{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Processing and integrating 5k PBMCs CITE-seq data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebooks provides an example for CITE-seq data processing in Python.\n", "\n", "CITE-seq is a method for cellular indexing of transcriptomes and epitopes by sequencing. CITE-seq data is single-cell data comprising transcriptome-wide measurements for each cell (gene expression) as well as surface protein level information, typically for a few dozens of proteins. The method is described in [Stoeckius et al., 2017](https://www.nature.com/articles/nmeth.4380) and also [on the cite-seq.com website](https://cite-seq.com/).\n", "\n", "The data used in this notebook is on peripheral blood mononuclear cells (PBMCs) and [has been provided by 10x Genomics](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_protein_v3)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Change directory to the root folder of the repository\n", "import os\n", "os.chdir(\"../\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[The data is available here](https://support.10xgenomics.com/single-cell-gene-expression/datasets/3.0.2/5k_pbmc_protein_v3).\n", "Both filtered and raw matrices are required for this notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# This is the directory where those files are downloaded to\n", "data_dir = \"data/pbmc5k_protein\"" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filtered_feature_bc_matrix\n", "raw_feature_bc_matrix\n", "5k_pbmc_protein_v3_raw_feature_bc_matrix.tar.gz\n", "5k_pbmc_protein_v3_filtered_feature_bc_matrix.tar.gz\n" ] } ], "source": [ "for file in os.listdir(data_dir):\n", " print(file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load libraries and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import libraries:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import muon as mu\n", "from muon import prot as pt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we will load filtered matrices that contain counts for cell but not empty droplets. These cells will be used for the downstream analysis." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "mdata = mu.read_10x_mtx(os.path.join(data_dir, \"filtered_feature_bc_matrix\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we will also load count matrices for all the droplets, whether containing cells or empty." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mdata_raw = mu.read_10x_mtx(os.path.join(data_dir, \"raw_feature_bc_matrix\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Protein" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5247 × 32\n", " var: 'gene_ids', 'feature_types'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prot = mdata.mod['prot']\n", "prot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DSB normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This normalisation method developed for CITE-seq data uses background droplets defined by low RNA content in order to estimate background protein signal and remove it from the data. [More details and its original implementation are available in the `dsb` GitHub repository](https://github.com/niaid/dsb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`muon` brings `dsb` normalisation method to Python CITE-seq workflows. \n", "\n", "```py\n", "pt.pp.dsb(mdata, raw=mdata_raw, empty_droplets=droplets)\n", "```\n", "\n", "Please note due to the nature of the `dsb` method it behaves in a slightly different way than many other preprocessing and normalisation methods. Its implementation in `muon` offers 2 ways to use the method.\n", "\n", "1. Operate on 2 AnnData / MuData objects — filtered and raw. Cell calling from the filtered data is used to define cells in the raw data then.\n", "\n", "1. As in the original implementation, operate on raw matrices and then return a copy of the data where only specified cells are kept." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we use the first way of using the method. We would still need to calculate `log10umi` value for each droplet to define which droplets are empty." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "mdata_raw['rna'].obs[\"log10umi\"] = np.array(np.log10(mdata_raw['rna'].X.sum(axis=1) + 1)).reshape(-1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/seaborn/distributions.py:369: UserWarning: Default bandwidth for data is 0; skipping density estimation.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(mdata_raw['rna'], ['log10umi'], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For clarity, let's zoom into the part of this data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.histogram(mdata_raw['rna'][mdata_raw['rna'].obs.log10umi >= 1], ['log10umi'], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this dataset, isotype antibody controls are available that also can be taken into account by the normalisation method:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['IgG1_control_TotalSeqB', 'IgG2a_control_TotalSeqB',\n", " 'IgG2b_control_TotalSeqB'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isotypes = mdata_raw['prot'].var_names[29:32].values\n", "isotypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preserve original counts in a layer before the normalisation:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "prot.layers['counts'] = prot.X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalise counts in `mdata`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bredikhi/git/compbio/muon/muon/_prot/preproc.py:129: UserWarning: Dropping 49 empty droplets as they are already defined as cells\n", " warn(\n", "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "pt.pp.dsb(mdata, mdata_raw, empty_counts_range=(1.5, 2.8), isotype_controls=isotypes, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot values to visualise the effect of normalisation:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'feature_types' as categorical\n" ] }, { "data": { "image/png": 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\n"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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.scatter(mdata['prot'], x=\"CD3_TotalSeqB\", y=\"CD19_TotalSeqB\", layers='counts')\n", "sc.pl.scatter(mdata['prot'], x=\"CD3_TotalSeqB\", y=\"CD19_TotalSeqB\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Downstream analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run conventional methods like PCA on the normalised protein counts:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "sc.tl.pca(prot)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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x9EdwnLFxVQ63n/8WsYkRvDrpRkLDHU22G3v5IAaO7EB8UgQBTSe3qBKTLpk2aQmjxvVhybzNLF68DSwmSspqufyaYXTunkrHrs0b9LNlXR7vPf8rCOg9tC2xCeFNnm/ypCUsX7SV6+4cTXRMKNddPpTS4mouO/UVbHYzZ9w8DCng3FN68NDD37FxYwEvPH8+KSlRh/oWGRwnPLdyJpuqSni2zylEWpv+nh8fHPniuE1x9A0xxxlSSqSE0koX553wLGuWZ+/Yt3Z1LksWbd3xPjElCkVRsJhNXHFef+Z9toC3HvuRbybMwOG0oigCZ4iV08f24oIrBpGQEsnjD07iqfu+pTAvmKe8eas4YlrFooXbef/nBWwvrmxyXJ9OmMHsP9cxb+aGHdt83gBej59ar4+XP5nJKx/PZHNWMStWZFNSUkP29rLDc5MM/vVous476+fzZ95mlpTkHu3hHFYkwQjGpl5HEmNmfYhp26U5H0y9g3uv/4T87eW4ar0AVFe5uP3GT9E0nYcfPZOBJ7SnOK+CZ276BFukk6VLskHTAcnWdXlceNNI7n9mHHNnb+S0c3pSVFDJ4w9OYuOGQtB0NJePB16+AIvVTPP0eLIUL1+tWMeszdm8fOVpTJu6hrHn9iE2LuiqN/7Wk/hr+noG7FJhJqlZFBMm3YBiUnj/h4V4fQFSk6N48YULyM2roL9ROd1gN6iKwkv9TmdLdRlDEo//8nLHwszaEOvDQHxKFC99fDWlRdW0apsIgN1hJaNNApnr83niynd59L2rqKt2s27JNtRwJ6gq0qyCyUZRTnBG+/UXC9iwLo/o6FD0gMbGNXk4Qm0oPg1XQMPnDWCxmnjwf+fw6aT5vD17CZVbyrn71s+pqfWClFx/84kAbMgsZs7irUR9Opf/u+WkHWNNrl+YfOD6UTu2pafHk56+1/S6Bv9xTkvtcLSHcESQUhzxWXRTHP0RHKeERzp3CDWA2azy2oTLaRcbgqIqTHhrOjnFNVx+96mcd91wYpMighkEVIXcgmo8Lh/nXzKAQUPbMvq0rpx4Shf69E/n1rtOweXysXThVmb9sYaigkrefvE3emSkcF58GqE5XmrLXbRoEcvwkR13nD+i3o87MjL4d8FfGzij3xN89Nq0I3lbDAz+dQQXGNUmX0cSY2Z9hHnqyxv4/ot5fPDmDKZNXsmnP9/CZWe+SlFJDYGwoPdIwKtx962f88o7l9N/UGtys0r54MXfGTqqEwOHtcUWbsNV62XFnM1kbS3htx+Xk721hJc/uJIe/TLIzy3ngisGo5p2PosvuLA/I0/sxDNP/sSYH17G4/UjfX42rM4BYM78zbz38WyuuHgggwe03nFcVZWLX39bzZDBbUhMjDii98rA4GDYWrsdXWqkh7Y4yJ6EERRzPLNw1kaevvtrhozqRFVxNSef24deg9tgsZoYc34/sjOLmTd1Lf+79QtGj+nO5B+XkVPnBikROqzfWIDX62f5nE38OmkJi+dsJndbCYrFRJ0vABaVzgPSadMhhS0bCoiJDaWyvI4TTu7c5Hj+nL2ByVOWs2J5NpgECMG4ywcydlzQ3e+vORvJyi5l5uwNDcT6o4/n8OOPy1i1ajtP/s8o9WXw76DcV8kDa55BSsnL3R4l3hZ7wH0FFxgNm/Vxy5b1+bhdPpbM2URZbgWuWi+9BrcBwGYzs+qvDXhcfhb+tZFbHz+LmsJKvvpqIagCgeCi8UO5/5bPWblwK2qVi4iUKPK2l/Hk/34kLNzBhZcOpGf/DG696VNK8ysJVLoxm1T+78HTG4xjW2YxZdtLeeX96VRWuzH7/ESZrNzxv7H06b1zYejqywaTkhTJqJENq8306dOKJUu2MXAXAd8dbv92fFoJ4bYeh+AOGhgcOHbVRowlCk1qOE0H71ZoRDAex4y9fBBJzaKIjQ9n6ndLOPHMoID99P5M3nx2CtJuQ5gUzrq4H799vYhJ788ixGnBX+ulz4iOmO0Wlm0sgEgHDquJijofOCwgBCaTwhln9mTdujzy8ipASlSzSo/+Db037r72Q5atzkPUuIlODqNl11QyF2XRf3iHBkINEBcbxqUXDuCf9O3Tir599r7aL6XOsoKzCehVdEn4jAhb74O4ewYGB4ddtfFKt8eAg69+ZEQwHkdIKfn1q0VEx4fRp941rqrKRWGVi069W3Lb/87Z0farCTORTjsISEqMoEv/dKKjQ5k1ZRVZa3PR6rysmbWBzNxy0CUIcNV5UawWHHYLL314JVpA4/8ufZeMtgl0bJ3AmnX56GaVlBY7f+pN+20Vy1blghAIRdCpeSzturZg3YxNbN5YSObGAqJiQomMDjkk90AIBbupGS6/hkU1Cu4aHH0OZYm6PRTMPWIYYn0IWL14G6899B2KqvDtkkewO61MeHsG06evI3tbKffcdxqzvl3A1E9n4ff6QQ3e9rztZdx7zSdcftMJhEeHoNQXEqiqclG+rQy1PlxdWEyg67z6yVU0T4vl3densSGnlI3ZpYg6H+GxobTukIQ/oFFd5SIs3MGGdfkgBIlxobz+4a2ERTjRAjoRUU5WLcjk+gvexu608uxbl1Bb46G4tBabzYwUsGJZNldeM4ywMPt+3YduiZOQBFBE0wUQDAz+jUgJft0Q6+OCyJgQEtJiaNUmAZsjmGNjwMDWbNxUQHV2CQ9d/Balm3PZsmwbo64ewdKNpZSW1IAQSODXSUspyK8EVcUcF4GuCnRFQUOCRUXRFIQGW9YX8Pbzv1FcXA2AxaKQkdGM4aM74/UGuOHK9wkPd9C1bSJjrxhE67aJ9O6XTlh9LhHVpDBsZEeWTg9GMQoJt1/6Hr6Ahu4MPhjCohxUVblplRHP6Wfsn+1ZCIHAEGqD44ugGcQQ6+OCL96ZSUFBJV36pyOEoCi3nM+e+oWMjHjm/7gEKSVX3HMKbXq05PQbT2L+Ze8GH9eqClJityhIkwJC4AckMrhfCW7TTSoJLaKY9ONSNi/OQgiBIsBXUc1ap5kNn81Gy6kCp5XK8jpmTV1DUU4Zr37VdC3Gmx89g54DM2jXtTlP3vkVpSXVJLROIDTMTo8+rVi5IptB9YuhBgYGRgTjcUPn3i1YNn8znXsG/TmzNheRl1VKWXE1d75+Cd9OmMmH784mpV0yqx/4juqABFUBTQOPj8ysMjAHPwrp94MGIFH9KrrVhADyi6rIL6oi0mGmprwOk9mE3xcgoOmgKggpMWs6mqajK4L1uRW89epUYkLtdOiWSvtdEkBZLCYUi4nLzniFU8f24pW7TmlwPS1axnLvrV9y+lk9OHlM9yN0Fw0Mjk0M173jiNFn92L02b12vO89tC13PncuSWkxtO3SnAkv/E7AYiZrWykmAVJVQOiEhzqorhLBGTSABEVR0AMBhM2CLiWi/oke6bDiKa+jtsqD8PjRdYhqk0RpnR+704paXklASm559TLeee1PqnwBfvxyIdLtIyYulE9/u4M/Zm/AZjHRoXUiBbnl6LokP6e80fXMn72JzM1FTPt9jSHWBgaGGeT4RQjB8F1ErkOflsyavgGkhsnvwxsVChKq6nxgVhEBHYtV4PFr+KLswUd5QEdx+Xb8+HL7AvhsJpQaiM9IIF8LEAizk+qw0q5dEku25INPY9O6fGqKqrGH2fDUuhEWM2WltZx3wtPkRwbt6Sa/5MUnxvHEaxfRpkNyo/GPu7AfNpuZgUPbHoG7ZWBw7HMs1GA8+o+L45htGwt57s6vqCx3IRSB0CW2EOvfv6uQug6qIDY5Aq8E6r1BEIBFRQgFAhqJkXbcvgCaEAiLSlFBJTrg9vp58ZWLuPO+0+l4ak/ciTFM+W013fq1RFTVEuawgJTIgE5NUQ2t02JxWM3oukTTdHr1zyBsl3zbUkqev/kTnrxyAmec1YPMDQW898pUfF7/Ubh7BgbHBkFvELXJ15HEmFkfYpbP2cjLt3/BaZcPJmtbGX/+tBxzXCjCotI5PZGV01ajxEeBoqBoOtJiori4GqEqoEvUKi+qIug7oj3zp6yhfbtEBp/Qjree/pmYNom0aNuKRfMzwe3DU+fl7LNf4+xzerF84dZgcd2AJHdbGV5hwlPtQVrMDBzchnPHD6FN5+bU1nlZsmQr4U5bo7F7XF5mTFqErksy1+by4qM/oGk6P09cyFkX9efSG044CnfUwODocqwExRgz631k/eKtTHprGj7PnmeZK+dupjivgsV/ruX0i/rTtX8rvH4NXUJ6tzSGjOmBMKkIVSExJSKYw1rTgwEwmg5CELCaWLViOzazQn52KW++Po34Ds0odPlYsCaXQKSdQJSdQLQdCRQUVPLU25dx+undoMpDaUElAHpkCDLURokvQHhCOLV1Xmqq3Dz5yPfcdO1HlJbWsPCvDVx0wrP8+Pl87E4bD7x/Ndc/OY4uA1pz0fihNG8Ri8ftZ+0uRRQMDP5r6IgmX0cSY2a9jzx1zXuU5FVgd1o5+ZJBu2037oYRFOSUsjG7gnfens7K7aUoAoTbz6QPZtGrdxqXXzmIj56fQoHXB3YLUlWQigBN3+HCV13rRQlo1FgU9PgQcupcKApIFEAQYjUzckRHBvVoRUS4jV9+WE73Pq0oyi4jrU0CLdsl89TjPyIRFJfWcN5V75KUEM47L1xETEwoqqqQlVXCcy/8SnWVi28+msOYC/vRb1SXHddywVVDOOfi/syaupYuvQ42c5mBwb8TwxvkX8bws3uzePpaOvfP2GO7X96fycwflkJCNAVVLqRJoW235mz6axMogsXzMtm+vRKhqODyoSsC7MGcH8FKMQS9QzQd3WJCSBHMxCcJtgkEQFVwVboY0C2NbevyePet6UhV5ffvlkJJNRdcO4zP3/sL4fajWlTKskuRSaHouqSsqJranEqapUUzZ/Ymyms86JE2yhWJz+tHVRVU005bnMVqZsRpXQ/fjT0ANF1DkzoW1QjAMTgyHAveIEd/BP8SLrv/DN74835S0hP22E4IwOXBXFXDHbePom2EjfQQK699fT3NUiLAYqaotBZpVpEWEyIgd5pCNEiOCmHUyI44wmxgNaFIiaXKh/BpoINQFLzRZtwJNm5/fBKffDwH6dcJC7UR0CVaVAhlZbW0bJMIus5pZ3anXUYCvdMSKN1QwvffLMbn8VNaVMMJw9oxcHBrMCl4VMH5w5/h2rNfJ+DXqK6o4+dP5lBeHy15rKDpGlcueoGz5j5CgduoEWlw+JFSEJBKk68jiSHWh5ixN4/izb8eZNKqp4gIsbJ17iZ+/3Q2qenxVOWUIry+4OxYyuCM2qIgVRVZH9hSkF3Cr1NXUefyEhVuJ9ppwawI7G4/IqAhAjqmugAWoaB6dNyeAEJC7Zrs4INCEfzy9SKu+L8TefO7m/hjYSYy2klKagwCsDmtvPLpeGJiQ7jr0vc4dURHbrr2BG68ciiuWi9lxdUEAhofPvsLbz40iXce++Eo39GGaFKn1FuFK+Cl2u862sMx+I+gS9Hk60himEEOMZqm88e3i3F7A4y/fwyX338GznA7qkllzGWD+OKNP9FdHnSbNWjeCEikU4AiQAsE3fdMKkiwOyzYzCYqimrArGJyBYgIt2FWLVxw+gAmf72ITZWlhIVYqSuUxNpNFJXWsmVxJgB1Lh/V1W48Hj933D6aEFUQYhK07pi8o4pM5tYSBp3QnpSUKDq1S8IZasNmt9C1f2sWTltL90F7z2N9JLGoZt7pdSu1ATdtwpod7eEY/AcwbNbHKb99MosfPpuPEIIu/TJYviafZQu3smD2Zh5/70piYkKY+MoUZGgIeS4NoQRt0kiwITFHhlLp8yMUQXVpHYVVbjAFFyAlOhmdmnHl1UO4YfTzSKsFVVVo1T6JNqd15azLB/Hnd0vQdZ1PX/qdsdcM5bSTOjHl6yU8d/93bF2wCYBOfVrx7HtX8tfM9Tz77GS+nrSY73+6lYz2yeQUVpCdX86Q07ox5LRuR/luNk2y48imYM1xbcWt1dE6tNPeGxsclxhifRyS2jYJsxYgulk0PQa14Z1X/gBFYVl2CSNHPk14dR01ZV6kX0VGhyI1HbXOBxI8fh1PrQdFCITPT41VRTpMKHU6uiO4mLZgWRZdljTHbFaQqiAlI57N6/JZtXgbaW0SOfvqoVzQ+1EqSmuITginVfskfIkOqsyS0ef3pbqijpbtkrA5LLTtkIzTaaV5arDCeXlVHRfd/QlSSr5+8QoSYsKO5q08JnBrLl7d/DAB6ef21k+R4jC8Yv5rHCt+1oZYH2I69mvNz1kv73jftXMKf/26Gh92NKDSakMkmFCrXEiXFxGQiIAGJhPYbchaN4rZhG5RCJgVMAlElSe4cikl6JKP//cT0mwmOiOOOrsJGWOjKs3J0x9NZ/HM9dT4/CS1TaTHoNZMmb0ezSTYXlbNzeNPoPfAnWaN1NQYvv/pVlQ1aBKxmE2EOa1ouo7VYnw1ACyKhQRbM2oDVYSZI4/2cAyOEsdCuLnxP/IgkVLy6QezCAR0Lrt6KIrS8EO128wIf4CuyVGsWJcHlno3PQSmag8oCg6nhVp3AADF46PfwHTmzdiIyayCJlEVBb3KQ49uzXAVV7G1QEdXVHJdXnD70KQGwoRL05gzawMep43t1R5qXD6sfompJoBZk6SlxzUa/99CDRDisPLNy1cGTTJWwy0OQBUmbm/z5NEehsFRREoIHAPFB47+CP7l5OdV8OkHs/nyk7lkbS1utP+SW0/iyY+vok2LGNSiaqjxgKYTEuMMennYTAw9pQsOk4JJBUtsOBHNYhAhdkx1AdT6dKpmKUlIiWJDTgWd64vXqlUeIswqrSPDMFf4sFR68VV7iIxwEBUdQkSUk8HD2tOrQzNuvOlE3nxqMleNeYWZk1eStamwyeuxWcxNCnWFdz3ryt/Gp1Ud2htoYPAvwPAGOQ5ISo5k7Pl9CQR0oqNDuOP8t4iIDuHeVy7E7/Fzbd8HqHX5UcwmREAHSxjSYaHO5YVaN5rXz2+fzcNiM6NZzAQ0nd9/Wo4EhKbRpnUcWwoqCSgmpsxcjxYdwuIVWZwypisuT4CLbxyBM8LB1x/P4c9vFlFlNXHBuF6ccenOKMtnX72IgF/jvWcm4/MGePL+b7GYVb6f+wDmfTR3rCj5HxXetYCkfdR1h+dmGhgcgxyszVoI8QFwKlAspexYv+0R4GqgpL7ZfVLKKXvqx5hZHyRCCMbfOILrbzmR/OxS1i7NYv60tbhqPEAw5YeumvCFhZI+qC1hjmD5LN3tC1aBCZqh8bj9mHUdq9VEAJBWlW69Unn125vwm1R0mxnpDwbPCKuFP6esYvb3S7h1zEuEhNi49vbRdDm5C1p0COtyKxqN02RWeXrC5Zw3fgjSYcVrNlFYn0NkVwJ6LbpsnP+keejpRFjbkegYfEjv3/7y4IrvGPz7k6ypzD2q4zD4byGlaPK1j3wEjGpi+0tSyq71rz0KNRhifUhp1zWVW586hwffvITQCAc2p5UPlz1Fn7N6Q4idjdsqOGl0Z0JLqlCq3Vgd5qBftVkFXSNQVUe/7qnBzoSgVedm5GeXYvb6Ed4AeAKo1V6EDn5NYrKbqUkM5/wr3qGwqIr+AzKIjQ2lV++W/PrDUs476Tlm/r56x/jad23OheOHMWhYOwYPb0dCUsMFsxrfBubk9GdJ/jn8k1bh4xie8gWRtg6H9R7ujRUV26nyu8msaWxyMjA4XBxMIicp5SygcZWP/cQQ60PMiWf3ou/w9jve//rxX0Q7VEIcFlRdw2ZWOPvKwYSE2ggNdwTzgCgKmFSkSWX+/C1ccNkgbFYT37w1nStPfAbNqwdNKHYLqipQvX6sZpXw2HC8iqCsvI7ikmoqimqoK6gGn8byhVupKKtjxZJtDcZnNqs89L+zefCJszGbG+bjDeg16NKLTy9DSnlE7tfe8Gkai0qy8WkaAK/3upjnup/LaSldj+7ADP4zBJ2wdmuzjhFCLNnlNX4/ur5RCLFKCPGBEGKvrkaGzfowUlZYyQcPfwshDoiOICLKyRdP/YDVYcFb5yNjeDtKl+UiLBZMAnxC4PNp/PLTcuoEkBCBeXspoXFWqmuDZpWMzs3ZPH8LvoBOta8Wu0mhy8AMOrZP5ucvF+H1Bti0Lp9rbx9Fp+6pDBnZEYDyijpWr86hf7+MRiL9N5G2XvRK/AGLGo0QR99VCeCplX/w6ZYlXJLei4e6n0RqSDSpIdFHe1gG/ykE2u69QUqllD0PoNO3gMcJBkg+DrwAXLGnA4yZ9WEkOiGCTiO7QHgoSEnbTilExIaCEAiTyoZl2XTqnIxeXklcekJwhu3xolfUQEBDcfsQZjOu7cWQmcOwzok89eqFxCdHBiuhe/3gCbBy2no2r87jpjtHc/djZ3LFDScQFRPKaWN7ExYRrATz1NM/8+jjPzDx6wV7HHOotR1WU2MXv/2l1D2PlcV3UufPOqh+YmzOBn//5qe8b3l187NU+w3vFIPDz0HarJvoTxZJKTUppQ68C/Te2zGGWB9mUtqmIBBYNY0HX7mIietfQBHB2x4a7qS8yosMcZCbWw7mYEpUd5kL67Yi4rSg77WuKAiLmQ6dU3CG2Pi/R88ko10il/zfSKwOFenz4a11ERbh4IRRnfAGArz40hQuHPQ4P344C4CM9HjMZpUWabFH5Lq3VrxFYd1ktld/eVD93NB+EIvG3Mb17Qc22P5H0a+sq17Nxpp1B9W/gcHe+Ds3yKF03RNCJO7y9kxgzd6OMcwgh5nrHz6D1p1S6NovY0cASlpGPOuXbiM2LoQ1FX5kVBiUVyE0iS0iBE+dl+ueOo+R5/Tk8r6PUlknERHhtO4XLGA78c0/2bxyOzLcRkWzSJQoJybzzo/y3c9m8/PMtaiKZNGM9Yy5fDDjrx7G+KuHHfT1VPlyyXMtJSPsJMxK49Jgf9My4lryar+jeeh5B33OKKuj0bYrW15Hjms7XSMO5BeogcF+IIN26wNFCPElMJSgfTsXeBgYKoToGuydLOCavfVjiPUhRtd1vn9rGlHx4Qw7pw9mi4nR5/Vt0ObJ729j2hdzePX6CdChNfZwB7HNosjPKsXj08BsYvOizXzzzPfc9+54vv1wLlXldVRVuHju3m9olhHPpvX5rF9fANE2rA4L7Xu32tF/724tWLBkK926teCqKw9eoHdlesH/KPasw6NV0z364t22i3EMIMYx4JCee1e6RvQ0hPpfQEDX+DFvAa1Dk+kUkXa0h3PAHEy4uZTy/CY2v7+//Rw3Yu33a7tdODuSrJ63mXcf/hYhBL1P7IQzrPGs0B5iY+RFg1g7Zx3hseFM/309+ZUuTBYVqWloXj8Lp62lMr+cdQu28Oi7wXWHuy57j1WLt3H6BX156pPx3H7FB8RLE0+9elGD/of0a82QfocntWlzZx/qAiUk2Peega7Ot4Eqz2ISQsehCOthGU9TlHqrMSsqPt3Pfaveopkjnoc67HHtxuAwMa1oBS9t/JFISwg/D37oaA/ngJB7XmA8YhwXYv3qK7/z88/LefChMxg8uO1RHUt6l+b0HtmJ6MQIHKH2HdsrS6vR/BrRiUEPHZvDyj2f3Iy7zssfkx9ACBj/4Jl07JvOnMnLyVxfyMIZ67FEhO7oY9yVgwkNd3Dyub1JS49n4rQ7sdnNmM0H/jHO/Hk57z0zhctuH8WIM3vstX2PmMvoEXPZjvertxXw4a+LuWhkd7pnpDRou77k/3D7M5FIksMuOeAx7g/57jIuWfA8dtXKve3OZruriEJPOQFdw6Ts/mGe5yplTulqTk7sQ6i58QPW4MDoEN6cViEJdItstffGxzDHgifrcSHWubnl6LokP7/yaA8FZ6idx768qcG2uioXV3W/D7/Xz4TF/yO++c58zFtXZdN3YDojLx5MtyHt+Ox/31FbXovVaQFAC2hkrc9n7uTlnHLZYB585YIdx4aG2TlYls3ZTFlRFUtnb2wk1j6tnMzy/xFh60Ni6Lgmj584fQUzV2YihGgk1tGOEZTWBQi3dj/ocea4trGqcilD40bhNIXs0zFdI1tzd9uLiLdFNRBqV8CLJnVCzTvv38sbJ7GkYhPl3hquyzj9oMdrEKSZI5aP+952tIdx0ByM58eh4rgQ6/sfGMOGDQX07Hns5BpesTybwsJKThrVGQBFEQhFsHnVdn76eA7jbhhBeFQIL9/0Eds3FRAe5SQyNpTPXv4ddJ0nvrqJ1l1TGXZaN+4b+wrZGwuoqagjMTWajv0yaNWp+W7PrWk6S+ZspnXHZCKj9yxsV9x1Mq3aJzHo5C6N9pW6plJc9zMV7jlNinWVL4dRJ9ShKG04f1hjQW4ReSctIu/c263aJyZu/4Dtrq0AnJLUOMLyb5Ls0Uzsfy9mRcVhspJoS6bW79mx3x3wce6cF6kLePliwC0k2CMAGBDbkQJPOb2i2xyS8RocXgJ6gMkFPxJvS6Bv9OFbG4H62iCGWB8awsMd9Olz+H5mrVy1HYAunXcvkLuiBXTuuWsifr9GdHQw/PuOCeNRTIIPn57M1nV5OEKsnH75EHLzKlEcdiqqPNRUucFmAyTTfl3DzN/WMm/GBrZnliCtFn6ZvJpARQ0pCaG8t/Dx3Z7/py8X8M5zv9KxeyrPf3jVHscaER3CmEsHNrkv1jGKGu9qImxNu4D+kX8flb4szj/jFkLVpfyW76ZPVGvCLKmoSvg+3at9pW/0EAA6he99lh5jDRZNqPF7uHjOu/j0AF8Pvo624Yno6Lg1Hz49gF8P7DjmjJQBnJFyeP/TGxw61lSvYnLBTwgEvaL6oorDu15lFB/4F1BQUMntdwZ9hT/75FoS4vcuQqpJYcDA1mzfXkaLlrHkbinikUvfRjUpXPHgWcz/YzX9R3XBGWYjsVk0BdvLmDllFaaIUAgLASmZNXkVKApbVucw+sJ+LFuSRUFRDZZwJ617pzPp1V+JSYpkyDl9G50/qXk0qkmhecv9C26pDdQQYtppI1cUJ/k+nVzfHKIdozApDRcJE+1d8WiVSN9UCr2/4/FGkBMoxWZOp3XizP06994YFDuCQbEj9usYm2qiZUgM5T4XMdbgLwynycYXA27BpwdIcRiRkP9WMkLa0DWiO4m25MMu1GDYrA8ZJRW1mE0qEaEHb8P9J+Hhdpo1i0YICN8PG/GDD5+549/ViiA2ORKbw0qvoW357OEvefL8HN5a/BRXPTiG/13zAVpYKNN+WQX1OTAItyNdPkyK4JpHzwEkf/22msV/bWTGr6uY/u1CqKym54mdG3mc9Bnchp8WPdygsMDemFH8K9/lfsbI+NM4PTnoG+0KlLC97i8Aav35RFgbmpkGxN9Op8hzmJd7OtEmcOtmEAriCHp+7AmzYuLrIdc32h5nO7Sz/r95a8tE8t0l3Nn2csLM+2ZXNzgwnCYn16f/3xE5l0SgG94gB09+cRXn3fMRNquZ71+8Cqfdckj7dzisfPjenk0JeyMsKoSPlzwBQObKLOoqXWh+jYAvQERiFF+seZan7/qasqJqipdvxpIaRwUqsS1jeeP9K7FYgx/TyDHdydkSzDaX0iqedu27NvA42ZX9EWqAmvqw7ZpA9Y5tLn8WaY4uxDmGNBJqCFbJkRIqZRguLZ7O8c8RbXYSZ0/e0abaswRVceC0tG90/PGEX/cztXAuOpIttdvpHnl8X++ekFJy8ewPyK4rZ+Lgq0h2/vvLoR0DE+t/v1gjCObaOEYSD+2NVl3SeGX2o4REOPnzuyW8fu/XdB3Ymqcm3sjKWeu5+9SVeLcWYGkWzxln9SAyJrTB8VfcPoqzLh9IRNTBzdz+KJzPXyVLGN/yHJo7EzklaSztw7uS6mi5o82q0uep8W8jwdE4+MSj1fDR1htRhIlzm39Jma+Ut7Y8SYXHxgXNHmR4cjp1vo2sKToXgZmeKQswqxEHNeYjgU/zcd/qp/HqPp7qdC8hZufeDwLMipm72l5FoaeErhFH1330aOOXGuurCnFrfgrc1f9+sTYWGA8NSbHhfP/ClZhMyiGfVR8u2vQMLoZu21iIEIKImFA2r8hi7s/LuO2NK3jnvonUbdhOYnjT4dwRUSGsW7KVvK0ljBjb+4AeVD/lzySrLp+5pSto7kxEFSrpIQ1FJiPiUvLr/iQ5ZGSj4z1aLTX+UgQKirATkAIhdCxqgGpf0PvCrEZhUeNQlXBU5dCbqA4HLs1DvqcQXUqqAzX7LNYA/WIae9T8F7EoJr4YfCUlnlp6xqQe7eEcGo6BqbU4HHmLe/bsKZcsWXLI+z0eqamowxlu58GzX2Lpn2s45cphjL5sCNs35KPazMQmRdK+V0NPFyklZ7a+E6/bR/8R7Rn/1Hms2VxA/96tsNv27YG1pmoLC8pWMTZlJOGW0L0f0AQF7o0IVBLs6QBsqt5IpUfQO25n9KSUcsfDZNd/H26eWPMdm6rzea77xcTvp416S802fDJA+7CMRvuWleWwobKIc1t2RxVH3455LLKttoBF5Rs4LakfDtPu88ccywghlv6d+tTWKlk2e7rpUnZbxj249ABTpO43//qZ9b+d0MjgzO3Uq4cT8AcYcf4A0ruk4qr1cvfZL2Myq5xybi8ufvBsnOHBtkII+p3Yidk/L2Pu94vItZrYkF/Bmad245Zr9u4xUeJeTmnt25wSf8kOoZZSMuvX1TRPj6NF64R9GnuivaFPcuuwNhDWsM3f4ry46D7y62YwMOktom1d96n/XZFSEpA65iaiEOdnbSc9JprYEOeOtr/nr8CrB1hfmUtknAOLsu/V2tNDd++vf83ciVT5PYRZbJzarON+X8d/gWfXf8WGmhy8WoBLWjT+VfZvQwK6fvTNIMbU4Bih38ndeOaXu2lXn5ApuVUcya3iUHSNSS/+zG8fzGjQ/u43LuXKu0+h29B29OqTjtmkktEyfo/ncGse/LqfrJofKfEsYWv1pB37Zv+2mqdv/5L7r9zv/DJsrPqLZWWfozVRu/FvKr0b0aSHWt/2/e4f4MJZH9J38rNsqm5YzuuHNeu4ZOIkrvjqux3bhBC81ONS7mp/On8Uz+TcefewoTrrgM77T0antKdjlAW7uXrvjf+jDInrQnNHHD2jDk9+miOOBKRo+nUEMWbW9dTUuPlm4gJ69UmnU+dmR+ScrloPN5/8PJqm8fqvd+HcxTUwOiGC9+Y+wvevTmHeT4vpe1owFLyitIZX7vuWdt1SOfeGEznxksEUbi/jqiuG7vFcRZ4iHlj9GGHmMB5sdzWqsNMy7Kwd+1Mz4omOC6Njz7T9uoasuvVML3gYs6JR7s1nRFLTEYsDEl+j0reJRMeQ/er/b7Jry3AFfJR4amgdttN/PDE0FLOq0jwyokH7HlGphGjPgW0166q6UO6rQkoNTdZiOoiAnZs79OGuVZP4PGcjnSLSibM19GX36f79msUfD/zTvHVe6jDOSz202R6PNoaf9THEzz8u44tP5zF39ibe/2SvqWX3yJpl2Xz46h+cdXF/Bpywexeuumo3BdmlICU1la4GYv03Z958MmfefPKO98tmb2Lh9HWsWpjJudcN55Er32XNoq3c+dKFDD9z96Yzj+bDq/uoC9ThMDeje+zdDfanpsfz2V/37ve1WhQ7bt2CEF7KfJW7becwJ+EwJzXYtr56HQWefIbGDt9RkGF3fDX0Kgrc1fT6x4JVn9RmLL/1eqymhl9lv15BufsPkqySR9o/QJfoLmwuuYpK9wxax35AuP3AHhqhplBaOFugS50wc0Obzx+Fs3hv2xeck3IqY5udekD9/9uo8NVy5cJXsKtWPujzf1jV4/RBZYj1scOAga1ZtCCTocPaHXRf0yevZO3ybBxOyx7FOjYpkhe+vwUpJQnNg9F0lZV1PH3PV9g8Xu589bJGAj5gVCeyNhfSulNw9u8ItSGEwO7ccyBKqrMZT3Z6BLtqP6QzvyR7Ghe3fJ+1VbPpGnnCbtv5AvmU1X5ApONsbJbgPX5ty8v4dB8R5ki6R+4541+KM5KU3biA/VOoASxqLG1iXicga4kPGQ2AXysBNPz6zkLTqypyyHVVMDqp0z4tfpoVE4OiEzArNmxqw8WzIk9Jg7//Bar9Lkq81ZiEgkvzHlaxLnSXs7RiA8Pje2BXj2Tg1cGV8DpUGGJdT2paLC+/fmjSeJ575WBsdjMjTu+2x3blxdV8+9afdBmQQbsewUWtzz+ew5J1BYhqFyNmrmXg6Q1nyza7hSvvOmXH+wffvoLqijqi4v6xstcEKY7kvbY5EGJtzRhqu2CPbUqqX6e87hM8/g20iP0MgL5R/dju2k6a8/Ak4Ip2jm7wvnXsx3gCWwmpzwKoS52r5n+ER/MTarIxKH7vNtZiz1aWlH8LQMeIEwk371wnOK/5GDqEt6FdWPohvIpjkwL3Nibnf0D3yGG82fM6rIqZSMvhjdp8fuOXrKzcQqm3iktbjN77AYcSY2Z9fBKfFMH4O/b+Zfr+/b+YO2MDS+dt5rTLBgMwYFAbZk9fR/MW0fQc0TDBf96WAqQuSWm905xgMqtNCnWhpwin6iR0D2HPpZV1vDXpLzr02kqvVr1p5txrzc5GvLv1fTbXZHJes76sLv+YFOdwygM+YizJDIvfmakvwjkGj38tUc6dZb4uSbt8v893MJjUCELUoFC/tG4qea4K+sa0ZGttCS1Dd1+bckr+PErcfxFryaJXzP/RI+pMzMLWQKgBTIqJbpH/DQ+RNVXz2Va3Fp/u5fqMZ4/IObtFtibHVUTH8JZ7b3wokSCPAW8QQ6yPIpoEFIWYlJ0Jhbp2T2Pij7c2altRVMn4zrcjdclHm18jrllMozZ/s6Umk8fWPU2UJZKXuj7T5M97d52XG278ADpmEWddwtS8n7my9e/7fQ3LK1ZSp9WxrnIaHq2UjVXfUB5wskpaGBx3FqoIfsUclt6ERXxAuPXoJ09yB3x8mDkHgLf6XMyAuMb+1H9TF/DwyuavOTFmLeh1bK/7i2HxTfvc/pfoF30yAd1Hh/B+R+ycF6aO5MLUo+UKaIj1ccmHH84iO7uMO+4YTUjI7oMCzrtuOM4wO/1HdNhrn2armZAIJ7qmY91DpKbH40dIBUUomBXzbu2wJQWVVKzIR+pOTKNa0C7pwPz6b219A2sqJtIqpDtTCzZjVn20DOlMRtiwHUIN8Pn2b5lc8AfnNTuTMcmj0aXOtrpVJNnTsatHLulRTl0p9674nEHxqbQPS6NPzO5naX49wOKyjZyaOBCvlkybcCvtI87dsf/X3NU8v/5LzkgZyk3tTjwSwz9mCDFHMDrpsqM9jCOHYQY5/tA0nc+/mI+uS0aO7MCAAbu3g4ZFOrnwxn1L+xkS4eSTzNeRMlgSrClys8u48ZIJxCWE8+Inz+Aw7T7Eu3l6PA8+fz4mk0q/rnt/WOwOTd9EmWcadf6l/FWegUXx8lTn62gdujP3d5knE3egDgCv7gNgXukPTCv6mIyQHlyYtv+1+XJqK3ho2a8MT2zNxRn7/qBZU7WdLbWFRFqcjE6x8fzG27g47VaS7WlA0I5d6q0izhbJxOyZvL/1N3pEZfBCt8YuiX+V/k6LyHxW1vwB/LfE+j/HMSDW//mgmA+/nsfY6yawakPeIelPVRXuuusULji/H717H9qCCFa7Fb83wEdP/8z6pdsa7a+tceN2+SgrrSFMDcW2hxXzopJqflm8mXyP94DGUuatZH7pchLs3Yi3d8amDiDWkkCMNY14W9SOdusqf+Tb7CtIsW7kyU73c07KaQCEm2MAQYSl6ZzbXq2WCm/Obs8/LX8Tswu38v6m+fs8ZiklGaGC/2szgqe7XsTa6sWU+grJqtu4o81rm37g3HlP8G3OLFqGJGJWTLQObXph9tTk/ggUTog3qqwf1xhBMccGc5dkUlBczcp1uXRue2i8JU4cefgWmX76aBZfvTaVxdPX8cbUhr7SbTum8Pqn4wkLt2My7Tkh+7zFmcxfspVNmUWcfer+10h8Y/Od+PUS8t2XcWLCCwz67Sl0JB/1v5LwXRY11frc1mbFRgvnTh/pThGDaRPWG4vStJnom+23UObN4oxmT5PqbCyGZ6d1ocBVzYD4fV9sWlw+md8KJpDm7ESXyBOYUzyEze4V5NUpzBcr6BfdFbcWfHh5NB8DYjvwx7Cnd9vfwNj+DIztv8/nN/j3YgTFHAM8ePPJLFm9nVOG/ztW8fuf1JllM9cz7Kye1FTU7cgt8jcZbRP3qZ+RQ9qTV1BB1477VqpsZelzlLqX0jfheZzmFGxKITYlgFN14zRZODGpIyWeatJDG86U24SPIsnRDaep8cLi7oQaQBUWBArqP76itQEXX2RPpktEG+7run+LTWHmGAQK4ebgGH/JyaHQo1Gm/QDAuz2f4Pa2YzkzZSAZIcm8sGYaHs3P3Z1OwqTs+UdoqbcIu+rAaTqwpFgGxzjHgDeIkXVvH6it8fDZR7Pp1qMFffofGz60T101gVnfL+H+D69h4Ol7DijZFZ/XT2VZLXFJe84x7NY8eDUPEZYIAH7ZNgyfXknPuCdoHnoK2bXLKfFm0T3qdJTDUFYpoHvxaDWEmBt6vfySP5N3t35LtCWCD3o/sd/9+nTPjofE0rJs5hVvptC/GrNi4soW42jmDLrj5dVVMmLqKwB8O2w8HSJ2/xDMcW3lxY0PEmqO4JEOr+01GtPg2GfXrHvWtBSZeH/TVWmyx991xLLu/We+VQFNR9cP7MH0+YezmDRxIa8+P2W/jqup8fDS61OZOWvDAZ13T1SV1iClpKq8dse2TSu3c98FbzLv91W7Pe7+y9/nsmHPsPiv3Y9Jlzr3rX6EW1bczXZX0G7cN+EFOkffSUpIcCEtNaQbPaPPPCxCDWBSrI2EGqBPdBd6RXVkbLOTGu2r8Lq4fPbnPLL8V+r8Pk6b/BFjJn+MO7AzwdSus/ke0anc1G4E/+t8K/kuH5cteob3Mn/m1Fl3MKNkATe1G8ql6d2YWvw5P+f/uNuxKqgIITCJ//wP1eMTuYfXEeQ/8e0qK6/lyhs/wumw8sEbl2G17ntIrJSSXz+ZixCC3r1bomk677z1JyazytXjh+0xRPnPmev48ZflzJ67iaGDD231kAc/uY7sDQW032URc9qkxSyfswldl/Q/qXOTxwUCGlJKtIC+x/41PdhOr//lFWPvTox977Ztr+blhY1PoUmNO9veh03dc9GBPwoXUxtwc2bK4J1j1DW8ug9nE94ssdZIHmh/bZN9rarIZ27xVuYXb+Oilr1YU1YIQJnHRUrIzuRNn2QGy29d1ipY1f2LrDlsqslHVaDAU4pfBthYs53HO41nftk83t/2HZm1WzgtaUyT5012pPJIh9exKjZjVn1ccuQXE5tir2IthAgDYqWUmf/Y3llKufsp3DFETa2Xqmo3LrcPn0/bL7EWQtC9bzpbNxQw7sL+ZG0rYdK3iwE49dRuJCXv3pwwqH9rlq3Mpme3PYdT5+SWk19QQZ9e++494gxzNBBqgLOvHorUJSPO6UV+bjmhYXZC/5Fb5MkPr6KsqJqUlruP2FOEwpOdH8YVcBNna9xuY80aCtw5DIo9sVFl6TqtlmxXFgDV/uo9inWFr4ZnN3wBQLuwVNqGBRcgH1zzPFl1uTze8XbSQ9N2e/yuFHmy6RvbjNEJHckqr8KEykcnjEMI0UCot9WW8vy6YPDP4Lg2tAyNxaKY0HSFHpFtuKzFqcwu3sKGygr8eoAekT0p8hSQbG/Og6vfoC7g5uqW42gX3hxNary08XN8eoA72l78n8u295/iWF9gFEKMA14GioUQZuAyKeXi+t0fAfvvRnAUSGsezVsvXoTNZiY0dP8rVzz0+sU7/q3rkvMv6IfZrO5RqAGio0N47IEz99gG4KbbP6eyysWTj55N/z5Bm3hJXjnhMaFY9uPBEt8smhueOId1a3K5/Ly3iI0L49NJNzaY/dud1j0K9d+EmEIIMTUdrPLe1ufx6V4izFF0jezTYF+UJZpbWt+JLnXibHvOrx1udjIyvhc1ARepzp0FD6r8NQRkgDrN3eRxmq4zedMmOsbFkRweyudZH5NZN4UUWzcmb7MQ8EteXPs9vRNbEKUmNEjh2cwRyZnNuyOlJLOygilZm+kQZybK7qZGz6bO76bWH0DKavy6hsNkZVD0KL7NncKqqnXoUnDN4td4vPOltAtLYkZxcG3mfNdJtAg5PLlXDI4B9vxD9Iiwt5n1fUAPKWWBEKI38KkQ4l4p5fccC/GX+0Hb1vvmJbE3FEVw1fhDm6s3o1Uc6zYUoNZ/IRb8vorHLnuHzgNa8/S3jRc2ls/ZxC8f/UVlURX3v3c1UfEN8zOrqhK0oZrVJs00eVuLeeamT+gxpC2X3rX/qTz7RA1huyuTVGfTi63twvYtyEYRCne1a5wA6slOd1Huq6RlSNOeKt+tX8fdU6eSGhHB2AHN+L1gGR0jocbnR8NETLhkvW8167JWs60whjcGns2oZkEzlElRebTLGUzNW8+N877F6xU82LsfVgU0mcNzm54kKUSgCslP+b/RMbQ3Y//8kDYJeSgCfAFBc2c5WXULGBJ3FTdnnIdX9xtCfTzzt5/1UWZvYq1KKQsApJSLhBDDgF+EEM04wj8Maqpc/P7NYvqP7EBS6u7zYhwpPB4/K5Zm0a1n2n6ZVZriqUfP4aKTnufR6z/h1S+uJeAP2ov9vkCjttmbC7nvkglBx0+Xi/VLtzHg5K4N2rRpl8Tn39+EYzeRjqvmb2Hzyu2UF1YdkFif0+zwJmCKsIQRYWmcnKqospZvZq8kvVUs0Q4HfVJSaBuWxGfb4kiyjuSq9FNId2ykdUQUX+VNYX15BTE2K+lhwe/L8+sm833OUh7seCYvrf0L1AAtIqI5NaUHf5bMR4iN+HUfgmA4/9zSxSh6HBazG4/fid3so1NEIoglrK3+Hbd2Picl7ruf9erKqVT7S+gXc95hW5g1ODyIY90MAtQIIVr9ba+un2EPBX4ADjxG+QD46q3pTHp/Fktnb+Spj8cfyVM3yVuvTGXKzys47Yzu3LwPGfb2hBBgt5tx1aqYLSYGntqNCbMfIiYpYkebotxy4lOiiIoNI6VlLLqm03d4W957/jfmTFvH3S/unKFKKVk+dzNJzaNp361xdekTzu5FbZVrR1rWfwvv/b6Qb2avYkD7NBZfv3ORcV7Czq/iWS2DmQo7Rl3N9tpyvshcSkBqDJv8GpWyGKFIbl/4HZem92VNVQ5JThtvbZnC3W0v4J0tv3FiXGfmlS6iILCeKEsE72X9QFRogAtST+GtLVMpcxczMC6VgbE9UbGiS73BoqKUklJvDSEmlY+zXyHCHM25zcbj0938mv8SACmODqQ6u+7XtZd4ctBkgAT7v+szO274F4j1dfzD3CGlrBFCjALGNX3I4aHH4DbMn7aW/ocxOnB/SGkWDPJIaX7wWeRUk8pb39yI1+snvD7IJSw2jKysMtp1SOaTF6bw5StTOf//TuSS20/m3WnByMU5v63mu0/mU1vd0La7eNZGXrj3W6w2M98teRjlHwEdFpuZsdfvPifJotxcPl62nOv79KFDfNPh4EeDE7u1Zm1WIaf13n1Bh78J6DqvrP2Ln3PWkF1bTplWiqJKAgGBN6Aws3Q5Jd4qNrmC7X/OW8l9Hc4gv9rHb1lVtEkwsbmmiIExndjuKmF4QmdWV2WyuW4Fa2sgzRHJyD+fIDUklk/637DjvC9v/IWvt8/l8pZd2Vi7CoFgeNwZZLm20S3yNOoC5STY9q82oStQzbuZt6LJANdnvEm0NWnvBxkcd+zNz6gOaGqVqDew4NAPZ/d065/B+9Pu5rSL+vPVhJnccOZrZK7PP6C+vB4/X74/i9VLs3bbJmtLES8/8j2ZG5o+x9gL+jJlxj2cNW7/ckDX1ngoL61tsG3loq08ccdEcrNKd2y7+6ZP+b+rPuCvaWvxuoLJj/7++zcDTurInc+fx5MfXb1jW021m3ffmoE50klCahTL5jdw4tlBwK/xf+e+yaUjnqWitKbBvncXL+G3zZv5ePny/bq2g6XcW8tVC9/gkdUTm9zfq3Uzvrj7Qkb13FlVvcxby7aa0gbttlaW0+2T11mRV0LHyDgqZC794lNwCAden4m4ED9SqcSsCNxeEwoWQLCpuoDBiS1pERpVb6YQmBQLGc4W3LfiSzpFtMCsmLApNlqGJODSfBS4Ktg1sKwu4AFAyCjGJF3Mxak388X2z5iw9W3q9ATOaPYAVtXR5PVl11Rw3u9f8O7ahQ22mxQLIaZIHGoo1r24QhocHoRs+nUk2dvM+mWgqcJ81fX7TjvE49knpv+8gu2ZxSyfn0mrdvs/y/jj5xV89PqfxMSH8flvtzfZ5qv3/mLG5JXUVrt54MWmq6CYzftnd/R5A1x17pvU1nh45/NrSK6flf/81UKWzN1MaLidDvVmi9LtwdqMJdklXHHf6Qwd04OWHRouYv310zK2rc5lwIk7f20UF1aRvbUEIQTbMkv43+1f8v2CxlntPG4fWzcUEPBrlBXXEBmzM0z62t69sSsql3bpul/Xd7BsqS1gbVUOG6rzuK/DOViU4NfTp2uMn/slroCPDwZeSIg5aIvXpM5ZM96m3FvHF4OvolNkMnUBHxM2zaFWdyH0ajwBP+gefNLLLe1Owq35mVM+h611+ZyW3I+Z+QVYTZDtKmZ9RQnLSn6hRVQIS8rsWM0B8l2L0aTAr5mxqiY+7v00ZsWEWTETZ4skxhqKEIJSbwVOk4O72p/JmSl9aBeessM8st1VyKbajTRzBBdMPZqHWSV/0j6sIymOnWaqGbmZLCjaTk5tJVd32OllY1Fs3Nj6baTUUQ33wCOP5JgIN9+bWMdLKVf/c6OUcrUQIu3wDGnv3PH0WJbP38Ip5+5/ZROAbr1b0rZTCj33EDp+6rl9qKl0cdp5fRtsr6p08ftvqxg8pC0JiRH7dV4pJZqmI/VgsMlLz01hxfzNJJl0RpzWlXMuG7ijbazfS82GXOKiRqOqChm7VFyf/9tKvn9nOutXbifg02jVMYWhZwRDzlu1TuChZ8bi9waYPHEBbXdTqT0kzM7zn12Dq8ZDevuGD7zYOkHOrdN5PXUlb06/f59qEx4KekWlc3f7M0mwRe4QaoBKr4v5xduQQJ6rkjbhwR97AnCYLFT73dhUE/nl1dw/9xfm+bcQFmUmKdRBvrucUcmdGBbfiVsX/gDAO/3HMr1oORsqS/Gp2QjhINEWyaLCPBSzpBVhhFi9hJi8hFj8+HWFENEJq+7kxj9/5rH+J5ESGk6k1cxn27/CpwkWla9GESqnJZ1Edl0xV5lPprkzaEIak3wmY5J3unD+VTKN7/O+YmF5Mx5s/+SO7Sc0i6XA76NnZK9G90YRKhiLkkePf4HNOmIP+47a77GMDslkdGjsKuWu85K5Lo8OPVvsUWCSU6N55ZOrd7sfoEO3VJ54+7JG2z/5aDY/fL+Uj76aT/t2yTzz+Dmo6r5FrVltZt776nq8Xj8REU5+nbwCXZfkrcnk4fP6k5a+0+L0zM93UZBVTJsejbPKTflkDqvnb6Z19xZEJ0bSbXCbBr7EA+uL/g4b1anRsbvSplNKk9trq1x4XF7Ki6rQdYmqHrxYf5MzlXmlK7m19UU0dzbtRimE4IyUPo22x9lDeaf/ebg1/w6hhqDr33dDr8Wj+Ym0Ornrk8nMz8uD1hK7tYqkUEmXmFie7HwBmpScnLIFXepk1ZbxU+46Qs0KVlMAu7mEfI8PRbXj0J2UektJDvVgUnSEAEVI8rxZ1HpV/LrKYyvdTBh4KT/lTWdx+UqsSvC/giY1fsmbT6XfRZI9mmvTm/7h2Ta0PYm2ZHpGNpwILK38Gl1dRC02oLFgGxw9/g3eIEuEEFdLKd/ddaMQ4ipg6eEb1oHx3K2fM3/qaq6451TGXtu40nbAr2HaT9PFP+nVpxVz5m2mqMbFitXb8Xj8OPdSWXxXwiMczJqzkQ8+mc3ZF/SlcG0OER3j6DWq6442laU1rF2USZ+RTYtti+4tqHL5uevFC0huGccbj/zAb98s4qE3L6HXkLZUltZgtpgaVUbfV9r3asVrU+8hPDqEL7IXML90Mw92GkOiPeKA+gOYVrSAfHcJ72yZQpylOTe2PQF1P0KzhyY2LL1V6/FywSsTURXB5zcH6zqO6JLBpoISQsP95CvrqdVcuN21BKSGRTHzQq+zyaot4eL5LxDncJPhbENAqcKje7EoFYSHt+fSVgO4acmH1PrNRFqt5NUGMAmJUDSsJkHAryJNXrbVlPDx5g3EOUO4oe1YttYV4dECtA5tzuLyTZye3Nilr9BTRqG7nK6RGTzcoXHq1Y7hwyj35dMx4tD68S8qW8/E7X9yaYtRdIk4NhKR/es4CLEWQnwAnAoUSyk71m+LAr4C0oAsYJyUsmJP/exNrG8BvhdCXMhOce4JWIC9h+YdYSJjghF3ETGN01T+/v1SXn70R86/egiX3NBYyPeVHj1bcNsto6hye4iPC98vof6bv+ZsJGt7GRnpCTz8yqWN9j93w4csm7kei81MnxM7ce+Eq1g4dTXNMhIIjwnlm/dnA1BaUkNyy7gdtufcrSWkpMVw3QlP4Qiz88Hch7DtoQTYnkjvHLSvfjJtDiXeGmYXb2Jc6oGZnQBubX0x80pX88raxUiyGRrfhi5R+5aetSkq6txklZSjh+t8tmkZV3fsw4ldWnNil9YsL83h8rk5aD4717U5kTpfgIVV2byzcQ7j0rpiVf2oiqTQk0uv2Oasr1lLnd/MhpotXJUxmKe7Xki0VfDI2nfwBUz4hcCk6lzbahSF3lLGNhuBLkFKM76AhVc2f8GAmG7c0Tb4WY5IaJgFsS7g5bFVP7Chbjke3cOjHa+mb3Rjz9f00J6khwYTuK2rWsPyyqWcmjSGcHPEAd8ngCkF81ldlcnvBYsMsT5QDm5m/RHwOvDJLtvuAf6UUj4thLin/v3dTRy7gz2KtZSyCOhfHwzz9yrWZCnl9AMd9eFgzaKtvPXwJE69eABfr3iC0AhnozZ52WVIKcnZVsKMKStp17kZCSlRTfS2Zz79YBZffjKXfgMyGHfOgf1UvebKoaQ2j2FUE26IZcXVxKXGIpQN+Dx+1i3eytXDnyJvcwGRUU6+WPU0Z10+kFVzNmIWwZDH+1+9kA0rc+gzvB2F2aVouo7m15AHmGVwVx7sNIal5VmcnNR0Yqh9ZXPtRuaUTWVMajdMMpb2EQfnftYsOoK3rjmTS5d8wTNrpxNnC+GMjOD9jLGFonnCqfObuXvWfD6N2kbLOCeLS7eTYA8nUsbhIheXXoumx6FLQYgawdjmvbl8zqdYVJVL24aTGlpMslNhRWkqum5iXvlCct15NHdGcnbKifw24jbmli7l3a3fsq0uj59yl3FiYidsanARcE3VfArdhayvzmFaYRGhVj/RVoXNNb8Ta9FoFbr7e/pN7pfkuXMJN4dzatIZB3WvLmsxmlhrBGckDwKg2l9JiCnMSDq1jxys54eUclYTa3xjgKH1//4YmMnBiLUQwgZcC6QDq4H3pZSNw+qOMgv/WMPWtXnM+GEpoy9oOqLs4huG06FbKtmZRTxz99e0apfIG1/fuN/nSkqORAjYuHgrd06cz12vXsywM/Y9nzRAXGwYlzQxzoXT1/H0Q9/j92lMWPAY29fmUpRfyYQnfgRVJVAf0RguAmz4ZT4vZ+cxYeULRMWF0X9kcKaW3DKO92c/iMVqxn4As/5/Mji+DYPj2+y94V7YUrsVr+6lTXgYF6aevs/HSSn5duFqEiJCGdS2YUBI//RUzDPN+NUAmkvi8vu55JtvURWFmadfy8ryAq6e/h2xdif/124ocbZQTm/WiZc25OLRACGp80tAUFCrc0JMFBEWO06zFU0LQRUSRdGwmjyMThzEr3nziLAruAJuxi9+kC4Rbbk+/QKS7bG8ufEvHl09iQJ3BddknMCWmpV8mf0cUkKNZuPM5gPpENaHEPMmZpZ8Q6Uvl5tCXwQgt24hXr2WVqE7f/GdlHAyS8oX0SuqoV37QEhzJnJDxlkAzC/7g0m579EveiRnp1x10H3/Z9i9N0iMEGLX5P0TpJQT9qHH+L+jw4FCmnaRbsDezCAfA35gNjAaaEfQNHJMcc51w7E5LAw4uctu25jNJvoMaYPFasIUaiP2AGbVAKNO7crwEzvy5LUfsjirmEUz1uF2eTl5Nw+JfWX9siweHv8hhNixOa1YLCb6n9w1aN7ILGbelOWcceUQALoO70jzdskMGdv0OeOSD+zaDoa6gIuttVvpEN6+yRnblS0upldUd3pGdtuvfhdl5vDopD9RFcGCx2/AbtnpuiaE4OvRF7O1pJzTOrUju6qS5QUFCMAT0Bieks6y824mxGRBVRQe6DKK9zfPZVFxCc3D7ZyU1Jnr0s/jxvlfkl+TxeSc9cwYfRsBPcDZs17GYorAZgpgUqBtaDIT3SGoehw/5v+JJjX+KlnEDRkXEmq24WYVrcIF7cODvxiirYmEm2Mo8tTi0UK4ouWZRFudbK7Oo3VIV7pEDmFjzUYWls3C5/sM0Ak3pxBjCz4Y+0YPoG/0gAP+PHbH34WL3VrtXloa7MoeZtalB1t8QEophdj73H1vYt1eStkJQAjxPrDoYAZ1uAiPCuHCW0ftU9uC4mq8CNZvLj7g81ksJh5670oW/rmOx65+n5k/LmPYmB4HNZONig8nIspJTFIk//vwqh2RjCazyk1PjeOmp3YGjLbu0Yr31758wOc6HEzY+h4rKldyVvIZjEne6QWxsnIBJd58hsWNYWDMzlmiK+BhYvZfpFmTGZ6y+6jU1omxdElNJCUqHJu58de1U0oCnVKCGftaREbyzpgxqIogOSyYWyTc0jDL4gmJbfk6ey6FLo0N5RJPIMCzvc7mw00L6RKdyMqKbD7OngSmPCJsHgQwKimVwfFtSIz4loBehZAOws1wdcuxABR5SrCZPChC8uX2b/gpP5nHO13EKUm3cOeKDwCBRXUwu/BR8lzz6Rp1NV0ih/DYusfYVreVIZHNiDDbcZhi0GUA5TAWMRgWN4ZWIR1IsjdOQ2CwBw69N0iRECKxPoVHIrBXQdrbt2JHiQ0pZeBI+dseTrp2T6Vth2R69DqwHAuapvP753NJa5dE1/4ZDDmtG/EpUQdtcohPjuTLhQ8fMZ/mg2Vh2Qa21hYyttkgTIpKnDUOgSDWujP9qiY1Ps9+BR2dRFsqHcJ3mosm5y/ik6w/8HtUKiov4eyOjRfcpmVm8vbiRdx2+gD6N9+3xcgR6TtzfHsCfqp8HuIdOxecl5RtwCdKCLNK/srbynW131KubCc9NIFpG5ZQ6KkkNUzDofp35FmYn1nBBSkaVsWMV/ORWysZFt+ZNiFp3L7iFhQhCTNZ8Og6xZ48Kqqr+Dz7A5ZWzuWSFqOJtcZQ6NlCuCWNfNdC7KZ4JmS+QJhaR4eQOEYk3UykWWVqztnY1ChObPYVAhMSH4qwEtB96Oh7rFm5rwghSHVm7L2hwU4OT7TiT8ClwNP1f3dfiqievYl1FyFEdf2/BWCvfy8Izt4bp0Y7hEz6ZC5VlS4uveGEffZl/vz1aUydtIQ7nzuPjj3TGuzLK6hk/sosnn7lApy7yUi3N+b+spzX7vyCkHA732x6kXteu+SA+mmKf4tQA9y/6mN8eoBEexRD4zpzYep5jG12FhZlp/eJKlQGxo6myJNHmrNhPowEfxxWfwiVZQJfstbkOb5du4ZlBQV8v379Pov1rpwz+QvWlhfz5ahz6ZvYnI3Vebyw8ScsisSp2vF5TWz1bkOaXKyuLseiWLCadHKqBYkhCppJIBGIsEImZS/mzR7/x/VLn8JmcmM3VfDY+nvwaR5Ax6zoCFQiLCodwlpRE6gCwCwkP+V/hEBwYfNrCbeZ2FKbydqqxaTYKhACTMKNX5f49Vqk1NFlgM2l11HpnkObuPf5OncCXs3FFa3eJNS891zkBoeBg3Pd+5LgYmKMECIXeJigSH8thLgSyGYfci3tzRvkqIVMVZTV8u6LwYoefQe3oX3XffvPunDGBorzK1m3LKuRWD/z5u8sX5NDeUUd4y8adEDjyujSnNQ2ibTruTNY5dcv5jNnygquf/wcklv8N/4znZbUl001uXQM3/lzeleh/pvTky5BkxoTt7+KX/dxYuTVPPfDXGbP20KYKYZPHziHTkkJjY4DuGPAQFIjIrj4AMPevZpWnwWvlrnFW+gYkUTbsBQEAUYnducp91R0RSPE4kMCivASY/MQZvbh0kzU+q3YTAF0AdMrfqRIX4jTXINJUyjyrUMVNcRYPESYXEgpyPVFYhcaQs5ndVUoY5LH0TeqLznuLaiY+Gz72yRby1AEJNvTkPiIMkcSZorFYY5gRMqnmJUQNtduo9q3BYkPb6AAt1aDpvvw694Dug8GB484iOIDUsrzd7Nrv3yIj9kajJHRIYy7YhDVFa5G4dB74q7nzmXFgkxGnNm4iE3/ni3JL6qke6f9n6VtWraNypJqep/UhbdnNcy18d27M8jNLGbulJWMu2H32eyOJmsKinjn5d+oXVPGU+9cTkLKnqvc7I3/a9N0PcKmqPaXs7JyXnAcS5P4Y10paihEKHbaxTV+uK3JLMBiNtG6eSz3Dh6yz+eZU7yZnNoKWoTE0TcujUmnXkipu457ln/Lmsp8Hut6Gs93u4SLFjzCe1nZhJrD8WoaQgQrAIXZXISZ3ZgVHTVgpk6z4dHMCExYVC/F3i20d5ZS6AujJmAnPSQJv5aJTQl66fgCUXQO3YpVqSVUdfNb/kSmFMzg3JT+VPlhScVWnIqD9JAE1laXY1UgQtnG7OLnOCn5f0Ra25HjyuGFTc8Sqjbj7tYPkeAcziVpffDpbqKsTUecGvw3OGbFGuCKm0fu9zEpLWN3W7bqvDG9OG/M/vtGe1xebj/xf/g8fl7680Ha90nnh1+Ws3DxVm69cSTXP3Y2i6avY9QF/fa77yNBucvNuE+/wh8eoFl1FdmZxQct1ntjddVaPtj6CScmnMDoxBOJqjiR2Ru2YK7SGd6hFUPbtuTU7m0xmRr+eNteUMHVj01EVRV+evlqosKazlAX0HTGv/otJdV1fHTrOPzmANcv+AwJ+Hwqnw+9jJ4xzQmzWEkNiWZDVSFJjghCzU5SHBFU+gtJsJXTM7Qfv2zPJdIRwMRW6gJWVHQ8uhlNKpyWcAqzyybhMLlJVMsZFraRqoCNyZVdOCn+FnJdc1hTOQWL4uCm9JuZWnAjqhCYlADxthrKfDC9+At0KUiyx6CKSHTRkc4RClHmOvLrfqbWH1xbcgVqmV/6C9FmByHmOGLsgwnofr7Ifpw6rYpr0l8h0tL0r5Cm8GrVmBWnUejgUPAvCDc/ZigprMLr9pGyD2aGbRsKeOK6j+k9vB3XPNh4Biil5Lm7v6akoIqHXruI0IimBQEgc20us35eTqsuaZQXVBBfnynv868WUFJaQ695aZw1pgfdBh28L/LfZGWV8uuvKznjjB4k7iVZVHlxNdO/W8LQMd2J2U1bp8VMi6gIKmpc3HLXYHoP3r98yntibvFmPsicxbWth9Mreuei7bqqDZT6ylhRuYrRiSdyWZfzcBXO56ShrRnQNm23/YWF2IiOcGKzmHDsoQKPx+dndXYh/oBGQUUN6SnRdI1sxvqqImwWC/H2nYuKz/U8m0e6jiarbg0lXisuPRezAj4ZYE7VXC5uMxbN9wqJ5g1MKevE0spm2FWVt3vdRoozirW1H2AVOn5UvLqJKt1BuNnLp9u+ptgDzUNCELqf97MeIdZixh9Q8ekmvLpKiOIjoKtoEoQoQ6JT6PqVqoCDZ7pMpMg9kghL0JQ0t+RH8mq/I0x1cG+716n2V/Hl9vepDpSjSR85rq37LNY5tfOYln8PzZwDGJH81D4dY7AbjkI61Kb4V4i1x+Xj+jEv46rz8eYPN5Oavmf/8Q0rssnPLmX+H2u49PZRfPnaH7TrkUbfEUEXMbfLx1+TV6Lrkm2bCuncu3GypL9559HvWb0gk7PGD+PqB3YK/603jGTpimxGntB0wRyfN0BZaQ2Jeymq2xTvvz+TeXM3U1vj4c67Ttlj24+e/pk/vlnEltU53PNG49B1AKvJxOSrDt1C6K5M2r6YpeVZ/JizrIFYn550MhGWcLpFBH3fEyJDeey8E3fbT3ZZJckRYUSE2vnppasRYs8LropJ8PL1p6P5dDqmBgXsowFX8u68xZisgmbOSF5eM4Nfc9fzUp+z2OKawryyKbQJ7UmYaqdOc+MOhFLikXy87XvOji9FWKC5vZoERw9OSx5Ci5B4Hlv7MkKCSdXx6Va+LOuNCYlJ0chxlRFi9ePWBaEmSai5FpdmIcsVS6SljnCzC7vqQpMCr26h0m8jRPVhUTRaOEJRhEKiY2dsgEIJ4SY3Dt2LV/ewqmoZq6tXYFPMCBS+zvmIzhH75s/v0aqQ6Hi0yn1qb7AXDLHeNxRVEPAGkJpOVWkN/EOsK6tcCCGYM30dE179g6tvHMGNj59F226p/PXzcr5+60/CIp18tfwJABxOK+PvO5WvP5vPmtU5TYp1SUEl1RUuThzXB583wMB/BNz075tO/767z7Pw8B0TWbpwKw88eQ6DR+y9ssmujB7VhapKFyNP3L3/8efP/MSKmesYfG5/Vi/MpM+II1plbQfXtzmBeHs456U1jLSzm+wENAc3LH2Z69LPYnh80G2v0FPIrJKZDIkdSrwtKLKfL1zB41NmMKZLO545axSKsmevGJ+mMfLbDyn3uJly1s4H1OwtWTyzfBb2OBcfVvyI12Onyqdz59zJPNgvaO9dVbmcOKuOBOaUhBJu8RJh9TK3ujMe8ggoHlo48plWsJibFv9Fq8gyrIoZVZN4dRMKCiWecIo9FpyqilOWU+Z1YBU+nCqoQlCrKZj8VkJUD1IBUJASnKoHmxLAo5k4LXln9GCRO4cNFROItyZSYelKvL0bdtVBz8i+FHryKPPmsal2Jc0drdhXMsJHE25pTrjlwPOvGOyCIdb7hsVqhooq9FoP1SXVDfaVltVy4fXvYTar9G+VjNvlY+P6fG6/PxjSHB7lpOeQtnTq04pJb0zF5rRyymVD0BCUltTw55RVXHBlw0UsLaBx45iXqa5w8dI3N/Lyj7c22O/X3cwvfpEwczJdoy9rcsx6ffUQTd//ZeT+AzLoP2CnL6yu61SW1DSoYv7Lu39SUVzN8PP68eHcxsUFjhTpofHc3WHn7N+nByj3VpNgj2JK0Xc4zWXMKV2wQ6x/zPuOxRWLqPRXMr5lsI6ipusIVSewj/dKlxJ3wI9f0/BpO7MfdEqOJzFMEBpZRqW0E+XUqa6DjOh4+kafxIzCteQGluLTPehSICVYFDvgxaqGs6auhkQr/J6fSVrYLHrFmin1O/HpKtW+oFnFpEji7KU4zaH4dAlIuoXlkGCppsQfQrY/GosiqdUsbK/rzvCESGp8Bbi19agimMY2IBUmbP2Se9plEG+L4eNt95BuXUeZG0r9obgCBfSPvRiHycm4ZpeQWbOIVs4QBsZevF+fTZz96DzAjzcEB+cNcqj4V4g1wJPf/h9b1+RSU+OmJK+C2Hrzgi4lUgZX86NMAlFSSVT9nc3eWkLmxgIe+eBqtq3N5cahjwOQ2jaJae/+QYeMWMbf39imLRRBRHQoPm8AZ2jjQIRC9wq2VP8KQMfI8zEpjX22H3v+PEqKqklJPfgajS/f9BFTP5vDbW9czon1Lod3ThjPuoWbGTa2L1pAY/r3S2jTNZXmGTttmjmZxSydtZGTxvU+JHlC9oWHV3/AovINPNjhEqIsdlwaDIrd+QthQMxAyn3l9N8llLpTWyct/bk4I0P22Lcm/ZR4NhNna8NvZ19Grc9Ly4id9zfK6eCaQZkUezMpcndjXlktp7Zpy02t+3Drkk+YmluJ3ZRKXY0Ns9VLRJiXErfEUx2NLiWp4Q7KfU4cStDv26TomITEpZlwmv1IBFGmOkyKJNzsodLvoC5gxaYEY8eCibUEILGqOmaxmey6aiSSNGd/VlauxiK8eHUTxV4vqyo3MjIhhmhrR0r8+ajCiSoq8eplTMp5m36xo2nmyGB60QQqfHmEmxPoEzP20H1YBvuGYbPeP9r1asWi6euZ+OrvdBvclie/DBYpjYsJ5Yu3rkJRBV8/Pxml1o2nNuiP+uCtX1CUX4mm6QwZ0YEhZ/bC6rBQkFXC1lU5hOVW0LZjY3coRVF446db8PsCTYpckr0HHSLPJcyc3KRQQ7DQwKEQaoDaymBV19qqnYVxuw/vQPfhwZnTlM/m8to9X5HcMo73Zj2wo80Ld05k44rtuGo9XHBT0541mgwgEIfMY0CTev1fjbva3EWRt4j0kKC56Ltla4kJCeXedg80OKbSX4OOTrm/ulF/uzKr6HXWVv7MmpUZjOt6I5Pq3iPWGsvD7XdWswkzx1PszaJnVDcsqo/zUgfxU+4S5pZuwGYW1HptXNtxEBPzfsNu8hNi8aOiEWVWCLOUIyWU++xk1kZjN/kBSYTJg6roeHUzHs2EUwSFW0pQhcZmVxwRZheVATte3YSQOg7Fj031INARwJbapVhViVVo2FQNKSKJMa1neekq+kQP4cvtiwGBT2uLThWRvt/Z7prG+PT3sCjxKKKaBHu7Q/IZGRwAhljvH+16pBEWFULnfg1txTHRwRnZVQ+fzaDTe9CmWxoAXXumsXjeFlpmJGCxmbn3/fEABPwBaitcpHfZvT3PZFZ3W6hAVSz0ib3pEFzRTh6571uytpbwzMsXEJ8Q3mDfXe9eTfb6vEZVY3RdZ97vq4mICSU6PpyA28v5Gbfw7JS7aZaRSP+RHakqr6NDz5bcc8X71NZ4eOq9KwgNDxYlqPFX8srm27Eqdm5p/QLm3Tx49hVNajzW6QqKPRU0dwbXFULNQfPBkqxc7v9hKqoiWHjv9TitOwNohsX1JM4aRYpjz5XUrUrwc3a5TGwuy6PWVEtAD+AO+PglayPdYhP4ucBFlb85v9St5oX219EpIplwcwhFnkoSrbFs96xgvedX7GY/Pl3BpymEmPxowrPDdGVRA5jq7eYmoRFmDj78NV1QE3BQp/lRBThVL62cpdQErNTpDswKBKQkyuoh1OTFogRASDQpiTFXYVaaUeytwK56iVJXsKZiJgCDE14mVHXg0mrI9+k0t6diVdYAAfJca9nmysGj61T942HmCpQD4DAd+cRd/zkMsd4/eo/oyFern0ILaMz5eRnterYkut5drSinDLfLR4feOxdhbqt32wv4NWqrXKxels1v3y3h8ptP5Mzrjp3gFV2XLFmYidcbYHtWaSOxtjmsTZb3+vO7Jbx4x5ckpcXw2dLHGZt6IzUVdeRuKqBZRiLjrhvOuOuGU1lex6rF29B1SXF+xQ6x9mh11AVq8Ag3ft13UGL90sbXWVO9jnvb3UF6SEtqfF4+WL2UQSlpdI9PolVcNF1SEkkID8FhaeyS1yG88fXNyN6K3Wymb1Iz8mtquOMnSUr4eVzdbRgndE7HklXNb4XzuXPhZ0zeUkLL0EiapfgBgeZRuGHJ6/TNbcXLfa/if13Px6N5GL/kKyQSm8lBldeGQzjJ97pJdQry/FWYFT/hFi9moSOlwK8reDQVDQW7ScNuqsOrqwR0BbMS/BUhZfAFoKKhKBIFiRkNqxJASI1Ikxspt+HSokm0ulCFjku3oIjmhFnTCVXziDTpxFijuD7jKaYVvsLaqj/w6x4ubXEPhe7tdAjvU38+ndWVP7Os9A2EEIxN+9IQ7MOMYQbZA1s2FbJ+XR6jT+3aKHDih3f+5N0Hv6F9n3RGXjqEbevzmfbNQrwuH2/8fhdpbRrW+LvjnFfJXJtLsy5pbN1USFKzaK656+QjeTl7RFEEz716EQX5lfTq2/SKf02VC0eIrUGOlC1bSxBRoaS1C9ajfHbK3eRlFtHvlIbRmxFRTp545zJcdd4G1eBjbcncmP40JsWMRTiZ9PsKWqfF0qlN4/qWeyPfU4BP91HiLSU9pCWfr1vJS0vm8fOWDUw79woiHXYmjj9vR/vFW3O5e+KvnN2rIzeMbBhM9MmS5UxcvZr13kJCbT6mj7uV/JpqCmtrqfSYGHxmCySSQk8tLi3AupqtoIRSUeflqVbjuXPZ59QKjYgwHyvq1lPpqyPC4sSm2lD8LXCJbGLM4YyIb8/yqj+JQUciCGgmkGak7kMxAULi1gRezU6Nz0yczYWOIKAr1AVM1GlmKv02LCIo0LoEpylAQKr4pYpNgECiCFCQqIqbeEs1Xl3FokBFwI5Xevgk62tMhKLJasr8payv+p0695ckmBRKvVl0jhxNvDWNLbXbaBOazsbqGcwoehWn4scsHAj+PTll/rUYYr17Hr3/WwoLqlAVhZNPb5gDObVtEhabmVadm/Ha/ZOQUhIR6UAIgdVm5p3Xp2Eyq1wxfihCCKpKawn4NIaN7kR6hyTGXNA4ofsfv69m1eJtXH/bKOyOhjkutqzJ4fGr3qffSZ249tGz9+s6lm7M4Yupy0h1hDCwWyu6d09rsl27Dsm0a6II8JzJK5jz60pmT1lJnxM68NC7V+7YN/evjWiKQuehQVtmiw7NSG2XzAuP/kBtjYe7Hz9rR1mv7rup5J7sCM5op85Zzwvv/0lYiI3fPrhhv64R4JqWV/D59s+p8VfyZ/4mokOsdIlN4NRWTQcLLc/Op6i6ljmbshqJ9dcr1rCptJTBfbNIjCpmdc10hiWdxodnnEmMw4nVZOK6Gd8zLbeIm3qOZEsgQA5buLpdFyp9fmoDEikELr8ZXReUemuJsARTzlb7QLUplHmrqHDVYlMDSAkBqWBSNCyKRqXfSqTwEJAKNQHbjlm0T1cRAgKoWNWgCDtNXiJMXty6Gb8ucKgBAnqAKs1KnWbGrvjRUdCkgl3xYKt/X+m3Y1Z0nEodBXVTCbf4kNhRMDG98DWaWXSsQjAo7nIAXtz0NmurN3BF2gV0i2hBiCmWJHsHhsbfiN10eKNR//NIwxtkj/Qf1IYF8zY3KWA9T+jIT/lvAhCTGk/25iLGP3A6VpuZgoJKvp24EIDa0hpOPbsXL/5wC2sWZ/LsQz/gcFi46R9RjX6/xjNP/gxAZUE5j79xGQBbc0ppnhTFphXbKc4tZ/Gf6/ZbrD+bupTZK7dirtWY+tNKfvnxtv06/pmbPibg10FVqCitabDv1gdPZ+WSLEae2nXHtqoKF1N/XgHAlvX5dNzNw+GftE9PpFXzGLq03f9ZNcB2dzZZrm2UeEv5bUscJqEw7/RbiLI2HR16ycDuRDhs9GnVrNG+x0ePYFbmNgrCsgD4OX8G3SKHMCRtZ9BNqduFX1NIMKVx87DO3Fk7lQVFdxBrPpsXe1yIoqu8tnIuFrNCqjNmx3EFLjOKLxSbxceSmlW0DfGiCj/t7EWsd8dThx2/UCjyhCPQCbX40HQdVeiEmb2YhIYmoS5gwan6cag+hABV6JT6ndiUOvxSJcLkwaH4KfXZqdFsdHB4MJl0Ikxu6nQbEh9+aUagk2yvRiE4M/egURFwYCIcq2phW80som0dsCvVCCDcEkaMrSVXpk88oM/J4AAxZta757qbR3LdPuQGOff6homr0lrGMe6CvqxaksWUb5aQt62UZ9+7gqKccvx+japKN16PH/MuiezNZpVOreNZs2I7rVoGF7k++34hb30+m1NP6MSdV41AUQRt/yF8Uko+fX4KABffcXKDiDstoPPBhBmkmZ2YuraidH0ZPTvuf4DC2OtGsGV1DqddPrjR+Xv0TafHPwJzIqNDaNs5gaU5ecz8dtE+i3VKQgSfPt90BOS+0C+6H8WeYlLsLcgsXkGExUaoefc2cJvZxLg+nanyV7CxZi1tQnf6BHdLTqRbciIfb3MxpeBbdNz8XvgX5zbfWdTgvRPOZktVGT3igg+XKu92QGdj1Sp8ag+qvB4W55QAgjWlRSSEWnlszWdYrZW4AwK7SSPeVkWE1UV323ba2YpIsVTyXWXX4AmkTqDeF1sIiUX40aQg3ORBEfX5gpUAQoBfV3BpJmyqjoaKAMxCw6RoRFvcVNQ6KA84sSgaJT4nNlUjIBXqNBOabsJm9YOQCAEWRaM0YKXUH0KCUsOm6t/IKvqOukA+N6WPp3dU4wRlhxt/oIDcijsJsQ4gNuy6I37+YwHDZn0I+P7DWXg9Ac69dhhrlmUzY8oqNK+fks2FtMiI56Qzg8EYJ47rw8oFmXTq3YKQUHujfl5690pqKut2FNtVlKBtWFUEJrPKqCbKduVsKeLLV4JpXIee0aOBj/PaNbl8/cUCAL795VbC95B/ZFdqq1xM+2YRfU/sRERMCJfcuedw86aY0cZNTfcI5lbUsP9VJveMLiVvLFpIpM3ORV12RnXaVTvnNQ/apH8d1Wef+3tj89MUeHK5JO16ekUNILO6DJNQSA2N5NIWI0hzhjCrZBH9Y4KVk7yan8vmfEhmdRnXpp9Aj7hkVhTl8HTmWiJMbdnuisSt/4YmFa7qdgKKrtAqIoQ5pevZULMdq9lPmFXBafLRz1lEqTSzzRNNvFrH/KoWeDQzqiKxmwIEpEAH1PrQd59upi5gxaIGqPZbqRNW7KoPkyKRKESa67AoGj5dwR1QCTV5MQlIstdgVzVc0gaKglcqhKtuQlUfLcOv4ZNt0+galkWIyY9PN2NRfNRq4dTpCTjN7Smt/B2JQqgpmBdnY/UittQsZGTC1VjUgy9IsDdqPDOo9czE7Vv1nxVrY2Z9kBTlVTDhyV8A6Dm4De+/PJUNq3IIDbFSW17H2CsGc8IpQUF57t5vWbwoi76jdwqM3xeguryO6Hrvi12rol8wpheDeqcTHe5gxs8r6NK3FVGxoexKSqs4zho/bMe/d6Vt+yRGn9aVyEjnPgl1XbWbnz6YSd62Uv6ctJjvJ0yneGMut715BYPP6o3V3jhX9O6IsjuokTX06L7v4cn7yrKCfF6aH0x3Ojojg2hHw2vLdWWR586mV9SgfaqeHWONp8RbSKQ5itzaSkZPfg9VKMw54waibQ6GxPVlSNzONYZiTw1rqvIA+HbrCq5o15vxP35Hcnsfxf5w/LqFLhGtcKqh9IhKYHP1g7yzaQIXtXyV9uEm3FopUiiMdm5nTOQ2NnrDqAgEaGapJc7solKvJtVRyQZXIn7NildTAUGdHvyvUq51BdN6IqxefLqgyhtBur2QFvZqqjUbOgoRFje6BJ800dxUxlBHCes8CWT7o8lxRxBm8hKpugCJT3PTNbySTo5C/FIhxxdDiV+h2GulyKvjld9hVWG7K4YIS/BXxOTcx7AoLn7TKzi92c7o1eKaD1GEg5iQcw/iE25MuGMM3sA2nNb9z1h5XCAxxPpgiU0M55QL+uHz+EnNiOfMi/ox8RvBGWf05K9fV/POhJnUBTQuuXrojuAWxy4VYh698j2WzdrIg+9eQb8TOzXqv1liJB+/9DsT355Bz8FtePzdyxvsVxSFqx86s8mxWSwmbrt732fFP0yYzmfPTyYiIwFvuyRqdR0pJYv+XMvLd37JqIsGcNOzF+xTX39cfxV5ZVWkxR96d66OcXGc1qYN0XYHUfbgL5Q7F/3I/OIsPhh0Pp/lPEuVvwJFKPSK2n2Bh001q/gh70MGx55Kl4j2zCv9hn5RFxJitmJRVCxq0z7uzZxRPNz5ZP7K3874NgMB6JoYx9LNPq7r1YerOg4moOv0+O5FVjsW8FynpehSsKJiBqqynSg1QIXfwXpPJEO1PDK9YSA8ePRqigKhdAgtwq76KfHXUh2w49eDi4MBXWBVdTz6dhLU4EKklCpWxU+spQ5VSJDg0VUcCgSkSp1mIcQS9NG2Cz/ZnnR0osisK8au+rArfrSaT4hQA/XJnsz4pUKktRu57iw6h8fj10vx6Aoj40aRbE9mZvFkEBbARYJ9pwnM5VtDbsXDAITZBmExJTGndBbTi//k/GYXkRF64KW8VMVJYsT9B3z8vx2BYQbZJ2qqXLz24He0aJPI+Tc0tE8risKNj+4UywKfl1VV1YhFG8lbsg0UhT8mr2ToyI7c/cxYzrx8IHGJEXjcPv6cvJLqajdSSrwe/z9Pu4P0jsnYHBbadmm8EPZPli7L4tPXfiNnymJunnAt22v9DBnchubNonG7fZjNaiM3xL/peUIH5k5ZQUTXVArX5JHUqTmX3Xc62zYWMGfKSgqySvfxjoHZpB4WoQawmcy8MrrhQ2h+URZFnho2VhXTPqwrm2rWovii+W7lWk7t2LZJ4V1fvZzi/2/vvMOkKs8+fL+nTJ+d7Y1ddll67yAICIJi77HFEmtsMdXEFE2iURNNsyVRP3uv2CtiAaX3tpQFlu19Z3fqae/3xyBIAEUkauLc17XX7sw5c+bMObO/857nfZ7fk6xnVecCYlY9bUY95YEhzDvpCtZ01HHDqpe4oPckBmXuSjV0pOTxbf9iddccKrf25QUrh6ta76V/zy2U+oLcvFDgDbSRcGL0z8ylPR6jw/ZjSJ2K0GBcLa+iKRKkYGWsB1fXZFPkCaMrDm919SOoJdgczyNLixOz3eTqEYo8Yapj2TQbQQJakgJPF5pwkBIMRyVDS9Jq+vGpBh2WB79u0255qU3koWKw0Cmn1NXB5mQ+Ba4ampJJMl1J/KqJKpydpeofd1fgVW0m5pzJ2u5uSnwrSDpNaEJS5oIe8nqqWhfyYYtNh6lzfNGVjMvdNdnt0fqQ6T0aRXjR1VRB0setH7E9Vs3yzqVfSqzTpMV6v1i1oIq5b6zio7fXcOYVh+/VNrOrI0pXZ4yexdloqkJFaS4VE20+mL+ZpsYw//zbm1z182P48U+fwO3WOfmoYTx534f0H9KDf7z9c3oN2L0TTXc4xr03v0pBaTaqW+fh964lY0coQ0rJotlrKR9YTEHJ7oJ4862v0t4eRanoySNPL2RLa5RVa2q4+vIZXH7pA+TnZ/B/D126V1e5/iPL+cecX2OaNnM/2siwoSXk5gQZOW0QFYNL6Dvsm+uedv+Us9gQbubY0sEoIuUDcvL9j7O2sZlNHW2sizdzev+hHFvRn7Wd2ynx5zKj4BQ6zU5MG2YUnEN1bC0DgoeQcLp4YtsC5jSuRxcq55ZN5t6VizlvyEhe2raWjfFllGSCnhPh8Zol5LhTI9cMt8aUsnxebUx5tvx05OU8U53gze6BuBTBwq2v0+0U0TvQTG0kwNCMFhJCpSkRpCPuoX9WC37NJGK5qDFyUIVDpmbgU00KPWG6bDde1UQTDkJAwtYwHZWYrWHYGWS6EiiKgy0d4rYLIWx0xaHL9rM4EiJLj6MIh2xXC1HLTYsRRCJpJg+XEkcRgpitsT0W5rii6dy75V1MRwXh4NUdwKYlsZwTin9HZfg1RmbuPi+gKB4q8u7Z7bmze57D0o4lHJ7/hbpHpdkbabH+fMZOHcCpF02hrF/hv2Vb2Nx50ytICcs/qKSlqYshh/RmXDBE09I6LvrBdGacM5F//vUtRo+r4Kdn/BPbreDK8DJoRE9y8oKMm9RvD6EGWPDuet56YwUEPCgxi+bGMCefM4GevfKY/ewi/vrjxyjtU8C9H+zucXHyCaN4/LGPMVWVgcPLcTY3MXXKABYs2UIiadLREcNxHKo2NHHHH19j5gkjOe7UMbttQ9dVDp86kNZwlDNufJQeOSGOP2Qgf3tpHlecPInckJ9vGv1D+fQPpWL2sbjBS7OX07d3NY7PoN7s4oOarXQlE2jeOL9b/RS9A9kc02MIC5pXI9UkxZ5+zCz6Hr9Z80OidoRTSq9CV1TOqZjAfcuXMGvzWtbHaukbymNRTTnl7iI2tjeBkFzQ7yQmlIT4w/pH6dSWEXIEquJQ2bWZXHcOsxv7ckbZBFqMFRT5opyYv4JQgcYYT5hOy8XV26dhoFEZzqfU14GuOOS4o0QtnbCl4VbdJBwdj2phSgXbTv3LeFSTCl8LpqPRbPgxpYKKIGroeFUbn5LErTgoQhKxdNoMP/nuCDo2fXwtWFJhXbQY0xEUuC1cioGUgs3Rd1m/ZS6WoxBz/AwO9WFYzlQ+bvodUcfNYPE6EWMRazufZFLBNbudh4QdRhU6upIaWJT4Sinxff4dYZr9IC3We6dmawt/++0sDp0+iFPPn8TF1x63c1m0O47b46Khrp03X1gKQFFBBqqmsHpZNY6mgKJwy69f4OEXr+aexy9j/fJq7m8K4/Pq3Pvs1WRl+3ni7Z/t8/3HHz4Q89FsbEdSoujMeWsVb76ynH8+eTk9euXh8rrIG1CIlHLnBcQwLBZ+vJmCvAyOPPMQTv7OODwenfMv/T+qGzvJL89m0vT+PPDqQmRtlAWyk9Vvf8zME0fS3RHjzutfYPDock67OGXXurWxnU21rWxtaGdLbQu1zWF65mfxvWPG/QeP/BcjEk2STJrkZO9yy3vm1aU8t+Q1Bpy9ib5Z0G14OX3gIE7rMxJHj6EKhZjTxJPba7A6MnArFq6snkjpIEQqVa4imEeFv4PL5j3EQPcAVLdFtdmIkjB547jv0yeUw/kDWnGkZGBWPlJKuqxU01tNASFga6yK3w76BZf2nslZC27C7bIIah4cqRCRkHAU2mwPAoeEpWMoOlsiZWRrreS440gECcdFl21jShWvYmJKhUw9RkA1UbBxKza6sFGFn4SjIyWp0bfioDkOthQIJF7NxHRU6hIZ5GjZZOlrMBwVt2ITVA3cSipXWxESRyrowsCn2ZhSI2x6eK1hMT19R7OubQv5nh641TxqExESdgyXopGw6kk6MKv6IrxaJqeXP4m6l+bFe6MhOoeVrTfTL/NiKkJnfv4Lvo2kXff2zeK5G1m3vJqO1m5OPnciH769Fmk7zH93HfNfWkJZ3wLuevPnXPKTo3Ck5PgzxtHa0MlVJ91OLG4h/G7GTuiNlJKbfzuL5sYurr3jHHr0zMbnc9HSFCbvU97Q/05Gpo9xo3qxdXsrt1x/Gtdd8Qjd4Tger0752AqO/MNJPPrqYkqe/YjLT09Ncs1+fSXr1qWyFCZM7s+aZdWU982nsaETkMRiSR6bsxyAn5x+GNZ6jS5sOiJxVs7dwIJ317F60ZadYj22fyl/uPAo8jMDtHREeH/5Zo4aP+CgHuc7X5jH+uombrzoKHIyvtiI3bJsLrjsATrDMe6783zKy3JxpEOy/3pyOiEU6UOV1kRDooHfDzmOcTkpd8PXp/6Gtxrnsbh9OePyppGMuTmktAd3bPo+womxpq0HN61+nTZ7LXnZkpr2AER0AiGN40qH0jczVeDSP3NXe7emZCu9/B5MK4sTSw7lw9Z5XFB2DkIIstwBhocqaEi0852yyTywxSTXDXP1Rkq87QwM1DMluxlbdvNm82BquzIRmiRqaWhCouCgKg5BPYlPNUGm8qEtqdBi+Oky3aiqQBcS2xFsj2VS5Okm6WiYUiGoGWgKaMJCV2wE22k3vbSaQRQBOe5SYuYWJDsMpISJTy0lbDUiZJzq2BoiloeAOp11Xc1oQsen+TDlOlqNvzMt1EBr7C3anUIcJJaTQH6BYWBrfAlJu5WW+Py0WH8WabHeOzNPGU2kK86I8b2ZO3sdt/zyOTRNwY4ZIBQ6W1KVfKeev8sT+Z/XPUeyvZszr5jBqZdNT8UVEyYfvrcex5acf8kU3n13Ha9d/ghG3OSiy6by8L/ew+13c/8LPyAze3cv5T9dt2vy5r5nr8KybPwBD2uWbWPDmlogZZrftL2VTWvrePJfc1CiBhV9C3jp0Y954+XlDB9Tzl9uPYvurjg3/ep5dFtFCti0cDu3XnQsHpdGfmaAyUcNo3pTEwNG9KStuYu3XlzG4ccM55jxuywxjz7ks+0xn3h/OV2xBJcedcjndlrZ+ZrZyzAsm2Ub6zhizBfryygl2HYqY+UTt7pt0a0sNT7APRKuGvY33m9ax/KOzQwL7cpaSNqNFLs7ESylQze4ZNR1tCbriFidqck/RRDQvIS8PWmMt3PLpNPYPjDO+JISgu5dmTwbO1pxqyqF/iC3r3uNFqOFgOZnVcMCWsIb+X37PH4x6nD6hfK4beT3kdLBlhZPV39IdaweS/fRw9NOnjuCWzgIIXErJkWZBsOCdfTypLqYt9ghOg33TqMmUyo4jqDN9NNteUnaGjl6hIArScRyY9gu4o4r9f2zNHRFElCTCAWEdOjpSoVaVCGpCBxDnqeQj1urUEWqSlIR0GwIhoVmsLB9Lo4DIT2OKjZzfvlAphecxNxWnflt77G2q4ppO0y5LCeBgo+jS/66T9vevTEg+3ICrnIKffvfRf7bSLrcfB/4Ax7Ouyrlildd1UxufgaFxZnoAo44cQSZOQH+ccurnHLeoRTuaEKQX5yFEIKi8lwunHoLiiK4/71rueFPZ1CztZntVc0898xiLLcAXWP284swHYkZSVK1voHRh+57ttzt0XGTcoq78cdP0NkR4wfXzCS6oZnzrvsjiqJhRyLk9Mpn24oatlU2IFSFLZrBpX95jtt/cjKnHTeC199aTbthkZeXQeP2TvqU5VFX18Hfb3+LKZP7M2nmUP7621m8/eIytmxo4Dd/OWu/jldrV5Rbn38fgIkDyxnWq+izX7CDWy49lk21LUwd8cXzsXVd5cF/XUg8blC44y6lp6+Mw/Km4VV9ZOpZPLr1IxoSHWS6HqfEH2Bk5gheq/0REgtN+Ek4KZ/uXHcPLqr4E6YjOaVYx1E6KfIUUeRNfY5+mbu/99ZwO0e/9CAuVeOmSdN5YWs1Wd4QF1RMIaT+jt5Zkoc2Bblgbh0JEeG4ksH0Dr5Dt9mIkH0ZlNFMnjtCczJAsacbIdzUJyfg1huxHUFIiyMEBNQkjZagJeGniQC9PO10Sx9JW3B+/gI04TCrYyQ+1SRm68QsDyX+TgxbwasU02BGMKWHoM9A4KBhE3Vc+DBJOgpVkTfZHAFnR9pel5mBFBJklAHaW/TJXs9r4cF0O17C5go6zUW0GRV8p/Risl3lFHuLGZjRn4RVS8JJXU2y3b0x7AiWjOPTdt19dBgNvNlwJ30C4xibc9Ku86gE6ZVx+hc+/9820mGQ/aCsdz6PvP5jfn3B/9HW1MXoSf259VfPsuzjzVRW1tPY0s0lV84gYjqc+6sTGT9jCPfe/CoSgeNIhg8v5a/fvZ1IwsI/ojctPglCYMYtiBsIIXjy9rc+U6w/TUm/IqIbGynICnDb2x/g5GciOmOEvCqnnzmel97byPbuGBW989kQDWNLhzv+NZtjJg7i2beuIRJJsHBVNdf9/VU8bo1Ljx3P0qXbaGrqIktT8Ac92IUBaqKJ/T5GOUEf3506knAsQf+Sz+/+/glTR/Q+IKH+hEBQp0lsJNvuj0v1oCka3y37Hh2xOCfc9xhOroe+hQWs7p7L6m5Y3rESv6IQ1Lx8r9dvKPHtCuuU+FIj+yXGEu7efDeZeiZ/G/G3vb6vX3cRdLnxay42R+so9of5QfkcWpOVlBaczKLWDzE1HQ8qMdvkzYalnKbXoCsW+V6BmWqMiImLukQGplNAvRGmwNVNQyLIsu5SyjxtVEXz6LKC5HrCTA1uYLS/hnldg1kcKSVXiyKQBJQkUiioAkq8RdgijFf1YjrdFHqjtMT9tCZzGRBoAeKE9Ams7KonR29GCAckuNQA27vLCeo6o0Lb6al+jN/pQqhQoBvEzSC9A0Ooj68nz12GKlSOLJy583j49Ao+KU1ypMXL288lbrdzXOkDZLlT53dz90K2RVfQYTTsJtZp9oN0Ucz+k4gbrF26Dcu0qVxRjZI00BybLVUtGLbDnbe+RrK1m4XvV3LW5Ydz/5xrQUBmToBELImiqWiOgWFaqHHoPaCIM6cM5m+/egEkDB67u5fyrDdX8PGSKn5y6QyK8nePbXdGkyRNmzdfWIqTNFHdOnc8ewX9BqVispmDS7npT6+iuRREg0mGT6e+soXnm5Zw+mnjCAQ8DBvQgxEDSxjYu4BJk/ox78MNDBtUzE2XP4QT9BDvncX2ls5d79kWAQG2I3n95eVMO2IIJaW70gaFEFxz6tT/2PHfF283Ps17zS8yInMSZ5f9cOfzdeEuNjS3orYIHj/6cu7YcifruzZi6T5MZRzH9DibvsFdoZGWRIT3GjZxTMkgCjwF+FU/Zb5y1nTWMiRzz04+Ibeb6yeNYln4QxJYVPhaKfe1U+KJ8UHLWbzX3oCiOSQjOhOK+rGkvZJFbcPxuJrJdWdz/eBfsyH8DGs7H0VKSMoogiD9Ay1sUvKoMzJpSGbRlgwQcCXRFQdtx32wpsQI2xoPNk3ArZh0yCCasDk2/wIWdqymJuEjqGaC0oBPtclxSTqtAF2mIKhBbXwzUqZi4QANiSD9guO5Zfix5Lh6MLv+d7hti4jUsJQjKAicwJkFh5Llyt3jOOwLR1pI6ewWux6aeQQRq51y/4gveJbTAGmx3l/8AQ9/fORSmuraufXHT5CIJrGTSbIKsuiMJkhELIRLx5CSuuo2fAE3f7vxJQYNK+XMC6dw3+KbsUyL31z2ABurWiktMDjypDHkF2aRlROgrO/u3dKfeGERjS1dzF24mdOPT3mLSJnqr/fTXx3H0kVbGDaoGPmn1zjq7AkEsgPc/cB79C/N42/Xz2LwwGL+8udzmDOvkh6FmSxaWMXSOes5ZeKNHHvJFOYuSTUamHxIH559YTEbVtVix016DSgmXOihTTPpUZQS4862CBcdcSsA408ezTtvrWHjhkZu/NP+37q2tXSTTJoUlxzcQpksVypdL9u1+2h+SFEBd512PBkeN5leD4fkTGJhWw0DCgZzUcVJANREW5i1fRln95rI75e/ydv1lWwIN3HdiKO4a9Rd/GjxE3x34z1cM+hozqnY3Zflgao5fNT+DD7NwJJ+/nXofbyx+Tc8tSpCm3c5eobEKzKoMjoJN3STcDxUJjRePvIK8j05RK0ENdGPdsShVSKWh4jpB1qI2jqDAo1oiqSPdxLLI0tI2Bor4z1IoLExkYcjBU1WJo6U+DQLC5W3mz+g0WihSItxaGAVtWYmJ4WqEdjc0TyeFlMnKYNkuTLp48qkLbkGTQRoNzLoMN/jwaq3GevbhiMVKq0elHp68vB2FYc3GJE1Yg+xXt25mO3xKo4oOAXXpzI/5jbfS6MRZ0r+1WS7d10QPaqfaQUXHrRz/20iXcH4BRk8upzyfoXc534Zy5H4S3Lo6IihmAa9+hfTVJfqgJKR5WPh3I0snLuRpYu38vDDH5EZ8PDnf5xLpLYdNZJk26ZGAEb8m9F/fV0HublBfvL9GSxesY2jp6Wc4GJWJ49tvRyX4uWcQf9k0I6+jbc9/wMUReGW29/gjXfXMLhvIZblEO2Ko+sqM3e8fsjAHsx9ejFRl8ITs5aAAqZP8NenPqAg5Kf/wCJmHjuc408azeL12/nZ3S8zeuCu/NiU8xuMn9CHqs3NTJs+aL+PWzxmcOkZ/yARN/jXk5dTWr7/I7TP45CcIxiVOXmnmdBrDW8hgGOKZnLkgF1CcWThBKbkjcKtuPi49Q0a4u08X/c+4aSHt+rX0EfrTYbmYXRu6jO3JjtosysJuRMsbWhgTKiFJqsNv+ZiTE4FmS4Nn2agCDih8Egakw28EWkkoxcotolXyaIxlmBAUSd9XYewsauLU8qGEUls4qmNV7Mylkuh12ZQIJfVkSBdlk6RexhP1OaR6YlT5u3Ag0G99SpC5pOhxXErFnHchFxJQqbAkKkqxojpIqj7aDKa0ITDIRlbGOBrotDqwqckUYCQFsewAmiigsv7XItP9bMmvJiQVsx1a/64o8u6iVsx0KRAFRb1ya1MzRlJVA5FR+X57bfgVf0c0+NqAB6rvhtLxtkWXc8VvX+3M4W0y2xEAoZjHLTznAaE8/Wr9X+NWAP4gx7GzBzKOy+vwCVBF0DSpLmqhYRpkUhYzJ+znuHjKygdXEx9XQdW0qa1M8rdf3iFW5//ES8/9CHHXzBlj22/P2cdf/jdLEaPreBPfzmLCZ9qo5Wwu4lZHSREF6aTQFPc/OP3L/LGM4u47q5zOXLqILbXtfPdU8dTcMkM8goydr7WcRzamru49cGLePvtNTzz2nJ0t0qNHQMFEkmTu+77/s71h/cpZmxxMU1bO0gmTTJzAtz/Tqr4ISs3yGEzdlmJ7g+KIvB4dWzbQXcd/NP9iVDXxet5avuzAIzMHE6Rt3C39Tyqm03dK3m5/n5AIEQGbtUkFhO8tmQrQwqLGZ6dKlBa0r6aiN1Goc/DrDVbWd/UTrOnGinhJ31OZGxRGa80egloklxXCX9Z/yYaQTJcHjBaMJ0wUrjJ0BME/O8wPlDC2Nxj+LDpcnpnNGOpBssj5dQns3CrcVQhKfRpVJgF9HB/RC9PC25hUeQKI4XAFC5ijoftcQ1DaoT0NmK2Tpfl46qC1VS4u/hb0xBa7AALunvhUiwi0s36hJsu2wuKJKDF6ReYQEhP3d040s2/tvyVIm8HhqPS7IRYGR9L0mkhSw8gaEFlOWMyZ3BT5S/o40/ZDZT4R1HmH0RA8xOxImyPriNuR3EpEk0JcmTRL2hKVFLiG3HQz/W3lnTM+sDILQiBIoh0xfnD7WdR3DOX6y97mPqGThxg+9YWIpbF1u1tuFwaOCYiaTNx+iDyS7JxeVz86Pi/cu1d5zN8YmpS8dbb32DOh5WYPo1V25tobu0m4HNz0+2vk5Pl58ffn8EZ5X9DEy68WoiOrhhzqraT0AU1W1rwGJnMnDKQsh7ZlPTI2q3S8sZrn2Hu+5X84Icz+e55k/jueZNoa49w0c8eocmIc+XZk7jt1tdYtmwbN99yOi6fzvzlWwFobO2mrEc2WbnBvR2K/cLt0bn/uaswTZtgxi5r2OVttdy8Yjbn9BnNiWV7mlh9HhErii5SFX4AhZ4CpuRNQgAuxcuj297msLzhOxvnAhR7e9HLP4gsVz6W3UkT25hUmkH3FodwsI1j5vyF03t14NdMji2cgk+WUFOznsN79mVWSwMJafBc3Qs8u9qhV0E5cW0Dz9Y+wZJ2N6YVYmZhOS6lCbeSYLvtpzTDQNBFhxHnN8ueJ+gpZESWxYpwCW5RzPCsnszvWECWFqW+630GBNqJWi4EqVzqiOVmezybXLeJKQWWpTI+azsJR6PWyKHLcDPW34JLSAb72pkX9dBsBdhkFqSMnRhFm70Jr2rgUSzebn6NKfnjKfXl88+q+3CpMXyKQJJKCaxO2igih36hmZjWPKRMsCHSgA/JqYFGtppe3m64kSLvaLqsZlw74ugtkafZ3nkLpaHLKM/6GT39o1nZ8gcaYu8xvvAOstxf7AKfZk/SYZC98MCtr9LWFuUnN52GuhfTo7MuncrT972PYztcd969jJ7Ul46WLpyEySmXTuW8K6dz3fcfAsPGrQpKCkLkF4bYvrWFtuYuVny0kc7WCJXLtjF8Yl8e/uubvP7GChyXiuJRiSZNNmxuJBjw8OGCTVgewaZ19fzxxu/w5NMLmfXyi4w8oi/VqkXFkb055OihnH3xfamdcyRnnDKWKy49HID6mnbmrK6GXB+PPDOflxau56zTDmHqxP68+MAVOz/TGffNo7W1m6qqJmbMGML0QWUsnb+Zlm1tlPVIjcRe2fwo6zoWcEbvn1Ge3evfD8tn4vG68Pybhfdr29exvK0Wl6JyfOkQYkmDgHf/8nMb4k38cvWNhPQM/jL8BjRFQxUql1R8D4B/bHqR52s/ZFXnFm4bcdnO1/m1DC7q9RtidjuqWMCLddsoCWXz65lD+MnCp8nwmVhOHVHL5ITiITyzuZ0mp4NGo4ur+8/kT+teoSxzGyILNrQWUqD7mV48mc3di4krNhNyD8EQQUp8ZUAuXrWbeS0vsaDTzdqWGEWBIThyOOta2xmeWcz9a7YxvmeCE/NXAtBqBYkKnW7DT8gDK7uKKXaHUVSBC9A0O5VfLhUiloscT5K3Innkagk2GT5UAXmuGIajoQhY09VGlisflXpsFBwpeaL6dZJODRIbw/ZS4R1EQ6IGW8YJajoB1eDjtlfwKRaaooFcwAhfO2V6nGzFYlkyhF/1MD77SLrNJsr9/YmaiwCoi7xGeVaqMrclvoik3cb6jueYWJgW6y9NWqx3p3pjA888Oh9UlcKyXM79ty4wne1R6ra1MPmIwWxeU0v9ugjegIe/PXMlTz/wIS88+jFrF1VRWd2G8Oh0aoJOJ06k3mbB8i3UdUXw98pHa4/xwrNLMA2LRx6fh12UQTDHQ7QlhpZwCOo6wQwvapGHqLRY2tHKA7e/xfbuBIZhkevyMLC8gFOnDSMny8+0yf3ZVNVEbW0HLz36EW01HRimzZHTB6PELWy3RqPbpqGpg+v++QY88BY3XXks08em0tVu+ePpPPbQPN6atYwB/Yro2taO3RRlw+paxuxIKVza+SJuf5ynl8/iF9O/WGuwvXHpgAm4FJVjew7m5/e9ygcrq/j7lSdx6ODyz32t4RgYjknc3lUtt2B7Dde89hZnDh/KxIGDWdaxicMLRu7x2tfrfkVtbClHFd/A5NxbyHPn0pGIMygnRLsexrE9+LQYVd3zyPUNpH9eI0X+YVhKmF4hhZruLPyaRWM8SGM8mwsr+mLIeWiqYHx+OTnulF95u9HMe81zmZA1ENWYR2tE4fS+M6g153JK2SRMo4wtsQ14VAtHCiQuGuJB1ncXcGr5KgBOy2skITXeDg9BomCjUGPk4ABtSS9+zWJjIpsWVxcSjaipYSkeJvibaLeKEMLBlBGajSAdhhtNVdgYWYVX6yComZR6x1MT30jMjtEQCzI8s4m4Y+BSQBEKtrRIOmEU30zwKwT1kXwnM0iRdwAuZdfVt7pLZ2v3G3SbcR7Zdh/nlV9CfuAsFrXeTU14PhML9zgNab4g6ZH1p4hFkoSyg5SU5dDY2MWwcbtixo7jYFsOFx3zVzo1gdAU+vbIZsLpE5DAqy8sJbSjAnHDyu0oQR+W7WBk6EhdYXskSXxEiDc66smpjCMMByNmsGlDI45Xw/aptKgWepGHgZaf7LwgC9dVE48Y4BPo7XECCKhpx9XUzaCMAD+7/Eg626Occ8xfaHMrjBlVTmx1A/FwnA8+qEQqAj3Lw0knjOT5D9YCqYOt+V1ETJN331vLxMFleH1uKiryWbNkG50dUX754ydpbgpzxiWH8Z0LUqXstuOw4IMB5Be3M7Xg4HiD5HuD/Hx46mLY3BnBdiRt4eh+vbbMX8qfh/8er+pBV1LFQktq62jo7uaDrVu5cuJ4/m/cNbxRu5ZLPnqca4YcQb8dRk+OtHf8ttAUlQe3PcjY7LFcM2YGv1/zGFvqMxhaGqajIxPVt5p+uS0UZW5nbnOcLitCdzwHH3k8cOhJxKwYv1/7EI6j0VSTwezcas4YMgyAD1teZ37bO4hANXmeBGf0cdNstNJsQKa+gVX1kqHZOSRo49W2YUwOddPXH0aqrbwb7kdvbwtZWoQMYVAXC9I70E6eK4Ki9KHDrGdwRiMft5ZjSYGWDBGzPDiOjxJXHVMDG3DkRpZEZuBRUqPxsVljqElsw3Si6MLCo1qEXHFOLvkpq8OrmdP0EQ1RD8V+kw4zm5/2/zX/rHyDyu71RBN5nFNxDgA9d/jRNEY/wKf3IMPVh1arjIXdg+myIaCv55Ft/6Q92UC/wFEUe9Oj6oNCWqxTxCJJLj7yVhJxk3vf+Cm5hSFs22HN4q3Me3UZrzw0l2vuOBfTsEDXkVJStamJLRsad6ZK/PQ3x3PIoX1o2dLMtFPH8uRry0lIGyyJYoFmSRxHQiSJsGHU2HIWzt3E8aeNIX94MS9+vIbW1Q1szIczfvYgJ40dwOEVJSx5bgkzDh/Cd39yFKeO/h0K8MqjHzFgRE88GV66Ykmk20vV1hb+9cLVxLoTbK5u5eHnF/DuvA1gO0hdoDhwztFjeGvuehJem3dXVtF97dPcecd5AFxz3QnM+WA97yzahO1WGDqmFy53SghVReH04SexpamNMyYefCOnO648ia2N7Yzss//Ncov/bQLxorGjyfR6GVacx92V7zGjaCAPbVrAyo46BoQK+GkoVZF6bMktRKxmslw9mVU3i7mtc9kW3cYNQ27gzak388DcJWze0Maxx0+jKr6S1mQTozInMim3kAfXf8ija7fhUSVDZvagzehEReBIjXi3B0VRWN/YzH0fL+HYUQPpF6gj3z+SmLGINquJtWEXiEKku5wm3qG+JY+AP5ukZXJMzlqEcHApLtYmerDZKOTM7MVkaDFOzVnF/Fhq8DAsNI6lnXOIWGF6BjpRhMByFBCSgCtMu/RQY2TQ7WRjk0/SbqV/sJwlHVtQZTtZnhgCQZbei2n5x/F63Y1ErS58KgzMasfBx68H/4NNkc2UhfzAFL7XJ9XEYW3nPJ6v/QvZukKpXoWuZHBM+YdsjmymOumnl6+ECysu5C+V1+HgcEzxr+gX3LdYR4wNuJRsXNr+F1J9K0l3N9+FbdskEyamYWGZqZHXE3fN5om73yU7x49jO9RtaSHoVUm0x8ClITQVHImQkrI+edx/3/u0xg1cnXG23vYGA48ZSnNVPQCqDaEFbUyc1JuuQRkMGdmTtYu3IYCWmjbWbWkhI2nSva2L7mwfKNDa2s3ATD8rug1UXcUX8PD9Xx3Hm08uoKqmjcvOu4+/3Xch/3z4UuYs2sw766p4ZXElZ04fyYKFVRx/xDBefWcVW5s7kUCxpvP+vA3URSMk8lRESEHzpcS4uraNmvYu3LlektKh/4gShowo5Y6H3mNgn0KOmDSQC2fsvaXS/OVbeeKVJVxy+kSGHWBn8syA9wsJ9d7w6jrfGTaQO9e/x4NV81nQspWfDZ3B6zVr+W7FODqMMG83zmNS3hh6eFPe3BNzJlIbq2V8zi5v5gsn77KMHeYey+CM0bTGYxT4A0zOGsUj1BC3LbZ2dtA/J5fvlBxNWyLGKaPGgCa5593FvFS/hrXJHN46a1d3kxeqF7Ks7RXiSZ3+oUZCvgQDM71s6u7GIcF7Hf3wqjZdtp+EIxjqdiEcF6ZMkOcO09icyRV9f8dDW9djyqk0JechhQBHoa47k/xAGJdiE1KjvNQ9kIjt5U/Dfk6uO5s7NjyFKt6n1NcBSDpMLz4tm8ZYC1GrOWUM5fhSfRxdmVh2nPur7qTDspiQM4nyQJBus5OqyHLApts0cHQPUSeI6Zic2ON4CjwFDMscSrYri4srfkyH2UbfwL5TPMOJpaxoPBuXmschJXP36hOfJkU6z/pTBEM+7nn9p1imTeGOyrzMnFRYY8LMoYye0BtvZoBHHpmPcOm4NIEBOJqC4tXRM7zEu1I+E+6AG1tXWL5iO0G3xsQxvfjotVVkZHhYsLAaANNy2FTZgM+tsuTVxdC/DJdL40c3nMqH76/Flx/iqKNH0KMkm1FTBjBgVDnvv7iUWEeUK284mat/9SwogquufYrMbD/HnD6KbQ0dvPHxeuoW1jDv/UoGDirmt9efxHnXPAJAR0M3ZjwVjzx85iBKQhmcPmU4b766gkdfW0JVOIzXo3P2KeOYOWUgHy7azNOvLsXr0Tli0r5NnF54awVL12ynKC/jgMX6YNCS7ODqZX/EpbgYECri+NJhjM0tY2xuGQD3VD3Nm40f8nbjfKYXTOHssiMp8BTwg74/+MztXvPem7ywYR23TpvJ6QOH8rsph2M5Dv1zcuk0Yvxl7ZzU+yeirAu/R+/CApyYykanmYZYF0W+DBJ2gk3xBYzLd5GvjOHogn7kuLIJilLqjdT50bU+JGwFWzbjVaOMCy6l3NNFg5nLhpiHTtycP/9JXK4omnAo9haQtNuJ2i5C3hgCSa7ezbSMShKOxiONE/nhiusYl3UI7zYtZXCog5AaI2z7CGomNbFlLG7bRL4ngIpNTdeh/GzAWcTsBHdsPJdevgRmNJ+IaXDbhh9hOEmu7nMzmuImz9WLR7Y/BMDERAM9fD2Zmj+F+7f8maZkLZf3/g1DXbu6oLfH55K0migKnrbzOVXxoQgXupKZFur9QX79av2NEGuA3MJdZd31W1t47s63GDexN1f9LtW2K5kwOfyYYWTlBHjj7jcxbLB65iK9Kmu3t6B2GaiGieb3ELVTB7Zbc3h33np6+lRqdBXpc6GHE2zc1or0ucjIcBNdvwV/ewcnXDAVt8fFirfXo/pczHt9DTl5QX7559M54dy7MNvjuLe0csOwi8nLz6CltRupQEc4xuAe+Vx1+mSG9Crk2ksfRqoKUlMpyPQzOMNPQ2MXRsSk39ASKvoW0LAhTL+je/HAPe/zzhurKBiYD4rAciSnHz+anEw/WZl+Dhvfl8H9PtuUaerk/qxoaqK4LOs/dm72h7iVIGbFsVWbRyddiE/bvev2ITnDWdaxjppYBw9ve52TSw7Dq+7KPvmweR23rJ3Fd8sPZUbRYAo9qVvziGHs9vv8YbsmLTNdPr7XZwKrWxt4b+tyzhy6CdjE0IJpTMgeR6E3lfJYG69nVXgNAOeWnMEZs15FCMGkASoN0RJCvk7aEx2YjsSvW2To8FGkDwNCh/J0UyYru8MA6GqE3p5W6s0s6mI2fqUv3XYTRd4uFAFh04PhqMQdF17NJmarfNS2iAmhrRyZVUm9FWJhtAIHiZAKYdNDkWcIzck1ZAZWELaO5t2mtVgypQ2dSS+TyybwRuMCpHTQVQ/HFF8KQFIqWNKkh68nXbFXUJUiNnSvwpQGTYk6hGwloPdEAKubLgVsvFopmd7UXYztxPG5hlCScf7O42nY3USt5p1+Iml28WVG1kKIbUA3YAOWlHLMZ79i73xjxPoTPnh9Fe+/sozmug66w/Gdz7s9Or+4KWVb2rdXDnf/dhYR0yKuu5A6qFGQQtDdnUCREtswsYoDWCGd2voEUlNBEUi3RjDgIa8gxNU/O5p3/pnJa8/MZ9mCDZxx+QyOOXsCmQUhnn16IUUlWdz021kkTBt8qdBLc3UL0a44wpYoUYOykmw2ra1nyrSB9OqVx4yjhvL2O2tZX9nADy59kLraDhzpYBX6saIGS+ZtonWH8Bx16AA+nruBU2YO555XFyGlRN1hb5oV8nHzNSd+7vHa3NBKezTOvLXbvnRjAsux0ZS994j8PHr6i/j7qF/gUVw7hbormcSn62iKwvDMAdw56jru3/Iy+e6s3YQaYEXHNjqMCG83vc4rjU/xk37fZ3zOSG6fcSybO9oYmr97jHx+cxVbuluZHBqIPxHi48pGWqJ5JKWJVwvxy1Gp9MnNXQ2s7Gjm3LIzWdXWxCXznwK/jmK6mNeyiYJAN6a0QAhyPQny1TATQ9vQVBfvdzTQYh6CKWFwsC9F2isMC9axOlLM+x0DyPG2EY1a1Ecz0IWFJbN5yvLg0y08qoGUAVQRZ7C/EY9i4RYWNhqKcNMe7cfRueP4qOtd3IoNSCSSowoP5c+Vm1kXbiNsaVRFnmBIRg8OL/wB2TvK+wEm5aUmh6OJedS2XYYQHi6veJGqrofojD7Ehtb3yPWMY2LRPeT5jiRh1eF37TIra4jMIpxchhYJUuA/CoC36n5Ae3Ij04r+SM/AnoVj31oOTlHMNCnl/jdS3QvfOLG+47cvEIskEUE/eZ8qjf7o3XVsWlfHWZdMpasrQSRmYrt1RMxEqgLLoyECLkI+N2P7FvH+6yvROl0omopwIEtCVzgBmkp3d4IeGV5u//nTXPKrY5lV38EK26FyazM/+MOpVG9oYMyhfeg9uAe/+eHjtK2vI9+j09oZZvPKag4dUc6cd9agRg1qki088uhHzJ69lnvvv4jjThuLx++mvT1KR2sX1W1dYAsQguradrSuJNNOHskZp41jYL8ijjl+JG0dUe6e9XHKVMiw2LS2jor+hbvlma+prCc320/hvxlLnTdzDLquMWPUl2uI+vT2Odxb9SpX9j2JU0oO7B+1l39XGGZpQx1nvfAMIwqLeObUlKm9S9Fom+Vi4ZatTPr9aAryd1V6nlt+GPnuEGu6P2JTpGvn815d302oWxLdXPHhE2xI1CGBRIsXVXo4vKI/vxryIyq7G+iTsWvC7Lq1f0AIg7GhozCMVIjNVmxy/D6G5eYiPbMBMA2FEn+Ycr0ZvxbHcCwcPNiihTHZ/fhF/4v589oPgDoSjossV4ykjFDgg61dWYSTHqLxTIaEirHEYryqjZAOpuVnTtdAtiebWRrpiaoIstUBCNda5oWrcSkuDCfID/teTkO8nQe33cmZpacwo2AaTYltPFV9JQDKDrWwpYUqdv3bCrUEXS3HrVcQ0AVdiTl0IVEEqRG8EAzKv32Pc1UWuhRFuCkK7PJt1xUfAgVN8e6x/red9ATjXjj7iul8/M5a1i3ZimFYQMrk/sYbX8QyLEp75XHUGeNpqO/ghZeWo5oOpt+dcjIzJOG4wXsfbUL4PXi6HBTLRFo2riw/quGgSsnkY4fzwUvLcSS8Nms5JG1Ur0YkmqCztZsrj7mVZMCNP2ES93jpP6iYK244kXP+/gwPG23cPGk4K+esw1OUSVZRiLXVrTRWNXPNtU+xtrKBH151BPSp4+O12zGiHsZX9GHGhP74NY1kNMmRJ+yef5yT5efxv18AwGuPfMyz//chx599CFf85gQAlq3ezg+vf4bMDC8vP3TFbjHGrKCPK07c3ejoQKiJtQBQu+P3v5O0LVyKukd8szXZwZPbX2VS7mhGZu2a0OpMJDAdh5ZYbOdzUko+/HgjyaTF5q3NO8U6aVuc+NwTdCTilBVlUx+3yR60996Bt619nWpnG25dkDR1UARx2+T92q2827iW52sWcH7FFI4oHoJEoisKloTZLe+zvSGHeNyNogritsWi+WFGTfEg1CRCk0gJ240cYo6Lj9t7o6sqhgAFuKXydt5vqKDJ9iP5pAWXxHJUdNXG54bL+o3iubrXGJRhoyk2ee4IYdNDixGk1SgmbsfRFBvT3kSm20QqDj4tjiMVZtU9TaG3FypxqqOV6MoRKEJnct6lGI7koW0v49MMVnYu5KJeV9E/OBDTMbh94w2oYjA/G/B3XIqL3qGz2RSeTZsZozw0bZ/n26uX0i9n9x6iR/S4HcPuxqsdXMOv/wW+pFhL4G0hhATukVLeeyAb+caJ9akXTObUCyaztbKBrPxUzHF9ZT1JlwoulSefmE9DY5jDThjJCy8tRzEdNNPBkSAMGxSB49UhaaJKiUwYXPHTo1i2aCsL316N49F4d8568LlQDAfNq1Gen0VVpJtf3foS5aakq08ejk/HCCfxdFls2tRMRyyJ5QKEYFVzK7c+eTkrV9Xg9mps/dtb2LZNbWMYCQQDHmbVzsfMtBA9NSaM7c3IQSV88OZqjjpl9F4/d2FeasTs8aYc1Dy+XU5qmRlevB6dovzQf2wy6Mq+JzExdwijs/YcoS9pqeHc955gcmEF9075zm7L3mqcx5zmBWyL1u0m1tN79ebF079Lj+Cu0bMQgttu/A7b6luYOC4VF93Q3sKzlWtoi8eJWQa1EZuwCdXdbeS4/PzuvTmMKS7mvBGpC1yfYC5z2yRSSmJxFTUjSZmWzY8HHc5fK58my9/OLeureH7bKPpmJrBJkEz6sQDdYxJwS64feiLPfVTJes82tnbnEPR0YToKiaRGUbCbmq4sahPZ9BCl/HD4dB7c9jidZhslmRpdpgddsQjoBnFLI2FpDA7W05IMsrF7CQoOhq3hUyyEAL9msKa9EFvaDMw2EMIk3xVBiJQ/iOWkys1r49UcVTCZMrEKVaxndn2C2S0L0dUMolYBLckWMnUFr5KgsmsxT9fcTo6rgIQTQ0HFckw8qo/huddQHDiBuuhSBmed/IW+A6rQ00K9NySfNcGYK4RY8qnH9+5FjCdJKeuEEPnAO0KISinlh190N75xYv0JvQbsmlizupMoMQOpqWzb2sqDj33EI88uxMpx43QZKFELRVXQFQXTdkABkTQRXUlkho/77pxN3Kdj98pGjVooUoIjcTTJnEVV5OYHEaTOx3YHpFtjRwdTiopD5BaEaFlRz/T+vWgIR7js1EO54NL7aQ3H8GoaSdsmpySLtnCMkSPLmD5tEC0rj+PhufM4bcxkvnPsKH575aMs+KCSuSu3cNWPjmJgn71PHJ59+eFMP2Ek+cWZO5+rKMvjlYevRN9L+f2X5aZ1D7GqczN/Gn4lE3P3npPbEOvCcGyqI+17LJuWP56aWAOH5e2ZWji8YM/SObO4heej/6R162QuqjiPm+Z/wMfNmyguVvj9gCMYm9eLe6ve4HeV9zM9dAivbtzG+9u2MqAgj49qq5lQ2pef9Pfxm0XvoKigqpJmo53XNm1keG4WbU4jLsViaXgdLi11oYh0B6hu9uLLlgjF4PX6RSx3t1LSL4KiJWiL+4jG/PQstDAdlZZEgNawDztYw92b78Z0dAxHxXQElqJjOgK/ZmA4Gn39TfTwdlHsCZN0mugb8KApEkOqmLaC4WiMyKkm4rixJagI4rYXTUmmmuaqFqCA1Cn1ldDebWE4SbZ3v0q27sUgG10P0ZJsocKrAGHa4+/iSDemY/LDPr8lmXgBjUa2Rmqoi2/ikJzjyPP03+PYJ+woAgW3mg5zfFE+Y4Kx9fMmDKWUdTt+NwshZgHjgP8NsX7v1RXMeXk5F//8GCQQjSYp8XswgfLhZSxaUU1ScbB8OrhV9IiFsCQmqT530gaiKaHGrZGUEselgqrgeFS0mAUSHE0FKWmt6ySro5uIT8fOCuK2BFZjJ4WmxUOzf81ff/EM9/zhZQ4/cRR/+3OqkizpOKAIfF6dLL+Hlm1tKG6V6RP7cdfvX2T9iu08dNclFOxoOzbpiMGsrm1hZUMbf7jjDR6/Y+/ewknT4oXKDQzuLmDKgF0eIO7/gGMewJrwFjrNCNXRRsr9e7+AHF82mByPn94ZObxat4h7q97kB/2O54jCkRR787l24KX7/X5NiQZKva3UxV4naZ/Gd/oPYZ2znghJ/rn5XU6ruAZNTf1nFIS8nDi0N1uUSq6e/yhN3XDnRskPh0wGU6NnbgsWCh0JH5XaUgbKHHSzkLpoDLdu4dJyOdY/md5lbl5p/iMtcR+rmntSY20kO8OFUFM2qwJJ1BYsacqkJCSobi5AVSWZ7gSKkiBH91LoHsv8piqEqxlVCKoj2UQtHb+SJKglydaj5GhR/JqXJiODDtNHbSRIRUYnLsVGWJI2I4MOQ6PK8KIokjJ/G0HdQOLgUixurvwD5Z4eqBhoikLC1in3z+D0shNZF17HrNo/kaWBSwvy0/43EdRCRCJ3E43+gwZzCU+3ZRC1u/BpIcDL3JaP6R0YxXHF0+gy27h705Xows0P+v0Tt+r77BOVZncOcIJRCOEHFCll946/jwRuOJBtKQe2C/9ZXnhwLkvmbuS9V5bzo3Pv48afPkVTQ5j2hjDnXDAJNRpFiSRT6XpJGylAKuAIcHQVx61hF2diu1OFMyBRLAdh2AgElleDpEmWzwW2BARJjxt0D4eP6UVuhhfF5aFN9bBkwWZGTOyD0iuLpd1d1NR3APDH606hODtIuClCS20nXk1Fa4/x3MMf8crzS9iyoZHZs5YC0NzWzYauLk783qGECv3M+Iy86bdWb+Su2fP5+dNvfAVHGv447Ap+MeAcLJmgNdmxz/VG5ubxVM2NzGt9gA6jm2XtVQf0fhNzxuBWHARxYnYXx/cZwPf7TcWyVEaEUlWC1w76DrePupTv953JxL65NJsdBDJM3H4Dt8/gnk1zCQSi5GVEKcroRlVtEAabo7VURZLIcDGqIlkW3sTp/Q7B5zERwsanJRHSi0uxyPbGiJk6cVMjZrqwkgJHEzTEQ/TKycKKq2jCptt00Zbw0doaoD5qoAqJW7MJueMkDEGrGWR5dxkxKxW2iphuGuNBOg0PAbeJ6aSmBj2qhe04tMYyiCQ8ZLliZLvjqSbBEiyZAGxMFAzcBPUrebthIM9s34rhJHi4+h4aki42xoo5s+xOPIqCW/EQ9M7ArfUn5DuBUdnTKfH2pTmu8vC2O9kSXcJj1U/SmGilqns+Gh3Ysg17R8l/mv3jk6KYvf3sBwXAPCHESmAR8JqU8s0D2Y9v5Mj6kl8cy9w3V3P82RN468VlJCIOvcqymH7aeAYO70myMBMpJa7mKNKr4ygCx6+DlEgLhJIKYTgBBRFJYns1hCMQpoPQUtcnSxW0JyyEKpACTL8Hyyt4t7IamZBoPg3hSK79xTNcePFhaKWZ1LZ2sWDZFkqLRzN0UAk/umwGf/7Ta3S2dFNYmkNYVahr6sIV9ODqijH9hBE8/tR8XvtwLdXNnSRzVGwN6j+V7fDvjOtdytiKEspKQhi2xS/nvEPcsvjbEUfj1g7+6SrzF/Jx2xKeqXmDoaF+3DDkh3tdL2y2UxffikBwZd9TOLro0L2u93lkuQs4v9fNgCTLlQqTXNJ/Muf3nYhrR9qgV3UxOjvVvGBVeAnlwSTnl53A/219DEfC2sYChJXJYH9PEpbGonAj/pwkjojj05Lkl6yjqSOfX485E01RuX7JOrrt3vTJcvPbkSYx40M+6OjPyraBGEGDARk9WW7Uk+lNAuDTBSNK4wR9EeKWRlVXkmo+xuuWRE0NXbFJWCpBt0HSUvC5DRZ3lWPYGprqoCkOUihowsGrmiAlCUcnxx0jL7+azlg+wmVgS4WAiFPgThK2erIlmqS3txUhwKVVM7WwlKn5U4macRJ2Ek3o/KDvT2lILGN2/Q24hMrxPf9O76JUYdCRQVjWvpmrl91LmT9Iic/FuOwR5LmzaIynbF9LPH3xaQduufutRMoDbj4gpdwCDD8Yu/GNFOth4yqwFbjm4vvJ86sYdVGOP30mR50zkQf+8CJ6axTbpSIcgRK3UFSBqQkQCsL5xAcu5Rmi5nhJagKRdFAtBWwHIUFRU6ItDRvbryEFxPNcOCq4sAk5OsECLy3tUbq7E2S3J+huimDVdQLQHo4xYmQZJ584mofufZ8ZRw9j4mH9eezBecw8dhgjRpUjgf97+ENsAWV98mi2YrTbBgNK8vfxyaEwFGTMoYXcvvYDYkvivFC5GYCrxoxnUN6+X/dl6BcoJ6D5GJyx7/S/Qk8p55f/HF1x0S/45b57Zf49Y+OuveR3R8wkq8ObUBWHiBnDrYLEpDDQzcjASH4z9AQe37AC23wTBxPbFpRmRMhyxzGSHQwI9GJufSWddh26btFmRdkY3ki5z+GogjK2hX0ktA42tbagoeNSLHRFsKGrnpA7gU8KFOEwMKORTtNH3HHhUm0sqaIICHkMVCkRSBwgKQVexUIVEhUHn5IkxxXFcBSaIgFyPAl0YZET2kKbGSBsucjXwauGSTjt9MmU2Ag0Cc2xl/EoXsLJMXzUnKAl6qbc30muy0unCQoODg6tiU0UeofsPGbF3hzy3SFyXX340/Bd4akRWceT6+5Frrv8C5+vxngVOe4e6Irn81f+X+XrL2D8Zoo1wL13zqamPYZo6eT+N37Oc48v5Nnj/0796m2oHjeKx4X0uFOBHEWgxW2k4oAAmZBIt4p0qyRMJyXipoNUBUrcQU1YSMMkqyhIn9J8Pq6qRwhQoyZWvoukSyXWnODiqw+jpCSbOU/Np8DvJel0MWRkLzZsa+ai3z5BcV6IZ/58ASecMnqnsf9ZF07i4RcXUtncxnePHcuRUwcRiRlc/+sT0TWVZNLE63WxcVUNSz6o5MTzJ+HP2H3CR9mR8RF0ubl52hEkbIteoSzO//vTAPzrilPwuvSDdqxHZw/h0fG3kbQNkraBW3Xtdb3Bob37k/w79fEmZjd9yIyCyXsYPn0WrYkI/6icx4zi/kzM74VA0NTWE5s4hwwbQ4I23miczbA8LzcMTXX3Pq3PYP6x4S0yvVEcCTXdIaTj4pLeF3DFx4+ScFfi9UgUITFshVcaBpNlm9w77SfctPbvBHRQ3N24UNEVJ/U9kA5x20Vb0k+pt51SbycRy8WSjnIcCV7VQlHBtBV01cGrWThSkuVKYEtBSr4FpqOStFUk8N2cjUzyNzGru5RqK0COiJAHNCV9mDKD2oQPr2qSdEJ4sCnwdOKVSZ7Y/iAVgRjHF1URUA2er76My/q/jq/0L0TMJvqHZu52DAu9Wfxr7EW8XP8sqzqXMixzV/ZRiW/Ibutu7l6GEILegT2tbD9hWftrvNV4N70DYzm95+/3+1z+r5H2BvkMzr5gCg/d9TaHHD2Y4l75zH5lOaaiQEEOquNgdkWJ9s7AcSn46xIoUoDlgAPSryE1BaREcUBvNzAyNBy3ikjaqKqCme+jQXHo3FiLUBWkEAQjDkqRhkxaoAh0l0a8tZv3Zi1FURVe3XQbQgjWbG7AcSQJw0RKuVsHlt//5VUq29p5c9EGgpqL2W+uQVEEpmHhdml4d6Tm/f3aZ9ha2YCiKJx55e6+3VcMnMTRJQPpGchCFak7gJqWTlZsSRlTtXXHKMnZvTjmy9JlRrl40Z8AuH/ctQT13Seg2pJd/GrVfZT48rhu8Hmfua3nal/lo9bFtBud/KjfJftc75E1y0nYFpcOT10Ent66jMeqFrOoZRsPTjmTnyy/m0NKM/nlgCvI9wVwt2chnQBHF80gw5WqgHxw83zCMkrAVrClIGK7WdfpRVQohGULuhRoqZqklJDqCv3yHP5RdSGn95rGuuY8tol22mQrTVE/SIhZOkHdoDXhJ2EoBNUE9fFMOpNuFGwm5TeiCIf14TxsW8WvpYpWFAFCSBwkSUuhIZ5BUE9Q5u2gwh1GExLNVnam/wlFEtANIo4LVRHETYWWeBYeJZdyf4T13Un6Blsp8nRhy9Tniznw8LZH2B5bSYbmpdQ/iYC++3dhftsHLOtcSKvRvJtYf5r2ZANPVKfE9+p+95Hp2vtd2ye+2a5vc6GMZMfc19fLN1asJ08dwOSpA3Y+/tVtZ/C7Xz2HVARG0kGW52AFUyl2jq4iEja2IsCrpiYEPjm4jkSaqc7kSAmqwNIUpEiFROykjRAOaAqmInBtjKHFTaSiMPe15fziD6dx3DmH0mtg0c4c5yF9injq1u+REfDskfd8+MT+1L6xhN698hg/qheDB/cgJzeIz7d7efURp45lzktLGfOpz/hpegVzdntcmpfJ7ZecgBBir0LtSIffrXqeNiPCn0acRUD/YreshmMSsVLl/UnH5N+jmo9ue5OqSC1bow2YjoWu7PurMzVvAq3Jdqbm7btYp7Y7zPUfvQvAsPwCGpNdjMwuodSXxcziQWwM11Mfb6M1GSbTnTp2a7u2EjZt6hO7JkJzPAoZLmgI5xGJSbIyJEXuILdteAzVDUXaYO4afy5LOtawqmMLzYkYCed1fMCarlW8s2kwtq3gDnjxBJIIIZBITFtFERZ+t82mWCGdSQ9uxSLPG8GnGggBGW6DTsNLbSwDRdrke2MowsGt2Pg0hxx3nNpYiB7uTl7uKsGNwup4Nm7VwURF2DZZrjgKkp6uNib5N9Fte3mxcyKru2PEbB/5niRSQlz0oCEpids2a1s+INsVI2pJHtn2Z67oeyOOdHiu5jEKvQUcmjuNDrOdsVm7jn/YaKXdaKRXIDW6DmiZFHl6I4SCX9v3hX9I5uGU+Yfh175e75mvna9fq7+5Yg0w963VLHh3HaNmDKIzHEe6VBACKSWWS8UVttGiJmp3EjPfj1QFOKCGkwgEjltFiZvYmW5sHaQmUJM2eDVwqamKxqSDowoCQQ8hTaFucyPS50MosGRlLaefcTd/uOk7jB+/u7lNz6I9v7wdnVEi4Th///nJDBmU6oB+x117H4WefNEUTr7oi5V1Tx26b4OdbjPB6/UrkUiqIk0Mzyr7QtvOdWdy79hrdvy9+z9vpxHhtYb5CAGX9T7hM4UaYFjmIJ6rXsNvVr7KHWNyqQgU7LFOkT/IGQOGkrAsnty6jFe3ryPX56bDiHHX2nkYUYXx5f24dugRuFQdw0lS6Klnar6HM0pT3tiNiVYe3f4M2X7J5MLRnFx8OJVtLdy84g2K8jWklGyKhgnoXqbmj2Vq/limzf4VitqDbD3Gtq4cFN0hoHgpcAeo6uhE021CoTgCSTISwhdMYMokfYJtgKTd8NKQyEBRHGyp4khBhpYk6QhsUt7WmnBQdtw3SwkNRgamoyNwyHXHiFo6hq3REM8g2xXjk+u9ROAg8KldKEISVQxsdLosBUQcWwp8agajs8azKfIBqrDZFqukNlbFW/WrWRN5HYCBGaMYmjGJNxqe5Z3Gxzm3/Kc8tPV6Os1mzi67loEZ43GpXi7p89f9+m4E9dzPX+l/nHQY5HN46K9vUbe9jbcXb8GRkiH9Cqja3MSAfgUs396GajmppgKKilQ+udd1UJxUUYwT0LFdbqRLwQooKWe7kI6e3GFr5gAOKIZJrDWGEdBxF2YxanApyyvriakSEjZP/9/7ZPpcPPmP2UTao1z/rwvIyPLvsb8vvLSUZ15YzMrVNdxz5/l7fqAvyMvrK/nThx/ys8mTOHnQvr2JAUIuHzePOIMOI/KFhTpqJfGpLkp8e78VznQFOKP0cDrNCMcVT9ivbS5ur6It2U1Vd9NexdqUJj8YO4ISXwEPbVzM7LqN9A7msqRtO25Fx/QaLG5uY3t3ghHZ0GE0sy2W6rhjOFHaDRu/6sWneuky47QkuxmRW4htS3SvTXvMx+jsXlw4NJW1YkubuJ3kkKwhLGzfwLE9Tie3zI+R0JgdfghVqSe7u4ildZmoisSj20gtTHu4B8JbS0hLIBFYtkK34kU4DqajIh2FDG8MyxG41FRXmIZ4ELdqkuOKMzrUhBDQZARRcdAViakoOFKh1Jek0/SSpcVotQPc33woWzpz6Z3VRkhP4NNMmuJFZLsbcWGjCwdBJx7FROJDYJPrzqXAU4ouGug2XShIVnVU8Wj1M+S4a1GFw4auJeS4i4hanWRoOXucizSfz4FmgxxMvrFiPe+99TREkpQPLaEzmqS1PUJnNEHEo7G+tRvhpK52TsqoAa0tjnSr2BkujBwXtuZGOKAmUoKrusBxK6Cm0vqUmI1qOEgkiqJgC0HEq4AQtEUS9BtRwrLVNahJk3UfbuTqRdtwPBoogkXvr2fGyWPo7opzz1/fZNCwUo45ZQzTpgxk9do6jjpiyOd+vv06BtXVNEYifLh12+eKNcCRRV+8S/mcplVcv+oJjigcwLWDztrZrfzfubj38V9ou78degrvNa1iQu7eM0xuWPtP1nZt5hcDLuJ7/cbyvX67Ji+jpsFNy2bTZkQ5tKAcgAJPKV3J/tTFwty+cRbLO9dyVd+zeGLCLRz13g2s76pjduMqjusxhscPu4B7Nn7I9KKBTCnsyy+WvMjG2Hzcege6IinPKGJycRmtyQbeaKuk0+ggxwOoXbg9fvK9cbpMFctRaXXa8ZsuVkWLODx/AgOzvXzQ/iKKAMNR6TZdZFkaEgchFAQQ0A00bDQllbKnCgdHCkypYUqJJRVCagJHJlGFQ4aWJKAaNJsZVGR1ogqJg4ImJBZxauIhPEoG+e4a/JqPzdEtGI6JJSXhaBOPb7ub6vhCSr0gidNuLGZi7kjq4lnk6hv5qOUfnFZ6AyvENuY3/Ybje96LW83Y63lJsxcOjuvel+YbK9abKhuwTJuc4iyuPm8irzz2MSs2NQAQjyZRdoi0naGBBKUthrAd7AwXjlvB9qUKYlTTQjFSE404gCpwcJBuJWVzKlRM6aDYDorh4GgKG9fUkRfy0LdHJqMPLUQ48PqLy4h9EobxpCYJF3ywgXdeWcG8d9dx2Myh/POu2eRkeDni8IPT9+7nUyYzKD+PY/vvWTp8sGiIt1Pg66Qu+R63b6rj5wN+/fkv2g+eqfmAJe2byHEHuLTP0Xss/2TiVBV7puz5dRc3jz9mt+eWd1RSk+jCQiG6I7Yes+I0JcIcmjeQtmQ343L67tzmmvBK1oRXckhuBa/WrKZ3TgRthxtPm9HG240fsqj9bfJcUVojBRhSQ1MtxvTYjl83aYoFKXcfyobociK2QCgwq3oVA/Pr8Wo2hqPhViwUl03fQKrEfXVXD4QQaMIhU4+jKw51yUzCppsCT2SnwLsVE11xsBxBS9IP0kFRIKglSdgaQgg6DTemVJFSoAiJSTe1iR5MzZ3Bkob3qfDnE3WaAFjb9REe1UYhlUu9oO1j2kwvvx/8W95tvIW43crG7uV0GKlCprjVnhbrL0CqKObrV+tvrFh/98IplFfkM2h4Cffc8BLtLRE6Nrfi8uigqTguFV/ARbdMpes5QQ9CU1C6LaRPQ9EcFFOmPKxVgZqQqQrGpIMdUJGagqMJhCZSYp9wcNdHcEIecKm0dCdoqm5jQ0MbfXMzePjNn/Lskwvo6IwyZnyq0m7C1P7MPHEkA4eWsr26lWXLtiEEXP2jIwmFvnw5b67Px/dGjfr8Fb8Eh+T04rWGVEWb3MsXclu0iSuW/JMBwRL+Ouri/d7umOy+bIk0MCyz116XXzf4cjqNbvI9+2cc5FM9aEKlxJ/PzcOupDrWQN9AT8746C/UxFr53dAzyfekYu2ZbsmQ3AYEML9tASf1HIIhS6gx55Oh5nBC2ZEcmjuA+vjb+NQIowss1neVEHSlRrqGrdIc9dM/YwMVaj2OFPT2T+Ht+lZ8uoWU4BMFlATWoSupQhqJIGq6iJg6Od4YftVMpQEKiSps3MLGkqk7t6Sjo6a+dhR4o0QtN9gCBUmH4cGr2iRsjYjlosAbAVRApyXp8FHbamK2pMvSsXEjMHGpRVT4CxiffSTP1j5JQNuCW7UI6kHOLv8zUauD2zfeRtIu4LC86WQeQK71t560Req+cbk1ps0cwp03vsTHH24AyyEjy084kUqXU5IWZiSOGvAilZRzGVKiOqAk7JT/ByAFOL5U1oiCBJeCsCRSlQhbgq6QMn53SPQMIgwbxQZF0XB0ge3XqIzF+Nstr7Jg7kY0TWHtsu2UjCslFPRyzW9ORNnRMODHPzmKYIb3oAj1ZxEzDWqjYfplHlij0wWN1bg1hXpjG2OyBnFGz+9gOybH9zhij3Ub4u10mTE2dNfusezdpnm4FJ3JeeP3WHZ22TTOLtu7Refq8CoWty/kxOJT9nuf+2eU8+j4m3GrLnRFo18wFZfvHSigJRGmxJsS/Q4jyuZwJ7qiY0mTp2pewrEEIR22hjP57bDTOaZHKq/4R/1u5Nntf2FLpIViTyuWU06xrwdYvbB8bYT0WqJ2SnC3xT/ApfSnPhrEkYLGsKCwPIgmLJa1DyLumMRtBb+SR12kmVxXDK9qIgGXSOVvdyU95LojmLbC9lgWRd4wmnTQFIuY5SbpBMl1laEpa3b4XKdG7y7hYmhGEeu7VqMofflerxN4teFpWpMmXsXi/LIr6ZcxAEc6RKsfwqdCviuPbFfqmHjUAEcXncK6rpVMzDtjv495ml2kR9afw52/e5GP5qwDIRg7dQCTJ/fltuueR2T4U/FqlFRRjK4gpERaTiqVzpJIHRwpsIMaEhCmkxJVKVHjO8IigDScVAdyBNKlgC7ABGk6TB3Zi9krq1CkxONJFaHYtkM4nmTLwlRl4aVnTyIrMzXZeNzx+y4uOJhc/N4LfNxYzd8nHcdJFamQS7eZoDbaycDMzy5CWdXWwFmzn6A4K0JmsJsRmf25adiVe6znSIkiBBNyB3LbiAso9u4+MbU9Vse9Wx4DYEBGH/Lc+z9x9ULtc9TEt5PtyuakHqd+/gt2END3vAjeMuJcHOmg7Air/GLZMyxqq+KwYh2wUIXCoKx6dMUhYhfh+lQmiyoyeavJxaCMCAHNwLYFlZE2PGoHd47/MQHdx58rb6AusZEKf39m5p3E/ZvfZ2CoB893rEe1T+TXw2fiUjwkTJO7VyygIOgjpm3jo/bX6bAE4aSbYk8h43NyaE2uIEtvAR3WhntR7o8ghIUqIaBZXFV+FY9V/x+WTHmKuBQTv2YCnXQbWyn1woyi4QwIDaeHN8RLtTcQs1tpM1axqrOLh7f9nbHZU+kXOI/BoeF0Gl0EdT+qUJmQO5UJuVP3+1in+RTpmPVnYxoWbz63GNt2OPcHMzjipJHc8YeXoSALKUEYJo4jkZ/M0gqBUFIzjpZXwfFqOAKkrqRmITUVJWyC5WBluECQyhoRAmEKHJcClkx5Y5MqY/ciUml/wAnnT+TSHxxBLGbgD7h5a14loaBnp1DHYwZz31/P2EP6kJW9Z6bIwaQ1EgVgY2MrZ7/7FCeNGMQL0SWsaK/lL2NP4djSfU9w5nn85Hn8ZGlefKrFkvZN3L1pFlf23eV9/Mb2Sq6e+xIXDhzLL0cdzoTcPY2nCt15jMociq5oZOmZn7vPrzW8wobuSr5XfhHHFZ/AovYFTMyZ/MU//F74RKillLi1KH7dYlL2uRxW0Jd8TyG3rb+OxvgGJuWNZsaOSdjHqp9gY/dmVAH18QL6+FWOKDqJBesfJigMfrnmZupjJiMyBxOzMrBlKceUDOOYkmEAXD/cwqWm/n1er5/Lv6qepa4xRLgzk00X/4QJuf1Z1bmdvsFe3L9xEX9ft5nSQAaayMawNSblD6c9mU3YXE+m20IRJova5xGzLWzpx61WkOXeiC0FtlRoNoIUekJUBFPZOOX+coZlTmJZx2sUeHqzJVqDg0On2cqo7ENY3L6cv238F6OzhvHT/rsuxkk7SqdZR4Gn30E59t8ODtwb5GDyjRVr3aUxYUo/5s9eS1l5Lo/+8VUWzN+Mk+1PxZ5NkcqXVpSUc55I+Xw4urqjepFdnoIpYz2QYAd0UFO52rYqUByJIiWK4QASvT2Bbtg4hsXcuRtx5bgYNaYXA8rz0T7lJ332SbuXXj983wc8//RCDj2sP7+7ZXeD/n3RbSa4c/17jMkp48gen5/t8QnbGsOgKLyxehONtd0Ylk3mUDcC8Gt7LxX/hCJ/BotOuxqAJ6pnc/+W13d2ifmETZ2tWNJhQ+feu8YAuFQXvxi454h8X7zT9BYRK8K6rjWU+Qag04g8yF+/VeGNbItvINsLt617g2xXJtOLCvnZgBu4Yd3PqIp9wIqOkSyss1iZfAuwuaLPpYzJHk2GnrrAfreskZfrX6EtGSbpKCxsW0PMdqiNtfDj/qnu4Ak7SXVsO30DvVGEwtZoHRJJRY6H8eXjEEIQtRRWh2sYnT2EQm+ITG+CmAPrOovw6hYxZzmGjNPHP4ZNkUpcik2rsRKJwZH543ErHl5r3EK3o9LHP5aQy8tFFRfvvDDNaVzGfVu2cE75z6gIjKbMP4JCTynl/tQka8yOI5HE7Phux+iV2uuoi69iXM4laGopo7MO2bnNNJ9BOgzy2SS64ziWzV1/eJkTzxyPf0U13UrKJU/YKfMcBEDKr1p63OBIhEw57GECugQLFMNGqgIjQ0UqqTY9iiUQMRslYqI4ckflI/QdXkrIrbOsrh2ty0TvNFmzppZf/f0VystyuPO3ZxCPGjz32MeMO7Qvg4aVMmBwMT6/m8FD996Oam+8UbuWR6sW8VrNmi8k1kf17Mf7NVv50aSJVNW3M31gb/JCPm6Z8wFdbTb8my31a9WVbOhs4aohE3Gpuy44Z5ROo8JfzKBQKv5rOTYv1i5mckkPBmSdypi8kv3ep0+zqGUrDfEwJ/YcsfO5C8ovZku0irFZ47lp3eN81LqGDiPCNQPPPKD32BsV/hKGhvpS1d2KxCJqpSb/hBBku3LoMFpY09rBvzZ/wPReCQD6B3vuFGqAs3oez5EFh1LZtZ0X6z7klJLpNCY66PUpr+97tjzIovalnF5yMif2OIYLK05meGZ/TEfwSt0C/rB2LQ2JRiq7whR4srl++KmsmrecsBnlxB6Tmd08B0QEDcGIrL5si20l6ZgYpsPJxdNoiT+GxMatFCJELpWRZSgCxnSOZmRWqnz8hbo3sGhjVu3rHFs8AVWoDM4YRdJJNWM+LG8iPX09KPTsnuPuUYOA4L3m2dQm4ySdJJNy993+Kw0pT7j0BONn89O/ns2lx/6NcEeMR+54mxO+N4kXX18NCSs1UHal8p5F0kJ6UpOIwrBSVqlCoCgCx3SwMjTUqEQgkAqpkbUqkFZqNG1k6+hhG0UIFMskFPJzwx3f5bbbXueNN1cxffpgnn1+ER1Gko5N9XRFErz5/FKefGAuCz7cwL+evJypMwYzdcYXS9mbWtSP6U0DOCSv/Au97o7jjtv1YEfE48FFy3hrXRWra5s5YciusIWUkh/OfRlLOgzKyueonrvSAFVF5ZDcXReJ2Y2ruXXdy4R0H+9M370/3/5iOBaXzH8M07HJ8wSZmJ+quhyeOYLhmSMAOLJwDK3JMIcXHNxMl6Du5+ZhVxO1ktREWxkQ2tXA98o+12I4SRqjCf6+ZhVbO3M5ongARd6ee2wnx53NoXnZHJo3Yq/vE9IzdvxOFeV7VTeT8kZyxeI7qY+tI6DWE7ezmJY/kTN6TkNKyVk9j6DAG+Kw/KGMyenBP6vuo9xfymklxzItfyJvNLxPn0AvxucM4+WalcTtTk7OPJ2GhM3L9S+RoStsjyS4de2dXNX/SI4oGMdHrcsp8CSI29141SC3Vj7AwvaV/GbQZYzKGkQv/57FUcf0uJ6E3cWL9S/QaS+lZC+fP81eSI+sPxvDsOhuj4CmQtLkg1dWIOIWjq5gZLkRhoUilNRIO2mlJh3VHZWMO4TZ8agpb2u3gpKU6O0mdlADBbSIg5G7I1PENhEJB2HZVK2rA+Caa47hqqtm4PW6GDSgmPBdb6IAF53+Ty65YhqDhpUydeaBF8Dke4LcdcjBmZ0/flB/KptamFxRvtvzQgi+P3g86zuaGZf/2aP+waFSegcKGJFV/pnrfRYuRWNaYT+qI+30zdh7ReSkvGFMyhtG3I7zcevHDM8cjl87eHF+v+beTaghFdd2Kx7KM7wsOflnX2r755edxak9TiCoB3Z7/sKKmSxteZVsvZUiT4gL+pyHR/XwSu0S/lr5Gj282RyWP5SJuePZEmnloa2zuWvTLH7Q7xTOLd+VGXNSz7/t/FtKSf9gX3oFirl5zSts7G5kdsMarh18NOu7bsdwYrQmqin1D6El2Y4tHdqN8D73XREqPi2Ls3texNk9L/pSx+Fbxdev1d9ssS7okU1mUSYdXUmUgIeOzhjSo2MF3EiPnro96TKw8lNZAkrcAl1BKgJHFdheJeUVEnOwdYHjVVCjEq3b2XGlFKixVHsuxUg1YRW2Q3Zol8PYJy55PctzuevP53D1JQ/S3RWnqyvB3+7fe2uur4PcgJ8/HT9zr8uuGXnYfm2j1J/Dk5P23nzgi/D3cft3AXqm5hneb3mfiTkTuaRi3+58B4OaWCWPbb2OvsExnNbzF19qW0KIPYQaYExOP/zKGVR1PcepxT/Ao6bMtPpnFJPnzqBvhpfHqp/h9NKTABcSQZcZ/dz3GpWduhu6uv9MKgL5nFI6Frfq47TS64laHZT6UwOG6wdfzvZYA0NC+/YlT3NgCOfrj4N8o8Ua4PCTR/PcEwuwpUQEvNgBVyr0ETdxtUbI6JlDi7Uj9OFIlLiVmkRUSI2wpYNqOCAVpCJRkimHPSEB28ZjCnApKWEXCsWZeZxz1Yx97s+vbjiZ1Su2f+GQx4FQ2bWBjZFNzCw4Yp9l4P/N9PL3Yn7bPDK/oEPggdBhNGDKJE2Jbf/R9xmYdSEDs3ZdxA07Sp9gAa9M/SXnLbqMmkabPoFenF02nZFZfekTKN7vbZf6c7i8367vZp/guN2WZ+iBtFD/J5Cki2I+j46Wbl58fgnoqTCItGxQ3AghUKIGvfsXs7GxE8WngwNCU5CGjWI54IjUpIApUS0JSQscidYZx8nygqrs6GAOjiJ22moNn9Cb8dP23SOxsCiTwqLMr+Tz37PlPtqNDvyqn+kF/3uTQFPypjC/9RkWt7/MwIz+DAmN+/wXHSBDQ1PxqAHy3V/M5OrLUBtdxqu1P6fEP4bjSv7IaSUnsjVazZDQIBShMDhU/pXtS5oDRyDTRTGfR9W6OuxIAsen49PA7Ewwdmw53bpGXW0HGxs7U6KbtJF6KnaNR0M6O8LWTqpRrnQkeFK+HrbiRSAQtsTlSFy6wpjJ/Vm+cjtdtWGScetr/tS7OCxvCss7VjIwY++e1/9tLO94j9frH2Jm0bmMyU6NELNc+YTNdoJa5pfadtysoi36EvmB7+LS9nT5E0LQL7h/nW4OFnG7EwebqNUKwAnFe3qkpPkvIS3Wn82oyf0465LDeOjN5SR0jROOHEpHR5SFK2qw/S7waKnu5rpINSKQoBi7EtilDZZfBVumXPoESJ+OSFioHUkcICEEy5duoz2SQLgUli7bRjSaxO93E4sb3PPYXAb2LeSoqf/5sMe/k+/uw9ymuVj2m9w0/AIMx2Z7pJ0+GQdWZv7vLG1fzrO1szi5xwmMzxlzULb5WWyNrCNmd7M1snanWF9c8RssaeJSvlyYp7r9D4QT72PaHfTKufFg7O6Xpm/G4QT1AkJ6j89fOc03m2+AWH9js+GXfbSRd15YyjFnHkIw4CE3J8D6DY18sGAzwnRQdxSy6LZMNRTY0XpHyB1e1VKmOpdrCtKt4mqPo3UZCMtBdQSewiBOkZ9ImZ/2cAxhpYyf2jtjrF2d8sGY/eF6Xnh9OX/51ztfyzHoMqM4SMI7JqF+vuhFjnn7XzxeteSgbH9JxzLq4vUsbl96ULb3eRxVdB4n9riMY4ov2PmcIpQDEuol7Wu5fMkfmNO0CIDcwEn4XIPJ9n2zRq+F3sF4v+RdQ5qvmU9i1nv7+Qr5Ro6skwmT6y95ENtyuOXhS3jukSvYUtnAFT98BJkXxGtJvjNzGLNeXIENqIbD5LJCNm9rocVMYAV0hOGgWg4ykcr6MDJd5Cga0aYIRq6PbstCzXSDk3KcO3xCP0aOLKelpYtRY8q5967ZPPPUAgaM7cmMaftfsHIwOapoLGW+Akp8qZH0J410FQQr2mu4q/I9zu89gckFBzap9J3SUyjwFDApd/8aCgBErThPb3+DYZn9GZM9mLZEjI5knD6hz/cG8WlBxuUceUD7+u8sbFtNbbyJj1tXcHjBOHL9J5LrP/GgbDtNmn8nnQ2yD9wenUOPGEJDTRvl/QpxuzQyMjyoSQtLU9EcybN3vI2T4QOvGxyHRDjO1COH8sxLS1IFL26FfoEMttS3YwZUrJAbsoOUWlCrCQzH4YwjR1Bb106PUICLr5yBqu660Wht7UZIOHRQT8444T8fItgXA0O7ihb+NPZErh50GOXBHK5b/hLzW7bgUrQDFutsVxYn9Tju81f8FO81L+Sl+jnMa13G/WNv5JhXH6A5HuH5o85lVN5Xd7t/dtkx5LmzmJK394awB5ukHUdXXCh78d9O87+O/EaEQb6RYg3wy9u/u9tjr9dFZmcUJ25w+oWH8fAfX0FPGpQOKaVqUyNr1tUTzAngNyXxhghZbp0/3XMmFx1+C2bMRfaU3kyfOIDv3T2eO+94m1mzlrJtYzM3//H0vb7/j39xLMccP5KhI745FV66olK+o5HuxX0noSsq3yn7z4lV0jb4+arbSNhJbhv+czL0AOOyh7G0Yx2js1J3G37dhZ5Ucav/ma/S7Rv/j5Wd6/jNoB9REUidC8MxMR2T03vuPa/8YLM9WskDW6+jp28AF1Z8M+Lhab5CJGmx/iJkF4R4eMHvUVQFl1sjEHDTe2gpA8dUcO0PHmXZ4q18tHo7lldj6IAifvGL48gpCHH/nF8iFEF23q7OGOMP6c2ihVUcOmnfzmNer4sRo8u/gk92YJQFcrh++BcbFX9REk6S+ngTtnQImxEy9AD5nmx+O/iKneu8fuwFxCyTbM+Be3hLKVkVXkGRp5j8f/Oy2BTZStSOUR9v3CnWN669mzVdm/jlgO8zLmfY525/bXgNSzuWcELxiWS6vniX7qgdxpYWYbPtC782zf8IX38U5L9HrAH8GbsqC4+7YFdV3tkXTGb7tlb0PD/VDZ0cdtRQSnql4rw5BSE627pZv2QrA8ekupaMG9ebRx+//Kvd+f9CQnqQm4f+FMMxKPXt3Sfbo+l4NH2vy95rWsU9m9/i0j4zObxg36K6tGMR9275BzmuXG4Z9pfdlv164NVsj9UzOmsYVy1+gJZEmLKMVHqlvZ//Qc/WPk1tvIaQHmJI0E1HciMjci5DU/avGGdgxnguqbiFLNeeKYFpvh2k86wPEsNGlfPEKz/Gsh2amsL0KN599PTLM+5i2/p6fvWvC5n8FTUI+F+hb/DAi0jmtqyjJtbKh81rP1Os89wFeFQvPX17vleRt4AibwFRK8my9q1Y0uaaQRdS5AvSw7t/4nlM0bEsal/IITkTmF1zGg4WuZ4hlAf3Xan67/T0/2/kuqc5QNJifXDRVGUPoQbIzs9g+6ZGgln/2aYAaXbn8j5HU+4v4KiifV8g32r4mJid5I6R/9pjWW2snjajk+GZg/Brbv4x7iI6khHG5PT5QvsxLvsQxmUfAsDwnEtpT26gyPfVFsik+S9GSrC//jjI/5RY74sf33kel172ILfdO4f/G12+05zpf5VOI8Z5H9+FR9F55NAr8ahfz+fN84Q4r9e+y+Rbk53csekpAIaEetM3uGsy15EOv1lzK3E7wXWDfsSQ0IAv5Qb4CUOyz/vS20jzLSQ9sv5qSMRNurriRKNJDMP6nxfrsBmjMR5GFQpRK/m1ifXnkeXK4IiC8cTsJD3/LSauCIUyXwl18QZyXfvXAT1Nmv8YabH+aigpyeYfd52Py6X9xzuPfxMo8+dy3yGXoisqOe7g565f2VVLvjtE9n6sezBRhcKP+n93n8t/P+TL+U6nSXNQ2FEd/XXzjS03P9j061tIeVnu170bXxnDs8oYFPr8tlwLWjdw0cI7uWzxP7+CvfrPs7xjE+cuuInnaz78unclzf8MEqSz95+vkG+NWKfZOwHNgy5Usl17mukD2I7NsvZNJGzjK96zA2Np+wbq42181Lr6696VNP8rSFITjHv7+Qr5VoRB0uybIZllvHrYdfuMaz+49S0er36XGQWj+PXgfYcsvimcWTadkB5gQu5X75KY5n+YdMw6zTeBgO7d57I8d+aO36GvaG++HAHNy3d6Tv26dyPN/xppsU7zVdGabGND90bGZ49FU/b/tJ9YMpHphSMJaPsW9DRp/rf5Zhg5pWPW3xLu3nwv/6q6nzcbv7g3d1qo03yrkYDj7P1nPxBCHCWE2CCE2CyEuPZAdyMt1t8Sslw5qGj41a82Pe9gIqXknca5rOxc93XvSppvG59qarLbz+cghFCBu4GjgUHAWUKIAzLIT4v1t4TmRJI2Q6eyu36vyxN2gk3dG5HfgNu9fbEqvJ57tzzBLev/gel8c3plpvlfR36ZbJBxwGYp5RYppQE8BRxQl4x0zPpbwndKjyRDC3Bs0eS9Lv+/rfewonM5p/Y4naOLjvmK927/KPOV0DtQRrGnAP0LxN3TpPlSSJD7zqnOFUJ8us/evVLKez/1uAdQ86nHtcD4A9mN9Df+W8LwzP4Mz+y/z+UZWirbI0PP2Oc6XzeZrgz+OOyAQ35p0hw4+65gbJVSfiWtpNJinQaAc8vO55SS0whoey+OSZPmW82BhwfrgNJPPS7Z8dwXJh2zTgOAECIt1GnS7A0pv0w2yGKgrxCilxDCBZwJvHwgu5EeWadJkybN53GAI2sppSWEuAp4C1CBB6SUaw9kW2mxTpMmTZrPRCJt+8BfLeXrwOtfdi/SYp0mTZo0n8U3xCI1LdZp0qRJ83l8xXaoeyMt1mnSpEnzGUhApkfWadKkSfMNR8r0yDpNmjRp/hv4MhOMBwvxn/CCEEK0ANUHfcNp0qRJ89VQJqXMAxBCvAnsqydgq5TyqK9ih/4jYp0mTZo0aQ4u6QrGNGnSpPkvIC3WadKkSfNfQFqs06RJk+a/gLRYp/nGIYSwhRArhBBrhBDPCiF8O54vFEI8JYSoEkIsFUK8LoTot2PZm0KITiHEq1/v3qdJ858hLdZpvonEpZQjpJRDAAO4TAghgFnA+1LK3lLK0cAvgYIdr7kNOPfr2d00af7zpMU6zTeduUAfYBpgSin/9ckCKeVKKeXcHX+/C3R/PbuYJs1/nrRYp/nGIoTQSDUaXQ0MAZZ+vXuUJs3XR1qs03wT8QohVgBLgO3A/V/v7qRJ8/WTLjdP800kLqUc8eknhBBrgdO+nt1Jk+brJz2yTvPfwhzALYS49JMnhBDDhBB7b9eeJs3/GGmxTvNfgUz5IpwMzNiRurcWuAVoBBBCzAWeBaYLIWqFEDO/vr1Nk+bgk/YGSZMmTZr/AtIj6zRp0qT5LyAt1mnSpEnzX0BarNOkSZPmv4C0WKdJkybNfwFpsU6TJk2a/wLSYp0mTZo0/wWkxTpNmjRp/gv4f0HaKrT9oPxXAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(prot, color='CD3_TotalSeqB')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(prot)\n", "sc.tl.umap(prot, random_state=1)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(prot, color=['CD3_TotalSeqB', 'CD14_TotalSeqB'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RNA" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 5247 × 33538\n", " var: 'gene_ids', 'feature_types'" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rna = mdata.mod['rna']\n", "rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### QC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform some quality control. For now, we will filter out cells that do not pass QC." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "rna.var['mt'] = rna.var_names.str.startswith('MT-') # annotate the group of mitochondrial genes as 'mt'\n", "sc.pp.calculate_qc_metrics(rna, qc_vars=['mt'], percent_top=None, log1p=False, inplace=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n", "... storing 'feature_types' as categorical\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter genes which expression is not detected:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_var(rna, 'n_cells_by_counts', lambda x: x >= 3)\n", "# Same as the following but doesn't copy the object:\n", "# sc.pp.filter_genes(rna, min_cells=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Filter cells:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mu.pp.filter_obs(rna, 'n_genes_by_counts', lambda x: (x >= 200) & (x < 5000))\n", "# Same as the following but doesn't copy the object\n", "# sc.pp.filter_cells(rna, min_genes=200)\n", "# rna = rna[rna.obs.n_genes_by_counts < 5000, :]\n", "\n", "mu.pp.filter_obs(rna, 'total_counts', lambda x: (x > 1500) & (x < 15000))\n", "mu.pp.filter_obs(rna, 'pct_counts_mt', lambda x: x < 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how the data looks after filtering:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.violin(rna, ['n_genes_by_counts', 'total_counts', 'pct_counts_mt'],\n", " jitter=0.4, multi_panel=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll normalise the data so that we get log-normalised counts to work with." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(rna, target_sum=1e4)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "sc.pp.log1p(rna)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will label highly variable genes that we'll use for downstream analysis." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "sc.pp.highly_variable_genes(rna, min_mean=0.02, max_mean=4, min_disp=0.5)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.highly_variable_genes(rna)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1734" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(rna.var.highly_variable)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll save log-normalised counts in a `.raw` slot:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "rna.raw = rna" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and scale the log-normalised counts to zero mean and unit variance:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "sc.pp.scale(rna, max_value=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having filtered low-quality cells, normalised the counts matrix, and performed feature selection, we can already use this data for multimodal integration.\n", "\n", "However it is usually a good idea to study individual modalities as well.\n", "Below we run PCA on the scaled matrix, compute cell neighbourhood graph, and perform clustering to define cell types." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PCA and neighbourhood graph" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] } ], "source": [ "sc.tl.pca(rna, svd_solver='arpack')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the result, we will use some markers for (large-scale) cell populations we expect to see such as T cells and NK cells (CD2), B cells (CD79A), and KLF4 (monocytes)." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca(rna, color=['CD2', 'CD79A', 'KLF4', 'IRF8'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first principal component (PC1) is separating myeloid (monocytes) and lymphoid (T, B, NK) cells while B cells-related features seem to drive the second one. Also we see plasmocytoid dendritic cells (marked by IRF8) being close to B cells along the PC2." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.pca_variance_ratio(rna, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compute a neighbourhood graph for cells:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(rna, n_neighbors=10, n_pcs=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Non-linear dimensionality reduction and clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the neighbourhood graph computed, we can now perform clustering. We will use `leiden` clustering as an example." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "sc.tl.leiden(rna, resolution=.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the results, we'll first generate a 2D latent space with cells that we can colour according to their cluster assignment." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "sc.tl.umap(rna, spread=1., min_dist=.5, random_state=11)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"leiden\", legend_loc=\"on data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cell type annotation" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "sc.tl.rank_genes_groups(rna, 'leiden', method='t-test_overestim_var')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 0_n 0_p 1_n 1_p 2_n 2_p \\\n", "0 RPL32 1.380112e-247 S100A8 0.000000e+00 IL7R 4.827268e-175 \n", "1 RPS3A 1.627373e-256 S100A9 4.101797e-317 LTB 1.387967e-107 \n", "2 RPL30 9.687924e-237 VCAN 3.394343e-312 IL32 2.100285e-104 \n", "3 RPL13 2.673413e-227 LYZ 1.467838e-237 TRAC 7.044805e-82 \n", "4 RPL11 5.299188e-232 MNDA 1.131567e-278 CD2 2.779068e-67 \n", "5 RPS12 2.484028e-223 S100A12 3.040667e-307 AQP3 1.363019e-56 \n", "6 RPS6 1.943468e-227 FCN1 3.913932e-244 CD3E 4.321252e-53 \n", "7 RPL9 3.701542e-226 CD14 5.684490e-266 KLRB1 8.857507e-50 \n", "8 TPT1 4.096112e-227 CTSS 1.729932e-207 RPS18 1.695589e-47 \n", "9 RPL34 4.347625e-218 CSF3R 9.101933e-243 SPOCK2 6.018993e-48 \n", "\n", " 3_n 3_p 4_n 4_p 5_n 5_p \\\n", "0 CST3 8.457789e-138 CCL5 1.614990e-191 GNLY 1.868870e-151 \n", "1 CPVL 4.945355e-162 NKG7 2.032769e-140 NKG7 5.122287e-96 \n", "2 LYZ 2.891312e-127 GZMA 1.524691e-106 KLRD1 4.177880e-111 \n", "3 FCN1 3.664234e-123 CST7 2.410078e-106 KLRF1 2.123803e-102 \n", "4 FGL2 1.029085e-127 IL32 2.124480e-90 PRF1 1.035347e-103 \n", "5 KLF4 5.745357e-131 GZMM 3.587211e-83 CTSW 2.070524e-100 \n", "6 AIF1 3.486286e-117 KLRG1 1.147997e-74 GZMA 8.167419e-91 \n", "7 HLA-DRA 1.229331e-117 CD3D 3.637893e-73 GZMB 2.485553e-88 \n", "8 PSAP 1.832311e-117 B2M 7.472893e-70 CLIC3 3.298338e-75 \n", "9 HLA-DRB1 1.410033e-114 GZMK 1.345830e-53 HOPX 2.743326e-83 \n", "\n", " 6_n 6_p 7_n 7_p 8_n 8_p \\\n", "0 CD79A 6.409675e-113 IGHM 1.284390e-142 GNLY 2.305955e-92 \n", "1 MS4A1 1.513867e-103 CD79A 6.570059e-124 FGFBP2 1.190382e-102 \n", "2 HLA-DQA1 3.751459e-106 CD79B 2.500853e-106 GZMH 7.659337e-98 \n", "3 BANK1 1.331708e-84 IGHD 9.719686e-72 PRF1 1.626375e-91 \n", "4 CD79B 7.403563e-79 MS4A1 5.945622e-89 KLRC2 3.624602e-75 \n", "5 HLA-DQB1 6.762216e-69 TCL1A 5.585904e-65 NKG7 5.237177e-70 \n", "6 CD37 1.360556e-57 HLA-DQA1 1.723135e-87 CST7 5.730287e-82 \n", "7 RALGPS2 1.241454e-54 CD37 6.685736e-66 GZMB 1.041564e-90 \n", "8 HLA-DPB1 4.220414e-51 HLA-DPB1 4.708672e-47 CCL5 2.700983e-64 \n", "9 HLA-DRA 2.174338e-45 CD74 2.262129e-43 FCGR3A 3.320130e-76 \n", "\n", " 9_n 9_p 10_n 10_p 11_n 11_p 12_n \\\n", "0 TYMP 4.113971e-44 FCGR3A 7.931312e-73 CD8B 1.344611e-28 IL32 \n", "1 LYZ 5.675880e-35 LST1 3.169949e-44 CD8A 1.179723e-20 TIGIT \n", "2 FCN1 4.341500e-35 TCF7L2 1.098160e-45 RPS3A 3.524939e-13 PBXIP1 \n", "3 XAF1 7.801962e-43 SMIM25 3.171766e-49 LINC02446 7.812095e-13 IKZF2 \n", "4 FGL2 1.961404e-38 LYN 1.090891e-46 RPS2 1.307254e-12 TRBC2 \n", "5 CST3 3.191349e-34 MS4A7 6.730315e-51 RPS6 1.514270e-12 DUSP4 \n", "6 CTSS 1.003140e-33 CDKN1C 2.347009e-39 RPL13 1.869602e-12 HACD1 \n", "7 MNDA 1.065729e-35 FCER1G 4.274695e-38 RPS12 2.277374e-12 IL2RA \n", "8 PSAP 1.983579e-33 LRRC25 3.008410e-45 RPL32 4.908655e-12 FOXP3 \n", "9 CPVL 3.518379e-38 CFD 5.047007e-41 RPL28 4.009718e-12 TRAC \n", "\n", " 12_p 13_n 13_p \n", "0 5.583487e-09 ITM2C 1.106098e-36 \n", "1 7.622707e-07 CCDC50 3.365550e-34 \n", "2 6.263715e-07 IL3RA 2.391788e-23 \n", "3 1.872429e-06 PLD4 1.246058e-27 \n", "4 1.364242e-06 IRF8 2.272772e-29 \n", "5 4.791963e-06 TCF4 2.379937e-28 \n", "6 1.189909e-05 UGCG 2.010952e-26 \n", "7 1.689073e-05 IRF7 3.697920e-27 \n", "8 2.616250e-05 JCHAIN 2.922103e-22 \n", "9 1.275863e-05 MZB1 4.527073e-20 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = rna.uns['rank_genes_groups']\n", "groups = result['names'].dtype.names\n", "pd.set_option('display.max_columns', 50)\n", "pd.DataFrame(\n", " {group + '_' + key[:1]: result[key][group]\n", " for group in groups for key in ['names', 'pvals']}).head(10)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "new_cluster_names = {\n", " \"0\": \"CD4+ naïve T\", \"12\": \"Treg\", \"2\": \"CD4+ memory T\",\n", " \"11\": \"CD8+ naïve T\", \"4\": \"CD8+ memory T\", \n", " \"5\": \"NK\", \"8\": \"memory-like NK\",\n", " \"6\": \"mature B\", \"7\": \"pre-B\",\n", " \"1\": \"CD14 mono\", \"3\": \"intermediate mono\", \"9\": \"intermediate mono\", \"10\": \"CD16 mono\",\n", " \"13\": \"pDC\",\n", "}\n", "\n", "rna.obs['celltype'] = rna.obs.leiden.astype(\"str\").values\n", "rna.obs.celltype = rna.obs.celltype.replace(new_cluster_names)\n", "rna.obs.celltype = rna.obs.celltype.astype(\"category\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also re-order categories for the next plots:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "rna.obs.celltype.cat.reorder_categories([\n", " 'CD4+ naïve T', 'CD4+ memory T', 'Treg',\n", " 'CD8+ naïve T', 'CD8+ memory T', 'NK', 'memory-like NK',\n", " 'pre-B', 'mature B',\n", " 'CD14 mono', 'intermediate mono', 'CD16 mono',\n", " 'pDC'], inplace=True)\n", "\n", "mdata.update()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and take colours from a palette:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "cmap = plt.get_cmap('rainbow')\n", "colors = cmap(np.linspace(0, 1, len(rna.obs.celltype.cat.categories)))\n", "\n", "rna.uns[\"celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1192: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if is_string_dtype(df[key]) and not is_categorical(df[key])\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"celltype\", legend_loc=\"on data\", frameon=False)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.umap(rna, color=\"celltype\", legend_loc=\"on data\", frameon=False,\n", " title=\"RNA celltype annotation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we'll visualise some marker genes across cell types." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "marker_genes = ['IL7R', 'TRAC',\n", " 'ITGB1', # CD29\n", " 'FOXP3', 'IL2RA',\n", " 'CD8A', 'CD8B', 'CCL5',\n", " 'GNLY', 'NKG7', 'KLRC2',\n", " 'CD79A', 'MS4A1', 'TCL1A', 'IGHM', 'IGHD',\n", " 'IL4R', 'TCL1A',\n", " 'KLF4', 'LYZ', 'S100A8', 'ITGAM', # CD11b \n", " 'CD14', 'FCGR3A', 'MS4A7', \n", " 'CST3', 'IRF8', 'TCF4']" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sc.pl.dotplot(rna, marker_genes, groupby='celltype');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `mu.pl.embedding` interface we can display an embedding from an individual modality (e.g. `'rna'`) and colour cells by a feature (variable) from another modality.\n", "\n", "While variables names should be unique across all modalities, all individual modalities as well as the `mdata` object itself can have e.g. UMAP basis computed. To point to a basis from a specific modality, use `mod:basis` syntax, e.g. with `\"rna:X_umap\"` in the example below `mdata.mod['rna'].obsm[\"X_umap\"]` basis is going to be used. " ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"rna:X_umap\", color=[\"CD3_TotalSeqB\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-omics integration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having filtered cells at the RNA QC step, we will now subset them in the protein modality as well so that we can work with the union of cells:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "mu.pp.intersect_obs(mdata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiplex clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can run clustering based on neighbours information from each modality taking advantage of multiplex versions of algorithms such as `leiden` or `louvain`." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "mu.tl.louvain(mdata, resolution=[2, .1], random_state=1)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "mu.tl.leiden(mdata, resolution=[2, .1], random_state=1)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'params': {'resolution': [2, 0.1],\n", " 'random_state': 1,\n", " 'partition_improvement': 91323.3393340929}}" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.uns['louvain']" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'params': {'resolution': [2, 0.1],\n", " 'random_state': 1,\n", " 'partition_improvement': 91166.75577710925}}" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mdata.uns['leiden']" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n", " if not is_categorical(df_full[k]):\n" ] }, { "data": { "image/png": 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ZziBiuSnylfD7yacDkvaEh4TlZUb2YQz2l/TvBfUDCVjJXmXbvxRFURTHyy+/zMMPP8y9995LR0fHTlvov/3tb3f9rus6hx9+OPn5+V3LcnNzmT59+m4vr6IoirLvaW3bxscLb+LjRb+lumY+mnAG4Nky0Wu7zPSRZKQN63qfnTmWsSO+1fVe19wMGTQHjzttzxRc2eVUoExRlK8sZiWIWglSfREerXyel2vnMjmjCFNq+IwEGe4Yqe4YOX43K1pL6TDd2DKDf037EaMyMtBsSUfUjdExi8uHfBdDOzBHg9tS9PlSFEVRHJ3DLBsbG7n77rsZOnRon9tVVXXnkpk9ezZHH300lmV1LfvWt75FcXHx7i2soiiKsk8yzTAkZ55fvu5u6htXkeIfuMN2Hk8GwdA2AHzeHKZP/ik922+KC45izPBz9kSRld3kwKyVKoqySwxKyeLo4izWtbWiCYjbJjPzh9MYjZPQgggBLmFz07gL+NuGJ6mNtRDqsLh83j3kpYRI98cIWCYDPZnMqy3F45YU+FKwZIQi/yBsafNx49sE420sadnEoEARl5R8i6qO5bxQ9S86rDDnD/4NgwPj+vtWfGWdPcoURVGUnZs8eTKbNm3qGmIZDAaZNm0aS5cuxbadKVGGDBlCVlZW1z5z584lkUjQ0NAAOEn/N27c2BUosyyLnJwcPB4PVC2B9a9Bazk0b4FT/wUpA+C1n8HaF2Hi+XD6nXv4qhVFUZQ9KStjFF5PNtFYEwCm1UFxwalsq3iTaKwZACF0xo++mNbgFqKxJiLRRpatvoumlvXJo2gITacluAXbNvG4M0BIUvz5kIjA/H9DIgob34DR34BZv4Blj8NbN4BuwKVvQPawvguo7DEqUKYoylcmpWRDexkI8AovKW4XT5d/SGvC5rrRZ1Ie2cC0rIlkelJY01YKgBCwpq2cg3LGsqm9lEG+wTy6YSkvVM/H540yNa8WTSTIcxcw1LONTLGBVZEiyiN5bOnYygB3G5XtT+OSYNkpbA4t2ccDZQJLde5VFEX5TGVlZV1BspSUFCKRCIsXL2bEiBFkZ2cTi8WYM2cOr732Wtc+lmVRVlaG1+sFnODaq6++2uu4s1M2MdOzAVq2gW12r/j477DpLYi2Ou9XPa0CZYqiKPu5aKy1K0jmMvwI4WLD1mfRhM6YERfQ3LqeQQWziEQaurYDqKlfxICcydQ1LiMttZht5W9QWv4WEhsQ+CIdHFFRjitUDx0N3SesXQlNm2HVU93Lyj5RgbK9gAqUKXsF07SoqmimaFA2ALruBA4Wvr2KnIEZeFP9VG6tZ9pRo3aaqFfZc+oiIX695DUG+tO4esSpfNK4hky3jw8algFg4aIuEuXHo64kZiW4evE9SClASCwpCOgerhp2Dt/IPY7HN65iYPrb5KR10BzzIkgAkpBZytCUpbiEzQSqaLFySTVaWNbyOrkuJ+CmC52Ds0/q35uxC6hhloqy57Q11GN4PHgDKWi6k5y3tbaGhrJtlEyaStmq5eSVDCUtJ7efS6oAfPTRR2zdupXp06fT1NREeno6ixcv7lq/bds2LrzwQgCWLFnCypUre+0/cuRIzj33XDZt2sTLL7+MaZq91k9vfwPaeyzzZ0OkFdY81ztwNuVbKIqifFGJaJS2pgayBhYCIDQN27LYsngBuYOHEI9GiLaHGDR+Yj+XVAEItVeydtMTZGWMZHjJNwiGyrBtk6aWdQDYOHnHpk64mlg8yLzFtwCCzmGaXk8WUyb8gNa2bZRWvENbqAyZXAeSwdWbcNVu7j6hZkBygoBeQTJfFow7Y3dfrvIFqECZsle46edPsWD+Ftx+F7qh86e/nU/poi3888cPo7sNtKwMzITFhT88lvN/cGxXIE3pH8+WruC9mk0IYTE/GMfQ4NqRp7MquBkDNxptvFzzIbPyR/Nw2UO02VWYdgpD/CU0iyiXDJ1J1DQ594ln6LA6OPzQegDGZxZyVO5JPFPxBGneZsriOQxxBxmVeRXr4i+gCUnM1qmNpxK3DaZmn0OaK2eH8sWsCBtDGxmaMpyAEdjTt+dLUUMvFWXPKV2+hGdv+y1CCKRtM2H2CRx9yXd59MYfE20PkTmwkJaaKrwpqXzv7ofRNF1N696PYrEYc+fOBZzcZB0dHUycOJERI0ZQWVmJruu0t7fz+uuvk5mZyVtvvYWUEk3TyMzMJD8rhWljh/DOe+8xf/589GRgFJz8ZVbppxhbegTDBk5yhsOEm+iq3wB4M+Dk/+u7kBULweWD/Am7/PoVRdk3SSl5+JfX0lJdhW648AQCXPCHv7Li7ddZ9NKzuP1+4uEwACdd8zNGzTgCTdM/56jK7rSt4i2aWtbS1LIWIVy4XD5GDfkmbaEyDCNANNbExq3PkZZazJJVdxCLtQCQljII04oyqegkwuE65i+9DSk782JKcrMmkJMxkqzFb3efTPfCjB/Ax3/bsSDH/g48qTsub6+HmhVQcoTzzFF2OxVtUPpNqDVMPOrMILJ2VSUIiCcswpE4P7rqPv754MfYqX4sXSeRsJDA3FdXcPLU3/LrHzzUv4U/wB2VP5xcbwqD0lyYRIjaET5t2MiTh93MkXlj8Rph3Hobr9d8TFWkDJdmMSY9k1snX8Rlw6fzaMWD3Lj6L8SNCEZ2FMPKQEMyMaOA2QOOZE7+OcRtjaXhwaxK3IjHeyxRy8k7E7HcNCdSqEuks6ipiplv/Yontj7Ip+WzWFP3HdoTzdyy9goeL/sdv139y66hOnsriSAhjT5fn0cIUSyEeE8IsVYIsUYIcW1yeZYQ4m0hxKbkz8zdfiGKspeyTJNwWxCA+rJtICUymdNq1btvcccl5xILO9O/t9bXAhBtD/Hvy8/nX5ecQ3NVZf8UXMHj8TBmzBg8Hg+hUAjbtlmxYgUXXnghP/nJT2hvbwdg+fLlLFu2DNu20XWdk08+mR9eei5nV96McfsY0hqcHmidz4PinABHjMpj1rk/QDOcYZkYXjjrPiiatkM5JDobpx/Ktm+eiX3/N+H2cVD6Cbx0Ddx7HPznCNjwxp65KYqi7LXCbUFsy8IyTVprqgGwzAThYCv3XnclS19/CQAzFu/a59OnH+P2809j7n3/6ZcyK4783KkYhg+XEUDKBPF4GwkrwnFH3kHAl4eUNvFEG5U1n3QFyTLShjF9ys+Z1Zwg495TcD9zRVeQzDD8aEJnmMhiyOCTSB96XPfJjv0tDJkJmmuHcjQ+9ATrJ08hdO9v4a+j4OXroGED/N8YePQseOi03X8zFED1KFP6QSJh8sx9H/LobS+TnZvKHW9djzeeoD1mgqkhdIineADwlgzA6IgRj1ugaVTXt2O7dT5dWkprSwcZmXt3b6H91bjMfOadch0PbvyUe8ufRSDZGGzl+mWPkedxd28oY/j1OEII2uPN3L7hfgytjQG+dmy5iZFjswnFNWpiHsZnGsxregOXBhMyZ/BKnfNv22Ku4F+bX8EQAQ7LvI6YHSLVlYlPT+dXy98gIU22tT1NYUYlzZFK7lhyM1n+CEJA3ApiY6Ozd7fSfY0eZSbwEynlUiFEKrBECPE2cAkwV0p5mxDieuB64Be7pLCKsg+p37aFV/7xZ1pqqzn+uz/E4/P33kBKbMvpUZSel08wGSgDiCdnWXz3gf9y1o2/32NlVno799xzAbj55puxbZuBshYeOw8x+hSnZ6CUBAIBmpqa0LC43PMGBe/cCx1XQ8RJvDyx8iGK0Gix0xkwYCB5de8h7v0n/HgtZA2F+rWgu+FfU51x/UOPgfFnQrAc0otp/rgUK/gYaXnVaGVO0JWHT3eGyHQK1ezhO6Moyt4iFg7zyVOPsOz1l8gbMoxzfnsrwjCQiUTXNtKysCwLTyCFeCTctbylxpmpd8XbrzHr4ivQDVU97w95ORM5/sg7Wbb6v9TUL0DYNrnzH4QlLyAHD+nariPs5BcraKhi4oK3EFs3QNk8AFzbPuHwhnTa/am4vNlkV69HN5+CaBSGzYbVzzoHmX8nBCvAnwuzf+PkyMwYhGVk0HDeDehuC/+2f4JhwZL7Ycvc7lQAQdV4t6eoHmXKHnfHba/ywD0fEk8PUFcbpKGqGQRYqW4sn4E/EgfTAikxjnXRcBKYaQZS15CawEpxY/vdPPPc4s8/mbJbWQjq2tKoD6WyqaOKd+tWsykUoqw5k61N2awKbklOlSwxtGaE+ARDVGEIizQjhkcLk+qJI0U7ESsGQHO8maGBoRyWfRhj08aiCafnR8wOsyK4lJMLzuHI3ONId2VxWF4qkzLzWdI2mOpYOlujObRZbbi1DLLcJczJv5RfrXyIt2uX9d9N+hxSCiyp9fn6/H1ljZRyafL3ELAOKAROAx5MbvYgcPruKb2i7L3qtm3hkRt+5FRCpKRqw1rMRLzPbYWmE2pq7HNdxbrVu7OYypd0tPwYNr4Or/wII1mh9Pv9SDPGxTxDQXgdRFrg3T+AcNYHYnUMooaJrCe/7j3ny68Zc2YfO/oGKJgCo08GJEgbtr4LBZOcdRPOImNwiPxvDCTt4B7Jla24k+g/rQimXeEkZH7xaoh37OE7oihKf3vxL79nWbK3WP22rSTC4V4jGtze7qFyhtvd1au5J2nbrP3o3d1fWOVzOP9uOa11pK59FVY8RlpHGwACjebWdRTUlXPQ+gWIWMiZFVl0BzfT21spqK8gr3w5upn8zhGshNEnwcg5ziyXHclJAMINULkQjr0Jpl2K7vUw5PIS0meORTes7iK1loM/BwqmwmHXwmPnwdYP9sjdOJCpQJmyx1iW81BoD0WRAuxUL1ZJHmHT5oSLDwdNA11DmiZ/uekMrv3t0ZRPbiNyiE3oaJ3gSD/xgADb+QBzS0lzfRutjaH+vKwDUn24ndPfvJ0XSt/FkBqmpZHnzsAjYES6TlGqRn6qzvSsI6juyGBLSxapRhxDSCzZxAC3SboRYXhKiHQjHY9mkekaQofpZl7TWtrMEFcMuYIzCk/n7OLvUegtYoCrnRStAtOO83/rnufm1X+mPLKCLG8Tvxh3Latjo9gYL2BIaiumbMGrS16vWc228DweLL0L0zY//8L6iY3o8/VlCCFKgMnAAmCAlLKze0MtMGCXFlhR9mJSSqSUJCKRXpWR9qZGJh5/cq9tZ138HeZ8/0dkFhR29SwDoEdestSsbKIdHTRXq1bc/vD6669z6623kpaWBkBF4CAkAq3gIE7Or0cXkJeXR2HApITqHntKyOruBSB92UihQyDXSaBsxWDBf2HMKXDOgzD9Sjj0h07PMt0FbdVQvoCO26ehL/svmSlL8J9/A5TM7D6FGYW2SkgbCIvvg2UPOwE6RVEOCLbtBDOi4e4AuaZrWKbFqOmHdy1LzcnlGz/6JUdccAkdLc07PZ6mGbQ11HelA1D2nFB7FXM//hEtwS0ABFOysFIGID1plARDpMXiuD3pFAw4lML6crSeqV2ibSA0QCINrxPUQkDuSGf90gfBkwbnPOzkJjv/MUgvdr5rtJaDGSP+zKXIJ87H2zGPAYf74NQ7ehcw3AjpBfDJ7U5j0VMX75H7ciBTgTJlj3jsr6/wjdwrueMnj3DtjadQNCgLhEACP7vkHoYVZXPowUMYnBXgl3+9gGlHjSHF9qG1CTAhYbqJZ7noGOzDVdWKu7yRJ259mYuPuJlLj/ojlVvq+/sSDyivlC1DpGxGD1QxNd9DcWqAKC1kBYIsaJmHz1NHxGonaNbxnZJvsa0plzUNebg1jQxXNrFk7zHTNvFqYSakVyPlCoSQ2BJerfqIu7fezZ/W/4H/bvkPxb5sNGESTJTyVNmf2RJ6iukZm8j3BAlbdRycPZJRaVOQEnThRQdMu508by2Z7ghp7jDPVz312RfVT5xk/lqfLyBHCLG4x+u7fR1DCJECPAtcJ6Vs63V8p0lz707Upii7SEttNf+58iLuvurbpOXlccylV3atK1u1nFf+/ieOveIHZAwYyNgjj2HSCScx4tDDibS19T5Q5xdgIQjW1fLAT67i/h99jw8euW8PXo0CsHDhQmKxGMFgkKysLLYaI4nghspFTKp4gClyORs2bOC0U09jQ8YsyihgrTYGPOnQtAlwPgBDWhpCWtDRAJ2Jlte9BKufg39Og7tnQfYwp6eYlYDXf471/FUEwj0CpLF2J9FyZ14ZwwfuANSt7d5myYMoirL/e+Ouv3P7Baez6OXnOO0nN+JLdYL5tmXxwE+/z7ijZlMwagy5g4cw56rrGHXo4SSSQ/p35u177uCeqy/j/h99j2gyB6OyZ2wufYlYPEg01kRqSjFa6kCqUwKIWBu+xQ8waeV7xGIt+NBwHfYjmtOyqcotIuLPAF+60xsZSAicRhQkNKx3Dp6IwtJH4JFvwv0nwgd/Bm+m811j2wfwzGW4Vz/X1UQuW7bAlIucCWbAeZ4JHRp7zJoZbYWVT++Re3OgUoEyZZeSUhKN7Di05dPXliOlZN5ry4i0x7jh5m+S5/eghaJYUZMH/vse48cU8u+HrmTj6irOO/wP/OkXL5L9HxdZ/3Dh2exUWjzNCTQBwnT621gJm2g4Tm1l0x6+0gPb7KJRYBsgoSZST8Suw5JxRDIeI4B8fzvV0beY2/QPbp9xEMcVNeLROjBlFTFp0G66CdsGCVoRAoSQBLQoHabgzfqXWNn6IWMC1eS5VrO+7RM04cR7toU/5aC0agJ6gnxXECkD3LTycWyZQoftodWUCDSCiVqi5raujiG5ntx+u1+f7TOHXjZKKaf1eN29w95CuHCCZI9KKZ9LLq4TQgxMrh8IqEiyst9JxKI7DF+p2biecLCV9pZmKtasYuSMmYw89HB0wwlsbFu2iOpN6/nGj65nykmn8vD113HnZecRaWvt8xyd+0XbnZ7LjRVlu++ClD4VFQxkCOXku8PEmytwBbfhJ9ZVoXAZOh0dHfzv8ecpzs8lUnI8JfZW2mNx1jOcBDoCSOvYtuPBGzfCM5eC7TTe8Pavu9e1bENr2YKNE2iTQoP5d0HpR2An8w5lljhDLdc8C65k/jt/j7xliqLs86Rtk4jHdli+edGnICVbFs8HYM73f4Q3GSwzYzE+evxBRh9+FN+69e8se+tV7rjsPBY8/2Sf59C6ZuR1vkd3tLZ0TUKj7BkF+TMIhEOktzVjNqwnGm0iM9jQtV4KDWHbbK79kPZl9yGO+gUBU+ILt9Kom4R8zkyV7kQUEd8uyGnF4JVrnOcHQPl8qFvZvX79K1hCw+6stJgxJ4m/LzkXV7zDaeBpWAc9j52iBozsTmJ3zQg3bdo0uXixyiF1oPnl1Q+zbOFWfvCzkzjl7IO7lq/4eD0P/vlVorrB1tVVjJ9Wwl8f/z4P/fMtHn7kU9A1EILivFQ2uZoRpsBTqyN1gXQ7Dw8R7MBoi0E8waQZw4ibkpEHDSK/OIvTLpmJEF9uqJry1YUSEc795Pf4XY3k+cJICcHoIKSmEbObSTGi+PU4Ht1ptfcLg0y3k/8nbBrMrxvCsMxWwpZGh+Uhz22T66lDCGiIpRCyPOS42yn2OrPKRC0DXbNJ2Bo2BsE2L+Oy41hiMvdui+BzJfDqkpMKChkRGM6SxrsJGDE2tA/AYgg/GHk249Mn99v96kkIsURK2TWt2vAJfvnnF0b1ue2Zw5f32raPYwmcHGTNUsrreiz/C9DUI5l/lpTy57vqGvY26nlz4Nm06FNeuf02sosHc8Ef/obhcgJaiViUd/73bxorymiurkTaNuf85hZcHi9P3XxDV8BLaM4zR1rWZ52GQGYWqTm5ZBUW40tJZfIJJ5Oel7/br0/pJl++DrHkfiTOMPWPOISCnAyGN81FkyaWcFEhB/AMJ/LjwItoHU67wJ1cRAM5jDPKOdN81mkZ1nSQAuSXGIpv+CFvDDSsdXKaARROxc4ajla7ylneacYP4fBrIWXvaJjZ/nmjfD3qWXPgScRjPHbDj2muruK0n97I0CnddZv1n3zAktdeJBGJ0lRVzrijZnP8967hjX/fzrqP3u/aLmNAAa111TsefDvFEyYhLYvcwSXkDxvJ2JlH74YrUnaqYSPyrhmIZKqWxvRc4rkjyG4owxOscmap1w2Wj51OUW0pBU21YJuU55eweuRUNAkzF71JINqOBIQrAIkvOYQ2Jd/p2Vz2ifPe8MPQo7AHTED76M/d2w2cBHNug8Ezdsmlf13767NG9ShTdhnLtFm+eBtSwtKFW7uWN1S30NjQzubadrZubQSXwebVVUgpEXTnHAPY6G2i8QKNhosF8ewEoj0Klg1SokVNpK5hZ6exdEM9a0qbeeOt1Zz8rcNUkGwP+9v6h/AarfiN7spGOBHj0ek3MywwCq+eACHwadkcl3cmG9sCWFLQGvdRFU9nUEYLHj3GxNRKTsiNEZc+zGTyek1YZLs6iFoG1dF0Okw3phT4RAK/liBkemjUApTGi9gYWcPgQAeGZhOzoaZjHWta7yDNFUEIySBfMwenf0hl6KH+ulWfSyI+a+jl5zkcuAg4RgixPPk6CbgNOE4IsQk4NvleUfYbFWtWYlsWDaVbCQdbAafVv2zVCmzLpH7bFsxYDCuRoLGiDMPj6bW/tO3PDZIBhIOt1G7awNr33yF3UIkKku1p9esRSx4AnJ7KOpJZLGDkkWehnX4HINBlghIquWJMFC13TNeu5/Ey5/EStpX8NBU6jD71ywXJAHQXTdWbCZHStSjeVk/rqjeIN2ykV5/GhXdD6PMrxIqi7Bs6mptprCjDtkzK13T3AGqqrCDSHqJ280aaqsoBqN2yCSE02C7H7BcJkgFUrFpO5dpVbFm8QAXJ+sMT53cFyQBygg0UNNfh+cEiyByCQOK2EoxvaqNg5Flds1BmBps4auEbZLTWoyVznYrCg7uH+H8Jtp2gpXk9kmQPQzNMW90yrHn/h9Xz76pmOaxSwy53NzX/rLLL6IbGT39zOgs/2cQFlx/ZtfzHp/+dhppWvAXOcIRRE4u56KpjaK5v47F/voXwuZ2ZYTSB6IyZSQmmjRY1EfEQuA00TcdM94IunHUJm2jMIhZN4HKpP+XdaWlDJV7DxdhMp4vvuvYVuHSbUMJDliuTljicUfRN7tzyNKvbthDQ/aS5LM4afAQrmh5loM/Lpo4cTOkmxRUFbNL1MClGDCm3kGrk02r60ZAYwsKrm3h1k7ZECtnuMC5hIgS4hI0mJH5XgphdA2gUBOqxI5kgs0g11uHTnIeUlAYB3RkG3Bzb1E937ouxv8AMl32RUn7M9t/Ius3+ygVSlL3cwaeeSay9nQFDh5OW4/TeWfTyc3z02ANoyZkQ3X4/k44/mbFHzub1f/21qzdZJ6Fpfc481lPP9TubFVPZddrb26mqqmLYsGHOjJaL7qErxaLhBd0D2SMgvQgePLV73ZAjccWaWVtaxTBceNwesuOtZNNKiUwOl5UWrH1+J2cW3cfajoy10UwxIxLlXcvcoQo6B1hKcIJw0nKG1zRugoETv9Z9UBRl75CRP5CjvnUZDeWlTPvGGQBEQm08esOPSMSiaIaBbZoMmjCJmed/m6oNa1n30Xu9jvFFnjU9RTtUIv89obF5DT5vDgH/AAjVQVOP/F8pA50h9sfeBE9cCC3JofvuFPxjzqBx1UO4A+mkdQRJjTjfLSatX4g3kRyiW7XoM86sAX3/PUTMDgJxC3CCbHYgl7RgbfcGwgUyOfS/dtWXv2jlS1HRBeVruf/Z+Tz8wgIuPPVgLj/7MAaPGMCmbfVYySG9Ukpsy8knNv2QIZx62VGMnTQIIQTxaILBIwawrbrVqelbNjmlGoXPCWqbE3gaDQg4uUWQEtu2wdCQAvAaWB74zhWzSEn17bR8ytf3fvUWLnv/SXQheHHOZYzNHMDEtINY0roSlyapi4WYmlVChq+OV8o+xKdLIqaHgBhDWfBeMo1GZqS7KDdzSNgaDfEBtJs6ZQmDLFc7FhoRy0ATAguBIdKQsoGI6cLEwpYQlzoN0VSyPcOJW5IsYwPZ7jAx26Amno5PT5Cma7SbHlL1aDJyZBGVOjHTw7mFv+3fm/gZOpP5K4qyc83VVTzzh1/h8fs5+ze34E9LJ7OgCE3v/hrTWRERQuP0n/+GgcNH4k/PQEpJ4ZjxbFzwSa9jpuflE2pswDITn3t+X1o6U08+bddelLKD++67j+bmZqZMmcKpp54KE852kuPbCSc5sj8bBk6AN27ozhPmCkDmUB5bGqWKUxjJVi6Iv+gE1gCvGe37ZO5UZ1iM7MxC1kMgF3JHQ+lHCCQjKO+xUmAbXjTTGYYpgVKZTzE1GCOOg3Fn7NJ7oijKnvXmf/7Bhk8/ZvZl32PcUbPJLRlKR7AVO9kLuXNmZYApc05h1GFHkj9sBADtLc0EMjLpaG3pOp4nkILL7SHU1LDjyfpwyo+u38VXpGyvtHIuazc+iq57mDXjT3hS8mDAeKhbDQjoqIehR0PtatiaDHwKHUqOoGrlfawYcwjCtjly8dsEou3g8uE1d8zR3cWVConOxrqeQTINiqZC01aINBGI935eae5UZEdDV1NOu8eNLg380oBT/7nrbojSJxUoU76UaDjOrT9+lOWrqjjhtCl8WF1LNGby5kfruPzsw7jtjy9Suq2RZUtL+e+9VyCE4C/PXsu6Jds4/MSD8Pqd4S8P/fU1nrzjbU655Ai23fcBZKWDJQm3hQmv9KKn2NRfY4MtyX5QoAdBuHTyMvxEbJu2cBwEeAw15HJ3Cyc/+C0pWdX6Pq/UPEHMtkgxsrHQ8OtxqiMrKOtYhVf3ErddYEi2tm+hJiODAk8jIdupsGhCYtkSjxYmRY8Sw42U4NVNOiwvEkEsEWaQP45Xj1MZyaQmlo5XTyA0QVT6GOzLJ2StAcAQJnlGiFH+IjZ3bMHQoS6RRooWw6ub2Oh8UjGCXHctTfZtHJ13PBMzpvTbveyLRGBJ9XesKNtb8+F7fPDw/3B7fYw7ajahpgZCTVC3ZROh5kY+efJhAHKKB1M0djwHn3Ym6QPyySooIq9kKOAMj3nyd9fj8ngZNm0GWxZ/2nX81trPGA4jBLmDSmgoc1qRNV3H5fHuvotVAIjHnedNvL0Z/nOEU0lBdvfYaquCJff33inRAWXzyKGEKgZidg5Zsa3uYNp2IrjwxNvRdjYhsLSh+FAnT0xyJjMJ4E5BZAxCq+/OS6YB85nKx+hclGiGZy8Hbzqc9FfQXV/9ZiiKskeEg6288Nc/0FheymFnX8jaD9/FtizWz/uQsTOP5oW//B4zFiNYX8upP74Bf1o65//+LzRXVzLy0MPRNOcz59V//oUNn37EwaecycIXu4fFRUNt7CRcD0DmwEJCzY2YMac3ki8ldXdergJYyQYU2zbh/b84E7V0PS+k87zZ8o7z6iQt2PgG/sxChG0jhcDWkt/fbavPoZY2YOsGRiK0w7qucxleyBkJFZ/2WCoQJTOh9MOuYSMCiHn8LJpwBIev/IS0VU9D1VI45ldQtN+lB9srqECZ8oWZCYtXHvyQ+R9vBI+b155bzE//cT5Pv76UM+c4idJLhuRSuq2ReDjO0k83M2XGcApKcigoyel1rLefW4JtGHz02ipOOGMq77y9AS3dR9znAlsSH25hZQIIjrl6Mh/8YRkIaKluxW3o6LEYhmUz5eChe/5GHGBOGjSGGw8uZX3HRyxte4pcd5hUA9JcUcKWh2y3hiVtNM3Go9uAhSkFQ9KDLGpPxWifQK5HI9fjoiEaZZC3Go9uEjR79gSUeDST9oSLPE8HPt15WKUZJqaUpOoRotJFbWwjq2NVpOtZDPC14cIk3xMCFiJlIQBRy8vmUC6j0+qx0ehIuFgYfJ0EQSKJ9WjyDMZnnLpX5bWzVY8yReliWxaWmeDNu25H2jaRtiBun48RhxyG2+enePxEajdtQNN1hNDYuHAeA0eOQjdcjD7syF7H2rZ8CZG2IBGCTJpzMpVrVxALh7uGy/SUWVBIrKPDyXkmJU2V5bi8PhLRCMOmHrIH78CB69ILzsJ+/Xoyt9wNVo/hR9ICd0rv2b46aQY0beR0NnKCsRCP2w2uQRAs33FbYDODeIRvUkAd3+Hxvseuh5vgo7/0WiTAOX9rxQ6bW+i044fK152ebwCxdpj9G8gc/IWuXVGUPc8yTeY9/Sg1G9cDsOrdt5h18RVsWjCPQ884F6FpZBcOom7rJkKNDdRt3cyAocPJKxna1SDTacOnHyFtm4q1KykeP5GKNSvRDRdWYseeRmOPPIa1H74LQLC+FsPtdCRw+/ykD1C5MHe3IYPmkFm2lJRVL+Bu3LzjBpprpw0tmS1VHDfvZfCmYbizIRwCa8d/Yxv44JA5xNxeDl/yDqmR5PNLM7rym4HsngmzB4GE0g/pTgvg/LQ1DalpmFjw8e1OQ06wEo7+JYw/8yvcCeWzqNqZ8rli0QS/u/weThl8LWXrqxHhGFg2KR6D8YNzOW30YF7757v841fPMmXyYIpz06haW8PNP3p8p8e0hEDqOlGhUTx5KNf++RziALqG0AS+lRaBZRa+eREW/nUZIJC2xNQ1wpbFMSdM5OG3fkHRMDUt7p6wMTyPhngN7ZaHsOUimPAStd0IAYXeCUgJcVsHBIZm4REmXi3CIG8zRb4gtmynPVFLtrueFCOOS9gYwqYykkZFJIMUQ5LpCpPvDSE0MG0NSwraTI0ibwsF7jaKXK1YUpDqilEdSeed6tGUh4uxpCBqGTQlvFRF02k2fQxNK0aIYeRoY5mRM5uZuTPJMBKk6uV8UPcPStvn9fct7SIlWFLr86UoBxLLNNm8eD7//PbZPHbjT0jJdLJACU3DjMeZcfYFSNvmmT/8io5gK8MPnoFlJlj2+kus/fC9vo+Z6P6iW7lmFef+7s94UlKxTdOZ+bKHlpqarokBIBmwS8T51m3/4NgrfrDrL1jZQXbVXHIrXsew+sjRkzkUdPeOy5MVDgH4zVb0cP1Og2Qg2EQJIKhmwM76k+1I69GuHO/RMyCtCCtrBEfkxzh3WAxOuAVSBjjbr34GXvrhFz2Doih7UCwS5uHrr+UfF51JItLd30vaNqNmHMnQqYfwwSP38fETDzHqsCPxp2dQu2UTb9z19z6PZ1sWMjk5WVtTA2OOmMWhZ5y7Y5As2Ui7edH8XvvGI2GmnfJNrvjX//AGUlB2L03Tyfrwn30HyQAKP3v0iWGbGOFmaC3d6TZxt4+IN4Ct6cTcPXqk258zoYzofN70zJ0pkQPGkebJZWrQJGv8hc4wf6FD0yZ45jKoX/fZx1W+NNWjTPlMD9zxDk/870Nn5sm0FOa+sRpcLrS4RbA+xI/PuYOGihZwu1i1sgL7Pec/qTA0ho0euMPxLMvmhp8/SZPHwM700R43+d/f30YgSclJJSXdx/d+cAx/vPxeMv4TB10n4hfg92F7DKTPBVLy9ryNeA2N6/5w1p6+JQcEy7bRe1QiJ2UexGs1NdSE01jTPJBMT5hcbwdS2nzUsInK8CAK/EGK/CEsKdBxk+MO49KcIStuzcKl2c7UyrZO2PJQEU0jjod8dxBNWIBEEzYmBvWJVFriPoQQuJIJLV3Ccv5O9DglqS1MypjKd0ecysrWFbxR9zh+VxRbgo5GdXQbh6ZuJdfVTrbnAyIxF5NTM2iOa0ihk+LK64/b2ieJICH1/i6GovSrpqoKHv/1z4h1OC2ujRVlXeukbfPJkw/z8ZMPO5FloG7rJsx4HKFpaLpOdtGgHY65ft6HfPrsY12JlLcuXcTWpYvwpaahu1wccd7FbFzwSVdPgs4hdj3ZlsVTN/+Sy27/L4GMzN1w5YplWeh68jNw0KHOsMV4B9gmNqJ7eGTdyp0fZGc0N9g9K6rOrJlu4mQT/GKtxb5MOP0uQMDCe3oPxcFGb95ECckJY7Y+B0KDjMHQvAWyhnz5MiuKslu98o8/s2Heh13v1837oOv3lpoqHrnhOkKNTj6xmk3re+07YMiwHY4XC3fw5E2/QNN1bMuko7mZt/7zDzTDwPB4ySoo4qBjT+Cde+7seobFI+EdjrP45ecIZGYx7eTTd8VlKtuxbatrmCwAI46H9a/S50QuFQsBkEIg5BdpUtkxQb83HmHayo+pz84nI9TS927bm/49OPg7sO4lePcP3cM5DS+ibg1ewFu7GjqvI2OQM9GANx18WTs9rPLVqECZsoN43OSO214lEomzZX0NUoDQBLgN5yPAspHSiXM31oXAcP6zCluiaQIpJT/8xcnMOWPHaHxra5gli7dhGwJSPViWRI9ZaOE44cpmfNEUNq+tITsnQEN5BOF2IYRA2jbCFt0fZZrGoo837qE7cmBZ3FDBJe89QYE/jWdPuIRUl4dZuTNZHVzD6pZ6opag0NdKnrfD6fXljpOQgnQjTqYrgpSQZkSJ2RouKbClIGrreDWwETSaATQBft0kbrrRhA3SJtPoAE1QFcugIRbARiPNFaUqkUmubKPFDJBqxEg14iRsjSuHn4JfT1DoDVPiKcUn4myN5tJh+4lZLjzCabHRZBwQRK1GDs7+AaMyjiXVtXf1RFTJ/JUD1aYF81j+1iuk5xd0Bcn6IjQdaXW3wopkYGXA0OGc8fPf4E/P6PPYPXuUdYqE2hCaRt3WzWQXFFOzcb1zfLvvqdzj4TANZdtUoGwXs22bhx56iPLycr75zW8yfvx4GDAOJpyDXPoIAhPRRwWmhTQyafuCJ9lxOIyPGLOZ38fGnbar8OSMgsGHQUsZ1G03y1i4ufd76TzP0Az47geQf9AXK6eiKLtVJNTG2/fcgTcllc2Le///335Gys4gWU9C0zntZ79i6KSpO6xrKC+lobx0h+W2aWKbJvFohFBTI55AgNjnzGi5ZfF8FSjbDarrFrJi7T1kpo9g+uSfIoQGM37gzBzZ6jTMdQ5wJPnO1HRAYnyhQFnfs1jmtdaR11r3BUspnF7JLaXQXt8759n2s6Z2fl9p2QbfvMeZeCAl9wueR/miVO1M2cGyhVt586VlfPDOWirq2pA+N9Kyne7CQuD2uvnJzadz8llT8XqdRLUDCjOYefx4CEagLcpDd77DvPe6W2Gqyxr545X3sfzdNXz70pmkp/fITyUEUteQboPGcIJH7vkAY1AeP77rMmRBJolsPwjQOuLotUF8cZOSrADX3XT6Hr4zB4Z5taWEzQSb25p4dN0yAJ6seIbKSAUZ3hjD01vwG07lU0OChAHeBOnuWNcxhABLDsKyU/DrcfxaAq9uYmg2Ht3EpVkM8LQzMS0XQTp+LUaqHifViDHQYxGK5+LRNGKmi4Q02BbNoyqajiGcB4VX03i54rs8vPUCPqy/k5HeOib6Kzk+fQ0DPS0UelpZ2V5AVSydslgWEctLdSyd1+rL9rogmcQJJvb1UpT93QeP3kf56pWsnvtmn+unnfpNDj3zfAYMHQ6AbrgYdNBkDMN59tRu3sjc+/5DIu58/kgp+fjJh3njrr8z9RtnkNdH6z84FaP1n3zA6vff5pAzzqFw9Ng+t0vJymHskbMZNH7i171UZTuxWIzS0lJs2+bdd9/FNE2oXg6L7kFYkT73cWYJ3q79XxiQkg99ZxtzGH4ombXj8mzn7wrd0/OAvbeJtMBtg+G/M6G9u8JjAx0mNJK+476NG5xSauprtqLsDdZ9/D6bFsxj1dw3seI7BtADmVkcc/n3GXPk7K6GmKyCIoZNnQ6AtC3eve8uKtev6dqneuN6XvjLH4hHY0w64WRcHs8OxwVoraliwXNPklU4iGMu+17X8Mue3D4feSVDmXXRFbvicpXtNDStREqL5tb1NDQl/w1fv34nQTJHOJCFtn2AKr14u+dFHwbP7D1cH8CX7TyrtJ7pA7Z7Pngz4NZi+NcUWPjfrsU2gB2nIWP70TDJEm+eq4Jku4nqUabsYNTYAtLSfQTbuqc+Fy6D2BQTGbCZFBzI4/95n5rSBrAszr5qNt/+yYk8c/9HfDR3DRg6be0x/vzrZ3n/6QVce+s53HTJ3VSWNvLxGyu5970bOOPsg1m6tIy/LJ3LJtHCwHcF7iqn4iM9BuWNIW77x1u0DwmAJvBXhXG3Jshyafzr2WvIHZjRfzdoP3fBiCncu3oxbZEYD677hBWxubTbW5Mfx5IMV4yo7UKzbGw0JIIUQydqGzTGAyRsjYRtkGIUkWJsQBNgaBYJW0MgiVguUvUYmpBErdWsbxvKEVlWZ290gqaFrgVx607OiA3BHHy6ZERqDbqwMW1Bm6mTZjSjCTBlHNE1K5nAo1l43GHS9TC6kLRaLprs41nbsZEpGWn9ck8/j+pRphyohh98KEteeQHZR4ut0HTa6uvZunQhZjxOVmExZ/7yd3hTUvjXped2bbdx/sc0lG/jsLMuAKGx4LknAYi2t3PRbf+gYu0qylYvZ8GzTwESl8dLItadk2bh80/1WbbDzr6QGWedv2svWOni8/kYP348q1evprm5mU33f58xdS/12mb7iosAcrbvTZYxCFq2fvbJzDBUL95xeVMyP40VIyw0Sl0GhfF4j9CXSAa9epM4VZw2UtlACUey2Gk4GnMqrHvRSQTtVjPXKcreYvCESRhuN2YfQTKA4nEHseC5J+hocXqJHnPZVUw+4eReOcnaGup58a9/ZNiUgznuuz/k2Vt+TTwSYevShfzwgaeYfsa5VK5dzdz77yIaCmG43Jg9cpTVbFxHzcYd80hlFxZz3u//onKT7UbDSr5BVe18wGbbmnvJW/oOBLsnZumrmSU1Fu69XGhgxsCK9bF1D2Uf7XjESJPzs7OuI1ws8Q3kmHCPfJrRnsMzRa/fTKFRnz0Qf7SDQLTDCdalDHDycfqzP7s8ylemamfKDjKyUvjWxYejtYZxWTaaJjAHQ+Qcm+jJsDK9lpqKZtB1hK4x/Zix6LrGKecfyqkXHMqEyU6uGLMjxqdz1/L6E5+SMG2kpjlj86UkJeDlkBlDWZPXSjxXMOT7I8kbkAxiJCtMtkbX54Q0NNA1DJemgmS7WZvZwUED03ALgTurnsZEBbYUSARR04UQINGoj6bQHPfTGvdyaPaJpBn5tCU8+PQEHj1BVXQLldEMOkw35R2ZrAvlsyWcR1MilcZEKglbI2j6SHV3kJA6JhpR26Aslo1HM7GkIGZpjE6rZ3RaNZqQzjBc4ezXGAvg0rIo9o4lhosWy0dFPBOkpC3hIW477QCFvnGkGllk6u3ErZ0P7eovErCl1udLUfZ3h37zXPzpTljC2K41XtoWG+d/3FWxySsZSlpuHm6fn29c+3OGTj0Eb2oaQtNoqa7i/YfvxTC62/9cXid5bvHYCYRbWuj8hjrh2BO+UNnyhqhZlXcr2+LEtI3M8qwm021TVPUKmH33JOuSOXTHmb22C5IlklnNuvsBJL9I9DVjZg/v+b3EBb36h3XVanQ3jPpGryPGMbibC3ifI5jHVKcSddgPnZ4EQnx+wmZFUfaY7KJBjD/G+ezXXW5n6F0PW5Ys7AqSuTxehk6eBsAR517EuKOPZ8CwEQDEOtpZ+9F7bFmyEDuZvF8gQEJKZhbZxYOIhpwJP0YdfhSeLxD88qdnqCDZbpbSWMrBtfWkRMLkr/+gV5BsZ8SRP4NAj15c0oaO+q63dterM6jVMzi28+GaFoKf5xzG0T2DZD2lD4LM7vyWAtg0eCxlhcOZP/EoZ+GkCyElWbbYF0xFoHxpqkeZ0uW9d9fy6svLWLe8nHg4jgeLguED2LatAaI6IgLSLQmEXPgL/IyZPIiLrzmONetquOkbtzP7+PF8/5enABBs6eDyE/5KuxQ8eO/HJNI9UJhBRkeMguRMlV7DxRkDxzK/qZwzisdxZ/kahBBotk12uo/GymYC4SgHzxpJ0fhM2hpCfPv7s/vzFh0Qfr/qBdaEyxlRkkKRv4iaeDtOon1ISI0sYzxl4Y1EbINsI4yh2Txf9T7CKiDTW0Wupx0poSURYH1bHl49QZY7SsCIYSaT1htaLm1WOhqNFHhaqQhnMjwQojLmAwk+l4lwvnoQSA7zNKVG2NRpTfgIJrzkeIdx7MDLuHfzX5iUIrCFxkBPG4mozrsto8CG0RlNxGSIXPf7FPqD2PJjbGmhib0peb7A+qwhQ4qyn+lobeH9h/5HzeYNBOvqAEnBqDFUb0hOBqPrSMsCIcgbMgwzFuOwsy+gcPQ4Hv7FtZjxGGfecDOjZsxE2jbvP3wvS197kY6WZl75x5+6zjN25qyu30fNmMm25UsoHD2OxvLuiQJ0lwtNaCTiMVweL4ed+y3KVi5j+LRDu4bcKLvJ2hcJzPsTs4BZk/Nh2XbJrYUB7gDEgt3LWrbC0KN2ekhTuHFJJ7BaQQGDqIYxpziJkXvaIck/ZJsmo2N99DbxpMPUb0POCNjwStdiicDAIoGGprudSY/euL47QLboHjj5b593Fw5IQog5wD8AHfiflPK2fi6Ssp9a+tqLbFzwCdWbNiAtC7ffj2G4CLcFncbXZON8ID0D0+9nxCGHcfCp32T1e2+z9PWXOfSMc5nzvWsAaK6u5MGfXY1tmrx2x1+xTef/etqA/K6GmayCIorHHURbQz2Fo8ew5v23u8qSmp1LqMnJf3bQcSeRiEbQdJ2Z5397T96SA9OTF5HbUU9u0SEQ6aMRo+hgqFzUe9nShz6zwSPsTSEl2o6paWi2BfkTnJkn7R65UXUfbJdKwEZwase2vr/5D5oBZ94L/+id7sHqzAcuNKdRZuPrTh4zgNXPwWl37LScylenAmVKl7/95TXaNBPpF3hiOnGvh0yfi22Wjd5gkXqrACEJNbaRNmogg0cXUFCSy69+8RTB1jAvPruYq645DoD0zABZ+Rm0b6nH0jUnT4cGuSXOGOqWeBMVq4Osvn4lfkPn/YnLu3J5CFvSvK0ekZ6Cy4ZvHD+VmbP7zh+j7HojUvNZG9xKqncbQSm5dsQlPFL+PAm7hVFpdWiihkK/IJTw0DlRGbIZ22jGlwxqSdzkutop9LTSZnrJdncgBDTHvGS4Bbasw69HKfE4XZFDHg8WOlluSauVgpRgCIuYNAiZbjL0MJrIY1W7G01Icj3ttCU28qf1v6bddFETn8DxWWtJ1aNoSCwrhVDEJJjqQiNCxPTg0yHDPXAvC5I5bU5q1kvlQLL8zVdY/8kHvZZJW3ZVWqSVTFIrJe1NjeQMKqFw9Di2rVhCfekWADYunMe0k09HaBrFYyew9LUXAbDM7i+1eYOHEQt3YNs27z10L+3NTWxaOI+UzO5hClYigZXMF5NdNIhpJ5+uEinvKdnDwPCAGYdlD8PAiTDsOPj4r856afYOknVacn/v997MriErmowTwY2GJKH5nOb+7YNk0GeS/0M7g2Say5lBLNzovI8FYd4/d9jeQ4LvGM/TbHoYZSV7tdWuAqE7PQ9Gf2OHfRQQQujAncBxQCWwSAjxkpRybf+WTNnfhNuCvPfgPb2WxcNhUosHE24L9hry31pbTXbRIPJKhpKalcPil58nHgmz+NXnmXryaYATBDNcbuLJJP2d8ocMR9o2oeZGKtasomKNM0PvlqW9Ay+dQTKAScefRO6gkl19ycrODBgHW+uhcqHzGX3xK/Dwqd2zXVf2MTS/ebsh/YavV69nlxnHEhrBlAyy24NQ28fMzH3k23Rhc3Jnb7KUgdBe072y/FO4fRzb90gbs2UV2a1NZISanDKHasCT5vQmKz74i9wB5StQgTIFgKqyRmyXJJrpJBnUEpIpk0ewqSEEpoWWsDj44BGs/GgjMtVLVUUzD97xDu2hCI1lTWBZGAmT1+59lxMvO5r62iCHn3wQ+purKR6aSyLgQiZsfnXzN3m56ineqnuRvFgJtnBaYDZtrCU73UtTSxgRjaEBvjQvPr+HMROK+vHOHBjKOxqpjjQzPXsEQwJ5BFwxEM6H9NrQOn4w/CKeLr8PQ3NaLzSZHNqS/ByXgCFsorabupiH5XWFHFPk5HWxkvOWCSBmu7BkGIHElpoze6qAsOUGAc0JP1JKcl1tDPU3UR9LIS4NJqdUELObKOuYhCUSpBpRMt1hopZB1M4mJl0E5YXURV+l1fRyeE4zSxp0Mg0bRJSIHQfrdL4z+uI9fm8/j5RCDbNUDijBxvpe710+H2Yi3lVpSc/Lx7YtQk2NhIOtlK9azoLnn6R8dfeX0Mq1qxh5yGGkZueQiEUpmTiVcFsrQ6ccTPmqFcw4+wLi0TD3/ehKbKt75ijbNBkwdBhtDd1J2TPy8gnW1zGmRw80ZfcwTZPNmzdTWFhIanoxuAJOzheA+vVw6evOzJKb3+6uwHwWT3qvYSdB0viQ6ZRQwUT5FWfGthNOkv/OQNn23AHw50JrKXlaG3l6HDQ/JMJO7hqhw7UrIHPwVzv/Xqbk+lcvAG4BBgHlwA2lt5382Nc45CHAZinlVgAhxBPAaYAKlCm7VEt1FULTes1qWTx+IrWbk58NQlA8dgJV69eCEDRVljPv6UepWr+mK4+llUiwcf7HjDz0CBrLSxk/6zjKVi2jaMw4gg31pGXnctx3r+aVv/+JDZ9+RH5yiCZAS1Vlr7xohtsZ8pkxsICMAfl77kYcoIKhMiwrRlbGSGf24q3vOSukBTXL4KS/wnt/hHATnzVUEnBygm2Xm6wyv4Sox8+I0tVffai9FcOpIfU8f4/fJ5wDq55ClzYDIwmIRZzh/bbpPPsOvxaO+fVXO7fyuVSgTAHgu9/8F5EMD6RrIMAVNVla2oDutyi5po6xxUWcVnA8BX89n2Xzt3DnH19m5EFFPPzeSux8H76qdhJ1rfz9qv+RnpPK/U8spry0kUMOG84Nfz0PgJgVY21oDds6NgHQ6q0j95px2PVxfjjlNKZOG8LmVRWkZvhxuQwGluQg+pgZRtm1gvEOLvn0DsJWjGtHnUxFOEhrzE+GJ0qON8DZxafydMUHrAjaTEh3enSZtp/WuEG+L4QpdQSS5rgfr5bApVkMymikIZJKpqeDhpgPly5wCYuE1KmLpKALG02DYMJLJGGQ55uKz5C0WcsRQpJqOA+jHHc7bQknmOoSYTTRjoUbV/LvwqOZgCRu6rxWXcHErAC6kGh6FQfl6SSkgY2GISQHZY7ArXn76zZ/JksFypQDxCv//AsbtutNhpQ0lDott55ACoedcyEFI0bjS0vnuVtvIhIKsnnRfNqbm7p22bJ4AfFIhFEzZvLO/+5EaBqX/O3fZBUUcfg536Ju62a2LV9CPOIM58sfMZJgbR3F4yZw4tU/oeWsKjRNEAtHyB82AqFp6nmzB7z++ussWbKEjIwMrrv4NGdGSXB6cR36fWirhk1v0auioLl6D2XpqavHmQbYfMB0ljOe5YxljNyMG9sZwimTlRhvBkw4Cxb977MLWjHf+Sl0p1LVkxmHtirn97iTi4iem6QV7G9BsnsAf3LRYOCekutf5WsEywqBngmCKgE1zlnZpdpbmnnipp/3WubyeqlYvQIAoWmMOHgG0795LlkFRax853XmP/8UuYOGsPq97uGSkbYgL99+GxfecjtP//5G4pEwk+ecwjGXXumsD7WxbfkSajY7jcPhUBupOXnohsGcq64jc2AhTZXluLxefGlppGRmq2fNHtDWXsG8xb9HSpupE37IgJZtyTUCsobCtEvhqW8ng2RJrhRI7CSXZWeQLPk8aknJYM2QCRgCAuEgJTXbdnxejPoGNG+Bhh0ncOgSae7+XWg7NhCtfaH7945kA1/PoNzw40B37fz4yteiAmUKa5eWkpCgWRCojoFl40bHCptkHdpM+sRWqmjl+t//FX9DAXe/eA0/f+4Imqtt5v66FgDTb+B2uxCGTnZBJm6P86fV+RPg7q13s7R1KUP8g5gQOJxH1pajD6iEASBHJ/D63Iw/ZFi/3IMDmSltzOQHe02klrUdS8gLhOmwPAw1ShjgzaW0vRK3btEYD+DVTRpiPvLc7bg1G5e0MaWOR7PQBXh0E78Rxy/iDPHWk+9qZVVHAQHdxKuZRGwXbQkvPi1Bu+0jjka2q4A1HW+gC6ddpTSSiS5sQpaXpngAG4EQgnxvO81xP5CgI+GiMZ5CWUsGw7KayQ00EI7rpLhNbJw5IcKmC1NqHJV7KicXHd2ft3mnnKTT6kuTsv+zzATblu04vCER7Z6BMtbRzut3OHmdTr7mZxx7xfep27aFDx+9b4f90nJyMdzJXtCahp5M5F+xZiVP/f5GBIKJx53E5kXzqd3k9CCItrdhuFxqyEs/SSScgJcVj8Jbv6ZXQGzc6RBpZYeW/Z0FyXpvBMBpvM1UVlFPNm6SlQm5XUt/+adfvMA9Kz2dAbuu8mzfCwBIL4Yr5n7x4+/9bqE7SNbJn1z+dXqVKcputWn+Jzsss83u/8/Sttm44BM2LviEgSNGc85vbsHt89NSU8XWpQt77Wd4PHhTUjHcbuKRcNdzB+Dpm2+gobyUkklTyRxYRNnKpV3rXF4v3pQUCker9DF7mm2byGTQybVpbo/PfQlDZ4En1enF3NPOgmQ9SZsoGt9KO5zycjc/Sm9hTk1pct12jSqZg3vltdxpWUnOrthXL2qr71laATjtLhgy8/PLrHxlKlB2AAsGwzQ1tfPoP99GmDZaJOFU110GCSR5KT5cyzxYR+qYYY3INi8d4TY+rn2dt9seRUMjRR9FpM2HK5SAzFTchdl0xCV//L/zWbe6iskHO7N2lHXUszro5JaJS4sscSS10RcYmNqCoekMDgzovxtxgMv2pPLvg7/D/y2cy+ul80lLDxNwQUfCYHVwK6tbKtnUvpmAK06622lR8esJ2hIe0l1RTKlhSUmutwOQuDARQJarHU1AwIgzKaWCDCNK1DaY1zYcr5bAtDVsIYnZOp82riTTZ4KUhEwPuZ4ENYlMNAxcehEbwi7yvU7L/bBAA27NImoZNCXSGJ7RzkBvkEEep1VmddtAQlYRU7NKeGhjkAx3GrcdtDfnihGqR5myX5NSUr9tC83VVcTDHX1uk5E/kGB9Xa8hMpXr1/L2PXcQj0Twpab1edwR0w8jJSubQHoG6Xn5SClZ+sbLICUSychDj2DtR+927ZM/fNSuv0DlCzvppJMYnRZm9Kc/gfXdAVLsBMy/C5o2fa3jC6CYWoqo7XuDWDs07GRIZt44qF+z84Prnu2CdtLpAVB0CCQ6oG4NzPolpO5X32cGfcnlX0QVUNzjfVFymaJ8baGmRuLRCMve3DFAYZkJUrKyiUciXb2NARrLS/no8QdY+tpL6G7PDvvphot4OMyFt/wfDWWlDJk8FYDKtatpqakGwHC5SM3J6wqUuX3+XvkwlT0rI20IB0/6CWnPXIWn+tneK9e+6OSQDH2Fjx1p4QK2uJKzdW/blpxnuQ8rnux7uTsVrARYUf6QOZVHU0eyovxJpwc0AMLJS7N94CytAAqmwMY3oGAyHHTOly+/8qWoQNkBqi0U5Zxz7ySesBDxOFqaiykjChhzUBGvvraSqGUTLG9iQF4qt0z+H/fd/hZVrjV0BCwevOdjCs4FTegMz8pi07ZWDNPEdLuJxy1uOP9fTJlczK0v/qzrfI+VzmVzm4bf8HPTmO/y149XkIi5qavL54kTzqPYn9uPd+PA1RJv5b5tj5DpzmSdtQGPS5KwBC5N4tNNGsNurl30BLpbx2c4vZ6kBIQgjsGH1cMYkd2IX+8et68LiRCSpniASDyVFHeQdMOpEHmEiV+LkePuIG5rVEUz8GlxPJ5Sst1RpITGWADTFnh0m6PzTmZc2mHcv+1GBE5y/w7Tg9sdJmy5MDQbQwsTs9x05mTN9nSQwRYqI9sYl1vEDWO+Q4Z7+wbxvYeT6031KFP2Xy/+7Y9sWTS/673HH+Cwcy5k5duvE2yow0okaK2t4dSf3ogZi7HwhWdorChlxVuvorucIQX5w0aybflihNDQDB0rkWDdx++zacE8zrnpVnKSPcTqt21h80Kn5XjUjJkIAVayF8HYI49Rs4v1p49vx7v1fcZGWsGK7rh+5ROQUfI1TuAMvwR23kdXmn2novFlOfnRnrgAyj7ue99EO/hzeucuk3b3MM0ZV8PkC79i2fda5TjDLfta/lUtAkYIIYbgBMjOAy74GsdTFADqtm7hkRuuo/MLodA0Rh12JLphsHnhp1hmgvbmJorHHcSc7/+IDx+9n00LPiERi7Jy7luAE/DyBgJ0tDSju1xYiQSxjnYevv4aDjp2Dsd95+qu8330xEOYiTiG28Psy7/Pi3/9A+CkELjoT//Am5Kyx++BAtSthbduJDdnJFSv2HF9uDHZo3ln+ugt3INu+Li2dQWlRhondZT1WteZkxmAyE7yXM65BTyZ8OylvO8rQArBOk8WE2ON3UeRfZy/rdp5pQyE8x4HXYVxdjfVjeEAVVPdQiJuggA74MFM8XDCxYdx6Y/m8MzbP+eY6cMQCYtwKIov4OGI48cRTlhYARdVi3Oo/vdw/C8cxaYP6jDiCRKVDWTokgFpHgi2s/qTjb1mk5mRMxYNF6NSJ1LsL+SNzZsgpDMjZSiTcoo/o6TK7vR+w8csbV3BBw1zOaloDScMXIdLmmhCYmiSVE+MDLeLgMwjTY8QirlpSfgxpY5pa2T5BR7d+TsybUHC0tCFjS4kMdtDlemj2Uyl2fTTmAiwNZaLS0t2hRY2ea4gB6eXMy61FoGFBNwY5HtCZBkRDs8+iifK/4EmQggBcdtgYziPDxpGUBbJxqfHCejp1EeL2dSRS1ksC1voaELi1SwiZoR3az+jh8BewkLr86Uo+4O6zb17CXlT05hy4qlc8n93cd7Nf+l6VsTa2xk29RAS8e4gipVIMHLGTMpXL0fTdaS0sRIJ8kqGIW2bRCxK7Zbu42cOLCB3UAlun5/JJ57K5kXzsU2nF9CMM8/fA1er9CkWgnd+C1vfx27YSrDMR7y9j9l+hxzZ9aupuXuvE59XKfgCyf97Ha/HZ+zIk5zcaDsLkjk7QPFnpNJa9siXO/++4QYgvN2ycHL5VyKlNIGrgTeBdcBTUsq9/0Gt7PWqN6ztFWCQts2UE09hzlXXcfX9TzJgqJNoP9oeIi0nl8HjJ3ZN9mLGoqTk5JIxIJ+OFmeEgpVIkD4gv6tHc8Xa1b3ON+LgQxFCY8zMWZjxeNckAWNnHk167n7Vs3Tf8ukdsOVdWPAfWlKzqM/qY+KE1Hwst/PvaontnkW+zM8+vhnhquAa/tT0KTl29/eVOBqPpozoe5/Ocxg+GH0KvHgV2AkeqpvLrHAV4e2/82cNA92943HAmSWzc2IC5XMJIeYIITYIITYLIa7/MvuqUOQBavUbyzCC7ZCRQty0QYLZ0j0k5sobT2HY2AIGjxjArTc8w8oFW5CWhdTdIKFhiRtjcwt2mpe4oRMYXcx3rjmOUVNKePL/XuXQEyf1SlY5a8BEjso7qGvZr2bO4q2tm7n6kEP3+LUr3SZlTOCV6jfRRYcT8AKKRTrldgdC2CBsImymIBAky+NMcVwbScWyBenaeDzeRlL0OGFLp830QHKopVtYlLdnMCAQwkajOZFKY3wAXj1IKOFCky5i0mZcag2GsDEEhE0PLWaALG8bhmYDNg+X/ZW6WDU+3UDDpiXhQ6Lh0i2yPWE0IQknWjgmZxO2DBOysqhPaGhA1ErDJsCo9M954PUzicCUfVQYFWU/EKyvw5Y2mq53VUg0rfsL4YAhwzjj+puItLURamrkqZtvIFjXe9hcqKkRy+zOM1UycQqn/OQGFr/0HLGOdsYddUzXOrfPz8V/uQMpJUII/OnpNFdXklsylIz8gbv5apWdcqc4SYe3vEu8OUbtokyEASMutBEdPWZBXfZQ16+GnczNInQYdgyUfgRmHzOLbZ/s35UKiWSSfc0A22KH3gFd+yR7oW18Hda//DkXIZ3hlU6huo8pDGeYTN7+l4eo9LaTHyu5/lXYtbNeIqV8DXjt65dQUbo1VVU4E7NoGnbys0LTur9fnXztz9i0YB6Z+YW88Offs2XJgl77R4KtRIKtXe99aekc/90fohkGq955gwmzT+i1/bRTvsnUb5zRVbc55LSzqNu2hclz9uZ0HweAMafAqqexNI3Ng0bRkF3AxMYghWvf6d5myzt0/mVoPXOLDZ0F9V9mxuTunsxuIcixojTjIovkM6kzQb8QziPDjMDDZ3RNBFNghflPwwc7HrZ5C139mQxP9+zQusd5n6Vyen8RQggduBM4DmfimEVCiJeklF9olmUVKDtAPfnEAkxNQ4/H8bRG8HTE6LBtyiqa8GgaibjJaRcdzlUX3MXWjXWYfp1ovh+ha2g2mB6DqpiF0DVkgUnqaW7y5uRSnDGQn/7nij7P2TNwdsnEKVwyccqeulxlJ4YEBqNRSFlHLTJmkajwsURmMWNINVmeMFvDuUihEbMMpHSSzocTXhqifgxCjM1cj1tLoGHRkgjg0U1qoukclD6GOQXjqQrXkeauYWjKRJ6regkbF0MDTUQtg/WhPOriaaQZEUzpJWCMp8ksI2S5CSXcpLridJjrETKFiOWiJe6jxD+BqkgF2b4KJBCzdKQQxO0YhgBLRkCmEpMatTEDKWIsbV3CkXl779+alGCpoZfKfmrNh3MJtzozG3oCKcQ62hk4YhSbF81n8EGTaSjbyqDxk6hct5o3/n17n8eo2dg9Y5QQgsyBhRguF4edvfPRWp3Pm8z8As684eZdeEXKVyIEjD4JNr+NN83Cnxcn0pYK7WU7HSdp6i4MK+HM6LX57b438mXDId+Fps0QawNNd4Jj615y1tt9BNYOOs8Z5uls4PyING23kYAhR8G293svbu0cZtMj8NY5nLN8HoTq9rccZZ2zW6rE/cpeTdo2K+e+gbRtdJcb27Twp6dTV7oFf3oG8UgEl8fDlBNP5d/fuZBIW3CHY1iJ3hOHBNIz8KdnkFM8mKLR4/o8b8+6zcwLLtml16R8RaNOBEBPRBlStYWG7AJo2LDTzWWy4UMA1Kzono25FwHjz4JAjjPrcaQZRp4Mb/2yx4Es5kQquvs2uwLgTYNQTe9nUc2y3oceMQdKP4RE7867snOqL7M7vQ1WzHmtfwWKpn7mbdjXJGdZ3qWNMsAhwGYp5VYAIcQTwGmACpQpfWtsDNHk9mBl6liagDQfo0bk8897P8D7yDyMmhCWaTHjhPHoLieaHc3xYns0p1YflaBpzhfDhMnAq1zUGfX8Zf2jPHzoTf17ccqXdmrhETxVPpdpacdS4h+BJ/w4h2dtRggn39jGcD6tcR8SgU9PkOoJ0xT1YFFPMOEjxRWn3XRj2oJIwkOaUcgnTRXYspR0V5gsW2dLeA1+XcetxTA0mxQtTqorSosZYGmohKaonzxvDFsKpBTUR1NJMZowpYYUGhJB1HLRGN+GW29BCOeBlmoUUxurpzqehl9L0G67nbxl2GS5IWJncFTu3t9rUeUoU/ZXNZu6v5zGOtoZOm06az96j7Ufvkt20SCaKsvJLhrE4IMmf+6x8gYPpb5sK8veeJlB4ycy/OC9//+20sOIE2DgRKThI+3ayxnAJsSyP+90c8NKVlrNPvKZgTMsJZANH9zqvBfJINnnzZJZufCz14MTcEsGyUzAMHxOT4Cd5a1JyYeSIyAl7/OPrSjKLle1YW3XZDBmLJqccTKVt//7L3xp6URCbei6wegjjkQzPrv6q7vcaJpGY0UZ7z3wX87+9S174hKUXenQ78Pq5/AdfjXTiiaSt2AnjS3QOxl/n0EyIHcUrH66+70nDUr7Hqrf1Wc+0eE8Sz5P2TxIhDGT+2pphdBW1Xcbkjfdyak57vTPP+4+JBkku4fuWZYHA/eUXP8qXzNYVghU9HhfCXxGDoXeVBKcA1BGhh+fzw2aM6uGrmusWl4JQMK0SMRNTJfORx9soLUjjleAFnG+eApLkh2R+HUN3bI5bPowDhvstLKMTSvpr0tSvoZTCo7g4UNvojrRzp+b/0fEKCeeHAoYt1KJWToRyyDLnY0QAq9mMj67jhEZjbSafvLdFyKsgxidWseEjFoSlGJJG78eJ8MdxaYDDRtds0g1RhGxXIRMDz7DImy6aEv40IQkLmsR2CRsjWxvhHbLQ9w28GgJGqNeJJKYDGFKgY5Ex6YlUYeBiUAQlS58IoFPE4CHgzIO4eSBB3NQxt49HEYisKXW50tR9nX5w0b2el+5ZmVXDplouzP0oKmynKWvvcigCZN22N+bmo7QNDw+P0dceAkurw+PP0B2kcptuc9JL4QrPyQx+2ZS1/wE97K/dK/TXM4LwJPe9/6F06HkSCo8Ab6bn8tdqV5o7DFERlpOS7u0weV3KhN9aavp8abvRgrbNokBt2VlMnnIIP6W6tmxXIbX+TlwMow8Hmb+2Ok5pyjKHpddPLjX/z/bljRXOfXjRCwGUmKZCda8P5f03LzeOQoBX1oausuN0DQmHXcixeMmADBwxJg9dxHKrnPc7+DaFXjXvETu3Sc6PY47uXzdv/tz+thZwKSLkFnDuDVzClfmHkV183bzl/Q8Xv7EnZej53Y7sckWrHVlcmjxWcwuPI3GeAxr+42E4aQwGH0KTL8SBn7GOfdNt9AdJOvkTy7vN6omdgAyDJ1fXn8yeruJiFn4TIl0a5CwOGXmaH7+hzMZM74IgOLibHyJOIENTWSUhkjdGCTFBkPXseMWCz/cyPeGn8Fjh/6OX4y5qJ+vTPmqXqxYypu1y4nbELVcfNgykrcbx7ApkoquSbyGxfeH/4CRKVO6uhS7NAtDs7lv40rKwmVoAjQhyXBHyHaBwCBmaUhpY0uBLQURez1x6SJmu3BpBqGYi4ipkeE2EMJG1yTj0sYiBAgEHs1ioDtINJFKqiuGR4sjpEQTEk0AJEC4CdtuvCJBlitMltHKMXkXsyr4Pu/WP8nylsX9eGe/GAvR50tR9nUzzjwPX5qTMFczDOIRJ9eh4fZw9q//yMTjTkLTdQy3m7Qc5wurlpzpEiBz4ECkbROLhGmpqeLKux7gu/++n8yBhXv+YpSvLRqNsuyxm9HibfTqnWUnunuCFR8Mp/27OxDVqa0cSj8kIx7mU5+Pf2dm0KhrfQfEEmFnaMz2PGnJnmE4eV5Sd8xb91pGLo+lpvCpz8dHfqcMH/m9ENtuqJYZhZk/geatsPQhePEHX/AuKIqyq/lSUplxVvdwfGl3hxqOuuhyZl92FZkFznMjM98Zvg8Ckezxk56XD1IibZvNi+dz2s9+xZX/eYgjzlN1m33VlnUPopd+jJDbTfSSiHT//p33nMaO7S1/GNG8hTrdxwf+Qp5IHQHu1L5PVNtjZk2jRxCu5zNs3Jk7niJ1ME8HhvKxbwDzvXm0a25qjACb0LGS+3Y9Jd0+OPgKWP4IvHG9M0R0/zLoSy7/oqqAni2rRcllX4gKlB2gDp81hjtuv5DfXjuHmGk7vcsMDVvXOHz2WGLBCCKSwG1LgnVB0AQJKSDVS8qANNojcaTHwJKSmvImsj3paEL9Oe2r1gWrSVhOLrJQuAS/XkRE+jGSs7SkGQGGpRTisydT3p5J2HQRSngYnzaG3LQgMdw0xAK0JnxELBduI0iau41R/jrG+muwbZsUPUKqEUFLhoAEcQYGOgi4TEzZgS0hFPNzdtHZzM77NhErn+GeeoZ4GpmaspEsl02qEackkMohWScTTPhpiqfQYaYwJfNEYrYzDbcldYKJeryaiU8zkexk2M5eQkJXIHH7l6Ls6zRd57Lb7+a47/6QkYfO7Fru9vuJRyPkDRmGbTkz3rbUOD197GSemIEjR1OzcX3XPg1l2/D4A7h92zc6KvuKcDhMTdxLAgNLGDDsOGeFK9C90ZhTYfAMen1Fdad15XjRgRTb5ohwhEzLTgbEvuDnZSzU/fvoU+DSNyB3DPSYYdMrJd8KtTMrEuHGsVdwrJHNL5uSw3EmXQh547uPkYh2B9B6HltRlD3usLPO54zrb+KEq67rSuYPEO/oYMyRs4i0Ob17LCuBGY8BEmlb6G43ocYGrOQMye0tzVimSUrmTnqlKvuEYLiWDm/AyfSVO9bpPaa76XpeZI+AzEGQM7z3jsNnd/06wAyTYUU5OlzVlYD/M3U2xCC60wa4fHDCH518mj16Jud1NDAzVs+loY2cljWQs0smc3lwLdOjdbj9WXDQud1PNknvPGvafpc9q/xLLv+iFgEjhBBDhBBu4DzgpS+6s4psHMDGTh7MrJMn8f0rjyHgcyMsyasvL+eMo26hoTaIkKAbOqMOGYbtc4PbwNIE9Q3dHxQ7ROmVfdLEzMHETYNMdzuF6eswKcOtRzk8J40T8wdw4eDjuHzRDbzb+C6bG/LY2lrIUTmnk+MpcHp/aYINbXk0xFMwpZP434VFQI+jCSjwdpDpjuDRLNzCQkgbDRsJGMJO9iCDbxYWML/hB+S6Qlw/5o+ELedBoGmCgJENOMktTym8gjzPbNoSXmbnzeGs4u+Q5z+SjeEBpHq/yUGZR+ISHlKNLEan7e3dk51ZL/t6Kcr+wJuSwkGzT2DWxZeTWVCIbrgIt7bw2I0/4ZMnnFkObdNk7Myje+0Xamzo9d7jD6Ds27KysjgxsA4XJpo0YUsyb4yUMPhwOObXsOR+uO8EMJOJjQunwRn/gQ7n78EvJZ+WVXJXXQNf/lMy2T6fMwoq5sMzl8Klr0He6K4tjnHnJn8THJY+gttn/JbpCQlpRTDnVpjzRycfmicNDr8GSpIB4EOv+iq3RFGUXWjo5IMZP+tYppx0GobHA8BHjz/Av6+4kFjE+UwJZGSRmpPbtY8VjxPtaO96r7tcXSkClH3X+KhBINrh5CBrWAvhRrDiUHwIjJzjJOf/UwmsT07A68uGY39Hz4aXX7YuY37lc0yON365k3cNAxZQfCj890goOgTOvq9rkwIZI9/lNNJkJ9r4/ZGX8TMfTseTo38FZ/wXBiQbZg6/BiadD2gwYBxkbxfc2/fdAIS3WxZOLv/KpJQmcDXwJrAOeEpKueaz9+om5G76IJg2bZpcvHjvH/KkONrbo1xy4X9obQ2jt4ZxmxbfvekM1q+pZO5rKzF1HYxkNCOcwO1zUzwom+t+fhJjJn3dXpFKf2uIhjj/w/8xKGM52e4wQkAw4SbP43xmNcdzqY66EAgytBwsrYyw6aHYO5nlwQ1kuGMMS20iZgka4wGipoFEMCMrjJStzF02ipkT16FrFmHLjURg2hqj0s5hkD+fpyofwsZkvL8Kn57AEGlcMuJFfrfqDoKxpVhiFCFrAwO8zheZn476B7XREB80LOb0wtkU+wdiS5umeAM57jyEECTsGJrQ0cXe1eoihFgipZzW+T5nTI485aFT+tz2gUMe6LWt0jf1vNm3vP/wvSx55fmu96MOO5LCUWP55MmHiYU7dtje4w8w+aTTOPSMs9EN1w7rlX3MmzfCp3f0Xqa7nQqM0J1cYwBFB0PlYkCCL9OZ+SsRdnp/2fHe+2ePgJZtznES23/Xxhkyc/wfYNH/oG5V73XnPOzkNXvhKicpf8vW7nXTLqf9+Ju5a+k/KU4r4byxyaFdoVqnl4A33alQx9vBs5NhOf1o++fN3kIIcR/wDaBeSjn+87bfW6hnzb6lubqKh352dVdPMV9aOoedcyFbFs2ndMXSHbbXDRcDho/g+O/+kOxClQdzn1e7Ch44GaI7znAKOMMkzYjzuW8lumc/HjQDyj9NPo9sek/iooM3xXke7WyimaN/7fx87w+9982fCJe87DQEtVY4PdxaS7vX/7qRV0uXsaRmA9+bcip5/nSn13J7HWQOdraJtTvPni8yScAetCueNbtp1suvRfUoUwBISfFyz/1XUOLWEG1hREeEN15dxptvrcZCIDSBsEFYIFw6A9K8/Pex76kg2X4i15vK28ddBzKlqxEk2zUM8GFJQXVYp9CXz8Ulp+N2l+EzTNLcEaojQcIJDwE9gi5M/EaC1piX9oQXy8plUtap1MUykbrgneXj2dqWR0ssDRAIAQO9KYxKKyLNZeIRJi2Wn6htoOtj0YXGYbmTaLQMMt0LyDAiWFIn0zWYLHcef9twP+/Wf8rdW58CnBaYXM+Arqm6XZpnrwuS7YxK5q8cSI668FKOOO/irvfxSISPHn+gzyAZwEk//CmHn32BCpLtL074I5xwa/d7zQVZQ53fpeVUWkYcD6kFdFUybKs7ANYZJOuZ7mHKJU6+seQ2MU8KUvSoSGgGTL4QPNv3ShQwdBYMPxZ0V+8gmeaCYcfwyLpHeGjD4/xx0a1satnkrEvNd4Jk4PQc2AuDZHu5B4A5/V0IZf+WVVDIZX//L94U5/+ny+Nh8cvP9RkkAygaO57zf/dnFSTbX+RPgJ+X0mto/sBJ3cMWzQgMmADH3NgdJANoLXN+SgvnGdRz/wkw5pSuBh1bcyERyJ7Po4KJkFXiBNp6KprmPDeGzXYaVzrPg4CSmQTNOD/76AEe2zSPfy17xVnl8nYHyQA8KXtdkGxXKb3t5MdKbzu5pPS2k7Xkz34NkoEKlCk9ZGal8Pt7Lue0cw+h5OixrG4MksjyYrk1bEMgpQTbpnBgBr/5+4X9XVxlFxNCcOGgq6kKjaY+MpitkVq2hv1UhAdT6BvGrRN+wpE5M2iOOpVVg2zWNsWwbKhoz6A15sO0MykMJNCExZSssXza9C5SizJheBtnTF3OlKwy0o02NGER0GM0xZfzcvUDuEWIPHcIS+pUxbPwa8fwcvUzLGp5m0JvC+muCMX+VpY0FPFyhZt2M86I1BIARqaU9N9N2wWcWS9VjjLlwCE0jUNOP5ujLrqcg087i23LFpGI9tEyKwRHXXwFQ6ccvOcLqexeky6AoumQMsBJ4t+wHhCQkgezb4ILn+5dcRlxXO/9DS/oXidY5kmHcAMEnRnuKnOG44m1I6SF3ZlYOdEB8/8N5fN7HaYhbxTByoXw9CW9EzyDU67aVYzNHosudAb4B5Dnz9u192Ff8Nv0C/hteim/TbeTPy/4/J0+m5TyQ6CP2RYUZddKy83jzF/+jsknngJCEKyr7XO7gSNGcfyV1+zh0im7naY5Q+YDeU4uzJrlTr5LbwYMPRqu/MDpkdwpZyS0VXe/F5rTENKZx3L4sbDsEbASWGmFVAsPApnseZa06U145yaQ3XnyAJaOORte+TFsTqYc6ArCSahZid/lZXhGAQAH5Q5G6X8qUKb0MrAkl7OuncOGFc4XTqREunWkS8f26OhNIX7x61MYMjK/fwuq7BazB47h0SN+z/CUcc6YfgQ+wyRkr+Mfm/6NR9dIFdNZXl/CWYXf5tTibOJxjfa4m20dWTQnEkhiDE4Nc+O4M5mVeyo57iLQhpOQTgtOxHTh1xMYmk15xycEYytxCRMhnHxlTWE/t674kNdrX6Amuo0i/xjcWgCNIXjdCdJ9UWJ2jB+NvIhjcl1URZ6nOrL1sy9sL2cj+nwpyv5KCMG0b5yx00oLwPBp05l28ul7rlDKnuPLgCvegkte67FQQnsjvPYT2DzX6SWW7NXFkFnJJMxJZtTJYSZtOPp6mH6lM1QzfwLuHhUW25/p/GLF4e3f9DpGDI3fiCaqXrzSqbgI3akw+XO6ewK0lnNk0ZHMG3w+b29YRfr7f95NN2Qv5QTF7gEG49ToBgP37IpgmaLsKfnDRzLy0CNoq6/b6TZn/OIm0nrkLVP2I4deBT/b5CTu7yQlbH0Pnr/SCY7ljHQCYnNudXqZdW1nQ6zN6ckcyIPZv4bDroGckciUfIxkr2fZ8zv7wnugozunmUTwpr+Y+9+4BRbf6yTlL54BrhRIL3I2suK4bItnZp7PmtaPOPuNH/YO2Cn9QgXKlB243AZ+G9x17bjrOtDjTvfSdJ+L8747i9GTS/q3gMpud+O4Szg4azrgIZycwWVt2wZuW/cod04/l79MLaEych9u9xscV7yZgrQwQrowbadykeHKIGaZ/HvzJ7xfbzGvsYGPGoqpiGYS19Kw5VAStub0psJCykIilovaWCpLGwbTEfeSpufh1jzMGXgh14x6jpLUc5PDKm2CiXaaYpXUx8roMINsCi0DoCG6laXNLxC12ndyZXsfNeulciDzBPpO0D9o/ESOOP/be7g0yh6XMxzOewxSBiYX2M7wycfOgYLJcMZd4MuCl69xgl0A7u3+ZrKGwcK7oXIR1K4ir2lrV6XFGDip97Z547p+bXN5+NjvY3nWQEDA2NPgh4vhR6u7EzEnh9f417+GMKOw6mlnuRmDRfdC2bxddy/2TrcA208z608uV5R9htvr65FgvVtqdg5HX/JdfKlp/VAqZY+6fC6UHAnC6J6teNXT8NHf4FvPwZRvw8vXdeexFDqgdf/d5I6Gpi1OrsvGTRjVS8i3nJQRIpCD7ByOD07OM8PrrEPycOooVrmzSQQGOI0xp90BN1Y5aQYArBjE23FXLEQPVkDzVqhYAMDi2k08sf5D4lZiN98gZXv7RgIfZY/KyE7h3y9dx7x317FxbRXnXXEUutdFQUEGhrF/jotWehNC8N2hF/L+p6sQwkPAELTENMKeKAsbH2dJs1NZEHgwNBMhbOJxi2OKNXQtwLZoDu/Uv0drPARI/IZgaFoLhiZJM1qpiSawZDoufJw3+HRer11BZSRB1NI5uigbTTQQsds5YcBpjEwdA8AhmePZmFvJuLQSRqYOoi3RgUcbhUtLMCXzGKSUPFn+c6JWiNrIRk4q/Hk/3sEvR+UjUw5Usy/7HkMmTmXL0oVkFxUzduYxAAQyMvu5ZMoeM/pk2PA6LHuYrmEotuUkOX72O/ROpAzEO5zgmKY7FY7lj3YH0dBx+ugm99k8Fwt4z+9jyJDjWDtoCnZoM6e1h8hyp/KmXUBq/QZKCycy6LQ70ADb8LDpuF8zqHErvqOuB2DB2OPJjTaSMeOHZIFTsfrgT06Ptx+vdYaM7p92lohWJahV9il5JUO5+M//YvPCT2mpreaI8y4iEYuRVVDUldtW2c95Ak6Psf8c7rzvnDwmFoQ3fwnrXqZXPjJpOe+zRzpDNaUJa17szpcpjO7hlR0NNOg+WlzplGYMY9jhV/Pekif5RvVHDLTC3O63MYJraJcQPuVOCnOcWSvLp34HXyJG7ojZ4M+idtDh1A+YSrovncEjTqAhHOTSN/9BwrZojLRx9eRv7Km7paACZcpODByUzZmXHNHfxVD6UcDw8cuxl7M2uJWZuVNY11bO4TkTqI04LRxuLZ2G9gFsbtXpsF0clFlLu+l0E64KN9McW8XoNBfBhJ8UMYKwWUmqKzkiX5i4BNgyzGMVz9OS0EjRU5meeShz69+nwB9EIni97jlOKjiViBXnykV30ZroIHvIAM57/wFMNnJkzgLK27OoDLczJj0Tr5ZC1Arh1fedxMpSCkwVKFMOULrhYsT0wxgx/bD+LorSn2b/xhmOOegwJ8mxPxuKD4H/Z++8w6yo7j/8npnby967vRc6S68CYkFsGHvDXqIxiRoTTTFGjSXFWGJijEaj0cTeexdEKdJ7Z4GFbWyvt5eZ8/tjlgsLmB8IAsZ5n+c+O3NmzpmzZ2HOPZ/zLWmF0FULvmIINBpxw5DQtrm7YoXxw5Vl/CwcAXVLdrSrxXjG5+WvGenYQ8uIrV8O2el4hl/M8YtepKDKiFnmrWvnizUvMGnYlTy89GGeqniKXFcul1R/wrNrn6Ul0gJ+hRPDFfwFjCycYFi37ewS+r9HNYa75Z7KTUy+VWSXlJFdUnaou2FyKMkbAmf83cg62X8K1C+DYRfA3L8bQpk3D+Jhw90SiVRURMuGHfXrVxoCm9VpzEvN6wBDXmsXVi7IO5moYiF9+We0K5nMGXglz4hGsle/kWpi3ud/prB8CrWBFk6f9hgxTed2JZ1X3vodTeFOOh0DEBLm6jo21YLTYiMRj+DbLRmNyTeNuTozMTH5SsZnDuOq3mfRz1vCGYVHkWn3Mdh/Elf1eYbK8JGsC1mxOJxcX34CIakS1qwEkh7ciiTDGiTT1o5FCbOxuRVdDkbTQRU6CjqaFDgsGg41iIJOriObk/LHUeAKYFN0rEIn12644yR1jbAWA2BBy2aWttYwxreEIZ5tfC97NVk2ybs1t6PLIJNyfsCk3B8eymHbZ0zXSxMTk+80nhw46Q8w8HswbCr0Pd6IF3PdPPjen41A/XrcOO7e8Z/jdLDI123JFe6OB1O3xHCtse3YLLmoK0huMglSomJkSM4cfnHKCqxZUXgjzUtm3igAOuOGS05HrIOX179siGTdRJNRPtn6CUdvfZHfTrgQfjzHEPj+d7kVCO9SFu4u/9oIIV4C5gEDhBC1Qoir96c9ExMTk71m1OVGpsui0TD2B8Zcc9yt8JMlRuyyWKchqI24FKEnqVXdPJc+jJBiNzZypGb8TEYhvQwwjAAGJLu4sssQztyJAABZOX1hwPcAiKKwxpbOxt4nABBOxohrhkXap1XL2dhRT2fceN2K7nnumk8fwW11cN/RV3LZoOMO1gj9zyCEeFoI0SSEWP116ptCmYmJyT4R1zReXFuNnxLSLG6+lz+B0RnlxKSdVcFi1oRycNtyAUFCV6kPplEdgwdH/BiX6kAAwaSDjrgDKS2UuQZzZMZIjsoaSX9vGWUuI7DlQO9Qfj3wbgC8Vie3DbqQRFJlaVsNg9N9NGtpaFIQoxc21cKW0HwiWgeBRD3KrimZD2PMGGUmJiYmeya0fC1NnzeT9AyCrAEwYApdeYM5oaiAa/NyuCrDwfLsXj0rlYxLLUwAnFJyT0s7L7WEeKvwLN70TWCEIxeO+ZVxg2pn4oVvMzRnGAC/HPNL+vj7ENNiSC2GdyfR7crBV/J+5ft0xDp4u2EuybR8/qe5q/NF4BqgCmO6qgKu6S7/2kgpL5JS5ksprVLKIinlUwegtyYmJiZfi0QyTEXXahpHnWdYDI+8DAacwj/ShnBC4Rn8MW0Ivx10Zc9KkTY4/1lATTlsXhXYwN9a5/FWupPn/Hb+lOE34l+6slCQWEdcyk9OMkLD9E8v5MZRpwOwsKGCXmk7kkkMzSplfVstK1u2Uh9qpz327Ym9fJjxH2DK161sul6amJjsE69sWMl9i2YB8NaZ1zEyx0hlnGeZSHVsLjaLhpQZ/HTALTxa8SldiRUMz8zgwYrrsYgQdkWlLebEa4vTEneQlM1EtM0s61zE67Uf4remcWHx9YxMH4e1Ox2zLjV8tjgWRcOmSoS1nYDM5On6o7m07FLsaibD/WfTEtvMYN9pzG/ezEBfPn7brjGID09MUczExMSkJzKRoOZHP0bGYiROO43CPz8AwJZzHqXxo8tS94mzHqczEsT26mXYtQTVTSspXP8JVgC7D2KdHBGJABGY83dAMmfbIn7uVbh38q+YXD4Vsvun2uuMdZKJlc2Ar7Oe07NH8UR8NcWeYsbmjSWajNIR7WBS8SQsrZshEYGCEQdxZA4yhii2X8KYiYmJyeHMxi3vsrXmU4RQmHzTSuw2I7nDx+uXQIeRnVtkD4AblrL1g99QVvkJ8aLxVD1zNv3QjMD9yShpepyTg1ugKsbYwDb0lc9w5NKLGDbgCh7rP4b+A04GxbBTiiUTuG3OVB9+FdzADSILTepcN+JUBqYXclrvsXTFwpxaWA6bZ0DxePiWrG32GSOb8j0YMTCrgVsPwKbMLCFE2detbwplJiYm+0Rpmh9FCNwWKzkuT6r8+gHf46F1gmKPQl/7YB5cvIT1zCfHo1PibiauRzFyQUgy7GkkpOHOYhUOYoSwKTZaE2EiWoQXq9+j1DWE16o/Y0xGbxpjM1jUNo2jcv3Mb8kgx9FEmq0Vv02lyJnND5fchEBw79Df8q9Ni3ilaiFl7izeOe5nh2aQ9gGJaT1mYmJishsWC7aSYmIbN2HrVZYqHpY9nKuGXMXqltWc0ecMPq6byYb2DazKz8CBijW0hveFwCollE6Aio9TdSOZfXG2buRTrY2I5uGzlU8zOXsEr7WvoDnczFGFR3Hlx1cipc51bR2cFwxyq74YnA7G5o3lio+vYFnTMi4YcAFX50yAx44EPQmXvgF9TzgEg2RiYmJisr94XHkA2G1+LKo9Vf7bCRfzj+Uf0tefR2laLr9Z+yVvaZlkFp3NUMXHJGs6/WKtSMWKUCToRpgYzZmBFmigyV1Au6bzRVs9wQWP05g/ktcrvuSUXmN4aMnbzKvfwFHJTn7Qsgiv04fmy8BjdRBNxpj48q9Js7v45Ny78b16qSGU9TsJLnntkIzRN4ohkj3JjizLpcCT3OVjf8Wy/cEUykxMTPaJY4p6MXPqD3BarWQ5dwSWTLc7sdsifNq0nje61tHY5OOIcge6CJNjK2F1VxUZliin5+gMcy3hneZ84rqdtZuyqG3K5b5TjueTjpdpjbfSlejk9pUP0Rhr5bNmnRG+CACq6GJYhs6wtKFsCjUR0+Cv699BU4yUyZ83LaWjOxtNZyJy8Afna6JjCmUmJiYmOyOEoOyVV0jU1WHv169HebYzm7Wta1nRvIKYFkMgkIpCjreYrkgrlxbkcp6azcuWVq53OVGBD3N7MY0gpwy6gv6uPCYuf5rvd3bxUMVLPNWxEoD/rP4PCd2YT2a5nHiLJ7AoXAFS473K91LXPt7yMbcXnGiIZACRjoM5NCYmJiYmB5CSwklk+Adgt/tQdxLKcl1+uuJhnlv3RarMrlppFwJbTn/+FAlT4cimLWcIoUATt22bxhtpA3k1bRT4xnHPkRcz8YtHGd++jnYlzqUf/pmOWJiZy9/kkmgtnbZ8Ftt8DPT1Y2PRRGitJZiI8sDit9CRdMRCLG/awrHhNuPhkfaDPDIHjXvYIZJtx9VdbgplJiYm3x6K0/y7lT284X2WtG1AVcDridHQKDgh7TxO6VNKkSufVR3HYGUdVe234BDQx+mhImojvXATG2oHUtEQ5fdjfsuH9R/TEuvii+ZFOCyQZonQlohhUyzEdBWdJH08Q/iwro2GsIZGmLEZYQa4mshQJZf3Oorh/hKOyOq9Wx+DsRiaLvE5HQdhlPYOKSGpm+EiTUxMTHZFcbl6iGQAq5pXcd+i+3qU9fb15r5j7qPYW0xnrJMtnVv4w/w/UBOs4fbcPKJogBHj5cumJdx/0Zdc4exNZ/tGnqp+NdVORNuxwbLaYadTBLlgwAW8uP5FEnoCj8VDMBmk2FvMPIvOuAteQIkHYci5PfqjS52mcBO5rlyEMDdCTExMTA53PO7dY07+ata/WdNqJPm1KCpSSn4/8VJG5vSiwJ3J3G3rWNmylReXvQ+Km3OLziIE0L1pH9I1/nXWnYQW/4e7NS8d9ZsAuKd1ASNjLRxjreSkgtP5l7OUe8qPY968l4hrSZrCRlIZq6LSHg3QfPqjZFfNgvLTd+tjezSITbXgth4+a5uvQck+lh8UTKHMxMTkgJDvTCehqzhVC5f2PomsATmcWDg4dd1v89AeL8VtG0tF10bWBDOxWsCtuDln0GAuGzGCTxtn8GbddAZ7B5BhjRHRBZpUkCjEdCeCMJnWKPnONG4ceCk/X/ICGfYgZ+WswCISbAv9jr+uP4osR396ebPpR27q+dVtHVzwwaNIW4K/HXkFw/KLeHLDbNq1zcxraqIllOAnA0/iygFHHvSxM10vTUxMTPaOdEc6DtVBVIsyMf9IfqqcQNmoY3FlGFkshRAk2hNMHTCVh5c9TLTbCgxgZM5Irhh0BTVdNVy8/lGklJR6S6kKVKXuEQgkEgC/w8/NY29mdt1sagI1KYuy1a2r+eG0H1LkKWJi4URuRaLsZBl87fRrmbttLhMLJvL4iY8zq3YW7256l/pQPWta11CaVsrrp7+OVbUejCEzMTExMfkaFHoyWdG8hUyHl9vHTKG/L5c+OTutbexuBmeWUOLNojrQYohkQL47g+NLhnFy6Sh+PfcF3qlt5NjCbARGVpRKSxojYy1ssfoBsCkW+vsL+enI0/nz4reId1srJ3SNW+Y8i121Miy7jNt0wcCd+jdv23qu/vRhrIqF98+6A7fNzj9XfExNVzMLGzeS0DX+cuwPOL502MEYrv2hGsPdck/lhwxTKDMxMTkgXNPnJI7OHoxdsXL53EeJ6UkSnE/fNB8f1X/Gly0rSUidCRnH8+G2bEBS6PRT4Crh1uOOxWt1sqJjLQCN0WUUOjuQCLaGSxjuO4berkHMbLkHISQL2z7mtPxfckHpQOrj79OadJJrTRCSdvqnb2NWvYvHK2ZwZHZfAFqjXdy17F2sBR0AvFk7j8WBYt6o/Yi8tADZnji9M+LM7apmXGeIysAXFLlOpsg9iNWdKxmRPgpf92R2oNmfGGVCiKeB04AmKeWQ7rK7MLKUNXffdquU8sMD0FUTExOTQ06Rt4j3zn6PSDKC7e5H6PrwDhqHDKHolRf5+7K/M6duDhs7NjIkc0hK2LIpNvr6+3L1kKs5tvhYPtn6CR2xDgCCCcPS7PxQnJyMfpSOu55Hlz1KVaCKVS2rWNy4mN8f+Xt+OO2HxLrjz2ynNljLKxte4ey+ZzM4azDRZJQvar5gQf0CAObXz6cj2sFPP/spGlqqXmVnJX9b+jdaoi2k2dK4bth1zG+YT5o9jSMLDv5mjYmJiYnJ7tx3zJV8f/DxZKtRli5/gA01kD7qFlYHIryyYQ6f1axCIDi+ZDjVASP2cpk3h9F5fbnliPOwKCpz6oy1zbz69UigQItgt3v5aPz91HgKYfkHxPUkL22YxY2jzuCzqhUsa67s0Y+YlmBRw0b+vXo69x1zJVJKqgMt/H7+K+hSEtMSvLVpHttCbby9aX6PujfPeppfjDmbOXVruaT8WHLd6Sxp3MSpvcfiOXys0G6lZ4wygHB3+ddGCPESMAnIEkLUAnfuS5ZlUygzMTHZbzasqSM900N5XhFbg80kdGNB0Bzt4umtT2NVYwgBSCv9vAVMyEoQ1ZLMb6mkMriOcVkrOatoHBMzj2Rlx1ZCwnBF1CVEtSift3zJLJYSi2dT5O7knZYIf1/7ICcW6QgBC0O9sZJEohBIOHCpNsZkZlMfaeLtbW+wsG0BUacFS8SLLm1M7X8E9aEY0aQFgcSq6oDEosaY1/QoUb2T5e3LSEgbMamwsG0Mvxq4X+/q/4r8+hZl/wEeAZ7dpfyvUso/70+fTExMTA43YvEWIpEq8nyjAagOBgDQg0Fu+PwGvqz7MnVvJBnhF6N/wYzqGdQEa1jbtpaHlj7EscXHMrl4Mhn2DNpibehS5xet7VzZFUBvauCIyBZi3VnJ/HY/P/j0BxxVcBRxPb5bf5wWJ2VpZTSEGggmgvzo0x/1EMQmFk7EaXWS7cqmIdzQo+7K5pUsa14GwMvrX05Zsb162quUZ5YfwFE7vBBCFGPMWbkYxhVPSCn/dmh7ZWJiYrIDKSULO0P0dTkYml1Gc+tq6H5HB0N1/OSzV4jL7nuRTC4eSjARQdd1FjZuZGugidN7j2V8wUBO7T2WZ9fOIK4n6Z3o5PX6j3FKjecXhPln3tEAqELhnc0L+GTrUux7sDRWhMBjdVDkyWRbsI0bP3+ClS07LKEdipUz+47joy1LdqsbTcb53fyXAZhRszJVvqJ5C/ccdfmBGrL9467OF7nLBwc+6+VF+1PfFMpMTEz2i5ee/IL/PP45FovCcx/8nLKsbB454ioaI50UOjN5qVqQ7oSErjLCP4IzCydzdpHC+s4t1EYeQpcKBY5MmiNBjskew4f1S2mJteKz9WdeyxY0FGzo6DKKqko2dPSmNmyhwNtGVUijzJ1AlwrVYT9WVeMov4NTc9uY1voma9a8hSLs2ISG1aYRi3t4fNxt5DjTIBNc4moWdH3CmuBSMmwhbEIh0zGYuvBcNKngsxoxBhIymPp9Q8kQilBwqs6vGpJ95usG89/ftMcmJiYm3xaSyTBz5x6LrkcpLr6a/v1upeDee+n66CM8Rx9N/ZIbUvdahZVHT3iUQk8hVw65kgvev4DWSCsDMwayuWMzvX29+dHwH/GPFf+gPKOccHgeNzrsFCcSxHaKKeayuOiIdTBn2xxsiq2HWGZX7EzIn8Cs2lnc+MWN5Lvye4hk1w6/lutGXAfAv6f8mw8rP+Tvy/+eum5RLVgVKwk9kRLJAKyKsUhK6knaom3kuHIO/GAeWpLAL6SUS4UQXmCJEGKalHLtoe6YiYmJCcBP1lXzRmM7aRaFtROHkp05hFFDrgdA0+OkqzqNSWND5bLySZzT/0jO6X8kb2+az5KmzbisdtJsLjpjIb4/+Hi+rFuLpuuMEj4eDQ9ls9VHSaKLSMKwUs5weGiOdBHUNZK6tlt/hmaWEdcTPLriQx5b+TG61FPX/HY3X0y9B4fFxo+Hn0KRJ4tn1n7Gqm4hzaZa6ZuenzrfjrbTc9qiAdwWB3bLIQwHYIhihyxw/54whTITE5N9IplI8sqDH2BzWjnvp6fw2duLu8s1Nq6qYdxxgxiRXormlzhUK2fkncOctrkU2N1c0/tslG5rsXWBChBxFAHXzn2WWMLF85Mu5uaBF/HOthdY3rEUl0WhKuCnzO1nuGcmhY42EtJCY/IKZrR24LYGsauGH/8A13gmZCp0xf8BOuTaimhOpGFXbET1KAqSUdkOWhNbyXEO45PKjfzoo3fJ9UWZPMyGRKKjsbxLZ1n7IPLsOv0sm4lLC02JJq5f8nvyHek0RBfjUnVuGnAv+c6C/R5PKb+RGGU/EUJcDizGWJD8z6bJMTEx+d+lrW0uzS3TKS66nHi8HV2PAtDU9DH9+92KJSMD6/lnYLN5+b3z9zyw+AFawi1cUn4JhZ5CwLAsW9tqaDBf1HzB+5Xvc0n5JZzf/3xKvCVc+9m1zHcJtnt8ZDgyaIsaGcZsig2v1UsgEUiJZH18fTi26Fje3PQmM2pmpPraHGlOHTstTrpiXST1JALBNZ9eQ22wlhJvCY3hRmJajHWt69B0DRUVHT0llt0x9w7CiTAKChs7NzK1/1R+O+G33+g4/zeGPjP0YnbZ5V91xaqvvZiRUtYD9d3HASHEOqAQMIUyExOTQ0IgqfG3qkb6uOxclJ/J9BYjmH5XUieh61gUFX/GUBQhUAU8MGojD1asJ82dz/UjT0u1s7hhI5rUCcQjnPven0h3eHh2yk3866Qb+OG0R3m9owl8gwAYmnEEelsdAM2RLo7I68fCho1EtR1xNU/rPRaXxc6rFXNSZbrU8dtcdMSNzfxevlwqOxsZlFnM06unc/+iN/DZXPjtbjpiISJanLaoseHvtNiIJI25bGljJSe9fgf90/OZXr2SdLuHT8+7G69t1+ST313MVGsmJib7xOevzefZP73Dv+58g8XTV9G/JAO6wtDWRW6+j9UdW5ky/UGO+fh+VrXXcnrpAK7rfyIPjfoJBc4sABqj26gKLSLHpmIVSYr8LUgR5rern+KSeffSlUjgVqP0d7eQbw9wdPpyjk3bSB9rKy4ljteymKMyhxDTLCR1AbhJYKMmasci3FgVL061H1FNpTMRIteej8/ioTFWw2s1zwDQEDQmjcLsbUT1dpK6wkj/sbTGnEgEDkspua6p1MQySOg6bfEa1nQtp8DRRLqthRmNzxywMZVS7PGD4VO/eKfPD/eiuceAPsAIjMXIgwesoyYmJiYHkVWrr6O29hnWb/gtDueOjGQeT1+i0Sj3fnYvR750JHfPu5uBGQO5cMCF/OOEf3DpoEsBw33mseWPUeQpQiBS8chmVM/grHfO4s9L/oxFMfaMVaGS6chMiWQAVYEqTu19Kun29FRZtiub+nA9AzOMkMoT8idgU2wkZRKn6mRg+kAiyQgvrH+B+fXzScokLREjdk11oJqYFqN/en9O630aOjoaGndNuAsV1fidW1axuXMzGzs3AvBqxas9dv4PJt0i2ZMYQZZF988nu8v3m26L6JHAggPRnomJicnX4bGaJh6pbuKm9TVsDkfp7bKnrgkhWFm3hMmv3Mxxr95GUziAPedorhk1lSdO/Al+uxuAJY2bWN9Wi8ti1JVAWzTIee/dy4mv/zblUmlRVCyKSqyjztgt7yYcjzEmt2/q3G93E0smUIWKVVHJdfkp9GQA0BEPMzC9EAXBsqZKHlryDgANIWP+6oqH6YiFcFpsXFY+ibaoEabgqIJBTMgbAEBjpIPqQDPTqw13zPZYkBfWzjzgY/ttxrQoMzEx2SdUmxXF4wYhqK9uY9iNBaw9eQ7B91U+WDeX9xq/RLGCR1F4bsv7NCQ2ENGiVIXruKT0LAA+b/qIzaF1KArYVDtWVafErxBMGvli3Eov8mxf4FbDjM+qpSWhg9NwUezUnGyJtuOxfEyuw0Z91MfGzmyi2gYA/jH2cUak9+LoRJTbV/0Gm9pJe7yGmObApoLHYoh1Fw8ehkTSZXGzJf4F2Y4SHMoQxmWEKU9rId2mcmLuyajCwWfN03BbNRSpoSNQkdiVrAM0ogJN/8o9ixYp5Zh9aU1K2ZhqWYgngff3o3MmJiYmhxDD2jYc3kIy4SEc7ovLtYlgsI4nnniCaFuU0sxSplV8gEjovLblTdJsaXw+9XNsqo3Kzkr+vebfu7Wa68qlPlRPfbCe4VnDWdK0BE1qtEZbe9wnkby84eUeZfPrjUDJJ5ScwMwLZpLhyOC3c37L25vfJqJFWN++HgUFq2qlV1ov7KqdJ056glk1s3hp/UtEtSjn9juX5kgz3x/8fepD9fgdft456x3OePsMdHQUFHQM1xqLsKQssQ8B99AzuDLd5/ewny4yQggP8AZwo5Sya3/aMjExMdkfYtoOV8amWIKrXFu5MZCNjuDLTe8Tq3ubH2TCA/U2/jPzVV5oXkVS6vx+4iWc3/8oAB5Z9j6rW6t7BFPplZbDlq4mACYWlLO6tYqkruG1OqlIRGAnV//VbdVYhJo674iFmFa9HID3z7qDkrQsNrRv48L370eTOuvb67AqKrqukes2NnN+OuoMclx+ZteuYUFDBWNz+5Pl8nH1kBOp6mqi0JPFJeXHcsfcF/l8p3hl28l0ph2oIf2fwBTKTExM9omSgQUIRUFKiT8njU8jn2Ap0vGcK6mqr0dmgNcWI8sepkOfh5DGTouy02QwzDeGJW1zyXUUs7StiaimUhwup2+uh4x06JeWzju1LsqcYZyWvmyKCj7tyiBJJ12agwxrGCEgzZIkkPAQSdoQQK7TR29PCRbFydPrZ9AV9ZLlNsynbWqMqG5hdddGkrpGSzjM+xVryShehmKxEEgoPFH5FgBD/DqrujpoitWSaR2OLhUsQsNvixFIOkjqFm4uv/qAjKfkwLpeCiHyu11bAM4GVh+wxk1MTEwOIm53fzo7F+NwFLBhwwZCoQQuF0Qi9XR2diKRbHPXkkBj1tr3wQmKUBDdS5UibxEjskdQ2VmJ3+6nJlBDvjufsrQyhmQNYUzeGP44/48ACARjcsewunk1ET3y//ZtQsEEMhwZbGjbwKKGRaioqRhlOjoxLcYTK5/g7ol3M7t2Nm9sfINQ92bQI8seIZAI0MfXh82dm/lk6ye8deZbKIqCruspkQzgskGXIcQBd8/fW0r2sXyvEEJYMUSyF6SUb+5PWyYmJib7yyifG2oM93mnqlLfOA+NswDoDDXgAJaFVCSC5+uXgWoIWjtvYpzSawxLmyoZmd2LhY0bUYVCv/RCjiwYRKbTu7MmxuDMEla2bMUqdTp3crVMSq27XYHebW02KKOYkrRsbKqFJ1Z8jFO1EUwaYQi2J097b/MCfj/xEmq6mnln0wI2dxrLgOZIJ3/ttjazq1ZiWoL2WBC7ursE5LbYOX/AxP0dyv8pDmuhTEtqtLcGycr1HequmJiYdNN3SDH3v/5TQoEI404YAs0B3tr8JjkdpVx77vf5pHMBGzo2UxufC0C2w8b5xVcwJmNYqo1BvuE8MOIpLnjlBRZpVkCgtFQzew1MPLaCxZ0RWiLprA/kctug67imXzn3rn2KZZ0LKHB0kZAxLGjkOgbTGvMgCJPvyODRI67m0YppDPWX8EHT51itGomwlxxHEIkxwSV0Bzcs/SPhmKDSFsVLDDuCbHsuXutGVCFIs2QSSHbgUDw8uWEFEZlHgdNGdvpmEjLOyIzJqAdqh1/2sLzeJ/aU9hiYJIQYYbTMVuBHB6Kb/+vE4y2oqgdVPWxSZZuYfOcZNvQftLbOJDPzGGIxOytWnEanbRlHTvgBvXsVUV1Vxay1b9HiBV9rlLO/dx1n9DkDa7eLi12189z3niM450sqrr+GjflwzwV1vB16myJvEc+ve56SZvA7JWW9RvD0lKdZ1rSMyz/qmQnMpboYVzCOz2s+B+Dh4x6mOlDNnxb8iRXNK6gL1e2x/xXtFZzw2gk0hlOGvritbrKcWQQSAdId6dBpxDR7Zs0zJPUkqlDp6+/LhvYNpNvTuaT8km9odPeKagx3yz2Vfy2Eofo9BayTUv7l67bzbSWq6XQlNXLshzBotomJSQ9Ozfbz3NBeeCwqI9JcuEqH01y3EGfGaKb0vYjauhxKaxYBbdgTOoMzSvnB2DM4tnhIqo2pA47i3H7jeO/L2znNEuXpZiufVi3DbbUTTsRxR+L07oxSmefldxMvoSQtm7Pe/iOd7bU9+nJM4WDWt9fSFO5kXF5/bh57LnfNe5EhmaUpC7PtCIwv+06Ljcmv3oYudRrCHanrxd4s1rXV4FLtpNmdNIQ7UBB8UbMKgaDIa2TRlEh+PPyUb2x8v60cVkKZlJL7b3iWtYsq+cVfL+XFJ2eyYv5mLv3JCVxy/fGHunsmJibdDBnXJ3V8TPaxHJN9LIw3zi/wnQAlJ/CHNa1URzYw1D+UcZkjd2tjTXstle61pAPRjjQSEYXifBs2m7GT77XH0GIqnQnDIuzMouNYF9hMWzyJU0kg8NCuBUmIOs4uHcb3e13DYxWf8V7dMt6pWUquLZ04LbTG3USSPv4++kaqwy1sDm7l7W3TACj2S1RVkpQKR2ZNYENwGQCTcy6iIRqiLarQFv8SsHJu/ylMLRuFLnUcBzDjJexX1ss9pT1+av96892gpfUL1q+/ncyMo8nMmsSqVT/B4Shk3BHvY7F4DnX3TExMAJstk/z8c7qP4aqrft7jep8+fVCz7+GvH95GY5mXc/qdQ74nf7d2PnrmTobEJMO2QnHcS50zSlOoiQnrdG56Wydkh4d+2Y6UkiGZQzih5ASmV09P1Z9YOJFp1dOwKTb+dPSfyHPn8dPPfwoYMcp25pLySzizz5k0hZv4yYyfGH3fKWPmGb3PYH6D4b6Z0BM8evyjrG1dyydbPwEg353Pa6e/RnusnQxHxgEYxf3iVowYZTu7X4a7y78uE4HLgFVCiOXbnyOl/HA/2jxsCWs6V6yqpD6W4LFBpVy7torN4Rh/Ly/hvLxD/vc1MTHp5sSsHYY5/Xufze97s9P5Wfyi15lsePQmVulRJvYZ2UMk286sLfOwJZqxqXBEmpXKZg2/3UMs2syD/1lMTleM5yb1ofmUDkrSsrl2xCncPud5Aglj7VPgSmdR40YiyTinlI3mriMv4rrPHmNJ42Zm1qzuEYw/w+HlzTN+w/KmSqZXr+D9ykU9+mIRKkcWlPNp1TLCWoyHJ/6QpU2biCQTqYQBt46bytjcvlgUFYfFdqCH9JAjhCgGngVyMTTFJ6SUf9vb+oeVUNZQ3crnby9G+jzccv2zaNEkCrBhZc2h7pqJiclOvLFpNR9sXc8Nw49kZHYBukwgUBA7+dbfOugWlrZ/jlt196gbTAR5vvpFGsIhhEXHKiRXjSjngrMmY7OqXL14Ax5rgISuoio6KzrX872C8bREI/R1D2VZZ5JlHV76e0txic0AFLvTESJOsceJAKyKBbc1nb+Puoa4jOKzusl3ZlLmKWRAWhEbg1vIsqeTZfMzu/UdSl2l5NoLsAgLmtRoT8R5ZOOnONUkkwv6UGAfwDklo7EpB34SkbA9cL/JQaSy8q/EYvVsq3+VbfVvATrRaA3xeIsplJmYHCZ0dXXx8ccfk52dzXHHHWcUJqJg3WH5eczQ08gu6MOihkU4LD0tQl9e/zJf1n3JxvImLq8ThPrm88+Ln8Vj83DLrFtInzcLAGcMmpu30hptRRUqGY4MhmcNZ0XLCgDD8gvDzWZ49nBWtawi15VLc7iZta1ruXXsrUwunUxNoIbRuaMRQlCeWc7VQ65mfv18rhx8JfcuvJeueBeTSiZRHahmS+cW8t35PLT0ITa2byTLmcWUsilMHTAVIcThIJKx6opVLw59Zigc2KyXc+Br7g59C5nd1sXsdiOJxPcWV7DdyWpZV9gUykxMDiM2V31IR+dmBva9ALcrBz0eR1itKdd3IQSPXPsAr22YQ7/0wh51q7qaeGDRm7RFgxTEVfKskokDp3L95OG0Rbq48LXf4Q8ZAldWZ4RZdWsZndePzliYY4oG8+GWxUhgSHYZM2uNiCnlmcU0hNopS8tlSeNmwsk4w7N68cAx36cq0ERpWg7ZLh9Teo2m0JtFVVcTo3P70hoJ8F7lQo4vHU6e249A4LBYWdtWzT9WfATA+LwBjMrrw7FFgw9lDMyDQRL4hZRyqRDCCywRQkyTUu5VluXDSiirWLYVPSMN3A4SgHRa0TSdhR8t49xB6/jVQ5cx/qTd1VsTE5ODy23zPiGqJYlrSf553CiWN1yMIhyMyn8duyUPgC2hlby/7WEALlHuoJ93NAAzW2Yzr9VIcDU59wiqoqtYFH6btRveQMGDXY1gVzUcqoZHZnNy7jge3vgYc5pXkNAFbtXH0XkTOL3gKFa0b2RLeCNHZ07h5pV3E9cTXFQ2iWc3r2N9ooENXY2cUji0R99zHZncM+zG1PlFpd/DqhguEHcMuh9NJumIazjVd3FbE9TH13N9/zNxfWM7LeKAxigz2TtCoU07ne2IDzFv/hSysiYxbOg/EP/bXx5MTA57FixYwNq1xvfZIUOGkD3jJlj3Hpz8J5hwXeq+38z+DZs7NzO3fi6Pn/A4ANFklHsW3INEMqT/EF4o66I6UM3Db07Bb/fTEeuAIwQRq0LUa+eYI89l7ra5/GXxX1JB/SeXTGZUziiOKTqGpnATp/Q6hQeXPMhHWz5iaNZQwokwnfFOPtj6ARcNuohcd26P/t84+sbU8cllJ5PUk1hVK6NyRrGhfQODMgZx1adXAdASaUERCmPzxn6DI7rvdIti+xW4/7vM6uCOeHeJncqfrmvhnaYOnhvWm5Fpu+ZLMDExOZhEY+1s2Pw6AHa7j7LmPtRedx220lLKXn0FxWl4kry1cT5/WPAqihC8f9Yd9PYba55/rZrG9GpjY8WRP5gPGyrQZ7+EVXkVi1CJ2C38/MoxjN/YQsWkUfy6cBCXfvggixuN76Kl3mzGFwzkB0NPpNibRVs0wMjsXpz97j0AnNprDB9sWcz8hg00hNsZk9evR/+HZpXy2um3pM7/MPFS7BZjbfPe2b/FbbGzonlL6vqChg38edJVh5VINvDf117MLpsy67//2H7NPd0xm+u7jwNCiHVAIbBXQtnhMzpAQe8csKkgJVIVdA5w0HKEm3ihn3Awxqevzj/UXTQx+c6zom0ruX4bqkXnxJJ+dMWWkdS7iGtNBOPrUvdZFTvbN42tyo5d/kHeclyqE7/VT1QPohPHoSRQRBJJB041iSKMRDBTSyaBiLGobQl2NYlDTaKLVgKJarriIf68/mPera3gr+vfR8oohY52LOoKBvvy6J+Wy8TsHWmWG8JdXDrzP9ww/9WUyXFNaDW14VXGcbiZpytnUhFoY0BaMT/pdz4CgVN1kG77ZuMk6rrY48fkm+Sr4sMkaGmZRizWcFB7Y2Ji0pNoNEpXVxeKopCbm4vf74eNhts8m6b1uNdpMRYxLssOwcFhcTCxcCKqUHFb3VQHdoTV6oh1GAdCMH2UwpaROdw2/jYeXfZoj8yXC+oXkOfK42czfsYXtV9w+5e30xQyMphtaNvAyb1OJseVwxl9zujRn0eWPcJ5757HgnpjU6g10sqHWz4knAwjpeS5tc8xvWo6mtR4dPKj5LsNd9EyX9n+DpvJYUapY8+bbBJoSSR5p6n94HbIxMSkB1LqdHRuwWr1IIRKduYwwgvmI+NxYhs3kqjf8X3QZTX+P6tCxbZTQPxJRUOwKhZK07KpC7alAvEndI2IZliS1WW5eWNCKdceNZU1rdUpkQygKtBMRyzI3Lp1PLV6Gm9tms8zaz9HlxJdSoLxCL3Schmb14/yzOJUvXWtNZz33r3cNfdFZPczZ9asZl2b4Y23rKmSf6+eTn2onSm9RvODIScBkO/OwG09fGLydotkT2LExBTdP5/sLj8gCCHKgJHAgr2tc1hZlG1YXo0SiqO7BQm7pH2Q0T1L0EH/mMZZP5h0aDtoYvId5z9b3uatuukoTjtqNJ1z+w7BqZYTiK1BVZxkOI9O3VviKueaPg8gpaTI1T9V3stTxv3D7uWqRbegs5mkbqFDOsiwRQ03RARxTWF85nieXdLJZu0LijIFNsWKEHGcapLa6BreqOvEqmjYLRprAhXkOyRONUlrvIIIAbYEMphWv4ZzS8cA8FHdGpa0VaEInaUtYyjyRHmh6mYAziu+k6cr1/Jly1o+bVjKtEn3MCX/aEall2NXbfis31y6ZClN18tDga6HvuKKoLDgIuz23eMcmZiYHByam5t54oknSCSMTY0hQ4ZgtVrhzEdh3btw9C963P/4iY+zrGkZ4/LH9Sh/7ITHuH3O7byz+Z2vfFaeM4+z+pzFkS8eSSARAMCChSRJQokQv5z1S9LthutlQk+wrMmIZRnX47xR8QYSyUvrX2LqgKkAJPUk/1z5TwCeXv00Y/PG8tMZP2Vly0om5E/g6qFX8/Ayw9q62FvM1AFTefvMt6kP1dPH32fX7pl8y/myI/iV13o5bFycn3kQe2NiYrIrS1c/RmPzEgBs1jRys0aQvLyQRGMj9r79sPfulbr3jD7jyHWlk+n0UuTNSpUfXzqcl0/9Fee+96cebW8Ptr+dSwZO4rHlH7KqtQoAh2pNbd5/snUZDcEdwvln3RZqADPr1gCwpauRxQ0bGV8wEIDXKuawuqWK1S1VXDPsZJY0bOLm2f9BEYJ3zrydO758no0d9SxrquTDc+7kl2PP5pz+E8h2+nAeXjHJ7qFnLEy6z+/hAFg0CyE8GJmWb5RSdu1tvcPKomz8SUNxqApqZwR7WwRrQANdkhGx8OLSPzBsfN//vxETE5NvjA0Bw2zXZ4swKrMIl8WGqrjon/U7+mT8BiF6au+Fzn4pkWxzsJ6WWCdxPUlbLEyeMxuAhG6hJebhrIKfURPMY0tXOmvqi/ioto2lgXXk+juwqToRTSeu72i/M5bAI1wUODtIs4ZpCHuJaza6EnZ0oWBVkvhsO4Luj88uo9TfRqm/jWe3fsb1ix5JZZsMJdsZ6i8DYHBaaSoeQY4j6xsVybajS7HHj8k3R2amEe9o57h6AEOHPMbAgb9P/RswMTE5+DQ1NZFIJFA0DYuUFBd376APPQ+mPgv5w3vc77P7mFQ8CafFSUe0gzUtxqKiPlhPL1+vHveWeEo4p+xMTlimM3SLjsPi4PEVj6dEMoA0e8/3fj//DjcXHT11LLuXQH67P1VmUSz0SjOeubxpOce9chyrWgzL5dpgLaVppWQ4MnCoDgZmGIsdl9VlimT/o1xckIm6h+lkgMPGvAmD6O8+fKw6TEy+i3R0bgYpEZEkWRmDAbBkZ1N4//1k/fCa3e4fl9+fvn5jM3VVSxUdsRChRBSAdHvPGLf/OP5ayrcFOGVJLX6p8vHWJSmRDEDbJe19JBnHphhrne3zi7JTSEcFgde2Q08anbNDG7ll1jPcPPs/AOhSEkrEGJljzCujcnZkJujty8NrO7BJyQ4AJftYvtcIIawYItkLUso396XuYWVRlpXn49Uld9PRGmT9ylruv/MNMgv93P/o1Ye6ayYmJsCP+kxldv0fSFPmEdC3cv/6tfywz81k2LL+a73PGpZz5+oXcal28uzZVATquarPJAZ6VrIhuJyOWDb/3PICVksMnyNOwJqgLRkjPUNgVY1Ficdi4aKSy5jXtJoPN28iIlVGFVaT6wwiHdBo82JVRrCmaxtSQqYrwQDvDqsgXTQxLGMbANVBB2q3eyfAzKYN/LT/Tzklfyxp1oMfK2SXedLkIDBi+BNEo9sQwsbyFd8nGNxIn96/JCfnxEPdNROT7zzl5eVMHjiQzPsfACH4UNMYffrpjBs37r/WS2gJznvvPBrDjZxUchKfVn9KoaeQP078I3fPu5uEniCqRUm+/BY//FxHE/Az/xa09J5KxveHfJ/aQC0za2fSEG5gYePCHtdVoZJpz6QparhhlqaV9rjeHjOsAqLJKOFkeEd5tJ1oMsrH535MUk/itXm/9hiZfDsY6/NQcdRQgprOm43t/G7zNkZ4nbw6wtz8NzE5HBgx+Boabr4NZfY6QmcGmDe1hbHDb8Ri+e9i0uMrPuKhpe+S7fJhFSr1oXbunHAhL66bxcaOOjLsXm7+8FGefGkZ9qROXmeUf0/u+f8+1+XjooHH8mXdWubWr6eiY9tuzzm6cDAz64wA/w6LjZKdLNmqA82p41UtW3vU+2jLYu4+8mJuGHkaWc5vftN/P6nGcLfcU/nXRhi73k8B66SUf9nX+oeVUAZgs1vJKUgnpyCdo08eYu7qm5gcBkgp+ahuBRuCWyl3thLTwEYj9VEf67tWcGTW8cS0BG/XLqDMncMRmf3Y0FWPFZW/bZhBfbQRgFAyxpakcbw50ERSLEMVOmm2VkhY0QGrIkl3RAgFvCSkRlPEQx+vlZ8PuIqBaQPItmUyr2Ut2ZYYsvv9oEkFiaA90YrEEMBsRPnrmp8ypfBoFtX3ozpaQZpXIITkkrLJzGxsIJwUtEQ7WN6+jX+uuJd7xp7OWb2G0BJrJKqFKXL1+ooROdDja77nDgUORwEA4454DymlOd+YmBwGxDZvpuO11+nT1kZX2BCZbNvqWbJkSUooC82fT3T9etIvuIBmvYtYLMT0us/5cttcGsPGHLO4cTEA24LbWNy4mLhuxIlpijTR1b0fsqSvwG31cP7sIJvzJEv7KUztP5XLB1+OlJKlzUtpCO8er1CTGs3RHQuUNza+QUV7Baf3Pp252+amyofnDKePvw+V7ZUsbV5KMBHk7HfOZlTuKB4/8XFiWoyVzSsZnDkY1yHYpDE5OLgtKm6LyrUlOfy4ONuca0xMDgNkPE77a6+RrKrGsnIbOqCurqPp5I10dG0lK6McraODjtdfx3XEEaiDB7GxfRtKUuPBle9T2WHMDc3hzlSb61prqOioA6AtFsCqSCI2lXa3jU2F6RxZ0UJBS5D3xhSTn5XHI8dfS19/Pl6bk3n1G1JWZDuzvq02dRxOxjj+9du5YtDxNIY7WNNtnaYguHHUGcypW8fqVsPK7Zm1M3hj41z+ccK1ZLt8VLTXYVFUevvyvsFR/drcihGjbOeJMNxdvj9MBC4DVgkhlm9/lpTyw72pfNgJZTtjTiQmJocH79Uu5561L+OyJljtdjLck4PD1o+B3iKG+Y0MXc9vncm/Nk8HoMyVS0WgGS2hoqEAEhUrqiK5fsCJdGlBMu0O1nT1I5CoJU4CVZHEkxZ0XdIWcaHpCYb568lxhAgl+1ERaGRg2gCeq34Dhz2KlNCZcNEWddEVt9PL66CXcxSbA7OwqpJh3jr6uFuoDW9lZscommJpeCOljEgv4vTCU+jvaeS8GTU4HD40XRBNSD6sWs9RBdncu+5XJGSCH/T6BUP9Y77RsZUIUyg7DDDnGxOTQ49MJtl64UXoAcMNsikri2Tv3uhjRnPMMccAkGxtpfqaH0IiwVsL/8MX+R386pUYRX5YfoWKYlfRpU6pr5Qzc84ky5HF/Pr5pNvTU5ZeXwxTWF+s0pAuueyzLk5fKEkIuObnFkKJEG3RNlY0r2Bj+8bd+qigcH7/83lt42up4MkAq1pWpVwst/ObI35DeWY513yyw30nKZMsbFhIS7iFBxY/wLSqaYzLH8e/TvrXgR7OwxIhhAOYBdgx1iGvSynvPLS9OniYc42JyeFB82OP0fqYkSVZd1qIHpFH8vRR5Of0I91vWH41/ulPdL7zLjG7lTtvO4srH/+Efg0BtNPL2TYwBzBEqpvHnktLxAh9VZqWQ12glaTUiFtVbrpyDAGXlYxgjMcfX4ACdLpsbJ1UzMb2bfT15/OXJW/vUSTr7cuj3JPDB3UdqbKueIS/L3+/x32n9BrNlUNOoNSXy7XT/5EqDyaifF69Cinhyo8fQhWC18/4DQMzig7kUO4367//2IsD/30tHPisl3OAr/3SPayFMhMTk8MDRUCmI4TXFieo2/m8oy9XlJ3NWYUnpO7JsqcBkgJ3J4rajNvqI6i5QFPp78shRD02SzMzWl/k9PyzeHzzR4AkFs+gKK0Ti6JjJZ9FNRaKs9rJdIfJdQQRAjRqeLLyVXRdYYC3jMpQFboUtIZcqEKjNK2TQCLMU+tWU5RupcjZTLGrHSkhrNnQLQoirBBO2rCqTqZ+eQej/EHO6bOJBY2lFLmGEHKo/GToRKJamIQ0AmsGkp17HpADjOl5aWJiYgII0eN92JqZydYRw/n5ddftuMXuQHg9yLZ2KpRmMlsltiQUt0BJ0E5O6Rjm1s9lWdMy2qJtDMocxOy62bs9Si/IhkgTDelGuOWZwwRhm84HWz5gXv08njvlOSyKhaSe7FkPndcqXvuvgodAkOPK4eZZN2MRFiq7KgEjPprT6uTY4mPJ9+TTGjEybG7/+R0hBkyWUga7Y8fMEUJ8JKU0U9ubmJgcPPSd4k0KSeMVZYwadjF52aNT5ZZsI55yq8tCTXMdhW1hVF0ypqoLcdwxLGrcSELXeGDxm9w06kz+vOSt3R6TU9yLjo5thO0WOt1W0kMJZg3OJdaxjZu++Bd+u5vyjCLm1W/YrW5dWwO/uu8tPvjRhD3KPYpQkFKnNRrgqJd+jUXZEXd3VE4frIrKJeWTWN2yFYkkKSUdsa9KZnVo6RbF9jtw/4HEFMpMTExSbAnV8o9NL9LHU8yPel+YWghkO3XS7DGU7pf04LQBLN8S5c65f2RCel8eP+ECziw6gmCinektLwPQO60LLTKCXx5xIh0EuHXVk5Q54ggBr239FBsenPY2FDt0xF3YFSvuzn7E2uux+NzgiFEb9eNWYjTGfUgpmLVtM/0yY6RZY1iEhdYuN1neRtzWOG5rnDEFVVQH8pESdBSiUjCjpR8uJZOkJ4BDtdEYa6A9ESApN2FTJRPywsxvX4vdbuPOhQq1oSBXD5tCXLQz1Pff4+EcECRI3dxhNjEx+e6g6zrvv/8+jY2NnHnmmeTkGDvzQlURFktKLCvQNcqHD2fD2CMAKHvtVexlZfR66y2ufu4MVmQbrpmF3jwuzz2DN66/nhNf3xFnsKqrikzH7lkFjyk8hll1sxAIpo9SWVsiaN0pXFhHtIPqrmqQhuiV58qjPly/o//oX7nDUeAuYFtoG338fXq4YQJsC20jKZMUeYqY+NJERueMZnz+eM7oc8a+DuFBY93A8ovZZZe/fP26r72YkYYZ3vZUkNbuj7lfZGJi8o3Q3Lqa9ZtfIz97DH17nZ4qF2536lgNa5RaRhG/7Z+smzef9Aumknf77WT//Oe8l6/yj641hB1Wfv7jifxrtcI1t9yKt6uCufXrAdCkzlOrP0UVCprcIcD57W4iScPtX3o8/OzqI/CGE8SsOwSt2bWrU8kAXBY74WQsdS2mwpMn9qcoolPr6pmDsZcvjy2dDeS4fCxsqEDfycI5x+ljadNmsh0+fvDp34lrCU7rNRaEIaCZ7B1CfkNRpMeMGSMXL178jbRtYmLyzfDPza/wccMs43j07wgnE9y79g3yHelURReQYann7MzlpNn688Mvx9Fl1UAXrDnb8JrQpc7tq3/Ltsg2FGGlOZyB3dKFTdVIaCodERvpzggxXSWhuXHaeu5qhGMOAnGVzogHhx4jGbfgTg/hsmvoEqIRK8NymonoAh0FPV7IhvYEw/PqUBWJlAoXF96KzjJWdb5IR0KnLpZOTTCToGYF4Oz8CWwIVXJUlpOovoX1nZmsCTZgE1bW1qchBAwtaAQh+V7+JK7uNfWAjrEQYomUMuXP6ehTKIvvvXaP926a+tse95rsGXO+MTH5dtHS0sIjjzwCwPjx45kyZQr1d91NrKICJS2N0BdfgKIgLBZc48cRmmVYhPkvvoj8O+4A4I2KN7hr3l0A9E/vT0V7BQpKj6yUYAhdu7q02BRbKmbZzsc747K4UoH499TGxIKJ/Hj4j7lj7h1s6dyyW/0R2SOwKBYcqoOEniCpJ1nZspKEntjtmXbVztyL5mJTbXs7hHvFrvPNvtItku0pbsw1+yOWCSPd8BKgL/ColPLXX7etg4k515iYfPtYuPwvtLStRgiVKZOeIDx/Pk0P/gX7wIF0vvMOJJMgBO6jjyY0a5aRAdPpZOCypYDhvnjy63fQGg2QbncTTERJ6poRE5meKv+u5zujItB2uZrXFiahKrT6dmS/9dvcdMR3rI9yo5K3j72Bv3Ws4I2KuSSkBoBFKCSljgAuHHAMK1u2UpqWQ22ghWAiQmVnIx6rg2C3CLed28ZN5bJBx329wfwK9neuOVwxLcpMTEwAiCeTHJs9lsVtq/Go6by6YR3vtr2FqiZZH7CQSPo5IXMzNhEnmljNBSVn8HRNI+N8fVjcWsmspvVcUDqeOwfdwZyWL5nbvJHm6CqE0JFILGqSNAfYLRoWqdMu4yTjgmx3kLhuJ6RZ0NCxWBTstijhuI2ktGHR4jikjiIkw3PrsCgSRViQeEg4qjiv11E8s9FKUVonE7OP4Nj8ATy35WHiMoZDleTau2gMe+kKuJHAP9evxJZQaI41EtcUGkMdpNncxJUY+RldtHQ6kVJFiCT5juyDMvZm1ksTE5PvClLTSE9LY+DAgdTW1pItBJtOnkKiyghKrBYWGjfqOjIeR1htKB4PSInv7LNp+utD2Pv24dzTz6XIW0RFWwX3L77fqNItktmEjbjs3sXfw7Jl503iuB5HRUVD63HPdpHMZXER02LkufMIJ8K0x9qxKTb+PvnvfLT1oz2KZADLm5cDkOXMoj3Snmo/zZpGV8KIZbNdgMt352NRDsuv5PfQUySj+/we9sNFRkqpASOEEH7gLSHEECnl6q/dSxMTE5M9oOkJiguOIRCsIc1TSsM9f6TjuRcAiK5ebWT/khKkJDRzJq4JEwgvWoTvzDPo+vgTomtWk3n11bx39m95v3IR721eyKqWqlT7u84uu54rQkHvtjDbLpLtvPEyZnMra4v9tPocWISKVVXpjIc4vngYn9WsBOCyiWeTPmgwH7zwVEokA0h2tyuBlzbMwqZY2Ni+DV3qJKWO3+qmIxHaqS8CKaF4p6yZJv+dw3JWNjExObg8O2spD7z3BScO78N6bw4tsTYisdn0K9IAidOSRJUJZrf1Z2KmhYH+sfys+BpuPMJwGTxm2u8IJWNUh1p4aMzlTMw6mhe2zkFKQUJXiCcVEroVm2rE/pISOiIOennaUARkWK38cejtvLh1Fu/WLsFq0bAoUTp0CCccZDrDZDgiWIWGTdFoTdhBRFAFNMQ3Edc8bOnIYojHRU2olbUdGXhtdtxKCI+ti22WNAJ2G/UhH6oq8bhCRPUYCEmhT0MAwYQNHZU0d4K6oIscWxqL6rs4LjuG02L/xsZeYma9NDEx+W6QaGhg6/lT0WIxCm6/jW11dXzS1sYZ1dVsd0SR3ZkuhdOJa/Rocm66EXtfI7By09/+Rus//wmAc8QIxhWPo7py+W7P2S6S7YlfjPkFOc4c7l1wL+1xI7j/riLZzmwXzOqCdYjuIDE6OnE9TkOgAZtqI6599fNaIi09zreLZLBDxCvyFDG7djbHFh/7le0cIkr2sXyfkFJ2CCE+B6YAplBmYmJywFiz4Xmqtk6ntPB49PYu2usXom+qJW37DaqaEsns/fvjO/NMMq++CoBkSwsbjzk2tWGT+5vfcEnRGP66qGcMMgWB/hU2ZOUZRfzp6Ct4eOm7zKjZkegltXkjJcesquf90cbmkI5OJGnMRRs6tu1oSAjWtFTjtjqIJGIpgWxX4rvE09xZJAPQpaTMm8Pcbes4unAwqtLTldNkd/6rUNZtGv0DoAj4WEr55U7XbpdS/uEb7p+JiclBYNaGjZSdUMVW90YKFChRk1Q15VDVkEFZbht2q4ZqC+AijZWxsznefylCCOY1b6A23EofTy4rO6rp6zVSDv9s4Sus6QiT5bLQHrbRx9+KKnSaItl0JSCWtOBRfKAEiGsa4zPHU+TM5czCTGpCdtYEwoDEZ48ihMSqaNiVJF6rsRjxWiPUhNPxWmFy3sl0BetJ6EFKfBu4esEX5Hu6UJPpjPYaYVD6+prxuhL0T7YiJaxqKSDHmk91uAmHxZiUFATRuIVoXMVmkzTEgnzQtIDaue08ecyV39zgS8AUysz5xsTkO0B07TqSzc0AKI/+g1Oqquj0+UhYLKgJYyNFb28HqxVLfj7ZP70Be9++JFta6HznHVS3B4TAkp2N6vcTnDWL/F/+jdLzVaqzd7xKd96xt6t2/HY/jeFG/HY/Fwy4gOquar7X53u8sO6Fve57eUY5Z/U5i9c2vsagjEEc98pxRLTIbs/b9XxI5hBWt67e47XtzNk2hy+3fcmyy5ah7hSM+TCgGij9ivKvhRAiG0h0i2RO4ETgvq/b3td4vjnXmJh8B2jZMJ+S3y1BV5dRENMQMY3QuNwdN2jG9381MxP30UelRLLO9z9AD4Ww5OeTrKvD3q8fAFsvuJApJYKPxxQTsWzfNJHYhEq829Irz+WnKdyJRHJuvyPplZbLpOJhLKzfSDDZ0wUSIbj5+2MNqzZIxRhzWmz8bMTpvLhhJg7VyidblvLnxbsnCdgVh2LF7/DQEG7f8Yhd5putgSa2rm0iqevcMeHCfRnO7yT/n0XZPzFMrBcCDwshZkopf9597RzAnExMTL7FNEUC3LHsA9QBUWwWY5FiUY0diQkF2cypb8Vu1XCIOKdmrkRRJPXJJby8dQVH5/yaXyx9Bh3Jj/qeyF3DzqXUbZjzNkS6CMVt+OxRslxBbGq3GCViJKWC3aIjlFqsqnH+0bbV9Hc/z5K2Z+nnFTTE+jE4rRanmmBlVyFR3UZYs5LQFSxCR9MFwYSNjpjCew3PYvNoDHM7CWm1jMuyUh3NQKKwNlCKS+1CFwoIsCpJJApZriDjfN+jtzPMpsAGKpqaaOzyIq0gpY7VruHzRBECbHxz1mTbMV0vAXO+MTH5n2bOnDlsrq5iYO/epFVWkllbC4AvHEbx+9G7BTQAEgkSlZVUXXElxY89RtuzzxKcMQNLTg59p09D8flQPR4SDQ1kdknuezrJhb9W2VNasJgWozHcCEBHrIMvar7gzi/vJKJFyHRk0hrdu4yT69rWsa5tHen2dN6tfLfHNati7RFzbOeFSVyP87sjf8eMmhnMrpn9ldZrQoj/mknzEHEre45Rdut+tJkPPNMtWCnAq1LK9/ejvX3FnGtMTP6HCQTrWLvxJdwiAzXY08oqK15IVGnukfFSa22l7amnSTY34z/7bLb98pcAFNx3L87Ro7EVFSE1jWRTE5dvCbGi1E9lfsouLSWSATSEO1LHL2+YzcrmrbxbuRDbV7nW7+GdH0nGuXn2f1CEIN3upiUa2KvfO64nuX7E91jWVMmSpk1UdTXvMfQAGGLcdwEhhAOYBdgxdK/XpZR37m39/8/m7ggp5cVSyoeAcYBHCPGmEMLOHpOUmpiYfJt4bNWXzKjfyOfNNWyryaCPdTA/7n0VZxeexupGB6rFyLzS19lML1crpY42cqwBmqKriWtNqRdtjsOXEskAruznYUrJNkrS2kizx+iK22iOuGkIOVG6X9q2lCWXRBUBPm18EzDcEP0qZNjCONUE2bYAEogkbSxpLaI96UITFhxqggxHBFVJApLmeCcACV2lIZzGURl9yLB30Jb0sqqxkLXb8qjt9NMaddEWc/Ji3XskaOOn/abS2pSDPenkyJxShFTQpUJnyMko5zAemnhgg/nvjkDqe/58xzDnGxOT/1FikQjTp09ny9atrM7NRfH5yLv7bjJ/9CMyLru0p0i2EzISofP997BkGpkrLVlZWAsLUT0eABqOG8yM8/ty3XVqjwXHVy0OAP4w/w8pS7DQLq4pe0N7rD3lggkwNncsivjqr9MV7RXcu/Bebht3G0OzhwJwRN4R+O3+1D1ptjSeP+X5/9rOoaA7YP81QBWG/XMV+xnIX0q5Uko5Uko5TEo5REr5uwPU3b3FnGtMTP6HqVj0LK3ta2ly16Kl2fCedBJ5d91F9s9/TnTt2h4i2c50vfsewuEAiwUUBWtBAbaiIgB0Ifjspgt59KzhVOZ591h/VxpC7bxbuRCApNT2SZySSDSpE9opA6ZVqAzLKvvKOjqS3859gWJvFj8deToCQYbDw/DsXj3uu2DAUfxq7Dl73ZdvOTFgspRyODACmCKEGL+3lf8/i7LUX1RKmQR+KIS4A5gBePa9ryYmJoeK5lgLMS1GkaswVbatKgSaQEhJWFro7LKxJTiDmNbClLIjeKchSVIKNkWzqI36yXH4cNsHUGTrTR/vYF48spi51ZVYEjZ+tvhpJucNZXRGAYvb38auglva6Ew66Yh5aY85KfW1IgQUWMvIc6ylKxlgYWsZw3y5hPVWknGF5piHiIjRGE3DaYkRlnZ0HVojLhQhSeoqitAJxV0o9gjBhA1V6KwJecl2ummPZqEnE1SHF2NVdDJtIRpdXoSABBaqO3w4rBoWVWd263J+N+ISZl/+AyyKQqbTRXMkxIaORqJ6kuML+h2cHX7TogzM+cbE5H8CPR4nuno1jkGDUBxGJi990yaKqmtoyM+juKYGvauL+NatBL/4HPfEoxBOJzIS2dGIxYL7yAlonZ1kXHwx9v79cR99FHGhp6zBfjv+t9y94Pes6buV7fqGwLDK2h482W1109fXlxUtKwAjkH602/1FIIhqu7jCfAUWYSEpd1gmKCh4bB46452saF6xx6yZOxNOhnmj4g2eOvkp6oJ19PL1IqEnqGirYGvXVsbkjiHXnftf2zhUdItiX1sYOwwx5xoTk/8RYps3I2w2bMXFqTLbB6tQJlmwbw6gBOJIqdP1wQdITcM9bhyhmTN7tGHr2xfFYcd99NG4Ro6k17vvEF26lJnWIK998jCXDzqOUDzKw4nNMCA9VU8VCrqUqY2Zkdm92dBeRzgZQwC9fLmsaqlCYLhVRpL/fZ4AsCkqcX2HhVosmcCKiqooRPUEK1u27lZn10ybT6+exqJL/8rw7N747S48Nifbgm1UtNXisNgYXzBwb4b2oNOdZfkejBiY1cCt+7MpAyCNzD3B7lNr92evV13/n1C2WAgxRUr58U4P/J0QYhvw2L521sTE5NDQEG3k9lV34FE76esp5cpev8Fj9XPxsFHUf7yR0yd9wqaYn2a2sDVk+LYP9JZgFS50GaIj7uPRqin8c9w1DFJ9LGuq498Vi5BdCg+8Pwfv4A5UX5wlbZWcWTiatpgLny1CnmMUG5pqSUiBkMnUhn97bAO93NtwquDUY7xbIXji+MtojoV4a9t0rEqSlqQXmfCSRJDULAghiWkqm9pLsalW2qNJuuI2bIqbeFJlaPY2bEqCdNs2yrwxklIQ1azUhDIJJ6y4bYZraY47RFvIhyKiJHWFRa2bGZvZJzVW2U432c7eB++PI81g/t2Y842Jyf8A237xSwLTpqGkpZH329vxnX469r59OSEeI/Le+xA3Fgtt//oXAPFNm/GecgqBjz5C2GzIeBzfWWeSf/fdhObOI7JyJbHNm2m6/wEW+Fp483wjhlehu5A1rWsAyHPlEYqHCCQDSClxWVyEk2FCiVBKJAMjkP5l5Zfhd/h5etXThJL/3aIsx5VDNBHtEYAfjOD/nd1WzP+fSLadFS0rsKk2evmM3X2rYmVw1mAGZw3eq/omBwxzrjEx+R8gNH8B1VddBVLiPuooiv7+MIrDQdGYM7Hc+QBEIiAhOG16qo7/ogt3BPEXAtXrpeTJJ9DDYaLr1tH2zDMkmpppe+op7r12Ao1pdmoCzRR5dnjNjMzuzbLmSrRdguova65MHUsgEI9w46gz2dxRz3vdlmVfRZbDiyZ12mO7BOBHoqOR0Hu67O8ce2y76qMi0JBEtASVHQ309uel7i/wZFDgyfh/x/RQ0S2S7ezmXwo8uW5gOfsrlnW7+S8B+gKPSikX7G3d/yqUSSkv/YryfwH/2pdOmpiYHFyklDREm8i2ZxFKhlBEBLclTn10I8s7ZjIi/Wh6FQW47bwKrNpmRgMvtI4jqlmwCJiQPYUpBaVoUseuWElKHQsWJj77BJ22ThS7TrrFBQhiHTacaXECEQVdt7GsrYhiVxZnF48irjcgBGQ70uljG8q89mW4bVa6Eg4Mmd/B5KJSvmj+iK5EJ4pMJ65HsCk6mhSMTjuFD8MLcNsSKAlJMGmhtQ0cDoFFVVF1BxPyN5BmDaMKScyiktRVElhY1FREXVc63yvtxZL2FfidMVQBPyk/nr+tnwbAyvaqHkLZIcG0KDPnGxOTbzHJtjaQEktmJolGIx6Y3tVF01//StpppxFZtYrs66+n+vtX7VbXc/xkCh/8M4lf/AJLQT5aczOWnByaH3yQ1n89lbpP2O30CUlsukpc0VjYsJBsRzYt0RZ+fcSv+cUXv0jd+6OhP+Lh5Q+jyZ6LC6fqJJgI8ty658hwZPQQyvJd+RR5i1jUuChV1hRuwqpYU+eZ9kxaY18d02xE9ggqOypTwtrAjIEoQmFt61rWt67f2+E0+QYx5xoTk28vMpEgUVeHtbSUZHNTyo0yNHs2oTlzsA8YgKN8IBa/n2Sop+gkbDYyr7yS7J/8BGGzga4jLBaS7e1sOfscZPcmjiU/H4DeTSEa0+zUBVo5Iq8/AOPy+lPq8LOutoKo3cKQzFI0XWNde+1ufR2d05enVn1KQk9iVdQeYtf3Bx/Pv9d8ljrviIV7zFd+q4uORPirxwHJ0YWDmF231vjdEPx89Fk8sOQtkrrG2raaHkLZt4B76BkLk+7ze9hPi2YppQaMEEL4gbeEEEOklHuVZfn/sygDUoHQrgOOwljSzQEek1Lunc26iYnJQeeZra8xo+kTylwxXGo+49JPpjk2m4jWxTt1rzK3+SkggU9EGO2Cung6Cd1GTIeIlk59NE6xy8X0hteY3jgbr6UPJa6+OH1NhKMqmc4QuY48LjtrAkER444V0xBI1gRn0c/fQn+PyrT6aWi6QAI1sSAd8Vqiug1F0fmitT8SyHBmcnKpj5ktxuLDpnaxsSObwb50Ts45lkc2zEO1SVQFjs4u5+3KWmx2HQG4rXFslghWZcfkIqWVLSE/EkFj0IffbkMRknJvOVtjq9ClICnj/KT/yWyLtHN+6YRD8efZBdOibDvmfGNi8u0iWlHB1gsuRMbjqH4friPGoXg8hJcsIdnWzoaRo5DRaM+gxYqSWuAIixU0DT0YoOqCG0m2tpJ55ZUEZ83u8ZzcO35LbjxOf887rG5bQ3OkmeZoM26Lm1fXv4pOd3sIHlnxyG4iGcB/Tv4Pl318GQBt0bbU/Wf0OYMMRwb/XvNvwIgZ1svXixXNK0joiZTr5X8TycBYvBxbfCzTq6cTSUaoDdTy1MlP8dza5zil1ylfb4BNvhHMucbE5NtH7U9uIDhzJsLtxt67N77zzycw4zP0cITan/8CkkljbtlD2BQlLQ2towNrfj4Nf7qXwLRpuCdMQLhcKZEMwDlsGO4f/ZDT86zM2zIdHcnHW5ciECQTMbJfe5Po0UUgJatbq/BYHbs9a1R2b2JanEAi0qN8SGYpU/tP5E+LXk+VTSkbxcdblwKkBLVdRbJdhbZspw+nxU55RhHr2mqRSNIdXn4w5CQ0qXNS6civN8CHjpJ9LN9nujMtfw5MAQ6cUAY8CwSAv3efXww8B5y/r500MTE5OGwN1ZBmiSCJENI2MasmwRT3SQTsz2NTJFImEAK2JdNY1zqe9Z35DHQPJa5soCMZ5Lmtb+GzJJjZ/CJWBSpDXSxsqyAzV+Gc9FZUtYXBviJOKjDcRkqy/dSGm/i47UncapyWeCVpDklmwkdL1IPLmkCTQbJcEaSEmCaM54c6+euaBZT5nTjUJJqehp0MBrjHcVz+SH6/cjrZVihwpHPnkMv4qOoBYjKO1aKhqjoSwbr2fISWJK6rNEX82GwxdKmQ1BVUa4jZzevRAlYKPDkUZDmZnDuSEnfOIf4L7YRpUbYz5nxjYvItIl5VlYovprW2EfjoI9JOPw2hKshwZMfrbef0vk4nniOPJDhtGoFPPiF03rnU33U3ybo6AJr++hAyEkFJT0dvb0fxekk7/nhUv5+HQpOZWTuTp1YZ1mahZIh5DfNSTUskCT2Rcr/cmQs+vKDHeZYziwxHBjeNvokHFz8IGMLZnRPuZFnjMlY0G26bO8cnc6iOVGwzj9VDMGGEP/Hb/axoXsGK5hU4LU7y3flcMOACBmUO4k9H/2k/RtjkG8Kca0xMvmVE1huWuTIUIrpqFfGtW3EfcwyBDz7oeeNO8433rLMIvPsuWksLzY8+iueoo+h46SUAut57L3WfcLmQ4TDOUSNJv/BCzgGcpWVs6Wzk4WXGfcuatnBMWydQZGzYhxNY09279XNpcyUVHdtS536bG4uqMnXAUZRnFqfilQ3NKuWuCRfxadUydCl7iGF2xUJMN+Yeu2rtca050smnVctQEGQ7fZT5cjiuZCjnOA6Hzf+vRTWGu+Weyr82QohsINEtkjmBE4H79rb+3qbXGSKlvFpK+Xn35xrADKpgYnIY8adVHzB15j9Y1W3+67VaiOpWpHTSGPGgJ928VrEYvTsmVlvCRVvcSVizYVMluY4uZjTUckz20TgVGOBNJ5CQKMKCRFDi7o1NsWMVFuwWY1EU1VpSz59U2JuTirKJJ6wkpIKUkGaJMTarhqPzKvHY4xR7jdgyQoBAUuTuZGB6M7FEjPZ4JjXhdLpiWVR1aTyxYT4Zdjdn907S399EVNZx15pHsQiBlBIEJDQVTRe0RBxs6MhlayALq/CS78gnqSt4HDAmvTdWRSPeZWXDCifXFlxweIlkYAhle/p8NzHnGxOTw5jwokVUnnkWjfc/AICalmbEfFFVw1JMCLreex8Zjnx1I6EQ9rJS1KwsLNnZ1NrDaL2N7GJKWhr28nKAVLZLPRRCCxpuNLnuXE4uO5lC+39/j+/sMrkzWQ4j1oxFsdASaaGivYJpVdM4ofSEVNyXu+bdRXusfY/1d04A8L3e30sdj88fj9L9tTqSjDAwYyBXD736v/bR5JBizjUmJocxejxO7Y03sfXCi4jX1iKlTGU8FjYjJ4eE3UWyXYguXkzaqaeC1YolLx/hcBoXFAXXhAmgqiher2H5DCQbGlN1T+k1mrOTO2J76arCMycYbphlDQHue24J+dK+x+cGE1HU7kzGEklLpIunV09jQHoB2U4fAKtaqrhtzvOIPXzn3y6SAeQ6faTbDUEu3e6mT7dbpY6kOdLJ3467hnTHtzoXya3Arr6m4e7y/SEf+FwIsRJYBEyTUr6/t5X3VihbunMqTSHEOGDxPnXTxMTkG0GTGi9XP8uCtg/Z0FXP61WLaYlV0RFbhkRgUQdxXb87KHE6Ke7TQlPMQ3PcTUcyA1WRWIQOSDLtVn4z9BSOz+nHWN8m2mLT+MuGx0lok/nFgMe5c/Ad3FL+I2JJWNmZTl/v6VgtE1nftQWAdZ2f8GrVNYzP2IyuC7qSTuKa8YqxCg0hwK446IzYUYVOuk1gU3QUAccV5pNmdSERFLszyHZ4uLj3GDoT7XQkN2FTNNxqjFWdm7m8/xCEbkHTBJGEBTXpp63Bj6JZ0ZOSQqeHlkQdJWkdOC1hNoZWUeprpzS/jf5ZmfTPyfovo3kIkCB1scfPdxRzvjExOUwJzp5D3a9vIbZhA21PP43W0Unbc8+DpoGmUfT4Y6Rf9f3dK6pqj1PXhAlkXHUVarqf90taOH/dL/nZ+Aqy//E3+s+bS9mzz2AfOpT4pk3YBw6k68Ff8kFkIQktQTgR5qxXT2VR2/Kv7KfYxZ19u4BlEZaUuCWkYFDGIPr4+nBU4VG8X/l+KjhyIB5ga9dWBqQP2PErYPwOqjB+KkJhZdPK1PXPaz5PuX9aFStn9z17b4b0O4sQQhVCLBNC7PWi5QBjzjUmJocpWiBA3S9+SeDjj4ksX07X+x8QXrCQ+BZjzeE98USKHn0EofSUMoS7Z5grNTubnJt/hXvCBEgk6Hz1VRruuIO0s86i38wvKP330+TddSd6IICw2XD88GpmnDKaTR31ADT95S9suvbHiJ0s1NrcxibMlvw0fnvxSPqEd1xzqqmkupxSNhqbajjvDc4qIcuZxgUDjmZVSxXNkc7UfZ/VrODi8mN79Ht7O0r3XJbu9KYC/QfiUbZ0GGKeAI4sGIjfvrtV27eJ7oD91wBVGPpnFXDNAch6uVJKOVJKOUxKOURK+bt9qb+3rpejgblCiO3mbyXABiHEKqMPcti+PNTExOTAsbJjMV+2fEKxV1Ke1kahp5XXq97Ea2mmj+rBbrFx3/q/EZUa2ZYoHksMRYCVKFbF+FK/JeTlvKILOL1wHB9unURvexuBpJ0Wm5u5LZtZ39XChKwc2mJhhqTXYFM0lnZsYnnHOiRW+tpHMii9AjBEMQCJoDbqozNeSFVIEtGsTC44hprQG6iKJEmCpoiLEleSMVkaV/gu5J2aVbTGNP4+4UhGppcys2kJfdwjqA5XEkk4ybb5GOjtjSaX47XG0VGwWCw8N+UiblnyHo2JZmqTVQxKb8VhSeK1RgkmjZ2e0jwL/zj18kPzR/r/+O5aj+0Jc74xMTlMqb/1VpLNzWCxoLjd1N9xB8HpRkYxS3Exrf98gsiSJbtX1Ha4jFhLSyj999O0Pfc88Y2bqD3JWOg0ii4aX36BrMknARDftAmAaMUGbqr5G4EmjdcrXifLlUWr1gkChC6Ryg5RTBUqmtQ4rvg4ljUtS5VvF7AGZAygLK2MW8bewpy6OQzPGc4Ph/2Qyo5K8lx5ZDmyiGkxIskIp/Q6hfcrd2g4Gho3jrqRmBbjsRWPoUud9e07AvTHtFjq+L5j7uO4kuO+9jh/R/gZsA5IO0TPN+caE5PDlPaXXyY4zUi6JRwOAjNn0vzYP0DXUTwekoEAtTf8NBXrcjs9LJkVhfzf/x7X6FFUHDmxx31db79N1jU/wJKdTaKqyqgbjfJx4xr+tmQzzuU2JhQMZFjHRo4Kxvnp++v422nlqdhnmXYPrbEgQa+DXiMnwjJjrohohktlut2Nx+bgseOv5ZUNs1EVhWem3EixN4s3N85jWFYZWzobiGtJevvy6O3L79G/0rQcfnPEeVw/43GCiSiLGzelriV3ir85OrcfT5/8s/0Z6sOGblFsv4SxA83eCmVTvtFemJiYfG3a43HyrWEGOmqQQqMh6adLc6IKiGpxqiKr8NnAlrSQ1HfsvLgt2US1emK6yraIl5mNK3lp6wouyk/iFHGK7e30ymylIZpOMNFJQuviuNxhzG11kpRBuhKdeKwWknqCiDKNJZ06fd3lbAkHSEgLFiGxKoJBaSOxyhDjs0awNvwufXwdtMUdRDUrsYSbTNt61nQ2sqptK0m9mkJHkL+sXcZlfc7h4Y0vIRA0hzLQpEKRUsAJ44ZwfMmXrOnaCGi0R4NY7QlUdwOZWhyEJKarOEgSTVppCHlJV2LcMnr3bGuHDfI7az22J8z5xsTkMCTZ2oqSlgbNzQhFQe/sJPDppzuu19SQrKnZc2VVTYllicYmtpw/NeXmcsFsHXcU+m+TuFxRkp2dqG43vrPOpOOll1kywErAbtRd2WJYcKmKSnksk9W2ptQjJhVNoj3aTh9/H9xWNzNqZqSuKSjYVBtrWtewpnUNNsVGXI8zZ9scevt6c9e8uwjEAynXS4Djio+jNK2UG2bckGonlAhR0V7xX8dpfN54ji85fm+H9bDn0R/PuBgj81gJRryYW69/fPJ+LWaEEEXAqcAfgZ/vdye/HuZcY2JymKIHQ4Yrv6oio1Giy3ba+AgGCc+atcd6ak4OWnfmZXSd1n89SdMDHbsJalgsJFtbseTm4b/oItqeeRaZSPBML8OSK6LFmVGzkhm9oPPSybzl35GQxm93Myq3L53xMCeWjOAfKz5EsGPP2ypU2mMhXqv4kiUNm6jsMvqztbOJIwvLeWLlJyjA9h718ucydcBR/GftZ1R1GXNaTbCFuNSIJGI92t4Zq6LyuyMv3qdxNdk39sr1UkpZJaWsAiLsFEFnp3ITE5NDQGciwCObXmOMawPF9haKrO30szUQ0Sw0x920JV34LGEGuOrp5WohEE+jLe6kNeokqmVRF/PTkvAywt+Cx/YFTstypreeQkxmIAS41AR59nZ8se+zpm4k9cHXuaHf/cTiBXTGjFe8S43jtcbwWhPUhD1kWjqYlLYBl1AY4R/K6uAXRJRFPLDwU5pjjYDEJgRxzUJ9wE5H3IgVUBvtoNjVgUNNMsRXh6Pb7Fgg8NqilGc2YHOvA+DcknEoKKRb07hv1IW0J4JEtTgSiUWobAv7WbiplFVVhURbHLQuKKK3q9ch+RvtDULu+fNdxJxvTEwOTxrvu4/45s0APTKE7RHLjn1YNTc3JZIpXi9Eo0RXrSK2cSOuiUfijcBFs3RGb5JEV65k47jxVJ55Frm/+Q3e004lKhK7NS91Ha2tOwOlhMnFk/mi9gtWtKzgzU1v8ty654xnd7tJ6ug9YovF9R39z3Pl4VAd3U3tePGub1vP2LyxlKWVoaBweu/T+cHQH7CqZRVgBPLfE0cVHYUi9jayyeFNt0j2JEaQZdH988nu8v3hIeBmdqwVDzrmXGNicngSWbWK1n/+0xC3Eru//3djpwyXirU7NmW3u39k8RLimzfjHj++ZybMZJLqy6+g4ogjiG/eTMnzz4HTiUx2xwXb6Tt4s1Wnw2W0m25zU+jJZFr1chY2VPDHha/SHgsi2ZG/PrGTxdd2kQwgpiV3uGaqO1xEFzVsQlUUzut3JABl3hz+ecJ1rGmpQuuelRShpNwwt5Pu8NC7O1aZyTfDXlmUCSHOAB4ECoAmjIlyHWbQSxOTQ4pDseNUnNTG00m3htERRHQbSSwENTtJqZBtDaAI8FsiZDpiIDSSusL6YBN2RaXIVYgFY5c+2xGir1sly3sNzeEPqI1onJu1mj42I6tXQ/htauMqPkcVPgdUdAzHYlXR5DoEKlvb7dzdbymqkPgsUVZFO7ErFrriDnBo1AXT6OXxkqYWsDXaiKYrLOsowm2Nk5QqA7UOrCKMw+bEHrVwdvsJLHpjNS3nVmNJk1gcXcS0GJNzR1AX/piKwGJ8tgmMTJ/Mlb2ORxWCc4qPJJyM8/qa9XisNvwRGwOOycbr3HOwzUPOdztw/26Y842JyeGJtajoa9VL7e4rCnKnXX3F4zHixug6ycYm4pWVqWvxzZtJNDQS+OhjjtIkqq4R/PH5vLrpDQIuuKF+ECxeRcXpCpoqmFM3Z7fnKkLhuOLjWNiwkK54FxZhSWWvVFHRMBYzK1pWcNmgy1jbupaPt36cqr+xfSMnlZ3Er8b8ip/P/Dlbu7ZiUSzcd8x9fLL1Ey4ccCFOi5OqrioW1C9gRM4IQokQp/Y+9WuN02HKPYBrlzJXd/nXsioTQpwGNEkplwghJu1X7/YDc64xMTk8sWRkIGy2/39DZjuqCt0CV6LWSGhmHziQ2Jo1O27JySHjyisIzpxJvL4BujM1o+sEPv8ckhpEIvzhxeVsnjKBl3J1AlqMvp1Jpr6ylEWXj6Ix3UUgGkLf2oDI8/Rw+y/PKCKpa1R2NqLJPev/PruL0rQcLi2fzIvxvuiV/0GRcWLd7ppXDJ7Mx1uXsrmjnoiW4NLySbTHQhR7sjil1yhCiRivVXxJWVoOCT3J+PyB+zq0JvvI3rpe/h4YD0yXUo4UQhwHXPrNdcvExGRvsKs2PFYHn3QMYl5XL8b6XTTGoTEqkSKBIiT1UR+6VGhPuIlocZzd/+slgohmY4x/Au/Xb6PQ0YJPCYH+AavaJXHNT3tCp8QOuoQkgnYtg4quf+NVooRlBjcNPIOX6h5Bk4Jg0k7CGqIt4SbbFiQibSASJDQrIc3OwLxmAnE7q9tt6FThtieRmhdF9xLVOtGlQk1kIMXuDrZFbMxu/SeJJTaUFR7i0oLlWp1Q0sby9irGZvalIrAYHZ11XYsYm3ki1/Q9KTUufpubn479tqRIFqbrZU/M+cbE5DDE3rdf6ljNz4dEAuF07tndMpncrciSk4Nz+HACn3wCGJksm//8IMJuN1xsdq7usrPsnpvxdZ9PGHs2cxsDdHoFSPh70Xomdqk445Kgs6eF2HZ0qTOjekYqPtmk4klMrzbiqWlo9E/vTyQZ4f5F9+/x913WbLj6zKufR0yLsaplFU3hJsbnj2d8fioGPCVpJRxddPRXjNq3npJ9LN8bJgJnCCG+BziANCHE81LKg/2eN+caE5PDEEtODlit0C2UWUtLkfE4yYYGkHvYWd7DfOM780yadhLKut56yzhwu3eIZNurt7UTnDkTgCLVRc7Zl/H8F08Q9thY73Rwyw8mMHRjI43pLpJCsq7AiyWpc8KyOj4ebWwgtUYDNIWNAP1+m4uueAS9exe8nz+fQCLC2tYafj7zKSSgZvcj7umPI7CaYDzKls5GLIrCmlYjZOKc2jUcXTiI3xxxXqqfmU74xZiz9n1ATb42e2sbnpBStgKKEEKRUn4OjPkG+2ViYrKXJGWUdFsEjy1BTbyZOM14LHZ0KbCgo2Fhfks/kvoIakNpNEddNEXdRBIqo/xHcH7JFNwih7P8yznNv5octQsLOm5LK4NctVhFlPUJO6vjbhKxL5noqKKPtZ0Jvt68XX8PdhEAQKAR1XV+t3kKzzUczepwOZ1xO1sCGVgUI+ul2xqntzeTYm87ea4AflcHimal3N1Avr0Dv3UkNw34J80xw/pLpElioShpiQyqgxm0Rj0IIVCEwplFP2agdwzH515wKIf/wKB/xee7iTnfmJgchiR2EsS0+nq0lhZDJLPtyPKFEFjLynYTvlAUyt58A/eE8T3KAGQshtxl4bKsIMY1E1bz/NESxo/iqrIZPCSnpa7r6MweBL3rJaO7MgEYslVnUNWOF2eRpyglkgFMr56eyoapoPDyqS9zctnJPZ5rERZyXbkAKXfMywZdxomlJ3LDyBso8n49q7pvMdX7WP7/IqX8jZSySEpZBlwIzDgEIhmYc42JyWGJHon0mBMSVVUk6+sNAW07QiAcDqylpbvVz/jhNfjPPgvFswf3+FBot6LgJ59ANAoWC/+58UwuWPwfOh2GVUEcnW1ulSMqmrlwRQuFYZ2MQIwTVtaTFTASuAjArlhT7XXEwz2yUJ7RexyvnPprYprhRtq/dhB3PziUC7cYxquKEAgExd5sfjbydE4qHcnlgyfv/YCZfGPsrUVZhxDCA8wCXhBCNAG7/0szMTE56NzY7wqer/o9CV2iSI0yRws2ZzvNyWFsDLeCBKEmuLD0FDrjYd6s/YLaeCNJqXJ87jgApuRW4eiOAzPIdwKz2xbjEkFyrYbLpZQQ01WOc4VRBBRbw1Qmn2ekI4vetlZa9L4sDF+KkBGyLbPJcTYTSHQwvWUguhCEkhKXmmBK3kl82rAcVQGQCCEpz1hDua8BKeGkwptRhcJdg29kadMa5ixeS0VwM8HZEf7+95sQqmB0Rh8AxmScwJiMEw7FkB94TNfLnTHnGxOTw5CMyy6l69NPe7izADiGDiW6PdOllNgKCij44x/oePMtOt95B5JJ3BMnYs3IQPGn76ioqjhHjiSyePFuzxq7CZwxSVUu1E5fSvA4Cwg4YZWg17BjWJ4bpmhRLRe9UgM08vyxcKlhEMCdlwga+2VyycBLuG/xfT3a3R6DbEDGAKyqlR8N+xFZziyquqp4af1LJGWS8/qfR4l3h5VYgaeAv0z6y4EZxG8ft2LEKNvZ/TLcXf5tx5xrTEwOQ9S0NHJvv43G3/+hhwVZMhzGUlhIsq4OpERGoxTc+yciK1fR+tRTaE1N4HDgO+UUVK8XuVNMMt8FU+l85dX//uBkko2rl0CJn7RwgktqNTacNAFX9TbGVncxdks7QwrTyAzFyeuIsqbIhwL8/shLuWPuCz2a6ojteJVcVH4MHpuTf510A8ubKsmcacQiO2b50Uy5N5NMZxplPkMEvHbE9/Zz9Ex2RQihAouBOinlaftSd2+FsjOBKHATcAngA363Lw8yMTH5ZmiMLsKthkAVZFlKsCuNQIS4voE0i4/KQB5u1c3Cti/Jc/pwWZN4tRiabmNc5gAAaiItaNZsHEJlgn8IRfZCnqtZydWFc7AqhvHwilAJE+xbSbdoKf/7fEsXqpDkqpu5ufwqhFC4c8V8wPAmzHUGiWhWOmMOLMLNZ42rcVlb0KQkqik4rElCmvEaiuhWoprRbh9PCX08JUz802hefuhjxh4/mDHZfQ/62B4UJKbrZU/M+cbE5DBE6+wkts5IqKJmZaF1dkIikRLJlPR09PZ2pKbR9tzzWAoKUi4xrrFjAQjPm5dqz3fO2diKiomuXYsMh3s8q9ULx62UTFmik9cOP/ogScAlOHWRpGjYOH568mU0rrifNv4NQFbXjrxgU9eksbAryDz1ox5t7pzR0qIY847D4uCS8ksAyHZm0xZt4/JBl+Oy7hqW67vJ9Y9PfvHRH8+AA5z1cjtSyi+ALw5EW18Dc64xMTlMCc9fYIhkioK1VxmJzZUQCJAMBMDhgGQSS2YmbU//G1vvXqmg/6rHg6O8nGR7OzJgeLwoGRnY+/TBc8LxBKd/9l+f+5MP1vLeESWcsLKBAfZ0rnvgx0gpWf/n1wHI64wSsxqJAgbVB7hwUT1rml5G5vRsR99pBzyUiOGxOZlQMJAJBQNpvVlS+Z6k7GRBdvHQAzVkJl/NzzDiT6bta8W9EsqklCEAIUQa8N6+PsTExOSbw2fNBsAqXCzpjDEizYVdSZKUChZh5ZlxD3DHmgdY2bWINQEJWBHCglVNogiFpJ5EUwaxKmxlsL2B5s7bKFNhfHo/3mgaw3FZ9TTFktik5M7qEZycuY0SxxY0FBo1Dwl0mmNnYe9qp9DjxW05hy9bPsRu1VCFRBU6g9IK2RiqRpcBnJYIQoBVAYcaJ6K5+KxpJOeXHM9Qf3mP362gVw4//9vlh2BUDy7f1QyXe8Kcb0xMDk8UtxvV50Nrb0dxONBaWnpcz7nl18hQmMbf7a416CHDOtlWVpYq63z5FeOge9ffWlJCotrw6MsMq1z5hQDNyHYyaRXMHyBJlPdCOOxIKfEceyztL79CJxHemqiwtlRy8dZCnh++jc0FAiW4skeAEYlEQWFI5hAeOu6h3fp4zbBrvv7g/A/TLYodEGHscMKca0xMDl+s+fkAqOnpJLZs7XHNkpVJn3feYeOxkwhM63bJ3+7K3x3XTEqJkp2N3tyM3t5O0z1/Ss01wmZDKorhbpl6oBWZSJDfFWfMplbsNjtizEgSTU0oLjfuCRMIzZ3LO2OL+bI8h1+/tZqOkYN4cagTSNIj7SWgIHBbHdw2biq5bn+P/mcOEmQOMjfId+W147SL2WVT5vzP1f2ae4QQRcCpwB+Bn+9r/b3Nevkj4G6MnRcd45+CBHrv6wNNTEwOLGMzv0eBsw9PbLqdMvc26hNpeC1xrEKnyJ2FTbXQz9uLhugWEJISZwFhm4PjcyYQTIR4teZ5Vne14FAyGJBmBC+WErLsIcbbG4jKCENcbWSpW4j5VZ5omshVzi1snxGebhxNXThEaM3z9C6opMxRzw+LruKhLR+iCw30fAp9+WwKVuOxxlG6VaFg1IbPGUeTks6EmwtL/6cyhe0bplCWwpxvTEwOT9S0NHq//x51t9xCePYuWSatVuwlJQirbUe2MkXBNXYswm4n48orCc6dS9Of/7x7w92uNXostqNM04xFTfc1VcKK3gp/G17DTS/exXFvv0N06VLcxx7LfZOTtEcXML9cUHDCSFzro0A7+h6i8OronDfgPLJd2QdoVEy+rZhzjYnJ4UvOr2/GNWE8tT++drdrzpGjUNxunMOGEpprWCk7x4xGD4bI/sn1JNvaqP3JDejNzT3mke0/Fb/fcNPcmUQipXOVtIa55roJlNdU8+CPryVWUYHidBL86z95r+ElAF7+4RSGKT5EaKPh4rmL7qUjKfRmcla/8Zj8/3SLZDu7+ZcCT752nMZ+imUPATcD3q9TeW9dL38JDJFStvy/d5qYmBx0LIqK19oFGNkskSAUaIqtZ3r9DDpikuOyz2BMRm/6efvhUB0sbF3GNYt/hc+qk2/rZICzgYh0YpUhLNZRDJK1aLbhVIe/QBWGS6SGwgn+TWQISVh6WBW9kKZ4A0JI0pw6433LKbB3Utd5L9XTjicwXNI3t53Pm5uxKpKIbsWu60Qi6VS15tA3K0FDrJMjMnsdyuEzObww5xsTk8MUS2YmWlv77hcSCbb95lbSL7kYz/HH451yMo4+fbD37YsejbLl3POIV1buWLAoCug6wuMBVUUIgcXvR2ts3NHm9nuFQC/vy7xBWwCIWQWx9esBCM2cyRB9KivHO3FanLxZ92GPr8MKClnOLCJaBE3XACjP7Gm5bPKdxZxrTEwOU4SiIHe2+NqJwHvv0XXSiSg+P1k33YRr6BBcRxyBsFho/c9/qP0/9s47zI3q6sPvnVGXVturve5l3SvGBmNMNdVA6DX0hFATIBASCD18lNA7oUMA00y3MbbBuPde19t7065WfWbu98estbvYENu4ANb7PHpWupoZ3Rlp59x77jm/86erEQ6zGMu29E0MA/uAAiKbt+AacxD+zz7f8ee63Xx93uFA0Eyx1DTQNAy/H/WuN+h34jAK8zawPFzHcurao9QAr91NTNdItruoCjQxOvs3Khmzd7ifzlqYtL2+n92MaBZCnATUSimXCiEm7s4xdtZRVogp3plgL+BvChBsDZOdb1ZuklIiRCIkM8HOk2nvyaDkY6gNb2VroAJdqmhSoyXm5IXGL/Br5mLpsbmHxCt5bWrdCmjEjCgFbguKNCjSkslWR3OoVQKtoK6kXHhoNDSqY14qY8kc6i7Hoeg4aObEnEMpDMyiq70H1x18Ft9ULQWasUUzSJ8JI4ozsfzZQVGgApfqJGpEuabvdYxMbZ+oNEcDJFmd++Oy/WJIpF52ImFv9hKGISmsa6V7uhubRUnYmgS7ReY1V1P/5FPoPh+xysp4e6y4mNr77gdMh1ryJLOipO7zES0sBMDWu7f53DBACNIvuoj6Z55BAvaJhxPZuHH7D5QS75ixDMvPpLG5hpP+/jdcyzZR++CDoKrkaH24dMm/SD2tlX9V/QOP1UNrrJUj8o/giSOfiB8mrIUxpJHQH0uwjYSt2YvUtoRBQFaSOeZM2JsEu4p7/Hg8RxxBrKoqvjiyjaq/3YbR2op/+nQKVq5AWNr0jpcuA9pSMJOSwO8HwyBp0rEEly0DTUOv/UGkWQdkOMyVPQ9h8osv4B1/GPkv/5GiyaegNzaiZuRw4cyryBirccewf1IXasZpsaEIhf+eeBP9UruYx5ASXyRAqmMHVTcT/BjddrF9ZzgUmCyEOAFwAF4hxJu7UmV5Zx1lfwPmCSEWAvHYeCnldbvS2wTb01jbzFUT78PfHOTvL13O+8/OZOvacm5/6XJGHzFwf3cvwa8ERagcn3cTALNrp7DCt5RljX78usSmBMm069iVHNJtyfF9JudNoqj1C6JGM2tbBf2cFuyKRoveirAMRcaWICx9qJX5NIbn0qLZ6Gr3UR5zk6QIUlwn8UnVBmojjdRFmkhxXMTpPV+mKbyalB4DGfFaM7ldUlEcgppwI3nOdCJGDI+l8yQl2ebmgEYCRmLw2IGEvdnDbJug3PHJGt5cUMrh/TI5aWgut364mqMGZPHChaP3dxcT/IpIOuIIko44gtDq1dQ9/gSRwkK0qqr2DYTANWZM/KU1J4fkM8+kecqUuMMMAClRkpIQNhsIgefww2n5eCoGMGewwBGFgzeDtUsXio/qz6J1ZsrLLGshF116CZ4Jh4Gq0i01j1hUJyXLxaEtw0lzpBHVo6Q6OlTYxBTuT5CgAwlbs4fZZmvWVjbzu2fmAfDapWO45YNVNAdj/PfKsQzI3WU97QQHKKrHQ/6zzyCjUWoeepjgokVECgvNCK9WU/fSMXhw3EkGkPnnG2id8x0yHDGdZG3ozS3Ye/chWFePvV8/opWVaOXllKc5Wdo7nSNXV+PFQvpll9Ly0iu4C0tRwrOx/u0f9J4+jciGDdgHD6NbqYK3h43P5R00RVrJdCZjIPFY2+2LECLhJNt1SjHTLXfUvltIKf+GeZ+nLaLspl1xksHOO8qeB2YCqzHz+BP8DGrLG7nx5IeRhsGV951FiwYkeZj66vdsWFsJQuWDl77FkezCYlEpGJq/v7uc4FfC19Wz+bxqCc1aLaoKmZYsdKMGVZFoeh0tsRAO1QaA1+ohzealNlzPKFcFEc2K13USYzLPRbH1AdfvWdmi0xxbSovhp6t9NTbFoEZPotDfjYqaPnRx55JiLeXg9KGoQgVUMpyjAOjdrz1KrLs7BwCrYt3n1+RXQSKirCMJe7MHuWPqGt5aWMqNx/bju01mhtGCrQ2UNQbRDcn0tTVU+oKsKm9mYv8sHG3VnBIk+ClilZXU/OsBwhs3IgMBLFlZaNs0X6QktGoV3mOPiW/vGj6M5ilT4q8tublkXPVHUs48E+8JxxPUQrxWPZWxxxzEssgWnj7Ujzsk2bocfl9mI+/rNQwdMphmzc+ErhMAsPcx01rsHfrV3bujcXaCBDskYWv2ICvLfFz4n4XkJDs4a3Q+Ec28pC98W0hJgxm49/aiUo4qyCIvxUm/7N2SDEpwAFL31NP4p09Ha0vNV1NT0ZtMCYBwURF6MIjqMhfhbfn5CLvDdJS1kXzeuWRedhlqZiaxkhJmWVqo7O7kkNe+4Jaz+hBRJHMLsrh1RgmudetxjRqN3thEyplnmp/n8eAabS4opvYzj+nFhdeeiE7eg9xGZ40yMCN+b9s/3THZWUeZVUq5y5UCEuyYVfM2U98QAMOgcG0l0moBKVm9aCu0ecWlVeWmS/6DEIJHX7+CrJxkNq0uZ9Rh/bDa2r+2htoWgoEI+T0TwrQJ4OPKL2mKNmJXIUkNc1reKN4uXQA04IspXLzw//jX0Mt5etN0XBY7dwz+G+XN/yEj9iQA3uQCPHbTCoSVntyz9kaEiGBTe9IrKwukH4nAogRojs3n8411fH3sLeQ6k3+iVwn+F7ubeimEeBnYloM/uK0tDXgX6AEUA2dJKXcgKvSLJWFv9iAfL69ANySfr6rCaEsziGgGZU3mxEURcMFLi9haH+DU4Xk8evZw5myup1uaix4Z7dGemm6wtrKF/jlJCWdaAlq+/JLQsmXx15acHNxHHknzO+8A0PjSSwhVRVgttHw1jaxbb6HLo/+m6o5/Yvj9CJuN1LPOAsCanc3U1/9K7KtP+cIlKDhsMvA5Aafgo0Pg9Ie2Ynt9K/++7FKyb755f5xugj2MEKIY8AM6oEkp90dYa8LW7EGmra2mJazREm6lsikUb5+5sS7+vLIpxMWvLMZuUfj25iOIaDrFDUEm9M3olJZZ0hBAVQRdUxOOiAMdIxql4YUX2husVtKvvYa6/3sQGYlASwtbJx1Hl8cfo/qee3H070+Pt96k9rHHaZ0xA4CUk07C2sVMi2xKcrP01msIWhXSRvbBYrMRlDE253mZ3c3F72bNQtjt9F++DKHsoCJMgr3CmbPUt6ccocMernq5DSnlbGD2ru63s46yL4UQV2KWT+4Ynty4qx94IFNaWMucL1dRvKES7OYa6JefLAeLClIihYHt4C7YXTbGHzeCFcvLkFKiaTp/OetpaiqaGD62F3c8ezFOj4Oayib+eMoThEIxxh5ZQH2dH19LiGNOHs7v/3jkfj7bBPuD43KOZHr1LA5OcdAam8WG5me4qf+9PLRhMU3RciDCfwrfxSLWkqkGeHJzA5d2n0Rr+EUEOgsaavl+853URhpRZIDTc1ejCsmn1VE+qPSSZe9DF6cPuxKjIpJMjtOF15pIZ/nZ7H5E2avAU8DrHdpuBb6RUj4ghLi17fUtP6d7+5iEvfmZaLrBGwtKsKsKLWENMPVi6lqjnbZLd9s4e3Q+n642daaiusHLc4u557N12CyCdy4fx8geZvraze+v4qPlFQztmozDolDXGsXrtPLChaPI9ibuAQcaSUcfTfPUT1CSvYTXriO8ahWKx0P232+j5sGHIBbD//XXpoA/UP6HP9L7yy+wZGQQ9fvRamupefo5Gp99hrru4+nZVMNBjQCSTVunwu/N4elRy3U0AVYBjoKC/XfCCfYGR+xnIf2ErdkDLC1pZN6WBuZuaf8q315U0mmbDI+NNLeNUd1S+WZDLYaU+IJRTn92HoGozhmjunDfaUOwW1SWljRx1vPzUQRM6JtJVXOY5lCMa4/swzljfo5cUYJfI4rNRup559H67bdYsrIILV9O7b330e0/L1F1+x3EysvR6uqouOlmtMpKIuvXo3iTcB8yLu4oC8ydR/kNN6GFoVxcw2nNZjafoJi09NG0ZHlwh2Mc1BZ1L/r2TjjJ9gNtTrE94hjbUwi5AyG77TYSomgHzVJK+aMllEePHi2XLFnyc/r2myDgD/P6k1+zbnkJ9RU+fA2tuD12WpuDpoNMADYr6Doxt0KgjzkpufyEMfRK8WKxKHw3cy3fTVuDEogiNA1LMEBGXhqT/3Qszz9m3gSwKEhVAUXgcFqZOufv+++kE+x3phRfSmOkEAmc0PUh8pyjeGbLJwS0ELXRGdyYPp9MS4RZrXm8UDMGp6UFRUgseLCp5hjRInUmpG4G4NuGPqxvzSXFHiaiq4R0KyA4Ifdgbh5w1v470V8hQoilHVfP7fn5suv1f97htltvvnHp/1ppF0L0AD7rEFG2EZgopawSQuQCs6WU/ffYCexlEvZm99ANybwtdTw0bRMOq8Ki4s5BhD/UrVUVgW5I+mV7+OukAhoDUXyhGM/O3kJTMBbfLivJziG90ylrDLK01IfDohDW2rOUHjx9KGcdlJAHOFBpmTadiuuvB8Derx+9PpmKf9YsfFPeRyIJzJwV39ZeUNBJkFlXrKhGjJjFiSGs2GNm5eawFe47R6XeC7dM0Zk5TLC4n8LXVy9PpO/vIj+0N7vDI2efdB4/WOW/8d3PftZkpi2ibPT+dJQlbM3uU++PcNdna6loCrGqzIcmIclhwd+2MNMRmyqI6qbxuWvyQFw2Cy6byhvzS1hQ1O6TdNtV8pKdnDayCw9+tX1Rj4KcJL66YcLeO6kEv3g2HjQGo013rNcXn2PJyKDmvvsRdju+995r39BqNatVbhv0eHOgpRqAZvuxJEemxzf9YkQeb0/oybErqpi4tpr7Th/CJRPP4ZIRx+2z8/otsCdszS+RnYook1L23Nsd+S2yflkxN5//HLpo80q3/cO6PHZS0lyU15j/7CIYQvqDWNxZKBFzAvLOE99g1SQ2Q6c11Q1pbohqKKhEXW6qiutYNn0ltzx4FnVVzcydtY7S4noMKfEISemmKtKyk1k5ZwPDJxTg9ibClw8s3IAgyzGIbu4xNEZ9/KnPZP698UWkDOBSzMFMvsNLzDDQYg4iMRWL0Mlv01nVpY1GzY1AEtRTyHFGSXW00Bq1octUbEo2J3cZu/9O8TeCkHu86mW2lHKbsnY1kL1Hj76XSdib3ePUp+eyuqJ5u/bTR+Tx0YpKDGmmWRptvzW97cmmmlYuf33Jdg6wbdT6I3y8opK3Lh/D4uImNN3gxTlbcdkshGM6JQ0BwNQ989gtDO6SSMM+oDB0UFWExULugw+itwZwjRiBrWtXCiefQscyJWpKSqddhaEjgebUPnh9ZuQZdjsOXeeetwyQEs1moa5fBieNPTHhJNsPtDnJOurGdAdefOTsk/iZzjIJTBdCSOB5KeUL/2uHPU3C1uweH6+o4IZ3VmzX3iPdTU1LiFp/58jlmN4+wPnnJ+uwKAJFCKJ6Z3sTiOhsrm2l2hfmnlMGEY4ZvLWwhMZAlKhmoOkGdf4IhpSsKPMxsX8mdktCBuBAwYhEUJOTMfx+vCefjK1nT7SaGnIf+BdbLjQX7CVm/Im9V69OFZRlSzUC0PAiLdb2+FGbjRPX1nPCcjOqft64fmT1KeCYPgft03NL8MtlpxxlQoiLdtQupXx9R+0JTD57ax56TDdzBoRAAlJICg7ty6FHDOD/bn4Xi1WlR046mzbrENHxlJi6McKQGFIS9ocg2QUC0nKS8dUHEEBamouTLj+SgycNBeCsyycw9ZXveO7uj2mQkv/c/SHlm6qpqGklNz+V+969lnXrKzjssP7Y7YnB5m+ZjS0LKQltAuzkW3vwcfk03ir9mP5JvXFbDIQQvNQ0gAtyx1CQ9ScGNkxhcf0WalqS6JeuEojpaFKjNWbHSi7ptiTW+FIpSDNFNF3WKBGjkUt7nEqBNxEGv0f48aqXGUKIjsvXL+zKhEJKKdsmIr8aEvZm14nG9B06yTLcVk4Z0ZW1VX42VPs5akAWX6+r3eExOjrJ3DaFiCbRDInDqnDC4FzG9srg0D6mFuYNR/djwB1fEdMlT882qxg+PbsQAbz8+1Hk+TaT1iWfzG499vi5JvjlYITD1D76GOg6UtcRqkLh0UdjBIPk/Ov++KSlYdhQRvzlRnR/C6FVq5DBIEpSEqAgQ0Ey6labB7TZIBLp9BmWiMYdM1Ppde1N+/jsErRxP53FlWl7fT8/L0VmvJSyQgiRBXwthNggpfzuZxxvl0nYmt3j1bnFO2wf1T2Fnhld+ecna8nw2LBZBJW+yHbKEpoh6ag3kZlkp85v/t93T3dx1kH58QWXKyb04qb3VvD+sgq21AV4ZtZmPlxeQXNI4+CeaTw5KZumqkr6HXxIIlXuN07jK68QKy8HwNajO9V3/BPflCkkn3oqmjCds7FsBzmXXEX65DMovfQyM4LZYsGSmY1W14hFayEl8DkAamYmel1dp9/nIfM3ce6f/oErKX1fn16CXyg7e1c5qMPjMOBOYPJe6tNvhoOPGACaDtEYUjfAqqKle/hm7iYevm8q4w/uQUpGEoUNEVAtiEgMRdeRKugOC9ZYDEWX5CuClLCGr6oFm82Cy+Mg5HDy4nPf0uILxj/Pk2KOZYSArStLqKhsRjjsVNUFufKyl/jX/Z/y9NMz9tflSLCP+LzyJWKGClgobMnmi6oFAGxtLeG6PlfT13Mw2e6TyU79Gxtam1nStBGh6vx1+MG0GA3UhO20ag4QguJwOlURhfFZTXSxD2BUyjgU4cam2Mh3JdKt9hTbosp++ADqpZSjOzx2xklW05ZySdvfHXtGfrkk7M0uYrOqpHts27XXB2Jc9PIiLIrguEHZfL2uFpfNXIFXOvhmPXazTRWCflkeAlGDbbrKKS4bX62t5pOVFfHthRBxQf90tzXuLJPA3VMW8vrTL/D2P24k1Npemj3Bb4/GN94gVmpqvThHDKfmXw+g+3zIaBTZ0oLyyMNUnncu/R94APfBY2h47nnTSZaRTtKxx4K/GaG1p/kSjWLJzkbNyCDljNOxF5gZ486hQ/fH6SUw+bHVsJ+1SialrGj7Wwt8BIz5OcfbTRK2ZjeY2H/HxcNenVfCozM2ccrwXGK6QUNr+/92p8jSNuPTJ9ONTRXU+SNYFEGay0qdP8Ldn60j2mHhJjvZET/GB8vKaQ6ZGRELixq5475n+PSxB1j86Yd79iQT/KKQhkHdM8+aL1wuomXl+L/5BoDQqlX0eOI59BtPxXv79WRffCWBOXPiaf5Zf74BvaoCoYU6H1PTEF4v7vHj8Rx1FFgsqKmpWLslAgAStLOzqZfXdnwthEgB3tkbHfotMeGkEYR0g5ZKH1PfnEddMIaWYkOqgtbWGN+sKENYLaiGwYCDelK3pZr66ib0/l1AgK+Ph/r+LnxLWkiplAghiPoCKB4HIaEQLK5n5perWLOilEMmFnDUaaNJzUhi/YpS3nzqG7BaAAnRGKHWENisKOJHI1fY4q+gJFjNxMzhRKVp4JxqQqT510RpsJyiYCuZNgtC9uLNrZuxKDpH5xVQ4BjIUW+/QX43Hy0UUxP+gKv7TqaXO5kWrYX59UXENCsZTjeHZxfwZeU8untqybK3AqDSyln5z3Ned4EhDdwW9//oTYKdZs/GfH0C/B54oO3v1D169L1Mwt7sHm9edjDfb6lj/pYGvttc37Zqb7KmsoU1lab+kwAG53lZW9mCVYGYYaa8AOhSsqnW/H+P6ZIMj43q5jAAL39fzPoqP/5wjH+cOJAvrz+MRUUN3PvZ+vjnCKAoaKE6dzJX1b6HYMf2JqgbfFrrY3Syi55OO/VRjaxEpPOvDv/XbQtvikCrbyBWtgI1PZ3kyZNp+WoaypYt5DU10fjZ56R8MhXPkUcQXr8eZ/8Cmj/5BOFy4R43llhtHZHVZlSZVmNGLlvy8+l5991odXVYsrL21ykmMDXJuv9I+24hhHADipTS3/b8WODu3T3e7pKwNbvHtUf2JdVlozkU4T/fl9AcaneI+YIxpq6oir8e1T2FwtoAvg7bbNPG3lIXiLdphqQpGEMCi4oa+XBZObM31nHhuO7ceEx/hnVNYc7mOt5Y0Pln91X6EUzSNSb+RDRZZGszRjCGy4ngYAAA28pJREFUc3AGRjCGsCqIROXmXxWtM2dC1Iwac/TuTcvHHwPgPvxwHP37U3rSmVhjMcItH1P/5yjeE09ETUsDRcH38VRQVaz5+bjHH4rvzbcAMJpMHddoWRm9Pv0EGQwirFYUd2Juk6Cdna16+UMCQCK3/3/w1KNf8dHUZQhNR11fiiU/C2kxb+aGw4JQFKQOg0f3oHpFCb76ADLJbWqZCUHdMIVIhkqd10PKsnqwWhFSIiNRpKqSlpnE4nmbWTK/kPnfbaRLfhprV5dTuN7Mtcbl4Lo7T+Hpm95EW1XIpKuP56RjBhPwh3EndXaAtcQCXL/sScJGlA1dt7KwcR4A9w/5K11dufv0uiXYPTRDI9niJSa7sLHVz6U9z2FG5TcENZ0Lu5/Oa2veJS21jJzkOrIlFLUWMqN6AYqyhVQ7FLVohDQ3OfZ8hntG8p3ta2xKuzBrTSTGlLKvubTXKfvxLH+D/AyNMiHEf4GJmCma5cA/MR1k7wkhLgNKgF97tYWEvfkfbKxu4fRn5hKMba8x1pEku8r4vpl8ucYUtd22uQRifb2oVUGUVi0uylzfViVTEeaE54XvTB2pnhlu7BaVmpYQjW3C/0f0y8CtB/isMERasocTrnyQ6rCgh2f7fvxzSwVvVDaQZlUZl+Lh87pm/pifyZ19uuyZC5JgryOjUVwjhhNetQr3IYdiyc2huawM76RJ2Pv2pfGVV+LbGi0tRLYU0vT6G6DrhNasgVgMGYuRetZZVPzttu2O3/DMs2RccQXW7F+VxOJvkdvorFEGEGxr312ygY+EuXBrAd6WUn71M463p0jYmv+BlJI/vLGEGevbA9UFO17rO7xvBguLGwn/wC51WMNBFQK9zXFmswgimqR/tofnvy2kqCHIplo/95wymDWVLawqN+UFHFaFh4/L5/rPStAlHHbqaThHDiMc0+ORztuIVQeoe3EVSPBM7Errd+UobivZN4xCdScWZ34NGNEotu7dEU4nSEnaRRdSdfsdKB4PObfdRukll2A0NMS3D61ZQ6yyEr3RLBSh15v1QlyjRmHv3mO748dKSmj+6GNSz/61D5UT/BhtxWP8gA5ou1J0YGc1yj6l/T6oAAOB9358jwQP3fAm07/fDB67Wd1SEVh1ia2qBTXbSzQmEQikpmFTBM3NYYw0D9JhRQnroEDySp2GcVZSl4W4/oFzePzOj0BVCTks6Cku6kNRBrYJWRqaznW/fxF0g9QUFwWH9GHNpmr+/fgMjB45JJ81EGu+h2tPeJi8Hhk8/83fsHQwKApKPNqsNeYnagTQpcIjaz/j0YOu2C/XMMHOs7Z5HY9uepwsRxb/GvwPpJAsaZzDgLR1ZNlzKQx8jivlO8YkS6KGil93kCTSmVK6AHdbxtaxOQNY6zNY0byWem0uGbYQId1GU8RFRLfQorv4XX5iIrtX2E1HmZTy3B9566jd7st+JmFvdo11lc2c+vTceFUxRYDHYaEltH31MV3CynLfdu0SkG4VI9nGsT3S2FLV2ql6mSHh89VVZCfZqWuNcP8X7ZULJw/LY/raanyLvmZA0yJO9vSg9+GXcfrbm2kJr+O5C0YxaVBOp8+ztNkaqxB832imZ/6nvJ4ru2aS59g+hTTBLwcZi1F8wQWE166jy78foff55yNsNrZOPgVUFUtONlV33dVpH0t2Nr4PP0D3+cwGqxX3YYcR3riRsj/8cYef4ygoSGgO/QK48d3P3n7k7JNgD1a9lFJuBYbtmR7uPglbs2sYhuScFxewqK1SpSpMm7LNUbatIMy213arsp2TrCN2i+DaI/vy8PRNAEQ086vYWNPK0QOyKGoIUlwf4PyXFgIwKNdL/2wPJZV1rHnqds5Wk9CGHsnCQC7/eHIuh/ZJ563Lf1BgShDvoFYfAgMMfwz/zFJSTu69R69Pgj2P74MPqbr9dtxjD6bPzG9ASmofehgZDmMbNoyaRx4hVlnZaR9hs9L8+efx155jjyVWXk7zBx+wvZIrCKsVe5/Eb+EA4IjdqbK8sxFlD3d4rgElUsryXf2wA4WGah8zpyxEdTsRukFeXiq2g/pz+S0nULKpmpKNlUz71jQMqArLV5ebVS3bllmErpMmBdb5QdK/jUEsRnGvamgbNBpOcyIh7RZK1lYw8bB+zJ69wZwhCYFFVRh1WD/WbKoGKWkcZKM4O8S61s10twhqK5uIRbVOjjKP1ckzo//MZn8Fn1W+jdcaoSVqY21jeN9evAS7xbqW9cSkRkWokqARJNuexbd1Zv5+U6yU+fVbsauSVEsAVUgao1Ze31CLx6YxLk8h06FTE51BT29XdNWHR40hBKhIKoM96JuUx78Hn06OMyFwuVf4Vcnt73US9mYXePybzXEnWV6Kg6hmcNmhPXHaVJJdVv787sr4tsGoTjCqd9p/2zzCsbIJQ0KDYqMpGOOH1Puj3DKpPw9M29ipfVBeEtPWVmOVGioGXQMlPDdzM2HVCRCvitmRu/rkMT7Vw7eNLbxeaU66YlKyPhBOOMp+4eg+H+GVqwAIzJ2H99hjaXj9dYwWM7W37t+PbrePVlOD/4svwW43I8mCQYKLFyOjnavjKRkZCE0j+/bb8R5z9N4/mQQ7RZtT7OcI9/9SSdiaXWBJSVPcSSaA3BQnGR471x7Zh6L6ANPW1rC4uDE+nJm+g8IxKU5rPA0zoknKmoLbbQPQGIgyolsKy0t98TYJjOiWSllFLYqhk240Mn9rKatbzKjTrXXb2xprtpusq0cQqw3gm1oYb4/VhbbbNsEvj9bv54BhEJi/AMXlAsOg5Ssz+DS0cOF22wuHA//nXyBcLlAUFLeb1unTt9cdUwSKw4nnqCPJvuUWLBkZ++J0EvwP2qos77FFmT3BzmqUfftT7wsh5kspx+2ZLv26afIFuPymtwgNz0f1x+ia7qFmXRVSETz+f18SMyQDBuaiCKWtCqbp3EIVuG0CEY4SrG7ionvOJL9/Lred8xSGEAwc1o3PpywhZkiUiIbH6yBQ1Uxl2E/B0Hxy0j0YiqCupJ765iDROj+nTh7OzI+X0tQSASzIkEaPXlmUriph6vMzOOcvJ3bqe74ri+9qV9EQbcCugtdi5eyB+33RL8FOcEz20TREG3EqMUoDq3l88zSao80IBA5VIIVCxFARbb7RbREdSdZWcl1mnr7VsBDQqhHY0bctwQkH0468c7+c04HEr6su5d4lYW92nr9/tIppa01NJ1URIKG+NcrTswuxWxQG5CZhVQUxXaKI9pQXBchNcVDhC9M/x8Pbl4/lmv8uZ15hA9leB9nJDr5qS88UgM2iENEMXp5XxPGDc5hX2IDHrlLhC/P4N1t46fejuWeqnelFSVQ5cgmrTvpmuSlpCPHfRaWcfVA3kp3taS42RWFCahKXrymOt41PcTMiybmPrlyC3cWSmUn2bX8jMH8+lvQ0qu6+B9/bb5sLeUaH6JEfvoZ4RUsZbJsc22xx3RmArGuvIfXss/f2KSRIACRsza6wvqqFi19eGI8WK8hNYn2Vn/KmEH//aDUg6J7+w+KoJilOK4FIDF3CY2cPpyUc47p3VmC3KBzRL4v3FpfHnWupLitNwRjLSn38flw3yptCOCwKZU0h1lW1cM5BXQmO6s0X6ukQ9FPs6k5apJGsjFwqfSGmrqjglOGdMx9sXTz451Ygw+YikeKx4h6dSOn+NZB5zTVgGChJSfg++JC6xx5DxqI/ur2wWpHhcNzGGH4zYl1v7hxLZsnMou+3s/davxPsOm1Oso5p/t2BFx85+yT2gLNMAtOFEBJ4ficLowE7X/Xyf5FQfG9j+tdraGwOIhWBYVNoCEQ45JhB2L1O6ur9+JoCbFxfRcGgLmRlJnHY2D4Q1SCmk+5x4E7zomank9k7m4cfmUY0P5ML7j6DCSeP4MHXr8BwWEFVCTaFsBgSw2VlxpcraVhXQt2STSS77QhFsLG2mRlfrcLf0ErGsgBdPmuk25RamkrrkJrOvC9W7LD/A7zdaAgnE9aS0YjwSfUrLGhYsG8vYoJdJsWWzIm5h7PJP4PPKp8nqNWgAxMyj+NPve9BSidh3caGQDZl4RRKw2ZkmC/iJKhZiRkKqsgnzzkKXVoIalaaY3aGJB+6f0/sQEH+yCPBjkjYmzamLGmvRKkbkvF9M8hNdtAa0WgIRPl+SwNHD8gmM8nOEf0ysantJn9ArheA/FQ3by8qZV5hA93TXfz7rGE8d8EospPsgPkz3FYps9YfZUlxY5t4s+lsz/baeeDLDWyqD7ExqYAWa3LbJwiiukFRfZAtbQUCOuJSFYZ4zK8yPxbie1+A81du3cNXKMHeIO2ii9AaGql/5ll8//0vACI5mV6ff4brkEPMjTo4yXZURcw7+eR2J5mqoiQn4x47drvtEiTYjyRsTRvPf1tIMGbEhyWaLjmktzmOrG6JUN0SpiEQoV+2h+5pTsb2TI3v2yPDhdNmwWlTcdkV/vnJWlQBD58xlOOG5HLnyQPj2wYiWrzi8uvzS2lojVDZHMZlVbEoMHNjHZ+srKJYZFDq7gFCIT3SSFlTCF3SSTutI46epl2K2WLorVEa/7uBSGnLHr9OCfYs9t69STr6aJrf/4Cau+82I5c1ncy//Jmuzz4bz7SK49x+sc1e0B/bNhvU9uNKOevMvd31BLvO/XTWwqTt9f174NjjpZQjgeOBq4UQE3Z2xz3lKEtM6YDZ01Yz6+PlqDEDJWbQJz+dq687ltufuhBXissU6TckTZVNFK0oob64nsWLtiItplOtrNJHXU0LumYw47MVVFU2ISUsmG+GCw8Y1o1uvcyyzIZuoGGYNwmHjZhuDkrPuXICF9/7OxavKqXZoqDlpxPNScZVrTGgTxeue/h8xhw7hMvuPGO7/hvSwK818Y/Bvyet8RAMzGM2R/376Aom+DnYFAfbJq8xQ6E1ZmWAdzRp9hxqwm5aNCdBw0ZtLJmwDDMw08U1A49hkPdq7MqZ/KnPPxmWMg4Q5Dq68NzIJ/hj70v36zkdELSJ+e/okWCHHPBXpqE1wmWvLo47sNLcVk4elsftJw3kisN6ddr2yzXV1PkjfLOxLm4nDNonFAuLGuIi/SUNQaJt29xyfEH8GB1TMbdVOHPaVGbfNJGalghrKztPOBQBt588kMnD8rhyQi9GdkvZ7hw2BMKck5vOtBw7alUZALUtiYnLrwVhNx2ptAlxO/v1w967N4pze9+C4ffjGjeW/JdexHPsMeTedy85//gHlpwcUBS6/Pvf9Pt+DrbuOyqumCDBfuOAtzUAL83ZyuoKMyJHETAsP5nbThjAyxcfhMPaPo3cUhugsC5ASWOIVRXt9/IVZc20hDUCEZ0XvttKU9CMLpu1qQ6A00fnk9IWcRzV5bZbChIzClo3JI+cNYwLxvZg9sa6+HFl23h3+Mih3DV5EEcPyObaI/ts138ZM5CGJOPSQWzQlpjVmCXxCLMEv2xUr/cHDQreE07A3rfPdlHLRkMDtp49ybnvPtIu/j3JZ5xO99dfx922gOMeN5b+y5aSefXV+6r7CXae7VfUfrp9p5FSVrT9rQU+Asbs7L67W/UywQ549dmZVJU30bVrKvc8dh7de2RiGAaP3PkRjQ2t5i1d0xCagXDZkAJCAnS3HSkEUhHkWCwcfOQgTjxjNPPnbiGqG5x+1hhiMZ2ZM9dx452n8OWUJRRtrKJiZTEBQ4KUnHfLZDLT3Ey6cDyrVpRgs6pomm66uoTg2vtO56jjhxEJRWio9rG2sJybZ81kUHYmj15pOs1m1c7jucK3EAjGpExmwcZ8cj0Ojhp15H68qgl2loAG5aE0VBEjqNtoiDhpiDTzWvHLqEoYVUgsQhCVEgmUhxrYHKjg4YJ2Pfgc53iGpAzCY3FjUxJaQfuMxHA8wS7wycpKvtlgOrr+ceIALhjbHYdV5fvNdTw5c/N2229Lu/zhz2zSwGzOOiifdxeXMX1dDcPzU0hx2VhW2oSqCJ46bzivzC3GF4xRVB/AkNAny8OpI7pw9IBsemS46ZXpZk2HSdExA7K45fgC+mQlEY7q1LSEOe/FBZQ3hXjuwlEMyksmZkhOW76ZFs3g7DQ3h61fTFpLI387dKfHLgn2M1LrXCxCTUqi+p57af1m5nbb6k1NBOcvIO+BB8h/4ol4e+8vPscIBLBkZu71/iZIkGDXkVJy/xfrMSSM6ZHGI2cNIz/NRSiqc9mri7cT67epCiFjey3M3plujizI4qgBWczcUIeqCC45tAct4Rhfrq7ijcsO4pnZW6loCrGpxm8WBRBw07H9yE9zc/yQXHyhGKoQSCSGBFWBJ88bybEDc6j0hdB0g09WVvD+0gqOG5TDnZMHAdDyTQn+2eVgUbB18bJ+9QIcXZLp2u+wfXYdE+w+Uu/8GxOKSnDZcqrvvru90WqFWAx0nWhREbGirWTfemv87aw/30DqWWdiyc5GWBKuj18opZjpljtq322EEG5AkVL6254fC9z9P3aL85O/FiFENynlDjsohDhMSjln28ud/cDfMseePIL335jLiaeOpHsPc+C3cnER0z8zxZQVJLK2iUNOHsW8BVsxrCpCSqQCUa+K8CgM6d2V1qpGvnhzLlf/ZRLlZY107Z7Oq6/N4b//XYDDbmXCwb04/IRhpJx5EA/e8wkIQb0vxKxvNqA57CyeuQ6KGlEBxWll4LBunPC70bz41DfM+HAxzWuKaTgyh5bhyfgyVnDUN8u5f/hFuNrEl1WhEvH4EFkhQvYQc+qWc0T2TldSTbCfKGwtJmyogEqKNY/Tu47jmcI3cKlhrIpAFQZCGDiFgkcZSbU9wuSuI7c7TpotdfuDJ9i7JBxlCXuzCxzeL5P8NCfJTitnjsrH0VaY5YZ3V3SK/srxOuia6mRJSdN2x8hKspPusfH2wlImD8ulW5qLATleyhqDnP38fGK65PjBOXRPd/PwmX0478WFVDWH0XSDz1ZVMXtjHReM7d7JSQZw6wkF1Puj3PDOHNZ0iDTTs+wcvX4rJzWm8tyg7nhUlRbNQLXbeWvS+RjAY7gZpRu41D0V7J5gbyClJLJmjfnCaiX90ktp+Xo6sRkz2jdq0yizFRRgtLTgGj5sO4eY4nKZAs0JEuxDErZm5xFCcOaofL5aW835Y7uRn2b+v74xv5i5hQ2A6bCSEo4dmMNXa6t3eJwJfTMpbggye2Mdfz9hAL5QjGSHjb99sNqsqOy1M65XOhcf2oPC2laenl2IlFBYG+DdxeXYLQrPf1uILtsHSycNzeOI/lnc+sEqvlxTRWvEdM7ZgaPn1VG5cgGZVwxBOMyprmJTGOo4lEiKD3SFcKEPR++UvXbtEuwZgosXx587hg3DPXYsVX/9a+eNYjGw23EMGIDe2EjSccdvdxxrly7btSX4RXEbnTXKAIJt7T+HbOAjYabdWoC3pZRf7ezO/8utOlsI8RzwiJRSBxBCZAOPAAXANu/Jhbva698iZ/9+PO40F3anFcOQKIqgS34awjCQCI44soBL/jyJ5Ewv509+lMZwDKG35fwLgbQIvpm+GksMUASff7EaaVH5+L3FTL7I1BM1DINvvlzNTFZjCUfQ0jwALFlaTFOFj1efnIEt3YWW4sTSEiHNZeeam09gyvuLePeDRaSOqyf3ihjis3oCuLF5o0QkzK1bT7YjFRv5TM4bwZKmtzgkK0pRII1HN77JnJoS/jLgRDzWhGTDL5XDMg9mS2sJM2pWsqWlhREp1UgkQd3CKVk9ybLnMrV6FgYGDkuMaUfdDMCyprU8sfkNBnv7cmP/SxHigB8b7lMEiTTLNhL2ZifplenhsbNHML+wnmBMIxkzbSUvxUl9axSrKph100QyPHae+GbzDh1ltf4Iby8yUx63RacBXDWxN6piFgD4sk3Qf01FM1XNZgXkUMxgU62ZhhPVOkcNXDG+J26blQveXURFLIY2Oh3RqqFuaMZItSMVwWd1PgoDOaRZLPRy2vFFomxbL57bHGDy0k3c1juPI9N/kG6R4BeDEIK8hx6k7vEniBYVEVq+HKPJB4CtT288Rx1N41tvQWsr0cJCen34Afa+fTHCYUqvuJJoRTn5Tz2FY+DAn/6gBL9ZhBApwEvAYMylokullPP30ccnbM0ucMfJA+md6cZhaV/A6JeTFH9+w1F9OXtMN5Awa2MtEc3Y7hivzCsG4OsObe8sLuWwPqbz3B/W+HhFJVNXVHbab+rKSnRD8tiHC2iI2ePt3dNc3HxcAfd8to4pS8u5CjsDsfMoYXxIeqBiBGKEt/jQmyOoaQ48B+fQ/KXZD8IG9a+vwTM6l+QTeiHUxLj3l0r6pZcQLSul9dvviGzciK1nD/MNIUg6bhKK00nzhx9BJIKjoIDcO/8JQNN771H3yL9JPuN0sm++ef+dQIKd4sZ3P3v7kbNPgj1c9VJKuRXY7cqE/8tRNgp4AFghhLgeGAL8BXgQuKhDJ9bsbgd+S3w6dSmPP/cNhkNl+pwN/Pu+s8nKS+Wp16+gcG0FR5w6GkURfPjKdzS2RsCmIoWCNagjVYFLCIywDqra6bgSyVlnHsyQIfm8+ug0ipqC2G0WNMVuChNKSa/eWSwta6TVH0S3KeCwIjWDi/88iZTsJJ6/8Vt0u0raqfUoFklub4lsqCZck0EaOof27MkrdY+iCoXv63Sc1giqgCxHKzEZZn7jt3xekcvZPQ7ZT1c3wf/CodpJtZSR7yyjh9OgIlTIUVkH08Ppojo4hQpNoMg+NEQFNrGYv648i/5Jo2nVsmmO+ZnbsIwrtbPxWj37+1QOPBKOMkjYm50mHNM578UFRDSDx2Zs5svrD6NvdhLvXjmOj5aXM6p7Gl1SnPiCUV6as71AvlUBXbZXwdxWyQzAY1P59JrxfL66isdmmGmcXkf7UKE1HItXJltS4ou3D89P4ebjCvjzeyuoag6j9/NipDsgHfSublxrmnCtaOKoITncsaWCNYEQALm2zvZuTSDMrZvKWDRu0B67Xgn2PMLtRqsxK64GFy1CSUoi47praXz5FRqffx5Lbi5aayvEYmydfAqKx0Puv+6PRwf4Z3yTcJQd2DwOfCWlPEMIYWN7Eee9ScLW7AKPTN/Ey3OLALj4kB7cOXkQE/tn8dblY6hvjTJ5WB6aIbntw9U7dJI5LQqhHbRLQ3L/74YwaXAOt36wimBUj9uWbUzqbmP+xioszeX4k4cCYFHgnlMHU+UL8dbCUrIQnI/pRHsVN/PR+JM9TG+XjVu9VmKfmTYwtKa+cwcikta5ldj7peLsn7ZHrlWCPY/wetFqaiEWQ8ZitHw8laTjjwcp8X/5FcJmjUcw+955B99775F60UWEV6xAb27GN+X9hKPsV0KbU+znVrjco/yko0xK2QT8oc2QzAAqgbFSyvJ90blfG2npSUiLuSqxuaiWj6Ys4u3X5nLqmQdx/u/HM/vjpTx0w5tYUjwoFgVDEQhNRyCw+6LoCFy5KRxzwhAyMpJQhcJLT3yNFo3xzsvfMW5iAYHaFkQgitbUykl/OooPPl0BUrJs2krsdhuRUAw9EkO1WXj67T/Sp28OoXCUzIwkqhr9+FakkTysiZC04vBGKa4S1G228XX0A9JHtZBuh0FJBTRpCssaCxGqjhCSZHuIfkk51IVb8VjsOC3W/XuxE2zHivonselTGOWxsSmSAyhUBks4NuskqoNmukyGvZ4shyBqqGhSZX3LEq7s/QDV4XoGJ/dLOMn2BxLE9mPIA46Evdl5LIrAbbMQ0aJohmRuYQNXv70Mh1Xl1UvGYFUFR/37W8obgkSN7b2w22Rlzjson0BU59JDu3PFm8uobYkwZ0s9bruFFGf78KBnppvlpT50CU0hDae1s3PrpKG5PHWemcbdLyuJz6lCrQmj57nAroICekOY1pjkk5qthI7KBYtCts3CBbkZvFxRR0OH6LQ8uxV/TCdgGOTYE7bml0asupryq/4EHXTKDL8f1/ARNBr/AUCrqmrfQUoMv5/Ips2knHkm0fIyUk7/3b7udoLdpPzWOefxg1X+rg8cttuTGSFEMjABuBhAShkFoj+/pztHwtbsGlne9kiuFWU+7v1sHR+vqODvJw7gtBFdeXrWFh6athHrj0RlhTSDLikODumVwcgeKaypaOGthaU0hzWemrmF44fkEGjTNAtGdSYNyuartaYT/puSMCOjZfT2r2Nd0kDsDjuzbpxIdrKD8qYgSXYLDRGN74kxBgs2BOUYrIpEWRWJ0uXbrZzT1g/n8EwMQ6JVBNo7J8CS6qDSFyLDY8dmSaT9/9KouPZawqtXd2qLlpTgGX8oADIa67yDYdD8wQd0efgh6p95luTTTt1HPU3wW+Qn7whCiBQhxPPAJcBxwPvAl0KIhLr7DpgwsYDfn3YQKQiOGtKdLz5Zjq8pwOdTlwGw5Nv1GLpBOBBG0cHij5KiqBCJIVWBVCAQifHRl6t57d1FpOcmI1UFw2Xjw/cWces1b1BtGOhpLoxQiPVzN2PxBbHWtKC7nQRddjJ6Z2JtjWJpDPL4jW/TVOfH6bDxn+cu5cpLD6fqq66UvjQET2tPqquSiUSsCEOQbxmAXXGRZsujQatlQWMRNtWLR8mlu6OBgUk1/GPNvzn1u7s5bvoT+GOR/Xy1E/yQIr8pq+FUYigMoDLkpb93Ev2ST6RF70NZNA0QKBjYRQxDCrq6htEvqRf/Gnoj53c/ef+ewIGM/JHHAUTC3uw8FlXh42sOoWuqk+5pLiIxnU01rawqb2ZxcSPF9UG21gWIGvInRXbeXlzG1JWVzNnSgNqWcr1gayN3frqOR2e0FwXwBTU6+ttCMZ0kR7uzbM7met5bbKZxXn90Xz67djwZmsQxu5rxmgVLkR8RMw+Q5LRweIYXFbggN52HSqpp0HQOSXbj0GKktDQz8LWX+eSMc3j4H/fwXnXjHrtuCfYMge+/jzvJLN27g6JgycjAMXQo6X+6aof7CKcT77HHkHvP3XR/5ZWEXsyvhDYn2YuYIsui7e+Lbe27S0+gDnhFCLFcCPFSm8jyPiFha3aNPx7em9NG5JHisnLcoBzeXFhCfWuUd9vu+TPbUveNDkYi1dV5gaPCF2bKsnIenraJPlnmgmxMlzw1awtnPDufaFvEmYLsVEU5Ygjmu4cyu/cZ6IqFmG5w0/srCcd0uqa6mH3zRM4f151bCfE3j8Zat+B12ucnIwdmgSqwdU8iuLwOrSKAmuVCOEAaGuEtMzjjoZkc+sBMJj/1/d65gAl2GykloWXLzReKgiUrC4DU884j47rrwLaDomNCkDTpWDyHH06Pd98h9Zxztt8mQYKd5H+5zpcBm4HRUsrpUsobMHP27xVC/Hdvd+7XyObvNhFdU8k3r87hgosPo19BLhddNgGAc687ll4jepr/2AKkKmjWNdQUF1IIcwgSMm/w0UiMx295D2G3mPplijDnzkKAEBx00kiKNteiRHWIxdCT7BhOKzVBc1HOkJItq8uZ9dkyykvqcbvtZFttOEuaYbEPb0lfaqpTUUKSrrPqaYi2stbvZmWziiJMAxfQDDY2BLAoBg4lwqjkUnKczbTKRhojgR2dfoL9RKX/IyzGJmKGQkBm85d+f+CJkc8xKeMoLn7/AzY2ZVEd8dISs+NRIngtEerDTmbX+vZ31xNgapTt6HGAkbA3u8Cm6lbKm0KUNAYRAib2z+S4QTkc1jeDIV2TuWx8TxxWpZO/9YeTl2088c1mmoKdAzpawqYjxKoK0tzW7fy2/nB7BFhzKMbrC0pYWtJITDcY3CWZWNvEx1MWxLbFH9+2V7qbQl8IHaiJxtgWhDCvOUBEURk+fTHHzP2OkRvXcNmnU1hfWbNb1yfB3kGrr6fuqafjr71HHkn/xYvoM3sWja+/RvPHU3e4nwyFCK1YsY96mWAPcj/bp0W62tp3FwswEnhWSjkCCAC3/vQue5SErdlFFhc34QvGeH9ZOTcd25+hXZO5amIfAG47oYDu6S70DkYiENHYkdxtYyDKg1+t79SmGe0h9aeN6kpZU6jzTkJQHjFtV0yXzNlcz1drqqj0hUj32Elxmu8tag3xUqZCc9tuXodKdW0AdInWGEG0pfkbvjAyDGsC1fwn1sxK1ZxfVde0xh12CX4Z1D72GEZrKwCW7Gx6vPce/ZYswTl4EGUXX4KyI0eZlIRXJ7KmE+wZ/pdG2YQfhiJLKVcAhwghrthrvfoVc+jxQ1izqJAefbKZcOQAunRNZcXiIqa9v5j33vgCq9sZ14ORVgXdY0MHFMNAhKJYk5xEIxoiohMJa6AFEG47xAy0dBfSkDgkJDtt6K0h0rKTaaqpR6R4kB4H+EPYHFawq6R3T+elZ2fzwrOzefiFi8nMTcaiSyxWlXnz1iNGuMyUmLImZs+Yh3OgnYgRYVL2sYzPGMfDqxZQGy2iNJBKgbuaDFeAdGuAlOpRdPck8vl/SRT5nsSjBLEJlQajkQ9Lr6Y00h93JJdhA6cTiVkpjaWhS6XD4EXhoLSERswvggPPKbYjEvZmFxjVPTWuQzYwz8tF43rwzqJSvt9cz0vfF1HTGiEc6zzo76j9AmYKp2ZIorqk4yzHpgqzDThmQBZTl1dityjYrQotIa3D/mBVFWwWhVBU4/Rn53PKsDweP3cE+Wlu1lW10BCIdopGW1HeDF4B+W40CV+P7s/Mhhbu3VqFVBTCWaNY30uQtO5NVvUZwJ8G9dkLVy/B7tL86Wdo1e2V7RpfeQXf++/jPfVUfG+8YTa26cV0RHi9OIcP34c9TbCH6LaL7TtDOVAupVzY9vp99q2jLGFrdpHjB+fw2rwSemW4ufywXgzM87Kx2s+6ymbeXlC63RAmqnducVgUwppZvCwUa39PEabzC8yFnK115iJ8ttdOTUvkB8cQCEWQn+rihndX4rIqTP/L4XRtq8SZ4rKypLi9cE1LWOe5jdVMwIERjJF25lBiNSF8H21Gj0aJOPLxGkeRFF1JyBbl5hHdEqmXvzCaXnk1/lyrqmLr5MlY8/IwIhFiRUU/up9nwoR90LsEBwL/S6PsR/P1pZQv7vnu/PoJNviJ1vvYVO9j3aJC7rjtA/z+MEkFUXrfsQmpg/H8IPRgMmJri1lTWYI9GGXo+L4sXlGGtAiS8r201DRjLfejxHQ0lx1DQsytEnQrzFxXitAN3El2up8ymqVfrEQ47Ai7jbDVijSgvCkIUhJLcXDznR/w7OMX8eInN7BlZSkP3PA6siGMvTaGJSY4IuNQBvToTaotmT5JPQD495ie3PrJf1nXGCVZhkhKqcVW24Unjr/opy9Cgn2OrlejCLCgYkGnNhqhPlpLqqsSi6JjV3UyhJ+ItNGkuZiQcTJX978Im5LQ/9nvHIBpljsiYW92DadNpbI5hJTw7uJyFhU18cQ3m7fbzqaazrCOzqoj+2cwc2M9miFJdVkJRvW4CHNusiNe4RJg2tqauA/tskN78vycQvQ2H4hmmNEAoZgR/wlPXVlJXqqTKX8cx7qqFu74uPPKbrrbxp0T+lMsdC7ISyfVamGgx0lmTPDkB2s5pkoi00bw1NFDOPqqIWQmNMp+UcTKyzo3KAqG30/LJ5+0t3Vwklny8ujx9ltYMjIQlv+1NpvgF0gpZrrljtp3CylltRCiTAjRX0q5ETgKWLe7x9uNz0/Yml2kNaIT1Q2mr6thQ3ULF/1nEZohsQjQpJkQowiwqaZDbBteh4VemR5WlPkASHNbaQyYCzZJdhV/pD0yuSkYY+FWM9W+f3YSqU4rG2pa4++HNXOwVFwfBCAYM/jdM/P46oYJTLthAvO21HPXZ+0/I0XAOeO7k2x1Ye3iwZLqNB+XD+HLx0vYvDGZPv50blsxkTWnLeG80xMLx78kYtXVyGhbpLuqgq5jtLQQaWlB2O073CfnrrtIPvUUlB95P0GCXSXhOt/DWEcm0XpzOtbjsvFmJOFKciCtKmpmGMUqUR0SNU+n1SLRXSru1hi2mlayUj2cd9lE3G47qV281GkxIuku0gqyOeKUkSgSRDhGNEnBsCsYPZI54pSRVLlszC9vQu+ZjZrkAqvFLGUmJRgGXXukgSoIhWOs31hJl+4ZfPDSLKQuSVsewF0RRUqJw+nkuNwjODh9JK3+MDOnrcYShOwVySiPp7LwrtGUf3oRlx/2Em6PY39f5gQ/wG7pDtIgKnW6WBoZ4S6jrzNMliMbKW1ohoJFGKgYRKWFPNfQhJPsF0Qi9TLBriIFeIeko2c7GJ6fTKyDsDq0+16jemcnmSLggrE9mNAvE6sqCLU5yZIdFg7qkUqkg6g+mIFmRw/I4qAeqTzzrekks+9g1T3Pa4/roc3eWIvbbqHCF2J9tb/TdsGoxtF5qVzbPZtUq4XvN9ezYGsD46IqZxcZaEisTpVbLx/JBf1zf+5lSrCHcQ79QZV1w0DY7aipKVhycrbb3tq1C9acnIST7NfLbUDwB23Btvafw7XAW0KIVcBwfl4qZ4K9zLFWO6diZXyaG103cNlMG7DNSSYxpx7bnGS2tpz6vlke/jChFzaLQpcUZ9xJ1i3VwYT+mdt9Ts9MNycOyWH+1oZOTrKOxHSDLI+Zclfrj7CltpX+OUk8PXtLp+0MCS6nlaTDu+Lok0JVc4ipKyqIem3YSvuR05IOiiTnWIN7rxmLUBNT4l8SlrQ0lJQU84XeNi5RFJSUFBwDBpiRyx0RAufw4QknWYLtaNOlfF8IsUEIsV4IMW5n902MXPYwr7bOJzJcoaa35JIr/oNuVbHZVRqXpmLzRjGCBv7SFCwC0mw2ouEwukVQtaWaqC9Ib4+dNasqcAzJwemy8cgD57N5RRnffL0ORZPYm2LYunu5+LRxWLY28WlhJdIhIGbBaA6BUEhOceLzR0BAeZkPFYOMnGSOPHwAG9ZXsr45guyehaeplUh9M0SjeJKd8XP41z8/YvH8LfQtyOW2e39HzvvJHHJIX0Yf1Gs/XtkEO0JKSZl/GlFtEzbFwIppTKxoOJQ66iJN1IcysViDIARCSMaknsDA5IP2c88TdCRR9TLBrvJpnQ/f+ibUmMGjM7fQGjT1vgwJhgA9zYalMYqQYLcqeGwW6tvSIN9YUMLpI7swZ1MddrsKmsEfJvbmTxP7MPyuafHPcFpVBuQm8eDpQzjovm/i7dt0XGwWQVQzvXAbatp1Ky8f3xOAl7/bCpgTKadNIRg1cFhVVMWcRH27qY7fv7wIgCl/GMuhv+tDLKIz+vgeqIkUmF8c0fJy6l/cPuBGRiLEiktQvN5O7Wp6Ol0fe2wf9S7B3qDrA4e9XX7rHNiDVS8hnuo4+md3MME+4fuF5XxMDEtjjBOfnAuYqfeaAf1QqMGgpU1qOdVtoyVkOsSWlvq4N8NFjtdOeVMIiyLolu7ik2vG8/r8Yj5fZaZxKwJSXDZuPKYfn62qjKdjdsTrUGkJ60igttWMNBqU5+WgHql8vqqK+rY2T4qNxn5elIYIyR10Oc9/cSFb6wOcNDSXu24dQcnXVnoeL0jtl5gK/9KQ0SgNb7yB4fN1fsMwMHy+HepdZv31Zhz9++2T/iX41fE48JWU8gwhhI3tdTd/lMTdYQ8z0NaVikgjlhIretvqRExKrAGduk/TkdLAlmYaEF9YA6cVnFbUJAdF9S1sWl0OFhWxxceIw/qRm5VM9tFJHHHSML6ZuR5bs05Pm5tXHp2GUtmMXmCuyOhOFV0RCAG+YAxUxSzJblWQUmAZovLoF58zUO9iRhoIQcBuQ3TNQpZXM2TCAL6ftZ6hI3tQW94AQEOVjy5d0rju+kn741Im2AkW1j3BBt879LIKLIo5sAjqDha35qNarCSpfvLdldRH3TTrLg7PPJfj8s7cz71OsB2J6LEEu8gIrxvFIpAxiLSlr2ybWwgJloYoigADCMcMwrF2sX5FEczZVI8EWiMaXoeFSYPMaKD/XDyGC15aSCim47arVPhCjLr3m04/USHMoOWYtv0P12FV+LSiEYfbysZaM5pMAsGo6Vw7uGcaK8p82C0KjYF2DRpfMMYxx+4owyvBL4FYZSVbjz8BGeusc4eqtklISIyW9mp1ltxcen/2KYp7nxUzTLCXaHOK/SzHWIJfN95MJ1SFULbd/DGdZAAbaXvSZg62OazATK9cWNRIaaMp0G9IyYS+mXjsFi45pCezN9SyqLgJQ5q6ZNe/uwLd2PGAqCWsb9eWLxQ+/GIzK2PttqS1JYZa3EpsUApDuqfy1ZpqJvbPpCFg9qukIUj6QEH6wJ+qCZ1gf1J+7XW0fvtt50aLxay2vO1vB/Ief4zkSYm56q+dtmrKe3RRRgiRDEwALgaQUkaB6E/t05GEo2wPc/+R53Da6oNJ7efiU30RS1aUUF3SQCTFhhLRsVb6EG4b0qoixbaQZUnYbeWpF2dx/LkH8+X3G5FWhbmLtlBSWEv33llcf9vJ1DUFKK5oZENpHTgsqOkeLFEdzargtdnQ7FakbqZcIgSGIomk24h20Vk+qpHlNJLx3lLsQdWMLrKYf63dcnlnyhKWLSoiLdVFrNKHCIQg0B4h0NoaJhCIkJ2d/KPnLqUk2BrGnWRGp9VUNmFoOrPeX8zww/ozMBGRtsepDHxJihqkSk+ip8WKMGrRkQxPyeGwvOf5sORCQlo1XeytZMoUJmadvL+7nOCHJDTKEuwGfd0Ovr/hcNZWtGBXBfd/uZ4t1a1sm0q4bCrB6PYTC0XAN+trKchJwm1TCUR1WsIa//p8PS9dfBCjuqfyj5MG8OjXm9AMGZ/0WFURX+XvmeGmsC6ww59tOGYwe145s+ftWAYo3WPjrOfnI4Auqe2RzNtSdqSUbK0PkJ/q+klh5UBEw25RsKgKgYhGYyDK0pImmoJRLhzbHUsijWaP4p89O+4kU/Ny0SurzDd0nfxXXia8ciV1jz1uTmKEIP3KKxNOsgQJfiNcd91Yhq+vJS/dxUPTNrKmopnKNi3LbamXO8If0bnzk3UcNyibr9aaFYxfnVfMLccV4LSpPHHuSC5+ZRENrVHWV/m3239Hov4d+arCx1cVvs6NhkStDZPiDXH5qkUUNwTJT3USiLTdv5R2B1l9awQpITPpx9P1dEMSiul47OaUubg+QETT+XJNNScNzaVPVtKP7ptg9wjMn28+EQIcDgiFQNNImnQsWbfeStFJJ2MEAqCq2Pv0wXvssfu3wwl+Nm1Oshdpj/bqDrxYfuscfqazrCdQB7wihBgGLAWul1IGfno3k8RIci9Q0D2HhgofV10/ibfeuYZu/XOQVhXdY8PdIwOhm6lWQlUZO7Y3Z/9utKntIiXff7kKaTMdWIbLSnpmEs2NAeZ8uZKKyiYaghGELsGQCKHw3N3ncM/lk1B8YVSbFWIxlHAMEdZIcZg5/EqkLazAkCghgdAlIqrjVBUwJAOHdyPUVg2tsc5PMBglJzuZs66bxJoVpTQ3B/n9Rc9zwXnPMvf7TT963ndc/jJnjPwnH73yHbM+X8nFx/+by89+mpfenceNlzxP+dbavX/xDzCSRAtOJUaSIvm0IReHopFpCZBmsWJXXZzW/WUKvBNwKCG86mZ02bC/u5zgB4ifeCRI8FN0SXaS4rSSl+Jk2g2H88wFI+PvJTk6r4MJ4K6TB5KdZNqFDdV+oh30yPrlmIP9r9dVU1QXoL41akYnt1GQk8Ty24+mb6aLkvpAp9+nANokaXY4YcrxmpMQp1UhzWWPb1feFMJuUThhSA7JTiv1rRHu/mwdRz3yLZe9tvhHz/vrdTUMu2s6xz8+h4bWCJMe+47DHpzFDe+u4K5P1/GPj1f/9IVLsMvoje3V5Ai1F3tAVbH36kXGH/9IlyceN1f6YzFixT9ekSxBggS/LoQQ9O+STLkvxLMXjGLe344i2WnaGIkZSdyRM0Z15fSRefHXC4sa488tiqlzWdIQYN6WOrbWB6hr7ewMW3770dxwVB+aQzGsaufRUIrzx/V1FWFWcwY40u2OLxaVNYXQDOiV4eaCg7uxqtzHpho/h/3fLMb/30zWVDTv8HjhmM6JT8xh2F3T+WpNNU9+s5mJD8/m5Cfn8tiMzZz53HwaWn/ckZdg99i2KCO2OcnasGTnYMvNpdcXn+McORJ0ncjm7YsYJfhVcj/bp0S6+Pn6lRZgJPCslHIEEGAXqiwnIsr2Andc8ybrV5Ux9vACTrtgLPaYHhfYD9hVjIiGMCRCFVh1yYevzMWiCghE0CIajnQ3YcNAqgqaITn/mAfRdIme6kBYVdSIRIkaZKR66Nknh5uve8vUjJGSHj0yiBmCqgofI0b1QvVYmDFtDa5SCc2tOHUvMYtACEG4qBqyU1m1qhynTUX4QxDTMTI90C2DV16bT/T57zjlvIPxNZlarq88MZ2mkgZOOr+zDp6UkhXzTSHNFfML6T6oC1JKWl1WsDsJphrcd81rPPvFzfv8+/itUu9/mRy1nIChErEcTciowpACgeDdhzIpnvRX8gYuJst9Kr5IV1LtBbgs24stJ/gFkIgoS7AbfLKykuv+uxybqvDOlWNZVe6Lv/fDVfhR3VO567N1nYT9c5KdlDWZg1B/WOOK15bw9fqaTvtZ23RoLjm0J49M38TmumC8/aCe6cwrbMBqUZjyh3Gc9sxcdiAtw7YF/FDM4MlZW8yU0Lbt7BbBhio/F728iByvnR4ZZhTSkuImbnhnOf88eRCpblun4y0qakAzJJtrWylpCFLhC3V6/53F5fxuZD5jeqbt1HVM8NPEamrwvfceCIGanIxwOqHJdJypXi9ll1+B1DSsXfLwHHUUkc2b8Z544n7udYIECfYUmm5wytPfU9MS4dJDezCuVzpOq0pzyEyB6+gms1sUiupaWVrqi7f5w1o88syiKpQ2Bjni4dlI2hcFVUWgG5KCnCRcdguPfdMuzj84z0tZU4jmUIzzDu7Ggq0NLOtwfFWY0gNWVRBpkwSYurIyXnQATAeaRRHc8uEqdAOuOKwnoZjpSLv1w1Vcc0RfjhvceYzcGIiyoa0gzcKiBmrb7Gq0rfRzUzDGPz5ew7MXjNq9C5tgO2r+9UA8vdc9bhytM2cCUO+9mK0r/kzuHz7Fu/VJvCedRKyqCu+xxyJEYmn5N0C3XWzfWcqBcinlwrbX75NwlO1fQqEoEli0dCvzFm5BtEawpDrR3VYCdoElx8VFx47ktDMO4r6b3gEhUAzAomLrnYHFaSPSHEQA99z0X2KqirQJ1JBG3wG5lC4tQfFHuP3hs/nvI59jVQRRzCpoxaWN2PwhbnniIkaN6815h9+HxWaDMFAXw97LTiwYxXpQK7ZzBcEvdYwWCIViCN1AJjnQHVbKa5pRNM00frrk5ltO5P1X51C+rIRnVpRx9O9G4XC2T15KgxX0f86Dsd7KpUeeQDgc48M35qLqBroAVIVAIhXmRykvqkO1KOTmp//kdg2RQqqCq+jrPYaW0OeAQZLqYmyXJ0hxr0FGZ7Jp4ye4C7bgyNlMRA/THP6WE7pP3TcnkmC3SFS4TLA7BCPmJCWqG/zu2Xk73GZEfgp3TR5I93Q3w+7+Ot5uVUW8MhnAzA011PojHfZLprolQlVzmN+N6EKGx86ayvZV95gB8wobOOegrlw2vhcvzy3CkO2THrddJdCmnVbZ3Nlp19FZ1xLWaQmbEfANrVFeuWQMz8zawqerqvh4RSX9c7xcNbF3fHtpGJy36H1GbdxC3eXXM7J7KkPzvKysaOn0Gck/EXVwIBMJafhqAmTkJ6H+hE02olGaP/oYe9++aHV1aLVmRHjmjTfiOWQcTd98y/plzVSXh+lW9g0pzUVEi4ro/vbbuEaO2FenkyBBgn2AIYlHZ702v4SX5xZ3ej8YM3BaFf52fAGnjejKsY99F39PEZDuthGM6fjDGpou+ct7K+Lrgy6bStdUF5tq/HgdFp48dzj3fLquU7r/msoWvHYLL188mu5pbp6dXdjp+A6rKSMQ0WSnVNBt2pgC0AzJptr2Spq5yU7+fsIA/jO3iDUVLfzzkzXbOcq8a5fxzsY3WT5oPKcffhTfb67nyzVVpixj/DM662UlaMdXaGBLBlfGT8//gkuXEiksJOXUU2n58ksAbAX96frUk/inf03tcp3aWcdg1CmUVfalX30Z0eIi+s6auS9OI8G+oRQz3XJH7buNlLJaCFEmhOgvpdwIHAWs29n9E46yPczmtRXYVIX+Q7qwYXPbyryq0CvJgdI9lbU1Tei6wZuvf8+HUxYxbvJgAgEfrsYIUcNGCAMCIazBGCKqs7q6BFuKk6AFdCEYN6IHRV+vR5eSp/75EUUlDRiKgnTbkE4rMs2NJiQHHdIHq92CRTfQDAOb00bSoO7U1/nBbuA6txmhgENrJvhfG1JKpNOOdNjAkBiqIJZmR4kaRHSDo48exObFRZSvraJvQU7cSfZG8VTm1C8m255MmbUMhkJ90M/zD31DxG5FDcbQ7RYQMGxoQqh5R7z68Je8/fZ8pMvOpOOHcuEFB1NdXMewwwd12k5Kg09Lrydi+KkLb2BM2l+pbXmCFNdpgKlZtKL5cbp0k7i6uNCqD8KVUUO+99L9cVoJdoWEoyzBLqLpBstLm+if7aEpGIs7udw2lUF5XpaXNhEzYHmZj8lPz+Pkobm47SqhqI4hIaZLCuuD8eNV+MKd9GDsVhVbmyNlVbmPj1dUsCON5fw0N32zk7Bb1HhblxQHFb729LyOUQPw45o2DquCpkuuPbIvMzfWEtMkY3qmArDaH+SPa0s4vKKYC9/9L90B18IZfJyXs52TzKII+uckdGN+SCQY4+Wb52DoYLEpnPfPsTTVBMjMT8KZ1Dlqr/7ZZ2l49jmEzUavaV+RfPrvkLEYySccj+J2s6BpAGWhRsgQaMk5HNL0PtauXXEMHvQjn54gQYJfK99vqaNrihObRWFlefuCycDcJAwp2VDdSjhmcMcn63hy5hb6ZSdR3RJGFQLNkNR0WITRDMmyUh+qArphOuCOGpDJxho/LWGNi19ZHLcfHW1FzJAcWZBNcX27tJDLKrBa2iPbYMe2ZUdtgYjGtUf15fst9VQ3hzm4LQJZGpKm9zYSKfMT+v7fJG9cx/iKYhquvoA7P127nR2c0C9zVy7lAcO8O3Qq5pjPh/7BIGcc6CFBWkHn6K9YTS0lF18CsRh6QwPZf7sV3/sfkHbJJQhFIZByLMunt5eGzy6ox17bj9Rzz92Xp5Ng73MbnTXKAIJt7T+Xa4G32ipebgUu2dkdE46yPcwHr37PptXl6HaVrv2zaa3xc/GfJ3HCWWOoKK7n4jOfQHPbMVwWWqXB53PWIVVBINmKpcVcrRGGmVopEKSmu7no2qN45OkZACxdtBXcDrzJTooqm5FtwvnxMmRCMH7SUFxeJ756PzLNiy4NIrokWt8KikAaKlqRDUvPKMm+TIKAdFrBMBBSImIGjhQnfmlgWBQ+/2wFB43tzVdTl4OqsGFDFdec9SSjDh/IZ0NnYCgGTmFD0VXCG6z89e33SPG2/c4NKNAlyakuzr/qqE7XSkqZCJcFls3ZiLSZ/4rTP1/JtI+XgpSceHhfbnjkgg5bCqyKm4jhRzWcEBlKz8y3OryrxCekhlQ48qB78Fi77tNzSbAbSFOzMEGCXWFVRTPvLjEF8wfneQnFNIZ1TeHJc0eS6rZx5nPzWVzcrgvz6aqq/3nMy8f34uXvt1LVEmFFmS+u9RLVjR06yZKdVk4ckktE04nE2vXOOjrJtqFkOxG1IXTZedKSnWSjxm8WDPBHdO7/Yj2D8rzxaLSzn1/ArccV8N/WFgqdUOlK4cxefYlWVHJ3bQoNn66NH8ttU+me5uTcgzsvyiRsjUlDZQCj7WvSogav/92MQlQsgqueOqLTtmqSFwDhdBAxrOTee2+na2g0NZrjDqD7oBR6/uWDfXAGCX4LCCH6A+92aOoF3CGlfGz/9CjB/+LxGZtZX+3HY1PJS3EQ0yX3nzaYYwbmMGN9DZe/tiR+X69rjVLXaurhanLHq4B9s9wcPziHJ2YWmhk4RWYqd9cUJ+UdUuk77v37cWYGVnM4Fp/yBGMSYp0jukYgaEmyUejvHMmsYN6ytskDPPL1JobmJ/PtpjoAPllZRVRfQi+7nfNW+AAQPcagFW7ms4whvPD49zis7QtCA3KSyEtxcsao/E6fk7A3JnUdpEJXvSBZ9TyAZNRN0OvE9usobFYUux0jFkPaknBNPA7v8ce3v98hGM2m1DHqsUOxesbv/RNIsE/p+sBhb5ffOgf2cNVLACnlCmD07uybcJTtYY44cRgLF26hIdlGYSCI3R9i+bwtnHj2waRmeMhxOKgQIIVZ8tLSFEX3WlHDEgWBDOuImBG/yTqdVp687k3U7FQQEGhbSQkGoqSluWkImhMMoQiz4qUC387eQPKdHzFtyiIiGUlgUTEUiRqNIgVIu5WWF7IQQkOVVgyrjrQqgILSGODOxy/Anurkvn9/jr8hSEqKG5vHTnqPdGoK69BTXWyo8bPxjbnYJjpJOkwSmGmhcVoyWqYHaVFoCoRJkQbBumasmR4enHJ9p+v0xD/eZ9p7i7j0rydy+uWH79Pv6JfGNff8jpsv+Q9B3TALILY5zT6bv5XQ36fwt/vOBMDfGOCU/KcpqlzFvcdPIxL4Ow9+eAP9hpmDB6e1FyHL6ZQF5hCS2djVxCrXr4ZERFmCXaQgJ4nR3VNZUeZjTaUZUfX9lgZibdopY3qmdnKU/S8U4N9fb4rvH9Ml4Zj5fECOl9LG0Hb7NIdinPncPNI99riOy44QQG5EUvGD3/n4Puk8c/4o/vDmUlaV+QhEdcb2Su9UZEAzJPd/uR7NqeLKdpFjtXDq0D8ghrZtEIzRL8vDptpWAlGdu04dwkE92rXJlpY0cfHLi+iS6uT9qw6JVy47EMntlUxe/xQqN/o6tRua5MW/fMsZfx1Nao4bLaqTdN6FOAYOZPHiMDPuWcWgw/KYeH5BfJ8jz+3F4qvuJalpC5mn/nsfn0mCXzNt6S/DAYQQKlABfLQ/+5TgpzljVFc21fhpjeq0tqVgLiv1cczAHPpkeuIVlHeWmC55YmZ7+mSd31xciWgaDqsStz0dee67IlojOm8u/OlMrOVIPD/oi6rAx386lHVVLfzflxvwhWL0yHBjSLM4gC9kisd/tcbMBPJhI+hQKXWPZtlJg+PH0XQ9HuXWK9PD0+e3F9AxDMnvX1nEwq2NPHbOcE4YkrvT1+O3yKg/CxbcLZE6nca4Sx+GQJXOkMtVpJToSgo9P/6IhvmVfPfSKKyfGRz9goIr05wH54wR9M58CX39dyg9RmD13LR/TijBXqfNKfazHWN7kgN3xLiXGDK2F9njulO3qQpFN+8NXbqlccdtU2hqbKXf2F5ULSlCb1ueV6MS1aeDABHTEZqBEtWRigJSYgTCCKsFSyiKI8tLWU0LYyYWMPmM0Yw6pA+nHHw3QUWCxRbPbZEWha++34jmsCEiGtJlw6IbGAKUbBeaIRFBHaUhgi8SRLhs6C4rAslJZ4zikCMGAPDh61cTi+nUNfi54PpXiBo6fQdmUVZmhl3b7BbkLA+NX2k0WqIIVSXbaaNJwKBBXTjruKG885/vqGwO89QDnzHxhGG8++Y8jjhmMN9/tRod+PCNuUw4aTiZOcn74dv6ZbB2STEipiFsFgy3HaQ0bYpqZcbczZT97glUIdk0YyUDjxhIt8MGUJOm0fAHD3ds+YQ+ZNDHK6iPlqPp9VhEEhCkPlJKrrPvfj67BDtDQqMswa7islm4dHxP/vTWsnhbpsfGt5vqeHHOVkZ0SyHFacEX2jn9FIdVJdgWFWazKGiaQbc0F6eN6MJVE3tz+8ermbK0Yrv9moJR6lrNBRtVAatqTnKsqgBppssAVP4gysxtU3jl4jFYLQr/vWIsYGq9/PX9VXy2qoocr53mUIxQzMBuUTGCOkaRn0ra0zhzkx34wzFuO3EAn62qYn5hA//4aDXPXTCaF7/fiqYbZCbZ8Uc0NlT7eX1eMX86os+uXObfFE01QWLBHf8eokGdd+9bRG6fVGq2NmNIyfCj8imurAJ01s+vIhrWsTktBFsixMI65X3ORpEGOWsFPY/bt+eSYN9x5513nscPVvnvvPPOPTWZOQoolFKW7KHjJdgLTBqcw4tziihtbE/X757m4uzn52NRBEO6JrNg684vzDS02QwhwGVVqWwOc+KQXC4/rCddUhyMuX/H2lPvLinbYbutTc9s21CqNdL5PvfPkwcxpGsKQ7qmcPZB3QjHdFaVN3PW8/Pj51LSdm6qAu8RQwtH4/v3SHdR0RTitJFdGNsrnZe/L2JJSSPPzS6kR4aL95aUc+6YbszZXA/AYzM2Mb5vBl7HgamVKaWkaeOPv7/hLahfoxNthpZi6DIhF6HkYkQhEoVFDxg408DihEA1NAQuR087C9nqZXhUotoSEXsJ9g0JR9ke5qWP5rO8shbcCs7qCAqS3L7ZvDl1mVmWRQiIauCwAyDtFnPQrxmo/ggWBJnd0ylvDmK3KFx63bE8dMsUdEMSCEYwrAqrNlYwWTmIC45/hIDTgp5kA92gn90GdhtbGloIWVTIcKGGdJLddoLVLWjJVmJtFWAyFJVQSRhrlheR5CBmM9P2Viwp4q9nPM7Y343h4MP60yU/jZnfrCXWNoE66fxD6Nslg9qaFsaO68OUV7/nnVfmIBUFaVe44tpJHHH8kPj1eOHF72hoDDD14+UsWVZCRaWPVSvL+NOtJ/HY3VOp94W486Z3ePTly7DZDryfY0tTgOfv/QTpccQjyVRFoDcHkSluMCSFm2vMCMO0ZJYHomxdO58uV2lUW1U2O6ooqS6nImqugtlEjDyHHUM6SLP93EIhCfYZCUdZgl2krDHINW8v69Q2tnc6z35byNa6AJtqWn9kz3YG5CSxocaPlHDy8Fw2VvlZUd5sVlEGShuD1PnDPPjVhu2cZEcXZDF7Ux1ah5xM3TBTajZU++MizMlOCy0hDQmkOC00tz3PTHJw3OPfcdzgHIZ0SeG4wTk0h2IsKjInWw6rypfXT+CLNVUc2juD5lCMC/+zkJawOQEanp/Cx1cfGv/s5lCM95eaqainPfN93EH456P70jPDTVF9gAenbWR4fgqH9MnYhSv922H+h1uoK/vB76KDCJAek5Svb5/sLv2y3XdhaJLNiztXREWxYABd+qXslf4m2P+0Ock66sZ0B16888472UPOsnOA/+6B4yTYi/zjozWdnGR2i0JrJMbCop1zjjmtCi6bhYZAlFSXldtOGMDN769CSuKRaIuKGjnv4HyOfOS7Tvse3COViuYQ5U3huF0B6JHupLjBjHSOtrV7HRZawhpeh0o4JonqBgJ4dV4R326oZWJBFscNziUzyc6UJe2RaXeeMghNl0gpObhnOndMXcPUlZXx95+9YBQDcr0drsdqgjGDB77aQJrbRmMgSnlTkD9N7M0zswvZVNPKX95dwYsXjT4g0zAb10s2vN15YKtYwYi1v65f2f68Yg4g27ep6zy0aTuAF3sKCSdZgn1KogzhHkRKyZIFZiixRSgYNguRTA+FxfV075UZ1/MQhkSENdANhGaAIc2KkzYrus1CZY0ZsRWJ6Tx0yxR69stCSIka1TDsKn5N5x+3TaG+MdC+tC4lsjlE2dIixDZDoioYNoVYVOefj53HWWeORVHMBH1fRCeW7SXoshPetr2UlDaGWF7WzHNPzuDmq1+npKSeV176DktzjHyPm9OOG8HQYd04+tjBeJIcXHLt0fzf8xfTtVs6g4blc9D4vsgOmgQjR3Y3hQSkRLRNqIL+MFM+WEJ6lgfDZWPT1jr++/rcvf8F/QJZs6gQkGCzIKI6thQ/aqwRZ1jHUteKpTEY/4qTUt043TFO/vN3HDtyMSd2qaaXOwddCpxKGlKCX3OwriWPHMd52FXTGbuiaQNLGtf+aB8S7H+E3PEjQYIfY+6W+u3alpf6GNolGbtl50z7+mr/tirsvLu4nKiuo/xgDPr2ojJem1fcqc1tU5ixobaTk2wbJw/L446TBtIv2w0Qd4wB+Do8L24IUlgX4OlZhfzxzaV8ubqKc19YEC9KcO+pg0l12zj/4O70yHAzLD+F7289kt+N6EJmkp0/Ht4bo8PnH9onI953X0gj1WVFAI/N2Mzo7inx7a56a1mn/Q4UDN2gtnQH6bE7uBSqRaConV8nZzmw2BRszs4LWu5kG4MndAFMUWbfhx+hNTXtya4n2L/cT2dxZdpe3/9zD9wmrDwZmPJzj5Vg7xGK6qwo8wHEdSsjmkEgopOX7Ni5Y8QMGgJmhFZTMMbtU9fQLdXUWN5WfLmuNcKlry7ZLhqstMl0kv0QIRSeOX8kF4xtXxTetpDSEtaJtskISGBrXZBvNtZx+9S1XP32Mj5dWRlf/BnTM40j+mdxzMBsjh2UQ7LLyqNnD+ep80aQ67UzaVA2fTI9nT57cJf2LJhMj1kIZVNNK8vLmnDbzZvnjPW1fLhs+yjsA4GaxdsbFiNmOsJ+iMVN3A4ZMbCngqdNXtna7ptEKFBwfvsApeXrrwku25FHLUGCPUfCUbYHmTVzHWUb6rA3arh9Zh67TVV4f+oyissaSbZbUcIxbBJ6pSZhbwyjBmMoYQ0lZgrpJ6e4UEIa1qiG6gvh7+pmmSXG8X8+itT+WehWBUOYui3SasGBQrbbydW/P5yxxwxGCnA2BdmmvNyvIJc77judj99ZwLfvLaYPFiwBHaTEnWFWBRNInLrEE5NIITDaostsdivNPnMFSTGgZ26a6Wj7AQOG5XPQcQPpOTSPK8bewe/638Qt5zxFZUk9f/jLcfTokYHVotK7VxZENISUlFQ0Ul1SE++n4wDVjXnp3k8Qmg6BMO6hfvJuryLn/+pxd1MRdh0cOoRj0BIgUN+KdWsdatsE5qK+Y5hy+LXMPOqfPDPqEcann0FtyEtZazJvF60AYG3zFm5f8zR3rX0u4Sz7pSJ/4pEgwY9w7+fr4gL7SQ7z/ukLxvh4RSU90tvntXnJDjx2dUeHIMVljlq33dXXVbWS4bHzx8N7ddpOl6AIc7X+0N7p/PfKcXFn3LZ9BXD35EEoQvCf74uI6ZJt/jp3h89XhJky+UMcVhWjTZbGqopOE5FteB1WThiSy4S+mXy8vIJet33B4Q/N4vX5xWR47Nx6fAEWRXBwj1T84Vj832jG+tr4Mayq4ABc4GftnEqCzeZEVVF/+gI4PJa46D+AzWXl/DvHcdnDh3HpQ+M5946DsTnM7zTQHKV4tSncXXbVH6m67TYqb/7r3jmJBPuDHwtN3xMh68cDy6SUNf9zywT7jUemb4wvYLhs5v+9267y6IzN1LW2C+a7rArd037oUzXJ8ZoLt9tuPeGYQWlTiJsn9Y8fE0wHHIDDotAlxcFT5w5nSJ5pC+yW9vvWxH6Z/POkgbzw3Vamr62he5oz/p6tw/3NY1f54d3OYVU7OeOG5W9vaxRFcGjvDI4ckE2XFCfD7prGsDunc8XrS/AFozx34ShyvHY8dpUsb7s9W17iixeiAfA4Dry5jRGTbPiRWFN1B35VLdD59fCrBce9rnDqZwqnfKTQta3OjDSg6Atz0OP78CMqrr2OkgsuJFJYSIIEe4sD7z94L9Kvf44Z+RWTaLrOVVcegdtt59FHpyEEnHbmQXzwxXKaW0KUVjeD3YK1m5dgKIqtxIcaiHHdfadz7y1TIKQhJGheGwhBUb2PypYgCIGIaSiaRBqSCBCp8fPxB0uZcNRAtPwMUlJdaGvKMFx2LrzxBArXV7J8UREADb4gqXnJNBk6rRgcclg/Smt9lJQ3YncoyEAUpEBqGjarILdLKn/84xG8/MxMln23mdXLS0jL9jJjxlq6ZnuZ+/lqlq4po9luzogshsRisbFyeRmfvjaHaJaXzT4/PYfmYreqiJiOYVUw7CqyRzaW4lqUiE7PbO9PXNnfLtld06gqqefQ8X0xxjZSTgOKA065dQyva7OR0oC7JWopHH7aaCqL6hjFuXhzwnTzTATAY3WwckkRM2/fQO8j+7F1SD3GWpWnimdy9Dk9EQgkEkUk/OK/RASJqpcJdp0uKU42tqVXHj0gmwn9Mnjimy20RjT6ZCXhsKqsq2ymstlcic/x2qluaZ/UnDsmn5KGAPMKGzv5ZGv9Eaqbt1+9N6S5Wj+3sIGKbQsoAhQh0AzJiG4pnDG6KwPvmBbfR1UELqsgENHpn+2hV6aHL9dUU/WD49tUheqWEK9dNobLX1tMYV2A26eu5fGzh/PWolI0zSAQ1XhrQSm1/gi6lPEJV0lDkLs+Wce4Xmk8PG0TUsI5Y7qxqLg9qqkp2J7v0TvTc0CmwrhTzImqxaYw+fphfPjQ8rZ2G+4UO7XF7dFm2d2T8Xsj5A9IJS3PQ04vL0IRWGwqumYw94PNWB0W3Kl2/A1hls8ooeuAVIRqDimFumPHbIJfJaWY6ZY7av+5nEsi7fIXzyG903npe3MOEdUN7jx5IK0RjYenb0JVBJeP78VbC0toCWtxnS+7RUHTDXRpLk7cdsIArntnBfoPFgC31Lbij2xfBCCsGVT4wrw6r4TktgWd3GQnxQ3m8f9x0gBe/K4oHukGkOG20RCIIoRg8rAc5myupykYw6aKeGomAFIyaVAOG6tbeG1eCW8vKOXCg3vQHIoxc0Mt3dJcvLuklDUVLZ2j22IGX6+rYeqKSmZtrKW6JcKR/bPwhdq1zMJa58Fc7x9Eoh0ICBUcGRCohH5nQvl3EGxzhQ+8GFY+2b6t4oTc0RD1Q5/TBIpVkDfOtM9WN5R8bVC3HNIHQ0sRBGth8/sGWduCKxTFfCRIsJdIOMr2IF27pvPUo+fzystzCASjvPj8LLKyvDz66HnYbBaagxHqP1sMHmubaL9BoK1qpbSpZAzK47YnvyC9RwrRCj+G3UJGWODIcHJQbgbeUfDdvM1YWqOcdOJwpr08i0jPbESSga+gkoWbTUMQiuqcdu44XElO/FGdjz9cgsWqEtN1tCQbrc1BZJLddLQFwvibTHd+JKaD02KmcWoaG5tb+f0fX+LYIT3R2/ReKsubeOGV71i7tgKh6VjrAuh2FbJNY6DmpkCjORnzhzQWfLcBgKLienq6nAjDQOgGhmIWHTB6ZdI3alAwuue+/Kp+Mfz5kXP591/eYul3G8gtTce30oOm2ZmbW4wxwTS4zgInhx00mNOuPJLcHhk4nLZOx6iqa+GJ12ZR2xyg4V0/BbX9WLW2nI8sy7jmyiN5cNif0aTO4OQDV8T6F08ieizBLvLl9RO45YNVVPhCfLS8go+WV/B/pw8h2WljYv9MJj40i46Fw1o7TEbsFsEnKypR2yKEbaqCIQ2ykhx0SXVx3OAcvl5XQyCqMyjXiz+iddKneXppaXzl/8Kx3fCHNc4Z043fv7wYj10lGNUxJOiGJNgW9lbaGGJ4fsoOzyWqG/ztwzUcPzg7rkFTWNvK56uruP3jNTvcp+O8J9tr55lZW+OpNq/PL97hv5TTqnDOmPyfvK6/VXoNz2T0iT1YP7eSTx5fiTvVRqApSjgQi99/FFXgzXAy7Jh8PKkOvOnOTseQUrL0qxJK15q6RNk9MmmqCuKrDlG6poGC558juGgR7vHj9/XpJdh73EZnjTKAYFv7biOEcAPHAH/4OcdJsPc5ckA2z54/gjcWlFDdHOHOT9cxtlcar1xyEF1TnMzf2hBPeQRz8S/SwWGUl+zk+ndW4HVYCMd0NEOS4rTicVgY3zudorpWVpSbkjNnje7Ke0vK4/v6ypspaotIdlgUzh6dz4DcJD5fVcWMDTVYFBGXAGgKmVHE2z57m5Mr+gPv3Heb6znxiTkc3DMNiamRVt0S5k9vLaW+NcqOsCrE7WmFL8jCtsIFszbWMmIHEWlWBcb2zqDbj0TY/ZYRimDsHbD8MdjyMST3aneUlc9q387qgT6nQdcJCt6e20c6+7ZI1vxHEvFBLADODAhUQeGnkr6vnYyamoaamoK954E5f0ywcwgh+gPvdmjqBdwhpXxsZ/ZPuGH3MAMH5fPQI+fRo4cpFiyBWdPW8NTDX2FENVS7iqFICGmoLRGsta3Y6oNYGoLUx8wbtDXFQU63NAxDIvwx/NPW89oj01nw+WpsjSGUqEGvAXm8OPsfDCrIxXlaE/YTWmg8ejNoOlpdK9k9szj1yiP49/99ztb8ACVnQqjAjuG2YXgdKGEdJWqwfG4hIqKbumbbxGqEILtLGgCBQJQv3l+C22mhYGgXbApkZ7VFf2ltaZMopLaFHustYRQh8HjszJi6HF9hnbmtIbHbLTgsKkrUrO4JIBw2Hpt+C960A2/VJdQa5qoj7mP54mJCXg9bG4IEx1mInhVjS2UFmQszMaY7aNngYvony/njaY9y87lPb3ec+56fxrr6JoJ5TvoNyuOic8fRt3cWl15gTlYKvD0TTrJfOELKHT4SJPgxFEXw0JnD+NvxA+KphNXNYR7/ZjPPzC7cbiW7NaJ1SpMMRHVawhonDckhqhtoBlQ2h1lc3Mgf31wWF1gOaTpfXH8Y/zjR/Bwj1cbK6vboo9UVzdw5eSBvLShhcXEjrRGdHUmAhWI6U5aWb9feJcUZ79eXa2oobQzSM93F2F6pqIqIO/O2UdCmfRa/DphRcB+tqIhHmRXVBxm2g9TNmycVcNqIrju8nr91FnxcyJLPiwn4omhRg6DPHG/oMUnQH0W1CAxd4qsJ8vG/V/Dm7Quo3OzrdIziVfUs/qwo/nrY0fn0HJZB14JUeo3IwpKWhve441A9B549/63SJth/BVCCOaQtAa74uUL+UsqAlDJdStm8B7qZYC9z/JA83r5iHOltelxSwruLyvj7x2tI/cHi7Q9v/6WNQSTt0byGNLcpbQxx4/ur4k4ygJOG5vH5tePJT3XiAiboFhraIoJLG0NM7J/J6B5pPDpjMw2tUTRDtqdWdhgzfbKyKq6ntg1FQKbHjKytag7z8YpKMtw2DumdRiiq0SW1s1MryWGJp3tuc5KluKy88F0R4bYCZxIYmJe8nbZnboqLNy47GNtO6oX+lgjWSGZeA40bTM2xjtUvG9aAM8t8HmuF9W/A11cYLLpv+7SK7/9uxB1seYfCgAsFKX1gwAXmxfaMPxTnoEF7+3QS/MqRUm6UUg6XUg4HRmEu9Hy0s/snIsr2EtddP4nRo3uSleXlz1e9DsBHny8nKgywKbgy3GgBH9aWKPnZSZx41+947J25ICQNa6vQwgY9B3UhJ9nBok0VYG3/qo6bPJwTzzyIb6atYcOaSuwDzNUWI2hBd1kIWKI8OG0hb3y7Ct2q0HiYDqrAp8dI/8aOjGioMcMsLqAIYpphCodLUAIxFF3Su08XLJEYNRurEaqVZiFpKq9nzf99ysW/G8Pjj1/Avf98n4ZYjOzsVKpLmrGFIqjBKF3yUykvqkO4nLgiOlptACOqoQ2I0adfDmvWVGD1Rel3aFcu+v1h2KwH3s9Qi+msX1pEoDmIzEgxvwu3gsg1QAHRTYfvXOghFeygjUzCuNTPukgFM+au5OhDhwEQaA1TXWyKeisxgy2ryildWcZLT17c6fMaG1pJSXXvUGMuwX4moUeW4GcwpGsyU/4wjkBU5435xayvamFDdQvettQEIdrnDxK4+ojeLC/1Ma/Q1JX6bHU1vTLd5CY7WFfZ0ilN0WO38OrFYzCk5LX5xQhAaYpieNvv2ctKfYy8ZwaOHUwIOhRUBMw0TaSk45A4oumM7ZXOwqKGuIOtqCFI0dwSPlxeybQbDuPVecW8uaAUt11hS127oIlNNaMJtkUUFOR6WVvZQnM4xhmju7Kyojl+HheO7c55Bx+YlYDDrTE2LKjq1NbRDy8NUB0KutY2+Wu7njNfX885d4zBYjXHGDUlLZ2O8f2UzUy+djgOT7tCc7QtssR2AGrz/FZpc4rtiQqXCX7lPH/haOZsrsOmKlz1limk3lFjzGFR4umHB/dMY3yfDB75ehMAy8t8pLms9M70kOqyMrfNBm3jluP6M6FfJo/N2ERZUwgVmEoUKxADgjGdq95aRpeUzkJX225lP0zr/OEiiyFhSFcv6yr9VLeY6f/1gSj1hY3MK2zkgdMHc9MxffnTW8vwR3Q8dgu1HVIve2e6KWyzP8lOK76QaSs9Ditpbjv1bXptE/pmcNOk/jt/UX9D6FFJ+XcGUvvxbSwdv762QULZbOh1ikHWMHMcEayRxDrUnqmcC/kT4ZgX239r0jCjzRxpiXnNb4UvZl56HmahmG6Y6f23nXDky3vS9hwFFEopS/7nlm0kRjJ7CYfDypFHDULXDQ4/cgCbN1Yz6ajBzN1ShpSSjBQ3Y8cXYASjnHDeODZuqkEFpA5KMEqsJcy5pw7nX+c9jmK1MPHcQ1g4v5ARo3tw/V2nEYlovP7StxgSgh96UZY5iDW7QIKW6gQhqAqGcAqBe5Mg2MvAM8eHfb2O4XGD224urwhBuCnEmEP6cOi43nzy/hJamkMs/nYjCMHIUT1Iy05m2grzNyUtKoYh2VhcS6WhQZckyhpbsRoSZ5KT/H65jBzVjSlPz8AhNZ744AYqyxpZ+v0mTr/kMMKhKF++u4jxxw1h8Kge+/U72l9oMZ3rz3mWrRurwOlAaAZS08EnMV6yIgogaXEqN90xmdffXcimtRWE8mMIhwSH5OGXpzLx4MFYLCovPT6d5jV1uGwKSiCGEdX4f/bOMkyOKm3D96lq75Eed8tk4u5uJAQP7i6LuyzLCiyL7PKxC4u7awgeIBCIu+vEZibj7tLedb4fNZnJkMAGiUHd1zWZdHXJqdM1XXWe877P++Kjc/hszmb8/hD/98SFfPnJWma9vZwJx/ThLw+eebhP32A/GBUuDX4JwzL1CGB/UGNbRQvT+iSwvKCWpspWpIQrxmXS5gsyIDWKY/smMGfL8i7bn9AviW9yK2lwB5jUM46t5c0I4K0rRpAe4+CJ73ZRUu/pWF80d30KDmqSVv++PjPfv6yDmsSsCv5xcl82lDTyxeYKFCFYXlCHzaRw1rA0vt5a2WEcHQhpJEbaOlJxfAHJnoyeaKeF26bl8PfPc9FCkivGZXHdpGyenp9Pv5QIZgxKoaU9iu4P47uhqr+/mX2ALYvKWPjODlTzDwwmFOg1MpHEbpEs+zgPv7vzc2yq8ZC7pIIBk1Pxe4Os/bLrs2VNUQuzn9lIbXErw07IpNugOGY9sgYhBGf+cShRic7vH83AwOAoJtppYcagFFp9QUZ1i6bRHWB6n0QW7NCzRwamRdIrMRyrycTl47J4a0Vhl+0DmuSCken8+ZMtOMwKI7KiWV3YwFnD0rh2Uneqm728ulTfJgR0ldJ0yhr39dDcH62+EGcNTaFHQjgvLy0EKZm3XW/ntN7xqIrCnK2VHesrQuG77TUdnml7vDQdFpXhmdE4LCr5NW0kRdr49IaxLNhRw47KFq6dmM2UXvHM2VLJeSPSyEkIP+D+/C3ha5LMvUrDs78PrR1bPAz/E6z9P2gpA22PbaqE1f+UnNjuWLjqnxrBzkcOtACseVSy9vEQtiiY/LjCmkc1yhZDr/MF/a/6fd7ff0u0i2R7p/lnAC9+Oe9yfkWx7Fx+oi+mIZQdZFRV4S/3n97xOiEmnCf++QXFm0r5KLcSZ0wYjpRoPn5tCZpNQYabCcY4iFMh6A0gLWaC4Xaq2rw88Nwl9Ouv+6s88p8vKfa4CSVYkSYFU5mKGgghhIIS1AiGKVhaAsiQQvR3EPehlxyXi/RjkyipcVPd4CYxPYYduypBCPr3TCTS5eSZ1//Aw3/5kKV1+qxJRGocf3z4TJTHvuSLrzcTHu3kvOuOYd3WEv2EpESzmYgNd1Bb2kheXjWpaS6k14fX60UGQwwb34ORk3p19ME1fz750H0ARyDuNh8FOyr1GX27FWFSEYEgBELI9Va0HVaaCPL5uys59YLB3PnyduybglhS7YTaJN2UFEwmfValrqwRoUlUbxCHlHgAzaJSVt4IEjatLyJ3k/5ZbW3/bXAEYghlBr8C0/okMK1PAqB7Vd772RZmrS3l5SWFmFXB1nI92ix/r6gsAfRLieDtlboIsrOqhXOGpXH7sT0QQpBX3crj3+7scpy9JRezKgiGZJdLOMZpoXdSOJF2Myt312M1qTR7/bR4Q6RFOYhyWrhqQjfOHZHOWc8tA3RfmX+c2o/LxmZy3OOL8Yc07j6+Fw6ziWiHmcpmH0FNEmEz0ewNUt/mZ9aaEkyKIBCS+IIhohwW/npS7w6z/usmGSnnFfmNgJ5iuV802LGykonn9WTdN0WdQln7hxyTootdDZWdHnUWu4rfo69XVaBHme1aU0VkvJ2AV19eX95mCGUGBr9Rwqwm3vvD6I7XMWEW7v1sKyt3N7BydwNRDjMxTgtPze9akbBXQji1bbo64gloCCH47MZxHVYBl7++miZPgP2xJ0JZEXRJ7x+Qqotza4oaaGjzkxrlYHNZE4qAoZlRuOxWltw5mROeXNxR0KZvSiS3TO3BeS8uZ3l+Pd3jwzh7WBpvLC/scsyECCtVzT4W7qzhhP6JADS0+bGbVc4YktoRtTYiK5oRWdE/tzt/E7RVgKfmx9fxVkPVKkg7Bra8qC8Tqh4kEtO788nCW9/+HwGqFUJePVUTwN8IjflQ225fWrvFeID+jfAQXb0waX/9EL9CRLMQwgKcAvzpp2xnCGWHmKYGN031rUhVIeS00OL28fZri4kJs9GEPkuvWU2U+iUvvrMKJSGOYEoUm7dV8Nyz83jqmUsA2JZfhRQC2W7KEnKacHgkgRYfQoN0Rxg1RdVoEU5wWMFp5+HPbiMysvMa/Hbxdh59cg6+qhZef3khQihMPX4Aq5fvAikRimDaSXqK356bkscXYPY7y0nPjufEkT2YMy8Xp0ll7LgefPr+KkI2M9+t2I0It2MKBPho7iY+uXMT55w6nGsvn3ToOvoIJsLl4LYHTufFf86muaV9Zqw9D0ZK/R8JrFy6iw9TdtMyyYppkJlXs06lW/80TKrgnZcXYjOrnHLuSDzNbupL6ygtrEFLjkGaFBCCqCgnE6f0pkfPRD6btYbJxxq5/EcqRkSZwa9NsydAQ5u/47s7EJJsLmtme0VLl4GGBO6atQl3e0RYeaOXp+bnMa1PAgPTXCzNq92v59iefewRqvbmxP6J3H9q/47XDW1+Ln11FZtKmyiobeO6t9dhN6tM7hXXse9hGVEAeANahyn/rqpWXl6ym5cvGcaMp5cR1CQXjs7glSW78QY0NpQ2sydQrM0XYugDc3FYTHx8/Rjiw/dTh/53yMhTuuFp9lOyreEH15EavH3fClrbC/FExNo4657haEFJ2c4GVn5WQHL3SPpNTKGyoIn6yrZ99tFvYgrdBscx9PgMhBBkDYw9aOdkYGBw5KBpkiZ3gPq2TiP8BneAh+dsJ6a9EuUe1hQ1dFSulMD8HTW4HHk8ds4gpJTkljd/f/fYzQqegIYE0qMdXQrL2MwKn93QtXjIC4vy2VnVgi+ocfeHuppy2ZhMdrZXiTYpgmP76KJX+60Gjz/E8wvzGZYZzdCMKNYWNZAUaaNPUgRVzdUAfLlZjz4zq4K7Zm3i662V/H1GPy4atb+isL8/onsJBlwt2PKqRNt/TQQAds6iS1rllGfBGqagBSVbX9WwxUC/ywU7Z0rcteCp7rp9eAbEDoCR9yiUzJd0P91IvfyN8EPeGL+WZ8bxwDopZdVP2cgQyg4hr7y4gHfe0mfPRawTKSVCgmj20dzk4Y1Z1/H5VxvI/XYLOyND1Dd5UOwWhMePFmYjfi+jyYmjc3jvw9Wo7hDSJFC9Gj4NhEmghKCixYPMjkd4Avo0jKpw0YXPER5u45H/O5eUlGhmfr6GtkAQXDbUWi8iJNm8sRh/SGJ1Wrj34TMZNjoHgOMn92XjhiKaGj0898y3mFv9vPzNnVx77VTCw+3cfOHz+sipfXZFJkYTDGrMW7wDKWHxil2GULYX004dQl1VI6899V17ldEQqKpuKOQNgEnBbzNDowZpCub6EI889ALxCRGkT+zP4nnbQEqirSbufPgs/nzWf5FxrnZDIkBAjMPCS/d/wtX3ncaNdx6P2dL1z/395+fzwYsLOeuqiZxz9WQA2po9zP94Df1HdSejZ9Kh75jfIxLEvj6mBgY/m921bUx/fBH+4L4XVkCT3DI1h8QIG/N3VLMsv2vFMtAHJukx+v3mlIHJPPTlti5VzGCvyZPAvsd4Z1UJs9aVcf3k7lw/uTsLd9awcS/DZoCQpnUMPKb1juf5i4YCkB3v5Jje8awrauCN5XqU2xXjssi9/zg8gSDf5lbj3euYewY687dX0egJ0uAOsLWsmfhehlAGEBFj55hL+/DGPUvR9s2O7WCPSAbgbgnw6p1LGHZCJqs+7zTvn3pZHyryGtG+F51msakUbqrFleBg5MndkFKi7JXq2ljl5vMnN2Cxm5hxy2BsTt3TrGhLHT5PgJxhCR1RgAYGBkcX17y1lm9y9bHnnqivPb/NquDT68fywdoSVu2uZ2dVKzXtXl57JltSo/XqukIIpvRK4NttXcexe99j9hbJQJ9Y6X/f16RFOXj3qlFEOsw8PT9/n/vVF5t1j8Yoh4W3rhhBn2S9KNl5w9Moqmujwe3j4a+2YzerbLh3Gi3eILFhVgbc9/U+59viC/HN1ko0CXNzqwyhbC96nqtQtz1E2cIfXmdvkQxg/nUQ018j6O40/o/uBVknCdY+uu8sndkOm1+UDPiDIG6gQPmercCaRzVKF0mG3CRIn6rfhzw1krIlkuRxAkecca85QilGT7fc3/Jfg/P4iWmXYFS9PKTs3NmZC5+U7AKgX79UFCkJBUOsX5rH9X+YyiOvXovq8yO9frpnRCM1iTSrLF27m4L8avz+INnxkZj9Gmavhrk5iBKQWC0qot2kX7Y/pEqzAiYFFEFbm4/KyibWrdMHH2ecMASLqqB6QvTuncyV1x9DTrs4Ep8Y2SGSaZrG325/l4qqZty+AEGXA3+Mk9mfrcPptLJ++S6aqxqJcFjJyowlOsqBVBQ0s4q7qIHMpChuvGrKIezpI5+AP0j++iLCHRYsFhVpNROIdRJyWnThJBACKYn7VqPvOyEGz7PgsTsoLm3srOQjJW6Pn279U+kxNAthMSP8QWyAqbiKwsXbmfPucp7860fMGPBX7r36NQB83gDV5Y3M/WgtbS1e5n60tqNdz/7lA56+ZyZ3nfkE0qi6eOiQP/BjYPAzKKxt6xDJ7CYFkyJwWNSOUvUfrSvj3BHpPH/RsI5ILkVA/xR98OAJaLy1vIiq9irGMc6uVc2EAOuPVPMKahK3P8TH68sAGJ8TS7dYPQ3PaVG5cGQ6D5zar2P9i8dkoij6/p6en89326q7FBX4ZmslxfVtqELhqy0VhNtMZETb6ZnQWV2x0RPEYVG5ZHQG43KMaKa9Kd/ViD3citmm/uh6JotCZIKdoC+EFpJUFjShmjoHFe5mP73HJCP22o3FruL3hSjeWs+i93by5l+W8/Lti6kp1kdDzXUeCjfX0lzrpbaklapCPWKkqrCZ2U9tZO7Luexc9ZMmeA0MDI4gtu9VBTkpUp+gGNtd/w6ubPZR3+bngVP78+hZAzvWG54R1THZ8t7KYvKqW9A0Se+kfSvmOiw/PlRt8QbJrWhmc3vxlsvGZnakRI7rHsODp/YjPkKvdjk43UXf9orI1c1e7pi1iapmH26/fr/0BUPMXF1MbJiVD9eVYDWpRDtN9EoMJ3yvAiUhqad83nFsjwPvqN8BviaJvxHMYfzPUBxbNFiiQQtCzXqwujrf89RDwlCBI7FzmckBKHo1zZ3vS1Y+qPHhsRrrn9Q/u0CbxF2rUfiVXgig6NvOh+jlf9dY/4Rk+d+MWekjmHvQK1Lujbt9+S9CCOEEpgEf/dRtjYiyQ8gNN01j1sxVdM9JZOzY7nwyczWDh2by5xUFBLUQ1VVNSCl5/Klv8EU5EIEQ7jAboSh9Gtgf0rjq8pfo1y+V3d9uQSZEgEnFbFKIj3CgePxUeoNIk0ZyfDg1jW1oDW1Ipx1pUbHbzSQlushKjdZFkNo2/nTRJJYtz2fpd7mUF9TSu1scx07ry2U3TutotxACm81Ekz8AikBoGlJVeP/dlWxYU0jexlIIBBFIWprcpPdO7vAgUJt9nHPsIHxNXm656lVOO2cEE6caKYB5W0pZ8uVGAM6+fiqz5m/FD2g2FXtDM5gtuAWEws3IgiaIiiQUH4E5Npw7HzoT1fwx3366Hh/Q2uLjP7Pv4LSxD+KREo8qIDkGS2kdYeEO6mpaCFpUlq8tZMfWMv59x3uUFNQwfEpvLHYz5/xhErtyy4hLdOFoT1eyOSwU7axkx7pCpJQcd/6Yw9dZv3EERuqlwa/LpJ5x/PG4XlQ2ebh+cnfm7dBzF5bm1VFc78btDxIMaazcXc+KAt0MRFVER2oKwL/n7uSJ73YxrW8i5U2d5smudu+Z6hYfvqCGIvQKYHsLWyYFXA4L0/skEAxpVDZ7OXt4GokRNm55fwNvrSxmUmMco7NjuGR0BuNz4jq23d+gqKTBw4ynlqJJ2RFd0OIN4rSomBVBoH3EleKyc9MxOVzz5loi7Gb+eUZ/rKYfF4d+D2z4toS2Rh82p5nuY+PYtrQ9hciuEPTpqrzUIOjX8DR35szEZ0Yw8pRufPDwGgCaa9xMPL8X9RVt5C4pB+jwKgOISw1j1xr9Wlv+cR4Z/WJZ8sEuIuPtxGeEExlvJyrRQU1JC2aLiqIINE3i8wQpz2ukbEcDvUYnER5tRAP+1hFC3ApciT4ltBm4TEp5YC7tBkcUj50ziJlrSpjUI46c+DA+2VDG4PQoluTpFdkrmrx4AyHu/zy3Y5u90zFrWv1M/c8ijuubwJytnaK5xaSQHGnDH9Bw+/VLIyPaQWmDu0uFy3CbiZz4MJJdNnzBEJF2M89dMIQn5+exJK+O8iYvSRE2LhuTya17CVtmVcGiKnj2CrXVJPz101zeWVnCtr0EwIa2FnolhndZdtf0XqzaXc/9n+dy5/SejOwW8yv05tFN5SpJjT60YeANgk3P6PcWFFBUQNCRltnhQwaYw2HM/QqL7tSo3QSeOl1Im/a8wqenanqhuj0SigKOOGjYpb8s+FzS7cQQC+8AfxMkDANfI/Q8V1CXK4nIBHO7XaZihaZCjao14IgTpE40osuOFE6Y8so7X867HA5C1UspZRvws/5ADaHsEJKaFsMttx8PwP23vsOyeduYmxSBFufE7/Hz6aw1TDphIN/OywVFIM0qbeipdCKkIYIaAkFxcS0JqdEUNnnRbBAEKtxNqG4/ZpNCWrc4mlp90OJDmMxoJgUR0vA3eimqKeP2C55j8PgebFiWhwhqjDpRn+XxewOsWbwTAdxw90kd7W6ob6NFkyhBydlnj+CjWasIST1ybWdeNUKAMJuQCkghKCiqQTosKKrgzvtPZdqJg7j0rKcpL62nudltCGVAdp8URhzTl5ryBvoMzsA5dzNtJoXEmHBqvCGkEIQcKtKs4O8Wi0uquBs9qHYLH7+2lLaGNlRFEB0XgSvaiWpSOf3CMbz9tp7ai9nEdX8/gxMuGsen765gbV4VCMHf/ziTxsJapCpYtTwfU3SQ7XnFPHz3B0TFhDHtolH4JmVT1urn6mP/BYCwWfjkzaXERju44i+nktU7BQC/L4Cn1UdkjD4D+P4z35KQHM2kU4cclj49qjGi9wx+RYQQXDspG4Bl+bXc/eFmAAal6TPpta1+Xlm6m2+2VuEJ6IMEu1mh2ds1Ny+gyX0ixxrdARrbRbHECBupUXbWFHX1vwpq+jGeXpDPd9urKapz4wmEGJsdg0kRBDXZUSVtdLcYjusMLiO/Wve/So+2Ex9u69h3236qau69bEJOLI+dM4jZmyr4brsu1swYlMyknvEH2m2/WQZMSmHVbD+9xyRRV9aGEIACIb9Efs+AzmwzdYhfWkiyeUEpzigrbQ0+4jL0iMORp3Rjx8pKQu2iZUxqGKfeNhirzUTeumqkBiXbGjBZdJGyqVovX2ayKnzw0Bq8bQGGnZBBZLydphoPi9/rLBax8btiopPDyOwfy5DpnVkYbY0+HBEWhCIo29lAybZ6Bk1N70jjNDh6EEKkADcBfaSUHiHETPRqZK8d1oYZ/CyGZkQxtD0y+bjHF7G9soX+KRGY2gu9PPHdTuLCLV3uExVN+2qiJQ0eop2WDq8zf1Dr8DMLt5rIjg9jc2kj37PEpMUbZF1xI9P+s5BB6bq/mCJgeHs16PJGDwU1bWytaObeUzrHH2WNHrzt97/rJ3XjmQUFHYH8ewQxIfTHM0ln5JzNpPDSJcMY2z2GS15dRUiTPLsw3xDKgMThgpi+ei/a4yUmOwTawB67r9cYgDCDDIAlDHLfkCjtweuuLFDMoFoEKWOhbEn7+gqM+5cgYahg2b0arSV6RcxV/wRf++VVuUovEFA0V1L4pSQyC2IHAirU58I3l+35lCWuHuBMgME3KtjbUzKDHg0tBJYwhaBPY/tbEDcIEoYaSXgHm3ZR7NeqcPmrYAhlhwm7Q/82aA5peNDApCCEwoIF2/QpDQED+6bispvZHtSoK6xFmhQyuycwdVIv1s5ex6QBaWzYUUlDqxepCEJhFrp3i6e8sA53mw+bzUwbetqmBETQj0CCw8r6dcVgs0Cbj4qNRfztkbN55Z9fUF7XismsYnN0pto0N7rxevWBUSioMee7u3n5ufm8//ZyhBCMGN+DcZN688Q/PycYkmBSQRVowMLleaxYW8jEY/rw2YermXbCwP30xu8Pi83M31+9CoB7L32elrJmbIqgsaIV2tOjREgiTZLIMDt/vvNkPv5gNb17JPLyw18AcN71UzjryonYHXpI+aU3TqXPoDS+/S6XiVP78PV7q/ji842MP7affk2pgqAvgGY1g6ZhG+Qm5rpaVrV+guKMp6GuhTfeXoI/xg5WFXtKNIoUiECQ3eXNFO2sQjz0Gf9481oqS+u47IT/oPlD9BmQRmS4lZVzddPU6MRIBozKPgy9evTySyLKhBCFQAt6NfWglHLYr9Mqg98CDoupwwtmQ0mnT5giBOuK9SfLcJuJi0dnMHtzBfWtfpq9QcyqLrblVbcxsUcsta1+tle2EGoXVqwmwYDUCL7JrcZuVgiEJMH9uP7vnZazoqCe+2f0paLJ01EN7fvzuRtLGwGoa/Wz6K4p1LZ6GfXQPIKapHdSOBNy4lhdVM+6osYuRQka3H5ueX8Dx/ROID3aQYTdxKA016/TiUc5PUcl0XNUEo1VblZ+tgLQP38tuO/nNe6sHEq3N4CUlOTWU1PcQliUlYsfGtMR6eWIsHDxg2NY8+VuzDYTEbE2Zj64mj7jkrqkjBfn1nfZd/nOzutvzZdF+22rzx2iIq+Jirwmeo1OwhFh4YN/rqa6sAWTRWXM6dksahfWynY2csadQ39R3xj8b76bl30+35vlP2ZK/i8dzJgAuxAigF7ZrPwX7s/gCMDRLo7nVbfp4wH0yK3PNnR+vCcNSKShLUB+TWtHFcrhmVGMzY5laX4dwzPNLN/LO1MAgzNcLMurQ5Od5v7fJyRhbbsYp0mwW1RevHgYt76/HqDTtqSdgprWjq+rtGgnBQ+fwHXvrOOrzZVYTQpTesUzIiuav7dHwu1Z1xvUeG1ZIbM3VXDGkBS+3lrFaYNTfnHf/RawugRTntKvgTmXhAi0133Zn0gWkQV9L1EomqsR2Q22van38NDbBRnHig7fyjH/UNk9R6NmvSRtiiD3NUnua5Kwvbrc+71aNTIERe32ck279R9gH5/Oxp36jz1eY/ANKhUrQyy5W38vaWwIdwU0FcC2t+HE9ySOeCMC7feGIZQdJm6+91QmTO/P84/Noa3Fjaoq/Oepi9ldVIvQwOVycMyEXjz54OcIID7CTn1VE8Wldbzw/gpMpXUkl9bzwjd/4v6/zCI3vxKvycyWmkasXj9CCKSmIfxBsJpAgiYEpj0um6BPk2ghiraX06NnIuOP6897LyzYR+RoafKgtvqRiiA6zIYQgkuvmkhSsouklCiGDMsCYMjobOpqmvlw1mrmL9+JyaSybNkuBHD1NVP4eO5dh7KLjxoGjOnBqpWFCE0i3V5UBRxxYTQHNCKtKu+8cBXOMBuDB2fSUNvC5y8toqXRzaCR2R0i2R5GjO/JiPE92baxhFWLdFfMcdP6khbloKyoFrdPH+hoVoHa049QgIgQismDFrRjbvQTsptRAxoCBc0swGxBbfWByUSLO8hXn6zjv/+cjea0gU1j28YSXDFONLsV4fVjsRqpTj+JX8ePbLKUsvaXN8bgt8agNBef3TCOb3OrePw7PVfh+H6JnD8ynRcXF1DV7OO2aT14cXEB5Y1eIu1m7GYVTyDEU/PyOoSoFy8exvbKJl5bWkhdWwBfULIkr67jOPsTyb5PSEqK6t2cOzyN15YVEgxJju2b2GWdPQ/H9vYBV2yYjZnXjGZLWRNnDU3DblEJhjTWFDXQ6gtyy3sbaPUFKWv0srmsmYKaNpbebXhi7o/wWBsmi0LQr3URyRSzPis/YkYW3YfE032IHoW3ZOYuaopbSMqO3Ccd0hFhYcK5PQH44OHVtNR52TSvlNGnZ7Psw3wUhY6Is5+Lu9XPB/9aTWudPpgO+kMser8z+syIxD34tItkL6KLWaCbLb/43bxsfq5YJqUsE0I8ii66eYBvpJTf/CoNNjisvHrpCJYV1HLPR5vxBEI4LCqzrhnD2yt1Ybx7fBg58eE89q1+L4oLs1DT6md9SSOrC3W1Y2z3GGZdO5pb399IbnkzEliyq7P6svcAv1eW5dfx2mUjmNQzntmbKjiuX9d7jXcvw3+Xw4wQgv87cyAjM6MZkhHFgFQXABN7xNHqC3L/57msKWogzKLy7TZd+XnhoqE8cqYRALA/ovtAy/ds2C2RenqkMwmmvSBQTILUiSpNBZJdszSEAnGDBKqlqyCVdZxC1nFQNFejbqu+LPMEqFgB/mbw1rEP8keK13wffxNsfinE9rc7l1UsbfdFa0cxgpd/lxhC2WHCYjHRu18qZWvysbjCiYsLY/FHa0jvmci0Ud1xRjt54ulv0SKsENCoKarG1yMBaVFR/BpaTDjZAzO4+tT/0lzeQEz/FMr87R4xQqCZBK02E8JqAk8AxaxHefUfmMbmTaVoAoQvhCIUTrp8ArU1LWzeWIzmcpBbVMtH760g0uXkmOP602dgGqecMYz62laOO3WwfggEJ87ommIXnxhJfGIkf+mfxrV1rXz1/go+mL0BYVYZOjTzEPfw0cMZf5hMVt8U/n3He9RXNqJUNTB9eh/OvP1EXC4nZnOn8BQVG84rc+8k4A8SHun4wX1275PEuGl9qaloYsqJA5n92hKEUAl6g5hsZupuFlS7IsjaImFegFCtBalpKEENR5UXDZAmRa/ECdjCbQTa/Ew8eRAv/GeO/sAi0FOEgQYh0KLD6NEtjl6DMw9md/0mET/hhm5g8FPplxLJS4sLOl5nxDh5cdFuLhiZTmFtG28uL6S8UU+FafJ0eo3tGZgkR9p4dkEe64obsZpER0Uzd3vq4w8NXEZkRrGqsHOqNz7cyokDknhnVTEg8AZDvL+6mLhwG2cMSSE+wsbdx/fixUUFnDdCrwgeDGkMSY9iSHpUx35MqsKo9jSXtX+dyoqCOv751XYa3X5OHGBU6/0hVFXhgr+PZsUneexYqXsBmcwKFz04GiEE9vCuRRvGnZ3D4OnpOL63/PsMmpbO6tm76TMuuUO70jT0QgBCdBHMhILuWfM/iIizsW1JeYdItgeTRSXo06+7KZf0/t87MvilPESnSLYHR/vynyWUCSGigBlAFtAIfCCEuFBK+dYvaKfBEUCkw0xSpL3DszIzxsEry3bTOzGC4/slEm4zdYhkoPuTAR3RZ6oQRDstzHhqGZ5AiLhwKzUtvi6a+P7k8eP6xjNna2fYkgBuOSaHBTuqKajRw5oWbK/hpcUFZMeFMblXPCf0T2LJrlrMqsKknvFomsRhVrl0bFaXfXeL0+1FZl07huK6Np5bmM/H68uJdlqMqOUfYfhdCgmDJev+Kzv8xfpcJEgZJ7DHgdgrwi+ym+CkDxQQYHb8cNRW4ghB3GCJEHqa57p/t18NEhRT+zNLiH3Lr/4AwqKnfqZOgmV/2/f9Pe1OmQC2KCOa7PeIIZQdRiKinfQe3YPt2yuprW1j5nPzwGlD2iwEI6x6GTIhQFXQwqzIDsFE0m9gBivXFRPwhcBpIx6oKW1AhCSmqHDc4WaQEiWgoQAqenrX1m3laDZdFpeKQHNrfPbFZuZ8k4u/zQdOK22tPp57XJ/cc0U5GDoymxv+pHuWedx+/nDec1SUNfDAY+cxcGgmVVVNPP7YHLp3T+SKKyeys7Ca5evyefupb8FsYtqxfcnOTjjk/Xs0MWRsD16cexfL52yiuaaZ4y4ahz1s/4bGNrsFm/3HBy5ms4m//Pu8zv2P78G8LzeDlGTFWiixupFSobzMRdR2E6FIPfde1DZiNymMP2UIm9cXU9bQiqoIfEXViDYPOzYWIZHIYAhhM6FazWjmcDRNgiLwH0BUicG+/EIzfwl8I4SQwPNSyhd+lUYZ/KY4bXAKn7Snvzy3MP9H1zUpus8YQITNRGasg2X5ehqdLygZmu5ibXEjQJf0xz0oAqyq6EiD2UN9m4/Tnl7aZf13V5XgCYRYU1jPy5cOZ3LPeCa3+4q9tLiAB7/cxoyByTx+rj5J89jcnawrbuCRMwYQ5bTwwdpSPllfxraKFgRw2zSjCtmPERZlZeplfek/KZXS7Q2k9IzCEWH9wfWdkT/83h5yhiWQM0y/x7c2eFn+cR5Sg9i0cGqKmzvW2xPNtjfxGeHEpISxbVmF7p0mdCHN3eSnpc7TsZ5qEmgh2SGSAVjtxhT/ISD9Jy4/EKYCu6WUNQBCiI+AMYAhlP0G6JscQUqUnbIGD7kVLeRWtOz3PrE/JvaI5fONFZ37SopgQUsNEjr8LfdGEbq4trdIBvpD0SNf78CsCgLtIlxFk5cHvtiGImDe7ZPIjHXyxHn6faW80cNpzywlEJJ8cM1osuPC2FrexINfbOO4folcPDqT5fl1LNhRzTurSgA4b0Q68RFG4ZEfQgg9hTJxpKRssW7qn3WiQFH3LziZnf9biLJGCib9Z6/ggV4h6ttrRDiSoLWk/Q35vd/o0WypE6B4PgRbdR8z2V5YoHL1XtraHmVEO7BJHYPfNoZQdpi56YEzuf/mtxFIKvxBUFWk2i6QSVCQSCkxxURy163Hs2DRdtZ+u52t64p1IQxASlwJLianxbBhTSFKaiTuJjcIoRcACGlIBP5wM5pVRXUHUH2y3dfMhvCHcJsFuGwku8KYPL0/77+1FEVRCEiNusY2Ylx6yZDK8gYK8/Ub0opluxgwJIOnnprL8g2FLN9QyOrF29muePH6g5izXdhrAyzbUILb7cPh+N8P3L9nHGE2jjlzxK+2v5lPz+XjlxZw5rXHsOiLjRDS6N47mZ3friO60YlvZDSOVegil0m/QVmiwjnxpIH84d5TAZj/8RoeueF1AKTdxnerCgH9hmKymPAHNUAiNA0BXHGNkfL0k5H8WApRrBBizV6vX9iPEDauPZUlHpgrhNgupVx0MJpqcPQysWc8pw5KZvGuWtp8wS5pJ9B1EHLx6EzafEE2lDaxo7KlQyTT14Nzh6dTXO/G5bCwu7YNTcouAyFNgmc//ld7H1IAF43OYOHOGorq3EQ5zeysaqFHQnjHOt9uq0JKmJtbhTcQoqLJy3/b00ePfXwRmTFONpd1+l5JYOmuWo7pY0zM/C8SsiJJyIr8VfbVWOXmi2c2YXOaiU0L6xhcqCaliydM6HvXnCvezsk3D8LmMDPl4t68eOsi/B7dl0hqkt0b6/batuv1FJcejiPixyeMDH4VitHTLfe3/Jfsc5QQwoGeenkMsObHNzE4WjCrCg+f1p87PtiI3axSVO/eRyTbI0pEOczceVxPvthUwdK8Oua1F3nZQ2ask5GBEPk1rUjZtVom6Pca7UdSsPeIZH2SIhiS7uKtlcXYTQr1bX6iHBYiHbrYvqm0iap2v7SlebVkx4Vx6/sb2FnVyrL8Oj7dUM6G4oYuhQQ+XlfKVROyjMrK/wNrpKDbSb9eNNbaxzTKl0h6Xyw6RLK4QVCzYa+VvhdJptqgzyWCnNMUht4GuW9obH21c4WCTzvXlaGu26LAgKt+teYbHGUYJRwOM916JPLsxzdy+V9OwRkTBppEtPo45aRBxEXa0Xz6Q6PNbmHsyBweuu9MevRIRFpUpM2MNAuEP4i71YctMYp6RVBT3YIIaIQDwhvSa/IK0Mz6x62ZFBwmgWYzodnNSKdFN+A3qTjjw9i0ZBehYAhPjJXb/v0ZZ97wEiUVDXw5bwuzF+dy5sVjSBudxstrNnPrfz4mKSVKF/aEYNfOKrT2dByhSUKqoEmGOO2MJygtrf+hbjD4FWlt9fLW60v4+J3lNNa28vV7K+jeOxmhSSYcP4CzbjmBpGA0rjl+LBWtCLcXqWlIBbwCvv5gJS8/9Bk3nPEEC5bmYYmwg5Q4I6yY232DnE4LY8Z01w8Ykiitfv5y72mMmtjzMJ750YuQ+/8BaqWUw/b62SdaTEpZ1v67GvgY+PXUVoPfFI+fO5gXLxnWxXh4ZFY0Y7JjOkz6QU/N/NeZA7lu0r5FOYIaWM0KjZ4Au6pbCWoSsyo6BkJ284E9Vkj0qplF7VXNZq0t49jHFvGvOdspqmvjr59sYVqfBMbnxKIqgqH/mEtDmx+13cOsxRvsEMn2fgS/4o013P3hpp/QKwa/hPz11SydtYvGKjeVBU2YrfrzRmScneEnZhKbHoZqVvabctlY7WHj3GI+enQtnzy2Dle8veO92FQ93Uk1CRKyIrA4OgejKT1cnPUno2bJIeIewP29Ze725T8LKeVKYBawDtiMPhYxIqF/Q0zoEcdXN4/ntmk92BNAZFIEF4/OIMJm6tAhXA4L54/I4IWLhpEUuW90ltuvj4FqW/0dItmeggHKfrQXyw9oVt3jnXydq6ebuwMapz+7jCn/XkCTx8/zC/PZVNrIBSPT6R4fxt8+3cp9n20l2dX5fbS2qEEf5+xFfm0bwx/4tqONBgcXd41kyyshCj6XeOuhfJnEkQAIyDpJkHGsHjWGyj7pliEv7P5SsvpfGt9eE6J+h0S0Xyv2eDoeIiwRkDh8rw0VOOYZQViKIYYezQghbhVCbBVCbBFCvCuEOOBQUEMoOwJ45N9f8bf7PyYUH4aKxthjeuOvb6W2rhVhUnGYTTz38hU4nXpE1p8fPBMAKcAfbcPWN5Ep54wkd2sphCRCk6j+EN5aD0JVQBHcevdJZEY6UbxBTK0BAu0CnKRzNkYRgpNOGUJjXSuBWAchBRDg8wfZllfJQ0/N4f3P1xKKtBCR4QJgzbYSrr16ClecP5b0MDs2Cf2tEThLPNhqAvqTsRAEgiHmL9h2qLv2d8nrLy/itZcXUmc20a1/KuffNJ3/e/da/v3+dUw/awRjzx5DLSaCUWGEIpyIVo9uoK0IsJnJHJDOrOfmsaO0gWXL8/CF2SEQpK2qmalT+3DTnSfw8aI/c9NdJ9I7ORq1xacXIjCMlX8+8gd+/gdCCKcQInzP/4FjgS0HrZ0GRzWrC+s5/ZllvLu6BLtZJTbMQv/USLZVNHdcbvcc35tLxmQCMGNQClmxnfZEqiK4cGQ6KwrqO2bqgS7/T3LZef2yriKGdT+pFr0Swwmz7hvUnlfdyj9mb+PNFUU8+vVOrhrfjWZvkDZ/iG2VzXx83WhGZEVhN6t0b/eO+f6fypdbKvbZr8GvT2O1mzkvbKFwcx0RcXa6D4tnxMlZXHDfKKZf1ZfUXtF4WwOEApr+KPC9J07FJChvr3BZtqOR6qLOCqlaSDJgcioXPzSGM/84jDGnde8YzLhb/B1FHwwOLu2G/VcBReh/akXAVb+06qWU8l4pZS8pZT8p5UVSSt//3srgaOKSV1dx8/sbcDnMmBTBmUNSKKl3d1SzTHXZ+OCa0QA4rSbuO6Vvx7YCSIuyMzwzirya1i773eONqUl458qROK2dXyyqsu+w1qTA6UNSaPHoQtue+0Vdm5/522t4+KvtPLMgn34pkR3joSV5tTx34VAuG51BYoQNq0mQFetsP0bnd0+zN8jKgv04yRv86qz9t8a2N0G1QlQv6H2ewvRXFSY9LkgeJUgYJvA3oXuU7YewFCicI2nYARXLOs3+PbXQ7RQYdZ9gxqcqQ25VcOyp+6Dxg6miBkcHQogU4CZgmJSyH7qUeu6Bbm8IZUcA/vbZiLZWL5ovyNoV+Xz72QYISTQFAqEgiUmujvUTk1xceMEYVFUgVYUGX4BHH/2SosI6Ro/vgam+DbXNjwkYNjwLp9XE0q83c+bZI1E8QWRQEpBAMIRmVQjZVCyK4OnnLmH0+J6MHJeN4g8hQqB6Qpw7bRDjhmWTlBCJogh6dIvnhrPHc9zoXtz3h+MRQrBpzmZqNpWRFOlg3PiemDwh4uLCefTxC4mPCychIYJpU/vu7/QNfmX2XCsxseE89vGtTDp1KBtX5HPnBc9z5fT/IxQM6U8OQiCtZpwqiPoWTAIGDUrnoVeuYvC4Huxxf+neXU9j0mIj+PLrLTzz5Dds2VjMY//4lB07KpFmlWCElW++NfSZn4PgRyPK/hcJwBIhxEZgFfCFlHLOQWyuwVGMf6/UN08gRG2rn5cW7+4wXgZIdnVNkX/x4mGktM/0hzTJJxvKeGdVMfHhVkZnR3esNz4nhvhwK63eAIGQ7m22B1+o68V85dgsnjp/CMf165oimRBh5e+n9GVAqp4S2D8lknHdY7l+cjaXjM7g9MGplDZ6WbW7AU8gxI3HdO8Q2x44tS8nD0wizGrimon7RsIZ/PpYHSasDr3/R56SxfQr+6GqCl89v5mZD61h7ZxC3dC/nYjY9ggNAWa7woxbBtFnXDImi/4oag8zY2qPSKwpaWXT/FI2Lyhjy8JSFry9o2OE21jtprHq+0FOBgeLY6bkv3PMlPzMY6bkK+2/f5FIZvD7wNdexKOuLUBQk3y0vpz5e6VWBiXEhnXeb6b3TeSsoakdWXMlDR7unLWZulY/x/XtvFc4zApD012EWVU+21jG+SM6M4M93yssExNm5qubJjAoLYpR3WK7vPfwaf0YmhFFpN2MxaTQMzGcB0/tzykDk3ng1H7YzCpfbKmkstnLmOxYhqS7ABiQEsmzFwwhxmmhV2I4QzOjMTj4hCXr95LIbjD1WZW4QYKiuZIFN0vmXqVhdu71nKF0VqkUJkifBsNuU4js1ulBFrmnZoPUUy/XPSap26ax6iENd2Xnroq/M4IADhWJ8zecnzh/Q2Hi/A1a++/zf6VdmwC7EMKEXoym/EA3FAcrCmTYsGFyzRrDcuBAaGnxsmjpDny1rSz/YhNhsWEsXbITKSTNPV1Ii8IdF07m7GmDu2z34ZtLef7tJcQlhVM6oBzNpnF90gksn7mF7RuKEVISkxJFXW0rmgBvkoNApBnFH8Je4SfkUNEsKkiJ8GsEI0wIIbhgykCWfrKeijYvkWE2bnvgNL6en8sJU/vRvVsCEWE21i/Po2e/VFwxYWzaVMIf73wPf6uXwVnxPPrW1WzbXEpyWjSRrh+uzGhw8MjPqyI+IYLSvGoKtpUz79P1bN1YjJDwxIc3sHFjMW88vwB/o5thI7PZsq0cj8dPQmIkt993GgOHZxEKadTXtRIXH8E7T8/ls883Uuv24XRa8Td6CYU0XWy1qMh2U+WXX7mSzKy4w3z2RzZCiLVSyo6Qm3BXqhw06eb9rrvk07u6rGuwf4z7zYEzf0c1jW4/X2yqwKwqLNhehS8o2TO8iAu3sOqeqV0idupafRz/38U0ewMkxDooqmglPSmMS4em8fCX2wlokgiriWbfT0tByY5zMr57LK8tLwLg3pN6s7O6jUi7mQtHpZMQYWNHZQv+9sqXgZDGWc8tZ0NJI6oimH3jOCLtZurb/PRL+XX8tgx+Gu5mP97WAGFRVnasrMRkUZn3hh493mN4AiNndOOTx9bTUudFMQky+sawe2MtAAOPSWP06dmoqoKnxY/JotJc7+G7V3OpLW1FahCT4qSurG2f4/YZl8zkC3sd0nM9Gvn+/cbgl2Hcaw6cskYPS3bVUNHkZUVBHZqEVbu7WrC8etnwjuIte/jzx5uZuaaEHnFh5FbqRVqePGcQ/5q7k+J6XSCPD7NS3XrgQYiqIrjj2B48syCfFm+QbnFObpzcnW+3V3PZ2Ey6xYahKoLVu+sZnR2D02ris43l3PreekISzh6WykOn9Wd9SSO9kyL2Gw1tcHCRmqRxF4RnQO0m8NRr5L6OLmoJOOVjha2vaRTMBhmEtKlQ8q2+bWQ2jPiTgitboAUkviawRcP6JzRK5oO/Gexx4KnZ/7FPn6OgWo3Ish/jl95r2kWxF+laZdkNXFU5edAvmpwRQtwMPIjuifmNlPKCA93W+Es/AggPt3HicQMBOP3CseTlV7E4v5KQ1KB9prWitnmf7c64aCxnXDSWNXV53LzuRQC+yl1D5Y4GsJmQIUlto1sPWQlpnR5lZgWQOLxBvIEQmqog2ytsSmDmrFXEqybUNj+OcDsP/vtL2jx+Vq7MJ9Yrqa9oIqQIomIcXHXnCaxZV4gvGAKbmd3lDbS1eundP/VQdJ3BD5DdPYHmhjb+eOHz+ANBZLgdwmzERdjI6ZdKTr9U5s9aS0FtK4W7qrCYFTweqCpr4M/Xvk5YwM+Ekwdz3QNnAbB+TRGN5Y1Y7WbSE1zsqGsDBCoS2dIGtkh69EoiKdl1WM/7aEUYlXUMDhF7BiWnDda/o89+fjmrdtcTaTfT5AnQ4gkS0iSmvdINYsKsrPrzVADGLcvFX2qlPsbO/bM70+l/TCQTgKp0NfMHyK9po8Hdac78+aYK1rVX0/xsQxnVzV72eLjfOKU7SZE2NpTo74c0yfriRs4fmd7FS8bg0OKIsOCIsDDvzW1sW1rRxTCu74QUImLtDDshk/lvbkcLShoqOyPBNn5XQsGGGkxmhZNuGIg93EJjhZuaYj3VKjLOjrvZ//1DoqiCzAGx+yw3MDA4ckhx2TlneGdx1DlbKlm1u75L4ZiyBs8+2z14Wn8ePK0/rSsrWPHxDlTg8y93UdzS+d3xYyKZzaTgC2pdUvJDmuRfc3ZgNenjoAibidtmbkQCi3bWYFF1g3+JXmnzivFZzFpT2mHev76oAZOqMNyIHjtsCEUQ1RMa8ySL79a6eC7E9NWLBgy+UaForkYwCPXbwOSAoBua8mHhHXrRsZ7nCXqerV8H5Ut1kcwSofub7RHKhNqemikgaTSGSHZoeIiuIhntrx8CfrZQJoSIAmYAWUAj8IEQ4kIp5QFVWTaEsiOQ1lafHq0DXD59OJZwC+N6pHPXFS+T2T2BCRcNZl7uNi6fMI4wm41eESn0dKayq7KS3Vv8WCwKqicIew10oh0WQg0B/JqG2hJEaQvgNwsUTUNx2JBIhOYDIVC9IRplEMwqwXAr7mYPmBX8LT6q3SFQFaTVRE0gyMMPfobDZkb4gwgNPL4QAcPY8rBQsKuSwrxqJkzri8mkYjKr2BwW/C0atPs2DJnQOQN/z2Pn8fm7K/j0zWX6/SYYBIcVYVJorGhh9nsr2LSrGgkMHdGNXbnlaP4geZtKiE2IoMntJ6CqKA4H55w5nMtvmHZYzvu3wAGmWRoY/Oo0e/S0y6xYJ1N6xTM6O4Z/zdnOxtIm/j6jL1/VNDE42snkFH2AcFFaLA97/DTmNe73AcJqUoi0m6hu6RQ4JPuKZHvw+PU3FEGHSAZQ3uTtst6T8/IAPWt8z76qW7quY3BoCPpD5K2rJiEzgqhE3bfHatevBqHoAwyTRSEpW4/y6zU6CS0k2byglPpyPTpMCL3Yb0ud/hl+9dxmfO4gqb2jiIy342n201SjD6IdEWbczfp1arYqXPX4RMOjzMDgKKOxfVIkqEnunN4Dm9lETnwYpz+zlGN6JzAjJYrqoiYGTclEURVsOVHkRDnIb3SzoHX/qdbx4ZYu9xpgn4rOe+Nrf6+iyduhs7R4u45ZtlY0c9vMjcQ4O6vqVrfuK9gbHBpqN0u8DZAyHoQQmOygmEDrdIwgZbx+PxCKYOKjCnmfSIq+7vpgHWzTt9n5vqRgdgizAxJHQuFcXSzzN4MzCdqqOv3Lht0JWccbRv6HiPSfuPxAmQrsllLWAAghPgLGAIZQdrQyaGA6kwZlsH1jMUOSYxk+qTcvPPoVm1bvZuPq3TyZtIGAA95/eCVZX/r40zOXclFoGn959wsAXGlRRKMy9bj+fPTuCuob9Fn7k6YPZd26IqqaGtDsJkLh+k3ALgUhf4gQYDKpRDoEPk8AP9C7dzLVy3YR7bDR2hwgLNxGS7ANn11Fs6mgSVRFwdKgFw64+b5TcUWHHb7O+53S1url1stfxusJULy7BpdZ4cs3l3DhtZPJ6JNCwe5aaqqaOXHGIF65/0P6ju7ByGn9uezW6axbspOSghpkcwu2nom0uP0k9kulrdHH7l1VIASeZg+DukezYv52hNPJ2Mm9mf3xOoRZRTEpDBzW7XB3wdGLXlHjcLfC4HfK7cf24C+fbCHFZeOGyd2paPby4uLdAFy2eAeFsWaorCHh9bWc1DuRe0/uyzvvbqWo3k2EzYTdonLOsFSW5tWxobQJX1BDVRRO6J/Il5sruxxLr44paZ8HItJmBiHxBCAp0o4mJTUtXpwWFV9IYhLQ6u866EmMtFPa4GFEZpThRXaYWPphHlsWlmF1mjjjrqF899o2HJEWTrx+ACazyq61VfQYlsD2FRU013oZdnwm/SakIDXJovd2AnokWluTH5NFwR5uprZUjyLbtrSCnOEJ5K+vBsAWZialRxS71uivU3pGGyKZgcFRyJlDUvlgbSnVzV4m9Yynb3IkV72xhnXFjRQUNzGdMOIR/HNpEXPDBK9eOpwvRkTzf1/rYT5x4RbSohyMyIzmvdUlNHoCVLf4uXh0BrM3VVDf1lXMMiuwx7LMZlKwmgSegCSgaQxKc/H11iqSIizUtgaIdJiobQ102T7MZqKuzY/NpPDsBUMOSR8ZdKW5UDL/Fg00GP5HQVOBpHKNZOjtAmcyVK8BFL1S5cZnQ6ROFMT0Ueh/FVSulPga9f2oVgj5wJHYnqrZngGsBSC2D9Rs0F9nHAu5r+v/VywQ3cuwcj+EFAMZP7D8l+53lBDCgZ56eQxwwPnzhlB2BKJpGis/WoeUks/fWsbwSb0ZN60vC+dsIqN7AkWUAtBiFlS3evn8rWUsXZ6PI8pKWs8EiteW0KAIPB+vpc+wLJYs2I40m5g6YxDffbIWabMgTaKjtvKV1x5D3vYKvli8DT/Q0OzH5A6SmR7NNTcey+V/mMSVpzxByGGhIeAlLMWF1+1FU0BRFZ5+5nI0fxCT2URSmhGWfLhQVf0L3WRWmfnkHBpqWvj2/RU88fUfGTiqOwC3n/BPtu6qR7y5ksSkCJ78/Db++NAZrPx6I4nZifzrxYUA1Dd6oMUHVjMgqS6spWarBzxeFJ+XCdP7MnhCT7auK+Tk80eTmBJ1uE77t4GhkxkcJpbm1VHV7OOLzZXcdZyb1CgHU3vHs7G0iSiHhcL2i7PRE+DdVcUU1LRSVO+mW6yTgto2mr1BnpiXz59P7MXa9oiwpEgbSZH7pkNG2s3MumYMx/xnISFN0uTVByYCeOTM/vRKjODeT7cye7NetTIr1klrbac/1YxBusnyzqpWBqe5UBRDMDkc7KkCpqgKeWuqqdqtW0MMnpZBUnYkqb2iKNpSx7w3tgOw5qtCjr2iLz1HJSIU8LmDNFa62b6ikqBfo7W+axrVrtVVHf9P7xvNmFOzCYuyEZseTs6wrn5GBgYGRwdlTR7WFjUA8MGaUvqeEsnpg1NYW9TA9MxoxFb9u77FG2S318+zC/P5YI1eoTk92s6OqlZqWvyYVYUkl5VGTwBFwNlD03ij3edyb968chT/9/UO1hY14A1q7Akcm9o7nvtn9OOCkelc/MpqAOrbAlhMAn97rr/NpPDxdWOpaPIQF2YlPsJ2CHrI4PsItT36GL0S8s4P9OWVK2HU3xTi+uuvPz8zhLcOds6UxPQNMem/CqP/rlC9TsMeD2v/T1/v+x5kTQWd/zeHQcZ0gSMOWiskPc4SWCONZ4xDyD3s36Psnl+yUynlSiHELGAdEATWAy8c6PaGUHYEoigKp18xgaVfb+aEc0cBEJ0RxaQ/T2Zyn2xG7Szm/llfYy9RsA1JQBnkIrAgiFoZ5Jhzs3m6sg6pCoobPKhrCvT8Bgmff7gWk8uBL6Dpnkj+EEIIhg/NoltmHF8szAVABCQoCgVVzVxwxpPMOH0o0TFOatpTdFpbvUgVNJuKBtS0uBnU2/AkO5w4w2w8+cYfKN5dw5CR2aycvYG2kOCYc0Z2rKNpGi2Nno7Z+MqSelZ8vZl//+F5tGAIm8PMrS9dx7//Ogsa3WCzIvwhvdhDIASqyvDpA1jzXS5/OedJnl9yL2OO6XO4Tvk3hZF6aXC4OH1ICot31dAnOZLUKAeqIpjeN5Hj+yVx0sAkxr+xgsryVpSA5MyJmcxZrxcLSo120OoLUt2iixzztnU+gW4q1Q2Pv0/PxHAyY52EW1UaPZ3pLhK44KVVxIVZOXdEWsdyj79rnXePP0S4zczQDEOYP5yMOaM7KTlRxKaHUbixFpNFwRXvIC6tM5rct9fni4TtKyrYtbqqw8h/6PHpxKWHU1Pcwv5qStnDzGhSY+fKKsKibIw5o/vBPi2DQ0i7ufJV6Dr5i1LKxw9viwwONqlRDk4ZmMzW8iZOG5wCQLe4MK4cn8Xpg1NZGFXIV0uKWEiQ7GgHaUE92N4TCDG1TwI7qvSo07WF9YTZ9AJSmoTPNpWjCti7uLIq9KrJJw9I6hDn9vDttmq+3fYdt0/rgd2sdFTK3COSAQRCErc/SN9ko0jM4SQ8TXDMswr+JnDlwLa3NPxNehXLPYR8ktBewYR1W6FkgWTVA+2iZwz0uwq2vNiZUvl94odC9VqYd73khLcVTHYjkuxQUzl50DuJ8zeA7kmWjh4Jds8vNfIHkFLeC9z7c7Y1hLIjlCvvPokr7z4JgCXzt3HHR3NoccDzny0l/asKTr1kDDVJfr5JL2Kztplpl3XHv7iZWe+uQEbrf+BBp4Xy/DoQZoRJJegPMXRYNxYt3YkJUNrabw6eAN98sh5zi/5gq+xJAzPpednLFmzn5c9uYcmC7cQnReL2BVmwfAezl+uzxS/c+RYpkQ7ufOVaLFbzIewlg71JSY8hJT2GdUt3kbe9EqkI3n9rBQVFDUw8fgC7Fm+lcM0u1JhohM1C/xFZ1KteAmmRmBo1vJrGhy8tom9OIjtW5iOFQFNAuJwQDDJ1dHd6D0hjzXe5+L0BPK2GP9CvxkGqPmxg8L8YkOriu9snAdDsDXDWs8vZUdUCwF0fbmRMdiw9k1w0xVp4wxYga2wSCWvrKK13d4hkANsqOwvOSAnH903knVXFXS7txAgbHn+oi0i2NzWtPvqnRDLz6tEU1bUxNDOKT9eXM3NNCRVNXorr3cx4agl/OqE3o7rF/PqdYXBAqKpCt8F6deMti8oI+jUaqtx89t/1dB+aQMaAGOa/2VnowWJXGTglnTkvbO5YtnlBGck5LmpLQe6dXSvAEW7mpBsH8vGj6wHwtBj+QL8lhBD90EWyEYAfmCOEmC2lzDu8LTM4mKiK4InzBne8fmXJbh78chshTfLEd7twWlRG9Y/lBG+IG3Z5CW9ooigzhjWtHl5c1Bn6E5R6hPMeBNAzMYLciuaOQgG6L6bkkw3lP9ie77ZXsezuKXy9tYq+yZHsqGphbm4lX2+tQlHgurfWMSQjintP7mOkex9GonL0vs//VNPTJoF1j0uq1mhkTBUUfCEJtLSvLCB9KtRs7Hzw8NZB2WIIT4OWkr12rOiemr3Og5BfUL1WEmgFzbDZPmy0i2K/WBj7NTGEsqOAzz9aQ7A5AA4zWqMXT5sP/9Zyzr1jCrO36jePHaU1WMrcCCmxBUwEoiwoAdDCnbgsJs6+cAwWi4kXH/kSNahhs5k54ZJxuFxOsnskcuJpQ5g3dwtaSINgSK+C2Z7WUlNWT2FeFdNO1CtzVlc1sX5lAdedOYb6neV8/o8PyQOOv3wyQ47pf7i6yaCdnH4pdOudRFFxHfW1rXz96Xq+/nQ9J0zTjfxN7lbe2PhfNjRUcPXGD5F3R5P2ZBNmt43ikgbsDgt/e/lK7r/5HTSnhZDDBJiYcP5ohg7ORFUVohIiyOprRBH+Kkij6qXBkcGqgvoOkQwgpMGyvFqeuWAIb4XcUNtM3ZZaKqrb9tm20R1AAFN7J3DxmAzunLWpQyQ7d0QaCoJrJ3XDblHJiQ9jV3Xrftswc00JL10ynBFZehp/tNPCcX0T6Z8ayW0zNwLw0uICQyg7Qug5KpHVX+wmFNCoyG+mIr+Zsl2NHe+PnJFF/0lpfP7EegLezul8vydE4aY6jrm0N6s+391h6o8Ee4SVuLQITr1tMBV5TfQak3SIz8pgbxLnbzifX3eWvzewUkrpBhBCLAROBx75pW01OHp4ddluQu0T896Ahjeg4bCYuL5vCqZdu1glA3xR2or7B8z5U1x2rpnYjdIGD9vbJ2qSXXam9Iqnb1IEkXYz549MZ2N7peTvT0duKGlCVRTOHaF7hZtNgs2ljdxzQi82lzbx+aYKNpU1ccW4LNKiv1+Mz+BQEz9U4EiUeKrBUw15H0kKPpOkTNTft8XAie8LCj6TrH+i67YN2yE8E/peIdj6cvuVoOmTNJnTFWwx4IjXRTlLuCGKGnRixBYeBZx2zkgG+sO4MK0H1/XuR3J6FCtmLeGf0x7h4ZxppCxXUNf4kSYFNImlLYi51ofwBgmZFQISBg7rxjvPztNvSgJuvncGu7aV8+Kz33HejP+ybV0Ror4NU6sXp92sV3jfM8qxW3nzjaUd7Xnp2Xl8/MEq3npmPkOHZROZnUL3Ed0p9wQpK2/Y7zkYHDya6tvwejpn3Dcu3EaSy8rEqX07PkMhYPQpQ4ke1gdnv+7MfGUJf/3z22hIpFlgSnOCWdW/EaRk9LH9eejlKxg2XDfpVxVBfFwEqqpw3EXjGHnsgMNxqr9JBCCk3O+PgcGhZFR2DBN7xNE/JZIHT+vHqKxoEIKr31pHTrmPSTUh/GWdIpnpex5hEpjYM45PN5RT0V61MiPawZSe8by7uphJ/7eQ15buprK5/b2YfQcf87ZXU1KvVzhbV9zAvZ9t5dVlhdS1+hmW4SLSbmZQqovvtlXts63BwSUU1Ghr6owidDf7aah0M2ByGqq583HSYlPJHhKPEOBtDfDmn5dRtVsXYPdeD8DmMHPWn4Yx7IQMTO3vJWTqabvxGREMPCato6KmwaGnXSR7Ed1kWbT/frF9+c9lCzBeCBHTbrB8ApD2P7Yx+I1x9YRsusU5uXpCN84dkUaKy84Ha0u56Otcak5M53Y8HSKZIvSLb28i7SYyY528uqywox7Sk+cOZsGOau78cBPHPb6IHZUtSPRqzGZ1XwHkP9/s7Pj/Hz/czOvLi3hrRTEjs6KJsKqMz4llRUEdNS2+fbY1OLh46yVaoPM5uGq1JKaPIG7QXisJSD8GTHYw2WDVQ11FMrWzcCkyAH0uVBh1r0JUD32Zya57k5lsgpzTFWL7GyKZQVeMp4+jgFHjejBqXI+O12qrm3dW76BpYDcef2Q+Jqngj1ExNfmxNQWJSoqgXJUgBJoJeg1M5/bLXsInJNJuIkbCqGP68O9H54AiqK1t4aMPV6OZVSzAk+9fx5Y1hdgi7Lzw3HxqqptZs6qA9Wt2M2BwBjk9Epk/dysZWXH89emv8fWOx6+Y+fcT3xDlcjDrvRsMk+VDxNJvNvPgTW/jcFp4+I2rQZM8fvMbtDa56TM6hyHDsqgoa+Cy24/jvRcWUu/xI4Ia82dvIKw+ROLXQayKQGwLQrvnw4jxOQAMHtOdwWO6U1nVhKoqxMWGH85T/W1jRJQZHAGEWU28fvmIjtdTesUz8ZEFmENuqmY+g8tsR4kajyb0tPxop6VL+qXDrLCioJbZmzqrXV49MZvNZU1ICSH0FBtvu/fYcf0SmdY7gV3VLWwta+atlcVoEh78YiuPnTOEFJedKIeZFm+Q+TuqWVPUCMB/vt2JJuG/5w5ixqCUQ9AzBlpI462/raC13suIk7NIzI6kdHsDO1bon/XQ4zPYvryS1F5RZA2M5avnt4CE3KUVHZFkrkQHjZXujn2qJkFqryhMFpWRp2Qz9LhMGqvdxKQYlbOPIB6iq7ky7a8f4memyEgptwkh/gV8A7QBG4AfcA8y+K1y4agMLhzVWeTuxnfXU9boIaZoBW/mvkdC1EgqbYmAPucbaTd1SdvvmRjORS+v6nidHeckOcpGYZ3+HbO9sqWjEqbVrPLdbRP4emsVFlXhvtlbafOFeHdVMReMSqd7fBj9kiPYWNJIdpyTv366FQlsq2hm8a5aBqW5+OT6sYegVwwAtr8bYvML4EiAMQ9A0EuHAJY2BaJ6QCgAg66Htf+BoAday8DbHqthdYG/hS7eZRnT9HFp2iRB2iSVlhKJJQLDsN/gRzEiyo5QpJS88clKnn5rIT6/nosfDGk88+J8mhOiufmFq/HF2tFsCn6r/jFaI6zYVEFdeSM4QqBKkJKVG4poC7fgS3TiTwzjogdOZ+5nGzjr3JHExoahADX1bWhOK/c8cSGpmXEcd+ZwevROZtjgdJASqUn+eMNbXH7m0xx/8mDe+vAG/vXEBfisekkSf/uV1Njk5uNPD7jqqsEv5ItXFyEltLX6uemMp7jpjCeJytC9Y0Yd25+HXr2SV7+5E5/Hz+atZWA2IW1mGpo8aDYzU6zd6FPrAosKUjL+mN7c9eCZXY6RmBBpiGQHGSOizOBwsr64gT/O2sTaovqOZQt2VPPgF9t44LR+TLeV081dSE7TNlK8uudLUqSV6hZfl3QWd0Dji71Esm6xDrrFOXGYVYamu3BYVOrdAQKaZEhaJHce25NhmdGcMyydAWkuYhz69O+crdX0uXcOS/NqWXjXZJb9aQr+vdJv9hzzie920eozDEUOBZ4WP631eiTgqs9389njG9g0rwTFJHAlOBgyPYNL/zmWqZf2Ye4ruR0fUnBPQQYBE87pnPAzWRXOumc4JovaucyiEpsabvgBHVmk/8TlB4SU8mUp5VAp5QSgAdj5v7YxOPrxBkL886vtPDVvF7L9GafZG+BPH20mxWXn9mnZjK1bToq3nGGN6wBdIJOwj7flx+u7+o/97aQ+fLqhnEvHZBLj1Cd+90zkzLpmNLHhNi4YlUHv5AjGZOup+76QxrTHFnHGs8v4+yl9WXzXZK6b1L3jHhNorxCwtayJb7ZWYnBo2P2F/ttdBd9eBQtuBGeK7imWMlYw9XmV6a+o1GwUtO11GQTb52EypoFlr3pCOWdBn0u6Sh7haUZVS4P/jSGUHaGs21rCc+8u4e3P1/DFgq0ALF+Zz8yPVvPx7PWYU2M5dlRPhCYxtwSJslh46t8XMePCMdjHguWGGsyX1CJNGiGLQNsrwuvrT9fxzEOf8/5LC8gYmoYv3IRUBEIRvPTIl/zp+jfYub2Cv9/8Nt/MWoMlpCH8QaQmqShr4ItP1pKQ6CIywsH1F0ygd2Y8D/7lVCLDbUhN8uWXmw5Xt/3uiI5xIkMhpACpCjCpVJQ3ce+7N3H2zccD0NTQxjMPze5Iw4yIsKGFW5F2M7VtPiITXB37690/DZNJ3d+hDA4W8kd+DAwOAXd/uJn315Rw16zO7+57PtrM7E0VvLm8iJsuPhGfLYIaSwzVlnguGZ3By5eMIDHajhwTT6BHBKEoXeTa+7Ita/Rw4Usr+NfXO4hyWlD3EkCqW3wc9/ginl+Yz7uri7lr1ibq3J3Tv1LC68sK8Qc14sNtPHrWQIZnRnHx6HQuGa1HIeTXtLGptPGg9o2Bjs25b6GeoF+j26A4zv3rCCw2PUHh29dyCfo7Rc09y5EQ9HcOdE1mlZhkI3LsKKD4Jy4/IIQQ8e2/09H9yY4oA2eDg8Mn68t4bmE+j36zk8W79Aq4768q4d1VxTy3MJ/R2fE4+47EJyzsDOtOWpSdL2+ewMkDk7nObOdv2LkYy373/d95u3jgi218sKaEbnGd3y0mRXDVG2u49q215FW3cN4LK5ibW83eiS/rihuZt72atGgHw7OiuXxsJkPSXbx22TAAAppk1trSg9cxBl0w7+fW4GuASU8I0qbo0kVjgcb2dzqfOOxxnet66kC1db6OH2jIHQY/DyP18gglLSkKV7gdtzdAj8x4ALKz4nBFOgiGQvTqkcT0qf1Q/+RhyYLtHD9lEDlZ8eTccTytO918Vr4EYoIE4hSkX8WkaVgbAyDA4/AQsqgEYu0sXVOAsKhoVg1hM1Pg91G4oZjVt7yJK8yKBKKjnJS62wiEmbE1BXn5mXkIi8rnczcTFmYlb1cV9z30ORedP5rvvsvlnLNHHt7O+x2xOLeE+hFxWBoCOMu9SH8AfEH+e//HzPpwDeddNp6mmhY8Hj8KkJQUwcU3TOOhf3wGAiJcdlISXaxespO4ZBennjfqcJ/S7xBpVL00OKwMyYhiR1ULQ9KjOpaN7R7LB2tLGZcTS3ZONhP+8gSXvroKl8PMDVNyiAu38s4NYxmzchuEm0GTqA1dqxP6gpJIm4kmb5DFu2rxtUeFWU2C0kY9Ounhr7aT4tKfaE0KgF61DGBjaRO3vr+BcJuJHRUttPqDrC5s4OZjchiTHUNMmJWhGVEYHHw2zt//IDFvTTUt9V5iU8OZcG4PCtbXdLw3+eJerP2qEJ87iBAQFm1HUQVaSDLuzO6HqukGv4x70D3K9k6/dLcv/yV8KISIAQLA9VLKxl+4P4OjgD7JEdjMCnazSrc4JwCD0l3YzSrRTgvd4sIY8pc/c/JTS9hZ3sy947JIcdl58rzB1LyyBd/OBtow8Qb7VsINtkd/+YMaqwv1HDwBhDRJYZ2bwjo3i3fVdnidxYZbqW7utA64+s21/PWk3ry+vIhoh4X1JY3cPnMTN03JYeHOaq4c3+2g9o2BTsgnady17/KgW/cgcySEGHSdwu6vJLI9YDm6D6ROhE3P6q+tURCZAe4KiOoNyWONyDGDn4eQB2mANmzYMLlmjZGC90vweAMEgiEiwmzk7ajgrhvfIjzcxmU3HUNdZTOLd5VSUFrLbRdNZtLYnh3bNfhbuO/bN9nydSXuqgikKjBXu7G1CRRF8Pd/ncX9T82hxesHTSI0ifBrevodoHiDaO3/v+SMkXz+9gqKM82gCKz1fsLK/Qyd2pvlq/P16IH2aZk7rpvGyScN/v5pGBwk8reWcuFf38AXZwcpiV3bhAgEEc0eZGwECIHTLLj2+ik899R82lq90OohzGnh2CunUFZazy1/OonIKAfbN5aQ0T0BZ7jtfx/Y4BchhFgrpRy253VEeIocMeT6/a773aI/d1nXYP8Y95tfhpSS6hYf8eFWhBBc+fpq5u+o4e7jeqJJ0KTkxcW7mdwzjvtn9MNp7Zxje3Z3FY8syUPb0YQIdn2eGJLuYkx2LE/Nz/ufbeidFMGIzCheX17UZfmY7BiW5dd1WZYZ42DBnZN/wRkb/FTe/Msymmu9P7pO1sBYzDaVnSs7Cy0MPjadmuIWeo5KpNeoJJprPQQDGtFJzoPdZAP2vd/8HA5C1cujFuNe88tp8gQwKQKn1cS87VVc89Y6eieFc8WYLBo8fj5cV0azJ8AjZw5gRFZndeNAjZv5b27m5eoGVn7P0s6sCj65biwnP7Wkw9j/x/jrCb35x5fbuixTBAxIjWRDSVOX5R9dO4YhxoTMIaNsscayv/34h2iLgQF/gDWPghYEJERk6oJZyAfD71RAQMMOiOoJqsUQyg42v8a95kjEiCg7grHbzNjR0x02riuitcVLk9/PX/77BVKCtOihpBvzypk0tiehYIj3XlqIyazy2GXXkJtWDhaF3aW1ZEdH8MEri1n+9Wb+85eP8FgBuwnRPgMjTQKhtUe2BCWYJC6Xg0mTe1OwqZTS+go0q4riDWELBGnYVkFUpIOG2lYAlJAkd30x48fk8Ocb3sIfCHL5zdMYMSoH1WSEvB4MSvOrsRW3EAg3Y2kMdlYqddggqIFJoXV3Ff+59iVi02IYe/xQ5s5chcVq5vLrj8Fk7kyx7DM44wePY3CQkXT8HRoYHA6EECRE6CJ5IKTx3bZqJPDgl9u7rPfJhnIePWsgAMvyapmztZJLxmQy4+QhlI33UNPiQwhASm58dz2bSpsOODXy1EHJRNhMmJTOiDKA3PImhqS5WF/S2JHWWVjnpskd4NVlu3lzeRE3jMzg4lEZqBHWX9gTBj/EHkP+H2P3xlqEgEFT09g4vwQZgpiUMMac3hk9FhFrP5jNNDgItItiv0thzODXJ9Lemca9YEcN/qDGxpImbnp/Q5f1tlW0MCIrhhZvgKfm5ZEZ6+TsW0YQvrseVQgK69vonxzBHbM2sbW8mYteWXVAIll2nJPJveOZta6UbZUtHcstqkARgnCrSouv8/tu0a4awm0mrnpjDdFOC3cf15sR3aJ/cT8Y7J/mov+9jrcOVv8LIrvpolnlSj3VcvidXa1jYvsfpEYa/G4whLKjgKYWD/Z4J9ExdkrUoC5qhSDeYsGVFEnptiqWLN5BoNnLm8/MAyAjO4FlX6xn5Xe53PjgmfQZnEl96acgoanFi7kFevRNJi47lkVr8wGB0hpE+ENoNhNWReH5xy/myQdns2Z5HjEmQUBoOAIQaPZStKmUs26fztKV+USG2XA3eUlPiOD/bn6DXbuqkSaVv/3xA6Yd15+7/jrj8Hbgb5RxJw7imuI6aiub2OWupMIeoqm6ERx2RCDEwN4JbMjNR1MUqotqGTamO2OmD6Bbn5QuIpnBEYCRemlwhNDctIzbJmv8e37XCY6+yRHYzSr3fbaVP53Qm+vfWUeDO0BBTRvXTc7mpnc3MCgtkucvGsbc3Er0LMvO6/qu6T145Ov9+3VfM7EbPRLDuezV1fu81+gJEhNuZWS3aNp8QYKaZEaCi69WFvPuggLuDVppm1dKxZIaEm8bhslliGUHg+Ou7s+utVW4m/zUlrbSXOPpeM/psqBp4Gn2IyVUF7Vwzj0j8LT4Se1lDCgNDAz2pdTrJ7t/HM71ZbR5O/0LM2MchNlMLNpVTb+UCJbsquP5RQUADEqL5JkFeeysauGZC4bSOzmSiiY90nVPhcvR3WJo9vjYWtG6zzGjHWY+vWEcJz+5hN21bR3LHRYVtz/EuuJGrp7QjXnbq4m0mwiEJA6Lyp2zNnakb579wnJundqDm6fmHMzu+d2Sc4Yg6IVAi6R+BzQXQ6jzdkPsAKjdDFKDxjyYcqug20nCEMUMDgqGUHYUcPfDH7N5RzlhKXYCPh9Iia0qwKUXTmL+vFzWbS5g28YSTprcF4vVhMmkkpDsYu4sfdAx75O1jDt+IL16xbNj+Q6k34djVDdawlROGdOdJesKkJrkgrNGsGFFPlsqG/CHNJYu30Wg3XxXBjQSY8O48MqJLP5iI/FJLj74eC1+f5B+/VKx+Py88vw8qGuGxGg0s4LQJJWVTT92al1YvXAHKxZuY+z0/gwZmX1Q+vK3hKoqnHPDtI7Xn7y0gOfv/ZBhwzO49qGzSU6Poa35Mp6+7U3MVhOjThiExbZ/E1SDw4yhkxkcAVRVfcGWrTfRx6yS7LyL8rYkADKiHVw9IZub3lvPmqIGKpq8ZMY4aXA30i8lki82VVDb6uPbbdVUNXsZ1a0zXcblMKMKQZs/RJ+kcHIrWkh12blgZDqPfbcLf1Djqy2VDN7LH01VBKcMSCYt2s7ygjoirCbm5urpfB+c1J/3Zm/nQ/Rq0G/hYxgmQv4QmjsAByCUhVr8tCwpRbGZCBubgmIxJg7+F8k5LpJzXAC0Nfr44OHVBHwhpl3Zl+TuLiw2E9uXV7BrdRVDT8gkJsUw6jcwMNg/mpScuHYnVf4g0X1csE439hcCHjy1H7fO3MiWsma2V7YyMScOASRE2PD6tY4iAF9vrWRoRhQDUyOZv0P3RoxxWmj1BTlrWDpbP89FFXDvyX14ZWkRhXVt1LsDrN5dj8ffGTGWFevghik5vL+qhD7J4R2i3JlDU1m0s4aHvhdZDVDa4D7gc21bV8WConoyhyfTNzXyZ/bY7weTXdD/ys5UyfVPaOR9LMk+BXqdr+BIELirNTY8JQlLEUT3FkalZIODhiGUHQUENd0A2azoD/MWoYJZ493ZazllUj+2bC7F2+Tlk3dWcNG1kznlvFEIVTD09KEUbKsgMjuBQCDESZdN4uOELTR3l7QsbEXND7AtrwrHsh0EfUFqYsJ45NkruO/BT2hp9TJ+bA8mj+vJpac9gc8TYNjYHI4/czjHnzkcgK8mPgiKoGRHBa0hjWCUE8JtmDQNaVFQFYU7/3zyAZ1jdXkjf7v+dYIRdj79LpdTZgzhptuOOyj9+Vvl1Csncdz5o7E5OgeKzggHd7109WFslcGBIIyIMoMjACn3zOpLxqVu5NO8KHwhG0X1btp8QaIcZpo8Ab7JrSLZZWPxXZNJi3bw5vJCUl12op1mGtx+kl2RTB6cxPydNQRsKo11Xp5ZkM9FozLIrWihvMnDmcPSiHRYeHFxAZePy2J630RO6p/E7M0VmBTB307uQ5RTF/b/8GanJ9CHm8s7RDIBrCLEKkKkjUzmvAOsotj4SR6erbrvWcuCUpL+NALFZjwOHShOl5WLHxqD1EA1d0Ye9hqdRK/RSYexZQYGBkcLeywtrS4rLS4z5qYAmoSnF+QzqWccM9eUUtbg4Z1VxTxyxgBOHJBEsyfAsIwoyho92Nu/e64Zl8Xu/AaSQ7CszU9dm58JPfQSiCEJNa1+3v3DSK57ex1hVhPDs6J5+vwhnP38ckJSctawNM4YksoZQ1JpavPz2jI99299UT3VLZ1m/4oATUK008w9J/Q+oHP0FTTy1MzNPIsPVhbwwKl9uXBU5q/Xib8DBt+k0P8qicneKYY54hXG3H8YG2Xwu8EwjzoK+OcfT+OSGSPwbK4lrNDDiKREBKD4NcaP64HZp6EEJZqiEBUfQVi4jf/752yWbSqh0h/gsy828vVXG4nPjqWxl0QzQdxwG+kp0Rw3uS+Z3RMRIY1u/dJw2C088sDZPPv4xcTHRRAdG84Tr13FzfecxDW3dwpXoZCGaHCjtvixBDRSU6P1q8lqQkkKxx9pxm8VbFi5+4DO0e60YLNbkCYFCaxZXXBQ+vK3zt4imcFRhJT7/zEwOIQkJs5gQP/nsNszmJ7xJf+YMheLqqAqggi7maEZUR0eMCkuO9FOC2uL6vnrp1spbfSwqayZW97bAEDsoDi84xJoyHCSEmXn8rFZ9EvWZ9PToh2E20ycPzKd+XdM4qJRukfif84ZxCNnDmDm1aM7RDIAbS/jmbhuLkAvwfcwNmxALIIeFR5CbYEDOk8lsnPf0hfCX7Zvio7Bj6OoSheRzMDAwOBAUYTg8yE5XJgUTYUZgiPj6ZfuAsAbCHHqoJSOdU2KICHSitNq4so31nRENf/3uzyW5tUyJMLBW0EH90k7o6Kc9E2O4KQBSSRG2BACeiaGkxRp5+PrxvLmFSMJs5oYmhnFzGtG8+hZA/nDXtUsG72d9xCr2dTFT01t12maPUE2lDQe2HmGWXDvFew0Z0vVD69s8IPsLZIZGBxKjCnUo4CYKCcThnfngxcWIQKSML/EWtFKfXkrBXlVHaWOs/ol89i/5/Dh+yspya9Euhy4E00oGiQmu7CqZm7vdRLLandy/Zhj6XF2MgCPz/srteUNJHdL2O/xM7PjycyO77JMVRVu+8spzJu9gcvvPJ67L3kJEWlFWkwIswJBCCnwnwc/w9vqwesNEpcYydSTB+33GOGRDl7+8nb++++vWLIyn7LKJi495XGEN8A/nr+U1Ky4X6s7DQyOLCSgHe5GGBjoxMVNo6j4RTye3cTbSvGH9Ivzyy0VHeskhFtZX9TAsAfmkhjZtVJufLuh/jVpcVT4AgzNSuTWsxM73h+dHUO004JtPz6JFpPC2cPS9ln+4Gn9gc30Soxgzw3PC/QKszOz1UQ4AnOxm5oXNxF5fBb+wmbCxiajhu0/1dx1UjbmZCeNnxeAT6Nh1k40T5Dw8alEHJP+U7rLwMDAwOBn0M1hZXx0OG9V1CMAV/u9Y11xIw3uTsEq2WXjkldW0yc5gtzy5o7lZlWQ7LJjjnUSPikVW7WHt07J7vCpnHvbBJq9QVJc+y8gMjQjiqHfq2aZEePk9mN7sKawgTuP7cEpTy0F9NtOsP05LahJLn9tNc9cOITc8mYGp7uY0mv/4ydzvIM/3T6GvJnrWVrcyNK8WkY//B0uh4V3rhzZZULIwMDgyMMQyo4SevZOJicthrzt5ezeXEJqeizx8eGMHt+Tx166jPraVp57+lsAiovrUbwhQv42PHG6kW6dqt90zskcwzmZY7rs22Kz/KBI9mMce/ZIjj17JAAJyS7cOyo56aIxjDtjKA/9+wtq82pR/AFeeuwbQu0RAVk5CWT32n9qxu6qBuqa3XokjRCUl9ajeoOsWbLTEMoMfrMIJEIzlDKDI4fkpHNpalpLyLeNMweG2FoR5OxhaQxKczFvexXFdW4e+3YXwYDG7lrdq0UVepqLN6Bfy9kOG28N6LbPvtOiHT+5PQkRNl66RE/5f3dVMaB7n2XeMIjg54V4t9dDSBKsdFP3+lbQINTsJ/qsHvvdX6jFj9YcAJ/e1lCzD0LQtrbKEMoMDAwMDhEz4qO4Z2cpdYEQNXFWkhKdjEhycUL/RN66YiRBTePK13W/5b1FMoBASNLaXgQg8risffYdbjMTbjPvs/x/ceMU3aS/xRsgOsxKbauPe07oRXy4jftnb6WuLYAE7pi5kTZ/CJMiWPuXaUQ69j2WpkmW1rRQ2KyncEqgoslLRZOX9SUNPyiwGRgYHBkYQtlRRHZOAvlby3BGOikqriMY0giFNHr11UOUI1wO7rt7Js11rRx7+lDSesfz340bAUGP5IMrND367nWUFlTTY0AaQghmvnIN/3fPB3z3+QZMJoEMgtVmZt3yfDK7x6OaukYTfLt0O/c+Nhsk2IIaYRYTIyf2oq3VS+/+qXzwxBzGzxhKYoYhmBn8BjHSLA2OIMLCuiOEGSnh1PT/4/iECnpEPEqk/VROG5yKxx9ifUkjC3bUkBxp4w8Tslm0q4Z526sZmXVwqxyeNyKdgaku4iOsuMKscFEf/OWtVD+5HiQoDjNaawCtzU+g2o05vqswJzVJ9VMb0Fr8HctsfWIJNfpwjkqkbXUlwmbC0T/2oJ6HgYGBgQHkOGzUNbUhoq3sHugiKsKBEIJxOfp38KNnDeKejzfj8Ye4fGwW0WEW/vvtLmLDLKRG7T9a7Ncg3Gbm61vGU9nspW+7bcCMwSmc9dwyVhc2YDWrtPlDRNrNfLutkjOG7hsN/cyCPB79prPac1KEjd5J4YRZTIyw22hZVIpjaAKq86cLegYGBgcfQyg7SrjntnfYnV/DjIvGsGVtEZomqSpvpLnRjcOphxn3G5jGO5/cTE11Mylp+mDlpNP0iC+H9eB+CTvDbfQc2HUm/rb7T2fkhF5k9UikprqZe655nZf/+w1mi8qpF4zusq7P31kaGk3Ds72YPIeFsoomCq97lbptpXzz3nKenv9XLFbjsjX4DWGkXhocQVRVfcXOnfcRHT0RVbVTXT0bkLS0bCEp8VQA7BaV1y4bQUm9m2inBafVxCVjMmhwB4g+BKkkfZIjury2JIcRf8NgQo1eLNku6l7bind7A4HqrSTdNbzrxhJksOsfnC+vAenTaJ5TiNbSnvJzYW8c/QyxzMDAwOBg4AuFOHndLpqCGlekxLKgvgWALS0egprEpOh59qcOTuGY3vE0eQKkRukTHxeNzsBqUrCaDm7F4pgwKzFhXb1/X71sBN9tq2JEVjTzt9dwz8ebuf2DTbgcFo7p3TVCbE+E9R6qm728oYRhb2qjaccWpF/Du7OB2Cv6GZUbDQyOQAzF4Shg2YLtrFq1Gyng4w9WozS6SeuTzFmXTyAxpWt+vcVq6hDJ4OALZD+GalKZcFx/AOxOKza7Ba/Hj8fj54sPVrFmeR5l28pJTnaR0iOJ6YO7s2BuLgoKJpuFqlrdYDmgqGC3UVraxL9ve5s/PnkRimKYCBv8djCqXhocKeRuuwNN81JX9237EkFy8rlkZly3z7p7p1EKIQ6JSPZDWFLCIEWvemmKsuEvbEbYTbg3VuMvbcWX1wiKwJwSRsSkVJrmFOoiNaCGWQh6PJ0iGVD/3nbMtwzFHHvwIhYMDAwMfq88VFDBplYvAC+X1QIwMNzO7ZmJHSLZHr6fRhnxM1Iqfy3CrCZmtBcb6JMcwZ6mljd6eH1ZId9tq6K8yUuvxHBSo+yMyY5hWb5eZTnRbMLe2B7N3L6hL6+Rpq8LiZyeaYhlBgZHGIZQdhSwcNYKvLFmgk4Vc6OPsEY44ZTBTD9l8OFu2gETmxDBc7OuZ/euSh664338oRAoCkhJcX4NYkkevYdkYJOCoICb/3spTqeFZQu2c+o5I3jwypepqmxi6YrdnDn+YR545iJy+iRjNhuXsMFvAEMoMzgCaGnZhqZ5uyyz2VLo2eNvKMrRU1E36owcHEMTaF1eTv27O7q8F2ivcGlKdBCsdGNKtBN7RX9avinGlOhAaw3QMr8EgpKqR9fgHJmI66RsvUiNgYGBgcEvJqBJFtZ19RwTwM0ZCRwbG3l4GvUzGJTmYs4tE9hS1sRtMzd2eS+vWr/XjM+JQVUEAnjssqG4qv34S1sJG5NM9TMbIajRurgU99pq4q4egCnKhlANwczA4EjAUBmOcHJX5jHviw2ERqQCEHSYMIeCnH75hMPcsp9OYkoUiiJ0UUADFDArAmuYFXebn4ItJQTC9QiF//z5Ay66dBy3/Plk/njdqzQLFSKcBEMawTYff7/1XdytPv5wyzTy1hcy7ayR9Buxr3G0gcGRjzSEMoMjgtxtd+6zLD3tiqNKJAMQJgVbdxdtq9ordSqABGFWkH4NYVEIVupFCIKVHmqe20T8dYNo3VpL4+JSVJPSUeKsbV0VbSsrsfWLwRRjQ7GaCJ+UhlCMgYyBgYHBz+GT6ga2e/xdlnWzWzkhznV4GvQL6JEQTpMn0GWZ1aSgKgK3P8SKgnpCmuQkzCS+uA1xRg+04zI45bnlTFEl5wdNEAKtxU/10xsAiJyeQaCsjbDxKfv4bBoYGBw6DKHsCCc+LRqn1AiWtRGIsZJjsnDuA2ce7mb9bOKTXPznzT9QVd7IoJHdcDitBAMhyotquXPGYyh1zShOG7LJzdIvN1I7qY1NF25HWWZCnWlFSkkwzkGVIjEjefqRLyEkWTZ/G28s/DN259E1oDMwQGIIZQZHBBHh/Wht3QaAojiIjZ1CUtJph7lVP5+oM3Kw9Y7Bkh6OGm5BsagE6zy0rqigdXFZx3qhOi/bSho4o6kS0zgHny9qoyOJNKD/bXq31HWsr7qsOIcY1coMDAwMfg49nDZUIIQeSTbQaeWO7JTD3Kqfz/DMaN65aiTBkGRgmotIu5lWX5Dc8iYueGklAEkoKBI8uXVUr63gpVqVb9hLLBQgPbpfc+Mn+QD4SltIuH4QwmRENBsYHA4MoewIJzY5mrc3/Yv8raWk5SQSFRt+uJv0i8npk0JOn84bosWqkJwVx6BLxtFY3cT0cT1Z9Ol6Zlw2gQfL3oUwEP0l50VMZOuWElYVVQMQsqkIfwihClr8knMm/ZO//fd8ho3JOVynZmDwsxAhQygzOPz06vUwKSkXARoREf0Pd3N+MYrVhHNwfJdlphg7lvQIzGlNOAcn4CtuRnWY2ej28enCVqpsCrnj4hlZFSDY4CVU7dlnvw0zd+LZUkvsxX0P1akYGBgY/GYYGO5g09h+bGvzMCDcQcRBNuU/FIzJ7lr8JcxqYmh8BC/kpFJikpzcLY7QzgbCp6ThfWYDAIOtVpShiZjK2/AXNu+zz2BFG+UPriT+uoGY44zIMgODQ40hlB0FOCPsDBj92xZ/5i/awTeLtgNw8pkjufyeUyjYXELbO0HEBJXUqiQueXgqAK+/vZTZn66jsbEBzCoyEEII8AdCPPGPz3njq9sO56kYGPx0jIgygyMAIQQREb998afhw11IbxCPWSX63F5oviD9X9qMEoSwVo3ovkk4TojAX9pC45e78Rc07bMPb2493rwGbN2j9nMEAwMDA4MfI8ZiYpzl6J/8/zFal5WTs72JHMA5qRuiWyTuLbUdlc5T013EndIdGZI0zs7HvaEa6Ql12Yf0BGn8NI+4Kwcc+hMwMPidYwhlBkcEPXMSCHNaUVWFFZ+t575vN+BNDsNeJjC/aGH0xT071u2TGsOigKQR8CbYQJNYq9woIcjpk3zYzsHA4GchAc0QygwMDhW27pF4ttRhSnBQ8a9VEJJ0JLaYFezp+uDNFGdHCfuB6momUCONVH8DAwMDg/1jzYygRRWYXFaa5hTq1Zf3wj4gBgChCszJYYittfsIZQCWlN+2oGhgcKRiCGUGRwSZ6bF89Pb1CAH3XfYSzf2i0ewmgk4TMStr+Oi/X1G/u5KEzDjef305Ugg0lxXZnrcfiLKTFh3On/551mE+EwODn4ph5m9gcCiJvqA30hfCV9BE2/KKrm8GNKqeWI8t24V7Sw1ao3//+zivt5EKY2BgYGDwg9hyoki+dzRCVah4dPU+7zd+koe/sBlhVWlbVrGfPYAl20Xk8VkHu6kGBgb7wXAHNDhisFpMWMwmbnzoLJKsdgBiMSHb2pBeHws+XM37//kK0M0/La1+RFDqPxIaGtqoLKn7kSMYGByhSLn/HwMDg18dIQSKzYStdzSOEZ2m/Gq0DdB9YVqXlKE171XJzNK1yqU/f990TAMDAwMDg71RLCpCFcSc3wth1b3YlPD2SOUQuNdWdxXJTF3vNaE6D6Hm/U/YGBgYHFwMoczgiCMpPYZ+XgtxCythXTVppw0mMK0nMiEMxWoGtxerAo+/eTUDeyRj0QTJEXYCu2u466ynDnfzDQx+OoZQZmBwyBFCYO8V0/FasalgVRC2dmPp9pRo24BYombkgAJqtJ5u2bqsHPemmkPeZgMDAwODow9rWgSKQ0/kkgENNcYGFkWf+Vd1cUw4TMTfMBhTrB1hUVCcZkKNPure3nYYW25g8PvFEMoMjkjOvHIiDrMZLRhiS3MLblXQ7bTBDJ3SF6TEogiyeiXx5H8u5OvPb2dkzyREIIRqMdFU10pbi/dwn4KBwYEhJYRC+/8xMDA4qFi7uzCn6f4vgfI28GlIb4iI4zM71rHnROEcmkDKP8YRc2GfjicnGdIItfqRhqhtYGBgYPA/iJiSDopAekOE6rzg17ANiMMUq2fRqNE2zLF2Em4fSvJ9YzAntqf3KxBq86P5jedCA4NDiSGUGRxxvPjgZzx8/euEOSwIFaxVbYg2H7s/XMOld53IxXccT1S3eE4b/Q8Wf7OFgq1lDJjUB5KiqQDOOPk/nDX2AdYt3XW4T8XA4MAwIsoMDA45/rJWqh5dg/QF+f5fmwxoRJ/bE/vgeBo+2kXNi5vQ3AGkJjsGNQ3v76TigZXUvrLl0DfewMDAwOCoQEpJ3Vu5NH21G2HuOvT25zUSfV4vwianIlv8lN+/HH9RM/7SFqw99arK/t3NVPxjJeX3LydQ4z4cp2Bg8LvEMPM3OOL4ZuZK2lo9hG5zY84MIl5RsC3ToNmN1WZm+vljeP2lxQA8/fdPaCqpxRwXQdBkIhRhASHwqQrP/usLXvzslsN7MgYG/wuj6qWBwWHBk1une780wzXDbEQEJI9s9CEArdWPY2oGnq11IMGX36SbMfu0ffbj29WI5g+hWNRDfxIGBgYGBkc0mjuIZ0u7h7L43nu+IOYYG/ae0bTOLwWg7t3taE1+hP17w/SgpOmLAmIv7XcIWm1gYGBElBkccVz2x5PoOTYDrXsQYQKlfxDsNoiNZsuqfKJjwxk+OhsCQRorGgDwSkBVEO2CgxLQkEL8yFEMDI4gjIgyA4NDjnN4AtYcF+t6hLEu2oRfVTrGMP7yNkJtAcImpHZusB+RbA+hRt/BbayBgYGBwVGJ6jQTfkw65mQn3w9fFkLgzW/EkhGBqT3VUmvSzfulN7jPvoxUfwODQ4chlBkccZxw/mgef/MWpsvxhNabCX5tAwFSVXjsbx9RsLWUK247jri4MNJ7J5PWPR4sZgSgNPuxlDUT77Ry2/2nHe5TMTA4MAyhzMDgkGNy2Yi7oj+9z+nNHbv8PLLe0/FeoLiFxk/zsKaFYx8Yh7CrWHtF7VORDAFh41MwxzsOcesNDAwMDI4WIqdlEH/jYKzZkV2Wy4BG3eu5SE8Q14ndUBwmzKlhKC7rPqKaKd6G6+Tuh7DVBga/b4zUS4MjFtvqSIJv6CbLSN3AUjGbiIgOQ7WYaAxCdVULosWDsJnBYkLxBxH+IHfcfyp9BqYfxtYbGBwohihmYHA46W63cs5u/z7LlUi9wqVQBdITwrejYZ+BiyUzAteJ3Q5FMw0MDAwMjmKEEAjTvjEqwqwgzCqK3YTmDqK5W/fdWIHYy/phirIfgpYaGBiAEVFmcARz3tWTiQi3QihEmNMKioIpzM7GtUU8cMd7hNqrAkqLCasCiifAxKl9mLnybwwe2/Mwt97A4ACRgKbt/+cAEEIcJ4TYIYTIE0LcfXAba2Dw20MoAueoxH2Wq3YTdW/l4itq0hdIQBG6x4xVEHvdQOKvHnhI22pgYGBgcPQSeUp2h6G/cOjxKsJuom1VBQ2f5HVduT2C2Tk+maS/jTZEMgODQ4wRUWZwxGJ3Wnlv4Z/YtbmU5Qt38N7Li7A7rLz57DwqyxqwOy20hgLIaCd+4J0PbyQ6NvxwN9vA4KdzgKLY9xFCqMDTwDSgFFgthPhMSpn7K7bOwOA3T9SpOYRPSiPU4KP2lS3IgEagsq3TgFkRetENTRI+PZ2I8Wn7jQwwMDAwMDD4IcwxdpLvHU2goo2WJWV4NtagOsw0zi4ACcKuIj2h9pUVku8ZjuIwH95GGxj8TjGEMoMjGkVR6DkwnZz+qQwYnkVaVhxfzFrNrNeW4G5og0h9diWoSdbO3cS088Ye5hYbGPxU5C+pejkCyJNSFgAIId4DZgCGUGZg8BMxuWyYXDbibx6C1uxDcZrx7W5Ccwch1Pk32raykogJRmq/gYGBgcFPR5gULGnhRJ/VA++QeCyp4TR+lo9nc22nSAbgCRGs82IxhDIDg8OCMR1qcFSgKApDRncnLjGSS2+Yyksf30SYzYzwBRG+IEpNE09e/+LhbqaBwU9HgpTafn8OgBSgZK/Xpe3LDAwMfibmWDvWbi7MCU6S/zwKx4C4Lu9rjX7cG6oPU+sMDAwMDH4L/H97dxNi112GAfx5M5PE2PQjMcMYbZpR1LbBQGmDrSBoMYKuRFDQCuLGErRIC4p06UYLKiJICiKiaDYiLqQEiwqCdiEWK421FRXTpiLa4EJBDE37upgTmYyZhEzmeu6d/H5wued/vu67GHiG9/zPOTW/JTtu3p25a7bmVR+6JQv3Hkzmzn9hzN+///uRqgM0yphJr963O9/66YM5euxIDuzenpx8Pku3vGbssmB9hlu6/ueT7Kmqx1d87h27VLja7PrAm7L4qUPZefim5f+atiTzezwrBoCNs33p+ux98C1ZOHLwvxmzbdEblWEsbr1kZu28bkfecN2OfOX4Z/Lsb09l7+sXxy4J1mftt16e7u5DFznyz0n2rRjfOKwDNkhtqWzdsyM3HN6fa+/cm365Mz+8ERMANsrczm2Z27ktiw/ckbOn/5X5BY0yGItGGZvC/gP7Lr0TTKPudT/MP8kvk7yxql6X5QbZB5Pcs1GlAeebu3bb2CUAsMnVXGXr4jVjlwFXNY0ygJH1Sy9deqcLHdd9tqruS/Jokrkk3+jupzayNgAAgKuJRhnAqPpit15e+uju40mOb1w9AAAAVy+NMoAxdc49uB8AAICRaZQBjK3X/YwyAAAANpBGGcCIOkmbUQYAADAVNMoAxtRtRhkAAMCU0CgDGJkZZQAAANOh+gretnbRE1e9kOTZiZwcYHbt7+6Fc4Oq+mGSPWvse7q73/3/KWt2yRuACzovb7gysgbggjZl1kysUQYAAAAAs2TL2AUAAAAAwDTQKAMAAACAaJQBAAAAQBKNMqZIVe2rqj9V1e5hvGsYL41cWpKkqu6rqj9UVVfVWg9fB2CKyRoAJk3WwGzTKGNqdPepJA8neWhY9VCSr3X3ydGKOt9jSQ7HG48AZpasAWDSZA3MNo0yps2Xk9xVVfcneVuSL15op6p6R1U9smL81ar66LB8sqo+X1W/rqrHq+r2qnq0qv5YVUeGfXZW1U+q6ldVdaKq3jusX6qqZ6rqWFU9XVXfq6pXJkl3PzFF4QbA+skaACZN1sCM0ihjqnT3i0k+neVguX8Yr8dz3X1bkp8l+WaS9ye5K8lnh+3/TvK+7r49yd1JvlRVNWy7OcnR7r41yT+SfHydNQAwhWQNAJMma2B2aZQxjd6T5C9J3nwF5/jB8H0iyS+6+5/d/UKSM1V1Q5JK8rmqejLJj5O8NsnicMyp7n5sWP5Olq8AAbC5yBoAJk3WwAzSKGOqVNVtSd6V5askD1TV3jV2PZvz/35fsWr7meH75RXL58bzST6cZCHJHcMVmr+uOEevOtfqMQAzTNYAMGmyBmaXRhlTY5gi/HCWpyY/l+QLWeNe/iw/ePJAVW0frqS88zJ/7vokf+vuF6vq7iT7V2y7qareOizfk+Tnl3luAKaUrAFg0mQNzDaNMqbJx7J8D/6PhvHRJLdW1dtX7zi8Sea7SX4zfD9xmb91LMmhqjqR5CNJnlmx7XdJPlFVTyfZleWQS1V9sqqeT3Jjkier6uuX+ZsAjE/WADBpsgZmWHWbfQnnVNVSkke6+0qeIwAAa5I1AEyarIH1M6MMAAAAAGJGGVOuqg4m+faq1We6+84x6gFg85E1AEyarIHZoVEGAAAAAHHrJQAAAAAk0SgDAAAAgCQaZQAAAACQRKMMAAAAAJJolAEAAABAkuQ/FG3IDy/Y43cAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu.pl.embedding(mdata, basis=\"rna:X_umap\", color=[\"CD3_TotalSeqB\", \"louvain\", \"leiden\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multi-omics factor analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To generate an interpretable latent space for both `'rna'` and `'prot'` modalities we will now run **multi-omic factor analysis** — a group factor analysis method that will allow us to learn an interpretable latent space jointly on both modalities. Intuitively, it can be viewed as a generalisation of PCA for multi-omics data. More information about this method can be found [on the MOFA website](https://biofam.github.io/MOFA2/)." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "prot.var[\"highly_variable\"] = True\n", "mdata.update()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " #########################################################\n", " ### __ __ ____ ______ ### \n", " ### | \\/ |/ __ \\| ____/\\ _ ### \n", " ### | \\ / | | | | |__ / \\ _| |_ ### \n", " ### | |\\/| | | | | __/ /\\ \\_ _| ###\n", " ### | | | | |__| | | / ____ \\|_| ###\n", " ### |_| |_|\\____/|_|/_/ \\_\\ ###\n", " ### ### \n", " ######################################################### \n", " \n", " \n", " \n", "Loaded view='prot' group='group1' with N=3891 samples and D=32 features...\n", "Loaded view='rna' group='group1' with N=3891 samples and D=1734 features...\n", "\n", "\n", "Model options:\n", "- Automatic Relevance Determination prior on the factors: True\n", "- Automatic Relevance Determination prior on the weights: True\n", "- Spike-and-slab prior on the factors: False\n", "- Spike-and-slab prior on the weights: True \n", "\n", "Likelihoods:\n", "- View 0 (prot): gaussian\n", "- View 1 (rna): gaussian\n", "\n", "\n", "######################################\n", "## Training the model with seed 1 ##\n", "######################################\n", "\n", "\n", "\n", "Converged!\n", "\n", "\n", "\n", "#######################\n", "## Training finished ##\n", "#######################\n", "\n", "\n", "Warning: Output file models/pbmc5k_citeseq_v2.hdf5 already exists, it will be replaced\n", "Saving model in models/pbmc5k_citeseq_v2.hdf5...\n", "Saved MOFA embeddings in .obsm['X_mofa'] slot and their loadings in .varm['LFs'].\n" ] } ], "source": [ "mu.tl.mofa(mdata, outfile=\"models/pbmc5k_citeseq.hdf5\",\n", " n_factors=30)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# # NOTE: if you wish to load the trained model,\n", "# # use mofax library to quickly add \n", "# # factors and weights matrices \n", "# # to the mdata object\n", "# # \n", "# import mofax as mfx\n", "# model = mfx.mofa_model('models/pbmc5k_citeseq_v2.hdf5')\n", "# mdata.obsm[\"X_mofa\"] = model.get_factors()\n", "\n", "# # If only highly variable features were used\n", "# w = model.get_weights()\n", "# # Set the weights of features that were not used to zero\n", "# mdata.varm[\"LFs\"] = np.zeros(shape=(mdata.n_vars, w.shape[1]))\n", "# mdata.varm[\"LFs\"][mdata.var[\"highly_variable\"]] = w\n", "\n", "# model.close()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'rna:leiden' as categorical\n", "... storing 'rna:celltype' as categorical\n", "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.mofa(mdata, color=['CD3_TotalSeqB', 'CD14_TotalSeqB'])" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(mdata, use_rep=\"X_mofa\")\n", "sc.tl.umap(mdata, random_state=1)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "mdata.uns[\"rna:celltype_colors\"] = list(map(matplotlib.colors.to_hex, colors))" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['rna:celltype'], frameon=False,\n", " title=\"UMAP(MOFA) embedding with RNA celltype annotation\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['CD3_TotalSeqB', 'CD4_TotalSeqB', 'CD8a_TotalSeqB'], frameon=False, cmap='viridis')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Proteins highlighting the memory — naïve axis will also help to refine memory/naïve T cells annotation:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.umap(mdata, color=['CD45RA_TotalSeqB', 'CD45RO_TotalSeqB'], frameon=False, cmap='viridis')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mu.pl.mofa(mdata, color=['CD45RA_TotalSeqB', 'CD45RO_TotalSeqB'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpreting the model" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "from matplotlib import rcParams\n", "rcParams['figure.dpi'] = 150" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "import mofax as mofa\n", "model = mofa.mofa_model(\"models/pbmc5k_citeseq.hdf5\")" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_weights(model, factors=range(3), n_features=10, sharex=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While `Factor1` corresponds to lymphoid — myeloid axis, `Factor2` seems to highlight T — B & NK axis and, at least partly, memory — naïve variability: `CD45RO` and `CD127` are memory markers while `CD45RA` is a naïveté marker." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "model.metadata[\"rna:celltype\"] = model.metadata[\"rna:celltype\"].astype('category').cat.reorder_categories(mdata['rna'].obs.celltype.cat.categories)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_factors_violin(model, color='rna:celltype', factors=range(3), dots=True, violins=False, palette='rainbow')" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mofa.plot_factors(model, x=1, y=2, color=[\"CD45RA_TotalSeqB\", \"CD45RO_TotalSeqB\", \"CD19_TotalSeqB\"], palette=\"RdPu\")" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mfx.plot_factors(model, color=[\"CD14_TotalSeqB\", \"CD16_TotalSeqB\"], palette=\"RdPu\")" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "model.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving multimodal data on disk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now write `mdata` object to an `.h5mu` file." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'louvain' as categorical\n", "... storing 'leiden' as categorical\n", "... storing 'feature_types' as categorical\n" ] } ], "source": [ "mdata.write(\"data/pbmc5k_citeseq.h5mu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 4 }