkyi9uICObOnQsAKF++vC1imVAhI+VMt27dgqZp6Nq1q8n11atXBwBcuHAB9+/f16/XNA0hISEoWLAgYmNjMX36dGZULGfu3LlT3GYcq4xrPCZVoUIFAMDFixdtEywJFTIC6uSknEWVsUiFnCpkBNQZi1TIqUJGIiKyLRa9cyBVCqAq5FQhI6BOobZ9+/YQEWzatAlff/11mvuLCIYOHYrDhw9D0zR06dKFGSnHMo5D/v7+JteXKFEC7u7uAICjR4+abHN1dUX37t0hIti+fTszKpbT19cXAHD58uVk2wICAgD878vZpJydnQEAjx49smG6RCpkBNTJSTmLKmORCjlVyAioMxapkFOFjEREZFsseudAqhRAVcipQkZAnULt8OHDkS9fPgCJZ6sOCgrCypUrcefOHZP9rl+/jgULFqBWrVqYNm0aNE1DmTJlMGjQIGakHEuFGU0qZATUydmgQQOICJYsWZLsS9SyZcumWKg5efIkAMDFxYUZFctJOYsqY5EKOVXICKgzFqmQU4WMRERkWyx650CqFEBVyKlCRkCdQm2+fPmwevVquLu76/frK6+8giJFisDZ2Rm5c+eGs7MzSpQogT59+uDw4cMQEfj6+mL9+vVwdXVlRsqxVJjRpEJGQJ2cr776KgDg+PHjCA4ONinKNGjQAEBioWbevHn69RcvXkRISAg0TUPp0qWZUbGclLOoMhapkFOFjIA6Y5EKOVXISERENpahlcBJaffu3ZP8+fOLwWAQg8EgLVu2lBUrVsjt27dN9rt27ZrMnz9fatSooe9brlw5efr0KXMqlNFo37594unpqZ+t3HhxcnKSXLly6Sd7MV40TZMiRYrI1atXMy2j0cmTJ6VZs2aiaVqal169esn9+/eZkXK8t956SzRNkypVqiQ7e/snn3wimqZJ6dKlk7X76KOPRNM08fLyYkbFcoqItGjRwmRc37Bhg4iIxMXFSYkSJcRgMIiDg4M0bdpU2rdvL15eXvr+Y8eOZUYFc1LOocpYpEJOFTIaqTIWqZBThYz2gCeyJCJbsMbYwqJ3DqVKAVSFnCpkNFKtUHvkyBH58ssv5aWXXpJatWpJ6dKlpU6dOhIcHCyTJk2SsLCwLM2nSkbKGbZu3aqPQ+3bt5cLFy7o2/78809929y5c/XrL1y4IHny5BGDwSDVq1dnRsVyiog8fPhQGjdurGc6efKkvm3Dhg3J/g8y/j8UEBAgjx8/ZkYFc1LOocpYpEJOFTIaqTIWqZBThYz2gEVvIrIFFr3puahSAFUhpwoZk2Khlsg+qTCjSYWMKuU0Wr16tfTu3TvZL4g2bNggpUuXNvl/qFWrVnLjxg1mVDwn5QyqjEUq5FQhY1KqjEUq5FQho8pY9CYiW7DG2KKJiGT1EiuUtY4ePYo///wT+/btwz///IOHDx/Cx8cHvr6+aNCgATp16gQ/P7+sjqlEThUyEpH9evToETp06IAdO3ZA0zQcP35cPwnXxo0b0bZtW8THx5u0ERGUKlUKhw8fhpeXFzMqltNSf//9N+Li4uDv749ChQpldRyzVMgIqJOT7IMqY5EKOVXImB6qjEUq5FQhY3YWGxurr5keEBAAJyenLE5ERPbAKmOLlQrwRERElE2oMKNJhYyq5Hz06JGMGjVKAgICZNu2bcm2//PPP2IwGKRgwYIyevToTD2fhEoZRdTJSTmPCmORKjlVyKjKWKRCThUyqo4zvYnIFjjTm4iIiNJNhRlNKmQEsj7n2bNn0apVK1y/fh0AMG3aNAwYMMBkn3379qFevXrQNA0AUKFCBWzYsCHT8qqQUaWcROZk9VhkKRVyZnVGVcYiFXKqkNEecKY3EdmCNcYWg7VDERERUdZ5/PgxRo8ejRdeeAHbt29Ptv3u3buoU6cOgoODERISgmfPnjFjCrJ7zqioKLRp0wbXrl2DiMDNzQ3Ozs7J9itUqBCGDRuGIkWKQERw6tQpvPzyy8l+xp9TM6qUk3Km7D4WGamQM7tnVGUsUiGnChnthfELAyBxSSAiImtIOp4kHWfS2wkRERHZgTNnzoifn59+kq7p06cn22fv3r0mJ/KqVKmS3L59mxkVzDlp0iT9+F26dJHHjx+nun90dLQMHDhQbzNnzhxmVCwn5TwqjEWq5FQhoypjkQo5VchoLxISEvQlCNK6n4mILPX48WN9bElISMhQH5zpTUREZAdUmNGkQkaVcq5cuRIAUKVKFSxZsiTNk6w5Oztj6tSpqFSpEgBg4cKFzPj/VMlJOYsqY5EKOVXICKgzFqmQU4WM9kLTNHh4eAAAIiIisjgNEdkL43ji4eHBmd5EREQ5mQozmlTIqFLOPHnyiMFgkMmTJ6er3cSJE0XTNMmXL5+Nkv2PChlF1MlJOYsqY5EKOVXIKKLOWKRCThUy2pPw8HA5ffq0nDlzRiIiIrI6DhEpLiIiQs6cOSOnT5+W8PDwDPfjaMUiPBEREWWR/85oSotxRtOePXtw8uRJLFy4EH369MnxGQF1cj59+hQA0n2yrRIlSgDInNlYKmQE1MlJOYsqY5EKOVXICKgzFqmQU4WM9sTLywsPHjxAdHQ0bty4gVy5csHLywsuLi4Zn6FJRDmKiCA6OhoRERF4/PgxRAQuLi5p/lInNSx6ExER2YHTp09D0zT07t3b4jYODg7o3r07PvroIxw9etR24f6fChkBdXIWLVoUly9f1s9qbqnr168DAHx8fGwRy4QKGQF1clLOospYpEJOFTIC6oxFKuRUIaM9cXBwQPHixXHt2jVER0fj0aNHePToUVbHIiKFubi4oHjx4nBwcMhwH1zTm4iIyA6oMKNJhYyAOjkrVqwIEcG8efMQFxdnUZuEhATMnz8fmqahSpUqtg0INTIC6uSknEWVsUiFnCpkBNQZi1TIqUJGe+Po6Ag/Pz/4+vrqa3wTEaWXh4cHfH194efnB0fH55urzZneREREdkCFGU0qZATUydm7d2+sWrUKFy9eRJ8+fTB79myzJ2Yzio+Px6BBg3DixAlomoYuXbowo2I5KWdRZSxSIacKGQF1xiIVcqqQ0R45ODjA29sb3t7eEBHEx8dDRLI6FhEpQNM0ODg4WHdJpOddXJyIiIiy3ssvvyyapknp0qUlNjbWojbx8fFSuXJlMRgM0rp1axsnVCOjiDo54+LipFatWvqJ1gICAmTixImyZ88euXnzpjx48EBu3Lghe/bskUmTJkm5cuXEYDCIwWCQypUrS3x8PDMqlpNyFlXGIhVyqpBRRJ2xSIWcKmQkIiLbYtGbiIjIDvz222/6B7vu3btLdHR0qvvHxcXJm2++qbeZO3cuMyqWU0Tkxo0bUqRIEf3YaV00TZNixYrJ1atXmVHRnJRzqDIWqZBThYxGqoxFKuRUISMREdmOJsLfmhAREakuPj4e9erVw99//w1N01CyZEn0798fDRs2hJ+fH9zc3BAVFYVr165h7969mDlzJs6dOwcgcd3LI0eOwGCw7ak+VMioUk6jR48e4f3338ecOXMQHx+f4n4ODg7o0qULJk+ejLx582ZaPkCNjIA6OSlnUGUsUiGnChmTUmUsUiGnChmJiMg2WPQmIiKyEzdv3kTt2rVx69Yti9ZCExEULVoUu3btQvHixTMhoRoZAXVyJhUeHo5169Zh//79+Oeff/DgwQO4u7ujYMGCqFGjBlq3bo2iRYtmSTaVMqqUk+yfKmORCjlVyPhfqoxFKuRUISMREVkXi95ERER2RIUZTSpkBNTJSUT2TZWxSIWcKmQkIiIi62DRm4iIyA6pMKNJhYwq5SQi+6bKWKRCThUyEhER0fNh0ZuIiIiIiIiIiIiI7EbmnY2DiIiIiIiIiIiIiMjGWPQmIiIiIiIiIiIiIrvBojcRERERERERERER2Q0WvYmIiIiIiIiIiIjIbrDoTURERERERERERER2g0VvIiIiIiIiIiIiIrIbLHoTERERERERERERkd1g0ZuIiIjsQmRkJObOnYtXXnkFpUuXRu7cueHu7g4/Pz80aNAAo0ePxvHjx7M6ZrYSGBgITdOgaRoePnyY1XGIiIiIiIisQhMRyeoQRERERM/jt99+w9ChQ3Hjxo1U99M0DT179sR3332HvHnzZlK67CswMBDbt28HAISHh8Pb2ztrAxEREREREVmBY1YHICIiInoeK1aswKuvvoqEhAQ4ODigTZs2aNSoEYoUKQJHR0fcv38f+/btw4oVKxAZGYn58+fj1KlT2Lp1K7y8vLI6PhEREREREVkZZ3oTERGRsh4+fIjixYsjIiIC+fLlw7p161CjRg2z+968eRMvv/wyDh48CADo1asX5s2bl5lxsx3O9CYiIiIiInvENb2JiIhIWbNnz0ZERAQA4Icffkix4A0ARYoUwR9//KHP7l64cCHu3LmTKTmJiIiIiIgo87DoTURERMo6dOiQ/nfTpk3T3N/X1xevvvoqACA+Ph67d++2WTYiIiIiIiLKGix6ExERkbIePnyo/33lyhWL2nTs2BFdu3bF4MGDUbx4cbP7HDp0CMOHD0f16tVRoEABODs7w9vbG2XKlMHrr7+OnTt3pth/iRIloGkaevToAQA4efIkXn/9dfj5+cHV1RXFihVDly5dTAr2CQkJmDVrFurXr488efLA3d0dlStXxvjx4xEdHW32OJqmQdM0vPPOOwCAv/76C0FBQShQoABcXFwQEBCAQYMG4dKlSxbdL6nZs2cP+vXrh4CAAHh4eCBXrlyoWLEi3n33XYvvdyIiIiIioszCNb2JiIhIWUOHDsWUKVMAAPXq1cNff/0FT0/PDPcXHR2Nfv36YeHChWnuO3jwYP3YSZUoUQJXr15F9+7dERgYiLfffhsxMTHJ9nNxccFvv/2GRo0a4eWXX8amTZvMHqdJkybYsGEDHB1Nzz+uaRoAYNiwYShQoAA+/fRTs+1dXV2xZMkSdOjQIdm2tNb0jo2NxcCBAzF79myzfQOAs7MzvvnmGwwdOjTFfYiIiIiIiDITi95ERESkrAMHDqB27dr6v319fdG/f3907twZlSpVSnd/vXv3xvz58wEAJUuWRM+ePVGmTBk4Ojrixo0b+O2330xmef/22294+eWXTfowFr39/f1x9epVODo6okePHmjcuDEePnyIefPm4fDhwwAAPz8/VK5cGatXr0bVqlXRu3dvFCpUCIcPH8aUKVPw9OlTAMBPP/2EQYMGmRzHWPQuU6YMzp07BwB49dVX0bZtW8TFxWHlypVYu3YtAMDR0RF//vknWrRoYdJHWkXv4OBg/P777wCAwoULo2/fvqhQoQJiYmKwd+9ezJ8/X8/43XffYfjw4em+z4mIiIiIiKyNRW8iIiJS2uDBg/HTTz8lu75QoUJo3LgxGjZsiCZNmqB8+fKp9nPixAm8+OKLEBFUq1YNO3bsgIeHR7L9hg8fjh9++AEA0LlzZyxbtsxku7HoDQBubm7466+/0LBhQ33706dPUbFiRVy+fFm/7rXXXsP8+fPh4OCgX7d69Wq0b98eANCoUSO9OG1kLHoDgIODAxYuXIguXbqY7PPzzz/rxfKyZcvixIkTJjPGUyt6h4SEYODAgQCANm3aIDQ0NNks+gsXLqBly5YICwuDk5MTjh8/jrJlyya7z4iIiIiIiDIT1/QmIiIipU2ePBkfffSRScEYAO7cuYPQ0FAMHjwYFSpUQLFixfDOO+/g7NmzZvtZvnw5jHMBxo8fb7bgDQAff/yx/rdxhnVKhgwZYlLwBhIL4T179tT/nStXLoSEhCTL/9JLL6FAgQIAEtcFT83777+frOANAG+99Ra6du0KADh79ixWr16daj9G8fHxmDBhAoDEGd7Lli0zu2zMCy+8gBkzZgBIXApl0qRJFvVPRERERERkSyx6ExERkdIcHBwwfvx4HDp0CH379k22RIfRjRs3MHnyZFSsWBHDhg1LdoLITz75BGfOnMGaNWvQrFmzFI9XoEABuLu7AwCioqJSzdatWzez1/v7++t/N2vWLMV1yI0n2kx6ws7/cnJywogRI1LcnnStbeNyJ2n5+++/ERYWBiBxFrrx9prTokUL+Pn5AQDWrFljUf9ERERERES25Jj2LkRERETZ34svvojZs2djxowZ2L17N7Zs2YJt27Zh//79JgXu+Ph4/Pjjjzh//jzWrFmjz7B2cXFB2bJlU1ye4+bNmzh8+DC2bdumn5gyPj4+1Uwp9ZU7d27974CAgBTbG4vNCQkJKe5TvXp15MuXL8XtNWvWhKurK549e4Z9+/almtdo7969+t+PHz/W1/VOSf78+XH16lXcuXMHN27cQNGiRS06DhERERERkS2w6E1ERER2xdHREY0bN0bjxo0BJK6hvWPHDqxcuRLz58/Hs2fPAADr16/HrFmz8Oabb5q0FxHs2LEDW7duxZkzZ3Dx4kVcvHgRjx8/Tnas1E6N4u7uDldX1zTzpjaLOum63SkpXbp0qtsdHR1RuHBhXL58Gf/880+a/QGJs+KNZsyYoS9hYom7d++y6E1ERERERFmKy5sQERGRXXNzc0NQUBBCQkJw6dIl1K1bV982efJkk30PHTqEKlWqIDAwEGPGjMHSpUtx+PBhveBdtGhR9O/fH25ubmke18nJybo3JAW5cuVKcx9jYd1c4d4cS/czJyIiIsNtiYiIiIiIrIEzvYmIiEhJBw4cwM6dO/HPP/+gT58+KF++fJptChcujFWrVqFkyZJ48uQJzp49i+joaLi4uODkyZNo3LgxIiMjAQBFihRBs2bNUKlSJZQrVw6VK1dGsWLFAACLFy+26W1LD+PM9dQ8efIEAFJdBiWppLPP161bh1atWmUsHBERERERURZg0ZuIiIiUtG7dOowePRoA4Ovra1HRG0hcf7pmzZrYunUrEhIS8ODBA/j6+uLdd9/VC95jxozByJEjYTAk/1FcXFycXkTODq5fv57q9piYGNy8eRNAYtHfEgULFtT/vnXrVsbDERERERERZQEub0JERERKqlKliv73kiVL0tXWuHyHm5sb8ufPj2fPnmHTpk0AAH9/f3z++edmC94AcOzYMf3v1Nb0zix///03YmNjU9y+d+9efXuTJk0s6rN27dr631u3bk1z/9dffx0DBgzA+PHjERUVZdExiIiIiIiIbIVFbyIiIlJSy5Yt4ePjAyBxqZNffvnFonaHDh3C4cOHAQBt2rSBo6MjwsPD9QK2h4dHqu2/++47/e/Uis2Z5cGDB1i0aFGK23/44Qf97+DgYIv6rF+/PvLnzw8AWL58OS5fvpzivn/++SfmzJmDGTNmYObMmamemJOIiIiIiCgzsOhNRERESnJzc8OECRP0f7/11lv4/PPP8fTp0xTb7N27F+3bt4eIwNnZGSNHjgSQuOSJp6cnAOD06dPYuXNnsrbx8fH4+OOPTQrMlqynnRmGDx+OI0eOJLt+0qRJ+P333wEALVq0MDmJZ2pcXV3x7rvvAki8je3bt8eNGzeS7Xf+/Hn07dtX//d7772XgfRERERERETWxTW9iYiISFn9+/fHpUuXMHHiRMTHx+OLL77ATz/9hHbt2qF69eooWLAgoqOjce3aNWzatAnbt2/X286ePVtfIsXR0RHdu3dHSEgIEhISEBQUhH79+qF69eowGAw4d+4cFi9ejCtXrpgcPyIiAgkJCSkuhZIZNE1DeHg46tatizfeeAP169fHkydPsHTpUn3JFm9vb/z000/p6vf999/HX3/9hW3btuHUqVMoV64c+vbti1q1aiEuLg5///03Zs+erRf+mzVrhgEDBlj99hEREREREaWXJtlhMUoiIiKi5zB//nx8+OGHuHPnTpr7+vn5Ydq0aWjTpo3J9Y8fP0bz5s3x999/p9hW0zSMGDECDx48wOzZswEAJ0+eRIUKFfR9SpQogatXryJ37tx4+PCh2X5+//13famRUaNG6Sfk/K/AwEC9UP/ft2yapgEAKleujNq1a6e4vIufnx/+/PNPsyf6TNp/eHg4vL29TbZHRUWhT58+WLZsmdm+jV566SUsWrRIny1PRERERESUlbi8CRERESmvV69euHDhAkJDQ9G3b1+8+OKLKFy4MFxcXJArVy6UKVMGr7zyChYvXowzZ84kK3gDQK5cubBz50589913qFOnDnLlygUHBwd4e3ujatWqGDx4MI4dO4ZvvvnGpH1q62lnBk3TMGPGDCxfvhyNGjVCrly54ObmhqpVq2L8+PE4ceKE2YK3Jdzd3bF06VLs2LEDffv2RUBAADw8PODs7IxixYrhlVdewdq1a/HHH3+w4E1ERERERNkGZ3oTERERKcg40/vFF1/E0aNHszYMERERERFRNsKZ3kRERERERERERERkN1j0JiIiIiIiIiIiIiK7waI3EREREREREREREdkNFr2JiIiIiIiIiIiIyG6w6E1EREREREREREREdsMxqwMQERERUfqJSFZHICIiIiIiypY405uIiIiIiIiIiIiI7AaL3kRERERERERERERkN1j0JiIiIiIiIiIiIiK7waI3EREREREREREREdkNFr2JiIiIiIiIiIiIyG6w6E1EREREREREREREdoNFbyIiIiIiIiIiIiKyGyx6ExEREREREREREZHdYNGbiIiIiIiIiIiIiOwGi95EREREREREREREZDdY9CYiIiIiIiIiIiIiu8GiNxERERERERERERHZDRa9iYiIiIiIiIiIiMhusOhNRERERERERERERHbj/wDYNo/Yu64nfgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 363, "width": 734 } }, "output_type": "display_data" } ], "source": [ "ax = CellFractionPrediction.plot(kind='bar', stacked=True, figsize=(8, 4))\n", "ax.set_xlabel('Sample')\n", "ax.set_ylabel('Cell Fraction')\n", "ax.set_title('TAPE Cell fraction predicted')\n", "plt.legend(bbox_to_anchor=(1.05, 1),ncol=1,)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7fe8b289-62c1-47e9-8a20-72dc5d7ffc54", "metadata": {}, "source": [ "## Bulk2single training\n", "\n", "### Preprocess the single-cell RNA-seq and bulk RNA-seq\n", "\n", "After obtaining the cell proportions for each sample, we also wanted to obtain single-cell data for the samples, where we used beta-VAE to predict the cells in the Bulk, and we first preprocessed the data.\n", "\n", "The groups are ['dg_d_1', 'dg_d_2', 'dg_d_3'], which represent the sample DG granule cell" ] }, { "cell_type": "code", "execution_count": 8, "id": "8cd7e178-fdaf-42d4-9444-6cce7692985c", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "......drop duplicates index in bulk data\n", "......deseq2 normalize the bulk data\n", "......log10 the bulk data\n", "......calculate the mean of each group\n", "......normalize the single data\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "......log1p the single data\n", "......prepare the input of bulk2single\n", "...loading data\n" ] } ], "source": [ "model.bulk_preprocess_lazy()\n", "model.single_preprocess_lazy()\n", "model.prepare_input()" ] }, { "cell_type": "markdown", "id": "894720d6-5320-431d-93b9-9bc2b8fe9e64", "metadata": {}, "source": [ "### Trainging the VAE model\n", "\n", "We started training the VAE model to generate single-cell data, a process that took roughly 3 hours on the CPU and only 10 minutes on the GPU.\n", "\n", "
\n", "

Note

\n", "

\n", " the default max epochs is set to 3500, but in practice Bulk2Single stops early once the model converges, which rarely requires that many, especially for large datasets.(We can set the `patience` to control the stop steps)\n", "

\n", "
" ] }, { "cell_type": "code", "execution_count": 9, "id": "3750cc11-32f4-47b1-ad62-2eb6f9f16224", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...begin vae training\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Train Epoch: 3499: 100%|██████████| 3500/3500 [12:03<00:00, 4.84it/s, loss=0.8554, min_loss=0.8544]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "min loss = 0.8544222712516785\n", "...vae training done!\n", "...save trained vae in data/bulk2single/save_model/dg_vae.pth.\n" ] } ], "source": [ "vae_net=model.train(\n", " batch_size=512,\n", " learning_rate=1e-4,\n", " hidden_size=256,\n", " epoch_num=3500,\n", " vae_save_dir='data/bulk2single/save_model',\n", " vae_save_name='dg_vae',\n", " generate_save_dir='data/bulk2single/output',\n", " generate_save_name='dg')" ] }, { "cell_type": "markdown", "id": "c20413e7-a100-4d10-a185-c6bd12511294", "metadata": {}, "source": [ "We can plot the vae loss use a simple method named `plot_loss`" ] }, { "cell_type": "code", "execution_count": 10, "id": "1e60b025-0aeb-4e93-acbd-00d7ba806ae8", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 318, "width": 314 } }, "output_type": "display_data" } ], "source": [ "model.plot_loss()" ] }, { "cell_type": "markdown", "id": "149427f0-ebd9-4d42-b40d-c694ddb8a11f", "metadata": {}, "source": [ "We can also load our previously trained model directly" ] }, { "cell_type": "code", "execution_count": 10, "id": "6f619b4a-2962-499b-ab02-0f7643d50c6a", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "......drop duplicates index in bulk data\n", "......deseq2 normalize the bulk data\n", "......log10 the bulk data\n", "......calculate the mean of each group\n", "......normalize the single data\n", "normalizing counts per cell\n", " finished (0:00:00)\n", "......log1p the single data\n", "......prepare the input of bulk2single\n", "...loading data\n", "loading model from data/bulk2single/save_model/dg_vae.pth\n" ] } ], "source": [ "#model.load_fraction('dg_vae_cell_target_num.pkl')\n", "#model.bulk_preprocess_lazy()\n", "#model.single_preprocess_lazy()\n", "#model.prepare_input()\n", "vae_net=model.load('data/bulk2single/save_model/dg_vae.pth')" ] }, { "cell_type": "markdown", "id": "592c3db7-91a0-414b-993f-238b52573a93", "metadata": {}, "source": [ "Now, we can generate an Bulk2Single deconvoluted scRNA-seq matrix from our model." ] }, { "cell_type": "code", "execution_count": 11, "id": "f419200a-1e00-48b7-9dad-bd9dbe184721", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "...generating\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "generating: 100%|██████████| 4907/4907 [00:00<00:00, 17615.06it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "generated done!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 4907 × 12953\n", " obs: 'clusters'" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "generate_adata=model.generate()\n", "generate_adata" ] }, { "cell_type": "markdown", "id": "532bac19-137d-40dc-a54e-77eaf3837e4a", "metadata": {}, "source": [ "There is a lot of noise in our directly generated single-cell data, and we need to filter the noisy cells." ] }, { "cell_type": "code", "execution_count": 13, "id": "01f8596f-6850-4f19-98d2-77a246b661bf", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "extracting highly variable genes\n", " finished (0:00:00)\n", "--> added\n", " 'highly_variable', boolean vector (adata.var)\n", " 'means', float vector (adata.var)\n", " 'dispersions', float vector (adata.var)\n", " 'dispersions_norm', float vector (adata.var)\n", "computing PCA\n", "Note that scikit-learn's randomized PCA might not be exactly reproducible across different computational platforms. For exact reproducibility, choose `svd_solver='arpack'.`\n", " on highly variable genes\n", " with n_comps=100\n", " finished (0:00:02)\n", "computing neighbors\n", " finished: added to `.uns['neighbors']`\n", " `.obsp['distances']`, distances for each pair of neighbors\n", " `.obsp['connectivities']`, weighted adjacency matrix (0:00:02)\n", "running Leiden clustering\n", " finished: found 129 clusters and added\n", " 'leiden', the cluster labels (adata.obs, categorical) (0:00:00)\n", "The filter leiden is ['22', '43', '38', '39', '40', '41', '42', '45', '44', '46', '47', '48', '36', '37', '30', '35', '28', '23', '34', '25', '26', '27', '24', '29', '31', '32', '33', '49', '50', '51', '52', '53', '54', '61', '66', '65', '63', '62', '64', '60', '58', '57', '56', '55', '59', '87', '83', '84', '85', '86', '90', '88', '89', '81', '91', '92', '93', '82', '78', '80', '79', '77', '76', '75', '74', '73', '72', '71', '70', '69', '68', '67', '94', '95', '96', '108', '118', '117', '116', '115', '114', '113', '97', '111', '110', '109', '112', '107', '105', '104', '103', '102', '101', '100', '99', '98', '106', '122', '124', '123', '119', '121', '120', '125', '126', '127', '128']\n" ] }, { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 3591 × 1529\n", " obs: 'clusters', 'leiden'\n", " var: 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'mean', 'std'\n", " uns: 'hvg', 'pca', 'neighbors', 'leiden'\n", " obsm: 'X_pca'\n", " varm: 'PCs'\n", " obsp: 'distances', 'connectivities'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "generate_adata=model.filtered(generate_adata,leiden_size=25)\n", "generate_adata" ] }, { "cell_type": "markdown", "id": "255e0a09-b242-4145-946c-a01e70101ccc", "metadata": {}, "source": [ "## visualizing and analyzing the correlation\n", "\n", "We need to test the characteristics of the generated single cell RNA-seq and the correlation with the reference scRNA-seq. Here, we calculated the correlation between the cell type of the reference scRNA-seq and the cell type of the generated scRNA-seq using the Pearson coefficient using the cell type-specific marker of the reference scRNA-seq as an anchor point." ] }, { "cell_type": "code", "execution_count": 14, "id": "37ba9316-0680-46de-bbf3-5e172cb94087", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 428, "width": 362 } }, "output_type": "display_data" } ], "source": [ "ov.bulk2single.bulk2single_plot_cellprop(generate_adata,celltype_key='clusters')\n", "plt.grid(False)" ] }, { "cell_type": "markdown", "id": "df298fd0-e9d1-4eae-bad9-0545ee687232", "metadata": {}, "source": [ "It is very easy for us to compare the proportion of cells between the reference scRNA-seq and generate scRNA-seq" ] }, { "cell_type": "code", "execution_count": 15, "id": "f42263fb-2378-4415-9fb5-1730ab5df66b", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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OnTvlur744gvTD+z/0/yQ/v777w3m0/zWe+nSJa00SwfnkiTpveBmbq++ngAhhNi+fbucZ8iQIVppmv9Ubm5u4v79+3rLiI+PF25ubgKA8PT01Ap2d+/eLZcxaNAgg8crhND6lSTzz96ax2LoPDHFyZMn5XL8/f3F69evDeYdP368nFdfr7W5wblmr9CoUaMM5tPs8fnhhx+EEJY773MSnMfFxcnPDx061GC9/fr1EwEBASIkJEQkJCQYeSV0aZ57tra2entA1W1xdXUVQEbPt+a1QWnnXlpamhycuru7i/j4eIP51HU6OTnJ/0+aH+z6fv7X9OGHH8pBxs2bN7XS8io4F0KIgQMHynVs3bpVbx5/f3+5DM0vdZmDzV9//VXv/unp6eKDDz6Q8506dUpOe/LkifylsVq1ajqdJ5o0v7RNnDjRhKPXZmpwnrlTRC01NVX+EixJkt4vwcZkfr127NihN196erp8vgAQx44dM/k4NFkyON+0aZPcC124cGGdz9GcUPcSt27d2mCeSZMmiQoVKojg4GCtjgxLnTfqoaG2trYGjykhIUEUKFDArOBcHYPY2dnp/TVQCCFevnwpf4boq+f777+X04z9IvzgwQM5X6VKlXTSswrOLVVPTvGG0Cxo3mipL61q1aoAgNTUVK2bV44fPy7fWNCxY0c4OzsbrOPjjz+WF8fYtm2bWe1t06aNwbTAwEB5++HDh2bVk5XAwEBUrFhRb1rp0qXlbUPzzpcoUULefvLkicF6unTpgsKFC+tNK1SokPzePXr0CAcPHpTTNBcfCAsLM1h+5vStW7cazPfRRx8ZLccYzfd98ODBRqdA/Prrr+XzyRrL16uPUZIk9O/f32C+du3a4fvvv8fKlSvl1zmvznsAcHd3h42NDYCM9/fatWt6882ZMwdnz55FVFQUChYsmOP6WrZsiYCAAL1p3t7e8mvy+PFjHD58WE5T2rl3+PBh+drVvn17FCpUSG8+lUqFqVOnYubMmVrnnfp4bGxstG6y0ueLL74AkHHT8/bt23PcZkvTXEZ+5cqVOukxMTE4f/48AKBz585aN15r8vLyQq9evfSmSZKEAQMGyH///vvv8vaOHTvkKVB79uwJlcrwR3O3bt3k64Oxc8IckiShdevWetNsbGzg7+8PABBCZOsGvswCAgLQrFkzg23QvP6YelOktezevRsdOnRAWloavLy8EB0djXLlypldrvoa9Ndff+HkyZN684wcORIXL17E77//jgoVKsjPW+K8uX79Os6dOwcg45ps6JgKFiwo///mxJ07d3DmzBkAQJMmTVCmTBm9+ZycnNC7d2+D5YwaNQoXL17Etm3b0KhRI4P5vLy85M+fly9fZru9uVWPIW/FIkTWVKRIEaMf4K6urvJ2UlKSvK35Yfz06dMsg6hChQrh5s2biIuLw507d+Dj45PttkqShPfee89gupubm7xtyiwm5jC1Hb6+vnrzaAZ1hmaYAYCGDRsabUedOnXkJbuPHTsm/5Npvj/nzp3DlStXDJbx7NkzefvEiRMG82leNLPryJEj8raxCwGQcc7VrFkT+/btw+3bt3Hv3j0ULVo0x3VndvToUQBA2bJlUaRIEYP58ufPj/Hjx2s9lxfnvZqDgwNCQ0OxYcMG3L59GxUrVkSzZs0QHByMJk2aaH0ptISmTZsaTa9bty4iIiIAZLy/derUAaC8c0/9fgNZB/n6Ajb1uevi4oI9e/YY3V+zU8DY8eS2qlWrIjAwEGfOnMGWLVvw/Plz5MuXT05Xz8wCAF27djVYTsOGDWFra/hjtW7duvK25v+85jkRFxeX5f9N4cKFcevWLZw6dQrp6elGg7KcKFasmNZnW2aW+iwx5fqtduzYsRzXY65jx47hu+++k2dgGjRokNHPuOxo3749pk6diqdPn+L9999Hw4YN8cknn6BJkyYGO7jULHHeaP4ffvjhh0b3b9KkCcLDw7M+KD00rzO1a9c2mrdevXoG0xwcHFChQgWD17y7d+/i1KlT2Lt3rzzblbEYIq/rMYTBeRaymqZJswdFaEzDdefOHXk7IiJC/pA2RXx8fI6CFGdnZ6MfDJpp1p7SzNSl4g31rBrqmcosq4BLc7nu+/fvy9ua74+hX0b0MTQdlaOjIxwcHEwuJzP1FGsqlcqkJcbLlCkjTwn44MEDiwXnr169kgPCnCx1nhfnvaY5c+bgzJkzuHLlCpKTk7Flyxa5x83Pzw/BwcFo06aN1od+TmXVa6b564/mFHpKPfeA7L/nz549k6dFffr0KT777DOT9zV3SkBL6969O4YMGYKXL19i06ZN6NKlC4D/TW0KAEFBQUbf96zOiWLFisHGxgZpaWkGz4mJEyea3OaUlBQ8efLE5OutqTSDb30s9VmS1fXbx8dHfr00r9+5Tf3+q02ZMgU9e/Y0+KvtwYMHjU4DWaJECVSrVg0AMH78eBw6dAhHjhxBeno6du3aJU8j7OPjg+DgYLRq1QqNGzeWfxlUs8R5k53///Lly5tcR2aa9WheG/Ux1GmnSQiB/fv3Y8+ePbh48SKuXr2Kq1ev4unTp3rz5lRu1ZMZh7VkIacLueh740yl2VuWHcYC89yWWwvgGBs2kTld85eNnL4/ht4bc4Ij4H/tcXZ2NumLieZxvXjxwqy6NT169EjednJyyvb+eXHeaypcuDBiYmIwfvx4nbndr1y5gpkzZ+Kjjz5ClSpVDP6EbCpjPYuA9nuk+boo7dwz5z3P6/fbkjp16iRfQzWHtuzevVsODLt162a0jKzOCeB/r7ElzgnAOq9jbn2WZHX9Bv73emlev/NCvnz55GGjT5480RqilNmYMWPw2WefGXzMmjVLzuvi4oIDBw5gxowZ8nAhtTt37iAiIgLNmjVDuXLl8Ndff2mlW+K80VxzJKv//6y+tBmjOTw1q3ry589vNP3kyZOoUqUK6tevj/Hjx2Pt2rU4deqU/Hr4+PggLCwsR59heVGPPgzOrUTzorNjxw6IjJtvTXoY+0knr+X1BTKzrNqjHo8HaP8Kon5/vL29s/XeWGvhHPVP6C9fvjTp27fmcZnyAWcqzbJyMn5OCee9i4sLvv/+e1y/fh0xMTGYPHkyPv74Y60LaGxsLBo1amRwXLopsnPuaQ6NU9q5Z857rrlvrVq1snU8WQ2ByW1eXl4IDg4GAOzatUte7EsdqDs4OKB9+/ZGy8jqnBBCyF+m9Z0TAHDx4sVsvY45+YVLKUx5vdTnZFa/Yue0DlO4uLhg+/btWLZsmTxWev369RYbB29ra4tBgwbh3LlzuHz5MmbOnImWLVtqfdn7999/0aJFC62hLJY4bzQD7qz+/01ZWM0QzV93zKnn3LlzqFevnjx+vVixYujatSumTJmCbdu24datW7h9+zYiIiJ0fmnIjtyqxxAG51bi7e0tb5uzalhu0RyzmJqaajCf5rdsJdD8WU8fzeCrePHi8rb6/Xn06JFZFxxLUf88mp6erneFssw0xykXK1bMYu1wc3OTe2Jv3bqVZf5Dhw7h7NmzcsChtPO+SpUqGDFiBHbu3ImHDx9i3bp1KFu2LICMc3n69Ok5Lvv27dtG0//99195W3PYkdLOPc33LKv3PC4uDvv378fdu3chhIC7u7t8vijh/TaX+sbQtLQ0bN26FWlpafLNyi1btoSHh4fR/bM6J27cuCF/+dZ3TgBvx+toqqyu39evX5eHzWhev4H/fWYZ+7wCLPOZNWbMGHz00UdwcnLCnDlz5Of79eun95eLvXv3Gg2MlyxZYrAuPz8/DBw4EFu2bMF///2HHTt2oHr16gCA5ORk/Pjjj3JeS5w3mq+r5jVLn7t37+aoDgBa9y+ZU8+QIUPkz5vx48fj1q1bWLp0KYYNG4ZPPvlEPp7U1FStDpLsyq16DGFwbiW1atWSt03pIerZsyd69+6NSZMmWfSOX1Np/jRu7Kcy9V3dSqF5k4k+0dHR8rbme6LeTklJ0ZrFRZ8zZ86gdevWGDp0KDZs2GBGaw3TbNvu3buN5n3y5AlOnToFICOo17xAm0ulUsljIf/991+j44LT09Px6aefIjAwEB988AGAvD3vL1y4gLlz52LAgAF6e8SdnJzQpk0brZumYmNjc1zfoUOHjKbv379f3m7QoIG8rbRzr0aNGvK2Zq+cPmvWrEG9evXg4+ODTZs2QZIk1KxZE0BGYJrVLxF//fUX2rdvjxEjRmR5nueFFi1ayD3aUVFROHTokDzsx9iNoGrmnhNA1v83r1+/Rtu2bdGvXz9MmzYtyzYpWU6v38D/PrNevnxpNEC3xGeWo6OjvN28eXP5xug7d+7g22+/zXG5N27cQEREBIYMGaJ1g7CanZ0dmjVrhr/++kseKqp5zbLEeaO+dgMZXyqMyer8NuaDDz6Qv1DltJ6kpCR5PH7p0qXx/fffG7wZWvN1yu5Y8NyqxxgG51by4YcfylOSrV+/3ug3xe3bt2Px4sWIiIjAggULLDpMwVReXl7ydkxMjN48SUlJVpu6K6cWL15scMz1v//+Kwc0pUuX1gpCNG9c+/nnn43WMXHiRGzcuBHTpk3DhQsXLNBqXZpTSs6YMUO++1ufmTNnyj/VtmjRwuJtadmyJYCM4PvXX381mG/Hjh1y4NK4cWMAeXve79u3D/3798ecOXOwbt06g/kKFCggb2vOyJFdq1at0hqvrenu3btYv349gIybBDVnXVDauVenTh15yEBkZKTRqfHUQzzs7OzkmUc0j8fYTA5CCHz33XdYu3Ytfv7551ztIVZ/sGZ186KdnR06duwIIGNoS2RkJICM62Pz5s2zrOfcuXPyjdqZpaenY/bs2QAybngPCQmR04KDg+Vp7n777Tej78HChQuxfv16zJs3T2s6xjfRgQMHcPr0ab1pKSkpmDlzJoCM9y/zNMHqzywhhMEv2RcuXJCnwLSkGTNmyNeO+fPn6w2sTXHx4kX07t0b06dPN9qbnj9/fvn80LxmWeK88fLykr8o7tu3z+AsSmlpaUY/D7Li5eUlzwa1b98+uYMpO/U8fvxYDoBdXFyM1qf5BUTfjEKawXbm64Il68kxo7OgvyWgseBBdvfJatELzcV7Mi/hq7minL+/v7h9+7bO/pcuXRJeXl5yvnnz5pncRjVLLMawbds2Oa1kyZI6i7MkJydrLWULPYsDaC5CZGxxlZCQEIOvmZrmQhXdunXTSsu8SmPr1q11Fu1JSEgQVatWNfi6pqWliffee09OHzx4sN4FHGbMmCHnyZcvn84CLaa+9qZo2rSpXFfHjh31rhC6Zs0arRVCL1++rJNHXUZOFyFKSEiQF9BxcHDQuwDDzZs3RZkyZeSFK/755x85zRLnfU4WIbp//7782uTLl0/ExsbqPb5+/frJ+0+ePDkbr4zuude8eXOdRVgSExO1Fk9ZuXKlVroSz71Ro0bJdQUHB4uXL1/q5Jk4caKcR3OF0MTERFGoUCE5bdq0aTr7pqeni8GDB8t5ihcvrnN+G7vmmno9NkS9gJCrq2uWq8KeOnVKrs/W1jbL61nmRXVKlSqls3JvWlqa1kJHYWFhOuX07t1b63/38ePHOnkOHToknJ2d5Xzbt2836fg1mbIIUVavsynXcEMyv176VtlNSUkRPXr0kPO0a9dOpxzNFWtbtmyp8z90//59rc8AfZ97OVkhVE1zpdSAgACDK8sak5SUJC8AZmNjI3bu3Kk335QpU+S6vvrqK600S5w3u3btktPKli2rs0BYenq66N+/v9HPf1NoLsDm5+cnbt26pVOP5oqbmetJSUmRF11SqVR6V0NPTU3VWjUVyFgILrN169bJ6b/88otWmiXrySkG51nsY05wnpqaqrXkbb58+cSAAQPE8uXLxeLFi0Xfvn3l1cGAjCWdja3wZYglgvPXr1+LEiVKaH14/vTTT2LVqlXixx9/FH5+fgKAeP/99w3+c+ZFcK4OCipWrCh++eUXERkZKcaNGycvP68OoPR9IMfGxgoXFxetQHLy5MlizZo1YubMmVpLsAMQS5Ys0SnDkgHS3bt3tdpdtmxZMXHiRLFmzRrx66+/ik8++USrPQsXLtRbjuaFOqdWr14tl6NSqUT79u3FokWLxNKlS8XgwYO1Xrdx48Zp7WuJ8z4nwbkQQnzzzTdymp2dnejRo4eYN2+eWL16tZgyZYrW+VuiRAmd5aOzonnuqZd29vX1FT///LNYs2aNmDhxovDx8ZHzfPLJJ3rLUdq59+rVK1GlShW5vtKlS4sJEyaIyMhIMXXqVK0vG4ULF9ZZlfePP/6QV04EMpZbnz59uoiMjBS//PKLqFatmpxmY2Mjdu3apdMGY9dcU6/Hhmh+8Q0LCxPr1q0T0dHRBvNrrqYMaK/mmZnmtUp9Tri5uYkRI0aIyMhIMWfOHFGzZk2ta2vm5dGFyFgiXfNLW6FChcSIESPEqlWrREREhOjatavWa9y9e/ccvRZKCs7V1+9ChQqJ0aNHi9WrV4uZM2fKS9oDED4+PnpX8j1//rxQqVRa59zcuXPFihUrxNChQ+VVTDX/5y0ZnKekpGidJxMmTMjW66A2d+5crfOnbdu2YtasWSIyMlJMnz5dfPzxx3K6u7u7zuttqfNG88tz5vNX/Rpqvt45Cc6FECIsLEzreEaOHKlTj2bHTeZ6NL+MODk5if79+4vFixeLpUuXilGjRonSpUtr/e8CGV+yM3/GHD58WE4vVqyYWLJkiVi5cqV49OiRRevJKQbnWexjTnAuhBAvXrwQbdu21XkTMz9atmwpnj17ls0jy2CJ4FwIIY4cOSJf0PQ93n//fXHv3j2D/zR5EZxv3bpVaxnzzI9WrVrp7QVUO3HihNH9AQhHR0eDS3JbMkASQohr166JSpUqGW2Pq6urWL9+vcEy1PnMCc6FEGLZsmXCycnJYDskSRIjR47Uu6+5531Og/OUlBTRqVOnLOutUKGCVm+/qTTPvcGDB8u/Huh7dOzYUecXHU1KO/f+++8/Ua9ePaPt8fX1FefPn9e7/44dO7SW99b3cHd3F1FRUXr3N3bNNfV6bMjSpUv1Xs8MmTZtmpwvICDAaNma16rmzZvrfInWfFSuXFncuXPHYFnx8fFaX2wNPcLCwkRKSkqOXgslBedTp07VCj4zPypWrGi0/Hnz5mkFnpkfvXr1En/++af8tyWDcyEyeqTVX8gcHBxydE0RQojhw4fL5Rh6FCtWTBw6dEjv/pY4b9LT08XQoUMNtsPLy0tMmDBB/junwXlaWpro06ePwTZ6enpq9eRnricxMVHry66+hyRJYtiwYaJnz57yc+fOndMqJzk5WZQrV05nX/WvCpaqJ6c45tzKnJ2dsXbtWuzfvx89evSAr68vXFxcYG9vj+LFi6Nt27b4/fffsWXLFrPGv1pCrVq1cOnSJXz77beoWLEinJyc4O7ujg8++ABz587FoUOHDC7tnVdKlSqFmJgYDB8+HL6+vnBwcEDBggXxySefICoqChs2bDA6B2n16tVx6dIlzJs3D02bNkXhwoVhZ2eHfPnyoXLlyhg2bBguXLhgdDlhSypTpgxiYmKwbNkytGjRAkWLFoW9vT0KFy6M2rVr45dffsG1a9cMLq1tSV26dMHVq1cxcuRIVK5cGa6urrC3t0fJkiXRtWtXHD16FJMmTdK7b16d97a2tlixYgX++usvdOrUCX5+fnB2doa9vT2KFSuG5s2bIyIiAmfOnDFrQQ0gYyGN06dPY/To0fDz84O9vT0KFCiAFi1aYOvWrVi5cqU8HlQfpZ17BQoUwJ49e7B+/XqEhobK556bmxtq166NadOm4fTp0wZXLWzWrBn+/fdf/Pzzz6hXrx4KFSoEW1tbeUXbsWPH4p9//tEaa51bunbtigULFiAwMBDOzs5wdXU1Ov48KChI3s5qbnNN9vb22Lp1KyIiIlCzZk24uLjAxcVFvoYeO3bM6OxKhQoVwp49e7BlyxZ06NABJUuWhJOTExwdHVG2bFl07doVBw8eREREhKLWtcgpe3t7/PHHH5gzZw6qVasGFxcXuLq6IigoCDNnzkRMTIzOegWa+vTpg5iYGPTs2RMlS5aEvb09vL290aJFC2zbtg0LFiyw+OqpmmrXro1evXoByLjh8ssvv8zRTYHh4eE4cuQIwsLCULFiReTLlw+2trYoXLgw6tevj2nTpuGff/4xuLKmJc4bSZLwyy+/4NChQ+jQoQOKFi0KBwcHlClTBkOHDsX58+cREBCQ7WPLTKVSYd68efjzzz8REhKCQoUKwc7ODiVKlEDv3r1x+vRpeXYafVxdXXHgwAFMmzYNQUFBcHV1hY2NDdzd3VG1alX0798fsbGxmDJlijw1KpBxj5AmOzs77N69G59//jm8vLxgb28PHx8feRVjS9WTU5LIyZlERPQOWrJkCXr06AEAmD59Or7++uu8bRBZxciRIxEeHg5bW1vcvn3b4EqQQMaMG+qVLkNCQrJcQp3oTRUVFSXfAD527FiMGzcubxv0FmPPORER0f+XnJyMZcuWAciYuchYYE5EZA0MzomIiJAxpdrQoUNx//59AED//v3zuEVE9C568wetERER5dCTJ09QvXp1FC5cGP/++y/i4uIAAPXr10fDhg3zuHVE9C5icE5ERO8sd3d3JCQkaC2YVahQISxYsCAPW0VE7zIOayEionfaJ598AhcXF3h6eqJVq1Y4dOgQypYtm9fNIqJ3FGdrISIiIiJSCPacExEREREpBINzIiIiIiKFYHBORERERKQQDM6JiIiIiBSCwTkRERERkUJwnnMyiYuLC1JSUuDl5ZXXTSEiIqIciI+Ph52dHV68eJHXTSEjGJyTSVJSUpCWlpbXzSAiIqIc4uf4m4HBOZlE3WN+586dPG4JERER5YSPj09eN4FMwDHnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBC2ed0AIqeq/XOtrlcxc3KtLiIiIqLsYs85EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlKIdzo4nzdvHiRJQmhoqEn5r169ir59+8LPzw+Ojo7w9PREzZo1MWXKFDx79sykMhITEzFhwgRUq1YN+fPnR758+VChQgUMHToU169fN6mM9PR0LFmyBA0bNoSnpyccHR1RqlQpdOrUCQcPHjSpDCIiIiJSHkkIIfK6EXnh4sWLeP/99/H8+XOEhIQgKirKaP7IyEj07NkTr1690ptetmxZbN68Gf7+/gbLOH/+PJo3b47bt2/rTc+XLx8WL16MNm3aGCzj6dOn+PTTT7Fv3z696ZIk4ZtvvkF4eLiRo8k+Hx8fAMCdO3csWi4AOFXtb/EyDXkVMyfX6iIiIlISa36Wk+XY5nUD8sL169fRvHlzPH/+3KT8+/fvR+fOnZGWlgY7Ozv06tULderUwbNnz7B69Wrs378f165dQ4sWLXDixAkUKFBAp4yEhAQ0adIE9+7dAwAEBwejdevWsLOzw19//YWVK1fi+fPn6NSpE4oVK4YPPvhApwwhBNq2bSsH5gEBAejVqxe8vb1x+vRp/Prrr3j69Cl+/vlneHl5YejQoWa8SkRERESU2965nvMDBw6gXbt2iIuLk58z1nOempoKf39/XL58Gfb29tixYwcaNmwopwshMGLECEyZMgUA0L9/f8yePVunnF69emHRokUAgIkTJ2L06NFa6Zs3b0br1q2RlpaGwMBAnD59GpIkaeVZvnw5unbtCiAjuN+0aRPs7e3l9KtXr6Ju3bq4f/8+HB0dcfXqVRQrViwbr45h7DknIiJ6s7Hn/M3wzow5T05OxqRJk9CwYUOtwDwrUVFRuHz5MgCgT58+WoE5kDGMJDw8HDVq1AAAREREICEhQStPXFwcli1bBgCoUqUKRo0apVNPSEgIvv76awDAmTNnsHXrVp086qEqjo6OWLBggVZgDgC+vr6IiIgAACQlJWHq1KkmHycRERER5b13IjjftWsXKlasiFGjRiE1NRW2trY6PdeGREZGytv9+vXTm0eSJAwYMABAxpeATZs2aaWvX78eqampAIC+ffvq9IirDRw4UG+9AHDu3DmcP38eANCqVSsUKVJEbxktWrRAmTJlAABr167FO/bDCBEREdEb7Z0IzlesWIFr164BACpWrIhDhw7hiy++MGnfvXv3AgBKlCgBPz8/g/kaNWokb+/YsUMrbc+ePfJ248aNDZZRokQJ+Pr6AgD++OOPHJUBQO7dv3v3Ls6cOWM0LxEREREpxzsRnANAgQIFMG3aNMTExOD99983aZ979+7h4cOHAIBKlSoZzVusWDG4ubkBAGJjY7XSzp49CwBwcXFB6dKljZajnu3l8ePHuHXrlk4ZprRFc8aYzG0hIiIiIuV6J4Lz/v3749atWxg8eLDOOG1jbty4IW+XKlUqy/zFixcHANy+fVtrOMnNmzezXYbmftlti6EyiIiIiEjZ3ongvEaNGnB2ds72fpo3dhYsWDDL/J6engAyZnhJTEwEkLHoUHJycrbLACD32mdui76pGk0pg4iIiIiU7Z2c59xUL1++lLcdHR2zzK+Z5+XLl3B3dze7jMzbDg4OBm8ozaqMrKinWNLn/v37Bm9CJSIiIiLLeCd6znMqJSVF3nZwcMgyv2Ye9ewslihDsxxzyiAiIiIiZWPPuRFOTk7ytnpoijGvX7+Wt9Vj2y1RhmY55pSRFWOLEhjrVSciIiIiy2DPuRH58uWTt5OSkrLMr5lHHUxbogzNcjQD7+yWQURERETKxuDcCA8PD3nblBsrHz16BCBjWIl6WkUnJyd5mEl2ygAALy8vnbYIIbTyZKcMIiIiIlI2BudGlC9fXt7WnHPcEHWekiVL6i0nO2UA2lMmZqcthsogIiIiImVjcG6Eh4eHPEPJ+fPnjea9c+cOnj59CkB3kSD1okCJiYm4e/eu0XLU9RQoUEBrdhTNhYWyaotmelYLFhERERGRcjA4z0L9+vUBAFevXsXt27cN5tu9e7e83aBBA71lAEB0dLTBMm7evIlr166ZVYZmeqFChbSCeiIiIiJSNgbnWWjbtq28PWvWLL15hBCYPXs2AMDW1hatW7fWSv/ss89gY2MDAJg9e7bW6qGaZs6cKW+3b99eK61cuXIIDAwEAERGRiI+Pl5vGVu2bMH169cBAO3atctyTnQiIiIiUg4G51lo0aKFPN57xowZ2Lp1q1a6EALDhw/HyZMnAQCdO3dG4cKFtfIUKlQI3bp1AwAcP34c3377rU49mzdvloN/Pz8/hIaG6uQZNmwYgIyFhT7//HO8ePFCK/3q1avo3bs3AMDOzg5ff/11No+WiIiIiPKSJAx1477lbty4gdKlSwMAQkJCEBUVZTDv7t270aRJE6Snp0OlUqFLly5o3LgxXr58iZUrV2L//v0AgCJFiuD06dN6Z0iJj49HQEAAEhISAGQMU+nYsSOcnJzw119/YcWKFUhPT4eNjQ127dqlNYxFTQiBhg0bYu/evQAAX19f9O7dGz4+Pjh9+jTmz58vj3ufMGECxowZY8YrpE09z7mxudBzyqlqf4uXacirmDm5VhcREZGSWPOznCyHwTmyDs4BYMWKFQgLCzM4V3nx4sWxfft2BAQEGCwjNjYWwcHBuHfvnt50JycnLFq0CB06dDBYxpMnT9CiRQscOnTIYJ7Bgwdj6tSpFh3SwuCciIjozcbg/M3AYS0m6ty5M86ePYt+/frB19cXTk5OcHZ2RpUqVTB+/HicPXvWaGAOAJUrV8bFixfxww8/oGrVqnB1dYW9vT3Kli2Lr776CrGxsUYDcwBwd3fH/v37sWjRIjRs2BAFCxaEnZ0dChcujFatWiE6OhrTpk3jWHMiIiKiN9A723NO2cOecyIiojcbe87fDOw5JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBeTalpqZiyZIlaNKkCQoVKgR7e3sULFgQDRo0wLx585CUlJRlGTExMejWrRtKlSoFBwcHFCpUCHXq1MH8+fORnJxsUjvi4uIwfPhw+Pv7w9nZGa6urggMDMTYsWMRHx9v7mESERERUR6QhBAirxvxpoiPj0dISAiOHDliMI+/vz82b96MsmXL6k2fNm0ahg8fjrS0NL3p1atXx+bNm1GsWDGDdezduxetWrXC48eP9aZ7eXlh3bp1qFu3rpGjyR4fHx8AwJ07dyxWpppT1f4WL9OQVzFzcq0uIiIiJbHmZzlZDoNzE6WlpeHDDz/E0aNHAQBFixbFl19+CV9fX9y6dQuLFi3C1atXAQBlypRBTEwMXF1dtcpYuXIlOnfuDABwcXFBnz59UL16dcTHx2PRokWIjY0FANSoUQMHDx6Eg4ODTjsuXbqEGjVq4Pnz55AkCR06dEDz5s2RkpKCqKgobN26FQDg4eGBY8eOwdfX1yLHz+CciIjozcbg/M3A4NxEixcvRs+ePQEA9erVw5YtW7SC76SkJHz++eeIiooCAIwePRoTJ06U0588eYKyZcvi0aNHcHd3x4EDBxAQECCnp6SkoFu3bli9ejUA4JdffsHQoUN12tGoUSNER0cDAJYvXy4H+2pz585F//4ZwW6LFi3kYN1cDM6JiIjebAzO3wwcc26idevWydv/93//p9Mr7ujoiIiICNjZ2QEA1q9fr5W+YMECPHr0CAAwduxYrcAcAOzs7LB48WJ5OEt4eDhSU1O18pw4cUIOzENCQnQCcwDo168fWrduDQDYtm2b3BtPRERERMrH4NxE169fBwA4OzujfPnyevMUKlRIHmt+48YNrbTIyEgAgL29PcLCwvTu7+DggC+//BIAkJCQIAfimcsAMoJwQwYOHChvr1mzxmA+IiIiIlIWBucmUveUv3r1Su4Bzyw9PR0JCQkAMm7KVEtMTERMTAwAICgoCC4uLgbradSokby9Y8cOrbQ9e/YAyAji69SpY7CMoKAgODs76y2DiIiIiJSLwbmJatWqBQAQQuCXX37Rm2fRokV4+PAhAKBZs2by8+fPn0d6ejoAoFKlSkbr8ff3l7c1h6Skp6fjwoULAABfX184OTkZLMPe3h5+fn4AgHPnzhmcGYaIiIiIlIXBuYmGDBki955PnjwZvXr1wtmzZ/Hy5UtcvnwZI0eORJ8+fQAAxYsXx/fffy/vqznEpVSpUkbrcXd3R758+QAAN2/elJ+Pi4uT51DPqgx1G4CMednv3buXZX4iIiIiynsMzk1UqlQp7Ny5EyVLloQQAosWLUJgYCBcXFxQvnx5hIeHIy0tDZ999hkOHDgg3xENQB7qAgAFCxbMsi5PT08AkHvhzSkjczlEREREpFy2ed2AN0mtWrWwfv16hISE6O2NdnR0RIUKFeSeb7WXL19q5cmKOo/mfjktI/O+xmh+ocjs/v37KFKkiEnlEBEREVHOsOfcRKmpqejevTtq1qyJe/fuoWbNmpg6dSrWrFmDWbNmoV69enj16hUmTZqEypUrywsSARlzmKvpW1goM3UezakUc1pG5nKIiIiISLnYc26iLl26yFMZjhkzBhMmTNBKHzBgAP7v//4Pffr0wd27d9GwYUOcP38e+fPn17p5Mzk5Ocu6Xr9+DSDjxk61nJaRuRxjjC1KYKxXnYiIiIgsgz3nJti/f78cmAcHB+sE5mq9e/fGgAEDAAC3b9/GvHnzAEBrmIv6pk5j1Hk0A/KclpG5HCIiIiJSLgbnJti4caO8PWjQIKN5hw4dKm9v3boVAODh4SE/Z8rNmep51DXnSs9pGZnLISIiIiLlYnBugsuXL8vbgYGBRvOWKFFCnk3l2rVrAKC1ouitW7eM7v/48WM8f/4cgPaUiYULF4abm5tJZWjmcXR0hLe3d5b5iYiIiCjvMTjPJlOGlEiSBACwsbEBAFSoUAEqVcZLff78eaP7aqZnXrCoYsWKAIArV65o3SCaWXJyMq5cuQIgY1Ejdd1EREREpGyM2kygeTPkiRMnjOaNi4vDf//9B+B/Pd9OTk7yCqN///230QB/9+7d8naDBg200urXrw8gY2rEI0eOGCzj8OHDePXqld4yiIiIiEi5OFuLCT7++GP89ttvAIDZs2ejdevWcu94ZrNmzYIQAgDQrFkz+fm2bdvi8OHDePnyJRYuXIh+/frp7JuUlISIiAgAQIECBdC4cWOt9LZt22LSpElyPR999JHeNsycOVPebt++vamH+U4rN/yPXKnn8s/Nss5ERERE7yz2nJsgNDQUvr6+ADJmbhkyZAjS0tJ08q1ZswY///wzAMDNzQ19+vSR07p37y6PRR85ciSOHz+utW9KSgp69OghL240YMAAnfnMq1atioYNGwIA1q9fj/nz5+u0Yc6cOdi0aROAjF7zGjVq5OiYiYiIiCj3SULdzUtGHT16FPXr15eHpLz33nvo3LkzypYti8ePH2PLli3YsWMHgIwx5xs3bkRoaKhWGUuWLEGPHj0AZCwS9OWXXyIoKAiPHj3CwoULcfr0aQBAQEAAjh07pncKxAsXLqBGjRrysJXQ0FCEhIQAAKKiorB582YAgIuLC06cOIEKFSpY5PjVQ3uMzYWeU05V+1u8TENexczR+zx7zomI6G1nzc9yshwG59lw8OBBtGvXDvfv3zeYx9XVFUuWLMFnn32mNz08PByjR4/W2/MOZATmf/zxB4oVK2awjl27dqFNmzZITEzUm+7h4YGNGzfKY9QtgcG5ZTA4JyKivMLg/M3AYS3ZUKdOHVy5cgUzZsxAgwYNUKhQIdja2sLDwwO1atXC+PHj8e+//xoMzAFgxIgROH78OLp3746SJUvCwcEB+fPnR1BQEKZPn44TJ04YDcwBoHHjxrh06RKGDx+OihUrwsXFBY6OjnjvvfcwbNgwnD9/3qKBORERERHlDvack0nYc24Z7DknIqK8wp7zNwN7zomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESmEVYJzzs5IRERERJR9VgnOu3Tpgk8//RRbtmyxRvFERERERG8lW2sUeuDAAdy5cwfu7u749NNPrVEFEREREdFbxyo95/Hx8QCAjz/+2BrFExERERG9lawSnHt5eQEAHj9+bI3iiYiIiIjeSlYJzsPCwiCEwPTp0xEXF2eNKoiIiIiI3jpWGXM+evRo3LlzBxEREahUqRJ69OiBjz76CBUqVIC7uzscHByyLMPV1dUaTSMiIiIiUiyrBOcffvghAMDR0REPHz7E1KlTMXXqVJP3lyQJqamp1mgaEREREZFiWSU4P3LkCCRJkuc757znRERERERZs0pwXrduXUiSZI2iiYiIiIjeWlYJzvfu3WuNYomIiIiI3mpWma2FiIiIiIiyj8E5EREREZFCWD04T09Px+rVq9GxY0eUK1cO7u7usLX932iaxYsXIywsDP/884+1m0JEREREpGhWDc6PHTuGcuXKoXPnzlizZg2uXbuGp0+fas3eEhsbi4ULF6JSpUqYOHGiNZtDRERERKRoVrkhFAAOHDiAJk2aIDk5WQ7GnZyc8OrVK618N2/eBACkpaVh7NixSE9Px/fff2+tZhERERERKZZVes6fP3+Otm3b4vXr17C3t8eoUaNw/fp1rFq1Sifv//3f/2HYsGGwsbGBEAITJ07E+fPnrdEsIiIiIiJFs0pwPm/ePMTHx0OSJGzYsAETJ05EyZIl9eb18vLCzz//jDVr1gDI6EGfP3++NZpFRERERKRoVgnOt2zZAkmS8OmnnyI4ONikfVq1aoXQ0FAIIbBnzx5rNIuIiIiISNGsEpxfunQJANC8efNs7ffxxx8DAG7dumXxNhERERERKZ1VgvNnz54BADw9PbO1X4ECBQBkDG0hIiIiInrXWCU4L1SoEID/zcRiKvVc5+r9iYiIiIjeJVYJzmvUqAEhBCIjI03e5/Xr11i8eDEkSUKNGjWs0SwiIiIiIkWzSnDevn17AMCpU6cwYcKELPOnpqaiR48eck97mzZtrNEsIiIiIiJFs0pw3qFDB7z//vsQQmDcuHFo3bo1duzYgdu3b8t5UlJScOPGDSxevBjVqlXDmjVrIEkSAgMD0aFDB2s0i4iIiIhI0ay2QmhUVBRq166NGzduICoqClFRUQAASZIAAI6Ojlr5hRDw9vbGpk2b5DxERERERO8Sq/ScA0DhwoVx8uRJtG/fHpIkQQghPwBo/S2EQNOmTXHy5EmUKlXKWk0iIiIiIlI0q/WcA4CHhwdWr16NiRMnYv369Th8+DDu3LmDp0+fwtnZGd7e3qhVqxZCQ0NRrVo1azaFiIiIiEjxrBqcq5UtWxYjRozIjaqIiIiIiN5YVhvWQkRERERE2ZMrPecPHjzA9u3bcezYMdy/fx9JSUlwd3dH8eLFUatWLTRv3hwuLi650RQiIiIiIsWyanAeFxeHoUOHYv369UhNTTWYL3/+/Ojbty/GjRsHe3t7azaJiIiIiEixrDas5fTp06hUqRIiIyORkpKiMzuL5uPp06cIDw9H7dq18eTJE2s1iYiIiIhI0awSnL98+RKffvopHj58CCEEypQpg0mTJuHAgQO4desW/vvvP9y4cQO7d+/G6NGj4e3tDSEEYmJiEBoaao0mEREREREpnlWGtcybNw937tyBJEno0qUL/u///g8ODg5aeTw9PVGiRAk0aNAAw4YNQ/v27bFz504cOHAAK1asQOfOna3RNCIiIiIixbJKz/n69esBAJUrV8aiRYt0AvPM3NzcsGnTJpQpUwYAsGTJEms0i4iIiIhI0awSnF++fBmSJKFHjx5QqUyrwsnJCb1794YQAqdPn7ZGs4iIiIiIFM0qwbl6ZhZvb+9s7VeyZEkAQFJSksXbRERERESkdFYJzitUqAAAOHv2bLb2u3r1KgDIw1uIiIiIiN4lVgnOu3fvDiEE5s+fjwcPHpi0z7NnzxAREQFJkvD5559bo1lERERERIpmleD8q6++QoMGDfDo0SM0bNgQFy9eNJo/Li4OLVq0wK1bt1C5cmUMHTrUGs0iIiIiIlI0s6ZS/OGHHwym1ahRA4cOHcLFixdRuXJlNG/eHA0bNkTp0qXh7OyMpKQk3LlzB0ePHsWGDRvw4sULeHl5YejQodi1axeCg4PNaRoRERER0RtHEkKInO6sUqkgSVKW+YQQRvNlTpckSb6plJTBx8cHAHDnzh2Ll+1Utb/FyzTkVcwcvc+XG/5HrtR/+edmuVIPERFRZtb8LCfLMXsRIlNj+6zymfEdgYiIiIjorWBWcL5nzx5LtYOIiIiI6J1nVnBer149S7WDiIiIiOidZ5XZWoiIiIiIKPsYnBMRERERKYTZN4Qac/HiRaxduxbnzp3DkydPkJaWZtJ+kiRh9+7d1mwaEREREZHiWC04Hzt2LH788cdsz8KS1bSLRERERERvK6sE5+vWrcOECROsUTQRERER0VvLKmPO586dCyBjeMqQIUNw4cIFPH/+HOnp6SY9TB3+QkRERET0NrFKz/np06chSRI+//xz/PLLL9aogoiIiIjorWOVnvPU1FQAQHBwsDWKJyIiIiJ6K1klOC9dujQAIDk52RrFExERERG9lawSnLdp0wZCCGzZssUaxRMRERERvZWsEpwPHjwYpUuXxubNmxEREWGNKvLMnTt3MHr0aFSpUgUeHh5wdHREmTJl0LNnT5w+fTrL/WNiYtCtWzeUKlUKDg4OKFSoEOrUqYP58+eb/EtDXFwchg8fDn9/fzg7O8PV1RWBgYEYO3Ys4uPjzTxCIiIiIsorksjuROQmunjxIlq0aIEbN26gQYMGCA0Nha+vL5ydnU3av27dutZollmWLVuGfv364fnz53rTbWxs8NNPP2H48OF606dNm4bhw4cbnI2mevXq2Lx5M4oVK2awDXv37kWrVq3w+PFjveleXl5Yt26dxV8/Hx8fABlfTizNqWp/i5dpyKuYOXqfLzf8j1yp//LPzXKlHiIiosys+VlOlmO1RYjy5cuHihUr4vr169izZw/27Nlj8r6SJMk3lSrF8uXL0b17dwghYGtri44dO6JevXqws7PDrl27sHLlSqSlpWHEiBEoUqQIunTporX/ypUrMXToUACAi4sL+vTpg+rVqyM+Ph6LFi1CbGwsTp48idDQUBw8eBAODg46bbh06RJatmyJ58+fQ5IkdOjQAc2bN0dKSgqioqKwdetWxMfHIzQ0FMeOHYOvr2+uvDZEREREZBlW6TmPi4tDUFAQbt++DQDZXiVUkiRFzXV+//59VKhQAU+fPkW+fPmwdetW1K9fXyvPtm3b8Omnn0IIAW9vb9y+fRt2dnYAgCdPnqBs2bJ49OgR3N3dceDAAQQEBMj7pqSkoFu3bli9ejUA4JdffpEDeU2NGjVCdHQ0gIwvC507d9ZKnzt3Lvr3z+iFbtGiBbZu3Wqx14A955bBnnMiIsor7Dl/M1il5/znn3/GrVu3AAAqlQp169ZF6dKl4ebmZo3qrO6HH37A06dPAQC//fabTmAOZATDHTp0wOrVq/HgwQPs27cPjRs3BgAsWLAAjx49AgCMHTtWKzAHADs7OyxevBj79+/H3bt3ER4ejkGDBsHW9n9vz4kTJ+TAPCQkRCcwB4B+/fphz5492LBhA7Zt24bY2FhUrlzZIq8BEREREVmfVYLzbdu2AcgY/7xv3z6UL1/eGtXkipSUFKxduxYA8MEHH6BDhw4G8/bv3x/u7u4oUKAAChQoID8fGRkJALC3t0dYWJjefR0cHPDll19i7NixSEhIQHR0NJo0aaJTBpARhBsycOBAbNiwAQCwZs0aBudEREREbxCrzNZy9+5dSJKEr7/++o0OzIGMGzDVvd49evQwmrd27dqYN28eJkyYgKpVqwIAEhMTERMTAwAICgqCi4uLwf0bNWokb+/YsUMrTT1m38HBAXXq1DFYRlBQkHzTbeYyiIiIiEjZrBKcu7q6AgBKlSpljeJzlTqwBjJ6ztWePXuGo0eP4o8//sDZs2cNjqs/f/480tPTAQCVKlUyWpe/v7+8HRsbK2+np6fjwoULAABfX184OTkZLMPe3h5+fn4AgHPnzilq7D4RERERGWeV4Fzda3z+/HlrFJ+rzp07J2+XKVMGcXFx6Nq1K7y9vREUFITmzZsjMDAQxYsXR0REhE6QfuPGDXk7qy8r7u7uyJcvHwDg5s2b8vNxcXFISkoyqQwAKF68OAAgNTUV9+7dyzI/ERERESmDVYLz/v37QwiBiIgIPHjwwBpV5Br1ja2Ojo64fPkyAgICsHz5crx69Uor3927d9G7d2/06NFD7ikHgISEBHm7YMGCWdbn6ekJAHj48KHZZWQuh4iIiIiUzSrBeXBwMHr16oWEhAQ0aNAAO3futEY1ueLZs2cAMqaDbNGiBR4+fIiQkBAcO3YMr169QlxcHObNmwcPDw8AwNKlS/Hjjz/K+798+VLednR0zLI+dR7N/XJaRuZ9iYiIiEjZrDJby6JFi1CrVi3s27cP//zzD5o3bw4PDw+UL18enp6e8vzfhkiSJM84ktfUq4G+fv0ad+/eRd++fTF37lw53dHREX369EGdOnUQFBSEly9fYuLEiejVqxeKFi2KlJQUOa++hYUyU+fRXIQpp2VkLicr6vlP9bl//z6KFClicllERERElH1WCc6/+OILSJIEICPQFkLg0aNHOHLkiDWqsyrNMeQlSpTAjBkz9OarVKkSRowYgbFjxyI5ORlLlizBqFGjtG7eTE5OzrK+169fA8i4sVMtp2VkLoeIiIiIlM0qwTmgf1VQU1cKVQf2SqC+QRMA2rVrZ7TX//PPP8fYsWMBAAcOHNDZX31TpzHqPJoBeU7LyFxOVoytGGasV52IiIiILMMqwfn169etUWyeUE8LCQDvvfee0bx+fn6wtbVFamqqHOiqx6IDpt2cqZ5T3cvLS34up2VkLoeIiIiIlM0qwXnJkiWtUWyeKFOmDPbt2wfAtJ5/e3t7pKamyjO2aC7CpJ75xZDHjx/LY9w1p0wsXLgw3NzckJiYmGUZmvU4OjrC29s7y/xEREREpAxWma3lbaK5cJDmnOX6PH/+XJ4dpVixYgCAChUqQKXKeJmzmvddMz3zgkUVK1YEAFy5ckXrBtHMkpOTceXKFQAZixqp6yYiIiIi5WPkloUGDRrI27///rvRvIcOHZK3K1euDCBjzHetWrUAAH///bfRMeO7d+/WWy8A1K9fH0DG1IjGbqw9fPiwPAd75jKIiIiISNmsMqylZ8+eZu0vSRIWLlxoodaYp0qVKqhYsSIuXLiAmJgYbN++HcHBwXrzzpw5U97u0KGDvN22bVscPnwYL1++xMKFC9GvXz+dfZOSkhAREQEAKFCgABo3bqyV3rZtW0yaNAkAMGvWLHz00UdZtqF9+/YmHiURERERKYEkTJ1CJRtUKlWOZ1wRQkCSJKSlpVm4VTm3bt06tGvXDgDg7e2NnTt3IjAwUCtPeHg4Ro4cCSCjl3vPnj1y2uPHj1GuXDn8999/yJcvH6Kjo1GzZk05PSUlBV27dkVkZCQAYNy4cfKsL5oaNWqE6OhoAMC8efPQp08frfQ5c+ZgwIABADJ6zdV5LUE9W4uxGV1yyqlqf4uXacirmDl6ny83/I9cqf/yz81ypR4iIqLMrPlZTpZjteA82w2RJLi7u8PZ2RkAcPv2bUs3yyzdunXDsmXLAGQs8tO1a1fUqVMHycnJWLt2Lf766y8AGdMenj59GmXLltXaf8mSJejRo4e8/5dffomgoCA8evQICxcuxOnTpwEAAQEBOHbsmN4pEC9cuIAaNWrIw1ZCQ0MREhICAIiKisLmzZsBAC4uLjhx4gQqVKhgseNncG4ZDM6JiCivMDh/M1glOI+Njc0yT1JSEhITE3Hu3DmsX78eR44cgZ+fH3bs2IEyZcpYuklmS09Px+DBgzF79myDs7b4+Phg69atqFKlit708PBwjB492uCvAgEBAfjjjz/km0n12bVrF9q0aYPExES96R4eHti4caM8Rt1SGJxbBoNzIiLKKwzO3wxWCc5zYtSoUZg8eTLKly+PU6dOZWvxnNx04sQJREREIDo6Gvfu3YOzszPKli2LDh06oFevXlrzousTExODWbNmYc+ePYiLi4O9vT38/f3Rvn179OnTBw4ODlm24cGDB5g2bRq2bduGmzdvIi0tDaVLl8Ynn3yCIUOGoEiRIpY6XBmDc8tgcE5ERHmFwfmbQTHBOQBUq1YNsbGxmDx5Mr755pu8bg5pYHBuGQzOiYgorzA4fzMoairFLl26QAiBNWvW5HVTiIiIiIhynaKCc/VwjKtXr+ZxS4iIiIiIcp+igvOLFy8CgMEbLomIiIiI3maKCc7//fdfzJs3D5IkoVy5cnndHCIiIiKiXGeVFUK3bNliUr7U1FQ8ffoUMTExWL58OZ48eQJJktCmTRtrNIuIiIiISNGsEpyHhobmeIXQEiVKyKtcEhERERG9S6w2rEUIke1HUFAQdu3aJa8SSkRERET0LrFKz/nYsWNNyqdSqeDg4AAvLy+8//77qFixojWaQ0RERET0RsjT4JyIiIiIiP5HMbO1EBERERG96xicExEREREphFWGtWh68uQJTpw4gYcPHyIlJQXp6ekm7de1a1crt4yIiIiISFmsFpwnJCRgwIAB2LhxI9LS0rK1ryRJDM6JiIiI6J1jleD89evXqFevHi5dugQhhDWqICIiIiJ661glOJ83bx7++ecfSJIEW1tbBAcHIzAwEG5ubrC1tfpIGiIiIiKiN5JVIuW1a9cCAFxcXLB7927UrFnTGtUQEREREb1VrDJbi7rX/Msvv2RgTkRERERkIqsE5ykpKQCAGjVqWKN4IiIiIqK3klWC8xIlSgAAnj9/bo3iiYiIiIjeSlYJzj/55BMIIfD7779bo3giIiIioreSVYLzwYMHw93dHVu2bMGGDRusUQURERER0VvHKrO1FC1aFOvWrUOrVq3QoUMHdOnSBa1bt0bFihVNnk7R1dXVGk0jIiIiIlIsqwTntWvXBpARYD979gxLly7F0qVLTd5fkiSkpqZao2lERERERIplleD8yJEjkCRJ/purhBIRERERZc0qwXndunW1gnMiIiIiIsqaVYLzvXv3WqNYIiIiIqK3mlVmayEiIiIiouxjcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFMLWnJ1nzZplqXboGDhwoNXKJiIiIiJSIrOC86+//hqSJFmqLVoYnBMRERHRu8as4BwAhBCWaIcWawX8RERERERKZlZwvnjxYku1g4iIiIjonWdWcN6tWzdLtYOIiIiI6J3H2VqIiIiIiBSCwTkRERERkUJwKkUiIiIiIoXgVIpERERERArBqRSJiIiIiBSCUykSERERESkEp1IkIiIiIlIIztZCRERERKQQZo85N9XLly9x+vRpxMfH49mzZ+jSpQsAID4+Hq6urnB0dMytphARERERKZLVe8737NmDpk2bwsPDAx999BFat26N7t27y+kRERHw9vbGqFGj8OrVK2s3h4iIiIhIsawanA8ePBiNGzfGrl27kJKSAiGEzuwuN27cwLNnzxAeHo6goCAkJCRYs0lERERERIplteB81KhRmDlzJoQQsLGxQb169RAcHKyTr0CBApAkCUIInD17Fp999pm1mkREREREpGhWCc7Pnj2Ln3/+GZIkoVq1aoiNjcWePXsQFhamkzc8PByxsbEoV64cAODw4cNYu3atNZpFRERERKRoVgnO582bh/T0dLi7u+OPP/7Ae++9ZzR/QEAA9u/fD3d3dwDAypUrrdEsIiIiIiJFs0pwHh0dDUmS0LNnTxQsWNCkfby8vBAWFgYhBE6ePGmNZhERERERKZpVgvO7d+8CAKpVq5at/SpVqgQA+O+//yzeJiIiIiIipbNKcK5S5azY9PR0AICTk5Mlm0NERERE9EawSnDu4+MDANkenrJv3z4AQLFixSzeJiIiIiIipbNKcN6oUSMIIbB48WKTh6icP38eK1euhCRJaNCggTWaRURERESkaFYJzvv06QMbGxs8efIELVu2xIMHD4zmP3z4MJo3b47k5GRIkoQvv/zSGs0iIiIiIlI0W2sUWrFiRYwYMQI//fQTjh07Bl9fXwQHByM1NVXOExERgXv37mHPnj04ePAgAECSJPTv31++MZSIiIiI6F1itRVCJ06ciIEDB0IIgRcvXmD9+vWIioqCJEkAMnrXJ0yYgIMHD0IIASEEOnXqhOnTp1urSVaTkpKC6tWrQ5IkVKlSJcv8MTEx6NatG0qVKgUHBwcUKlQIderUwfz585GcnGxSnXFxcRg+fDj8/f3h7OwMV1dXBAYGYuzYsYiPjzfziIiIiIgoL1gtOAeAGTNmYPv27ahTp44cgOt7VKpUCatXr8ayZcvk4P1N8uOPP+LUqVMm5Z02bRpq1qyJZcuW4ebNm0hOTsZ///2HQ4cOoW/fvqhdu7Y8FaUhe/fuRcWKFTFlyhRcuHABr169wrNnz3D27Fn88MMPqFSpEvbv32+JQyMiIiKiXGSVYS2amjVrhmbNmuHBgwc4fPgw7ty5g6dPn8LZ2Rne3t6oVasWypQpY+1mWM2pU6fw448/mpR35cqVGDp0KADAxcUFffr0QfXq1REfH49FixYhNjYWJ0+eRGhoKA4ePAgHBwedMi5duoSWLVvi+fPnkCQJHTp0QPPmzZGSkoKoqChs3boV8fHxCA0NlYcUEREREdGbwerBuZq3tzdCQ0Nzq7pckZycjG7dummNpTfkyZMnGDhwIADA3d0dBw4cQEBAgJzep08fdOvWDatXr8aJEycwZ84cOZDX1LdvXzx//hwAsGzZMnTu3FlO69mzJ+bOnYv+/fvj8ePHGDx4MLZu3WruYRIRERFRLsm14Dyz169f6+0ZfpOMHTsW586dg7u7O548eWI074IFC/Do0SN5P83AHADs7OywePFi7N+/H3fv3kV4eDgGDRoEW9v/vUUnTpxAdHQ0ACAkJEQrMFfr168f9uzZgw0bNmDbtm2IjY1F5cqVzTxSyg2jtl/OlXp+Ci6XK/UQERFR9ll0zHliYiKmTp2KjRs3Zpn3xx9/RJkyZTBu3Dg8fvzYks3IFUePHsWUKVMAZIytz0pkZCQAwN7eHmFhYXrzODg4yNNIJiQkyIF45jKAjCDcEHUPPQCsWbMmy7YRERERkTJYLDhfunQpypYti+HDh5sUEEZHR+PGjRuYMGECypQpg1WrVlmqKVaXlJSEbt26IS0tDcHBwejWrZvR/ImJiYiJiQEABAUFwcXFxWDeRo0ayds7duzQStuzZw+AjCC+Tp06BssICgqCs7Oz3jKIiIiISLksEpyPGTMGPXv2xOPHjyGEyHKmkJSUFFy8eBEAIIRAYmIiunTpYvKNlXlt1KhRuHTpEtzd3REREZFl/vPnzyM9PR0AspzD3d/fX96OjY2Vt9PT03HhwgUAgK+vL5ycnAyWYW9vDz8/PwDAuXPnkJaWlmUbiYiIiCjvmR2cL1u2DD/99BOAjED7gw8+wMyZM43uY2dnhwcPHmDbtm346KOP5H2///57k4bE5KUDBw7Ixzd9+nQUK1Ysy31u3Lghb5cqVcpoXnd3d+TLlw8AcPPmTfn5uLg4JCUlmVQGABQvXhwAkJqainv37mWZn4iIiIjynlnB+bNnz+QZRWxtbREREYFDhw6hXbt2We5ra2uL4OBg7Nu3D7/88gskSYIQAv3798fr16/NaZbVvHjxAj169EB6ejqCg4PRvXt3k/ZLSEiQtwsWLJhlfk9PTwDAw4cPzS4jczlEREREpFxmzdaycuVKPHz4EJIkYe7cufjiiy9yVM6QIUPw9OlT/PDDD3jw4AFWr15tcuCbm4YPH45r166ZPJxF7eXLl/K2o6NjlvnVeTT3y2kZmfc1xsfHx2Da/fv3UaRIEZPKISIiIqKcMavnfPv27QCAwMDAHAfmamPGjJGHiChxbu7du3dj/vz5AEwfzqKWkpIib5syfaQ6j+b86TktI3M5RERERKRcZvWcnz59GpIkoVWrVuY3xNYW7dq1w/Tp03Hq1Cmzy7Okp0+fomfPnhBCZGs4i5rmzZvJyclZ5lcP67G3tze7jMzlGHPnzh2DacZ61YmIiIjIMszqOf/vv/8AQJ4ZxFzqxXLi4+MtUp6lDBkyBLdu3YKbm1u2hrOoqW/wBCDf1GmMOo9mQJ7TMjKXQ0RERETKZVZwLoQAANjY2FikMer5v5U09d+OHTuwcOFCANkfzqLm4eEhb5tyc6Z6JVEvLy+zy8hcDhEREREpl1nBuXrWkPv371ukMXFxcQAANzc3i5RnCZoLKvXs2ROSJOl9qMXGxsrP1a9fHwBQvnx5Of3WrVtG63v8+DGeP38OQHvKxMKFC8uvS1ZlaOZxdHSEt7d3lvmJiIiIKO+ZFZwHBAQAAA4dOmSRxuzbtw8AULZsWYuUpxQVKlSASpXxUp8/f95oXs30zAsWVaxYEQBw5coVrRtEM0tOTsaVK1cAZCxqpK6biIiIiJTNrBtCmzRpgj///BNbt25FXFwcChcunOOy7t27h61bt0KSJAQFBZnTLIsaOHAgQkNDs8z32WefAcjo7Z4+fTqA//2y4OTkhFq1auHw4cP4+++/kZSUZHA6xN27d8vbDRo00EqrX78+Dh8+jJcvX+LIkSPyAk6ZHT58GK9evdJbBhEREREpl1nBeYcOHfDtt9/i9evX6Nu3r1mre/br1w+vX7+GJElo06aNOc2yqGrVqqFatWom53dzc9MbzLdt21YOrBcuXIh+/frp5ElKSpJvOC1QoAAaN26sU8akSZMAALNmzTIYnGuu0Nq+fXuT205EREREecus8Q5FihTBF198ASEENm/ejF69ehkdbqFPcnIywsLCsHnzZkiShHr16qF27drmNEuRunfvLvekjxw5EsePH9dKT0lJQY8ePXDv3j0AwIABA3TmM69atSoaNmwIAFi/fr0877qmOXPmYNOmTQAyes1r1Khh8WMhIiIiIuswezDypEmTULp0aQDAkiVLEBAQgCVLluDx48dG94uPj8eCBQtQqVIlLFq0CEBGr7N6ZpS3jYeHB6ZMmQIAeP78OT766CMMHDgQq1atwpw5c/D+++8jMjISQMZY/uHDh+stZ/bs2fLUiH379sVnn32GJUuWYMmSJQgNDcWAAQMAZMx8M2/evFw4MiIiIiKyFEmo50M0w9WrV9GwYUPcuXNHnrlEkiQEBAQgMDAQBQsWhIuLCx4/foz//vsPFy5c0LrxUQgBT09PbN++He+//765zckT6uOuXLkyTp8+bTBfeHg4Ro8ebXC6yICAAPzxxx9Gp2zctWsX2rRpg8TERL3pHh4e2LhxozxbjCWoFyEytlBRTjlV7W/xMg15FTNH7/Plhv+RK/Vf/rmZwbRR2y/nSht+Ci6XK/UQEZGyWPOznCzHrDHnar6+vjhx4gR69eqF33//HUBGwH327FmcPXtW7z6a3wmCg4Px66+/vhOrUI4YMQJNmjTBrFmzsGfPHsTFxcHe3h7+/v5o3749+vTpozOcJbPGjRvj0qVLmDZtGrZt24abN28iLS0NpUuXxieffIIhQ4agSJEiuXRERERERGQpFgnOgYyFbrZu3Yro6GjMnj0bf/75p9GVLD08PBASEoLevXujVq1almpGnsnODxBVq1bF4sWLzarP29sb4eHhCA8PN6scIiIiIlIOiwXnag0bNkTDhg2RlJSEkydP4tKlS3j48CFev34NFxcXFC1aFP7+/vD399davIeIiIiI6F1n8eBczdHRER9++CE+/PBDa1VBRERERPRW4dKRREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFILBORERERGRQjA4JyIiIiJSCAbnREREREQKweCciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzrPp+fPnmDFjBho1agQvLy/Y29vD09MTtWrVwvjx4/Hw4cMsy4iJiUG3bt1QqlQpODg4oFChQqhTpw7mz5+P5ORkk9oRFxeH4cOHw9/fH87OznB1dUVgYCDGjh2L+Ph4cw+TiIiIiPKAJIQQed2IN8WRI0fQtm1b3Llzx2Aed3d3rF69Gs2aNdObPm3aNAwfPhxpaWl606tXr47NmzejWLFiBuvYu3cvWrVqhcePH+tN9/Lywrp161C3bl0jR5M9Pj4+AGD02HPKqWp/i5dpyKuYOXqfLzf8j1yp//LP+s8LABi1/XKutOGn4HK5Ug8RESmLNT/LyXJs87oBb4pLly6hWbNmSExMBAB88MEHaNeuHYoVK4b4+Hhs3LgR0dHRePLkCUJCQrBnzx7Url1bq4yVK1di6NChAAAXFxf06dMH1atXR3x8PBYtWoTY2FicPHkSoaGhOHjwIBwcHPS2o2XLlnj+/DkkSUKHDh3QvHlzpKSkICoqClu3bkV8fDxCQ0Nx7Ngx+Pr6Wv/FISIiIiKLYHBuokGDBsmB+dixYzFu3Dit9H79+mH69OkYMmQIkpOTERYWhjNnzsDGxgYA8OTJEwwcOBBARu/6gQMHEBAQIO/fp08fdOvWDatXr8aJEycwZ84cOZDX1LdvXzx//hwAsGzZMnTu3FlO69mzJ+bOnYv+/fvj8ePHGDx4MLZu3WrR14GIiIiIrIdjzk1w48YN/PnnnwCADz/8UCcwVxs8eDBCQkIAABcuXMCBAwfktAULFuDRo0cAMoJ7zcAcAOzs7LB48WJ5OEt4eDhSU1O18pw4cQLR0dEAgJCQEK3AXK1fv35o3bo1AGDbtm2IjY3N7uESERERUR5hcG6CnTt3yttdunQxmrd9+/by9pEjR+TtyMhIAIC9vT3CwsL07uvg4IAvv/wSAJCQkCAH4pnLADKCcEPUPfQAsGbNGqPtJSIiIiLlYHBuooCAALi5uaF8+fJG83l6esrb6hs2ExMTERMTAwAICgqCi4uLwf0bNWokb+/YsUMrbc+ePQAygvg6deoYLCMoKAjOzs56yyAiIiIi5WJwboIvv/wSZ8+exZMnT1C/fn2jec+fPy9vFyxYUH4uPT0dAFCpUiWj+/v7+8vbmkNS0tPTceHCBQCAr68vnJycDJZhb28PPz8/AMC5c+cMzgxDRERERMrC4NyC0tPTsXDhQvnvDz74AEDGmHW1UqVKGS3D3d0d+fLlAwDcvHlTfj4uLg5JSUkmlQEAxYsXBwCkpqbi3r17pjSfiIiIiPIYg3MLmjNnjlbvtjo4T0hIkPOoe9ONUQ+N0VzQKKdlZC6HiIiIiJSLUylayN9//41vvvlG/vunn36Sp1F8+fKl/Lyjo2OWZanzaO6X0zIy72uMenECfe7fv48iRYqYVA4RERER5Qx7zi0gNjYWLVq0QHJyMgCga9euaNu2rZyekpIib+tbWCgzdR7NqRRzWkbmcoiIiIhIudhzbqZjx46hWbNm8swstWrVwvz587XyaN68qQ7gjXn9+jWAjBs7zS0jcznGGFvO11ivOhERERFZBnvOzbBjxw40atRIDsyrVauGHTt2yNMYqqlv8AQg39RpjDqPZkCe0zIyl0NEREREysXgPIciIiLQsmVLPH/+HEDG3OK7d++Gh4eHTl7N50y5OVO9kqiXl5fZZWQuh4iIiIiUi8F5DowePRq9e/eW5w9v1qwZdu3aBXd3d735NRcuunXrltGyHz9+LAf8mlMmFi5cGG5ubiaVoZnH0dER3t7eWeYnIiIiorzH4Dyb+vXrh59++kn+u1u3bti6davRVT8rVKgAlSrjpdZcpEgfzfTMCxZVrFgRAHDlyhWtG0QzS05OxpUrVwBkLGqkrpuIiIiIlI1RWzYMHz4c8+bNk/8eOXIklixZAltb4/fVOjk5oVatWgAyplw0NmZ89+7d8naDBg200tSrk758+RJHjhwxWMbhw4fx6tUrvWUQERERkXIxODfR2rVrMWXKFPnvyZMnY9KkSSbvr55a8eXLl1qriGpKSkpCREQEAKBAgQJo3Lix3jIAYNasWQbrmjlzprzdvn17k9tIRERERHmLwbkJEhIS8NVXX8l/Dxo0CCNGjMhWGd27d5dX9hw5ciSOHz+ulZ6SkoIePXrg3r17AIABAwbozGdetWpVNGzYEACwfv16nSkbgYxVSjdt2gQgo9e8Ro0a2WonEREREeUdznNugunTp8vTJXp4eKB27dqIiorKcr8SJUqgWrVq8n5TpkxBjx498Pz5c3z00Uf48ssvERQUhEePHmHhwoU4ffo0ACAgIADDhw/XW+bs2bNRo0YNvHr1Cn379sXOnTsREhICAIiKisLmzZsBAC4uLlpDcIiIiIhI+SQhhMjrRihd0aJFcf/+/Wzv161bNyxZskTrufDwcIwePVqe6SWzgIAA/PHHHyhWrJjBcnft2oU2bdogMTFRb7qHhwc2btwoj1G3BPUiRMYWKsopp6r9LV6mIa9i5uh9vtzwP3Kl/ss/NzOYNmr75Vxpw0/B5XKlHiIiUhZrfpaT5XBYSxb++++/HAXmhowYMQLHjx9H9+7dUbJkSTg4OCB//vwICgrC9OnTceLECaOBOQA0btwYly5dwvDhw1GxYkW4uLjA0dER7733HoYNG4bz589bNDAnIiIiotzBYS1ZKFiwICz940LVqlWxePFis8rw9vZGeHg4wsPDLdQqIiIiIspr7DknIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihbDN6wYQkXLUWfl5rtRzsNPqXKmHiIjoTcOecyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERAphm9cNICLSlB7ZK1fqUXVYmCv1EBERZQd7zomIiIiIFII950REmdzauzlX6ilRPyRX6iEiojcHe86JiIiIiBSCwTkRERERkUJwWAsRkQLduxSdK/UULd8wV+ohIiLTsOeciIiIiEghGJwTERERESkEg3MiIiIiIoVgcE5EREREpBAMzomIiIiIFIKztRARkY6+n63Itbrmbeqca3URESkde86JiIiIiBSCwTkRERERkUJwWAsRESlS2pR+uVaXzTdzc60uIiJjGJwTEREZ8H8Xci9o710x976MEJFyMTgnIiJSsKcfV8+Velz/Opkr9RCRcRxzTkRERESkEAzOiYiIiIgUgsE5EREREZFCMDgnIiIiIlIIBudERERERArB4JyIiIiISCE4lSIREREZ1aBBg1ypZ8+ePblSD5GSseeciIiIiEghGJwTERERESkEh7W8waKiovDbb7/h+PHjePLkCby8vFCjRg2EhYXhk08+yevmERERWczo0aNzpZ4ff/wxV+ohMoTB+RsoJSUFXbp0wZo1a7Sev3v3Lu7evYvNmzejc+fOWLx4MWxt+RYTERERvSkYub2B+vbtKwfmpUqVwldffYWSJUvi0qVL+PXXXxEXF4cVK1bA3d0ds2fPzuPWEhEREZGpGJy/YQ4cOIAFCxYAAKpVq4Y9e/bA1dVVTu/Tpw8aNGiACxcuYM6cOejevTuqV6+eV80lIiJ6a8TeepYr9VQukT9X6iFl4g2hb5jw8HB5e8GCBVqBOQB4eXkhMjISkiQB4Ng5IiIiojcJg/M3SGJiIv744w8AQO3atVG1alW9+SpVqoT69esDALZv345nz3Lnmz4RERERmYfB+Rtk//79SEtLAwA0btzYaN5GjRoBAF6/fo3o6Girt42IiIiIzMfg/A1y9uxZebtSpUpG8/r7+8vbsbGxVmsTEREREVkOg/M3yI0bN+TtUqVKGc1bvHhxefvmzZtWahERERERWRKD8zdIQkKCvF2wYEGjeT09PeXthw8fWq1NRERERGQ5khBC5HUjyDRNmzbFzp07AQD3799H4cKFDea9f/8+ihYtCgD4+OOP5f2M8fHxMZh29+5dqFQqFClSJJutztrd+CcWL9OQYl7uep9/kJiUK/V7uzkaTHualJorbXB1NDyDasLLR7nShkLOnoYTXz3OlTbAycNgUtrr3DkfbBwMnw9pqa9zpw22Dnqff/LwZa7UDwDuBZz1Jzx/kmttQD53vU+/SH2Ra01wsXXR+7z4Lz5X6pcKehlM0+wcsqZChQoZTHv69GmutCHzLGiaUtJyJ2Sys5GsUu79+/dhY2OD5ORkq5RPlsF5zt8gKSkp8raDg/4PVH3pqanmB32SJMHGxsbscvQxFDAbcv/+fQCw6BcFY0FzbrXBWNCcW20wGjTnUhuMBc251QZjQXOutcFA0JxbbTAYMOdiGwwFzLlWPwwHzLnZBmNBc261wVjQnFttMBY051Ybshs0W+UaaQYbGxvY2dnldTMoCwzO3yBOTk7ydlbfel+//l+vm729vUnl37lzJ2cNy2XqHv68bC/bwDawDcprQ17XzzawDUpsA715OOb8DZIvXz55OynJ+M/umumaQT0RERERKReD8zeIh8f/fu7P6ibPR4/+N3bYyyt7P4kSERERUd5gcP4GKV++vLx969Yto3k107OadpGIiIiIlIHB+RtEc2Gh8+fPG82rmZ7VgkVEREREpAwMzt8gQUFB8iws0dHRRvPu3r0bQMad2R999JHV20ZERERE5mNw/gZxdXVF06ZNAQB79uzB2bNn9eaLjY3Fvn37AADNmjWDm5tbrrWRiIiIiHKOixC9Yfbv34969eoBAAICAhAdHa01/2x8fDzq16+PixcvAgD27t0r5yciIiIiZWNw/gbq3r07li5dCiBjYYM+ffrAz88PV65cwbx58xAXFwcA6NWrFxYsWJCXTSUiIiKibGBw/gZKTk7G559/jo0bNxrM065dOyxfvtzkBYiIiIiIKO8xOH+Dbdq0CYsWLcLx48fx6NEjuLm5oWbNmggLC8Nnn32W180jIiIiomxicE5EREREpBCcrYWIiIiISCEYnBMRERERKQSDcyIiIiIihWBwTkRERESkEAzOiYiIiIgUgsE5kQkOHz6MUaNGoUmTJqhSpQp8fX3ltI0bN+LHH3/Ew4cP87CF1vfs2TNcvnxZ5/mjR4/i008/RcmSJeHv74/+/fvj1q1bedBCotzHa4NxaWlpuH79OhISEvK6KURvDkGkYGlpaWLVqlXi888/F35+fsLNzU3Y2NjI6YsWLRJffPGFuHjxolXqv379uqhbt65QqVTyQ5IkoVKp5DxDhw4VKpVKuLq6iuXLl1ulHXnpxYsXolevXsLOzk60bNlSK+2vv/4Sjo6OWq+PSqUSnp6e4siRI3nUYlKyW7du5XUTLILXhgxpaWni999/F5s2bdJJmzZtmihQoID8+vj7+4vNmzfnfiONSE5OzusmEOlgcE6KdfToUVG2bFmjH36DBg0SkiQJW1tbMWHCBIvWf/78efmDRZIkrYdmG1q3bq31/G+//WbRdpjj5cuX4tKlS2aV0ahRI/k1qFixovx8WlqaKFu2rHzs9vb2Il++fPLfJUqUEC9evDD3EEjDoUOH8roJOZKWliaioqJEcHCwsLOzy+vmmO1NvjYcPXpUbN682SJB8j///CMqVKggVCqV+Pjjj7XSpk+frvPaSJIkbGxsREREhNl1q82ePTvH+x47dkz4+/ubVf+DBw/EtWvXssy3ceNGMW7cOHHlyhWz6qN3A4NzUqT9+/fLPbLqi7qzs7POh19oaKjWh9/48eMtUn9ycrLw9fWVy+7UqZPYu3evWL58uU4bzpw5I9q2bavVzhs3blikHUIIUbp0aVGmTBnx119/ZWu/tWvXChsbG+Hn55fjurds2SIfb7FixUR4eLic9ueff8ppNWvWFI8fPxapqaliypQp8vMzZ87Mcd1vo127dpm1vyRJws/PT0yYMEFcv37dMo2youvXr4vRo0eLokWL6v1ynR2pqali/fr1Ijo6Osu8kydPFvXr1xeLFy8WqampOarPECVdG3KiRYsWQqVSaf0CmRNJSUmiZMmS8vtaunRpOe3Zs2fC1dVVPu6aNWuKpk2bCgcHByFJknBxcRE3b94091CEEBn/E02bNhX37t0zeZ/k5GQxcuRIYWdnl+PzMS4uTvTs2VPY2dmJAQMGZJm/TZs2QqVSCVtbW9GlSxeRkJCQo3rp3cDgnBTn2bNnwtvbW0iSJBwdHcXo0aPFjRs3RFRUlM6H34MHD8Q333wjbG1thSRJws7OTpw7d87sNsybN09vb5e+NqjNmDFDThsxYoTZbVBTl5ndnq61a9fKAUFOderUSUiSJLy8vMT9+/e10nr37i237c8//9RKa9KkiZAkSTRs2DDbdXp4eFjl4enpmePXIbP79++LefPmiUGDBomwsDDRs2dP0aNHD61H9+7dRadOnUTr1q1F48aNhbe3t9kBkfr1VgdX9erVE4sWLRLPnj2z0JGZLzU1Vaxbt040adJE2NjYaAXlOQ3Od+/eLcqXLy9UKpXo2rVrlvnVv/aoVCpRtmxZsX///pwcil5KujbkRIsWLcz6kqQ2f/58uZzGjRuLgwcPymmaX1Q6duwoP3/o0CFhb28vVCqVGDNmjFn1q6nrKVCggFi3bl2W+Y8fPy78/f3NOh+PHTsmihQpIpcRGBhoNH96erooUKCAVkeSj4+POH36dLbrpncDg3NSnPDwcPkC9vvvv8vPG/vw27Bhg5zWr18/s9vQqFEjvcGlsTYIIUTDhg2FJEmiatWq2a7zwYMH4ubNmzoPzUBAX3rmx/Xr18WpU6dE3bp1hSRJwsPDI0evgRBClClTRqhUKjF69GidtOLFiwtJkoS7u7tO76Q6GClatGi269QM5Cz5MDcYUYuMjBT58uXTGWef1cMSbfjuu+9EmTJltI5JpVIJFxcX0alTJ/Hnn3+K9PR0ixxndl29elWMGDFCFC5cWOuY1Q83NzcRFhamFcSZ4tdffxW2trZyeaVKlTKaPzk5Wf6VTf2wtbUVS5cuNefwZHlxbbAkSwXnzZs3F5IkiYCAAJGWlqaV1qZNG7mOmJgYrbSePXsKSZJE9erVzapfrVq1alr/D127dhVPnz7VyZe5t1zdgz9lypRs1Xfp0iXh6ekpl2FjYyNatGhhdJ/U1FSxZs0a0a5dO2FnZye319vbO89/SSFlYnBOivPhhx8KlUolQkNDtZ7P6sPvs88+0xkXnVPe3t5CpVLpjGfMqg2zZs0SkiQJV1fXbNc5e/bsbAd8pjwaNWqUo9dACCEHoStXrtR6/sKFC/LrEBISorPfmjVr5HHo2VWyZElRqlQpqzzMdf36dWFvb5+jLwYVKlQw6edvUxw6dEh89dVXOr1x6uFHI0aMsMgvSFlJTk4Wq1evFg0bNtQbkNvY2IgmTZqIVatWiVevXmW7/O3bt2v1vpcqVUpraJUhcXFxYu7cucLPz09ui52dndi3b19ODlNLXlwbLMlSwXmxYsWESqUSv/zyi9bzqampws3NTUiSJIoXL66z36+//iokSRIFCxY0q361lJQU8f3338tBr0qlEqVKldJ6rzP3lkuSJJo3b56jwLhOnTpyGfXq1RMXLlzI1v6XLl0SQUFBclubNGmS7TbQ24/BOSlOwYIFhUqlEv/3f/+n9XxWH37qn5vz5ctndhscHByESqXS+Zk0qzaoh5I4ODhku860tDStXiBLPBwdHc26idDJyUmoVCqxZs0arec1f6bXd0PW7NmzFRGIWNqwYcPk4/7ggw/E2rVrxfHjx0Xbtm2FSqUS3bp1EydPnhS7d+8WU6dOlYNDfV9wLCE5OVls2rRJtG7dWjg6OuoE6tWrVxezZs2y+PjWf/75RwwZMkQUKlRIb1CuUqnE5MmTxZ07d3Jch3pMs7q80aNHZ3tmjdevX4sBAwbI7SpXrpxOL2925cW1wZIsFZyr7wlau3at1vOHDh2Sy+/evbvOfpGRkTn+4m7MiRMnRMWKFbW+GA4bNkynt9zb21usXr06R3Xs3r1bPrZWrVrl+Fx6+fKl+PDDD+Wy/v777xyVQ28v27yeypEos2fPngEAPD09s7VfgQIFAGTMq2suT09PPHjwAHFxcdna7/r161ptyQ6VSoUFCxZg1qxZWs8vXboUkiShfv36KFGihEnlODs7w8fHB61atYKfn1+226JWtGhRXL9+HVeuXNF6/vfff5e3mzdvrrPfgQMHAMCk9r5JoqOjAQBly5bFvn37YGdnBwAIDQ3F+vXrERMTg2rVqgEAGjZsiD59+uCzzz7Dzp070a9fP3z88ccoVKiQxdpjZ2eH0NBQhIaGIjExEWvXrsXKlStx6NAhpKWl4dSpU4iJicGwYcPQrFkzdOvWDZ9++ilsbbN/6X/9+jXWrVuH3377DQcPHgQACCHk9IIFC6Jo0aI4c+YMAGDEiBFmHdv69etx69YtSJKE8ePHY8yYMdkuw97eHrNmzcLr16/x22+/4erVq9i4cSPatGmT43blxbVBiezs7JCcnIzk5GSt5//44w95u3Hjxjr7qddAyJ8/v0XbU716dcTExOD777/H1KlTkZaWhmnTpgHIOE8lSUJYWBjCw8Ph7u6eozpWrVoFAHB3d8eiRYugUuVsqRgnJyesWLEC5cuXR2pqKlasWIEPPvggR2XRWyqvvx0QZebj46P359KseqbGjx8vJCljCj9zNW3aNNvjStPT00VAQIBQqVSiefPmZrdBTV1fXswP3LVrVyFJkvD19RWPHz8WQghx8uRJeahBpUqVdPb566+/5N7U3r1753KLrUv9q07mWYEuX74s99YlJiZqpT169Eh4eHgIlUolfvzxx1xp58OHD8WyZctEmzZttH7uV6lUomDBgmLYsGEmTf8mhBDnzp0TAwcOlMfZavaSOzo6ijZt2ojNmzeLlJQUMXnyZIuN71ePW/bz8zN7HP2LFy/kqQ81b1DMCSVdG3LCUj3nlStXFiqVSgwdOlTnefU4///++09nP/WQjqCgILPqN+bbb7/VOufVw++SkpLMKlf9Hvbp08ci7WzXrp2QJElUrlzZIuXR24MrhJLi1KhRA0IIREZGmrzP69evsXjxYkiShBo1apjdhlatWgEA9u7diyVLlpi0zzfffIPz588DAEJCQsxug1rXrl3RtWvXPOmFDgsLAwD8+++/qFSpEtq1a4dGjRohPT1dKx0Ajh07hr59+yI4OFjuqfriiy9yvc36XLx4Ed99953Z5SQmJgIAKlSooPV82bJl4eDgACEETp8+rZXm4eGBDh06QAiBP//80+w2ZCU9PR1nzpzByZMncfLkSaSlpUGSJIiMYYx4+PAhpk2bhvLly+OLL77AkydP9JazZMkS1K5dG4GBgZgzZw4eP34sl1G7dm3Mnz8f9+/fx7p163LcG2/MyZMnIUkS2rZtC0mSzCrL2dkZ7du3hxACx48fN6ssJV0b8lLjxo0hhMCCBQtw7NgxAMCCBQtw5swZSJKEevXq6fxKMH78eBw9ehSSJOntVTfXP//8g0aNGiE8PFzrnAeArVu3IjAwEHv37s1x+Xfu3AEAi3zGAEDdunUBgCsqk668+U5AZNjq1avlXo8ffvhBft5Qz1RKSor4/PPP5bRVq1aZ3YaUlBRRrlw5uTd0yJAh4sKFC/KNjuo2JCcni+joaNGsWTO5h6Z06dJv1apz6oWe1Met3q5du7bWmMshQ4ZopY8cOdIq7dm8ebNo166dqFy5svDz8xNlypQRpUuX1nqUKlVKFCtWTBQoUECeus0SvbnqHvD169frpFWsWFGoVCoxf/58nbTffvtNHu9qLQcPHhR9+vSRe/c134tChQqJQYMGidWrV4v27dvL49NVKpUoV66ciI+P1ykv8/tdqVIlMWHCBKM97pbsOVffjLxixQqzyxJCiIULFwpJkkT+/PnNKudNvzZYquf82rVrWqsDq+8/UJe9bds2Oe/SpUvl/w/1e2DO/QiZJSUliTFjxsj3A0hSxhSyM2bMEPv379eal16lUokePXqIhw8fZrse9dj1DRs2WKTd69atk29WJtLE4JwUqVatWlo33mzfvl2+yVClUonk5GRx/fp1sWjRIlGpUiX5A6JKlSoWm0ru4sWL8mwYmj+Pqv8uUqSI/GGg+aFz6tQpi9RviL7je/LkiZg6daro2rWr6Nu3r1i7dq1Fp9RbsGCBqFKlinBychLFixcXw4YN01n9MyIiQg4E582bZ7G6NQ0cOFBnNprMNyLqe95SAaN6NcTp06frpLVs2VKoVPqn8lR/4bT0zYDnz58Xo0aNEqVKldI5bjs7OxESEiI2bdokUlJStPZLSEgQrVq1kl+XXr166ZSteZ7PnTvXpLnULRmcq/+39H0Ryon169db7EZEpV4bTGGp4FyIjJs71QsLaT4GDhyolW/MmDFymr29vcWCWyGE2Llzp/D19dU69z/88EOtlThfvnwpBg0aJGxsbORj9/LyyvYXP/XQrkWLFlmk7UuXLhWSlDHNKJEm3hBKihQVFYXatWvjxo0biIqKQlRUFADIP287Ojpq5RdCwNvbG5s2bTL7J3C1ChUq4NixY+jUqROOHj0qP68uP/MNYe+99x4iIyNRqVIli9Sf2YoVKzBr1iz4+vrKNyYBGUNOGjZsiNu3b8vP/frrr6hRowZ+//13FCxY0Oy6e/XqhV69ehnN06RJE2zfvh0NGzaEvb292XVmdvDgQcyePVv+uRrIGK6QnJyMtLQ0ODo6wsbGBs+fP5f3Ub9XPXv21HvjanZ98MEHuHTpEjZt2oSvv/5aK618+fLYtm0bDh06pLOf+oZaSwz9uHv3LlavXo2VK1fKN18KjRszAwMD0b17d3Tq1MngzacFCxbEqlWrULRoUTx+/FjrBl9NQgg8ePAAAwYMwODBg1GvXj189tlnaNu2rUXOK2PUN17Gx8dbpLyHDx8CsMyNiLl5bVi2bJl5jc1EPTTDEtq3b4/AwEBERETg0qVLKFiwINq3b49PPvlEK1+FChVgY2OD5s2bY+LEiQgMDLRYG5o2bSpfE5ycnDBx4kR8/fXXWp8DTk5OmDFjBtq0aYMePXrg2rVrSEhIQNeuXbFs2TKTh5v5+vrixIkT8v+duWJjYwFk3HhPpCVPvxoQGfHo0SPRoUMHubdD39AK9aNZs2bi7t27VmtLdHS0+Oqrr0TlypVFgQIFhJ2dnXBzcxPlypUTXbp0ERs3brTq4i8jRoyQe+GqVaumldagQQO90yiqVCrx4YcfWq1NuU29eIlKpRKDBw+Wh2IMGTJESJIk33yampoqTp48KTp27CjnHz58uEXasHnzZrnMvn37at38qe6ZVam0V0xNSEiQl68PCAgwq/769evLN+PqG7aSecGXrNSuXVtIUsZiLJmdO3dODBs2TBQtWlTnlwl7e3vRokULERkZqXWTnSV7ztVzp3fr1s3ssoQQolu3bkKSJFGjRg2LlKdm7WtD5t55Szws9R6Z6tmzZ1ZbxVazt/zy5ctZ5n/16pX4+uuvtXrRTfX1118LSZJEyZIlzb7ep6amihIlSgiVSiU6dOhgVln09mFwTop39epVMXnyZBESEiKqV68u/Pz8ROXKlUWTJk3Ed999J06ePGnxOq9du5bnY0PVTp8+LX+o2traai3OFBMTI3/AeHt7i23btonDhw+LTz/9VH7elCWts+PFixfi0KFDYtOmTWLZsmXy8w8ePMjRQjOmUi/fXq9ePa3nt27dKn9gZjZy5Eh5bLClFuVRz0WvUqlEvnz55KXhk5KShJeXl1CpVMLJyUn07NlTDBw4UPj4+Mj5v/nmG7Pq1vzyZWzYiqnee+89IUmSqFu3rsE8aWlpYvv27aJ9+/bCyclJJ1B3c3MTvXr1EtHR0eKnn36yWOA3YcIE+Sf/zDPgZNejR4+Eq6urUKlU4quvvjK7bblJ3xdvSzxyMzi3JicnJzFt2rRsB8sHDhwQfn5+2XodNOdw17e+Q3bMnDlTLmv58uVmlUVvH0kIjd9DiRTg+PHjKFmyJLy8vPKsDU2aNEFMTAy++uorTJgwIc/aAQADBgzA3Llz4eDggN9//x0NGzaU00aPHo1JkyZBkiQsWrQI3bp1A5AxHMHf3x+XLl1Cq1atsG7dOrPbsWfPHkyePBl79+5Famqq/Lx6XvmJEydiypQp6NevH7777js4OTmZXacmDw8PPH36FNOmTcOgQYPk5+/duwcfHx9IkoRbt26hWLFiclp6ejr8/Pxw48YN9O/fHzNnzjS7HXfu3EHDhg1x9epVSJKEU6dOoXLlygAy5kHu3LmzztAqIQS8vLxw5swZs85rlUpl0rAVU505cwY+Pj4mrymQmJiI1atXY9myZThy5Ij8vPp4bW1tkZKSAkmSzF5v4Nq1ayhfvjyEEAgLC8Ovv/6a47J69+6N3377DZIkYceOHWjSpIlZbTPHkiVL0L17d5Pz9+jRw2ptWbx4sdXKzi2XL19GuXLlcrRvUlISRo0aJc+HboqgoCAcO3YMDg4O2LZtGxo1apTteqOjo9GiRQu8fv0a3t7euHbtmsWvl/SGy9OvBkR6fPTRR8LOzk6EhYXlWRvUPaCWGg5hDvXcuvpeD/Wcwg4ODuLp06daaZMmTRKSJFlk2fqvv/7a4A2Yar169ZKfCwwM1DsDiDnUs67ou0HQzc1NqFQqsX37dp200aNHC0mSRPXq1S3WltevX4vZs2eLevXq6fxcv2jRIuHu7q71Ovn7+4szZ86YXe/p06fNLsNSLl++LL799ltRvHhxvTfkli9fXowfP15cunQpx3VozsI0bty4HJWh7oFXqVSiatWqOW6LWv/+/XO037Vr1+ShOm+DHj16mPXo2bNnXh9Cjpw4cULY2trKw7vGjh1r8pCdxMRE8f3338s30apUlpldjN4+DM5JcdSLheT0w9gS1FOEKeHCqZ6+b+HChVrP379/X77A6xuWsGrVKiFJknBycjKrfvWCHuqhFPXr1xeffPKJTnA+fPhwnRkTLEn9hSkyMlInrXr16kKlUompU6fqpC1btkxIkiQ8PT0t2h5jXr58KXbu3ClWr14tjhw5YtX7EfJaenq62LVrl+jSpYtwcXHRG6hXq1ZN/PLLL+L27dvZKjsuLk6eok+lUon69euLPXv2ZLlfWlqa+Ouvv0T9+vXlc9LJyckis6VIkpStoTFpaWli8uTJwtnZ+a0aTmLOWHhrvg5xcXFi0aJFonfv3iI0NFR8/PHHIiQkRPTt21dERERk+xzURz0zlfp48ufPL0JDQ8X06dPF7t27RWxsrLh69ao4fvy42LFjh5g6dapo3ry5cHFx0bpGfvvttxY4YnobMTgnxXFychIqlUqsXr06z9qgnp5xzJgxedYGNXWPcebpx9TTcKlUuitWCvG/ubWdnZ1zXPeZM2fkGxCrV68uLly4IIQwPOf82bNnRfny5eW0NWvW5LjuzNQBuL5jbd++vVCpVKJ79+46aUuWLJG/WLxNnj59qrdX+siRI6Jly5aiRIkSomLFiqJfv37i5s2budKmZ8+eiYULF4p69eppBSHqIMbGxsbo+HZ9jh49Ktzc3LTK8fT0FCEhIeK7774TM2fOFAsWLBBTpkwRI0aMEC1btpR/SVG3wdHR0WIr7KrbYUrP7/Hjx0WVKlW02lK4cGGLtEOIjJt2Z82aJb766isREhIiB6JhYWFixowZFvm1xpCcjnP39PQUPj4+wsfHx6LtefXqlejfv7/8+WHoYWtrK7766ivx8uVLs+pbuXKlwS+jxr6UqK/J1ppult4ODM5JcYKCgoRKpRKDBg3KszZs2LBBSJIk8uXLpzXzRl4oUqSIUKlUYtasWVrPd+jQQf5QOHr0qM5+AwYMEJIkiTJlyuS47q+++krudU5ISJCfN7ZU+YMHD+Te/k8//TTHdWc2ePBgIUmS8PX11flgHTdunJAkSRQvXlxnP/Xr4O7ubrG25KUXL16IXr16CTs7O/H/2LvvqKaStw/g3wm9IyJYUUBFRRS7rnVBFHtviCj23vvay65d1rYoNrCBilhREVTsDRAFFLuoKAjSe5n3D97cH5GWSoLO55ycdXPvzDyBJMydO/NMnz59BI5du3ZNYGOYwp3ZBw8elGuc7969oytXrqRmZmYSL0SMiIjgpnAJ0xkqfF6TJk2kml+cvwERj8ejTk5Oxd4VSUtLo7Nnz+amP/DPnzx5Mk1ISJA4hgMHDnDT3cp6NGzYkO7fv1/qd2+ePn1a5uPBgwf06tWrdOvWrbRdu3aUEELr169f6kZW4khISOAugoS9SGjcuDFNTEyUqN2oqCg6atQoqqqqKlS7Ojo6dPLkyTQqKkpKr5z5VbEFoYzCuXXrFuzs7AAAO3fuxPjx48Hj8co1huzsbBw7dgzTpk1DVlYWWrRogY4dO6JBgwbQ19eHmppamXX07dtXKrH06dMHly5dQseOHREYGAgA+P79O8zNzZGamopq1arhy5cvAmW+fPmCBg0aID09HYMGDcLJkyfFatvCwgJv3rzB3LlzsXnzZu75c+fOYcCAASUu/Fu0aBE2b96M6tWrSy2vcnBwMFq2bAlCCFq0aIF//vkHNjY2IITg1q1b6NKlCwghWLNmDf766y8AwN27d9GtWzdkZmaibdu2xeYgL86OHTu4f8+cObPY58VVuD5xdO3aFTdu3AClFA0bNuS2hc/Pz0f9+vXx7t07AICKigpUVVWRlpYGAKhVqxZevHgBTU1NyV6AGG7dugV3d3ecPn0aqampYi0Wzc/Px+HDh7Fz504uP3RJeDweOnXqhEmTJmHo0KFS2/sAKPjsdevWDaGhoSCEYNiwYTh69Cj3HXX58mVMnToVUVFRXP55a2truLq6onXr1hK1/eHDBwwdOhRBQUEABPPbl4T/2q2trXHy5EmYm5tLFIMkli5dig0bNsDCwgLBwcFSWwTZo0cPLld5lSpVMHHiRHTt2hVmZmbQ1NREamoqXr9+jYCAABw4cABxcXEghKBPnz7cHhqS+P79O3x9fXHnzh1ERkYiPj4eWVlZ0NLSQvXq1WFpaYmOHTvCzs5OLp8/puJhnXNG4bx69QqBgYGYNWsWt5q9Xbt2InWMJe0AKSkpcf+mlIr8x50QIpDRRBLHjh3DqFGjQAhBjx490LNnTxw4cAAhISEghAh0nFNTU+Hr64t58+bhy5cvIITg9OnTGDBggFhta2trIyMjA0ePHsWIESO458vqnB89ehROTk5QVVVFZmameC+8GI6Ojjh+/Dj3+7h48SK3uVDTpk0RFhYGADA1NYWWlhYiIiKQl5cHQkiRLC+l4fF4XBuFX1/h58UlSRaTCxcuoF+/fiCEoFq1apg5cyYWLlwIAPDz84O9vT138eLn5wcdHR1s374dCxcuBCEE27dvl/izIYmMjAycOXMGI0eOlKiejx8/ltoRat++PSpVqiSlqItKTk5Gr169cPfuXRBCMHDgQLi4uGDBggXw8vICUPC9oaOjg7Vr12L69OkSDzBERESgS5cuiI+P5zrlRkZG6NOnD5o0aQJjY2MYGBggNTUVcXFxCA4Oxo0bNxAZGcnVoa+vjxs3bnDZheShefPmCA0NxYYNG7BgwQKJ6/P19UXv3r1BCEGnTp1w+vRpVK5cucTz4+LiMGjQINy+fRuEENy4cQOdOnWSOA6GkSp5DdkzTEmKuz0t6oIjSYkzn1LSW/clyc/Pp506dSryc+DPX42Pj+fOnTx5ssBxOzs7idrW0dEpdmFsadNaKP3ffHhpTyXJysqiTk5O3GssPOf6yZMnVFtbW+DnxP99tGnTRqS89SX9HuX9vhg5ciQlhFAjIyP69etXgWOTJk3i2vh5Kla3bt0oIYTa2NhI1D7zP+np6dTe3p77mReewkIIocOGDaPR0dFSaSsxMZHWrl2bq9vc3JxeunRJqKkqAQEB1NramitbvXp1ge+M8rZt2zZKiPSyJ/Ez+lSrVk3ofPhJSUm0atWq3NQkhlE0ku8lzTBSRou5mVPccyWRxi3slStXSlyHtBBCcOHCBUybNg2enp7cyGuLFi1w5MgRgRzVDRo04H5WQ4YMwcGDByVqu2bNmoiMjERQUJDAyHlZ+NNvCucclwZVVVW4u7tj/vz58Pb2hqmpKXesRYsWuH//PubOnYuAgABQSqGtrY2RI0di06ZNUFFREbqdkvI/yzsv9P3790EIwYQJE1C1alWBY76+vgAAXV3dIrmXe/bsiWvXruHly5cyje/du3fYvXs37ty5g+TkZBgbG6NDhw4YM2YM6tatK9O2y5uGhgYuXLiAkSNH4tSpU9znsl69eti1axc3NU8aFi1ahKioKBBCMGjQIHh4eEBdXV2osjY2Nnj06BHGjx+PI0eO4Nu3b1iwYAEOHDggtfhEUa1aNQDAmzdvpFLfvXv3QAjB2LFjoaurK1QZXV1djB8/HuvXr8fjx4/Fbjs/Px8fPnzA9+/foaenh/r165f7FEzm18SmtTAKx93dXeI6+Jvx/Gri4+Px9u1bGBoawszMrMjxx48fw9vbG0OHDkXz5s0lbo+/AVKlSpUQGRkJQ0NDAKVPawkPD0eLFi2Qk5ODqVOnYufOnRLHIaqsrCwkJCSgSpUqAlOUKjodHR2kp6fjyJEjcHBw4J5/8eIFLC0tS5xHe/LkSQwfPhwqKirIysoSud2bN2/i4MGDiIiIAAA0adIEEydORNu2bblzzp49CwcHh2LrV1ZWxqJFi7BmzRqR2+Z7/vw5Hj9+zHWEWrRogVatWoldn7RQSjFx4kQcOHAAhBB06NABly9fltrc4qioKNStWxd5eXlo3749/P39oaqqKnI9+fn5sLe3h7+/P5SVlfHmzRuYmJhIJUZRrFy5EmvXroWOjg6SkpIkrk9TUxNZWVk4fvw4hg0bJnQ5Ly8vjBgxgpuTLork5GSsWbMGR48exffv37nndXR0MHToUCxfvhy1atUSqU6GESDHUXuGYRRceHg4d7u+bdu29Nu3b5TSkqe13Lt3j9uURklJSaap3H5H/DRxP6eodHFx4X4fxW0rvnPnTkoIobq6uiK1l56ezqWpLO7Bz9P84MEDqqamVmq2jMLni+L+/ftcGs2fHxYWFvT8+fMi1ymMpKQkkR4TJ07kXmfHjh1pTExMieeK4u+//6aEEKqqqkrfvHkj0Wt6/fo1l5r1n3/+kagucbx9+5YaGhpSHo9HW7ZsKZU6+WkzDx06JFK5Q4cOiTX1LjIyktaoUaPYzED833+lSpVoQECASPUyTGFsWgvDMCVq1KgRFi1ahL///huPHj1C3bp10bNnT4HFrvv27UN0dDRu3LiBO3fuACiYijN9+nRYWVnJK/RfUvXq1fH+/Xu8fv1a4PlLly5x/+YvkC3s9u3bACDySOmoUaNw5syZEo9v3LgRVatWxZUrV5CdnQ0ej4fx48djxIgRqF69Or59+4ZTp05h7969yM3NxZYtWzBu3DihM4acO3cOQ4YMQV5eXrFT2169eoX+/ftLbXFhYeIsKCWEgFKKu3fvctM3ijtHlMXiAQEBIITA3t5e4kwrdevWhZ2dHXx9fREQEIDFixeLXdf58+eFOi83NxfJyckICQnBkSNHkJiYCEIIBg8eLHbbhZmamuLZs2fw9/fHmDFjhC537do1AEDt2rWFLpObm4s+ffogOjqae65mzZqoWbMmEhMTERkZCUopEhMTMWjQIISGhsrl7gRT8bFpLQxTjFu3bklch6wyACQmJiI9Pb3YDgulFDk5OcjMzERSUhKePXuG48ePc50zcc2ePZtLI1janH5+PI6OjnB3dxdr/v/AgQO5dry9vYs8L66f6yuNsB0PcUiSYnP06NE4cuQIzM3N8fjxY+jr6yM4OBitW7cGpRSWlpZ49uyZQBl/f390794dADBhwgS4uroK1dbVq1fRo0cPEEJgZmaG9evXw9bWFpqamnjx4gXWr18PHx8fqKmpISsrC4QQeHh4FJuJxdfXF3369AEArFixQqg1HQkJCTAzM+OmPhgYGKBnz55cR+j69et49eoVgIIsOrdv30a7du2Eem3CkNXc4ZIyHJWkevXqiImJwdatWzF79myJ29+2bRvmz5+PqlWrCnQyRSVu5iJKKWrXro3w8HCpTP1ZuHAhtmzZAiUlJQQGBuKPP/4os8zdu3fRuXNnUEqLpIktzZEjRzB69GgQQmBlZYW9e/eiTZs23PHPnz9j1qxZ8PHxASEEM2fOxPbt28V+bczvi3XOGYXj4eEhcR1OTk4SlZc0ZZ40UykCBSkSV6xYgePHjwvMcRSWJOn7+K5cuYK///6bGx0vjpWVFZYuXSrS3M+fKUIaQ2m0VRxJ3xd37txBp06dQAhB9erV0a5dO1y7dg1JSUkghMDFxQUzZswAADx69AiHDx/G/v37kZubCx6PhwcPHqBly5ZCtcVPW2loaIiXL18KLDzm6927N3x9fUEIQfv27Uu9qO3Xrx8uXLgAW1tbbtSyNFu2bOFSQI4ePRq7d+8ukhfbxcUFc+fO5UZi+WkMpYGfN18Wbty4IfS56urqyMnJgZeXl1RGmz09PeHg4CBxmlNxL17atm3LXWBKw4cPH2BhYYHc3Fzo6enhv//+K/X7x9PTE1OnTkViYiJUVVXx4sULgYXlpRk+fDhOnjyJqlWrIjIyEjo6OkXOoZSiU6dO3N2Tn/egYBhhsGktjMIZM2aMxB1jSTvngGgZYmQpPz8fPXr0wL179wCIHpcoWUpKY29vD3t7e8TExOD+/fv4/PkzkpOToampCWNjY7Rp06bYRarioCXklpfkdyLqe0pRfv+FdejQATNnzsSOHTvw5csXeHt7c3G2bdsW06ZN48718vLC3r17ueMLFiwQumMOFCwuJoRg1KhRxXbMgYIsIvwsMV27di21vu7du+PChQtCZ4wJCAgAUJC/vqSsQ7Nnz0ZwcDCOHj3KbUIjLTdv3pRqfeLid87T09OlUl9OTg4ASLxQWtiMVjweD2pqajAyMkLr1q3RqFEjidr9WZ06dbBmzRosWbIESUlJcHBwwOLFi/Hnn3/CzMwMWlpaSEtLw9u3b3Hz5k1ucyhCCFavXi10xxwAt7fExIkTi+2YAwXfM7Nnz8bdu3fx7ds3REdHo3r16tJ6ucxvgnXOGYUk746RMJvV8KeOhIWFcbs0tm7dGmvWrJHqLXFPT09usxP6/7tCmpqa4unTp/j69SsaNmwIMzMzJCYmIiwsjJvTCRSMLA4dOlRqsQCAsbEx+vfvL9S5qamp0NbWFqn+9+/fi/S8LChSKs2fubi4wMrKCrt27eIy6AwbNgyrV68WeN/x02oaGhpi9erVmDJlikjt8Kc8NGzYsMRzGjduzP27rLm1RkZGAAqmZQkjIiKCuzgojbOzM44ePYqUlBS8fv0a9erVE6r+isLY2BgpKSlSe/9/+PCBq1cS5f0Z4Wf6GT58OOrXry9wbNGiRcjIyODOiYqKKjHrF79jvmzZMixatEikGL59+wYAZb7HCmcxioqKYp1zRmSsc84oHGHm6BXuGAcGBiIlJQVt2rTB/v37hc7/K2kMhUVERMDR0RGPHj3C6dOnsXfvXolj4Dt9+jSAgpGu06dPc3OW169fj+XLl6NBgwbcOfn5+Thw4ADmzJmDjIwMXLlyhZvmIA4bGxsQQrB27Vqh5nLyXbp0CePHj0elSpW49HvCKmmBligLtySlyJ1zABg3bhzGjRtX6jndunWDr68vbGxsxEq9xx+pLW1hpL6+PvfvsnJM8+/gZGRkCNV+fHw8AJTZsWnSpAn375iYmF+uc25paYnXr1/j8uXLUnlf8qchWVtbSx5cOVq1ahUX98+dc/7xXr16Ye3atfD39y92yo6amhrs7e2xaNEigQ60sPifCS0trVLP41+IAgVpFxlGVKxzzigcYbdY54uNjYWjoyMCAgKwZMkSmS7mK0mjRo3g6+sLS0tL7N+/HwMGDIC9vb1U6g4KCgIhBEOGDBFYTNixY0cA/7v9DxTcQp4wYQL09fUxbNgwXLlyBX5+fujWrZtYbd+8eROEEMTFxYlULjMzEzExMUhLSxOrXUZytWvXluiChj/CWNq0qMJThZSVhftzIuxdMX7nqqyL7cIXDykpKULVLYzCnarCFx7S6GwJu1kOULCB1NmzZ/H48WPcunVLooXmgYGBePjwIQgh6NWrl9j1KKpWrVrh/PnzyM7ORmhoKGJiYpCcnAxtbW1UrVoV1tbWYl2o8uXl5YEQUuad0cKfGUnm9TO/L9Y5Zyo8IyMjnDlzBg0aNMClS5fg6emJ4cOHl3scVatWhbOzM7Zt2wZXV1epdc5//PgBoGCBWmFNmzYFUNBZiIyMhIWFBXdsyJAh2L59Ox4+fAh3d3exO+d8oszXTkhIwPHjx0Uux0hPcHAwQkNDoa2tjfbt21fI2+r5+fkghJT5HircUeLPp5YGfqf/50W84qRYLEzURcGDBg3CggULkJycjMmTJ+Phw4clzncuTXx8PCZOnAig4I6HsNPd+FmaAGDmzJnFPi+uwvVJk6qqqkJsUMUw4mKdc+aXoK2tjXHjxmHt2rU4cOCAXDrnALhdOR89eiS1Ovl/yPm7c/Lp6enB2NgYsbGxCAsLE+icA0D//v3x4MEDBAcHl9nGqlWrsHbt2iLP8ztGws4x/7mspaWlyOXmzp0rchlhbdu2TaLy4mYSUlZWhpqaGipVqoRatWpJPPXi/fv3+O+//6Crq4tly5Zxz6enp2PEiBG4ePEi95yKigqmT5+OzZs3s4slEZQ0wl/e62EqVaqERYsWYenSpYiMjESfPn1w6tQpVKlSReg6oqKiMGjQILx+/Zqbby1sB3/27Nnc+6ZwZ7rw8+KSVeecYSo61jlnfhn8hWs/53kuT/yczAkJCVKrs3Llyvj69WuxW0ybm5sjNjYWERERGDRokMAx/gI9YXIZL1myBMeOHcPbt2+lEzQKOudLliwRuZyLi4vMOpGSds4lzSTEp6urixEjRuCff/6Bnp6eSGW9vb0xcuRI5OTkoF27dgKd89mzZ+PChQsC52dnZ2P79u1ISUmR6lqIXx0/ZaWwz8vSggULcP36dfj7++P27dto2rQp5s2bB2dn5xIz6QAF30N79+7F5s2buYW4NjY2mDNnjkjtK0L2JIb5nbDOOfPLiImJASDdeaeioJTiyJEjAFDi7oDiqF+/Pr5+/Yrg4OAimSvq1auHe/fu4enTp0XK8S8UhJnzqKamhr179xYZPQ8MDAQhBI0aNSoycl8cHo8HTU1N1KxZE8OHD0fnzp3LLFMcWYxOSqszII3YkpKSsHfvXly6dAm3bt0Sem54TEwMRo8ejezsbAD/yx4BAF++fMHBgwdBCIGSkhJmzZqFypUrY9++ffjw4QP2798PZ2dnkRfCxcbGIioqSuLzYmNjRWpX3kpKpSiPFIv8xeD29vZ48OABYmJisHDhQixatAgWFhawtraGoaEhdHV1kZ2djR8/fiA0NBRPnz4V2Kysffv2OHv2rEhtHzp0SKTnGYaRHOucM7+EzMxM7Nu3DwBQq1atcm07Pz8foaGhWL16NR48eABCCGxtbaVWv42NDW7evInDhw9j+vTpApt38FPZBQQEFElbyN/oRdg5sjY2NrCxsRF4jj+fd/369RLtbCkKUTZoKW9fv37FixcvMGDAACQnJ0NHRweOjo6wtbWFubk5tLS0kJ6ejg8fPuDWrVvw8PDA9+/foaysjNWrV6NKlSr4/v07zp07h0ePHuHTp08YMmQI7t+/L1TeaVdXV6Snp4MQghUrVgikgjt58iQ3T3vZsmVYsWIFgILMLo0aNcKPHz/g7u4ucud80qRJpR7nX/SUdR4jGV1dXdy6dQsLFizAzp07kZ+fD0opXr58WWLueH6nXFlZGTNnzsQ///wj8r4Ho0ePFul5WRP2YlEUZaUB/VlYWJhApiJpnCurHaWZiontEMooHGGzIeTm5iI5ORkhISHYsGEDt2nKjBkz4OLiIlEMpd0q/jmG9PR07o8gpRTKysoICQkRa751cb5+/QozMzNkZ2dDR0cHM2bMwPTp02FsbIyXL1+iUaNGIISgT58+2LVrF7S0tODq6oq//voLhBDY29vj0qVLYrXN3yVx/fr1IqVS/FWlpKTAysoKnz59QuvWrXHmzJlS75IkJiZi+PDh8PPzQ4MGDRASEgI1NTUA/0uFSQjBqVOnMHDgwDLb/+OPP/Dw4UN0796d2/yHj38RRwjBx48fUbNmTe7YkiVLsHHjRlhYWODFixdCvVb+Lqll/Yngd86F/VMi7Pb1/PaHDRuGBg0alHouP82eMOcC4C5cKqq3b99i69at8PHx4e4YFsfAwADDhg3DrFmzik0/WJEowq69ihAD83tgnXNG4Yi7cx2lFJqamnjx4oXEo+fCdkyKK7dr1y5MnjxZovZ/tm3bNsyfPx9AwRd5QEAAl72lf//+OH/+fJE/Gvx5omfOnEG/fv3EavfevXusU17IqlWrsGbNGlSrVg0RERFCzRfPyMiApaUlPn78iPXr12Px4sXcsVatWiE4OBj9+vXDmTNnyqzL2NgYcXFx2LlzJ6ZOnco9n5aWBgMDA+Tm5sLS0rLIuovDhw9j7Nix0NHR4aY7laVOnToymxcszIY6suoIARDq4qCiePXqFUJDQxEfH4+EhAQoKSnB2NgYVlZWsLa2luqGaIWtWbMGhBCMHTsWNWrUELrctWvXMGnSJBBCRFrjIu53clmEvVhUlBiY3wOb1sIoHHG/+LS1tXHs2DGpTGsxMTERqmPw89bUzs7Ope6oKK65c+eiUqVKWLJkCb5//w4zMzPu2P79+9GpU6dib21PmjRJ7I45UJBL3dzcHE5OTnB0dESdOnXErksWXr16hSdPniA2NhYpKSlYvnw5AODNmzdQU1OT+hSnM2fOcNt3C7uQU0NDA+PHj8eyZcvg6ekp0DkfMmQIgoKCuB1my8Jf1Fe1alWB52/cuIGcnBwQQtC1a9ci5fg5yPlz1YXB30lSnuS59kDYu2fitM/fYEka6tevL5dRcf7dit27d+P06dPo0KGDUOX4077EvfCqUqUKNDU1xSorKXksBmZ+T6xzzigcYb8Af+4YDx06VKhFi8JQhI7Jz5ydneHk5ITbt28LdDoNDQ0RFBSE7du349KlS4iPj4epqSnGjBmDYcOGSdQmpRRv377FypUrsWrVKnTo0AGjR4/GkCFDBOa3l7dDhw5h48aNeP36tcDz/M750aNHsW7dOgwdOhQuLi4CO/ZJ4t27dwAKNp0SBT914ps3bwSe5089+fr1q1D1aGtrIzExkeuk8125coX7t52dXZFy/HYlzdFdnuS9S2tiYqLMRkl/JbGxsbC1tYWLiwumTJki8/bc3NzKbf3Lz+SxGJj5PbHOOaNw2BdgyZSUlIpsRgQUjM4uXboUS5culWp7y5Ytw7Fjx/D+/XtQSnH79m3cvn0bM2bMQP/+/eHk5AQ7O7ty63Dk5ORg2LBhOHfuHADBkdXCMXz48AH5+fnw8vLCrVu3EBgYKLCQVlz8NgpnSREG//yfdyfk38oWdr6ppaUl7t69ixs3bmDs2LEACn4m/AwcmpqaRRb1Zmdn49ChQyCEcAuI5SE3Nxc+Pj7Yt28ft1i5NPLunAt794wpeA9Onz4dwcHB2LNnj8iLThmG+QllGKaI1atX09WrV9PIyEiRyj169IgOHz6cDh48WEaRycfdu3fp5MmTaeXKlSkhhBJCKI/Hozwej9aoUYMuWrSIhoWFyTyOMWPGcO3r6+vTMWPGUGdnZy4evq1bt1JtbW3uXEtLS5qdnS1x+y1btqSEENqqVSuRyrVp04YSQmjLli0Fnl+5ciUlhNDatWsLVc/GjRspIYQqKyvTTZs20fDwcDpu3Dju9Y8cOVLg/K9fv9Lu3btzx3fu3ClS3NLw6tUrumDBAmpkZMS9Z5iKj/+eWrhwITU2Nub+/48//qBfv34tsdzZs2eLfF5Fae/cuXOShs4wCo91zhmF4+zsTJ2dnWlISIhI5W7cuEHbtm1L27RpI3EM4v4hOH36NCWEUENDQ4ljUETZ2dnUx8eHDho0iKqrqxfpqLdo0YLu2LGDfv/+Xept3759m2vL3t6ea6OkP/axsbG0ffv23DE3NzeJY1i/fj1X3+zZs4Uqs2TJEq7M+vXrueezs7Np3bp1KY/HowMGDBCqruTkZFqjRg3u581/EEKompqawAXSsmXLqJKSEnfc1NSUpqeni/aCxZSVlUWPHz9Ou3TpUiROaXTOw8LC6I4dO+jkyZNpv379qJ2dHe3Xrx+dMGECdXFxoc+ePZPCq2BKU/g7MioqilpbW3PP1ahRgz548KDYcqxzzjBlY9NaGIVz+PBhEELQv39/WFtbC10uPj4eDx8+FHnHRWkKCQkBULDoSVTNmzeXdjgACqZiBAUFSaUuFRUV9O/fH/3790dSUhJOnjyJY8eO4e7du8jLy0NwcDBCQkIwf/582NvbY/To0ejbty+3IFES+/fvBwBUr14d3t7eZS4Kq1KlCvz8/FCvXj18+/YNp06dwvjx4yWKYebMmdi3bx8+ffqEHTt24P79+5g1axa6dOkikFLx8+fPuH37Nvbs2YN79+5xcc+YMQMA8PjxYyxcuBBv374FIQRDhgwRqn0dHR1cuXIF/fv35+a/A4C6ujoOHTokkL5TU1MT+fn5AABTU1NcunQJGhoaEr3+srx8+RL79u3DkSNH8OPHDwCCU490dXWFfq3FOXjwILZv346IiIgyz7WwsMC8efMwduzYcpuekpmZyW22JGru7IqsVq1auHfvHkaNGoUzZ84gOjoaXbp0we7du7npV78CaedXL+x3er8wQpD31QHD/EzcEZKJEydSQgjV1tYWusy///5L//zzzyIPfgxWVlbFHv/50blzZ9qkSRNuhLBhw4aivmyBEWhpPaQ1UlmW+Ph46uHhQQcPHkxVVFQEXouhoSGdP38+ffv2rURtmJmZUR6PR5cvXy7wfFkjcfypI8bGxhK1z/fq1SuB2/j8h6qqKtXV1aXKyspFfgdVqlShwcHBXB389yohhLZo0YLm5+eLFENWVhY9e/Ys3bhxIz1w4ECxdyrOnz9P27RpQ7du3UrT0tIkft0lyczMpB4eHrRDhw4Cr5n/UFJSot26daPHjh2jGRkZYrXx/v172qpVq2LrL+nBP7d58+b0zZs3Un7VxeO/F5WUlMqlPXkq6Xt6xYoVAt8906ZNo7m5udzx8+fPV9iRc1l8R/N4vN/i/cKIho2cM3KzYcMGblfP4kycOBGzZ88us578/HwkJSUhOTkZhBDUrVtX6BiGDh2KFStWICUlpcgxSqnQKe4Kl+Hn/hUHrYDbDuTn5+PZs2cICgpCUFAQ8vLyBLJcxMfHY9u2bXBxccHo0aOxZcsWoXfXK4yf0UTUzZ0sLCwAAAkJCSK3WZx69erh6dOnWLx4MY4cOcK9zpycHOTk5AicSwjBwIED8e+//wrkgubn+e7YsSNOnDgh8siuqqpqmSky+/Tpgz59+ohUryjCwsKwb98+HDt2jMsew/9ZEEJQv359jB49GqNGjRIpD/bPIiIi0KVLF8THx3P1GxkZoU+fPmjSpAmMjY1hYGCA1NRUxMXFITg4GDdu3EBkZCSAgrtZrVq1wo0bN9C0aVPJXrSQKuLnWFpWr16Nxo0bw9nZGenp6fjvv/8QFhaGU6dOoUqVKhLdvVGUn6uixMH8uljnnJGbqVOn4t9//0VsbGyRLztKKXd7WFQzZ84U+tyqVatizZo1JV4ECPslTAiBpqYmatasCQcHB27DIFHwpyBUFHfv3sWxY8dw6tSpIlMYDA0N4eDggLZt2+Ls2bM4d+4csrKycOjQIdy+fRt37txBlSpVRGpPTU0NWVlZIuXqBv43xUiaqR+rVq2Kw4cPY82aNbhw4QJu3ryJ6OhoxMXFce+Ddu3aYejQocVeLC5evBguLi4ip2SUt4yMDHh6emLfvn149OgRgKIZc/j/L+xOpKVJSkpCz549ERcXBwAwMzPDjh070KNHjzIvaK5fv4558+YhNDQUiYmJ6NmzJ54/fy6z/OXM/wwZMgR169ZF//798enTJ9y+fRutWrXC+fPnxc5Rzr+glVZaVHGwDD5MuSn/wXqG+R9PT09ap04dgQf/1qGRkVGRY8U9zMzMaOPGjam9vT318PCQSlyKcAtVEYWHh9OlS5fSOnXqFJlioKKiQvv160d9fHxoTk6OQLnv37/TgQMHcj/XcePGidx206ZNKY/Ho1OmTBF4vqxpLUOGDKGEENq8eXOR21R0Pj4+1MnJiVpYWFB9fX2qoqJC9fT0aKNGjaiDgwM9fvx4kd+FOIKDg+mUKVOonp5ekd+7mpoaHTBgAPXx8aFr1qyR6lSqSZMmcfUNGTJE5Gkx2dnZ1MnJiatj7NixUomrJOIudqyIhPmOjImJoe3atePeKzo6OnTVqlXl9jPKyMigHz9+pB8/fpR5WwwjTaxzzigcRegY8/+YsM45pZ8/f6abN2+m1tbWxc75bdq0Kd2+fTuNjY0ttZ7MzExqYGBACSG0atWqIsexYMECSgihWlpa9N27d9zzpXWIAgMDuYwlCxcuFLlNRfXy5UvuYqW430nh55s2bUojIiJEbiM1NZXu3buXtmzZstg22rZtS/fs2UN//PjBldmwYYPUOl4fP36kKioqlMfj0Y4dO9KsrCyx6snLy6N2dnbcBaQsO2qsc15UVlaWwAVSea6F+Z3WADC/FjathVE4/FuH8tqiGVDsKSYxMTHw9fXFo0eP8PXrV2RmZkJfXx+1atVCmzZt0KNHD2hpaUmlrT///BO3b9/mpirQn6atjBkzRuiMOmpqamjQoAHu379f7Bz/ssyYMQO7du1CRkYGunXrBm9vbzRp0qTE8z09PTFlyhTk5+dDVVVVJrsXnj17Fj4+Pnj48CFiYmKQlpYGTU1N1KhRA9bW1ujduzeGDBkilWw1fGFhYejYsSOSk5O534eqqipq1KgBTU1NpKam4vPnz9wGR8+ePUObNm3w8OFDNGzYUOh2qlativT0dIFpK+bm5nBwcICjoyO366msHDt2DLm5uVBRUcGhQ4eKbOAkLB6Phz179sDS0hK5ubk4fvw4Fi9eLOVomZKoqqrC3d0dVlZWWLx4sVzma8ujTYaRiDyvDBjmV5WXlyf1Or9+/UodHByoqqpqqSv/9fT06JIlS8QeaSys8EhpadNWhNWwYUNKCKGdOnUSq/zu3bu5UTclJSXaunVr2qFDB+65JUuW0NGjR3PTbvjPb9iwQaz2SlIeI9fF4edG57dja2tL/f39i2ywlJGRQS9fvsxlHiKE0EaNGom0ERP/dVSrVo3+9ddfAtlmSiLNkXNbW1vK4/Fo3759Ja6LUkp79epFCSG0a9euUqmvOL/TyHnnzp1ply5d6N27d4Uuc+nSJaqnp1fuI+e/w++D+bWwkXPml5OUlCTVXOcpKSl4+/Yt0tPTkZeXV+zi1ZycHGRmZiIpKQnPnj3DqVOnBPJQS+rp06ews7PDjx8/yhwFSk5OxsaNG+Hn5wd/f3+xMqMU1qRJE4wZMwYjR44UeRHnzzw9PVGzZk2xF+VNnToV2dnZWLRoEXJycvDkyRMA4BZpbdy4kTuX/n/mnL/++guLFi2SKO7CymvkujiHDh3icqPPmTMHW7ZsKfY8dXV12Nvbw97eHnPnzoWLiwtevnyJM2fOYNiwYSK1GRMTg8OHD+Pt27fo27cvevXqBV1dXYlehzD4ucz//PNPqdRnY2MDX19fkTMwMcW7efOmyGV69uyJx48fc7n/f1XZ2dlISEhATk6O0HdhWZ5zpjDWOWcU2osXLxAZGSlSx/jKlStISkqSuO3o6GhMnz4dly5dQm5ursT1iSs9PR19+/ZFfHw8gIKMFRMmTECHDh1Qu3ZtrkP49u1bXL9+Hfv370dMTAxCQkLQv39/sf6I8oWEhEg1/Vxp01CENXv2bNjZ2WHjxo3w8fFBWlpakXNUVFRgb2+PxYsXo127dhK3yZeTk4MBAwZw7y8bGxssWbIEnTp1goqKCndeZmYmbt68iU2bNuHmzZtITU3F4MGD8fTpU4HzRHXmzBkAgJWVFTZv3ixUma1bt+LGjRt49uwZPDw8hO6cz507F8ePH8e3b98QHR2NkydP4uTJk9zPdtSoUejTp4/Y003Kws8AVLNmTanUV716dYF6ZaFDhw64ceOGzOpXJB4eHgAKPgOi/I5yc3Px8uVLpKenY/To0bIKr9xRSrF37164ubkhNDRUpKk0hBC5/o1hFJDcxuwZphRhYWG0efPmYm/qIKmsrCzasGFDoTc8+flhaGgohZ9Cgc2bN3O3ZkePHk0zMzNLPT8xMZF2796dK3PkyBGpxJGcnEyPHj1KP3/+XORYVlYW7devH921axdNTEyUSnvCyM3NpSEhIfTChQv02LFj1MfHh967d0/szW7KsnfvXu7nOm/ePKHKzJkzhyvj6ekpUfvVqlWjPB6PbtmyRaRyW7ZsoYQQampqKlK5vLw86uvrS4cMGULV1dWLTNupVKkSnTBhAr19+zalVLrTWviZYdzd3SWui1JKPTw8KCGEampqSqW+3524C/dPnTol1U3BSlOe01qGDRsm0iZZP0+DY5jC2Mg5o3BSUlLQrVs3fPv2TayFPFZWVhLHcPDgQbx8+RKEECgrK8POzg6mpqbw9/fH69ev0a5dOzRv3hyJiYl4+vQpwsLCABSMgBw5ckSiLcp/dvr0aQBA06ZNcfDgQfB4vFLP19PTg4+PD6ysrPD+/XscPnwYjo6OEsXg4uKClStXIjU1FSdPnsSgQYMEjr9//x7nz5/HhQsXsHz5cuzYsUPiNoWhpKQEa2troRelSqo8R66Lw797Urt2bZHK8c/nb+QkLB6Phx49eqBHjx5ITEyEp6cn3N3d8fDhQwBAYmIiDhw4gAMHDsDExESqOaiNjY2RkpLC5beW1IcPH7h65en169cyX0yryD5+/AgAUrm7qSi8vb1x8uRJLs9/pUqVYGlpCT09PakuBmd+H+xdwygcV1dXfP36FYQQ6OnpwcHBAaampjh58iSCgoLQvXt3dO3alesY+/n5ITs7G4QQXLhwAT179pQ4hvPnzwMANDQ0EBgYiBYtWgAAtm/fjnnz5kFXVxc7duzgzvfz88OoUaMQFxeHHTt2YPjw4RLHwPfq1SsQQuDs7Fxmx5xPQ0MDkyZNwqJFi/D06VOJ2l+yZAk2bdrEXSjxd14s7MuXLwAKbu0mJiZi9OjRSElJkUmGFHl69uwZCCEYNWqU0JuREELg6OiIBQsWSLwxj66uLn78+IFv376JVC4mJgYAoKOjI3bb+vr6mDx5MiZPnoxXr17h8OHDOHr0KD5//gwAiIqKQlRUFHf+hg0bMHz4cNSpU0es9iwtLfH69WtcvnwZK1euFDtuPl9fXxBCpHYhl5WVhevXr4s87S44OLjITrKK7ODBg7hz506Jx3fs2IGzZ8+WWU9+fj4SEhJw5coVEEK4aUa/goMHD3L/3rp1K2bNmiX0dzXDFEuew/YMUxx+hgkDAwOBnMT8TB1dunQROP/58+dcBgsLC4syp30Io0aNGpTH49EJEyYIPH///n0u1/bPGVlu3LjB3dY8ffq0xDHw6ejoUB6PR728vEQq5+XlxcUqrgcPHnCvSUNDgy5fvrzEPNEJCQl0165dtHLlypQQQtXV1emrV6/Ebrs0iYmJ9NatW/TkyZPUw8ODuru7C/WQFD9TzqlTp0Qqx7+Vr66uLlH7nTt3FivbTadOnSghhHbs2FGi9n+Wn59Pr127Rh0dHamWllax2WratWtHd+7cSb99+yZS3W5ublxdgYGBEsV58+ZNrq79+/dLVBe/vurVq4s83a4iTmF49eoVVVdXL/a1/Py7FuVnsGTJEpnHHhcXR2/evElv3rwp03aMjY0pj8ejI0aMkGk7zO+Ddc4ZhVO1alXK4/HorFmzBJ4PDg7mdiT8OSVcaGgot2HJwYMHJY5BQ0OD8ng8eujQIYHnU1NTuT8yz549K1KOv9nJwIEDJY6Br1WrVpTH49Fly5aJVG79+vWUEEKtrKzEbnvUqFFcp/Lx48dClQkNDeU6sdOnTxe77eLEx8dTR0dH7nctykMaG5EYGhpSHo9Hd+7cKVK5Xbt2UUIIrVKlikTtF15/sGvXLpHa5vF4dNOmTRK1X5qUlBS6f/9+2qlTp2I7b8rKyrRr165Cfz5//PhB9fX1KY/How0bNqTJyclixRUXF0fr16/PXfCLWw9fTEwM1dXVFWtusZaWltRSQ5anFStWiLX2priHpqYmHTt2rFRSvUrD9evXJa6Df/EirfURDMM654zCUVNTozwej3p4eAg8n5mZye32+OTJkyLl+NvD9+rVS+IYNDU1KY/Ho2fOnClyrFatWpTH49ETJ04UObZ9+3ZKCKHm5uYSx8DHv2NQuXJloUcfk5OTae3atSmPx6N///232G2bmppSHo9HZ8yYIVI5/rbr9evXF7vtn2VlZdEWLVqIvUhXGiOW8h65TkpKokZGRlyHd/LkyfTt27fFnvv27Vs6adIk7twqVapI3DEV1rt37+iKFSuoqampRL+Hf/75hyvTuXPnMneh/dnHjx9py5YtuTq2bdsm6kspYuXKlVx9pqamdNOmTfTUqVO0a9eulMfj0SFDhlBvb2964MABOmPGDGpoaMidf+XKFYnbl4ecnBz64cMH7vH+/XvuNbm5uQkcK+kRFRVF4+LipB7b5s2bxSqXkJBAnZ2dpfK9wN9X4dixYxLXxTCUss45o4D40ziK6xjzO4s/d9wppXTnzp2UEEJNTEwkjoHfAS9ulK9Lly4ljmTzp5Joa2tLHANfXl4etbGxoYQUbCRT1oY2X79+5TqDzZo1k2iEij8idPToUZHKHTx4kBJCqIaGhtht/2zHjh1ch0BTU5OOHj2a/vvvv/TQoUP08OHDQj0kpQgj15cvXy6yEZWpqSm1tbWlffv2pba2tlxngX8ho6KiQv38/CRuWxyBgYF0zJgxVEdHR+TOeW5uLnc3iscr2BBpy5YtND4+vtRyP378oP/88w81MDDgfgbS2nyoXbt2lBBCa9SoIZCZ6MCBA5QQQtu0aSNw/tevX7kLhOrVq5fbBZKs8S+2RM3WIos4RB2A8PT05O7QSqNzPmrUKMrj8eiUKVMkrothKGXZWhgFVLlyZaSlpSEuLq7IMXNzc3z8+JHLjlIYP1NEceVE1bhxY3z58gUPHjyAs7OzwLF69eohMDAQwcHBRcp9//4dQMEmFKJas2ZNicdatmyJu3fv4sWLF2jatCl69OgBGxsbmJqaQlNTE5mZmfj8+TMePnwIb29vpKWlwcjICPPmzYO/v7/Yi2S1tbXx48cPkV8PP5e3JDm9f3b8+HEAgKamJh48eABLS0up1S2siRMnYvPmzYiLi8PMmTMRFhaGBQsWwMzMrMi57969w6ZNm+Dm5gZCCCpXrozJkydLHIO9vT0uXryIUaNGITY2FkBBBgx+Fgw++v+LE6tUqYKjR4/Czs5O4rbF0alTJ3Tq1Am7d++Gt7c3lx9bGEpKSjh9+jTs7e3x4MEDxMTEYOHChVi0aBEsLCxgbW0NQ0ND6OrqIjs7Gz9+/EBoaCiePn0qsECzffv2Qi1aFAZ/EygnJyeBzc7atGkDAAgKCkJ6ejo0NTUBAFWrVoW3tzcaNmyIb9++4dChQ5g5c6ZUYpEnfhYdaWboEdeyZcuQnZ1d5sLhT58+YcqUKbh8+TKAgs+IhoaGxO1Pnz4dJ06cgLu7O2bNmgULCwuJ62R+c3K+OGCYIgYMGEB5PB51cHAocmzKlCmUEEJtbGyKHONPKZF00R2llG7dupUb+f15e2r+SKimpib9/v27wDFbW1tuVE1Uwi6uKuu8n49LMte6ZcuWlMfjUUdHR5HKTZgwgRJCqKWlpdht/6xy5cqUx+PRBQsWSK1OcSjKyHVaWhrdunUrtbGxoZqamkXm9Xbp0oW6uLjQlJQUqbZbnNDQ0FIfr1+/lqj+nJwcOnv2bKqkpCTUQkT+OSoqKnTevHlF1qhIgv+7P378eJEY+Wsh7t27V6Sck5OTVEfwFVlCQgKNiooql7aMjIy498Nff/1V7Dn5+fnUxcWFuyvLf3/Y29uXOC1MVJs2baKEFORvd3d3L5fPHfPrYp1zRuG4urpSQghVVlamJ0+eFDjGz+CgqqpK379/L3CsRYsWlBBC69SpI3EMCQkJ3CYoKioq1NHRkb57945SWjCPlT/3vV27dvT27ds0ODiYTpw4kfsjMXjwYJHblNaCK2nOtV6+fDnXySmuw1GckJAQbt3Az4t6JcFfByDqFBtZ8PPzo8bGxqV2FPnHjIyMymVKSUpKCv3y5QtNSkqSSf0RERF04cKFxU71KquzrKKiQoODgyWO4c2bN3TKlCm0atWqpb7nK1euTKdOnUojIyMlbvNn/O8Fb2/vIsfq1atHeTwePXDgQJFj//33Hze15VeTkJBA//77b9quXTvus194UGDbtm20a9eu9OrVq1JvOzIyktauXZt7D/588f7s2TPaunVrgc9ljRo1RM64VJolS5bQJUuW0IYNG3JxKCkpURMTE2plZUWbNWtW6qN58+ZSi4X5NRBKxdjlhWFkKCMjA6amptwUkT/++AOurq6wtLTE9+/fUatWLeTk5MDMzAwrVqyAtrY29u3bh6tXr3I5pd3d3SWOw9PTEyNHjgSlFIQQBAYGokOHDgCA8ePH4+DBg0VyXfPPvXHjBjp16iRSe4GBgRLHXJLOnTuLVS4qKgr16tVDbm4udHV1sXXrVowaNarY6Sp5eXk4ceIE5syZg/j4eKioqCA8PBx169aVNHwABXmvX758iZ07d2Lq1KlSqVMS6enpcHV1xaVLl/DgwQNkZGRwxzQ0NNC6dWv0798f48aNg7a2thwjlUxGRgYWL16MPXv2ID8/H7a2tvDz8xM4hydETmdra2s8fvwYSkpKUonr1atXCA0NRXx8PBISEqCkpARjY2NYWVnB2tpaZnmm69Wrh3fv3hX7PuzZsyeuXr2KWbNmYdu2bQLHvLy8MGLECKipqQm8Vyo6Hx8fjBs3jttUiN+lIIQgLy8PQMG0jz179nD7Nezbt0+qv59Pnz7Bzs6O2xNi5syZ+Oeff7B69Wps27YNubm5oJRCSUkJM2bMwJo1a6T6meTxeCX+LSgL/zz+z4phAIB1zhmFdOPGDfTs2RNZWVkghODu3bto27YtgIJNcTZu3Fjsl6GKigoePXqEpk2bSiWOgIAALFq0CMHBwfjy5QuqVasGoKDD0qtXL9y8ebNImfXr12PJkiVSaV8R7NmzB9OnT+d+3np6emjVqhVq164NDQ0NpKenIyoqCkFBQUhISOD+OG/YsAELFy6UWhwLFy7Eli1b8OeffyIgIEBq9Yri3bt3qFWrVrEXJ6mpqUhOToa2tjZ0dXUlaqe09QeSWrFihdDn5uTkoFevXggICOB+r9WrV8enT58EPn/8zkmXLl1gYmIiUMfFixcRHx8PQggOHjyI0aNHS+eFyImDgwM8PT3Rq1cvXLhwQeDY7NmzsWPHDrRr1w53794VOLZp0yYsXrwY6urqSE9PL8+QZcbb2xvDhg0DLbgLD1VVVVStWhVRUVECHc6hQ4dyOx0TQjBx4kT8999/Uo0lLi4O3bp1w9OnT7kN7JKSkrj3bdu2bfHff/9J7W9DYZJeaLDOOVNE+Q/WM4xwXr58SQcNGkQ1NDQEUqjl5eVx8zcLP9TV1YvN4iINP0+hobRgHuOxY8eog4MD7d69O508eTJ98OCBTNqXt82bNwvMay5rnu/GjRulHkNMTAw3pcDV1VXq9QvDzs6OGhoaipxzXlTCrj8Q5yGKJUuWcL/X6tWrUw8Pj2Kz//DjLS5zh7+/PzcNTJKc+4ri6NGjAtl38vPzixxTUlISmMaTmZlJ69WrJ/X0ovIUGxtLdXV1uWlEbm5uNDs7m549e7bIdLqsrCy6e/dubqOqkublSyopKYl27NhR4O+CoaEh3bdvn9TbYhhZYiPnjMLLyMgodkX9/fv3uVE5U1NTjBgxosio3a8oOzsbd+/excOHDxETE4O0tDRoamqiRo0asLa2RseOHaGuri71dt+9e4ddu3bh4sWLePPmTZHj1apVQ58+fTBr1iw0bNhQ7HaSk5NLPHbt2jUMHz4c+fn5GDx4MEaMGAErKyvo6+sLlRlG0hFtY2NjxMXFYf78+di4caNEdZWGPxIt7a9nUUboYmNjYWZmhoyMDJibmyMwMJC7c/Qzfrw+Pj7o27dvkeOjR4/GkSNHQAjBnTt30K5dO4lehzzl5eWhfv36+PDhAwDAxMQEp06dQsuWLZGSkoIaNWogLS0NBgYGmDlzJrS1teHu7o5nz56BEIJJkyZhz5498n0RUrBixQqsW7cOysrKuHfvHlq2bAkAOHfuHAYMGFDse+3evXvo3Lkz8vPz4eTkhEOHDkk9rszMTAwcOBBXrlwBIQR9+/aFt7e3zKY5MYwssM45w1QgW7duxZYtW7gUesXR09PDokWLsGjRIpnFkZCQgJiYGPz48QOampowNjYuseMmKmHmJFMh53MWRghBbm6uuGEBKJhLnp2djaNHj2LEiBES1VWawnNYeTweOnfujMGDB0vlZ9yvXz+hzis8namsNRRldc4/fPgAc3NzAAWdurJS3im658+fw8bGhpuu8+jRI7Ro0QIAsH37dsybN6/YaXfa2tp4+vRpsak3K5qWLVsiJCQEI0eOFEiPWVrnHADGjBkDDw8P1K1bF69evZJJbLm5uRg1ahS8vLxACMGgQYNw4sQJqa13YBhZY3nOGUYIaWlpSExMFGleoDRH8bOystC/f39uIV5p19SJiYlYunQp/P39cenSJaiqqkotDr5KlSqhUqVKUq8XKP21iXOeNNWrVw/h4eGIiIiQaTvjxo3D2bNnER8fj7y8PNy4cQOBgYFo3749hg0bhsGDB6NKlSoyjeHatWsACjphoi5u/lmdOnXQtm1b3L9/X6YLn8uLlZUVXr58iX/++QenT58W6GzPmTMHiYmJ+PvvvwW+L6pUqYLjx4//Eh1zoOBOGgD8+eefIpXr0KEDPDw88OXLF5HKGRgYiHQ+//uBUgpvb28YGBgU2zknhCA+Pl6kuhlG1ljnnFFoOTk5ePXqlcgdY0k7E0DBAr9169bBy8sLUVFRIpWVxihtYRMnTsTVq1cBAGpqahg8eDC6du0KMzMzaGpqIjU1Fa9fv0ZAQAB8fHyQnZ2N69evY8aMGdi7d6/U4gAKLhRCQkKKTKmxtLTkNl6RRKdOnUQeFS8vq1atwuDBg+Hi4oKOHTuiW7duMmnHzc0Nrq6uCAgIwKlTp+Dj44MfP37g1q1buH37NmbOnIkuXbpg6NChGDhwICpXriz1GMLDw0EIEXsDq59169YN9+/fL7JZUkVVuXJlbNmyBVu2bClybPXq1ZgwYQIuX77MTbvr1atXhc7a8zN+xhlRXxP/fFE/44mJiSJN9SKECLSRkpJS4nkMo2jYtBZGIX358gXz5s3DuXPnRN6dUhod4+TkZHTo0AHh4eEARB+llebq+3v37qFDhw4ghKBhw4bw8fFBvXr1Sjz/1atXGDhwICIiIkAIwZMnT9CsWTOJ43j8+DHWr1+Pq1evFvs7UVZWxp9//okVK1bgjz/+kLg9RZSdnY1jx45h2rRpyMrKQosWLdCxY0c0aNAA+vr6UFNTK7OO4qZ9lCUvLw/+/v7w8vLCuXPnkJCQAKDgfaakpIQ///wTw4YNw8CBA6Gvry9y/cWpVKkSkpOThcqwUta0FgA4dOgQxo0bBy0trRI7SkzFYWpqiqioKKxduxZLly7lni9rWgs/21adOnW40Xdh1KlTR2Ydaf5upwyjKNjIOaNwvn37hrZt2yI6OlouUxeAgjSAYWFhAArmQLdo0QImJibQ1NQs95GWAwcOAAB0dHTg5+eH6tWrl3p+/fr1cfXqVVhaWiIlJQVubm4SL0D7559/sGLFCuTn55f4O8nJycG1a9cQEBCA5cuXi5Syr6IovDCZUoqgoCAEBQUJXV7cC0clJSV0794d3bt3R25urkBHPTExEdeuXYO/vz+mTJkCW1tbDBs2DAMGDJBoAWxaWhoACHU35PHjxwBQak57/iJlad5RYuTnjz/+wMePH+Hh4YFFixYJNZ87KSmJ2x9C1EXB/AW4DPM7YJ1zRuGsW7eOm4+oo6ODHj16lHvH+MyZMwAKbl37+/vLJDeusG7dugVCCMaNG1dmx5yvRo0aGDduHLZv3447d+5I1L6Liwv++usv7v9r1aoFGxubIlNqbt68iejoaOTl5WH16tUwMjLC5MmTJWq7sLFjxwIAZs6cCWtra6HL3bx5E0uWLAGlFA8ePJAohp8vTORx8aisrAx7e3vY29sjNzcX165dw8mTJ7mO+pUrV3D16lVMmjQJ3bt3x5AhQ9CvXz/o6OiI1I6Ojg4SExO5zcBKw18MWZpPnz4BgNRG9mXt/Pnz3L8L3w0o/Ly4xLl7omhGjRqFEydO4PXr15g6dWqZ0+eSkpIwYMAAfP/+HYQQODg4lFOkDFPxsM45o3B8fX0BFHQC79+/L3SHVJo+fvwIQghmzZol1445AERHRwMAl6pMWPzzJZnj+/HjRyxevBhAQWdt165dcHR0LPYiKT8/H0eOHMGsWbOQnJyMOXPmoE+fPqhRo4bY7Rd2+PBhEELQv39/kTrn8fHxePjwIfT09CSOQdGyjCgrK6NHjx7o0aMHcnJy4Ofnh1OnTuHcuXNISkrChQsXcPHiRaipqaF79+4YNmwYhg8fLlTdpqamCAkJ4e4gSer58+cAUOqULEXSv39/bt5y4dF+/vPikvZ6FHmxt7dHz5494evri/379yM4OBhjx47Ft2/fuHNev36NL1++4MaNG3Bzc0NMTAy3WVWvXr2kHhOlFPfu3UODBg2KrMPIzc3F/PnzYWdnhx49erDUioxiK8ec6gwjFDU1Ncrj8eiWLVvkFkOVKlUoj8ejJ0+elFsMfNra2pTH49EjR46IVO7IkSOUEEJ1dHTEbnvBggWUEEKVlZVpYGCgUGUCAwO5TWfWrFkjdts/K22jm9JMnDiREkKotra21GJRdNnZ2dTX15eOHz+eGhkZcRuyKCkpCV3H+PHjKSGEmpiYSBxPWloa9z5euHChxPWVh8IbbhX3vLgPUTeCUmTJycm0devWQm+aRQihjRo1onFxcVKPxcfHh5qZmZX4HfHmzRsuzrp169IbN25IPQaGkRY2cs4oHAMDA8TExMh1Q6GmTZvi+vXrCpFZwsTEBC9fvsTdu3fh6OgodDn+dJaaNWuK3bafnx8IIRgyZIjQGXA6deqEoUOHwtPTExcvXsTy5ctFanPDhg3Yt29ficcnTpyI2bNnl1lPfn4+kpKSkJycDEJIqfOhZSEhIUFm6SbLkp2djdTUVKSmpiI7O5vLckFFmIbTq1cvHDhwAJ8/f4a7u3uZi0JLc+jQIaSlpYEQInSedXkr6S6Jot09kScdHR3cuXMHK1aswO7du5GamlriuaqqqnB2dsaWLVugpaUl1Th27dqFWbNmASgYPY+MjCxyDn/xKaUUb9++Rffu3eHl5YX+/ftLNRaGkQr5XhswTFH9+vWjPB6Prl27Vm4xnD59mhJCqIWFBc3IyJBbHJRSOnXqVEoIoRoaGvTly5dClXnx4gVVV1enPB6PTp06Vey29fX1KY/HowcPHhSp3KFDhyghhBoZGYncZlJSEq1atSo30iath6ivoTS5ubn00KFDtGvXrvThw4dFjsfHx1Mej0dbtmxJDx8+LLV2S5OYmEg9PDxov379qIaGhsBoJSGE6uvrUycnJ6Hry8nJoTVr1uS2QH/16pVYcUVGRnLvo2bNmolVB6P4kpKSqKenJ501axYdNGgQtbOzo/369aMTJ06kBw4coF+/fpVJuxEREVRVVZW7MzRq1Cj69OnTIufl5eXR0NBQOn/+fKqurk4JIVRPT49++fJFJnExjCRY55xROAEBAZQQQmvUqEF//PghtzgcHR0pIYR27dqVRkVFyS2O58+fcx0tExMTev/+/VLPv3fvHjUxMeH+WIWGhordNr+D7+npKVI5T09P7oJCHJ6enrROnToCD/4taSMjoyLHinuYmZnRxo0bU3t7e+rh4SFWHMX59u0bbdmyJfc7OXDgQJFzHj9+LHCr387OjqampkotBr7v379TNzc3am9vz00HK9whr1SpEh0zZgy9ePEizc7OFrn+/fv3c6+jRo0a9NatWyKVf/LkCa1VqxZXx9WrV0WOgWFKM3nyZG7q3fnz54Uq4+/vz31WFi1aJOMIGUZ0LM85o5D4uXCtrKywZ88etG/fvtxjyM/Px9ixY+Hh4QElJSU0bdoUdevWFSq1HCGES4EoDXPmzMG///7LLUTr0KEDbG1tYWZmBi0tLaSlpeHt27cICAjA3bt3uXIzZsyAi4uL2O3WqVMHnz59wtKlS7F27Vqhyy1fvhzr16+HiYmJ1FKgCZNLW9Zyc3PRunVrhIaGclNEtm3bVmSazYsXL7B06VL4+fkhIyMDhBDY29vj0qVLEsfw9etXnDlzBt7e3rh9+zby8/MB/C9zTKVKldC/f38MGTIEXbt2hbKyZLMXBw0aBB8fH25x5MCBAzF69GjY2tpy6RF/FhQUBFdXV7i7u3O5rqdMmYJdu3ZJFAvz69i3bx8mTpwocT0NGjTA69ev4eTkhEOHDgldztHREcePH0fjxo3x7NkzieNgGGlinXNGYU2bNg3//fcfCCEwMDCAubm50B3jgIAAids/dOgQZs+ejdTUVFBKRc7QIK1NiPh1jR8/Hu7u7gBK39WO/5EeNWoUl+FEXMOHD8fJkydRrVo1vHz5Uqh0fCkpKbCwsEBMTAyGDBkCT09PsdsvjL8JiZubG7p27SqVOkXl5uaGSZMmgRCCP/74A4cPH4a5uXmJ58fFxWHcuHG4cOECCCE4ffo0BgwYIHK7Hz9+hLe3N7y9vfHw4UOBrcmBgpSf/A65jY2NxB3ywrKysjBixAicPXsWwP/ee+rq6mjUqBGMjY1hYGCA7OxsfP36FeHh4dwmSfz4HBwc4OHhUaEyZMiyw9akSROZ1a3o7t+/jxkzZiAkJEQq35FaWlrIzMwUarOswvbt24fJkydz6WAZRqHIacSeYUq1atUqqqKiInCLXthsANLIhhAQEFBkioAiZGQ4efIkbdKkSaltW1tbizwNpSSXLl3iXk/Xrl1pQkJCqecnJiZSW1tbroywt5krChsbG0oIoXXr1qVZWVlClUlPT6d16tShPB6P9u7dW+i2IiMj6d9//01btGhR5D3On88/ceJEeu3aNZqbmyvuSxLanj17qKGhYZH3eUmfQ/6c3p07d8o8NlkQ9jtH1IcoGXMUzeXLl6mDgwNt2bIlbdy4MR0wYAD18vISquzXr1/pqFGjpPo9Ten/1sWIOnXt+PHjlBBCtbS0pBIHw0gTGzlnFI63tzeGDBnCZZgQFSlh22hR9O7dG76+viCEoH379hg3bhxMTU1FypUty/zonz59woMHDxATE4Pk5GRoa2ujatWqaNOmDWrXri3Vtuzs7BAQEABCCIyNjTFhwoQSp9Ts378fMTExAIAuXbpI5Q5Gad6/f4+HDx8iJiYGaWlp0NTURI0aNWBtbS2TfNpVqlTBjx8/sGHDBixYsEDocuvWrcOKFStgZGQkkAe6JFZWVoiIiAAguNGRkZERBg4ciMGDB6NLly7lPhKdlpYGd3d3eHp64sGDByXm627atCmGDx+OCRMmwMDAoFxjlBZZ/Wyl8f1U3hISEjB48GDcvHmz2OOdO3eGj49Psd+Pubm52L59O9atW8fdhQSk93OwtrbG8+fPMWnSJJF2Qp47dy5cXFxQt25dvHr1SuI4GEaaWOecUTg2Nja4efMmCCEYPnw4Jk6cKHLHWNINZ2rUqIFv377BxsYGV69elevt+Dlz5iAvLw/Ozs5o1qxZubcfGxsLOzs7PH/+XKgpMpRSNGzYELdu3SqyEYi0eHt7Y+3atdzGNsWpV68eVq9ejWHDhkmtXXV1deTk5ODEiRMYOnSo0OW8vLwwYsQIqKioICsrq8zzC7/fdHV10adPHy6dpaTvRV1dXYnK86WnpyMiIgKfP39GWloa1NXVYWxsDEtLS7mlkJQmZ2dnmdUtytxoeaOUol27dnj8+HGJgyWEEHTr1g2XL18WeP7JkycYPXo0Xr58yU0NpJSiQYMGcHFxQbdu3SSOj9/J1tDQQEhICOrXr19mmY8fP6JJkyZITU3FuHHjSk3dyjByIZ8Be4YpmZGREeXxeHTw4MFyi4Gfim7v3r1yi4HP3Nyc8ng82rdvX7nFkJycTKdOnUrV1NRKnVKjpqZGJ0+eLJPMJJRSmp+fTydOnCj0lCMej0ednZ2l1j5/esrWrVtFKrdz506RUkuyKRWMojh69Cj3ftTW1qbr16+nT58+paGhoXTHjh20evXq3PFLly5x5TZs2MBNTeR/VvX19en27dtpTk6O1OKLiIjg2qhVqxYNCAgo9fzbt29Tc3NzLptVUFCQ1GJhGGlhmxAxCictLQ0AZLK9s7Bq1KiBd+/eQUVFRW4x8EVHRwOAXDfL0NHRwe7du7FixQr4+fmVOKWmR48eMDIyklkcixcvhpubG/f/7du3R9euXWFmZsYt7Hr9+jUCAgK4hZPu7u6oVasWVq9eLXH7FhYW+PjxI44dO4a5c+cKXc7T0xOEEFhaWorUHmU3Nhk58/HxAQAoKSnhypUrApmzmjRpggEDBqBly5b4/v07Dh8+jJ49e2LKlCncaDSlFDweD+PGjcP69etRpUoVqcbXsGFDLF26FOvXr8eXL19gZ2cHCwsLdOzYEbVr14aGhgbS09MRFRWF+/fvIzw8HEDBaP/06dPRvHlzqcbDMNLAOueMwjExMUFkZCRycnLkFkPPnj2xc+dO+Pn5yfT2tjB0dXXx/ft3ufw8Dh8+DF1dXfTt2xfKysowNjbGqFGjMGrUqHKPJTw8HFu3bgUhBNWqVcOJEyfQsWPHYs9dt24dbt68CUdHR0RHR2P9+vVwdHSUeB76yJEj4efnh6dPn2Lx4sXYsGFDmWXWrVuHe/fugRAidKaWTp06SZRlh2GkJSwsDIQQ9O3bt9iUtjVr1sSCBQuwYMEC3LhxA25ubti7dy83haV58+ZwdXVFy5YtZRbjmjVrkJCQgP/++4/bIbS4XUKB/13wTp48Gdu3b5dZTAwjCTbnnFE4y5Ytw99//w17e3v4+vrKJQb+nMT09HR4eXlh4MCBcokD+N+cSisrK9y9exfa2trl1jZ/sdWff/4Jf3//cmu3ONOnT8eePXugpqaGoKAgNGrUqMwy4eHhaNmyJbKzszFv3jxs2rRJohiysrJgZWWFt2/fAijINz9t2jR07NgR1apV4877+vUr7t+/j//++w/Xr18HANSqVQuRkZFQU1OTKAZGvvLz84vM+9+xY0epZXR0dOR+kS8ufX19pKSk4N9//8X06dOLPef58+do2rQpCCHQ0tJCamoqVFVVsWbNGsyfP7/c1uzcuXMH27Ztg7+/f7HpEZWVlWFjY4P58+fLLR0rwwhFfjNqGKZ4379/57Zv3759u9ziuHjxItXU1KRKSkp0xIgR9Ny5c/TVq1c0Li6OJiUllfmQlszMTNqzZ09KCKH169enu3fvps+ePRNrx0dR6erqUh6PR//991+Zt1WWhg0bUh6PRydOnChSuYkTJ1JCiNS2jg8PD6e6urpF5oWrqKhQXV1dgXm2/Lm2urq6xW4pzlQM+fn5dO/evbR169b0r7/+KnJcmDUC0kpvWt747+fTp0+XeE5iYiL3M+Dv7vzo0aNyjFJQVlYWDQ4OppcvX6bHjh2jPj4+9N69ezQ9PV1uMTGMKNjIOaOQHj9+jN69eyMuLg5t2rTB8OHD0bBhQxgYGAg1D1zSTT46deoEAHj37h2io6NFnmJACCkxzZyoHBwckJ+fj/PnzyMzM1MgFnV19TJHYgkhiI+PF6ttPT09pKamwt3dHY6OjmLVIS26urpcKj9RYjl69CicnJxQqVIlsX8OP3v37h0mT54s1N0E/mZFdevWlUrbTPl6+/Ythg0bhpCQEABAs2bN8OTJE4Fz+LvXlvbntEqVKnj58mWFy2QjzM68lFIoKSmBEAINDQ08efIEDRo0KOdIS5aVlcXuWDEVCptzzigcExMTAEB2djYopXj48CEePnwodHlpdIzv3Lkj0AmW5zUsfzEhgCIdgIyMDGRkZJRaXpK5yzY2Njh37hxOnz4t9845PyeykpKSSOX45wuTwlBYZmZm8PPzw/Pnz3HhwgUu1/qPHz+gqakJY2NjtGzZEn369EHbtm2l1i5TvqKjo2Fra4tPnz5xHdAaNWqUuGPwjBkziiwwdHFxQWhoKOLi4rBr1y4sX768vMIvN4V/FpMmTSqXjnlSUhL2798PU1PTMqcdrl+/nrtInzVrVoW7QGJ+P6xzziicz58/C/y/PDrGirQgz8TERG6x7Ny5E0FBQbhw4QIcHBywbNkyoeZ6y0L16tXx7t07PHnyBCNGjBC6HH+Us/CccGmxsrKClZWV1OtlFMOcOXMQFRUFQgi6du2KvXv3wtTUtMTzbW1ti4wud+7cmcupvWfPHixevFghskDJSqtWrWTehru7O+bNm8dtjlRW5/z69ev48OED1q5di3///Re7d++Gg4ODzONkGHGxzjmjcEaPHi3vEErcCU8ePnz4ILe2fX19MWHCBPzzzz/w8vKCl5cXKlWqBAsLC+jr6ws1pcbb21sqsXTo0AFv377FwYMHsXDhQhgbG5dZ5uvXrzh48CAIIejQoYNU4mB+D+Hh4Th9+jQIIbCzs8PFixehrCz6n8w6depg/vz5WLVqFWJjY3H16lX07t1bBhErBk1NTZnWv2zZMvzzzz8ACgZubt26Ver5OTk5ePHiBXd+UlISRo0ahffv3+Ovv/6SaawMIzb5THVnGKYi+HmhW+HNfYR9SMvdu3e5tps2bUrfv39f6vnv3r2jTZs25crcunVLarEwv75169ZxG2u9e/eu1HP577Fz584Vezw5OZmqq6tTHo9HZ8+eLYtwZaas1ybqeZJwd3cXWHj6xx9/UC8vrzLL5eTk0EuXLtFOnToJfId5e3vLLFaGkQQbOWcYplS0mGlFxT1XHGlOx/njjz8wfPhweHp64vnz57C0tMTgwYNha2sLMzMzaGlpIS0tDW/fvkVAQAC8vb25BbRDhgwpMSd6cfjzhgkhCAoKKvK8uH6uj1FcAQEBIITAxsam1KkswtDR0YG9vT3OnTuHe/fuSSnC30tKSgrmzZsHoCAl4u7duzF+/HihyiorK6Nnz57o2bMntm3bhgULFoBSiunTp6NXr15ssSijcFjnnGHKkJOTg1evXiExMZFblCgMfsaXiuz9+/fyDkGAm5sb4uLi4O/vj4yMDBw9ehRHjx4t9lz+BUSXLl1w+PBhkdp5+vRpsRcWJT0vDFrCIkJGMfHf+7a2tlKpr127djh37hy3429FExsbi6ioKKmdB/xv8b8wjh07hvj4eBBCROqY/2zu3LlITk7GmjVrEBMTgxMnTmDMmDFi1cUwssJSKTJMCb58+YJ58+bh3LlzyM7OFqmsNFMpmpmZSVSeEMJtmvMryM3Nxfbt27F582bExcWVeJ6RkRHmzJmDBQsWiLwJCv98QojABZmkm6n8XB+juLS1tbkLwLIWIGtra4MQAi8vL/Ts2bPYc44fPw5HR0eoqamVmWFJkfBTKUqbqN+Rffv2xcWLF9G0aVMuraW4cnNzYWpqiujoaPTv319q62IYRlrYyDnDFOPbt29o27YtoqOj5ZpGEShYECrKH8ef45XkDyt/sVXjxo1hYGAgdLlPnz7B19cXycnJWLBggdjtF0dZWRkLFizA7Nmz8eDBAzx48AAxMTFITk6GtrY2qlatijZt2qBdu3ZQVVUVq438/HyRnmd+PfyLKGE+/8XtRvkz/gW+qKlAFUVZPwf+94ysvi/5d62ksVuzsrIyhg4diu3btyM4OFgK0TGMdLHOOcMUY926dfjy5QuAgvmiPXr0gImJCTQ1Nct9aoKurm6ZbWZmZgrk8SaESCXNX5cuXcrcgKQ49+/fx5QpU1CtWjWpd875VFRU0LFjR5HmkjOMsPT19REbG4vY2Fip1Mef6mFoaCiV+sqLPFO5Fsa/S1avXj2p1Ne0aVMAkNrvl2GkiXXOGaYYvr6+AIBatWrh/v37qF69utxiSUxMFOq87OxshIWF4eTJk3BxccGbN2+wfv169OrVS7YBFoMf848fP8q9bYaRhnr16iE2Nhb379/H7NmzJa6PvxBUXvsEiEueqVwL44/IS+vOg5aWFgCwaWaMQmKdc4YpRnR0NAghmDlzplw75qJQVVVF8+bN0bx5c/zxxx8YMGAARo0ahdDQUNSqVavUst7e3ggPDy/xuKenJ54+fVpmDPn5+UhISIC7uzsA8UYJhV1MJg5hF6CtWbNGZjGsWLFCZnUz0tO2bVvcuXMHfn5+SE1Nhba2tth1ff36Ff7+/iCEoHPnzlKM8vdhaGiI6OhofP36VSr1ffv2DQCgp6cnlfoYRppY55xhimFgYICYmBiRsgkokr59+6J37964cOECtm/fjm3btpV6fu3atTFs2LAS0yZ6eXmJHAMhBH369BG5XJ06deS+AG3VqlUyu5XPOucVw4ABA7BlyxYkJydjw4YNWLdundh1bd68Gfn5+eDxeBg8eLAUo/x9NG7cGNHR0bh79y5mzpwpcX2BgYEAAHNzc4nrYhhpkyz1AMP8olq3bg0AiIyMlHMk4uNPZ7l06VKZ57Zs2RKTJk0CpVTgwffz88I8unTpgg0bNogVuzjtCfOQdxxMxdGuXTs0b94clFJs3LgR586dE6uec+fOYceOHSCEoFevXqwzKKZu3bqBUooLFy5wo97iio6OxoULF0AIQdu2baUUIcNID0ulyDDFuH79Orp27Yrq1avj+fPnqFSpkrxDEtnRo0fh5OQEDQ0NpKWllXl+Wloanjx5wv0/pRQ2NjYghGDt2rVo3759mXXweDxoamqiZs2aMDY2FituZ2fnEo/l5+fj1KlTyMrKAqUUFhYW6Ny5M+rWrQsdHR1kZWXhy5cvuHv3Lu7duwdCCIyMjDBv3jyoqKhg1qxZQsVQOH0cj8dD586dMXjwYFSrVk2s11RYv379JK6DKR93797l9itQUlLCihUrsHDhQqGyAFFK8e+//2LRokXIycmBuro6QkNDpbag8Xfz9etXmJqaIicnB/369cOZM2fErmvAgAE4d+4cCCG4ffs2/vjjDylGyjBSIPKeogwjB5GRkfTYsWN0+/btdM2aNdzzr1+/plFRUTJpc/HixZQQQps0aULv3LkjkzZkaeLEiZQQQg0NDcWuozy25BaFg4MDJYTQ6tWr08uXL5d6bnBwMG3QoAHl8Xi0e/fuND8/X+h2xo8fTw0NDQW2+lZWVqadO3eme/bsobGxsZK+FKaC2LBhA/ce4PF4tGbNmnT+/Pn0xo0bNDU1VeDcnJwc+uzZM7plyxZqYWHBbTPP4/Ho4cOH5fQKfh3Tpk3jfp5jx46l2dnZIpXPysqi48eP5+r4888/ZRQpw0iGjZwzCu3QoUPYuHEjXr9+LfA8f4X9qlWrsG7dOgwdOhQuLi4wMjKSavvTpk3Df//9B0IIDAwMYG5uDk1NzTLLEUIQEBAg1VhE4e3tDQcHB+Tm5sLW1hZ+fn5i1cOfl9m4cWNUrlxZmiGKzNPTEw4ODtDW1kZQUJBQI5Bfv36FlZUVEhISsGPHDkybNk3o9vLy8hAQEIBTp07Bx8eHyzxDCAGPx0OXLl0wdOhQDBw4UO4/G0a2/v33XyxYsAC5ublF1iJoaGjAwMAA2dnZ+PHjh0D2D0opt9X8hAkTyjvsX05KSgqsra25DDJ169bFkiVL0K9fv1LvbsbGxuL8+fPYvHkz3rx5A0op9PX1ERQUBFNT03KKnmGExzrnjELKycnBsGHDuHmehd+mhXdZHDNmDDw8PEAIQbVq1RAYGCi1OZ2rV6/G+vXrkZeXx7UvzCJB+v/btEsrRdfcuXOFOi83NxfJyckICQlBWFgYF8eRI0fg4OAglVhKk5eXJ9MNVjp37ow7d+5gzpw52LJli9Dlli9fjvXr16NFixZ4/PixWG3n5eXB398fXl5eOHfuHBISEgAUvB+UlJTw559/YtiwYRg4cCD09fXFaoNRbM+ePcOCBQtw7dq1IsdK2oCnffv22LlzJ6ytrcsjxN/CmzdvYGNjg8+fP3M/d0IIGjdujCZNmsDQ0BBaWlpISEhAXFwcIiIiBDJRUUphYGAAX19fbm0Rwygc+QzYM0zpxowZw00p0NfXp2PGjKHOzs7c7Ui+rVu3Um1tbe5cS0tLkW91Fuf06dNcW/y6RXkUjlFShW+pC/vgx9GtWzepxREeHk7v3r1b5Hlvb29qZWVFlZWVqba2Nu3Vqxd98uSJ1Nrlq1SpEuXxeNTT01Okcl5eXpQQQnV1daUSR05ODr18+TIdM2YMrVSpksDvXFVVlfbo0YMePnyYJiUlSaU9RrFERETQ5cuX03bt2gl89xBCqJqaGm3SpAmdPXs2ffDggbxD/WXFxMTQ3r17F/nOLev7kBBCe/XqRT99+iTvl8AwpWKdc0bh3L59m/uytbe3p9+/f6eUUnr27NliO76xsbG0ffv23DE3NzeJY/jzzz+5+hwcHOjNmzfpx48faWJiotAPaRHn4sDY2JguXryYpqenS9z+t2/faNeuXSmPx6M9evQQOHb8+HGqpKQk8AeQx+NRdXV1ev78eYnbLkxDQ0Os3+/OnTspIYRqa2tLNR5KCzrqvr6+xXbU1dTUaN++femRI0docnKy1NtmFENCQgL9/PkzjYuLo7m5ufIO57cSEBBA+/fvTzU0NEr9PjQwMKDOzs7sgompMNi0Fkbh8Keq1KhRA5GRkdwc73PnzmHAgAHFThlJT09HvXr18O3bN3Tt2hVXr16VKAZjY2PExcVh4MCBOHXqlER1SYo/77ssPB4PampqMDIyQp06daTSdn5+Ppo3b47nz5+DUoq6devi1atXAAp2JDUxMeG2v65WrRp0dHS44wYGBoiMjJTafGwrKytERESI9PullKJVq1YIDg5Gq1at8PDhQ6nEUpycnBz4+fnh1KlTOHfuHJKSkgAU3HJXU1ND9+7dMWzYMAwfPlxmMTDM7ygzMxNBQUGIjIxEfHw8srKyoKWlherVq8PS0hKWlpYy27eAYWRCvtcGDFOUmZkZ5fF4dPny5QLPlzRyzrdy5Upu1FhSWlpalMfj0UOHDklcV0V29OhR7mduZWVFjx8/zh3z9vbmjnXv3p2bTnTq1CnudvLff/8ttViWLl3Ktbdx48Yyz8/Pz6fTp0/nymzdulVqsZQlOzub+vr60vHjx1MjIyNuBE9JSancYmAYhmEqJrYJEaNw+NszW1pailTOwsICALjFepLg7wyak5MjcV0VGT+XsImJCe7fv48RI0Zwx86ePcv9e/ny5VBRUQEADB48GIMGDQKlFBcvXpRaLHPmzIGhoSEAYMmSJejevTvOnDlTZEOST58+4ciRI2jdujX27NkDQggsLCwwdepUqcVSluzsbKSmpiI1NRXZ2dklLhhkGIZhmJ8pyzsAhvmZmpoasrKykJ2dLVK59PR0AIC2trbEMQwcOBB///03fHx8FDIF2qtXr/DkyRPExsYiJSUFy5cvB1CQyUBNTQ21atWSSjtPnjwBIQTjx4+HlpaWwLErV64AAAwNDYtsUNS5c2ecPn0ab9++lUoc/HYuXLiArl27Ii0tDf7+/vD39wdQsEGMhoYGMjIyiqSyq169Oq5cuQJ1dXWpxVKcpKQknD9/Ht7e3vDz80NWVhYXAwDo6emhb9++Mo2BYaStefPmMqmXEIKgoCCZ1M0wFZ58B+4ZpqimTZtSHo9Hp0yZIvB8WdNahgwZQgkhtHnz5hLH8P37d1q1alXK4/Ho9u3bJa5PWg4ePMhtblL4wbdy5UqqpKRER4wYQWNiYiRuj78I8+cMKUFBQdzvYvjw4UXK8TOkqKqqShzDz8LCwqitra1QC2OdnJxoXFyc1GPg+/79O3Vzc6P29vZUTU2tSHaISpUq0TFjxtCLFy9KJYsQw5Q3cbJFCZNNSpoZrRjmV8NGzhmF061bNzx79gweHh5YsGCBUJtE3Lp1C2fOnAEhBF27dpU4BkNDQ5w/fx69e/fGvHnzcPLkSQwfPhwNGzaEgYEBN4WjNE2aNJE4Dr6y8r7zffjwAfn5+fDy8sKtW7ckzvvO4/GKtAdAYFOj4n7eX758AQChNmwSlaWlJfz9/fH06VP4+vriwYMHiImJQWJiIgwMDFCtWjV06NABgwYNQu3ataXe/tevX3HmzBl4e3vj9u3byM/PB/C/n1GlSpXQv39/DBkyBF27doWyMvuaZSq2nz//DMPIFvurwSicGTNmYNeuXcjIyEC3bt3g7e1dakfX09MTU6ZMQX5+PlRVVTFlyhSJY+DPOc/OzgalFA8fPhQp0wchBLm5uRLHwTdx4kRujreenh769+8PQggOHz4scF6TJk2gpaWFtLQ0REdHo1+/fggJCRHqYqI4JiYmiIyMFNjEAwAuXLjA/dve3r5IOX42FTMzM7HaFYa1tXW5be7y8eNHeHt7w9vbGw8fPuQ6K/z/Vq5cmeuQ29jYsA4588vgX3wyDFOO5DhqzzAl2r17N3frU0lJibZu3Zp26NCBe27JkiV09OjRtE6dOgK3STds2CCV9sXJLS6rTYjkmfd9ypQplBBCq1atSt+/f08ppfTy5ctc3W3bti1S5vDhw9zxOXPmiN22vEVGRtK///6btmjRotgNTYyMjOjEiRPptWvXWH5rhmEYRmpYnnNGYbm4uGDRokXIyckpNUct/f9t6v/66y+sWbNGKm07OztLXMehQ4ekEIl8874/e/YMzZs3B6UUmpqaaNiwIZ4+fYrc3FwQQuDu7g5HR0cAwKVLl7B7925cvXoVlFKoqKjg2bNnXBadioSfUx0QvKVvZGSEgQMHYvDgwejSpQs37YdhGIZhpIXde2UU1uzZs2FnZ4eNGzfCx8cHaWlpRc5RUVGBvb09Fi9ejHbt2kmtbWl1rKXh9u3bIITA2dlZ6DncmpqamDBhAtasWYPQ0FCx227SpAk2bdqE+fPnIy0tDUFBQVxntX///lzHnB8nP4MLAGzdulUmHfPw8HAcPHgQDx8+RHx8PHJycoS69U4IETp7TOFpPLq6uujTpw+GDBmCTp06cR3y1NRUseLX1dUVqxzD/CpSUlJw8uRJjBs3Tt6hMIxCYp1zRqFZWlrCw8MDeXl5eP78OT5//ozk5GRoamrC2NgYzZo1k3mKPHmTd973uXPnokmTJti9ezciIyNhaGiIYcOGFZnb36BBAwAFo84bNmxAjx49JGq3OP/++y/mz58v8jxY/t0VUfDPT0lJwfHjx3H8+HGRypdUpzTXIjCMvIWGhuL48eOIjIxEeno68vLyiiwgpZQiJycHmZmZSEpKwsePH5Gfn8865wxTAtY5ZyoEJSWlcl0AqEgUIe97165dy8yC06tXL0RERHCd9MePH2Pfvn1wc3OTuH0ACAoKwty5c4v84dfS0pLZAkw26+/3tWPHDpnVPXPmTJnVXZ62bNmCxYsXC/05oSVkmWIYRhDrnDO/tfPnz3P/LrxBTOHnxSWtDWdq166N58+f4/79+xg1apTQ5fjzzOvUqSOVOMpSpUoVqKmpYc+ePXBzc8OzZ88AQGqd8x07dnAj4P369cOKFStgZWUFJSUlqdRfWKdOnVjn4Tc3e/Zsmb0HfoXO+fPnz7Fo0SKRL2AJIbCzs0O3bt1kFBnDVHysc87IjTQ6wCURtmPMT0n483QD/vPikub0BUXI+16W+/fvY9++fTh16hQyMjIAiDeVpDQ3b94EIQRt2rSBt7e3TDvPN2/elFndTMUhizsnv8pFn6urK/cZHzBgABYtWgRTU1MsXboU+/fvx+TJk7Fu3TokJibi6dOncHFxwZ07dwAUfKfNnTtXzq+AYRQXy9bCyA2Px5PJHypROsb8xX0/ZzyRNAtHcRlUxPXp0ydYWFggKysLZmZmXN73krK18PO+JyUlQVVVFS9fvpTJ6HliYiI8PDzg5uZWbGYTHo8HGxsbgQ2LJKGhoYHs7Gzs3r0bkydPlkqdDFMSd3d3mdU9evRomdVdXqysrBAeHg5ra2sEBwdzz3t7e2PIkCGoX78+Xr58yT1PKcWYMWNw5MgRqKqqIjIyUiabhDHMr4CNnDNyJe9rw5UrV4r0vDzUqlULW7ZswfTp0/Hu3Ts0b94cLVq0gKqqKnfO0qVLER0djcDAQERFRXEjWqtXr5Z6x/z27dvYt28fvL29kZWVVeR3WL9+fTg5OcHJyQk1a9aUWruVKlVCTEwMKleuLLU6GaYkv0IHWpaio6NBCMHw4cMFnm/RogUA4PXr14iLi4OhoSGAggGLvXv3ws/PD7GxsXB1dcU///xT7nEzTEXAOueM3ChCB7gidM4BYOrUqcjOzubyvj958gTA/26Rb9y4kTu3cN73RYsWSaX9+Ph4uLu7w83NDa9eveLa4dPT08OwYcMwevRoqaa0LMza2hpXr15FeHg4hgwZIpM2GIYRTkpKCgAUmWZXp04daGpqIiMjA0+fPhWYVqeuro6RI0di27ZtCAwMLNd4GaYiYZ1zRm4UrQOs6OSR9/3GjRvYt28fzp49y2WL+XmknBCCmJgYgZF8WXB2dsaVK1fg5uaGuXPnsnzhTIWUlJQEPT09eYchMT09Pfz48aPYY+bm5ggLC8OLFy+KrHnhp4R98+aNzGNkmIqKdc4ZpgIpj7zv379/x6FDh7B//35u057CHXJra2s4OTnh8+fP2LZtGwDIvGMOAEOGDIGnpyd8fHzQp08fuLu7l1smGoYpzosXL0TK7/3s2TNcuXIFSUlJcopYeqpVq4YfP37g3bt3RY7VrVsXYWFheP78eZFj/O+KX+FnwDCywjrnDFMBySLvu5+fH9zc3HDhwgXk5OQA+F+nvHr16hg5ciScnJy4ka/CU2nKg5+fH5ydnfHixQvcvn0bdevWRbNmzdCoUSPo6ekJleucfzHBMJIIDw+Hk5MTnj59Ku9Q5KZDhw4ICwuDp6cnFixYILCIvkGDBqCUFjt1JSwsDEDB/g0MwxSPZWthFM6tW7ckrqNTp05SiOT3YWZmho8fPwL4X4dcW1sbAwYMwKhRo2Bra1sks87GjRuxZMkSqWamKc3P2X3ESdVYHnEyv7aUlBQ0aNAA3759E2tBu5WVFUJDQ2UQWfm6efMmbGxsQAhB7969sXXrVtStWxcAcPnyZfTq1QuEEBw8eJBbXPvmzRu0bt0aSUlJaNasGbd2hmEYQWzknFE4Xbp0UZgc4+XJwMBAJvUSQhAfH1/qOR8+fAAhBPr6+ujRowcGDhyInj17SjxFRtqKmzYgrF8lvzQjX66urvj69SsIIdDT04ODgwNMTU1x8uRJBAUFoXv37ujatSuX39vPzw/Z2dkghODChQvo2bOnvF+CVHTp0gVdu3aFv78/Ll68iIsXL+LKlSvcBkO1a9dGVFQUxo0bBw8PD2hra+PGjRtITU3lNhJjGKZ4rHPOKKTf8YZOYmIiCCFSf+2idErT09Px4cMHPH78GNWqVZNZ5hVx3LhxQ94hMAwuX74MANDX10dISAhMTEwAAJqamnjy5AkyMjIENtgJCwvDgAED8PbtW8ydOxe2tra/zJSOU6dOoV+/frh16xYIIahevTqAgml3+/btQ69evZCXl1dkUy8zMzPMnj27/ANmmAqCTWthFM6cOXPKPIe/wCosLAzh4eEAgNatW2PNmjXg8XiwtbWVdZhSV6dOHYlHdymliIqK4urhT/0oazrH4MGDcfHiRW6Ej8/IyAjDhw+Ho6Mjl7+Yr7yntTCMIqhWrRpiY2MxY8YMuLi4cM+HhIRw+w+kpKRARUWFO/bs2TO0bNkSeXl52L9/P5ydneUQuexcvHgRp0+fhqurq8DdtmvXrmH69Ol4/fo191z37t2xf/9+1KhRQx6hMkyFwDrnTIUXEREBR0dHhIaGYvz48di7d6+8Q5KLt2/fYvz48QgMDORG4HV1dbFp0yZMnDixzPIJCQk4ceIE3N3d8fjxY+55fmfdwsICo0aNwsiRI2FiYlJhOueZmZmIjY0FAG6Uk2HEpa6ujpycHBw+fBijRo3ins/KyoKWlhYopXj06FGRi9lBgwbBx8cHPXv2xMWLF8s7bLl6/fo14uPjUadOHVStWlXe4TCMwpNsj3KGUQCNGjWCr68v9PX1sX//fly5ckXeIZUrSim2bt2Kpk2bcreXKaXo3bs3wsPDheqYAwU7cE6dOhUPHz5EREQEFi5ciOrVq4NSCkopIiMjsWzZMpiZmaFz584ym2YyduxYjB07VmqZMK5evYo6derAzMxMKvUxvzd+KkBtbW2B59XU1LiLv4iIiCLl/vzzTwAoNr3gr65evXpo27Yt65gzjJBY55z5JVStWhXOzs6glMLV1VXe4ZSbsLAwtG3bFgsXLkR6ejoopahcuTKOHTuG8+fPi33ruEGDBtiwYQOioqJw5coVjBgxAurq6qCUIj8/H3fu3MG1a9e48z09PZGRkSGV13T48GG4u7sjKiqq1PNsbGxga2uLe/fuCVUvu0nISEPlypUBAHFxcUWOmZubA/hfusDCjIyMSizHMAxTGFsQyvwymjdvDgB49OiRTOp/9eoVnjx5gtjYWKSkpGD58uUACtKDqampoVatWjJptzi5ublYt24dNmzYgJycHK7jOWLECOzYsYPrQEiKx+OhW7du6NatG5KTk+Hl5QUPDw/cvXsXwP+mvIwcORKampro06cPRowYgR49egiVd1wSN2/eBCGEdXaYctWsWTNERUXh5s2bmDBhgsCxevXqISAgoNgUgdHR0QCA/Pz8colTWtasWcP9e8WKFcU+Ly4lJSVoaWmhZs2aaNOmTbl+hzKMQqMM84vYs2cPJYRQdXV1qdZ78OBBamFhQXk8nsCDb+XKlVRJSYmOGDGCxsTESLXt4jx8+JA2btyY8ng8SgihhBBas2ZNeuHCBZm3zffmzRu6bNkyWqdOHS4GQgj3szEwMKDjx4+nAQEBItfNr+fcuXNSOe/s2bPcuQwjKVdXV0oIocrKyvTkyZMCx9zc3CghhKqqqtL3798LHGvRogUlhNA6deqUY7SSK/y5Lul5aT0cHR1pZmamnF4pwygONq2F+SVQSnHkyBEABdkUpCEnJwcDBw7E+PHj8fr1a27uNf1pesSHDx+Qn58PLy8vNG/enNvyXtoyMzMxb948tG/fHhEREVwmlokTJyIiIgK9e/eWSbvFMTc3x9q1a/H+/Xtcv34dTk5O3GI4SikSExNx8OBBdOvWrdxiYpjy4OTkBCMjI+Tn52P48OHo2LEjlzGqX79+UFVVRW5uLuzs7HDkyBH4+PigR48eCA4OBiGkQm6Q9vN3XuHnpfk4fvw41q5dW86vjmEUD5vWwlRo+fn5CA0NxerVq/HgwQMQQqSWRnHi2ad2iwAAL/xJREFUxIk4e/YsAEBPTw/9+/cHIQSHDx8WOK9JkybQ0tJCWloaoqOj0a9fP4SEhAikUpPUjRs3MGHCBLx//577Q1m3bl24ubmhc+fOUmtHHF26dEGXLl2we/dunD59Gu7u7ggMDGRzvJlfkoaGBk6cOIGePXsiKysL9+7dQ0pKCgCgSpUqmDNnDjZu3Ih3795hzJgxAmWVlZUFcqBXBCUt/JbGgvD8/HykpKTg+fPn+Pvvv5GRkYFjx45h3bp1EtfNMBVaeQzPM4woKlWqJNRDR0eHKikpcbdECSFURUWFhoWFSRzD7du3udu29vb29Pv375TSkqdIxMbG0vbt23PH3NzcJI6BUkqTk5PphAkTBF6jsrIyXbBgAc3IyJBKG7Lw8eNHumbNGlqvXj2Ry7JpLUxF8PLlSzpo0CCqoaFBY2Njuefz8vKok5OTwHQv/nQ7Dw8POUas2ObOnctNCWKY3x0bOWcUjrg7ZfJ4POzYsQOWlpYSx7B//34AQPXq1eHt7Q1NTc1Sz69SpQr8/PxQr149fPv2DadOncL48eMliuHChQuYOnUqoqOjuZ+FlZUVDhw4gJYtW0pUt6yZmJhg+fLl3KJZhvnVWFhY4PTp08jIyICGhgb3PI/Hg7u7OyZPnoyLFy8iPj4epqamGDFiBMuzXwolJSUAgK6urpwjYRj5Y51zRuGYmJgItVMmj8eDmpoajIyM0Lp1azg7O6Nhw4ZSieH27dsghMDZ2bnMjjmfpqYmJkyYgDVr1iA0NFTstuPi4jBjxgycPHkSQMG8TlVVVfz1119YsmSJzLOgMAwjvMId88LatWuHdu3alXM0Fcfr169Rr1497v8dHR1RpUoVpKamyjEqhlEM7K88o3A+fPgg7xDw9etXABB5FN7CwgJAwW6b4jh27BjmzJmD+Ph4brS8bdu2OHDggNQuPBiGYaQlKysL169fR2RkJNLT05GXl1fkrielFDk5OcjMzERSUhKePXuG4OBg5OTkcOc0adIETZo0Ke/wGUYhsc45wxRDTU0NWVlZyM7OFqlceno6gKK7Bwqjd+/euHz5MveHjRCC0aNHY+bMmcjJycGzZ89ErpOP/dFjGNEU/rwV/vxI8jksrr6KLDAwEA4ODvj27ZtI5ej/Z5piGKZ4rHPOMMWoXbs2nj9/jvv372PUqFFCl7t69SoAoE6dOiK36evrC0KIwB8td3d3uLu7i1xXYYQQ5ObmSlQHw/xurK2tuc9j4c8P/3lx/Sqfx9jYWPTt2xepqakirw/S1NSUWlYthvkVsTznDFOMbt26gVIKDw8PvH//Xqgyt27dwpkzZ0AIQdeuXcVql0o5bzD/wTCM6Er6/LDPI7Bnzx4uhWSdOnWwceNGnDx5Era2tiCEYPDgwTh9+jT279+P6dOnc7sWE0Lg7e2Nc+fOyTN8hlFobOScUVhXrlyBm5sbHj58iPj4eIFt6ksjjZGpGTNmYNeuXcjIyEC3bt3g7e1d6q1oT09PTJkyBfn5+VBVVcWUKVNEbnP06NGShPzL8fT0xNOnTyU+7+XLl9ILivltlPR5ZJ/TAn5+fgAKNn0LCQmBnp4eACA5ORkBAQGIiorCwIEDufOXLl2KPn36ICgoCGPHjsXLly+ho6Mjl9gZRtER+qtcxjO/lPnz52P79u3c/4vyNiWEIC8vT+IY9uzZg+nTp3O3tlu0aAFVVVXcvXsXhBAsWrQI0dHRCAwMRFRUFDeP8u+//8aiRYskbv93xePxpD4flf+7kcb7gmEYwNjYGHFxcVi0aBH+/vtv7vnw8HBYWVlBSUkJSUlJAtmuoqKi0LBhQ2RmZmL79u2YOXOmPEJnGIXHOueMwgkICICdnR2X65wQgho1akBPT0/oNIIhISFSicXFxQWLFi1CTk5OqR1Gfpx//fUX1qxZI5W2f1c8nmxm27HOOcNIj5qaGnJzc3H06FGMGDGCez43NxeamprIy8vDnTt3iqSTHD16NI4cOQJbW1tcu3atvMNmmAqBTWthFI6rqyv37xkzZmDVqlWoVKmSXGKZPXs27OzssHHjRvj4+CAtLa3IOSoqKrC3t8fixYtZXmMpWLlypbxDYBimDBoaGkhJSYGamprA88rKyqhTpw7evn2LFy9eFPlObNeuHY4cOYKIiIjyDJdhKhTWOWcUzr1790AIQffu3fHvv//KOxxYWlrCw8MDeXl5eP78OT5//ozk5GRoamrC2NgYzZo1g7q6urzD/GWwzjnDKL4qVaogJSWl2DSKdevWxdu3bxEWFlbkGH+g5cePHzKPkWEqKtY5ZxROfHw8AGDw4MFyjkSQkpISrK2tYW1tLe9QGIaRMf528tL2q6RSbNWqFd6+fYvLly9j6tSpAsfq16+PK1eu4OHDh0XKffz4EQBYnnOGKQVLpcgonCpVqgAAtLS05BwJwzC/K1mlNf1Vlnn16tULQMH+DJs3bxZ4Xa1atQIAPHz4UGD9T1ZWFvbv3w8AqFWrVjlGyzAVC1sQyiicQYMG4ezZs5g3bx42bdok07bOnz8vs7r79u0rs7oZhpGtLl26lDq6+/DhQ2RlZYFSCj09PbRp0wZ169aFjo4OsrKy8OXLF9y/fx+fP38GIQRGRkYYPnw4AAhkoqqo8vLyUL9+fXz48AEAYGJiglOnTqFly5ZISUlBjRo1kJaWBgMDA8ycORPa2tpwd3fHs2fPQAjBpEmTsGfPHvm+CIZRUKxzziica9euoXv37tDX10dERASqVq0qs7ZkkbYP+HVuXTMMU9TixYuxadMm6OjoYOPGjXB2di6yMJLPx8cHU6dORWxsLEaPHo2DBw+Wc7Sy8/z5c9jY2CA+Ph6EEDx69AgtWrQAUHABMm/evCLfr5RSaGtr4+nTpzAzM5NH2Ayj8Ni0Fkbh2NnZYfr06UhMTIStrS1u3bol0/bYrWuGYYR19epVbNq0CSoqKrh69SomT55cYsccAAYMGIDr169DQ0MD7u7uOH78eDlGK1tWVlZ4+fIl5s6di1q1agl0tufMmYPly5eDx+MJfC9WqVIFPj4+rGPOMKVgI+eMwtm3bx+AghzjL1++BCEElStXRsOGDYXKdc7fHloYq1evljjekrCsIwzz6+nZsyeuXLmCCRMmYO/evUKXmzNnDv7991906NBB5gMOiuTz58+4fPky4uPjYWpqil69ekFbW1veYTGMQmOdc0bh/DzVhP8WFWX6CdtshmEYWTAyMkJ8fDyOHDkCBwcHoct5enrCwcEBenp6SEhIkGGEDMNUdCyVIqOQirtmFPY6kqXoYhhGVpKTkwEAOTk5IpVLSUkBUJCx5HeRlZVV6pQfhmGKxzrnjMJ5//69vENgGIYplomJCd6+fYtLly5h9OjRQpfz9PQEANSrV09WoZWLpKQk7N+/H6amphg4cGCp565fvx5Hjx6Fk5MTZs2aJbednhmmomHTWhimGNKYE9qpUycpRMIwjCKZOXMmdu3aBUIIjh07xqVHLM2mTZuwePFiEEKwfPlyrFq1SvaByoC7uzvmzZuHhIQEDB48GF5eXqWe36FDB27HZ11dXezevVukqUAM87tinXOGKYakKRZZKkWG+TV9/PgRjRo1QmZmJgghGDduHCZNmoRmzZoJfGfk5eXh3r172L59O86dOwdKKapVq4bw8HDo6+vL7wWIadmyZfjnn38AFEwxNDY2xtevX0s8PycnB1WrVhWYX08IwZo1a/DXX3/JPF6GqchY55z55QQEBMDW1laiOng8ybKMEkLYolSG+UVduHABgwYNQm5uLtch19DQQPXq1aGhoYH09HR8/vwZ2dnZAAo6szo6Orh16xaaNm0qz9DF4uHhgTFjxoAQAkop2rVrh1mzZmHo0KGllsvNzYWfnx82btyI27dvAyj4bjx16lSZU2IY5nfGOueMwvr27Rt8fHwQGRmJ9PR05OXlFVkUSilFTk4OMjMzkZSUhOfPnyMuLk7iUes5c+aUeQ6/zbCwMISHhwMAWrdujTVr1oDH40l8gcAwjOLy9/fHzJkz8fLlS+45fkf95++pTp06Ye/evbCwsCjXGKUhJSUFZmZmiI+Ph4qKCnbv3o3x48eLXM+2bduwYMECUEpRtWpVvH//ni0WZZgSsM45o5C8vLwwfvx4pKeni1SOUiqXUeuIiAg4OjoiNDQU48ePFyn/McMwFVNubi4uXrwIX19fPHjwADExMUhMTISBgQGqVauGDh06YNCgQejcubO8QxWbq6srpk6dCkII9u7dK1bHnG/VqlVYs2YNCCE4cOAAxowZI71AGeYXwjrnjML58OEDLCwsRE5VRghB/fr1YWdnhx07dsgoupJ9+/YNlpaWSExMxKVLl2Bvb1/uMTAMw0hT3759cfHiRTRt2hQhISES1ZWbmwtTU1NER0ejf//+Qm8WxzC/G8km1jKMDOzevRs5OTkghKBt27bw8vLCo0ePMHjwYBBC4OTkhCdPnsDf3x9btmxB3bp1ubLLly+XS8ccAKpWrQpnZ2dQSuHq6iqXGBiGYaTp6dOnIIRIZY64srIyhg4dCkopgoODpRAdw/yaWOecUTjXr18HAJibmyMwMBBDhgxBy5Yt0b9/f1BKERISgubNm8PGxgZz585FaGgounXrBkoppk2bhu/fv8st9ubNmwMAHj16JLcYGIZRXAEBAfIOQSRxcXEApJefnb8gNjY2Vir1McyviG1CxCicqKgoEELg6OgIFRUV7vlWrVoBAMLDw5GcnAxdXV0ABVkSTpw4AXNzcyQlJcHNzQ1Lly6VS+xJSUkAwLbnZphfnDwXrJcn/mtSUlKSSn1aWloAwLJZMUwpWOecUTj8Dm6DBg0Enjc3N4eamhqys7Px9OlTgU1+KlWqhOHDh8PV1RVXr16VS+ecUoojR44AAKpVq1bu7TMMUz4kXbBekRgaGiI6OrrUnOai+PbtGwBAT09PKvUxzK+ITWthFI62tjaAoiM1PB4PZmZmAAqyo/yMP6UkMjJSxhEKys/PR0hICAYMGIAHDx6AEMLSKDLML+rDhw9wcnJCWloaKKVCPwDAwsIC06ZNk/MrEE3jxo0BAHfv3pVKfYGBgQAKBlsYhikeGzlnFI6xsTGSkpLw6dOnIsfMzc3x8uVLhIWFFTnG79QnJiZKHIOBgYFQ5+Xm5iI9PV3gdraSkhJmz54tcQwMwyiewgvW27Rpgzlz5sDU1BSbNm2Ct7c3Ro0ahZkzZyIxMRFPnz6Fq6sr3rx5A6BgwXpF276+W7duuHr1Ki5cuIBv376hatWqYtcVHR2NCxcucIv9GYYpHhs5ZxROu3btQCmFj49PkWMWFhaglBY7ivP69WsABRkBJJWYmIikpCQkJiaW+khNTUV+fj43Osbj8bBjxw5YWlpKHAPDMIqnIi9YF8fw4cOhqqqKrKwsTJ06VaK6pk2bhqysLADA4MGDpREew/ySWOecUTj9+/cHANy5cwfTpk1DcnIyd4w/2vLs2TP4+flxz8fFxcHV1RWEEJiamkocg4mJCUxMTFC7du1SH6ampmjQoAE6deqE+fPn4/nz55g8ebLE7TMMo5iEXbDOx1+wrq+vj+TkZLi5uZV7zJKoVq0axo8fD0opzp07h3Hjxom8B0V2djYmTJiAc+fOgRCCzp07448//pBRxAxT8bFNiBiF1KJFC4SEhIAQAk1NTfj6+qJjx47IysqCiYkJ4uLioKamhhEjRkBbWxtnzpzBly9fQAjBvHnzsGnTJnm/BIZhfkGqqqrIy8vDiRMnMHToUO75/Px8aGlpITs7Gzdu3BBYsA4AU6dOhaurKzp27MjNu64oUlJSYG1tjQ8fPgAA6tatiyVLlqBfv36oVKlSieViY2Nx/vx5bN68GW/evAGlFPr6+ggKCpLKIArD/KrYnHNGIZ07dw42NjZ48+YN0tPTubSJampq2L59OxwdHZGVlYXDhw8LlKtSpQrmz58vh4gZhvkdaGtrIykpqcQF6y9fvkRERESRzrm8FqxLg46ODq5evQobGxt8/vwZb968wbhx4zB+/Hg0btwYTZo0gaGhIbS0tJCQkIC4uDhEREQgPDycq4NSCgMDA/j6+rKOOcOUgXXOGYVUs2ZNhIWFYd++fTh9+rTAyn4HBwdkZWVh7ty5XNpFAGjUqBFOnDgBIyMjeYTMMMxvQBEWrMtD3bp18eTJE4wbNw6XLl0CUNDhfv78OZ4/f15smcI35nv27AlXV1fUrFmzXOJlmIqMzTlnFJaqqiqmT5+Omzdvcn/Y+JydnREdHY2rV6/i+PHjuH//Pp4/fw4rKys5RcswzO9AERasy4uRkREuXLgAf39/9OvXD+rq6qWmj6xUqRLGjBmD+/fv4+LFi6xjzjBCYnPOGYUzZ84c5OXlwdnZGc2aNZNrLFeuXIGbmxsePnyI+Ph45OTkFNkFsDiEkAq1CyDDMMI5f/48+vfvD0IIJk+ejH/++Yebduft7Y0hQ4aAEILLly+jW7duAAoWrDdt2hTfvn1Do0aNShxprmgyMzMRFBSEyMhIxMfHIysrC1paWqhevTosLS1haWlZ4TZdYhhFwDrnjMKpW7cu3r9/j969e+PcuXNyi2P+/PnYvn079/+ifFQIIWx7aob5RbEF6wzDyBLrnDMKR1NTE1lZWdi/fz+cnZ3lEkNAQADs7OxACOG23K5Rowb09PSEvi0dEhIi4ygZhpGHz58/cwvWCSEIDg5G06ZNAQDHjx+Ho6NjkRFjSimMjIzw7Nkzti6GYZhSVdzJb8wvS1dXF9+/fxc5l640ubq6cv+eMWMGVq1aVWrKMIZhfh9swTrDMLLERs4ZhTN37ly4uLjAysoKd+/eLbIYtDzUqFED3759Q/fu3eHr61vu7TMMU7FlZGTgzp07iI+Ph6mpKVq3bs3mXzMMIxTWOWcUTlZWFgYOHIjLly+jXr16mDVrFjp27IgGDRoI7MgnS+rq6sjJyYGbmxvGjh1bLm0yDMMwDMOwaS2MwnF2doaOjg7U1dXx+vVrzJgxgzumrq4ONTW1UssTQhAfHy9RDFWqVEF0dDS0tLQkqodhGIYvODgYM2fOxJ07d+QdCsMwCox1zhmF4+npyd3+5S/I5MvIyEBGRkap5aVx67h169Y4e/YsgoKCMGzYMInrYximYsvIyMC7d++QmZkJc3Nz6OvrC102Pj4eS5cuxcGDB5Gfny+7IBmG+SWwaS2MwqlTp47EHez3799LVP7atWvo3r079PX1ERERgapVq0pUH8MwFVNERATWrFmDM2fOcOlReTwe7OzssHnzZlhaWpZYllKKPXv2YMWKFUhMTOQyP7E0qwzDlIZ1zhmmBDNnzsSuXbvQsGFD/Pfff+jUqZO8Q2IYphxdvHgRDg4OSEtLK7LPASEEGhoa8PX1Lfa74fbt25g+fTrCwsK4TjmlFGZmZnjz5k15vQSGYSog1jlnmGLs27cPAODi4oKXL1+CEILKlSujYcOGQuU6J4TA29u7PEJlGEYGvn//DgsLCyQmJgIAlJSU0LhxYxBC8OLFC2RlZQEAjI2N8fr1ay6rVGZmJhYtWoTdu3dzHXpKKTQ1NbFkyRLMnz+/zHUzDMP83ljnnGGKwePxBKbW8D8moky3YbeuGabiWrlyJdauXQtCCDp06ICjR4+iVq1aAArmkM+ZMwdHjx4FIQSbN2/G3Llz8fXrV/Tp0wchISECI+0jRozApk2bUKNGDXm9HIZhKhDWOWcqhGfPnpV6XFNTE3Xr1pVaezweT6LybF4pw1Rsf/75JwIDA2FsbIzIyEjo6uoWOadz5864ffs22rZti0uXLqFly5b48OEDgIILemtra+zcuRPt27cv5+gZhqnIWLYWRmG8ePEChw8fRoMGDeDs7CxwzNrautRRayUlJTx8+BDNmjWTSiySLihlGKZie/PmDQghGDFiRLEdc6BgXcrt27cRHByM6dOnc98bWlpaWLduHWbMmCHxhT7DML8fNnLOyF1GRgYWL16MPXv2ID8/H7a2tvDz8xM4R5g/cNbW1nj8+DGUlJRkFSrDML8JLS0tZGZm4uDBgxg9enSx53z69Am1a9fmBg4opWjdujWOHz8OMzOz8gyXYZhfCBs5Z+QqJycH/fr1Q0BAADdHMyIigstuUBghBF26dIGJiYnA8xcvXkR8fDxCQ0Nx9OjREv+QMgzDCCszMxMASs1nbmhoKPD/w4YNg4eHR7ntZMwwzK+Jdc4ZuVq5ciX8/f0BANWqVcOGDRswbNiwEqewzJo1C3379hV4LiAgAN27dwelFFu3blWIznlAQABsbW3lHQbDMGLiDxCUNp1OQ0OD+7eFhQWOHDlSZiYnhmGYsrBvEUZuYmNjsWPHDhBCYG5ujsDAQFSrVk3kemxtbTFy5EgcOXIE4eHhuH//Ptq1ayeVGL99+wYfHx9ERkYiPT0deXl5RfIdU0qRk5ODzMxMJCUl4fnz54iLi0Nubq5UYmAYRvFNnDiRdcwZhpEK9k3CyM3p06eRnp4OQgj2798vVsecb/Xq1Th69CgAwM/PTyqdcy8vL4wfPx7p6ekilStuSg7DML+2n6fbMQzDiIstI2fk5tq1awCAli1bSrz7Zp06ddC2bVtQShEYGChxbB8+fICTkxO3M6CwD6Dg9va0adMkjoFhmIqDjZozDCMtrHPOyE14eDgIIejZs6dU6uvWrRsA4OPHjxLXtXv3buTk5IAQgrZt28LLywuPHj3C4MGDQQiBk5MTnjx5An9/f2zZskUgx/ry5cuxY8cOiWNgGIZhGOb3wzrnjNx8//4dQMGotzTwbyvHxsZKXNf169cBgJsLP2TIELRs2RL9+/cHpRQhISFo3rw5bGxsMHfuXISGhqJbt26glGLatGnca2MYhmEYhhEFuw/HyE1aWhqAgt09y/L48WMAKHUXUHV1dQCQykLMqKgoEELg6OgokBatVatWAApG/ZOTk7nNSTQ0NHDixAmYm5sjKSkJbm5uWLp0qcRxMAwjX56ennj69KnUzgOAFStWSBYUwzC/NNY5Z+RGR0cHiYmJQo0yt2jRosxzPn36BKD0vMTCSkpKAgA0aNBA4Hlzc3OoqakhOzsbT58+FZgrX6lSJQwfPhyurq64evUq65wzzC/Ay8ur1OP8xd9lnVcY65wzDFMaNq2FkRtTU1MAQFhYmFTqe/78OQCgXr16Etelra0NAEV2G+XxeNzOfxEREUXKNW/eHAAQGRkpcQwMw8iXKIvBRVk0zjAMUxo2cs7ITbNmzRAcHIxLly5JXFd6ejrOnj0LQohU0igaGxsjKSmJG40vzNzcHC9fviz2ooLfqU9MTJQ4BoZh5GflypXyDoFhmN8U65wzctOrVy8cOHAAnz9/hru7u0Q7ex46dAhpaWkghKBfv34Sx9auXTtERkbCx8cHs2fPFjhmYWGBixcv4u7du0XKvX79GgBLq8YwFR3rnDMMIy9sWgsjN71790aNGjVAKcX8+fO5jq2oXr16hWXLloEQgqZNm+KPP/6QOLb+/fsDAO7cuYNp06YhOTmZO9a2bVsAwLNnz+Dn58c9HxcXB1dXVxBCuCk7DMMwDMMwomCdc0ZulJX/r727D6rquv4//jmAimbCF1FBbKAS0TFCVGqMWFMt0akpotE4FQKxyihNfWhsYjux6SjYZhqqbUydVGw0GoIPlHEErWgjGk0xUSuQFMEkLdE2gg80KBpAUOD8/uDHKQhcQK9y9b5fM8wc795n3XXPhMm6m33WcVNCQoIk6dKlSwoLC1N2dnanYuTm5mrSpEnWDZyJiYl2yW3atGkKCQmRaZpav369vvGNb1i5RUREqF+/fpIaivh58+ZpyZIlCgkJ0fnz5yVJ3//+9+2SBwAAcC6GyR0q6GIzZ85Uenq6DMOQYRh65plnNGfOHE2cONFqj3iz3NxcrV+/XsnJyaqrq5MkLViwQG+++abd8iouLtaTTz6poqIiGYahvLw8jRgxQpK0bds2Pffcc1anhkamacrb21v5+fny9va2Wy4AAMA5UJyjy9XU1OjZZ59VRkaGpP+1JnN3d9ewYcPk4+MjLy8vXb9+XefPn1dhYaEuX74sSVb3g+joaL377rtycbHvH4OuX7+ut956Szt27NCePXusGz6lhn3uL730krVqL0nDhg3T9u3b9eijj9o1DwAA4BwozuEwkpKStGLFCpWVlVmv3bwy3ajxP1sPDw+9+uqrWrx48V3J8WbXrl3TkSNHVFZWpoCAAD3++ONt5gwAANAeinM4lMrKSiUnJys1NVXHjh1r82mfI0aMUFRUlOLi4uTl5WX3PF588UXV1dUpNjZWISEhdo8PAADQGopzOKyqqiqdOnVKxcXFqqyslLu7u3x8fBQUFKTevXvf0fcODAzUmTNnFBERoV27dt3R9wIAAGhEcQ60olevXqqpqdHGjRsVGxvb1ekAAAAnQStFoBUeHh6SpBs3bnRxJgAAwJlQnAOtiI6Olmma+uMf/6iKioquTgcAADgJtrUAraipqdEzzzyjffv2afDgwVqyZIm+853vaOjQoerWrVtXpwcAAO5TFOdAK6Kjo1VfX6/du3erurq6WXtEd3d39ejRw+b5hmE0awkJAADQERTnQCtcXFyaFeSd/TUxDMN6cikAAEBHuXV1AoAj8vf352FCAADgrmPlHAAAAHAQdGsBAAAAHATFOQAAAOAg2HMOdFB+fr7N8V69eikwMPAuZQMAAO5H7DkHmvj000/1zjvvaOjQoYqNjW02dnMHl5u5urrq+PHjCgkJudNpAgCA+xTFOSDp2rVrWrZsmdatW6f6+npNnDhR+/fvbzbHxaX9XWAjR47UiRMn5OrqeqdSBQAA9zGKczi9GzduaMqUKTp48KDVz3zAgAE6e/Zss5XyxpXz7373u/L3928WY8+ePSorK5NhGNq0aZPmzJlzVz8DAAC4P1Ccw+m98sorSkxMlCT5+voqMTFRkZGR6t69e7N5jcV5enq6pk2b1mzs4MGDmjx5skzTVFBQULv70wEAAFpDtxY4tdLSUq1du1aGYSgwMFA5OTmaPXt2i8K8PRMnTlRMTIxM01RhYaGOHj16hzIGAAD3M4pzOLUdO3aoqqpKkrRx40b5+vrecqyVK1da22Bu3q8OAADQERTncGpZWVmSpMcee0zjx4+/rVgDBw5UaGioTNPUBx98YI/0AACAk6E4h1MrLCyUYRgKDw+3S7zvfe97kqT//Oc/dokHAACcC8U5nNp///tfSQ2r3vbQ2MWltLTULvEAAIBz4QmhcGqVlZWSGp7u2Z4TJ05Iks2ngLq7u0uSamtr7ZAdAABwNhTncGoPPvigysvLrRV0W0aNGtXunLNnz0qSPD09bzc1AADghNjWAqcWEBAgSSooKLBLvJMnT0qSBg8ebJd4AADAuVCcw6mFhITINE1lZmbedqyqqiplZGTIMAyNHTvWDtkBAABnQ3EOpzZlyhRJUnFxsZKTk28r1ubNm6097E8//fRt5wYAAJyPYZqm2dVJAF2ltrZWAQEBKikpUZ8+ffTRRx/d0paUf/7znxozZoyuXr2qESNGKC8v7w5kCwAA7nesnMOpubm5KSEhQZJ06dIlhYWFKTs7u1MxcnNzNWnSJF25ckWSlJiYaO80AQCAk6A4h9ObN2+eZsyYIdM0df78eYWFhWnWrFnKzMxUdXV1m+fl5uYqLi5OY8eOVUlJiQzD0IIFC6wHEQEAAHQW21oASTU1NXr22WeVkZEhSTIMQ1JD3/Jhw4bJx8dHXl5eun79us6fP6/CwkJdvnxZktT4KxQdHa13331XLi585wUAALeG4hxoIikpSStWrFBZWZn1WmOhfrPGXx0PDw+9+uqrWrx48V3JEQAA3L8ozoGbVFZWKjk5WampqTp27FibT/scMWKEoqKiFBcXJy8vr7ucJQAAuB9RnAM2VFVV6dSpUyouLlZlZaXc3d3l4+OjoKAg9e7du6vTAwAA9xmKcwAAAMBBcOcaAAAA4CAozgEAAAAHQXEOAAAAOAiKcwAAAMBBUJwDAAAADoLiHAAAAHAQFOcAAACAg6A4BwAAABwExTkA3IJz587p9ddf11NPPaWHHnpI7u7u6tmzp/z8/DR16lQlJSXp6tWrdzyPd955R4ZhyDAMvfHGGx0e64wTJ05ox44dt5coAKBDKM4BoBOuXr2qxYsXKyAgQEuXLtV7772nkpIS1dTUqLq6WsXFxdqzZ48WLlyohx9+WMnJyV2d8i2rqKjQokWLFBoaqoKCgq5OBwCcgltXJwAA94qioiJNnjxZp0+fliT16NFDU6dO1bhx4+Tr66u6ujr961//0s6dO5Wfn6+ysjLNnTtXn3/+uX7zm990cfadl5OTo3Xr1nV1GgDgVCjOAaADLl68qCeffFJnz56VJE2bNk1JSUkaMGBAi7nx8fF66623tGjRItXW1uq1117T4MGDFRsbe7fTBgDcY9jWAgAdMH/+fKswnzNnjjIyMlotzBv96Ec/arbqvHTpUl2+fPmO5wkAuLdRnANAO95//33t2bNHkhQYGKg//elPMgyj3fPi4uI0duxYSdLly5e1cePGO5onAODeR3EOAO1Yu3atdbxs2TL16NGjw+cuWbJE3t7emjlzpgICAtqcV1hYqMWLF+uRRx7Rgw8+qAceeEBDhgzRj3/8Y+Xn599W/p11+PBhGYahsLAw67WVK1danV8OHz6sN954w/p3fHx8uzHHjx8vwzDk4eGhqqoqSVJCQoIVo7y8XOXl5frFL36hIUOGqGfPnurdu7fCwsKUnJys+vr6dt+jsrJSv//97zV+/Hh5e3urR48eGjBggCIiIrRly5YOxQCALmcCANpUVVVluru7m5JMwzDMr776qlPn19fXtzv+y1/+0nR1dTUltfrj4uJiLlu2rNVYmzdvtuatWbOmw2O2HDp0qM1cJJmHDh0yL168aLq5uZmSzMDAQJvxzpw5YxqGYUoyY2Njrdfj4+OtmPn5+eagQYPafM9JkyaZFRUVbb7HkSNHTF9fX5t5P/bYY2ZxcXGHrwMAdAVuCAUAG3Jzc1VdXS1JCg4OVp8+fTp1fnvbX1588UX94Q9/kCR5enoqNjZWo0aNkiTl5eVp06ZNKi8vV2Jioqqqqqy5d1JwcLDS09NVUFCg5cuXS5IiIyMVFRVljfft21fh4eHavXu3ioqK9Pe//12PP/54q/G2bt0q0zQlNezXb82sWbP0xRdfyM/PTwsWLNDDDz+sTz/9VElJSSotLdWBAwcUERGh999/v8U1PXr0qCZNmqTq6moZhqGIiAiFh4fLy8tLX375pbZv3668vDzl5OToiSeeUF5ennr37m2vywUA9tXV3w4AwJFt3LjRWnmNiYmxa+x9+/ZZsUePHm1euHChxZyLFy+a3/rWt6x5Bw4caDZ+J1bOGzVdQY+Pj28xvnPnTmv8hRdeaDPO0KFDTUnmwIEDm63+N105l2SOGzfOvHLlSovPHxwcbM1JSUlpNl5dXW0OHDjQlGS6u7ubmZmZLd6/vr7eXL58uRXjueee6+SVAIC7hz3nAGBDWVmZddy3b1+7xm7sfd6rVy9lZGTIx8enxRxvb2+lpKTIza3hD52JiYl2zeF2REREWNfkz3/+s+rq6lrMycnJ0WeffSZJmj17dpt/SfD09NSOHTvk4eHR7HVvb2+lpqbK1dVVkrR69epm41u3btW///1vSdJrr72m8PDwFrENw9CvfvUrjRs3TpK0fft2ffnll534pABw91CcA4ANNTU11vEDDzxgt7gXLlxQdna2JCk8PNxmW8Zhw4ZZheXhw4dVUVFhtzxuR7du3RQdHS2poQ/8gQMHWsxJSUmxjn/4wx+2GSs2Nlb9+/dvdSwoKEgTJ06UJOXn51stLSUpLS1NkuTq6tpuH/n58+dLkurq6rR3716bcwGgq7DnHABsaFqQ27NP+dGjR63j2tpaZWRkdCiP2tpaffLJJ3riiSfslsvtmDt3rtXNZuvWrZo8ebI1Vltbq9TUVEnSt7/9bQUGBrYZp+l5rRk/frz2798vSTp+/Lj8/PwkSceOHZPUcH0OHTpkM0bTv4Lk5OTYnAsAXYXiHABsaLqi/dVXX9ktbnFxsXWckZHRbnHeVGlpqd3yuF0hISEaPny48vPzlZ6erqqqKvXq1UuStH//fitXW6vmkjRkyBCb4/7+/tbxxYsXJUlff/21rly5Ikm6evWqZsyY0eG8HekaAkBTbGsBABuCgoKs41OnTt1SjOvXr7d47erVq7ec09dff33L594Jc+fOlSRVVFRo9+7d1utbtmyRJPXo0UORkZE2Y9y81/xmjQW/9L9rdz9dQwBoRHEOADYEBQVZbfcKCwt14cKFTp1/48YN+fr6aty4cVq+fLmuXbsmqXmxmZSUJNM0O/zTVjvCrhITE2PdsLpt2zZJDQ8E2rVrlyRp2rRp8vT0tBmjsV1lW5rus2+8CbXpNRwzZkynrmF7W2AAoKtQnAOADS4uLnr66aetfzddGe6IrKwsXbp0SR999JFSUlLUs2dPSWrWmeXcuXP2SbaLeHt7W11SsrKyVFlZqaysLOtJoB35MtH0Js/WnD592jpu3Grk6elpPa31Xr+GANCI4hwA2vH8889bx6tXr253lbep3/72t9bx7NmzreMxY8ZYxx1ZxX355Zc1b948/frXv+706v3d0Li1pbq6Wu+99571JcbHx6fdmz0l6cMPP7Q5/re//U1SQ4eYxpthDcPQ6NGjJTUU91988YXNGFlZWYqMjNTLL7+sgwcPtpsTAHQFinMAaEdoaKi1MlxUVKRFixZ16LzXX3/dKio9PDz005/+1BobNGiQHn30UUnSkSNHbBanBQUFWr16tTZt2qRVq1a1uz/bXlxc/ve/iPr6eptzm/Y8T09PV2ZmpiQpOjra2vJiy4YNG1rdmy9Jn3zyiT744ANJUlhYmP7v//7PGmt6E2jTL0I3M01Ty5cvV1pamlatWsVKOwCHRXEOAB2wfv16eXl5SZI2bdqk6dOnq6SkpNW5N27cUEJCgn72s59Zr7355pvq06dPs3mvvPKKdRwZGamCgoIWsUpLSzVz5kyZpilJWrhwYbO91ndS0/dpr41k057nqampHe7S0ujzzz/XwoULWzzI6Ny5c4qKipJpmjIMQytWrGg2Pn/+fPXr109SQ4G/Zs2aFrFN09TSpUt1/PhxSZKfn59mzZrVobwA4G6jlSIAdICfn5/27t2ryZMn68qVK9q1a5f++te/aurUqZowYYL69++vyspK/eMf/1BaWlqzwn3lypXNtrQ0ioqKUmZmprZs2aKSkhKNGjVKMTExmjBhglxcXHTy5Elt2LBB5eXlkhpuTr25OL2THnroIes4OTlZwcHB8vT01NixY5u1NmzU2PO8trZWkjR8+HCNHDmyQ+9lGIbefvtt5eXlKTY2Vt7e3srPz9f69et16dIlSQ1fTBofxtTIw8NDKSkpmjJliurq6vTSSy8pLS1NkZGR8vX1VXFxsbZt26a8vDxJDQ8r2rx5s7VXHQAcjgkA6LCioiJzwoQJpqR2f3x8fMy0tDSb8Wpra82f/OQnpmEYNmOFhoaaFy5caHH+5s2brTlr1qzp8FhHhYWFtchl3bp1bc4fPny4Ne93v/udzdjx8fHW3Pj4eLNfv35tfv6f//znZn19fZux9u3bZ/bp08fmNfT09DQzMjJu6ToAwN3CthYA6IRBgwbp8OHDys7O1pIlSzRmzBj17dtX3bp1k7u7u/z9/TV9+nS9/fbbOnPmjH7wgx/YjOfq6qq1a9fq448/1sKFC/XII4/Iw8ND3bp1k6+vryIiIrRt2zZ9+OGHzTq83C07d+7U888/rwEDBqh79+7q37+/zf7ioaGhkho+V0xMTIffZ+TIkTp58qReeOEFffOb31S3bt3Uv39/zZo1S9nZ2Vq1apUMw2jz/KeeekqnT5/WqlWrNGHCBPXr109ubm7y8PDQ6NGjFR8fr88++6xZ5x0AcESGaf7/jYwAANyGuro6+fv769y5c4qIiNBf/vIXm/MTEhK0cuVKSQ03kU6fPv0uZAkAjo2VcwCAXezdu9fqghIXF9fF2QDAvYniHABw20pKSrR06VJJ0sCBAzVlypQuzggA7k10awEA3JKkpCRt2LBBbm5uys/PV01NjaSG7Squrq5dnB0A3JsozgEAt8Tb21sff/xxs9dmzJihOXPmdFFGAHDvY1sLAOCWBAcHa+jQoerevbsCAgKUkJCgtLS0rk4LAO5pdGsBAAAAHAQr5wAAAICDoDgHAAAAHATFOQAAAOAgKM4BAAAAB0FxDgAAADgIinMAAADAQVCcAwAAAA6C4hwAAABwEBTnAAAAgIOgOAcAAAAcBMU5AAAA4CAozgEAAAAHQXEOAAAAOAiKcwAAAMBBUJwDAAAADuL/ARo6V7egboddAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "image/png": { "height": 428, "width": 371 } }, "output_type": "display_data" } ], "source": [ "ov.bulk2single.bulk2single_plot_cellprop(single_data,celltype_key='clusters')\n", "plt.grid(False)" ] }, { "cell_type": "code", "execution_count": 16, "id": "4d0667b5-bd94-4d33-be52-101e62f3673f", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ranking genes\n", " finished: added to `.uns['rank_genes_groups']`\n", " 'names', sorted np.recarray to be indexed by group ids\n", " 'scores', sorted np.recarray to be indexed by group ids\n", " 'logfoldchanges', sorted np.recarray to be indexed by group ids\n", " 'pvals', sorted np.recarray to be indexed by group ids\n", " 'pvals_adj', sorted np.recarray to be indexed by group ids (0:00:01)\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "image/png": { "height": 289, "width": 423 } }, "output_type": "display_data" } ], "source": [ "import scanpy as sc\n", "generate_adata.obsm[\"X_mde\"] = ov.utils.mde(generate_adata.obsm[\"X_pca\"])\n", "ov.pl.embedding(generate_adata,basis='X_mde',color=['clusters'],wspace=0.4,\n", " palette=ov.utils.pyomic_palette(),frameon='small')" ] }, { "cell_type": "code", "execution_count": null, "id": "31c224eb-c439-4bb0-bad5-9d4f290c4219", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }