{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Future/Library/Python/3.6/lib/python/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] } ], "source": [ "import os \n", "import numpy as np\n", "import pandas as pd\n", "import anndata\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import scgen\n", "import seaborn as sns\n", "from scipy import stats\n", "import matplotlib\n", "import scipy.sparse as sparse\n", "font = {'family' : 'Arial',\n", " 'size' : 14}\n", "\n", "matplotlib.rc('font', **font)\n", "matplotlib.rc('ytick', labelsize=14)\n", "matplotlib.rc('xtick', labelsize=14)\n", "sc.set_figure_params(dpi_save=300)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "path_to_save = \"../results/Figures/Figure 2/\"\n", "os.makedirs(path_to_save, exist_ok=True)\n", "sc.settings.figdir = path_to_save" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read PBMC Dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 16893 × 6998 \n", " obs: 'condition', 'n_counts', 'n_genes', 'mt_frac', 'cell_type'\n", " var: 'gene_symbol', 'n_cells'\n", " uns: 'cell_type_colors', 'condition_colors', 'neighbors'\n", " obsm: 'X_pca', 'X_tsne', 'X_umap'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc = sc.read(\"../data/train_pbmc.h5ad\")\n", "pbmc.obs[\"cell_type\"].replace(\"CD4T\", \"CD4-T\", inplace=True)\n", "pbmc.obs[\"cell_type\"].replace(\"CD8T\", \"CD8-T\", inplace=True)\n", "pbmc.obs[\"cell_type\"].replace(\"Dendritic\", \"DC\", inplace=True)\n", "pbmc.obs[\"cell_type\"].replace(\"FCGR3A+Mono\", \"F-Mono\", inplace=True)\n", "pbmc.obs[\"cell_type\"].replace(\"CD14+Mono\", \"CD14-Mono\", inplace=True)\n", "pbmc" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "stimulated 8886\n", "control 8007\n", "Name: condition, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc.obs['condition'].value_counts()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CD4-T 5564\n", "F-Mono 3601\n", "CD14-Mono 2561\n", "B 1811\n", "NK 1163\n", "CD8-T 1115\n", "DC 1078\n", "Name: cell_type, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc.obs['cell_type'].value_counts()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "condition cell_type\n", "control B 818\n", " CD4-T 2437\n", " CD8-T 574\n", " CD14-Mono 1946\n", " DC 615\n", " F-Mono 1100\n", " NK 517\n", "stimulated B 993\n", " CD4-T 3127\n", " CD8-T 541\n", " CD14-Mono 615\n", " DC 463\n", " F-Mono 2501\n", " NK 646\n", "dtype: int64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc.obs.groupby(['condition', 'cell_type']).size()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 5564 × 6998 \n", " obs: 'condition', 'n_counts', 'n_genes', 'mt_frac', 'cell_type'\n", " var: 'gene_symbol', 'n_cells'\n", " uns: 'cell_type_colors', 'condition_colors', 'neighbors'\n", " obsm: 'X_pca', 'X_tsne', 'X_umap'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd4t = pbmc[pbmc.obs[\"cell_type\"] == \"CD4-T\"]\n", "cd4t" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.a" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ../results/Figures/Figure 2/umap_conditions.pdf\n" ] }, { "data": { "image/png": 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i/oL7/RI2WB4EzA72t7vC/h/gMKxp2+bYzML0NClK4P+wpU8bvFsSgtOk+CNws7vr8zE+EOx/EEv6Dr1J6/fzk8DRwIXAr7DlSiIiC4RKp4qIyLx6GLuavwZwldv2EFBg+QPjqPIZvBnA77BlQ7OxhN5N6H3J1TWwWYe7sa7O/jlxAcPtc/825o8sjxfHcg9WAY5Jk+IZt2u12qH1czwXmx3xAdKKWBfrmdgMycFYoOCXZR2c5fHmaVI8luXxIOBQbGbn+vn3bkREjHIWRERknmV5vAk22P87tjb/fVjuAsCL2MDX81WNpgJD3LaLgC8CL1MtswlNw3If9q5t9wHJK8AKaVLMqT9wQcvy+HGqBOVXgVOxQGAnLJdjlNu3C9aA7gKs6tEnsCpR1wJrY5/RxVgDugjL70iAkcHLPeGe52jga9jszEZpUvznHXlzItJnaWZBRETmmmvC9in3MxC7Wu7zEDqxkqprBPefxZYcbUMVKEwC/gw8QvtlR4vRPOvgj39iQQcKrgTqnsCpaVLcGexaKbi9DJbLsTJWBeqT2Hu5Cls+9XVgGBZcbZEmxW3AhlkeD8Y+t03dY8CCoh9iydDeSCxR/MX5+uZERGoULIiIyFzJ8vir2OA17K+wXnC7g9bvlw4skfkpLKhYFxiOBQ/nY43H2mkXRPTHBst7zM25v11ZHg8Dfou9p1EE+QfYsqgMCxS8GViw4PMMjmx42jC/Yg6wBTYjARZoXYDNsHglNnMxDJu5+TJWPWrbLI/PBU5Lk+JPc/nWREQaKcFZRER6JcvjKMvj92PLa+La7iWD29OpEpjDQe6G2CzEN7Fch7VpDRReB34+F6f0SJoUk3o+bL6aRlV16cHavoewpVbe5cBlwHY9POfPszw+2gUijwK/pmpcV2JLmE7B8jSmAEcBx1AlRn8OC5zOArYCTsvyeHiWx0Pn7q2JiHSlnAUREemWK5F6LTboPQ4bvA7o5iFjgC8BH8HyEfyxvj8CwPPYsp0wfwHgPro2bXvVvf4HsapJCTaIXi9Nisd7OPcVgb9gwc2eaVKM7+743nCD8LWAh9Kk6HTbHqF1dgV3jnOwWZA33O/Fsc9nNexzmU5VCjXsG+HNoQocXgSOSpPiL+4178fyRQByLNDYEbgGy5OYCWzd02ckItIdLUMSEZGerIoNQgH2xZa8bNTm2IlYUHBDbXuBXXX3gYFf3z+kdtwmdLUMlhvxGJZI/XlsedLSAFkeH4iVU73G9XoI7Q1s7G5/Aqs6NNdc1aGzsK7KX0yT4oFg33p0DRRw5+i/Z5/AKiVdhS0d8gHUBOzzzbEStGCfU+we/yIwFvv8VwSuzPL4OawT9o+xZU8DsIBib6y61DpYUDUI2DrL4wnAN4CxaVL8al7ev4j0XVqGJCIiPRkH/AHLMbiQalAb8knGS2BJu6FHscHvEGypUTuPYj0ZQmHvhXWxdfrnAyekSXFblsd7Y92fdwTOyPK4/trXYQPuV7Ar7vNqX+AIYH+sAhFZHg/K8nh5LGm73kTt4dr9bYA/YQP4YcH2l7ElRf3cTwl8GrjX7b8R+CxV47Z+WHBxE5b38UHgZOz9Xw98Bfioe95bsKVQ33Pbf5nl8Vbu3HWxUER6RcuQRESkrSyPlwb2w5KT1wV2Bz7ccOhpWPWecdi6+fBiVIn1C1gaG7x+os3LnYMNpg+jChL6YwPfZamW43wqTYqL3Pl9kSrP4S1gVJoUE+fqTfZClsefc+cXYeVet6WaIahfeOsE7sS6Tq9Lzzqxz8i/v2WxSlGrYLMKH8ZmNYZjS7C8me71J2CzJy/RNSH8OiyQ8DkmRwAfAg4C/pgmxf69OD8R6cMULIiISFtZHt+MDS57sjM2aF8r2FbSOng9DeuwvFlt/wxsoPtn7Kp9/ar3vVjn5iPc/V2A+7HGZRG2xGZZ4OQ0KV7pzfuaG1keHwec7u5OxwKa+qB8ClBPKH6E5lmYJk9jy61+gs0c7I0t5boe+KV7zbo3qRLLR2PdnddqOC50FxbM+fM/NE2KC3p5jiLSB2kaUkREujOwF8eUWLnP+kD1RaxU6oHu/oq0Ji/Pcs8/CEv4Pa7N879G6+B8B+yK+VPAZmlSnNyLc3w7DgpuP4EFNrsH28ZguQMfcufmdRcolFgeh89dWN39/hiwpbt9oPupL3HCPXZJLEj5HfYZHgz8Bqs6FZqGJVFH2MzPi9hsEcA2WR6fii2b2i1NiundnLOI9EGaWRARkbayPP4ottZ/XnPcxmBLYIZRdXaegQUJV9O1M3NdiVX2GQP8AAsQtsCaogFskiZFvYTpfJXl8X5Y6dIHsUTrzbBZkMWxXI0pWK7GvHqV1t4Mdf/FEseXpOoC7c10r78UVV5DfdZjf6yEa4RVnxqGVakahs0y+MBn6zQp/jVP70BEFlkKFkREpFGWxxG2vOi6uXzobGz9fUTXpUhQlQtt2he6xL32We74S9zPZGzJ0wPAF9Kk6MzyeDcgTpPi6rk817mS5fEZwLG9OHQO9v463E93AcEkd+zbCTjqws/W54uA/dsMS5NiRpbHB2MJ6wCPY7khl6RJcSEiIo6CBRER6SLL4wOw5S2d2HIh3zztUZrLhIZm0rvlS6GXsaU1K1Atkf07FiTUcybWT5Pi0eBc98RmKQA+mSZFNpev3StZHo/E+kN404DBWNnTcVjFozo/aB+P5SI07Z+OBQzLuW0zsWTtpOF4sBmOjdvsy7FA5VW6LkfyLgEOAW7FZhbAllat4B47KE2K2c0PFZG+RqVTRUSkySex9fSDsEChcNu7+97wV596GyiEA9LlgZVpzaXbAeuKXLdc7X6YWFzv29ArWR4vmeXxZm42pZ1ptOYPPICVJz0M2DzYPiW4PQYblDcFCmC5AoOx9+SXWQ2kChQ6sZmUsOTsxlhA0STBBv0bYH0pmmwM/I0qUICqMdx9ChREJKQEZxERaXIRsJu7XQBnYoPgq7HqRE0BQX2gPYvmTs/jsMDiFOBUrCRok0FYidIfAHtgAcX1aVLcVDvuEixgiIHz2r6jNrI8HowFJasAP6P9MqPwO3Ma1tEaLOk5DvYNpapU9H6sklOTfbD+D1djswtHU83geB209mXw4tr9F7EEci/Cksablnqt7X5CS2KzCju1OVcR6aM0syAiIk1GUc0UxMDXsO7Aa9G7mYMZNAcKAGsAawLn0n6dvm/Othk2MF8fW3e/Y5bHa4QHpklRpknxqzQpzk6TYg5zbzgWKABsmuVxu9yCjam+Nwe735Oxdf+zasf6/a8AZ9Nc0ehP2OB8SWAkXQOFpvfil0GF39+PYJ/pj7DlTt5iwG0NzxGaGtzOgTuzPB6f5fH7e3iciPQRChZERKTJ96iuSBfB9ktpXT7Uzr1UwUY7/YPXmI01bJuKDbwfcdvDZmVgy3X2ZD5Kk+Il4CisW/JGwAtZHjf1lmiq3PR1LJiqB0YDsRmRDYBdaf99e1Jt35PAC9gsTtNjVqjdfwgb5C+P/dusT+vnfiu2tGkyNovzWu3xQ7DPew7Wu2JDLFCc6xkaEVk0KVgQEZEm17jf92ID0Aexq/39sEH+tIbHhFfPN6W50lG7QGMGVuLzTqzEqg8WIuBK4EjsqvpTVMnM89N52EB6MDbw3zbL452yPD4wy2P/XRnmRryIVWq6FMtduA4bdIefwf7YZ/YwNoDvxBKJu7MKNstQb/Dm+cBpPBZcbYTNTjztXuc2t937mntPw9ztt4BjsODIm4UFCreE27I8PjHL43azQyLSRyhnQUREmpyNXUnfHPgmXavvDMaufr+FDW6h9QLUYJr57x2fz+DX1PvB8UZpUkzM8vgsbHB9PRYgxMD70qSY4Z8oy+NDgBQ4M02Ka4LtI4CPA7enSfFkL9/v8VTN48a4nxvd/f2zPL4Sy5vw7k6TYt/gNR8CPuLOeQaWb7EmNlMyA+trcDZdZwbqfKfmgq55CWCfxQRs+daawXE+MNsIeF9wfET17wO2XGlX4I5g21Csd8VL2L/z/sAJwAexKk0/6+GcRWQRppkFERFpEi5leZ7W5Sv+6vlQbL1+T+vim/gr1vXZhzzL449jScNfxJbOPIUtt7k1y+OlANzV/l8DO2KD8NClWCfjO7M87m1lpjDnYG3gG8H9vYDfUwU0bwEnZ3n89SyPZ2d5PAVLZAb7Xh2EDeL9EqohWPnXdpWWJmEzFT5HYaZ7b02uwpK+N8QCg3pAEQZez1JVOQrtQmtX6jL4fTC2FMrL25yHiPQRChZERKSLNCluwQbJx2ANu8IqOWEgsT7NA1IAOmcuzowxBzDrxa17eslxWFfkw7EeAH5gvTZV1+ItgKezPF4tTYpOwHcbDq+SQzWrMYjWfIfu/BT4DFaVCCyY+STwRsOxi2GdnH9AFQyMonUJUozlC4ANuJsqIpVYkPIfrJJRP6xT80DgC1gQUXc8zd/db9J1ideytC+xGiYw+8/648BxwOexnhG7Aje0ebyI9BFqyiYiIm1leXw7diX7RSyJtmmgOpU2/Q2mPfxZZr9s5fyHbPMN+g192e/yXZxDf8ECggS7yh4O9MPSoPtgA+lHseU4Y13w4M95ZSzguCFNin/RRpbHmwKz0qR4ONi2Pbb86vw0KR7J8vg04Mu1h3bS+jnU74MFMF/CliAd4t7PLthsQN1smpcFN31GdY+511gB+/epux2rOvVLulZbaufv7veu7vfBaVJc3MvHisgiRsGCiIi0leXx49hV6ClUy1varacPzQGiGU/uz6xnPtpBvxkM3e4EOgZO7O1LvwGMcLcvBv4P+Dm2rn4ZYD/gv1gew/9KjGZ5PCBNinoZ06b3tTeWON0J7JAmxT/bHDcSuAD4NzZjcQBwFrCOO4fvYHkAnwwe9jywkrs9hqqnwQS6NpTrDd/leQxdc0fGYrMB19QfFMixnhan9eK1pmMzDQOoAqAH0qTYdG5OWEQWHUpwFhGR7uyHLbm5Gkuo3QqrTNSTfsDfBr7vivX6jRizSsfgvOwYODFcsz8D+w5q+h6aCHwVS8w9AetDMCFNir0Bsjwe644bhS01mupyGK4Fds7y+Pg0KU7p4fxWc7873PM0BgvAD7ElWDsB66dJ8QW/I8vjK9x5ht2bb8eWZnlh87MRzJsI+5ya8i/WxJYP+eCqaZYiAbYP7o/FgoINGp7Pz2Q8Dazubk9vOE5E+gjlLIiISFtpUjyWJsXx2DKgU4DDgGdqh5W09mLwdouizs54mYfpNyT3gcIc7Eq4L8Ha5K/YkqQdsav5uwGrBvv9Wv4OLM8AYClgZ3f7QHp2Lpan8H2sAzRZHu+d5fF9WR5/LTjuzeD2Ye64D2V5/BesRGkYKABsAnwL62tQb8Tmqz/NouceFHUDgHXb7Fs6eL6mz3Q2rfkMawI/AU4EzsACgyluX9gI7jYsUKgnkItIH6JlSCIi0q0sj7fEltv4wfjPse7Dt1Alx34F+C6Wu1DSvvLPFGBLLN+gO9djy3/OAe7Glh+95F7jS9ggF2xAPjJNipezPD4T+Bjwf2lSXN71KbuX5fGTVGVHLwBOxro7++Tkq4H7sEZq7foP/ALr2nwy7T+HdtvfxPI/RmIzBYtRXemfRvtytJPoPh/hMWx2Jizb+jhW4WodLNiA1tyLEpupmIhVchqfJkXYHVpE+gjNLIiISE8uxwKFWdgym7OwzsV+wDsd+CM2+wDtAwWwK+7bd7PfX9neCXgoTYqlsYHtEdggfdc0Kc7ESpmCDaqnAqRJcWyaFKvPS6DgXBvcPgT4qUt+PgorxboSVgHJ52s8jF2V936JlTbdz90PP4epwW2/vZPWGZkhWMI22EA9TG5uFyhAlUtSYjMI51DNNBRYoFHv77AO9u+wdLAtHBM8kibFW9hn/g/gYZe/ISJ9jIIFERHpyXPu9xNpUmyfJsU4qg7OJRZIbEBrM7Am/thwgNpZ2+8rIPUDfprl8R+BHYJjfK7B4dgswiZpUjSVGJ1raVIcC6yH9VEAK+dKmhTnpknxWaqB/TTgUGwJVLg86kiskVu9S/NEWqtF+XKsHbRWfBqAdVrujeeD2/67fBa2DOkLVAFJTLXEqLcKLA9kBvBRt20orf9uItJHaBmSiIh0K8vjxYHtgLvSpHgzy+PB2BXu/9P/AAAgAElEQVT0DYEfp0lxZpbH59J94vNzwNHYjMHiwKd7eNl66VTvsTQp1pvb99Aky+PFgGOBl9OkuDDYvhJW4ehWYE8sV+MGbBnS9djg/DRsac+hbZ7+PqyC0jbYVfzQm9ggfmj9Qb0wExv8LzUXjwmrMzWZhM0OFVilqQ6q2ZO3gD8AD6dJce5cn62IvOcpWBARkbmS5fEeWAM1gF+kSfEF15+gXlHILynyg/4ZWPWiuu5yHOpmA2unSfF0j0f2IMvj72JJvgAPAtulSTGtdszdWO8Hf4wvXToTK+l6WJunvyVNih2yPJ5DdeW/XT+Ft2MONtMxrLbNf+b/xZqzhUuV2n3W91C919BdwO5pUrzZsE9EFnFahiQiInPrXmymYCbWUXlYmhS3YVfRj8Kutn8cq94T9jyoVwfyFXoibG38vb147f7A6VkeRwBZHq+Y5fGRWR6vMg/vI1y+tDGwWcMxl2ED7HG09jiYTmugUK8GFWd5fDDwSO3cvTn0XBGpE/gR1bKoJv1orWDkt3nDgGeD+ycDv2rzXE2BAsDW9K7ClIgsghQsiIjIXEmTYgKWO3ADthzn1SyPv44tXVkPW7JyFfA1LEn3LWxgPBgbAN8HXIjlHDyHVTs6Fzg/eJkS+DWWFzCJ1kBjD6xaEVhS8rnAnVkeN/Uh6M7pWMLyVOyq+gN+R5bH62R5/IE0Kc5w7+Fut6vASq7uBPh21BmWLLwHtuRnItb1+vfYFf0JtdedhZWF3Y/udWB9JoY37AsDjeFY+dfwdXxvhGVoXQb1ESzfo51617yZ2Od/Rw/nKiKLKC1DEhGReZLl8Tiqxl2zsAH9IODpNCnWyPJ4Es0Ju38Dvp0mxYO154uxkqo+UXpLrNb/AFrLeoJdTR+PXUX3ScZ/TZNij/nwvrbF8hX6Ab/F+gw86F5/ljuf07FeBZti1aKGYCVWX8PyA3pK9v4G9t7mZRDulxK9gH3eiwH3u33bYgP80ViA01F7TFiCtf6ZQmvH6U7gw8C9aVLMbZK0iCwi1MFZRETm1aHYYHpNIKdKos3d7xOxK+PL1R63G7BblsdHAp/FBt97YrMMYYnQO6mW1Ph19o9hVXkSLAn5p1iScn/aNy3rUZbH/bEr8E9iAZB/3cOBXagG1b6/wrFYN+uXqCodrU/XwfdMmjsv/wBLdG63v84HKVB9FoOxGYUvAh9020osT+HXtXMJH+Of7whsNqcfNkvSCSwfPKYDe4+39eL8RGQRpZkFERF5W1x1pD9jS3NmAmulSfGs23cttvQFujYW+yu2FAlsKc/H6NpcbCq2pMaX7bwbG9ju7e6n7nk/AZzn9j2RJkU9P6Kn9/AnLM/iNvc+zqXKSXgYKw0LrYN2bwJWGQm6DvzPwUqZvlOmMG9VlUqsotIbwf0w8bkTeB1bxvTnNCn2ejsnKSLvXQoWRETkbcny+GxsQPwmsFuaFP9y2xPgGbpWQHoDa+L2C2xJ0gD307Q2H2BXbHnNTtgV/dnA74CxwCfSpJjhEp7vx5KQf5smxRG1cxwCXIfNHhwE3IwFGGOxNfl3Y4FKieVYnIxdWd8PSzI+HZtBKbG8hJV7/QHNuzew5mz15UJzUz3Ka1pydBO2lGkXWmcUPB8YTUyTot2/jYgs4pTgLCIib5dfArMkthTHG05zqdQR2GB3OFZ+dE9aqwaFCiwI+QqwObA/MD5NinWALwGnZnm8P7ZufyP3mK0bnmdb9zMCS5r+PnARljPwH6oZjci9jx+6n62BP1HlBRyFBR0Lwggsd6JeaWnmXDyHT3rupGqk5+2EfRbLBq/hg6XJVNWiYl99SkT6HgULIiLydt0Q3D43y+MdAdKkeBIbjD7T8JjNsL4MJwD/wq5gfxNb+hIag63L98t7jgVeyvJ4FLbE54vApdjA+gxskPtUOLjN8ngZrPoSbv/5VEt3+lM1ICuxxOnZWB7CYm77AGCku30XsC+2NKrd1LwvZTo3g/p2RtP1u7opAGt3Hj5fZAxVnmK9bGu/YF8EnIrlhDzhtr2YJoWWIYj0UQoWRETk7foONuAH+14JS3UOB0YF930uwWq159gCS/qdjVU5ugEri7o+Vu3oKWx9Ptjg/gxsCQ3YlfApWEfpYcBe2JIhbw2qQfNf06S4ESv5GvaAmIblQYzE+kVMdz/HYAECWOWjO7DAZDHaLwXqxGYgfhJsm9HmWH/8m1j51qZci+4a0LXLzSiBa6h6NKxFlWvRDzv32e68ptH6Xu7FKiLdjnXd3q6b1xeRRZyCBREReVvSpJiELWk5G6uOtGGWx9/P8vgHwJnBoadSDbz/hDUHexEb6PvuwAkWHLwfq0zk/cE9tzcGG8h+DNgkTYq3gKuxQfKDWGUlbybWl+E64Htu2zepBs/fA5ZNk+LProfEbKwK0CrA48CVVP0HwlKw02nlB+4xlo+xNNUV/O5mA8ZgS5+2oOv38njg78F7q5tJNbMTNpmLsOVdPtcgpqv+2IxN2Jn5ReBGLIfjG8CX0qTIGx4rIn2ESqeKiMjblibFNOBoFyB8w20OOw/vjZVa3Ra4P02Kw7I8/gDwObd/DvAPrGzpKGwJzAnYYDlPk+Iyt7RoOnbV/mDgwjQprgleYzxWDWk8rjt0lsf7YX0QZrvXft6VSR3vHjMNOC9NiqlZHncAv8RKik7HgoQ0eP56YvHDWF7DcVjAswZVjwKAFbFZgTVqH1c92XgduiqwAf6bwJeDz6gfFhT4HItBwP8Fj9mt4blmYzMi29M1GIncec7Blmj55V4+kFojy+MV0qR4qeF5RaQP0MyCiIjMT08Et4djV8SPS5PiaixBGWDTLI9PAl7BDeqxQfAorHzp/sBeaVLMTJPiLOCfWR4fAqyANT1bAhvg1gfGX3TH7IPNTEDVHK2/e96J2AD8GqyL8ga+zCvWcdpXUVoseA7vqdr9f6dJ8Rd3HkvRGig8gs1YvEb32uU1+JmApalmMPzMRVheNsJmb3Z253Eb8CoWqP2VKkDbhSowa9IP+/eaBjyLBQ5QBSgi0kcpWBARkfkmTYqLgW9jy1nOSJNi7zQp/FKkG4NDTwauorUK0urAA9iSoyeyPN7Ebb8WS0q+GVu+9Ij7+VPt5X+PDb5voxrYnwX8Bhs8H4MNfIcCp6dJcXOaFGE+QNgD4kLgW7RWEPpV7fU+neXxEu75twq2v4zlWvyE1nyNOcA4mpul1XViMxkrY03u7qR5KRFYiVWfmH0h1hthOLac6+tYD4sXGs7/qtrr4V5vCNVyq0+mSfF8m9cVkT5AfRZERGS+yPJ4JNbM7DXgyDQpZtb2r4ktNVqp9tDZ2JX/+vKcl7GE46ewQOLlNClW6OEcIl+5J8vjbbGr+5vTGgiA9VeYjSVnb4v1cjgbCyZeSpPikiyPf4N1cPauBT5ae54HsWRqP7i+BGtCNwJbLtSBBSe+ZwJYEFDS/QW722lNLG7qkwA2U7KJO/+p2AzDHlSVnNqZgwUQq7j7x2C9JPphn82a7veGaVLUczNEpA9RsCAiIvNFlsenYEt5wJqlXd5wzC+BT9E6mPXr8/0AdiWqgfHSWCWjA4Ar0qT4Ty/PZTRwS7BpEja7UG+mNo7WnIKPYlfl78H6NvjZi6bOzXU+p8EHBu0ecx/wa2xGop3x2MxAd2Zgy7Z8H4juTMACjuG0Bk4vY7kXO1LlMZ6Lzcg8nybF1B6eV0QWcUpwFhGR+eV2LBl3CvCQ35jl8Wexq+sTaV43fwrWQfhQqivdJXBNmhSvY70XTuzpxV0C9BZYUvGnart/C3zVvf6mwA7YYPzPWHM3v8TnJGBLbN3/yljA8SGavy99X4YOd9uv7fczCP2w6k/1JnEvAQdiORvLtnk7q7TZHpqI5SX0JqdgOZqDl+WxZUfh+8vTpBiT5fGQcKZGRPomzSyIiMh8k+Xx8sB0V8qULI/9lW+orryXWE+FK4CpaVKMy/J4dewKd3jVe3yaFKsFz70Y1nl5DnBiwzKnn2Br9Cdhg2JfrnQOFiwMxAbuPul5IrAfVenRB7DB8wpY7sMywH+x2Q3c8w7FZkLCJnFfwZZLhfkHj2KzFh+jdTBfr6gE1cxKO/djS41620W56TXAmuONatg+jepz/y7Ww+J8rILV7cAOaVLMbniciPQBmlkQEZH5Jk2Kl2ubJge3Z2GD7HPTpKjPFAzEljB9Fbuq3gFcVjvmcKoyok/jEnazPB6IVUDa0u0LqwX5K/5NMxpLuMd561IFGJOwiksjgv1fwLpFP4JVSpqO5QrUczAA1nM/oU533qvRGkBMxj6b5Wg2HJuh2KbN/npwMJsq+LgR+LC7vTgWTP2kdrwPFGZhy49+jQUKYHkTy2KzISLSBylYEBGRd0yaFDdmefxh7Ir8JKw06RtZHg8CZqZJUWZ5vBfW06B+Nfzq2v1xVMnB44LtZwGfxQbvM6mu+tPwnPVSoGEQETZOWwbLkwiTij8P/BRrHAc2Y3I/llTck053bms27BvRsG021lhuNWyZkO/FUA8MmhKfY+yzLrGZBJ9APhar2tRuhuJ1LJjwgUIJ/Eo9FkT6NpVOFRGRd1SaFDdhV/Fvwgbg38LKoM52SdHr0TyA/Yi/4YKLjbAmaBsCw7M8/muWx7tTdSkeCOzlnv+V2nOV2NXxOQ2v01k7bjrwL2zpjzcbW8KUYMuGAD6BlTRtSgKeUrvfQc9JyKEn3bm8hS2NWtJtDz+np4CDaC3v6n0H+8zXxAKFg7Au26djZW29mdhMA+51jnHHzwG2T5Pi83NxziKyCNLMgoiILAjb0TrQ3RwbQB+L5QisQmuZUmitXHQclucAVqnoQmy2YnMs2HgKCyKuxaoMDaNV5F6nrj7T8DzW7fhh4Mdu23PAYdhAexUsKfpg7Ar+ldiV/7qh2EA8wvInCiwI8UukZrt9vj9CmKvRiS2J6skzrrP1rVi1I9zvQ2hdigX22W2DLUlaFqt49AF3Tndhwc1Q7LPdFPhjmhR39OIcRGQRp5kFERFZEH6MDeQvx6oL/ddtj7Eg4R6sz8FMbPD8CpZo673hfpdYB+b73P3ngfOwpUC7um2HUgUAs7DKRnV+huFOd4y3MnYV/iSsX8Qc4MtudmR7LGE5XDYU5ivMxgINXzlkIFX1IZ+v4BOF+7tzfBTLwzibaoaj3Xfz+diSK98V+pksj1dOkyLHgq5/AAemSXEd9hmFVsVyLt6HfeYrYkuSdgC+iQVaH8aSvQcDB7ikcxHp41QNSUREFqgsjxOsmdny2HKbtd2uW4HR7nYnsEaaFOODx+0OvJUmxR1ZHg/FehH4SkXt+C+5duv078AqIj1F19mIMVgQchqWO7A0NrNQzxuY6t7H9tjSnxuxBOjeVi+aBlwD7N/DcbOxbs4PY5WbTnDnMjpNirvgf8neFwMbu3Oue8SdVyewgdt2NvAjLEj4BjYzAVYF6ZYuzyAifYpmFkRqsjzucOujyfL401ke35Ll8T49PU5Eem17bElQROva/v9QXfGfTi0XIE2Ka4KlMfvQc6DQ6V4jwhqY7Y2t5Q+f97Y0KSYAx2PBR5hUvRQ26N8Py1/wvQ98R+M5wP9hMwQbYwPuXbBkZB8ohPkQXj2fYQrNzdt8/oTXH5sR+ChWrrU/NkvwgeCYPwH70hooTApur4PNpMxw9ye7x4zDAqZwSdVaDeckIn2MchZEAlkeLwHcDayR5fGTVOuG35/lcQzcnCZFPXFSRObOjdgV/eVoXZv/BWzJ0HLA73r4f2107X5BNUD3320TqRKDX0uT4mqXUB0OiPfM8vgFbHnPP7EmbHu5ff2w5nIvUeU7vOH2r41d3V+TqorSLlgAMx1bgtRB80W5obX7d9E64Pcm0jX3wOvElnStC/xflsdbYDMPu9WOewn4ORbI+Pe0MZaHARak3ES1bGsmFkzMoVrqJSJ9mJYhiQSyPN4OuK1h11tYxZVH0qTYoGG/iMylLI8/iC09avI0sEmaFBPbPPZRuk8C9v/Pet/FZiPqj/E5ED4P4UXs6j1YALIO8G9aA4xbscTmOdhAvCkgaNd8rQMbmE+tPefzdO3XkFOVaQXLVVia5k7Mdfdisw9PAhdhgUzoVaw8bOguLBDqADrTpGjK9RCRPkbLkEScLI+/gVU8mVzb9VuqtcyjFuQ5iSzixgMvUC2J8eYAqwO3Z3m8XJbH52d5/O0sj8PB94nYsqXO2uO8MFAosOTdMFAIcxlGBNueCI6JsWTserWj0dhMxCG0/x4Nz3UO8BhwHdUV/PpzNjV2+yM2u+DP1VdM6ilQ6MTKzC6LLTHaAZsxeN091zRaA4VpWKDQH9gzTYpcgYKIeJpZEAGyPN4eW4IA1RXBydh0fQw87vbdkSbFdgv+DEUWPVke/w2rYDQFG6Rv5nb5K+gzsEpHX3Dbd8IG/glwZZoUc7I8PjvY387vgE/34pSmYj0aNgQ+47ZNxxKK18Wuxi9LNdA/AwsYhjPv3qRaKlXnG649SdXMrV1w8kt3zmFjufpsxYPY37Twua/FKlEdhyVnT0+TIizjKiJ9nHIWRMxzVHXG/RXBX6dJMQ4gy+NvA1tiyYwiMn/4TstDsUBhMrZ8Zprb93NgpDtmKpZgfJ67PyfL45OoGoyFy34uxAbG+2L9HcKlPN0ZggUA4eziYsAWwXmGCcdHAZ/EGpktTlVdaG78CDilzT7/fkbR80qAj2NdrI/EmsdB19mKy7GZjRx4Fkvgfhk4OTjmxl6cs4j0IZpZkD4ry+PhwB7A7WlSjM/yeCVgDazm+QDgU65+uYi8A7I83gu4qrZ5ApbgPClNiiXccRtjV/U/hM0SeCUWPPhmbnOw5TZbYv0LXqfrVfueSqn2eNpAGjxXFNyeiQ3qe1om1JOnsepEo7GgKWwc15QL4Y3BAqPwPY/HeiwAfDdNipOyPL4Pa7wGNnszyD3v4cCFaVI0VXASkT5KMwvSl12G1VDPszwemSbF89i0veqKiywY12KzeitRDYD9kh5frYc0KR7M8ngY1lDsFWwpEO4xuwfP908sIflUrDKQHzRPoqoqFAEfBH6I9XmYCqzfzTn6wXR4P8WChnDQHrnjpjHvwYLPuVgdG7z7mRcfKDQlJYdepepZ4ROoRwb7v5zl8ZK0Vljy760Ty8+aBFwxLycvIosmJThLX+YHJUOpvoxFZMEZiXVMDgfdg4DPYQP60IlYp+Flgd8DY9325bAB7hTsAthyWOWfsIRovdnaicA27rVvcNvaTbMPqt0fhpUU9VffH8VmAbxwvX9B1bG5N9P404Pj1qjtm+mer8nx2IzLQ9hn0Um1XCoOjhsKHA38DLso8hb2uXVifwMjYPNenKeI9CEKFqQvOwi7uviRNClmLuyTEemDngNur227ATg/TYo3sjxeIcvjnbM87o9dNQe7+n4acCCW+At2pfxe4KdYWdHZwfPNoDUY6aS6Yt8J/AMbiPtjfI8B7yGqAfxk4Mw0KcZiMxqvYTMZfmBfH8zvTGvhhJ4Mpf2M/0CqXg91M7AE7i+55+jAEsTDMtDh65+IzdIMp5p9OAervnR6L85TRPoQLUOSPitNiqexK5UishCkSVEA22d5/DjWKRmsGdvsLI+HYknKCVZe9ULgY8DLaVI8DJDl8Y/cdrA8hS1pXQI0E/gicCywntvWgSU9Xwt83z1mYPCY+hKijYLbBbBVlsf7AofStQpSXLs/kqr6kL84Nxa4BktEXiw4djZdv5OfxWYyRtCVr2Y0i9alSeFFwN+5x2/kjh+HdWWeTRVQRcCOwJfTpJjV8Doi0scpwVlERBaaLI8Px5bFDMAGy2PSpHh/lsfLY0FCOPidgyUt74pVIFoNW07UzutYg7Wdgb/U9s3AmpXd5n7Pq5achrKE4uWtiKLO6fHy9+wDnIldxfd2SJPiliyPjwd+HGwPk5jBEpObZhN8grMPFsCWEg0BfgVsj+WADHH7z8eWG92KNZfbGwuUbsSqS3kXp0lx8Fy9cxHpExQsiIjIQlOrzAOWIDwsTYrOLI8PwoKC+jr6p7Ek4CZvYFf8/UD6NmyJ0lfd/bCLcm/NwpZL7RhsK4H7sSVQa7n7L8x6fvuVZjx+CACLfeAs4uShMAjIsUF+hJV83aSb1zwe+EntHC7CGke2cws2G3EgrbMll6ZJcVB4oKtElVHlWNyVJkV3gZeI9FHKWRARkYXpF9iV7+uwajx7+9KdaVJckibFFtjV8ZAPFOYAN9f2nY9VTPK2xwKFMdia/JiugcIbtPZPqJuA9TDwuQz+6v5mWKAAlvtwemt6RAe115qAVWBajtZu0nWzgEux2QWwAOeDaVIcDnyHqlJUmCMxFZvh+AytgQLY7EqLNCmuTpNiCLAfVn72iCyPh2Z5fIQrVSsiAihnQUREFoIsj3fGuhKflybFBVkeL4UFAfc1HO7Lo5bYWvvY3d4NWwa0Q3DsRthgvG5t9xhfUjQ0k+a8AB8UJMDfsIH/G8BEqt4FM7Eg4FrgpHjkbdAxh6ijIE4eqD/fbKrlQ/UqSwT7BgCfx/IsHsGWW10MrJEmxcnAyVkeb4I1a/uDe96rqfo/eAW2/Kq7ZpL3AjelSfFWlscXYU3mpmd5vEqaFK928zgR6SM0syAiIgtUlsdnAdcDZwN/yPL4H1h+wj1Yl2F/3OAsj8+hSiT+G9XV/TvSpLg+TYp/UlVFmk3rOnxvmvs9Eqte9Fxtf/3CWSc22+GrCQ2k6l8wAuvH4s/jijQpRmGJ1MOjqGTAincQL39P01tfndZKS6HXsGVN3mysstEo/9gsj2/O8ngZgDQpHsCqufXHAo91Gp4zBp511Zu6yPL4YOAZYGyWxyOpApj+6GKiiDj6YyAiIgvap4Pbe9b27ZPl8XJYpaAHaa049ArwYaya0VhXDWlvqgChH9Y7wZsBHIFVAToc+EOaFM9lebwatnxpNeBbwCm1c+hwrzsZa/D2tdr+7d3vV9Ok+KS7/SbVbEMo7Lh8GhaAfBXYCQtCLsISsJfHyp362YW9sMApvKj3IeAE4Cvu/uvBvm+69/oQ8AFgK3f+F7pk8WOwpU/TgGPSpJgAbOvObWmsGtWR2Gd+d5oULze8FxHpgxQsiIjIgnYe1hPgYWxgGy70nwMchS2H8YFCiV3NXx/raZBhSc7hd9hjwONY8BA+15FYMHEp8Lcsj8cDm6ZJ8b+mb1ke51gJ1qR2nrtj/VgWx8q2/hurxOQNcD0gBlHlLtSF720bLGi5i6ps6qdrx/vgYH2s+dz1WJM579ng9kXYTMdv06S4Frg2y+PRwHfd/t+mSfFIlsdX0vq5PAt8HUugHgn8F/gXMD1Nih+1eR8i0kdpGZKIiCwwWR4vjl0B74dd0d4J6yp8gDukP3a131+l9+VSV8YSis/Fluj45TyTsWVFGZasGwYQQ7AB+kj3mgOwQf2Z7lw2yPJ46TQprqNKiu7ElgQB3ImVLv2s++0Dhbfc6y8BnIF1lW7Jg5gzeSST/3kaU+74AZ0zhvv3sT0WuOxL1QGazmnLMPPp3ZkzaaX6x7URNhsQlnYd4s59Eyw5fC1aKyRNpbWJHFiehVdieQqkSfFfbGbnDfczNsvjpesnISJ9m4IFWWiyPO72v78sj6MsjzfL8rgp8VBE3ptGY2vxAVZKk+LmNCnOxgbmPrfgmeD4fsBSwf2XsSU/22FBxTHYev3wCj5Y8zOwQXmBXc33prk+B/8BxmR5PMYd8wBV9+MTseVBZzY8d1iadU0smPky8JfOacuUxavrMu3BYyhnjKBz6goUE7YY617flyl9Egt8Pg3cMPW+r78+c9w+TL3725PLMnq99lr+yv9krGKT7wh9ZHCMD25Ik+I+7DP+BHBalse+ydz9WF+Hm7GAwvsZ8G0sv2FVqiZyIiKAggVZSNwX9ewsj6/q5rBTsStgT7pEPBF577uTquTn/9bFp0nxAjZQ3QNrYrYNcAnWffnzwWNWxWYJnsDW7p+PVQz6ATaY/hG2ZGhd7Ar+ulhuQHh1/e9Ug+KlsKvzG1N1NQYLWE4APhJsC5OTnwfuwHIoJgDHzhy/y0NT7vhRNP3Br1DOsAv00aBXiZe/e00suPHWxQKMy4HvMWegnVvZMQ3KJdwxYTflL7n3+D3g8CyPV8eqHM0CJmED/v9Jk+K2NCkudyVoP4bNPGyKLT3aESsh64U9Lv5OFYyIiABqyiYLSZbHj1FV71gC60C6OvBMmhSFO+YmWpsgfQc4O02K14LnOQRrbPSTNCmeXxDnLiLzLsvjUVT9A24LcweCY2KgX5oUM7I8fh9wEtZozF/h3w24G3iVrhe9fpEmxRcannNfLG/hWazJ29LAn7FgYZng0KlYOdKjsZyKNYJ909zr+lKtLV2XZz23w5QZTxzsZk06iQZMKods9Z3OjkFvQWu/hWlYsLMMsHLnzMWZ/crG9FvyyWf6DX15lDvmIWwZUpO/pkmxR5bH5wOHYEHO+9KkGO/e60FY8vIp2IzB/dhsjv+sZgJXYUu2Pu62jwW28eVSXfL4x4GT0qT4Q5vzEJE+QAnOskBleTwY+8Ieil2Nex14FAsW3g/c5ZINHwGOw0ol+oW8JwGfy/J4nTQp3szy+Ajg127f2tjaZxF5d3sFG5iuiXVFbpHl8SrYgHyJLI93Bb6BXb33Siy/YWNsJqHeM+HzwP+CBbeMcUiaFFdkeXwtMCNNijlZHm9NVQ7VP2/knu8w7G9UmERwKRawhD0dWpq7xSvc+Z/i1fWWjAZMWWfQGlcTDZg8PepX7IHNkoYD/5ige3PHwEkMWOlWaF1utRRV7oEPknylpKfc/XAmpHTvd2WsJ0MErJwmxe6u+tNg4FAsuPgPVY6Iny1ZE8v72DnL4yWwWRWwJUoKFkT6MAULskBkeTwUG8x/CltmAHZla+/aoVthX3J7Ax+k+rJ+A6v6sRxwfpbHW9H6Rbl+lscD0qQIp+5F5F0mTYppWR5vBIxMk+LJhkO2oWqqdo6UzJkAACAASURBVBLwors9BRvAR4BflvgGNrgPy5MWLsj4Arbk6QRgaJbHB6RJcTlAlscp1i3aD76ha17CJ7BEZt8N+YXa/hnYFXq/bOjfs57b8SNzXtvwZuigGPYCA0fdMBhbIlTv1hwHt3OqKkzfdK+7Ea0lYMGWYe2JBUi+/8Nx2MD/4TQpnnHbJrnPZSng2SyPt3OfxWVpUnwH+I5riLcr9rn5BndR8FlMoqrC9L++FyLSN2kZkrzjsjw+DJsB8F9E093tQ7H1xgPbPDTk6433x+qPe7Opgt4t0qS4d36cs4gsOK78aIQN7HcHhmFXuvtjeQ0vYeVAt8N6FHinYOvwoaou1EEVWISeAb6SJsWVWR77XgRgCdLhmv/wb8p57nmuBW7EyrUOAn6FJSeHXZiPnHT9Bdfjllj1G/4kQ7b48Rx3P1zKFDoAu2jyaXfcU9jA/tN0LeMKcFiaFOe7z2tnLLDY3J3fk8Bv0qTodLML62Cf3b1YFaiZwJJYkLA21oX6k8AW7rl/iC3h8sEZWR4PTpPCJ52LSB+lYEHmG7fEKAUeSpPi/mD7XdiMgTcLW2bwEeB0bFr8BaxBUv3qnndPmhRb1r7kwSqEDMCWLY1Ok2Jq46NF5F0py+O1sEThgViQ0M5E7Er33e5+ieUVnO3uv4hd5R9KNRPZ5IfY0iawv0WDgZ9jf49+hi2H/Jx7/o9jS5Jexjo0r+AevwfV8qcbsYsel6VJUZ77+4t/BuxA/2knLL7jF27BejOs6Y69wD12KWxGYEugww/Iszy+HgsCQiVW/WkEtmTok1hAlTa8t7PTpDja38ny+OfuvMGCpX9hS6m8C4AN3TnujOVQfDxNir83fnIi0icpWJD5Jki2m4EN/JfB1g8fQNVcKZz2vxKbJejAZhsWo9UkrBkS2JfkKlg99TCh8W/Yl2+JffE+nSbFK4jIu0q7ZYJZHn8e6xfQk1exHKf3YX8D/N8SP4swAZuZWA8rJfrjNs/zAlaOFOxiw0HYzOVMrA/CoVgFphJb+++XPH0V6258DRZgTMOCjFPTpHjdvZcO7GLGU2lSTHHbPoZVarocC3a2dc+3PlaVaE3gM2lSXJzlcebOZxZ2EcR7AMtx8H8nw9mP0CvY381PpUnxryyPdwT+ii2n2g5LdK53xL4CWx7qZ2IeAzbWkk4R8VQ6VeYnPyXf3/1chNUCXyI4Jvxv7uPB/ZZEQSfMSegHnIOVEHyIKvHvVVce8EdYHfOHszwejoi8K2R5PCjL43uA6W5JYt0VwJjg/g3YhYTp2Dr9m9z9JbDlM/5vhv890f1eDqvm8zVggzan00kVKIDNZPwZG4APx6of9cdyAXYDrnaPmYwteboZK5k6GZsV/SE22+D9FhvYv5nl8Y+zPN4PyzNYH1vudIc77hGsBOza2N+247M8XhFb5vRtLMdhA2xGYSJ20eVGqiWb/bC/g3cC1wH3uM9wWWzJ0+cA0qT4h/vcVkyT4mmCfgzOQKxbdrhka12CXLIsj3fN8vhnWR6viYj0SUpwlvnpz1hd8xewq1vPYV94M7CrgtNorT4CVWLdALqqD/qnpElxDnCOu1r3AaolCOu53wmwQpbHewKP1ZZDRWlSaCpNZMFaHVtXD7bG/jyw/x+xuv7bYnkHH8bW1H82TYpnXZLy37DCCG/S9W/EZOBWLBF4Sez77K9ZHl+DDfTB/r6Mo1oG1HSBrL7tk2lSLOnOcSPsb9jGwO/d/rWw6kY/xiq5jcry+IdYYrYvA9sfOD44B7BSrQ9js6+301r5aDns4sqHsCDpzDQpJmd5vBz297Gkqgg1C/ubGlZXegULFKa7+9dneXw2MD5NitOC4/YGPoMFYBthF2x8n4WJ2EzudPe+cFWRrsaSoDemtVeEiPQRWob0HpXlcT9sneyGwJFpUtzdw0N6er4zsFmA09Ok+OZcPG5NbNC+JDaF79fR7oAtGbiFau3wJGz6vjdBarhcyXsD+6LbFivl91Nga+xL7h5smv4S9z6GYUuXLgV+iQ1QlgN2T5PiDvcl/G/sitpeaVLc1Nv3LCK95xqIPYhdvT8sTYqL3PbDsCvxYMtkRvhgPsvjgdjFh126eWo/I/Etd/+zaVL8JsvjyXRNbg6rJTUJ98/BerrEWBfnCVgew4nYjEPkXvMSrLMy2BX+bbp5fu9VbHnmq9hSzXFUicy++tCb2OzH9PDihhv8H0rX5ZpggdMwbCZmMHAGVa7COcDRtefyS0bfwnJAVsY6UI8DpqVJ8bI7bhCWeL0c8Mc0KfbvxXsUkUWMZhbeg7I83hIrsbe723RZlserYoPizYAvpklx51w+7ZHYMqIjgW+6IOBbwJ1pUvy66QHu6v7VVIP6y7Bp9KewL6CLaU0yXJzea7oCOALrWgpWMcQnGA6iKsd6BFWSZD+qZEA/S/ENrBrI/1F9Sf8xy+PfAl/XzIPI25fl8cbYAPtyLC/J/7+/dHBY2BdlODAry+PPumN/iA162ymxiw9jsavsPkH4FWyZUIldHfcD+BV7OOUCuxixHPZ34yhsORFu29VpUozO8vgKrJzzFa7q0NewiyRhIPICNlBfGltStDjV3x//t2nE/7N33mFyU1cb/83uyuuGCwaEDQaD6b2EHjqETuglInwkkAAOSSCkQBJCIKEmQGhJIHQieqihN1MNOIDpYGNjbJps3Mt6V7s73x/vvehKo5ndNQbMovd59tkZ6Uq60lzde8p7zjH3dyLK8nQH8GfkmR2H4gb6h5G3W+DHzwMEfnycCYC+y7neJKQMvGyueVPgx61h5FklBjRXPgncYrIoLY/mRUy/NkMenJGBHze7D8UUxdsUeR8e6OAZFihQoJuiiFn4miCMvBVNOjyQEL6ns3sFZCX/EbLy/4au43y0WF5gvt+Lgt4uMwV9sv05Arnh3TE0NfDjVVCGjatJcqUvDFo72J8txGTTJubFK7hKiqVD3EJCDxiAghc7YxksUKBADZgKzaPQPHU2UvAnIgv1PU7TfyBKjUUDCiY+n0RRaEFC9PsYhcCgjKzsV6Pg6B8hI8DSSEk5IvDjg4E/kq8oNDv/mxGtyBoPWlHg8q9JaD3fDiOvLvDjUYEf32LipAj8+K+BH++NYhDssbsEfnwX8qyugOYXe56HTX8PDvx4SuDHYeDHwwM//mXgxzMDP77CHDMMeWvd2IGSucf3kXKDabti4McPIy/quWHkXR748QVI4bKYGkbeYDTHv0e6zsNApDzs7j6gMPK+FUbensAHgR/fEfhxEwUKFPhGovAsfA0QRt72KOivbD6/i3jAM9BEDwqgs9jTWMpPQXSgemSF6ws8gRaiUcYC9SvkQbg+8ONB5npLkXB8W4HpYeQdhoLhrkbei6ud670OXIsUi1NRIaUS8jC0kR+8PAUt7NWoAXZszqNSMciiBaUhXJNK+gGkFZpBYeSNR54ZF+2khZECBQosHHqRCKP9Az8eh4J5ATAUwN0RdXA9xNM/CFm410YW/U1M8x4oO9CK5vsUNKcMNt/rEH3mF+Z8s5CVvS6MvDFojrSURne+tIHC9wZ+vP/VL233q4alXi/VNc4CzT03BH480VClfoHmR2uQyMM0878B2C+MvM2AH6P6EH2RMtMK3Bf48QLnWayPYhXeRwrEfBTH8azp63UkWB15fjH3uimaP22cxInIa/CjMPL+EPjx78LIG4livUaFkXc8iWcjS8uaDsw02ZhmAXuRBIL/BgV3FyhQ4BuKQllYTGFiEtZDhXY2JPmt1kdBaVsia9aFpt1qSCi3wvnhKBhttcyprfAdhZF3LnJd9wNGhJH3G5S3fAoKwNvanH8ntKBhzt1OOqbgVuRWn0q6wFpMvqIACsbLQzvwJhIaSiSKQi3OcQ8kXNxNkkbVbduG3PwHmO8rm3tz29ShFK8vVblGgQIFOoHAj98KI+8AZMC4KKfJ/aRrpVyMjA3bI4/CQGdfGb2vFg8gA0geNgNWD/x4bBh5V6K50sUb5txrksxdG1/17L6vNL971HrUN9F3q1Oo6zXNNRzcBTzpFiqrgjFonikBf3K2x4gqNDXw48dzjjsWPad10f3fa9KwbmXiNnYNI2/ZwI8fQ96ZF1Gg8SdIOdgbZYIDKRYbooxNU8LIWwMVd3sSeXruQ96GXqTnvhZUB+cm0kHTFnuHkXdhlqJUoECBbw4KGtJihDDy9gsj7+Iw8kYh1/hLyGo/CikNDwDXBn483wTkrg7shha/esTVPcn8v5l0Sj8LK3z7wHmm7TwUaHgZWniuRAveICSAb+wc/3vgX2jsjEQWs31RDEC2EvME5IGYY753RC3CtG2nUjEome0tyEsy29lXRkWTBptrZI+9GQkolnY0F1nuyiTufICDTfaPAgUKfA4Efnx74MenBX48I2d31vu3L0ntAUhTZCZl2h5EOvVpFjcYXr5NcDARZSCyMQ5rm+0j0By7YnvzQKVZbetF29wh04AdAz+eYlIwvwl8EEbeT2pc06YoXRWTRShzL8NRyuc83IliLiYAo+3GMPJ6oTn/TuDRMPIONh6J36H57btAv8CPtw/8+CFz2APIK7A1iqP4G0o4cVkYecMCPx6LYg9cof855Lm5jXxFAUTPnB1G3t5V9hcoUKCbo1AWFhMYPumtyNK/OYlFfiUkxK+OLE+tYeTVh5HXFwntLh9/DHA5WmQOI5+SA2m6zVbIQ7EXSSajMlp0foZoSyc67Yc6n63b3626WkYLXIs55+Eo6NkWEXoLLdYuZjmfe5r+56EOeRH6oYXVCv8LkKKwCZXesieAtZACZFMQ9kKZlEpoMbdWwxWAl00GkAIFCnwx+C4qDmYxA2XmsbB1Df5OQj8CvbvVEjfMddocAhyI5tDLkRDcDykOoHf+ZTRv0LjyPeWGwaPosfI9NCz1+gmBH4807YY71/9ZGHm/NnEDAISRt2kYebs6fZiOPLNWQforMvjEyGCRgjnX8ijD0ipGQakzc/uQzL3beIpZJPOeO2+C5ukl0Ry6E4khpB2Tdjbw4zeRUnMAsHXgx1sEfvwf0okopiFjioseJBSoAgUKfMNQ0JAWH6yDBOoeVNJoLN+3DsUuLIPoRW7A2f/Q4vQEaRd/HnqT0JWakXJi0QLsaK5/qtnmkcYEFAh9EuKzuhmEpqHsJxb1mf4Mp5IidBzyQNjxeCBacAdQnXq0rbOvF/mpVm07FyXTJzf4+l9ooV0CPetrkMBRoECBRYzAj98MI+9+kvz+a1FJVxyO5sO9SAwUJZR4ockc+yZS9CNEY9oJWchXIJnf3jGxBnPDyPstKkr2duDHz4WRtx2wQ13PmeXe611+vnNdi5fQPLcvmm/PQXFYd5qMdM8CJVOBen0kTD+FgphfCfz4TIAw8hoCP87zqh6G5h5QwbrbkBd5bVRU7Ww0Dz2MMt3ZPp2NlKML7YnCyNvFHANStC4nicuqA94JIy8M/PiwwI8nI4+yi9ORUQrkUb4GrQtl89dAWnkpUKDANwiFsvAVwgS3eaZw2EVIUWhFHoTHSX4f6yHwkHvZwg38nWuO6ay3qB5VRd0vs/1fpg7BL2oc+yharG2WEVegXyrT1lV8PqKSGmUDFG2/LZVpILWRHbsL4yUrI2VpP9LekQPDyPtz4MdZSkGBAgUWDU5F798RSLh30YqyJu2OKJY/RfTIVsS57wm8H/jxjpnj7Pv6gZm/hqHYrOvN+e5HQvRcgMCPxwBjwsirQ3PsygBh5K1p+vZXlDjhdFTTph0VfGxAtEs7ry1DkrXIFi07KIy8RwI/fqGKogDpTFDNyOJvE1XsgzwwbWgu7GXa/wllaWpD87etfH2cc64JgR9PCiNv6cz1DgUOCyNvHeBXwIOBH99gPBnnOO1mofiPn6HaD6OR4SavvkOBAgW+ASiKsn1FMFmNHkULzg9ResAhJNWOh1Y/GqjMEnQf6dR37Yj+MxdRdLJpTMtowWnIbBsa+PGHhjP7IrImNVI9ULmzaEP0orU+53k6wnvmWquY76ORkPEpslK6+B8KMDyLdM53gDDw48MoUKDAFwKTYnUcmoPysp4dGvjxTabt1mh+O8nsmxj48UrkwGQiskUqbRE0SAKQZ6HsPiuhufGvgR8/GUbeWCSwT0YWfluAbBOU0tXGHdxJ4j19BSWb+B6KEbD3MAtYK/Djj2rc/w+RNf9NFBfWjpSZTZHwvywJfem0wI//GEbehaYfZeSx/R1gqVCWkvrzwI8vcu7H4l0gREHRG5rrfYQyMX0LzfOjzDPaHM2byyAFZgRSHGYCdwd+nKWSFihQoBuj8Cx8dRhGYpm6ALCBtT3pWFGAyoJFrqIwGykKNmDtCmB/Emu9tejtiqxNdlsJGBVG3qqBHzcZC9SpVKYZddt3FvV88YoCJJStOWjxWwJYgzRVyuJbKID7ftJpFUELY4GvAQwF41YkDG0X+PHsDg4psHjAI/EIvk2SSMEaOkbahoEfPxVGXj+S9/jnNc7bTEJLtCmaITF4DCTJIAQSqNck4fi3IIrRQShxwkTz38JNU70i0Dfw4yvCyHsepaseD1xkqyC7MPdwODJiHI7W4PWAYYEfvwsc5bTd2PTJQx6Bcaio5AfI8DKTRKGxdKEScLqJgVsWvRM3oFiPf6L5fJ45pgnFTCyPqE37oznTZp+aZ9rsDxxsrlVC3p28NaFAgQLdFIVn4SuCEcSfJlESLNrQImcF8a4K5RbucbOQAuEqIfOQYpLnMRiJlIj9gUsW4tpQGUNgA6GzdKFpKLiu2j3axdJFZ57JPugedqNrlaObEe3hSpShZR/g6cCPb+/COQp8SQgjb0kkDO1iNs0FXgD2cPPZF1g8YQKE10dpOy/CFFsL/Hh6lfbrA62BH7+R2d4bCbFtSKDeHNGbbkNxS/eRzBlzSSd/uCHw48AUvdwbpS99z1Sx3xgFA1+Nkkwsj+YV11N7ZODHV3Xyfv+NEkk0I6/mn1Cc2feBndF89Y/Aj98x7VdFKV89FEA9BylW+yKl5kMU/NyCjB7fRZ6C5ZAi8mngx0ubc72O4iHeMdceYO5rIkpW8eOcLo9D3pktnW2XB358dE7bAgUKdFMUysKXjDDyNkL80O1IPDsLkOCexSwqlQkXE5Eb3fL8Y7SwbIAW3XYSZaBaAPA8c3yel6mZynSoC4u3UZBgZ2MLWjAZPAxcmkK1e7GYhSyBa9RoU03hmIWsZpujAER7vWEmMLDAV4Aw8jygMfDjuc62BjSuhqN3aA6JFXkTEwtU4BuAMPJ+jmhAAMcEfnxZZv/5KOsQiMp0IJqP7kTKSW5cQRh5s5Cx4ZPAjweHkfcyScKGeYjeuE3gx9kUr+45+gHzTRHMG1HQchkpBT8xbfogw0kj8Hzgx5ubVKUhmtcHosQS1uq/feDHI8PIG4RqKTyDvBWPoJg30Px9tdl+GzLW7ImMIIORsWpc4MdhGHkHIYUtb078O1I+ZiDa0nnVlLkCBQp0TxQ0pC8RYeT9DCeDhcF0ZDXKUxZcQf1TKoOHVyAtNHso8O7PyCLmeg2qCde9cvbZNKedURQ66/noiqIAaUUB0nzmjs7Tn7SSNR3lWt+C5J7Gk8Q1ZI+9GFnnLOYCK4eRN8MVVgt8MTCKwa+RkHQeUgBeAJYNI++AwI/vNk2XQHQ+0PvzKEoAMBalAy7QzRFG3upICZhCQsUZm9P0RJRaugEJ0O8iz+mlNQKQQfPGt4GeYeTdjmoZbIBT3BIYGUbeB8CeWQpcGHmHooKW74WRtymy6G+CFNwRYeSdF/jxBDTWp6G4NUtfOpzEA7Kn+X8LiqloAjAF3GwmJ8LIs5Wk5yN61ZsoS9OegR/vZ6rX28xKO5pjZgZ+fEsYeS+h2IQjSFMydwa+VyjfBQp8c1EoC18uzsjZVkeSiScreLsKxNPIxZytOuwe04QWhzWrXH8ishC5tB5X8La8/QYkYNvc27UUApcuZQMI86hN9jqL0luRh6zXYR66j+2cbS1IUcijOIHuYUWS9IsgatabYeSt34FwUeDz48dI4QUJY27A/+4ozgQkOLljbUv0Lm2MqCLXZE8cRl6PwI9bstsLfG1xOVIQ21AmoumBH7+VbRT4cRlVOMZURr6JJF5gnRrn3wMpCFsg6k9A2su5EpovVkJzzN2Z4/dCY3QVYG2Tae4yFGA9BlPjJfDjFhOYvam5Hij4eQuksDwS+HFzGHlPIcrdc2HkHY+UjrfN+Q8nmbN7I6qUnWut0vEGeqeWIZm7bZG2D5FSdQ6KCTnZbF8VeD6MPEt1OsCkoy1QoMA3BEVRti8XeTSWAc7nWhb6fZCQm81C4fLIPJRrOxv8bDEdLZjVuGeuNcnl9NbqV9lp00AivM1DgnsWCxN/0RVkBflshhVIvBYlKivE4uyz92JjHtascr4CixZTMp8fQwHMLwAXh5E3OIy872Eso0jJnUR6/FYozGHkXQ40h5H39y+k1wW+ClgP4BRUg2BcGHmHhpG3SY1jWpBnAWRcqYUzkMAOUlqfJ6lvE6FA6Tnm7ztu0TaD80y/rsdkaAr8+C9IWN8k8OPPqikHfvyBqXxti2b2ROvDIBKjhhs78CMUX3Up8q4MIplfJyMPwYHAaeYzJuh6PZLndgPwWBh5v0Fz9nhExcwWxqwz/dmXysx6BQoU6OYolIVFjDDyhhn+qf3eO4y8Y03qv51JZ+FwYQXrWinp8lKYuqn5Gkj4qlCpFGyEePgX55w7K2RnaUAWT5MW5kpoEc2iD+nxZe+v2nm7ilYUtJ3FcznbIF9BaiBf+D8DLfCjnW2TgKMDP85WTS2wiBH48a3ADqjC7P2ILvIYypV/OxrztiI3iL5hc/WXUb2RrIUXkgrl36t27TDyhoSRt6exPhdY/HEUsv5/K/DjJhQwfAPwrAkOroDxMpyKClxeAp/N0yPMPO3C0hnbUaat8UhgPxJYI/Dj3wF3IY/WT0gL8wR+/GLgxxsHfny465EM/HhqJzyUATL8bEISJ/FjNBc9hwrUgZQXK/zPRl6LoUiROBApR4My9zTMfP4e8nD8jsRD8l0Sr4LFAuSJbSOdea9AgQLfABQBzosQYeT9Ck3UE4ANAj+eY6yYxyLhdha1M/90FVcht/LZJJan8SgIrtY1niWzqFVBHk3nYrQIuZiGLHVrUDsgO4tWpPx09XlMNtcpIWHfHv8sspr1Iu0ZaEdxB3lZkSz1yr4ILwFbWqpKGHknoCrVLUhgPd1wjAt8CTBBnnfVaPIKyqYDGofHoGq+vZES2wtRVc5BdUMGI/rSyigF5WHIUtoHvTvjEW/8psCPD6XA1wph5F2KePegOfiVnDZ1JNngxiPF9CbkQWgFVgv8+D3TdhAqYDYdeAv4r1E23PMdjeIAImC9wI9dY8rnuZft0Vh+GxWIeybw43lm39pIKV7C3McjwOGBH38cRt5qiLrUiOIfBqN3wQ/8uBxG3gCz3aW5ujFxtyIloxpeDvx4o0VxjwUKFPh6oIhZWLTYzvxfGVl23iQRWOtIW3cWBWyebosYcVgtPiHfZXyN2bcdCcfVxXwkbOXx+bemsoDSIPP3d+QazzsOKmMfHkYWrJGk6VguPjR9dKuH5tWhmIyqjtrnMYbEGleievrUgU4b0PMbTGKpa0OpCUFZR5ansoBbgS8OcQf7Xe/VIGQptTQ8mxnpF6imxvLm+4FonGyG0lb+BQlWRyB6CHSu1kmBxQ8no7nt7TxFASDw43ZTs2BdRLd5i2TMlEiPqV2RsmC3nW4ClT8FfmTS816NaG/zkfFhkSDw48eBFUwGpgcBwsi7BHlEriAZ36A5qcnUV7gWBXmfiWIQBgMtRlFYEhWjtIqCjfHqSVKT4oAqXbLGow3DyPtp4Md5HuoCBQp0QxTKwqLFKWjSfQ4YH0beHWgRuRAFzG6KBM9a1ZCtoN4ZZH8/K6TPA36ALKR/oxL/RO7qfXAKH5EEH+dRMOy+DRBvdxMkSLeSCPLNVFcUoNKD0IwsYM05bS0G0zm6XFa4awFeR8GLeZ6LbGpWiwEoc5NVFu5HqRZ9048POtGXAosOj5DkxZ+KLMGbm33TgP+SLpK1b5XzLOmcpwGN3dlImLLj/VtIkfgOlVnLCnwNYLIR/akTTbdGRSvHkAj47cB3DNWIMPJWQuPAnX++QzL+XjDW/34k8TPvo8DkRYn1nM82m5JVaieaft8a+PHMMPIOd/q3AqIU7YMUDJAXzhaufAutS73R+2DPWQ3u3L4f+XTWAgUKdEMUMQuLCGZhORrlu94OWe/3QYV8jjKfhyCrVy10VlGoxR/rjagWqyEL01zSAnkdEoo3BP5FEk9ghaa89KD/JYmn2AwpCR5pi/8J2YM66OemKGjV9bjMz7SpNUY/owO1N/enZfJ2tM//LLvsG9TOctKDygBse9+XhZH3izDyeqIqqS8jl/+lwEdh5A2kwJeF/yMJth+APAFnI+vnWoEf/5b8mJksLkfvhMVFiMq2orPtOPQbP4mUkgLdFIEfzwr8eGTgxzPRmALNNa0mxmx/NPay3uAn0Nw3E8WH7UuiKEAiiBNG3tqLaK740PncRuLVHY/m16HAe2bbQ+h9mAY8EPjxRyiG47Yw8mYjY9YtiL53Acl605XClQBbh5G3VhePKVCgwNcUhbKw6HARCj47BcUDHEJCoXApO8t18bzVguDclKVZqobddyQSmr9L2lvQiha9Z02bbPrUT3Outz9pL0Qtr1Q7is+4jtrxCEOQNdc9V2eVJUgKFDH/pZ+z4M3/Y97ok+ymcZm2ZSqVoDrSSpQVSldCWUyuRVSv3ZFA8BNEczi7C30s8PkwkUTh9FD8yEmkueHn5xxXRhlqyiie5nzgh+hdmYMUg7z5bwhwI6JwFPhmwJ0rjkB0yttQDMIc0okUNgJ+hry31otl55U24A6AMPJOQp7NNw31p0sII+/AMPKiMPLuQXEJZZRw4XkSI8hwNFd5pt/2Xp5Cc+qJJn5hU+RRWAI4isW1kAAAIABJREFUMPDjg9H6dDtJQojsPN1OpTHlWpKEGvVU9+IVKFCgm6FQFhYdrGVnnrPNQ4tN1lreFbiCdF4q0lGoGNWMzLVBCsK+SHlxj30OWda3pnIMDCQd9+BiB+c8dWhRGpPTrg5ZbYOcfbWQVYyiTh/Zbjzk7Z89rj8gqpGLvpnvj1K75sPyyMo8z/xZpSxPmSqwiBFG3gHAf1C2l+zYOCWMvF5h5G2FrKJHk/5drg/8uB/iYF9B8h55SGiqRZeDygKIBbov3HnBjZ06ADge0XNORhb+nRE1yTX67IGMHusGfvy82WZTty7LwsW/HGeuu6fpUwnFGvzX7J9GMh/NJ6HNrYAoQv2RoeMJ5O1+FCneV4SRdzqiIL2ClGI7T7pe4Doq14bvm3udhLy6ty3EfRUoUOBriCJmYdHhBDSRTybJ3V1GluuOBI9sIbEsXkNW9GyazxZkNbK/4wzkZs7GRByVOf+3zf8tqF6YzFZxdjGN9L2UUAGsfYF/U1mF2u3Hgpz9Fvb+s9d7hE4qHL03uJj4k81oWHqMjfnIXmsWlUHU40hTCNztSyEl6xwkGLQjK94q1M7OU2DR4VLS9Ih2NObs3xbonbNUuLtQQGoLcGYYeasgIe+Hnbyetd6ug2gWN6P345eBH3dEHyzw9YWtudBKMh+0IOPI9mhcPUWSTtRmtbNz6mSbPcnB78z+F6sFWneAq5DC8QSiFe2B4t9+C9yHLPz7IRppb5LCnpOAO4G9SebUOuSRe9kEd19r2i5HOsVwR1np5gV+PIY0da9AgQLfABTKwiJC4MdtYeQ9h6ygU5FFs0TnLJS1FIVnkEUnj0OdDdAdiPj1G2a2Zyd3tzKxqyg8hBabH+CMjXJ7HQveOIK22Ss19lr3X9T3+6yO2bdRNpFh5I8lm/2oTKUF363kXO3+3fR9LcgyNoCcQLy6PlNoHH4PaIFfGilvG5BYkgdQqRhlg5WbUQrFe0isZtujyqvPomDsV6v0tcCix6ukM09lx8k1pH9Pm/99CSQsnUPX0vKWkPINUgpXMZ+noYq2BbonrELagIwa/UjGVRkVVBvgtOuDPLqrozHzmzDyRgClwI/bAAI/fpvPR9NZBqVrfRbN1bYK/X6BH18FEEae60lbwly3LYy8U5GiUYdSA482fb0ceeCeIBnbFu0olmEbRMVzYdOq3mM3mIxQewDXFqmkCxTo/ihoSIsIYeQdhCb3d1DcwqLClshTUU3oyVKcsopCHurRIthCQitqQvSjOtIegda26WuNjT/amva5yy/R/N5uWSrUKlRXOi2n3FqCXXSm6JWrDE1BAdsd8X+fA/4R+PGOiELgBr9mPSj7ouA/954OJe1enwnsG0bemmHknWLy/n+GMPLWCiPviTDyrggjr1C+Fy2+A/wacb8t3Bz2Q0mPPY/kN96X2opCHqUvbxtU0vsKdC/8DaVxvhYJ5LNJxk4dsBtJhiGQJ2srNC4HIQH8I2BGGHmdqV/TGZyMLP9/RPSnBcjz8Z0w8pYCCPz4TpSq+j7gsDDyLjYFQQ8xxw5GCsJq5pybhpH3XaREZwta3mjqihxI5Zpi6UkbhZF3mqnT8Aiiet68aG63QIECizMKZWHR4UAkZK+EaCwLFtF526hO34GOhe5q2YhKSBi3Y6AXUhZ+SHqxaKjr995ypV5TgXa8pV+x7VtQYZ9q/P0XqvT7QXP+x5BilYf3nX63ooJEltrVQsfC2/Jh5AUoSHllqufq3xhZzOw9NZJWUMrIxf9LJEycDtwZRt7qTptfIWvckcC2HfSrQNfQgCgVxyMqHu0tfZeaP2YETa8dRbm1sSnTfi4KTv4nCbe7GsqZz/dQPavSpCrbC3QDBH78XuDH3wn8+Ag0n1m65wykQDaTr3huiMbOJyi1svVoLQrY8VtnzjkavQ8HA++FkXdoGHklVERyd9OX41CMzzIkY3m40/fV0fv0LKI5gby1I4Cjw8jra+4hm2TC1nNYAykI75HQngpFukCBbwAKS+gigEmxuYv5OhkJK1lB2Y1LcGlALn6PCki51vOOfqNaNRtg4apFpxaLuh7z+vT99snQ1kjJ+0yPqEeWK5D1PRsPYOkcbei+S873R4G9yK9ZUEa0j+XNNRqQsJ7tm/WMzCPH29DetOR58174rVeqa6XXhn/z6vtWpZzvXG0HWrC3RgqEfc4xaUXwYRRI+DFpC/g3FmHkbQBMC/x48uc81XMo+8xniCdvV9caKXa0ru+HExtXun8SUiRPQIGqu6I0t0c5h7WhseKm+XXfmxIaj3loo4hR+cYg8OOpxku8A6Lw1FHdIFNCRo8XUPzMkqhAW6cQRt4Q5Dl+IPDjbKa2EWgOXR3VeumD5iLQOL8BvRt/IT3/2nXoAuCnpNcPO/6XIqH3DTPX2ADNZXnetXfN9QcjQ4+91uPAQUZp6ZNzDwUKFOgmKJXLtdLgF6iGMPJORFb489Eica7ZNQtlorBoRTz4gIUT3OcjYfXzKnZ5AcbZisoWrjJjhfLPFsx4yvo0T9gLb5mXaFz5PoCQ6oHIH1HJgbXxCnlK01sokK8W3HiHKeTEMLRM3o4Fb/4fAI2r3G7jGSxsca5qKCPX/0bICmf5vSFwQeDHL7qNw8hbGpgb+HHW0v2NQxh5R6Ggy/nAhoEfj13I86yHsrWk0DptTea/+AsotdFnszMX1Peb1JPq49iiCY39am06On4seo/3tgW7CnR/hJE3jeq0x3aUncgaRdYI/LiapzTv3HXIqj8UuD/w491z2vQA+gd+PNV8XwetN9bA8SDK1jYAxbT1REpCCQVC34/i0Kxn4CFE7QPRhw42n99F82gtCtXv0Lr2a/N9LkrHOgkpDd8GfhP48bn5hxcoUODrjMKzsPA4Gz2/i0in+OyfaddAx/zpWuhK3YGOkBWKSsgqdTdwSNusFXuUesyhrtf0rAD/ErKcAdA89kDa5y1H86zh9FjhsXKpYcEhNa6ZVRRAgn4EDCq3NtI6Y3Ua+o+n1GNeO1IUOhLePiIpfjQNCZUpD0HDUq9S6vlpM9Q1NvgvZo/vgdIihqYvWc9ICXk2hjrXAfhWVlEAWSNr9PWbBltNuTeigC2UskDlewRAw6C36LvNr6DUNrOucY5tY8eKDcS0iBA9pBfVK3a7x+chJuF8H0hRY6PbIoy8ociz+xZKt/sh+crCNBQrsA5SFiaS1B/oLBpIxuqyeQ0CP24hTY0bZPpjx/JGJJ6Ep5AiYcfy0shwZYvKzUAC/86mzSYk854bzF8NR+LUtQEeDfx4Qhh5y5Fk19ufxGhWoECBboTCs7CQCCPvFtLZeqwFvaM0qJ3BPaRpEXk0n0WFfwI7tkzaftUFbx0O9Qvou+UfqOudkn/nkHBU2xa8c3B9y8Rdqe//bnPvzc5oLFWKWh0J+xbN8174dWPbjDWp6zuZvlv9odbx1c65LfIs3GL2V3v+2UxIc1Ew8/Jo4cym15wAHAM8kDlfj8CPq8VAfOMRRp6PBOrJwKnIg9NsBJ+unutHiCO9vNlk0+Lm4XQUuDkU/a6noDHziOnDVl29fgY2TfF4VMH8+YJ20X1ghN5JJO/6o4jvPyzTdCKwm8l2hIlf+ijw4zkLcc0d0Dx/eeDHb+XsPwUFT1+IsuI9SdoT63qxX0eehWHmHg5Cno9xJPPeBPR+1Koxci9SsD9CWfTWB15E8V0W76CiiC2mn+cjpeWkwI/voUCBAt0OhbKwkAgjbyCyDD2IJuj7SHirC4upyBq6DtXjGly4gvE4c8xqdF5ZeQF5Db7f9Ob3+8STdwCg97fOaW8Y9HYrlZbY100ft29fMGBBqcfsnqW63AQy1qLbIeY8fsH8csuA3tQ3lfvtNOJKZKVaI6dpNcvwPMSn/ZDK6thNJDzdx5HVexCJ0tGClIYlyVcyXLrSx4iPXIcW0g2BqwM/fqoTt9mtEUZef2Bo4MevZ7bvhgIqpwGbBn6cF6OSPVdfkiJXG6LA5uPN7mY0BrJKYxtKs3pB4MfXmzSWl5p9J6CKu9ZDlP2dp1P5zlZTOE9FwaSboTEwrFAcv94wyu1MZHHPCrp5Boo2YBuTSvmL7pulz01DFKJDza5PkXHkLjQn9UcCvI3vmQEcG/jxzaZo4VUk3rEQ+J75bO/Nvc8fAFei8W/XoBh5Qmyby83/nYATTVamAgUKdGMU2ZAWAiYAbiqyPm2LAsP24PMpCiDX8Trmc0eKQpm0onAuErJr/aZZzXBTZD3v0zj8LrwhT9G4yu3UL/nOmaiyJ6SrID+DqUxa13NmNUXB9ufHwGXOtlzLcs81bryV+qbr6/pEB6CAwjxFAapTSGzmkuWQ5cyFG9C6PVLu3MW/B8lv9j6yxlWzFr+ChM6TEPXsB8AtYeRdEkber6sc021hghoJI68fEuhfCyPvj5lmu6JnPJiE290RbkQxPr9EBbK2J4ldaCT9+12J+Nb1SLG4Loy8Seh3vALFTlxBkllmJlKOLV5Av3cLldVr8/BdkvdzCKKyFfiaIoy8n6JMRq+gue1hJGjb2CNL03RRjwKCvwxcgxTXj5GiEKN+rhX48U9M/4agOdBNBDAQOCeMvD2Rd+QKUL2ceOp6QXvTkpB+j55zPl9KQqu13hIv035bNL+vjLLBFShQoJujUBYWDruiRWMoWjiyOastFpCfWq5tEfTBnbxXRUJsR+evSg2qa5xd7rXuVTQOv4dSqbwNcn8/DdzhNDucNA2kHbmts+lThyPr087AGSjo7khn/7GYBcob/MLh/XYacUbfLU67n0RQX5i0swtaPtxyn7a5QzpylX1Ewi8uo8rTRwPbBX58K4lFuhXlK7eCw5tUBkWXgJ+ghTmvEnS3RBh53wZmhpH3LvLWDDW7fhxG3tww8o4x3y9FxatuB+4PI++CMPI+CCPvyMqzfgbL47a/4/rAelXaHkol13ooEmZWBY4xVKGfI4/VaOSxsPgfsAJpb4Wr1NoK7BYbAZeYz62I217g64tdzf/VEdVtf+D/SM/nWfpnO1Iyv3AEfnwsEtRnmE31KL7M1nx4HnlULUaRZJhbEXlKrkWKdOuCtw6j6aUTmDfqj6Vy7NpReIBkzeiFMkFNJ7l3dz1pR0r4SPR+3Ljwd1igQIGvCwplYeFwPsqScx0KLJuILD5/zbTrSWL5dtGR12BhsAKJgOWev1Ye7BbEg8Uc+ygqBrQNsgZ/Gy2oraZNL5Ix8wGqLD0DCXityKMAySKzMlqIepnPk9BzG40WOpC17DnkVt+OJHNNHqoqAuWWPj2bxx74yrxnzig1T9ijDeUCz8MQ89cKLB/4sa2OPSKMvN1JLGUN5m8Uopqdgoo3WcUoJrFYN5NetLs79kPVbIcjj85JiOY1GI33owECPx4b+PGWgR/vj8bk8ab9OWHknWgK3e0URt53nHOfgN6lvzvbqim5tYL/twVGGlrT/6HsL24QfBs52ZZIe7BKwNukU/xaCkcDn9+TWOCrxeno/f4boljeiYTxBUghcOvNWGt7iS9x3Qz8uB15f69B78U5wN0m69iRpKmXW5BfU2YN4NL2eUNmApTjPpTbeoIE/zKi8E0zbSeaeAxXSapH2ZJuBbzAj88L/Hh7oDHw40soUKBAt0cRs/A5EUbePiTW9/nI0r4/nV9QOhsMbBGjDDNrZ7bXCqyulQnmxyjIuVYNiEdRliKb2Wg6ssS/FkbeFSReg6nmXLaC9RNIqMyrKv17xLO90DnvGJTvGxKr7jwklC9JEvQ9H/gTsvSfBNS3zR7KvFGnA1A/YNykPpud2Zt0fAKks+W0IOvbvPb5S386f8xPegBNvTc+v1dd42eGxXdJLNc2jeICEnrT++Ycc4G1Az/u1sW7TAzCJYgWsQJS/j5ESsPGiLbQgIrh/Qn4M7AP8iwFyEtQLWXtQYEf3xpG3r0oLqCVymxtedsi9JtWU8DzxvN09NutRr4yD4liWuvd/GkhLHUfhJE3Dr3v2XHWjuhwmwNvB35891fQPcLIe8z0A6RMDyBRXl3YZA4xolE1AAPbmwbR/N7ubQ0D36n3Br8A8qDcgxSm/c25y8jjtj5aM+y68ggywFwZ+PHzFChQ4BuFInXqQsLkvL6b9DPsTdcUhWyGns7AI79wTq1rWkUhqzS0o0XBPTZP6NoRxQPY/l4K7BBG3jKIxz8A3ffSZv8HZtvvEa88D79FHHSXcrSB87kErB748aQw8rL0kUbgLCS4zgQG1febTOPwO2ibPYzG1W5dIXOtFmBPRKM6zGx7GCkjJ8Qfb17XPmdFgF7xJ5vNblzx4X6mjUtxsSkIXf/9dKQs9AWCMPL2Be4M/PhMuhnCyFsJWTeXIUmhOA7FB1jYjFm/Rx4qO5b+SE4tjAwGmv/WmtuEBJRtSSz4efOVjyzC+5jvM5HHwFbTzhvPs8lXYF3kBbbWI4V4aaQoPZc9qMDXGqPQO+/Oh9bL8Frgx0/mHvXl4RBkOGlCWcL6o/l2AUqyMRTRgs5Fc/skNFZbAep6TaPXWtfb92GKOS4wf9YDbdOqWpyN3mVbxG1n0umkCxQo8A1AQUNaePwUTZpDM9u78ky7qihYrEu+wtARXEXBcrMnokXlDRS0a/mpraSxMkl/j0Su+weRV8BNGzgaWZ0HBn78NOkgZxe9kfBlLbvZOIsHHEt9VtC0C96PkPUfgMZV7qb3RhdR3/djt20Lohs9TDoAeg9z7GkNS49poGFue6lxBg1LvdqP6pQi1w3XDuyNKqmejix8mwBnmOxA3Q1/p/J32AEpkHnuSVdIX5I09x/S43caytgCoqPdDuwc+PF+wFrAy07bvGtNdD4PQJVujyP9e8fAP1Bw+tOZ4zuT1vU3yGP2BPKIDQVGh5G3dyeOLfD1gDVW1KHfeBSiRG5DFyozf1EI/HhK4MebBn68LUoA8CgyemyLxvww5GnbKPDj2STUoo9Jx5XFqObC0s62vHVrFHpvXcV5kPGmFyhQ4BuEwrOw8HgeUXjy0ISe7cIqA9XgVi7+PIqeW/X4dyT81HnIWrwGWiD+jlzTw0hb1D9FSkLZ/LmVP5cO/LhMomw8T0K1yqsibfEXZDkbZr4PdvbthwRI6zF4AWXXaUSWZUsHKiPFxXoGbADep2HkDUfKhYslAer7TWaJHX5WB2VMzYhqaV/dRbMO+GHgxwFAGHm9UKacp0krT18LhJHXG4htKlCTSWV+4MePmSYub9+mqwVZOHdGikM12PgPkADzOonlHzQuzgkjbwryGJWQBf/5wI8jYKMw8l5Bgc4fISGnhKysz6OA+ZlICFraHHsSSX0G0Hg8Dikx3yFdUd2O51rYHb0z62S27488jAW+/vgNGs93Ii/aw86+gWHkrRT4cbVYqC8NYeT1JElo8RfSBQz/ZtpcTuIBzBq0fo/ehV5ojpxCMudZ7/FraMwfid5Z61ldAvir8fZej/FOBH48gwIFCnRbFJ6FhUfW8u6iF2lFrCvZj2p5DBoRNWOW+d7lQlcGyyCr6xTSgWxnkYyJOmAEilW4EPg1yT2vDJxmtjWR5PCGJCe+xc9JhLKPqY5fIkXB3v9nz9dUTV7VtDkJceQtVjR/mHv6xNlXQsGthwC7kVZAQAvlfIBS6TNFASqV6PnkYz2AMPK2RV6KYSiWY2G8Pl8ZwsjbBVGq3gsjb7kw8n6AuMyPOsHHI1DMyDDgfufwJ5FnpVpGsCyuDvx4O8AqIQsQnecXiPJgf4VsqlVr2V0OefV2RYLSkuj3H4B+p0+R4LN85vgbEed6JnAxacUv6/XIww5UKgpQUDK6DQI/vh8psbMRxdFWI/8YeRdeCCOvWozLl4mdSDJxVfNiVjNk3Rv48bkknoYPUP0QCw8lodgIzbd/JVEULIaj7HDbo3n1QAoUKNCtUXgWFh73okl1HRJLtgu3mnA96UDLGFnHN6eSU51V4LIB0Ds636sFLeche56VkRXKFe5jkjoHbtvjkaLyPhIW+6LMRdsCJyJB7mBELbofwNAzbsn00S607Wixcmkt9npt6BmsGUZeP+NOx1QLPS+MvOtJL15uP5chyYvuPu9NUMaPstneRpKzv1ZGHYurULzDWJLYiTnAhmHk2f4C/C3w4xM6cb6vBKYAVR+kJA5G8STzkcDQiATxTUkrkAeGkTfNKGz/Nee5ACmRHyKa0L/Rb/IBEtTfMufPqzp+Yhh5T6DfYBSyVG6Q026gudZ2aLy53pr+qEhVPYqHsJVsV6Q6ViHxTGWpTINJF/DrDCz9alYYeSOBXwR+/FLtQwoszggjbz2U3c7O5+1ImX2fZDz3pHaGuS8UYeRtSVI8rivJMeyYfyKMvIfR/BsATwR+/GEYeeORAWhjVJdhFWDfzDncIpX90DswFz2zAgUKdGMU2ZAWAmHkDSVZVE6h0lIJtbMTQecn+q5mS8rC5oNfN7O9HVndz0eC2XgUrGrTSTYjS2xEmjJi900kXZzoRqQ4TEcC4/9IOLEz0LOyKfiWRNa7MhIyH0ZW5Z0QRWRtJLyWgUNM/QMATD2DG9EinnWv2/uahARH+9zmosqlR5vv95v+H5tz/CckLnm3wunTyDX/I6rTy+4L/HiPKvsWCcLIWw0pP3cEflzN45E95ngUUD4IjclZ5r8NSH4V/T6voNiLGHmEDkHCQ4wsiecEfnyjOecwpDx5yAq7NFIY30W0tENQfEAePqbSy+NSm2YimsQnyJMGokO0mL9W4D9m+2lIWXmb2imJs1mRPu97lcXswI+7Y6zKNwZOJi4LS5s8Ac01jwV+fO8iuI6H5qcJrhcyjLyBwFy3KngYeUsiw9QyiPI2gko6pTu2m9C7/SLyCF9P2mDzBMl8/hZKt3o5yih2JHoPb0dGkSxl9Ak0N9uMcmejDHaPBn6crbVToECBboSChrRw2AFN9gOR0DM+p03es3U1s84KKp1p11RjXwOVigKof6chIa8BpX/dl4T+c17gx2uie70ICW3Tzb5GYFnnO0g4/AtSEt4n7bU6hqSw0GySHPX2uc1Befo3Nn89SfKZHwsQRt4qhod7AqKh7Iy46dkCbnXI++E+t4dQcKulg+0G7IIEzCxlaFkUx+EeX0IBhCOQ0mH7nEUYRt4X5q0z1ZKfR8JxtSxTefgt+p3tmOxPOmXoeuiZXYd+m0OQImA9Px7KmnWO6cfFSMGw97onej6g9+IoqisKkDxzl543FSkkTcBhgR+HpD0TA1Hdjz8j5eX3SNE9DympHdUuye6v9l4tLLVvURRaLPAVIYy8AWhesGghEZZXCPz4xEWhKBg8hGLDrnGufzSKDXjF1Aax2Al5oFdGdW0eRu/PfJSlaBLpsd0LjUVrfHENG2WkRFisiWonHITm+dNQlfJvU6koPIPWB7cmyghUbf0xChQo0K1R0JC6AEPjOBxlZxmFhKltqKwim4fPa8ksI0tr1iILWiBeRIJ2V/rQEy0CA5G1/imSMbGL4bLHSEC7GHBpFlkragm5tS3eJ8nCca/5fB0SBm2WGhvrsDOKf3AXItvf88PIWxU9cyvg7oas/4PRInqfuYcmxFVvI1E2Xkec2r+SXlRXJg0bND2FfI8DyKNyFhJQl0cVhCcii/yOSJE4OYy8zTpr9e8iepA8g4G1GmZwHYoJ+Ag9ExuE/UPSVsmfIZ7yFqQ9Y7b+xb1GGTrObP8UeSuGIcXvXjSObGXcaljOnN96mpYx5/gp8HfH2no7EkiWQNSLd8z2UwI//iymIYw8O+7cexlLOpYmi6ynYQLyVryDaBh5aEJeD/cdfAaNzaLewtcb25GeGz2kkPdGqUgXCcLIqyNRrF2P7Z7m+muimADr4R2JjBo+mt9XRZ47WzzzZdL0OkutPM+0dVFC88BMEkXcLVR4OFLaPzbXcw1elyMP7S7oHRlGUgCuo+QABQoU+JqjUBa6huvR5DoPWaCvJ8nv3hEWBeUhT1GwmFVlu6sgZPswGFn9H0PCsht74SoetwMHkNBWXLQgb8FSpIuYzUQLMIjOdDFJpiOLp5HAdjlJHm+LGNg18OPHwsg7h7QlfA7ybmyAUrSuChBG3rLmXGuTBJ4OQ8/A5cW/hRbkWSQVW89FFva/kMRtlNHCuAYSLvcN/HhsGHnXIAoX5tj1SQIK1zHXfDNzP4SRtzby4HwA7Bb4cWcCaz9D4MefmixF25GucNzRcb8MI+83gR+3mX7shKybtv/22brCiztW/go8HPjxFHP8P5GV8wIkYKwOPBX48Q/M/seRArAu1cesFUSs96IFeCETHD4UxUQ8i5RPK+B/dk5D3bDnajX728lXFNwsYE2kC8StjKp3T0YKZl4wc3PO/awe+PG3c++wwGKNMPLqgVLgx62kvQoAxwV+3Ol3rLMI/Lg9jLxjkGHlb86us9DYegF57Wz7KSh+66ck3rom5AEAOMP57L6ztaqLDyDxCmfbnYDSQf8MBT4fgdJh32T2nWW7hrwjh5t9BQoU6MYolIWuoc35/2UHe3SkbGxBUnTNrUBa67gSEhDfR0KZi/kkwb89kBD2EfJGvEuSrWZ64MeDTepNt7Ln1s7npREXfp45p+3TA4EfnwEQRt480p4JDwn9j6FYARf9gfHl9jqvZcKedf965bgXeq1z9XulevpRueh/au5xU6SAfIjqI0wBWgI/XmBiUF6h0lpfMvd9MvDfwI9fDyNvc7RAWvQ057OW7FlUz/oUImvfqohGc0oYeUsBs1yeci0EfvwQRtA3x54IjAn8+OYOjnNpMpuR/AZ52V3eQ/d8vPn8n8CPF5hrLoE8UOcEfjwxjLxL2hcMWGfuU+f2+0f7v/1jDz8sCvz4I0OraEUeo+PoePwehihsLi5CgtBxqKZHhKyYE502v3LuwV4jJkkx7HpI3MD4apWkh5IfCwP5AdsTc7YVWIxhjAoByqzmhZG3AzJm7IzG1y2ItviFIPDjK8h4rwI/fpZ04cksnkXzZx0yOOxKkh3PpgV2x7f9bCsyn4sU4jPLZer/7YvRAAAgAElEQVRbp2zYWNf708b6JSZD2stWh97FZ1DcEiRGn2Oc808P/Hg0UiQKFCjQzVEoC13DYUjofTLw43lh5HUmmPU5FJDaEac6F+3NS1DqMZdSqTyd2tYiN5NLrd91FvAnZEUfiuhUr6HFcU8SQSlGi9LyiFt7OUnA8oaI138EsjqDFBVrkbcUExerkxYYn7OKgsGbVFa0tn2ZRCUa44+2onn8vgCbtgwYv2njio+AFJohSNmZgITVi0gEyvfRb3JO4Md/MdtWoVJReBylBlwV+AkJL3d/5z6aEVXh7Mz9fhxG3pMoEPE/yGI4lrTn5gSTSelU4K0w8jYJ/LirWVbOQ4pLOYy8VwI/fruTx3Wk6L5slI88BeQGNE6mhJE3NPDj2f+47t8jgADKH1w3dtVt6/tPHI6CyFtR0ORPa1zrdvRsQuDPYeRt7uRsd2s77ILutQdwl7N9rHNPb5vz3Y2qjG+BlMUl0PtR7R20VZmroRaF8C4TGHtT4MfX1zhHgcUHj5PMVaD5IEJGiD0DP34k96ivFjaZxLNoTrkPaAj8eHoYeRPQ/HkVlcp/CXlZr0fjuL5lwp40v7t/H2hv67PZGffXD5iwA5UZ+45yztGAno/FNJRVqSea/wYDRwV+7BZBLFCgQDdCEeDcNcxDGV9GhZF3FNUr/YIE34j89KidwoJ3DmTuyIuYP/rXlMs1FYWuoD9SOo5HVIvbkOA8Agn/bU67fZFV6jnSAvsbKDPGZcAKYeRta1z5vzT765DC4NaiKJFwXMHUQwgjr3cYef9Glq8d0SJl+/CpsfqtQU79iVLDgpft5rqe0zFtfoEqNvdBitB9JAHebcjLMAg4O4y8fcLIux0pF+eQeATmIUXBxh0sDzxmcqy/RpKC1UMCbPb3bURWyksQnWsIss6tRFKPoA+y3oN4yguTr99mIFmA+MSdRbaGwdukx/ITeQeZytTrma9LADeHkfcODfPW16b25et6R+OR1bQePYe+pKvHgpQsG5i+Hxo3HvLM7BpG3sFh5K2OvAanI0V0AnB/4MdXuplXAj++BsWOlEzfjkM0sxOQIDOO2ilRbWHBWsgqCq1o/N6BrK27A1d9kcHtBRYp7Fxqg9k99I4vgZIHLBYw8Q0WP0Rzxo7AcJNSuimMvMeQ9+9m1Pd3Kk4kimhPzHvQ3jzAzK919W3zfetpvZn0OP+A9HsxwOwfh+bPWcjz8D00V/6cAgUKdFsUi1vX8HtgK/P5n+a/S9dx4VG9ErCLqlbL1qmSwdpmrAFtPaEhm/in6+c0GIess9aaunYYefehBXMfs88uVMeilKN1yEK/HxK+nyARkn9pXPsuDakOcdp/Zj7fjjwa56JF7xTT7mQS+tGYwI9/F0beGMQtP8f8ubCByHjLjp5cbusxsq7PJyc0DPgsIVUE7BhG3pkokNaFK9TXIWt2b3PPF5IU57LWuV7mnjZDv2cJeRpKzrn6Uv15j0GKwHIk2UXmmT/LfX8DeNT8r4kw8krIU7IMylzyG2RpfDvw4w9qHZvBH8051keC7+GoCJMd09WU4MtJgiknYuJ1em904YPzR//6f73W++cRJa8J0+YWJFDchaz8Lhoz3+08NB39DnZcjkG/9VmIMpZSGI3y8gzyDNnfYClEjciLOWg3/XoXvcuQ1EtwUev9KaNA/01J56F/ySjMBRZ/7IG8XR8jRW8oCcVsQBh5bwF/Dfy4KxnHOo0w8hrRu7YMcEzgx5Mz+/uhYoerh5F3cODHdyPP73oozmucabo5EtQtNiGdzhoSaqrFa42r3OGVGprWqOs9hR5DRgWIMjqMtPHwO2gecIsb9ieJW/PQfD4VeWUXR29MgQIFFhEKZaFrcC2yVlgcg7JTLCyqCvWNq/6H5gl74y3zIqWGBV3JpuQWhLNoRkLaGyhrja2IOx1ZijYz3/dEAtUh5vtkEjpQfyor44IC7lrNsRYxysJzChL03LSlhJG3hqmZ8FvnmCdBFZuNVe0/pPEKou1cixbajXos90xWAbgZLfzVCtblBXyXkKfFKgvTUYD2beZcm5nz7YMoDFbQBLn/PfSM6pzrhoi+NBC4umXS9hu0frruhj1WeHRww1Jv3IcW3b5IsD4p8OOyUQY2QELMwcBYU1XWYg9EeQJoCvz49znPqEMEfjwG2NIEeK6EMhi5fPyVwsjraeMUHLic6DYUiLlmw8BxVxz7/SNuC6MfDUWWz3dRAPRD5l7y6irk4V/II2CxAbBk4MefUSBMnz3Tt41QXAukx2k2/sZitOnXZc62HlQq9R3F+WQ9M5+S8LoLLP74EL1fWaUVs20NJAh/IcoCmiePMJ+PR3FHLjZAijyon3cj6ucM4DZnLn0RKa5rozii7LhfQOVY/qSux7xVeq722bTRi3wFoxf5c727pngo0cLFgR9Py2lboECBboKChtQ1nE06y007n09RcPEgmVztnv8yfbc4jcbh/4XKST+P3/6+2Z5VFCKUNWMfJJxvhAL63kOC02ZO2zFIoNodUT+GIL7rWUiYvx+l6/s54sjeggREH8UxgGggKwV+/Grgx03Aj8PIe9goB4SRZ6ki/3X6ucBcz7rf+yBBuA1ZqCcjK/r9JJbn5c09uJbhZUgE9plIMbLC5mzEY/838gi5z7udRHhYEgUD/pJ0AOsFSNlyLdyNyNvQk/TY6IcRwMtlfrDgnUM3bJ26IU1v/AD0/G2ArRssfx5a/N9GmVLuDSPPtZB/SELtcvu1UDBCx8EosHIVFI/wKMoI9ZwRzF3YDEMLgIMDP14f6BP48W3mfDuRZDBamiS7kkuRyqtj0IRy2Z8E7IXG1Gjgt4EfR2HkbR9G3oNh5P0KWVVnmaxQo9AY+gR5oK5Ev9HxpClvFjchetgPO3o2XcRSiApV4OuBY8hXFFzc+QVefwyam9owBpIMnkfjegLwD0N//B16//5gGwV+PDvw443R+3s3SQrT9xEd6Qgqa/DsTD7l0Z1Dqxla3LaWonkq8p4WKFCgG6PwLHQBgR8/hig7f0Ju7IWt2NqMAjPdYmlbUDu24QMSS08TogHt7nxvQQV79qMyyM1H3O+IxIp6M7Io/zbT9gy0WBxEUougEY2VK8111kTKy/mmz7MQJeZTJDjdF/jxhwBmobvUtB+M6CH7m/P2JPF49AROCyNvK/RcyyTW7v7mz2YhKpn900ybU5DS8QfSY3osssaD4i5+EvjxS2HkXUWaOvYASW2AbGaQPyEBdVVzbxeRKDhlRAsKTf/d9Kx72Q+lElAyIQ7lUhml3QUJ0WcC+4SRtx9JPIAdV2UcxSTw45fDyLPW9qfoACZb0g7A44EfTw0jb28U03ErEuYPRfULZqpzTCFZ+NdHCs8M55TTkTLwXuDHb5o+pYRyhw71YRh5l6DA5LMQbWoZc70DMl3thQImV3OzPTm4EL0rO5Mozd8N/Pi/YeSNR5ba85GF9CNzfNYQ8jFSPvuQzhZWDROorMVRC+t33KTAYoK9a+ybheaTV8z4vTrw4xdrtO8yAj8ebyqg9w78uCJzmkmpvJe7LYy8UWiNuM1knmsJ/Lg1jLyzUFanqehd7YsKIz6MvJZ5GbzyUCKpv+B6X+eYc9rvoxG1dCuU3GI+tWP3ChQo0A1QKAsLh/NIU1Hy0I4Wnv5IIP6QpAZBI5VVlftRCVdwdV3Cr5O25vQyf0ehRcNePyswuXSLg8mvQrwkEs4s5qH7tdkxeiBBe3mnb8sGfjwjjLz1kfXLtZY1IU/ERsAzYeSthIoJgSzx55JUMj2QyjHpZkh61ZynES1eb6MMVWUkzD+ErM2WhuWmItwcKXqXUFnV1C0idqTZNgJ5XOpJFzc6yPn8obkXt9ppliNMub0O2nTJcil2PUTTzP3bxbkdeUL+Z+6rGdg2jLyJtshb4McdxjY4eBA9r1eRMHsxEiDcegonIr7xTsgif6bp13+prN2xi/l7uDMXD/z4syxIYeRdj55LtYxNK6FaFXm57Z9F78sryKMyjKQImlXQepjtPUnub4bZ/glSindDv5kdY7WofbOQp+V7VfbPRJSp8xHVbD+KIM/FEibwfFVEHxuGYm+q1VC4IfDji8PIm4nm7l3pXNHNLiHw41lUr42TgvEuWurbKmjsfRxG3g0k9V6st9UaF3YmrehnkTf2rWIxh2Q9ytbW+RbwYuDHz4WRZ2PUdgkj7x5rICpQoED3Q0FDWjjMQq5kF9kA01YkRNQhQX4Aor90pT5DNU/DJsh6lAfrXq9DwmY7Wlzaqcz/bxeCikxDGWyDhNjTkbA8jYQ7D+CHkXcGMCXw45E2ENVktBmJMil9C7n/m0joP6uS5o83kKTA/A8SSq1CMwvRR/6FFIiPAVsMa7b5cxfAOvP3nvn+PIp12IK08O8umDOB2wM/vo6OrcptJHQsFxUu/FJdOz3XuZr6pV6l99qp7JpWWLB9+BBVy25FRePWQkKN+4y6gmUy/0dWaWcL4pVRithTTT8mhZFnA5oJ/DgK/Pi6PGtoRzDBvyUqg85dXBRGXt64PhY9iy0DP9438OMNAz+2FW7fc9p5yAt0E3ofbTG/4ciTdhlSSJ9A46qaotCG3q+VSOJxsphvMjF9ZL7nKd4FFg/ciQwT16Dg/lqUsWPDyNuO5Hf9qEbbLwt7k6wFa6NxvgLyKGRjgdw1/QVkDJhNJfLGvl0H8gxXdt+j1psY+PHTaE79B8o6V6BAgW6KQllYCAR+XEYW27fMpjYq87RnLeRLISvowlRyzlMwxpEIm278gp3oy8gqug9SVOqQwDwA8e5dvr6bjeN2RBuyAmEfxGG/Ey0+tyPPgaVdfIysXr8lbXUH8ce3Nn34H6I9bUVi2feQclN27mE+ScajK0nSbr5rznEcWrjcVLKHBH48lUQ5AgnyD5E8o5XJT4FpMRtYL/DjOcb7kW07l/RzrqdzNJU2oNxjuWfoveFFlBrmU277TJ9YC3ltDkGK1HLIM9JCmue/sHS3fdBvYGkXJyNly8IdV4cBmwZ+/CiiQPQ1/XG9EJ8Lpo7EDxGf+ml0ry7qgedNthgAjCfoLWAVE/+SxenIC3IR8Fjgx22BHx8a+PFQFFOTFfaWDfx4O+Q1eheN/RuAHyDl9J9IaVsSKZbTUYzGBZnzXGX+fwd53XbuxCMo8NVgq8z34TXatiOL/LbIW7RXjbZfOMLI2x5RQ0FzbW/y0yQ/iObOF5Gx5ROz/Q40d3fGSOXKA7PQnNjq7HsApTb+Sxh5M8PIO4fEq+p6VwsUKNDNUCgLXYSpC/AoslyOQIvKPNIBc1MQ9SOLbDrHNsR37whZwbWM+Nn9kUUnz6o5E9FLrnK+X4CytqxNYql6hjR//ynE/c8WKcNsG0rilm9DNBr72QYo9zJehTczxx+EMgxlMREpW0egir2Hm+ucQiKQ30ASi9FI8rzfRQslxtq8gznPpiiriaWpLI1oNlbBA8V8zDSfHycRyi9Hyl07ort8C9EXXCs2yDPzrnP/ebSCWfYaTWOOY97zf2D+/2w5CuYgYfcOEk8I5p4PQoJuK5WVjTuFwI9fDPz4F4Efjw4j70gkBP/IaWKF73cCPw4DP7bXuRp5zh5HgvgiQ+DH1yJK0fPoHWnONPExv7PxavwEjfWTM+0II29D079BwJ8CP24LI2/FMPJWMdeaao51lcJtwsjbCz3TRhRQ/gL6zXdCY8mlbyyHFKfjSQtcm5hrfGRqPxQUjMUXR5OeI2vV3ZgJTAr8eGrgx3cYutBXiWWdz41obuhLomjPRjFBU9A8vjqa95ZFMQWjMYUbSXuQs7VPsuiPFADX6HUJovL90uz/JaIlnsJXrFQVKFDgi0WhLHQdmyGBdAjit29J2m3bar57lYdWYC4SUOxCZlNVVhM8LVzlYXfSC8oHSIHYHwld1gI/Gglc1zlt25Hlfyln28vovmz/p6PMPD9DAvssEgv7TYEf/w0VHlvH8FgbUDDx2yhg1wpYLUgxycMQRA2ZiQTIB0zfXiRZrHoj6/t7pClg9xhPD2HkrYo45OcihccKw/ORMHkh4vg+Bvwq8OOHUezFU0hJeSqMvF4kAXvTgZNNgON8KpW95ZD1+USkfPUnnd0I9PwHArTNFqOnbc4KoIV8Z+TFmUGaQ300+g2HmPs/NYy8WvSdzmDXzPcFJEri6e6OwI/HGqrPDk415UWJg9EzO5pEWbOYaKrSrofiJywiKjECeWe2AJ4NI28z5HF7J4y8XQECP56LYh0seiGKW2+kkH4XjW9bR+O35Acrl0h7lrJB2AUWA4SR1z+MvCfDyBsfRt7GYeRtghT6l5xmeYYQiyWpTZX7UhH48Y1obngSeQWbgfEkho1+yDtpqYZZRch+byVNR8ozZmXRg0TRfinw43tJauKA6KBvBH7858CPx1YcXaBAgW6DIsC56xhHksHnY5J6BBYN5m9tOobN8mNxO1qsrkB8/ONrHFtGHOw9kcBrM7w0o1SmuyBB6H7khndpEm+gheMKtNi8gQThVkTLGOm0HQhcFfjxawCGomMt/L0BAj92F2K3yq97zetQJp6xpJUb0LPcBLnLpyABcAZSZj9EFvwLAz+eA1xmaCqT0AK5Uxh5/Y0F8FeIHgaydlmhvTdwchh5zyCr+WCgp/l+HYnw0ICEwqPN81gbZfE5MfDjpjDy7jLPFKRUvYUoAn9F2bFWJMmSdVbmHum59jVz4g+2XcIbMgpEe9nB6W8tlIH/GIXhdWDfnBoIHeEscz1bifVuRLMo0fmMKYsK7yBBowHFfGyDAuM3AUph5K2NlEe3X3lF51wldxhSHqySe0EYebsgC+wNSKG1yFPkH0EFrjbJbG9Gz38c8sr0QvUvFgcue4FKbI8MICAleHf0+/0OjbNaNNAmlATgLFPz5Ai3WvhXiFdR8L9NDDEfef0agLsDP54WRt7fEL3KI4lnG4nmpqVR/I1Nu9qGqHM2hitPDrAB3nbf2mHknYAMXO3ovdjZGmoKFCjQvVEoC13HUBIKzIrIqnMZ+a7tMhLAXeGkGVEgtqDSs3MQ0Bj4cbsRmGqhhCzt9jr2t2xz+vdz0gJ7G5rs/4CUkSvRIvo6Eo5bkJfjDRJlpw04Ioy8wcjq+hbiwy6LBOYsqlWtvgktWJE5tonkmTWZPtchBWCIKfLTTia1q8m49CBJgbB1gA/CyNsGLaBHmWfzKsoYZZ99g7lny631kUXZUqpuQ16JwSiA2wqXPwsj7z/oOf4GBXYvjyzjNlPO/yHPwsemP7lpNL2lX1vCW/q1V5EyNYh0kbNaqCephbE8yuw0spPHWpyGFNGXkEC8FEmMyZFUzw7zRWAlVNn5isCPHwRuDiPvbRLlef9M+ymo/1lMcj6fTtrzs4b5+zlpGpfNEmYVfpC37HySQG8Xts37gR8/n7O/wOKFp9EcNQRZ4EHzwfeprSgsQHPDxsjYAnqvz/tiutkl/ID0Wr0usFbgxw1h5C0bRt4VyCCUzdq0MaI4nkxSAwc0n4yndpBz1oDQiN4Ri150XI+hQIEC3QSFstB1vICs0+sii/UViJ5QTVnIWjEXkK8o2H11aMI+GwnVyyGeqD3PYyhO4iOSirV20m9BdJMLzGe3AFYzWjDuRVZbS09aGXknHgWedfLxn4uE+MdJKpkugYR36xnYEiCMvJ2QsDYkc83ZyHMRo8XpFfN9NAq6HYFiC3Z27vti68Uw5+4T+PG8MPKWRFl61iBRSGz9g74oU86lYeSNNPe2tbn+MUhpmIAoP7ejRW87ZIkrmz4fgKz8K6M6BNOQMN9KQp/6vTnvGSQFyiARKIeYe6qFalmsOoMWFAfyUkcNAUwu97nGOmoF6bXQPX+KxsJuKEvXlwKT7ehm83UnUwuincRbVSYJytwNxbPcH/hxXkaXk0jqRZxg/oajarc2JqeEMsfMQ+/rGJL0uxbNzv9GpIyujrwVLWhsXhtG3h5o/N9q6HcFFjOYsb4WQBh5fZFCP4iOC4dZI8IOyHJfJr9g2leBa0kXzoREqL+NdAC3nbcgyXZ3LJWZ9aopTp2hJregOXx0J9oWKFCgG6BULhdexIWBKYyTV0XZxRwq81R3hI8R538wsiC7tRZakSB7Jsr+sn3O8bawznzSgcszkJKyC0kdhQ8QJeSwwI9t9gzCyLuGJH/3CGRd62WuvwbyTGyOipw9EkbeNNLZiTDXv8jcT4gWmE9Mn0YGfry9udZ1yOpncYIVxMLIuxYF5/3TnO8Xps1kJOyejAJTp6Dia0uZ+7kUUYlaSLjo4wM/XiWMvKGkLdIurNW5CQmFB1JZofshlAHHRV7Ocluo7tdIASmjoN6N6Vw8SxatQI/Ouv3DyDsQCeVzzDWXQ0LDjYEf/z975x1mR1X+8c/dzUkjhM6YUENvobdQftIRRAFB2iwLoggLKkUBqUpVUJoKCwICyw5FkCIdpEmR3kOAEDohJ0BIQvrZ7Pz++J7JzL17t6Rnw/k8zz737r0zc2fmlnnr972rsFxNJnU7L0isWQq9X5lRsgTqhzkTfdafRhNof4E+a+si7fupFdtZBpWMbOCXy/gSZcq2KzyW+u3chKKvi/jH3kffrTGUl4NlSmCLkX+HhqAgQfZai2SzLwILJok1DzFrKlVDgGELQHPzDBJrGlEg6Gn0m3QRcmrvIM8Cv+4f2wN9Tl9Cv/tPI8nY6eh3dGavSS8hRbxNUaDo5MLwxUAg8C0gNDjPIt5QuLGTxYpzDLrqlQ0A9kbGOJRHhHqgKOpryFEYgS4WxbraLH1cdBRARtnlKBL1LDLIlkcp9yxzgJ8kvEdhvd+TK2/0AJaII3dIHLk1vaNwDG2jVq3IMfgt0rqf6vsNfoguXtsl1mT1s5Uyhh8W7u9XuM2UiKYB34sjtzHq6ViRPN0+FL0nWcN5LXnUOBtm9jW5nGalkfwkcqD6oOzMJhXPT0eOQis659l7WnQUvkbG78Zx5K4k73Eoofc0cxQqXzulvBm8sifh8pmsD97Sv2Z/YHAcuSfiyB1QdBQA5qWj4F/vK+SIvgn8Jo7cWHLHtBbVZR+Mek7+h9S8/lRlU79CjdJrIccscwCXJi+P+wh93g9D35cNyDMY2cyHq2jbNzLA/2XfoXHoOzLc//80efN8YAEhsWbzxJpN/f1radszVdmsX3RAp6MgyL5x5J5dkBwFgDhyDXHkBqGSweFoDsrb+CyKZ33Ut3UpsGwcuc3iyO1CXo5VS1tHYTptGY0c6CwYdj0SndgfSSzXz/YBBQKBbkUoQ5o97qH9Ca9FXkFGzSJVnrsMpciXQOUT1RiFeg1WRUZO5uT9G5XmLEsu4dkROyDt/dNQQ2dGseH4VMpr6Zf1690D3FmQ18SXkGTlGO+iC9UPkMF+LIqoTyBX1BhL3kx8ZmLNIkiObx1/TE/iZVA9p6HGvr/4EqPX0OC3d/zzH/nbr8inNW+PDORp6CKXSYUuClLHSazZEJ3zFlRqUIsumqcjw/ESVDp1CSo7+hC9z5lTVIOM1RNo+54tAawaR+59//8wVDZUNEhH49VL0tZapgyrI5262PTeazd/NH3s6n3d6A3v77PutU+Ueky7vrDOpMSaGPV8rAdc5ecWtMdFqDdgFHNY/nRW8A2jV6Co7S/jyA32j69M23kVraivIvucL09bXiDP6CyG3t8HgBfjyJ2eWHMBMDZrBE+sedKvl6IyvO1Q6clxqM49G/A3EWUWivXfWS/F16g0aWTRcUusuQU1i58cR+7PXTkfgTmLL528C0gTa3ajXLXnLeQ4VKoglcldx5E7e+7u5Rxha9pmNitpBK5IrHkKfc6fo232M8uifo0CLdnvZAv6bSpmtLdAZapZ2euWBAKBbxXBWZg97kKNu0sj46ba8KwURUrfrPLcq6jsxnnDexT6gS6WzwCcjcp8ihezYchgPRgZyuejptvO3tMlKDfOWpBeNok1Z5PPJRiGDLDMUNsQyVO+iGrdnwTeIG8MfCOO3L+RA4Nfbk/gGWC5xJq1kDHXiMphALaPI3dSYs0zqOzkseLgrThyF1JoMIwjlxl8GZlTcwcy+uuRoZdFvoahqPBiwPaJNSvGkfsYnd9rkPN1DYpKX4curGegSNwgpPG/OXJ4dvWv9x56v29ERmfW7F28GO+aWDMkjtz//DksZl4O9Ns8DsB9vuVn7tPtlgN6TKmdumrLqC0BDptiJm7SZ50ZrQTfoCwNhddZgw76I7zu/4/ae34+sA5y/EDH8oS/v36VZccjA/676PO5TGLNmXHkfpeVTcWR+3dizYnkWYepwCFx5EYDFMvqCs+DPg9nkZcpvUv5QKm+yFH4ABmTAwvP3RFH7qPC/yTW9CfPgB2G1GcCHeDnXMTAlXHkHptDm80mjZdQSeJ/UdZ0AjKKKycdF5mEyha7A0PJDf32yH6HtkHHPQYopa09aBm1KTWLfkrtop9+is5ZDRKFAP3O3I8+zyNQv9rawB/jyL3ls8FbUN4sHQgEvgUEZ2E28KVIB8KMmtIjUYnPIPIm3CnIYKz2474hsGdiTSvqQ8iMysmUK03EtG2gHuiXXxrV1h9L23KgItf5bZzl92U6claWQMbYciiSn7Ea5bX1y6OSpJ7k5Tl3kRtaXxVfzJcdNSfWLIvS5v2BS+LIHZVY8xGSNPydX/xqpERzTGLNwK7IFSbW1JAbw99HF8U1ULbhXnQOb0Np+8VQn8MAP7BrAnnk+FBgzThyn/hpwf3J+y/6oanOtyTWZOn7YsT5u+TSmo+iGvgDUBbp0cQah7ISgwvrHIIcvEUAV7voJ0OonTKA6T1ravrlc71KNS3F9784VCxzFqqVD8xXEms2Rwba9VWkRd9H5XPro+bljLuR4zkYne8e/vYM5Gj+BmWLtkmsGQ5cnlgzBtg6jtyfE2s+QN+jGzNHoR0O8tv6OfBP1Hvykn+sWg9JK/peHYk+v5f4z3QZceTGJ9Zcjj6LF1U+H6jKzcgpG8LsNfwXuQo57d9D8s7ZYJYAACAASURBVMVfoQBOL+R4VlJ07ifFkbt7Du3H3KYn1a8lLagnZxRyfPqhIMpnwA0AU4Yd1Oo+3b6Gkpveb9tTPqvp8+WKlPeaXY+CGJcAb1WWYnWTzEsgEJgLBGdhznE0MogmIyP8zsLjbabPelJUmnM/5e9FHxS9+YX//3pyjeyMLIvxArn0KLQfdToEKTllz9WSG/2/RYZv1hwN1Q2oSqm85ZABuCaKzlVjbfIegs0B4sidD5yfWDMgseYv5CVE3+Br9RNrhqASnyY/WKsMLy97OsoivEhedvAzFAk72Uees+a/W1GteS3KbHyBlHR6AO/5acCVZWJ3AuMTa/6IHKMfVzm+7Lzv6P+yHoDe/m9wxfLfAwbFkTsisebd2v4fr97v/06A6T2p6TPmw9p+I5dpnTDwnZ6D7rfkCi5Z+cR16LOwtr+/wOAb/h9F53BnVLo2Az+nYmNkHF6VWHMg8NM4ciPw+vGJNZeibNnNvpfivsSawchZGIne20X937Z+uX8l1jyA3kv8MLfB6DzfhjJdf0CO5Afk35tdUIatWJqRojK4bfFZpzhynanoEEfuaPQ9/9aRWFOLlNNWRFnSrjS+DkWG/NDOFuwqvgH+tMSa7DdtCVR+09LOKo+ggM7q5MIJ3YFz2nm8BwpC7BVH7sTiE4k1ewOkbpEWoCepKaWuz9cV4aexqIeohbxHLRAIBIDgLMxJDkUXTVCNbCa7eTP5hOYinyMN+OVp+z5MQJHQB/02jiefKvo1imZnfQajkQFZj4zxGmQUDUDGahZBK6Gm3BEoKn0PMqp2Qgo53yTW3IE0vatRrGHNWIPcETjWl4pUTuQt1gm/VfHcPyifLHya7ylYDs0R6IkcicOyBbwc4ubAc3HkzgPOS6ypHID268Sac1CvQAu5fGa2/5tQ3mBc8o+9Q94w+CI6F9bvxyeF5cch43V52jYMZs7YGPKoXWW9sPoV0tIyLV+uR22/kdT0+QpgZRO9DNHL7Q1quzuO3OPM/IyFeUGK+jxAA++Goc/hvplqkHfw7iV3gs4gb24mjtwxiTW/rShFOz+x5naUZfgucoyfRyVtWRnQq8CgxJq/o9rr7FwfgDIIu/v/byN3bnuj7+BkcoeuhD6PnyGnZ542f3cnEmu2R9+DiNzYHoWi+p2xA8oGvdjZgrPAUaiZeXW/bz3Jf7uKs11GxZGbFaWk+UZizRqUK8dBXgaasXKVVU8BjkjT2reBvSFtoaYl69F5DDnUD1cqjgUCgUBGcBbmHEUd+DX9bXZ+M4NyCvmE5wFIUvQM8mxAi19mSf9XOZjtaxRlfR31C6yEot/fI4/Ogy7eq6Bo533IkZgM/DwrD/FDzN5HEfO1E2vOo+Nm7VHIOCiqb/SvWKan3/bSyGh40b/+df6cfJFYsw9ycHpSPvhnNHkjbg25wdfDb3NT5HRdi8oXniSfaLpMxX5MAaZ5taarUCZh38Lze1E+/XcSeflQRiPwL/IMywrk5UYf+W10JEF4AcooLYZUS9Yg70cZBTBl6CEl99l3ocdEFt32JEo9q/YrP4ui3MsgNZLbO3jN+YbPHGyD3pMhyKhZCxn49xcWLWZv6hNrRsSROwsgsWZP5HDcV7H5vuRO2Jtx5Lbzy6+GHLZB/rlMASqjB3IUpqHP23/iyP04sSby+/kw6jEYTP4dHEs+a6G71LHPUxJrDkO9PlmpVibT/IJ/fmfUE7IjmpuSFNf3mcJqpUGzu197oFKcfv6hr9BvSuaQ9ka/H2tTXWFrQedGyj/fk5Fy3oZoLg8o0FRGHLlLgUsbRzd7yexSz3Tq4j3p9znA+2FmSCAQ6IzgLMwh4sjd5oc2gbIAdcjwWIl8om8vyn/sDRrwlRlCWb12xiS/ThYRXwKloX9D7kj8GEXss20cF0cuK4G6yBtg7wJ/zyJHPhJ/Em1nA3TE06jU51kUhW9EQ7NW9s+/DNzpo7s7I8ejFUX4jkAR+iFVtnsjqpF9Pds/3z+ws3+daxJr6lDdbQv5xbA4FO1M5HxlEeR/xZHLotxZWUQWJa6h3FEARRsro4xXkn8/skFHJWTsHlZYLpvIXMkfURnEFsg4OQW91z2BxxJraJ1w6lhgMVr6kLb0nVLqObE35aVgUD5grNOSmPlJHLmhwFDfR7AvysY8X7HY3iijljWhn5RoKve/8aVViTV7+mb5rOn+NORgnY6yaCTW7IeydhORytLq6BzvgxzlrdB71gvVsz8ErOlLMt6LI3erL4HLMmnZfI2sIX37ymbmwAyyLGcNkmPOJGY3SqzphWafZAxCQZG5TuuUxX/a8sWG/WqXeIdaGcJPo3Kj9dH36NE4cod1tI0FnDH+dhz6bVoEnetVyMutrutg/bMBA+nHNX2+XBoFQM6aO7saCAQWJoKzMAeJI1eMiF4FkFizGDLmB1LdOO9I1cKgkqPizITVkTJPxkcorf8RioZe5kszvosi7JnjECXWvIwM0d9Sncp+h1HI4JqGmjx7oz6KxePIPZBY0wddnPZDzksvJOuZyfhMRQZYR/MBhsaRazMJNI7cE8AT3ijM6nR7IA3xVVCEMFv2E+D7Xj5xbWTAZPwRKRiNQZHkSsah81w5lyL7bkwlbyZupa1s4Bto+FnWlzKaXG1qhcJyp5O//4sC9NngiumTh/7kxXRavxtr+n5xBcpC1KJzuqNfvgXV6u8GXOIbrXtVNoF7adKeC0Ipgf9s9Pf1zzPwTemvxpE7JLHmQ1QysjRqDv6gsGjRYd7M334HZXomFR4v+WUf8tvaBZW2XUquYnQYeeNn1q+QJtbsRduSmWIV97UE2uMidN5PJBdyAIksVPYIPDSvdmrSiyes2zpxIPSYwKLbHT+1VOt+iGa7/BK4bCbnlCyI/BiJOTyFyvDWBtI4ctMpqMa1R0N93ZeNTc2/hNJ/Jzx5wVbA7xvq69obUBkIBAIzCM7CHMYbbeuh9O5EVCJk0UW1mlqRQ/Xv36Bykz7kNe6GvAymBRny95OrCIGchyyy/Xcvw/owchZGFLa1C2qaLl4wJ6CL/pf+tlj72upf6yd+H05FvQI7I2NrpzhyjybWZNH87NgeRooa76PMwMZx5O5NrHmCfEAZyAA/Ec1Z6IjLkEHpkGLUWe0NEitKtxYea0XqNySaNJ3JrX6AIt/HkA/xqsaZ6D1cluqOXYyyK38il2h8Db2Px6H34ShyQ3Qqvim6ps9Xiy+y6Z83Bf7n6/SzWv2dE2suRsbXIsgJiBNrVkHqSv0Ta/aKI3evP65+qKZ/7cSa+jhyN3VwPPOEKo7CRijKaxJrrkEzKl5D2YHhKOvyEXJMi/t/AnJ6n0Pv43qJBgFeiJwxixSVTkfv1WSk2rUzPtuF3oeiA1Iilzttj/Nm5ni/TcSRm5hY81f03lQGQHqg9/C36P2qVMWaa5TMRMmnprVAKcvKZvs0ILHmBOCFOHKdDdNcIPHqRDcC+N/dvZj5GSpLkU+l/wH6zgQCgUCHBGdhzvM3ZBwOTTT86zL0A91eVMugOvTjCo9lF+DpKKq8Gaq7LyEDssiTyCB9B5UbQS5HuAyKeP+BPEJbvLjvi7ISZeoZqMHzSL/fe5I36ma3JWDlxJpdyI2wW1AU/1pkhI9G2Yb9EmtWRxe1PcmbDGuRA3NJYk1vFCGrFhV/3O/nw3Hkfl/l+ZmhOITp8awkIbFmPHn/haNcCWpXpI7THu+iY10LGaCH+G19gKQLn0V65zXIuHodzdwoNn5Xc36KkpLZe/ZL8vdgOyQRCzrPWZPuPpQb2wsKu5Mf8zHAO3HkGr2j43zU969V1lsJGZ/ZMDqA78eR+wvqMwEgsSabB9IH9ZVkfQ6ZulHGdOTItjfQ7mvgBj+PI1AFr1R2KW0dhSwz+VocuYvn9X71GXzVi+7zLbauXfLtr0u108aQf96u8X8/RoGO5+PIdWWI5QJLHLkPyQdidpmG+rrRjU3N56IMxe86Wz4QCAQgOAtzgy387Tqo3ORxZMBlF9YshVyUwCsqXGTNmC3AH+LIXQdcl1izKnn50aeozGIEcDEqC5gQR67FNy4PQEZ5AzKeihf1O1BEqQXVu66ALvLZMhY5KONQlL6EHJItKZ9WfCA+yuXpjRSHskbrmsLtSejiNAnVl2fqKbuizMXFQEtizba+7r3IAaju+UNmn5+hEqkewKGJNdf67X5MbogWHYVpyBGrZDqKmjai6PXxtJU0XAHo7Y3ODYpPJNYkqJzrAf8aRyfWLBVHrvg5eBjV909C5VhrUN5wW3Q+X0IR+g2ZBQNiHpEgxbBsTsVIgDhy07qwXn9k8F+KJthW03s/FTkAw+LIvZhYszh6bwYVlnkHOahbou/Qj5Dz9Tn6ztQgA/OniTXnV5kVERBNlM8bych+Qzao8txcp6bvF9/rteo92yIH/WBUj3+rV3rLhphMoFyM4ltHQ33daZTP1AkEAoEOCc7CnOcY1Gh5Txy5rxNr9kdRrUyRYxtUklRsZF0alcKsgUqCXkKGzKmJNa/EkbsDRWYfRlHkiSgCvgKKkm5TMLJ3oTz93oScld1QucchqEzjeMqnnq6DSlm+g4zghPziXy2yvhMqDclY1h9DVtq0KCq5yRyfrCmyqGn+OYocZ6pCO1Chve7rcedIFNAPVxuEMi0llDk5k9xRqGSK3//Kidq1yFkagwzQzSrWewU4zxspO6ISs7eBW9KUaZNeOPGbUo/Jw3ut8a+Ha/uNPB29T3WJNT8rNHk3JtY8jz4vDyKnr1hTP0Mpy5f8HDjzZ2Te4SOhq/uodG0cua6q4byBHIQ34shVZtWK2/+C8uzcyZQ7CiDn+lFU7lf8/i2HattPROe7Lx0rXX3bGU77zkKKnFtTEBmYJ3iVpUx56y/+L+M36L0f1snwvkAgEAhUUErT7t7zteDjm5w/plxqdGsUtT4aRbe3JK/7r2w0fgeVaLRX398QR+4K/1orI+WgccBBceTG+8cjYGwcuamJNVuisqApqCb+M1TW8hgynJ9DGYLKHovp5FHYSSh7sax/ziGj92PyEpoHUAR9PIokF53TScjZ+Tky3kGlOzugWty10VyBma3J7RBf8vQn5FTdj/oN9vT7k8nWFtkXnYczkZFZqjiOkchxup/8uF+KI7dpYs0hqFk5RTKym7V8uR6TXvo1AD1XeoDea92SbWcKsFQ2k6Cwv8Mol3RNgSeQ6tWrM30C5iGJNesA5wMvx5GbpZIHP+xtQ5QluAB9Nk6LI9fUwTr/h84RyFHLDP+XUXassnzmMfQeHoUyFHfHkfv5rOzvwoRvSD8UaCme78SaX6EsT0f8Po5cqIcPBAKBhYCOlHgCc45s6myRJ1ATZS1yHIr1+pXvy5ooUlqpNPIVMoB+mFhzgJeZ3CSO3LZx5PYoOAo1KBK9FEAcuWfHP3jtMmlL7wYUXV0XlQpthwznxsJrFKNwtUjXfqw/nsxR+Jw88m7I1YPGxpEb4aO+25OXznwF7BJHbgzlE44HIY39i5ETcYef2TDTJNZE1daNIzfF7/caKAt0KTKINqR8culU1Bx7BzL41/LH1gM5c1mfwUBk6DeQNyhvnFjzc38MoPOyAUCp91dQUsC1ZhFb9NRLqLG5ciBb5TTVEnJcfpVYU22i9ILEOcAewBleHhWAxJo+iTV/S6z5u1d3apc4cpPiyD2Dsiq/RA7mCZ28rkXZIPATwT0bo/OXRbwnorKt4eiz/XuUWavr/NC+FfwEZUWv9xnSjDXbWb5IyFoHAoHAQkJwFuYBceQ+Rao595JPc84uppn04Ke0dQYgN7AXQxfuolNxK4p274Yai08Dbk2sWTOxZsfEmmw68kVIiebVxJrFGpuaBwIffvPIZTe3jFkrM6reiiP3lVcUOpY8q/ApufGfsVTF/wMK95f2675Jbizjy062R03Qm8eRe9o/9Rm5xCqUGyLjKDf2uoSPLH8MfJxYs0mVRR71t5+gZszryeVVQe/DZsCPvJrSuIr1a8i/O5nheRd5mVAJzWkoHktPwNX2+/zl2sXf36DP4Cuv7rnC41mE+xUk93on8EJizRaJNYmXF63MdICcqZ8AN/ms1YJK5uiMRO9HRh3KqB2OGum7wlh0jltR5gyAxJotE2sG+Pv/5x2oXuTv2RPImX3B70+xgf1x9Fn/OXIKH/CPF4fIfZvZrXC/+Nu0ReWCnhEoAHIObXt4AoFAINBNCc7CPCKO3E1x5PZAF+BR/u9R4NdISeheqkfj3vG3NajBtRcyvo5G9f8v++czp8Kh4Wf/Ae5PrDkAyauCDPnFUV32ilDTd/JrR96A5E2vBWhsaj524nMn17ROXgpUPrQx1SVfq/E1+WdqPWSsX5VYs3hizfmoD+M9FBXPHIxj/DFlBly2/n+QutDlPko/MwxBxnkf2vYTEEfuShShXhuYlljzEipDyvapBqkWZTMqitKqlcpFtSgbYioezxrVixhg40U2/+MEM/DZE8kNaEvedFmDMk0HobKmyn6KD8mdtc/InawFjjhyf0IZmXXiyH1deOpN9DltRee5K9tK48jtBZg4chcAJNacjhyAoYk1uyHj/59IkjWb6r0kel83Q87h5/7xlPLhdwY1xS6HVHO+1STWbId6nTLeSaxZLbHmBsqFDoosh/q1TqDtVPVAIBAIdFNCz8J8JrHmp6gUooSam4tNx++jpmMDFMsALvHLDkXR0APRMCpQM2yCGptBddgPoTKmp+LIXdfY1NwfDbhaFjiwob7uLYDrXtn2vMlvHKHhYrVT7ui/U8NbqIa7hTlfVnAXUjrKjN1vgGFolgPI6NiGfCrzKnHkPqALJNYshSL704Aj4sh908Gy2yC1J5CE7ePomLOMzznI8DmizcrlFPtMJqJekIyPkSO1AcqUDIgjNzax5m3y7MOnwG1IVeqn6P2v9bczZjP47WSSkPvEkbvdH8d30DldGTgljtw1nezvfMU3mveIIzd8NrZxM/n34hp03oo8gz7396Om5VfIDd1KidybkVLZ9b5R9luNn4vxEvr8jUcZzPfpuPE7m+kCKjOsNgQxEAgEAt2M4CzMJ3xk/Y+oYTNrfH4ayWU+jtSJMlqRUb0IMnKuRaUTKar5/wCVGQ0mV+m5CmUgvlc5IKtiPwYjY3RS69T+n0x46jxoWQTgjIb6urMTa/ZF5U4gI7gPnWek3kJGcGVGIvXHUuuPY7Df9mBk0B2AmqtXRJmFzVENuQXW9EOJ5iiJNb2Qkb4uKu3ZAEku9ic3fD5EjlXllOeMz1HGpL15DFej92s7dG6+j+rv30IN1FkG4k6/nd9U2Ua1TMXmceRe8LK6r1BuyF0D/B9q3j0SvW+/88d5bhy5yl6Ibodv5h+BPo+ZChfISXgJNYFPT6x5EjmeIGetN+pTWL2wuczQ/UccuUqn41uJF0LYFqhH56pXx2vMYAqwQuWU8UAgEAh0T0IZ0vzjbHQRzhyFVuQE9ETG6Sfk5S8WOQMgYzKb2NyCLsx7AxfGkeuHSiueQiU2O1LeQFxGYs2eqGRjKLBqTa/xH/bb+jT6rN94c0N9XaZlX6xP/gSVaFwLHOb3L3NEUvLehufIezPwj9+AouKZA2HQvIeB/v/tkbzoWsgo/yFyFJ4FNpgbjoJnWVSq8iE6D79G/SFFxZyVKZctrWSAXybLklR64Ouh92wppHp1BWqo/jFyGDI+RkP8HqG8sRx0vlpQ+RoV94+ibcT3p8jA+7nft4eQNOj3KZeU7LZ4Odasv+CdwlMnxJH7lXcUlkWOA6hsawByxNdGpV5/R30NWXlZV0vuFnriyD2Lvsvr0bmjUCzP+yA4CoFAILDwEJyF+YDX3j+k4uH3Uf32haj0ZgXkTOwCbIIMy22RwbMlMha/j6LVzaixeS/ysh2QwflhB7uyNrkU6ErARjW9xx5iBjx/bGLNTj6yeCu58XsDMrBWRr0M75KXJ5VQRuQbFMUt1oM/iEpnis26KcqsZPX3vcl7BiYU9vuGOHK2g2OYXeqBrZCzsi8q52pBx1osR8mcnzJp0wIroDKgQbSdoLwl6i25FWUPsvKXVuQ0gJy2rVBZzTjKG9lB5/ct8vKmHsDO/v7+tM/zqMSpKL/qfBnQwsCeKBM1BL1nF3v1JBJrjkKO9j7Iod4AzQc4DjXibgecH0duO+RYHw/8at7u/gLPc5T37LRHDbnD0JFjHQgEAoFuRpC3mz9sT37us7KI1ZCx82//+DfAl3Hk3iys91RizVf+/gR0IS8afT3QDIFBKEp9eCcR+cuQkTsJGbinIPnIrKQjRcb0dL/trcmdkaIUKmia80H+/jSkXvM/4Fw0Y6DZP+dQDfQTqOEZ8nr/KX6/90ZlIv3jyGXHO7d4EMnGTgMejyP3NpImJbHmciSJClIrGoQctqwcaTLlhtGPkfLUQbSl0jGfjkqtvu//z6RFNy0s8y5ysDIJ2BHkWSWASxNrhiMnYjmqMwE5KL3Re9IDGdb3UBjs1l3x2YNapAR2MEBizdNomNtFfrHl0fu3MvocFlWqlgP2iCP3BPlshoDHz2U5FH2XK6fBZ2S/FzVoHsxV82wHA4FAIDDXCc7C/KERqbOMA05HButKqPfgt6gMZXgcuVFV1v0pMvReiCM3/so7zr2h70aX9qjp8/W4OHK3+WW2rFwpsSaT89wK+FUcuUdRicoqaICSS6zJlHey2u8SMpCzz4lDTswiyDCYjgyFxjhypyTWfIMMtovQ/IKarLnYN3I/jAawLQV8D8nJroayKnsAf8miwp42jkJizY/QoK8H4sj9ssr56RKJNT1R1uYV1MDcWjlxNo7cUb6Jti9qGq+UMe2DHKYUnY8UnaNio+crwBcoU/ADcsdoDGqo3hhlVLJ1ppOXwvT1yy2NmrAbUGnWEP98P+C/lMuSVrJDO48vk1jTP5vF0R1JrFkefR8qB75NRE5YsXRmAF5O1/+fnecuNc1/m4kj97rPRC2DMmTF3pnHUNZwQ/TZP607f6YCgUAg0JbQ4LwAkFizJHIenqyc4NsRjU3Nq6GIXz9gt4b6usc7eI11UE0+qH79MFSeAlJJ2jaxZhXU3PsaMoS/QZr42aCw21ET8CKoCfd4//g1ceR+VvFaTyOjYj/kCD0SR+6dxJo7UenII6gcZxvg6MIE6o3QpN7n4sidVuU4nieXQx0YR+7zymW6QmJNE3JsLFJamuQHhO0CPFPcrp/6PIb2yytOQs7PZUiv/29o6NupceSeK2zHoGzBypSrJ52F1Hh2QdHtM5Fj8Qe/7VrgnThya/ntfB9loTJVJNB7+TlyTnZH0fRqFB2Zr1GT9HvtLLvAklizGvAq5apT/0Y9DK0oM/UIbSPhN6LswifIgXg0jlzlHJFAOyTW3EYuqVqHzudTKAjRCiw7D7KBgUAgEJiHhJ6FBYA4cmPiyD04M46CZwiKOvcmr19vj/dRVDBFRtYQZLiC1GOII/c+MlSzhmQoV4zJ7v8ROQrjUfnOnZST9Sz0RQb0ZcCThRryHYBfILWeGuDIxJq3EmssKq3aCTg1saZamcwt/vYx2jYBzwyZRO3S5E7ArUgZ6X8+E0Nize+RAf5qlW1MRAbS8Wi412rIEWtANfDbVCxfnHpdLA/7JI7csDhyl8aRexWV1IxFWaaP0RyHGcPL4sjdiwzdw1G5zSlx5FZAGaWzaL8kCcp7IZYgdwS7G6tQ7ih8g2RS/4wyaFdRvWTmTvT5Ohp4NjgKM82L/nY68HocuRQ12N8IHBochUAgEFj4CGVI3QyfhRjrJwvfCdyN1Hv+3tF6ceSmJNZshgz0R5EhdQJwbxy5YYVFH0KR71/62yLrocbjrEE3RX0Flc24/0QZiHXJjePeyGkAGXknFpZfhbZqPl+h6G/lcVyYWPO3Kq85sxyOGl0fLhg4WYP1MkCPxJoe5CUuI5GBNB1lD/5APoU4QtmYSiobs9cm73d4DDkBE8kdIBJrFkcTmrOswSCU1dgKNZADqiVHkqxX+/V2QD0QJdqqMRXpXbj/KnmPTHfjYaQothLKRL2HPkPZb1o1x7sFqY9lGbGPkOMb6DrnI9WyT+PIvQEQR+41VFIYCAQCgYWQ4Cx0IxJrzkPR00cTa3ZqqHffIInRLhFHrtXPFcgirv0yR8HLqF5GrmLUgqLfi6EBb+ug5tslkGLQEOCydoz2wynvm3gLya3+DpVMvY+yEhYZ2ouieufRKEI8DSkTbZ5Y81YcuZEVxzG7jgJ+GNhRFQ8fhPo47vL9Cy6x5j5U1tOE+jAmZ03jiTV/QtmEVckzFRn3Ax8k1iwbR260L2V6FkW910X19FejnoPhiTWveAfwrygrUWQTYJPEmpfRufkvUl7aFg2dy5rTs/e1WkS9GqPjyE3p4rILFD6ifUbFw1MTa3ZBTfk/arsWI1EpXgsq7RpaZZlAB/jzXplJDAQCgcBCTOhZ6EYk1gwlH9bWv6PJxJ1s53AU8b8ojtxk/9h/yI3UP6GI7S5Iv/5pZOReigz6n3dksBf6AaDtpNzbgX3jyKV+MN1TKLPwTBy5rQvb+BuK3H8BrNaVpkk/nGxzZOzPbElXR9vt19FU38SaTdG5mYIyNz2AF1BvhUXZn58B18aRO8yv8xXlDdNXxpE7MrHmE6r3G3yO3rNaVCqWZTxeR5HeYbRt9O2M0agZ/QEfHe72+OndI2k7wG4ccgYH+Oc/iiP3FoFAIBAIBDokOAvdiMSafVA09fY4cmcm1mwOTC0aeok1GwAfdiSZ6rMLDtW2n4S0+EHR/8ppuBm/iSN3YRf3cyUkmToUNUEWp1FPQdHxf8aRO9wbd9sg2dJxhW3cj5qGU2ClOHJtSpIqXnMRVN+/JHBLHLkDqixzEHIm/hRH7rOuHEtXSazZGZVwgQzwbckbsceijM001MB8FSqBGlLYxEh0Hm5DfQRTUD9EVrb0X+SI4Nc/3N+firIULeh8L4UG3VXrR2pt5/HpwK5x5B6p8ly3wpdxfYI+v9OQBs3OCQAAIABJREFUs7aCf/o1JFH7DWpA3xt4M47ck/NhVwOBQCAQ6BYEZ6GbklizL2rIbQW2iyP3ZGLNH1BT7EfAunHkJlZZ7/souv8pMi5/4J9anXJ1mXtQpqE3KmvZK47cXRXbWpe87n7naga4d16epbxWPmOR9jIAiTUbo0nHj8SRO7nK8/38Pr/my6uWRBONjV9np4rlV0MN3SXgtjhyP672urNKYs3BqFQJ4BikNpXNTjgDDeEbiJqpx6KyofOQoZ+d4xdRFmdR4Br0HhQVj25EhvBVqLSrMnreVYqKSBmPxpGrLH/qliTWbIUct0VQA/i6qIfhZeRwTUXqU4egc3FyHLnz58/eBgKBwMJFqVTaBWhJ0/TR+bwf15EPwN0oTdNqQiWBLhDUkLov2TC2GvJG5CySvRJq0q3GXsjIXIV8INg4//dHFI0dhfTS+6IhYBtnjkJiTZxYc0xizblImnJF1Li7W/FFEmuOTKx5Fk0OXhY4B2UzPkCZi39kjkJizY8SaxoTax5JrDnCb+LX/nh+k1izQsW2a1GU+GVUu08cuTHI8fkTcERizeY+25AxnnwK86fMeW5ETdtnICfnn/7x54A/xpFbDTWWgxyGy1G2oTjoamPkaByCnIYelKsmDQBORdKzrYXHO/P4K5+v1gT9QCfb6E58h9zpHYy+IyNRadyL6PizwXkl4A+JNTWJNSck1lyfWFPZfxIIBAKBTiiVSsuWSqVb0Oyo8Du6EBEyC92UxJq+aNryJOCcOHItPop/JvBEHLmLq633j+d3b6rp88X+ZtlXDTKUvkbOwIfeCB+PSl/eiiO3rn+tZZDhOhj9CBRxaLLwbWhOxENednQqivKPjCO3nN9OjW/iLR7H5sigzkiRQk8f1DMBclzOLaxzJBpsBzKae8WRayk8/080TfmVOHIbFx5fFTk2988LyUyf7RiXvVZiTY9pn3z3FffZtuuZgc/Qc8UZQZfUH0dtlc3ciRy8jP+iEprvVFm2WsagPVrIBQ7OBi5BDtqbvmG62+IHiL2Lju895Fifiz5TJxQWzc7XJJQJutk/fkMcufp5tsOBQCCwEFAqlQ5F5cwAP0nT9Lr5tzchszAnCWpI3RQflT+x4rHXKDcsy2hsav4BHKTG48FXpmbgs18Af44j96FfpBU10q4KDEqseQsZkLchw//ENhuVhOhyaDbA9MSaNePIjfAN07uR1/FT6Sh4plFu5JZQ5Lw4TXmtinU2KdyfiIzslsJjG/nb9RJrlvRZB+LIjUCOzTwhe93C/y1XPNq4SuoWZfr4lTErPEaplA5Fjcbb+8VGo2xCNtNijYrNbkv7mYRqjkJlg3nGNUiKdWf/Gjf7+yTWvJnJYnZH4sh9kFizIcqe3Yv6F4ZS3jj+GeobaUDnvpm8Vyc0PgcCgUAg4AllSAsZiTX7Jda8mFhzXJWn+2d3pk/6zitx5JaNI3dB9piXRdwKOQx9UBT+XpRpMKgMZlcU+W9FTbhvo1p8kBH758SaelQStCJwWGLNlYk1nyXW1FXukB9CtiNwKDLys74Hg5R+bkcZlCLnIWnSj1F9/wd+JkLG4X6/xwCjE2vaNDvPL9KW3v8EqF1yGKVSOh05Wg5lYqajY1rNL/4U5bMuHHIIagr/VzK2cL8FncexyKkqOhmHIwP5MGB/ciWsqeTlWt2GxJrFE2suzD73ceSGxpG72zuoy9JWYWo5VPKVlbj1QOpbQ+LIhdkLgUAgEAh4grOw8HE+irxfWGFAg+rqjy6ZCadMG7HnFtVWjiM3GpUiZRSj1WvGkXsITSuuQY25v0GqRSCjdC/gOmApr2C0DJpdMBD1HzzlHYfidONBqKxmGJrPMByVhoxExnPZROI4ch/EkdudXCloAJqFkD3/OBrUFaGswx7VjjWxZv3Emg8Ta15NrImqLTOnSKypT6z556I7NVzWd7M//rLvJheP8Pu2OCq36uX/35T8nPenMIgNNa4XqcwYjCKfRg155nBxVI5TfC9rKC97+gCVbm1eyDR1J05Dw9YuSqyZ0dyeWLM2chp/Q9sheYPJHbNLUfnRs/NgXwOBQCAQ6DaEMqSFj/vQsLGHi3X8AA31dWlizSPIIO0JdS3VNoCM/7tReUpRcec9f7syMBkZuF+SR7BHAkujKPbwxJqz0DTiu5Ex/yyQNTD/1Nf0L4lKYgBMHLlzgDUSa572+/E94NjEmu3iyD1RsZ83A79A0fDKWsRnUOR8bSRlWo0DUTP4Sihj0tTOcrNFYs0SeFnaUs30zXos+c7KXVitBTk82bmxqCTsrnaWn0j1PoaMq4BM+jYlV6eagsrLbixMsu6OfOxvHcqMkVhzLPr8jUHyvVehuSHZecrkgUch5albEmvujiN3w7za6UAg0D1obGruh5TVFkXZ16EN9XXtzt+ZVUqlUg8U4DoUWA9lRSej8sjbgSvSNG2jdOjXHYSu/zujIFxPVNr6DNCcpum97ay3MgoYATSkaXpFqVTaGTgS2AIF/b7y27kiTdP/VKx/KHmvQsa1pVIpe2xQmqYflkql7YDH/GO7IbGRS1GQcBqyMc5M0/SewrZrgf2AA5DoyVKoZHQEqjD4W5qmX1Q7rsCcIzgLCxlx5I5OrDkbld8MQT84N8aReyKxpj9qJl4MuAk4KLFmeWRMfwSc5Ms2PkKzF9YrbPoPKHoLGjCWRbB3QT8gw9AX9yvyH4NfoB+rycCa/rlNkbMx2O9bkWwy8m/II74ZS1T8Txy5XybWXI0mEX9e8VwL+WC49vgnmvY7Fni4k2Vnh8vJs3iV5TD/Qz/GxSxfC3KANkEOGcgJuw7J5W5BW6WJKSgjFKEMwjjkOG7ht/GXwmuMIXcW3ooj99dZO6wFhzhyf0mseQOwhWFru/rbJZHk7ElolsVN6KKTldItA/wdXVz3Saw5AV2IDuyuE64DgcCcobGpeV1Uongw5fOHJjQ2Nd8AXNZQXzdHpsGXSqXlkEOwecVTvVCJ8FbAL0ql0u5pmg6rWPckJFZRmXFe0f8dUCqVHgQOTNP060724y/ALyseHgDsA+xTKpUuTtP0+K4fWVXWBG4hL4/ui+yDUYX9WN0vs1HFulmgcTPguFKpdHiaprfM5v4EOiCoIS3EFKYBj4kjt1RizdIo+m/Q1N7dCpOSAXaLI/dAYs0ulKsenRNH7nS/zWXRj9kWqIylhIzU7At/EPBdIAauRiVLoCFs+xe2Mbywzq0oS3AHiohkrz0WqTX9LY5ce9mBBZ7EmtG0L2VbOQCv2OydDVwr0oIcvsnAdn75HsjoLZYgXe2H3q2OlIFApV2gc32Yvz88jlxlE/VCQWLNxeSfP5BzcAXKpFwH7Ft47n3UED0OOdOgz+8/4sj9b67vbCAQWOBobGo+DmVkO1KZS4FfN9TXVVUg7CqlUmlx4E3ystv3gOv97XeQqs+G/rlPgPXTNB3r1/098Dv/XCsKhD2MrhOD0e99Vmr7OjAkTdMZM44qMgtvI1GRcSiz/SKSot6XPAAD8P00Te/z66+IpL93IHcy/kouF/5QmqaTKjILU1DQqgkJoSwPbJWm6Z5+m8ujYFoWYBuBfreHo+DhD8kl21OgPk3T5opzeh1BDWmOEHoWFm4+Kt7GkfsSpTfPQ9kBgBf87XhUogEq6Zjq75+aOQqeI4GtkYGaRSf6F55vBm6NI7eof50v/eOvFJa5tLDO2yijcbtvsP6MXNnoDb+/6yXWxO0dZGJN/4qZCgsax6KZEMMoV22CtpOyixelLEJUVJHqgc7/RujHM5PAzRyFSejH/S/+//dQGRgocnM5+sGd5h/LyncWChJr+vlG59+hmRfF/psalKJ/BV1oWlDZ0lsoxX0O6uuZhs7jz4BHvZMdCAS+RXhH4SI6l6MuARf55WeHC8gdhZuBddM0PSdN05vTNL0EZZqz+T0roB4tSqXSZuSOwjhguzRND0zT9B9pmt6UpukpyPj/r19mfTSPqD3WQrbAumma/tpv4+o0Tb+HHICMw7M7aZp+nKbpneg6l/FymqZ3+r9qw1d7AxekaXpImqZJmqbnZ46C50pyR+Gmwvm4JU3TK9I03R39bmfCH1eWSqWVOjiuwGwQnIWFm92Rsb1D9kAcuYfiyJ2aTVuOI3c9Sgeu7iUnh6CIxJvAjnHkzgNIrPlhYs2uyNN3qEb+H5QbY6DP1A5+21+gWvHjgC/8HAeArL5wErBDHLksokEcuaHkTsu2wA3AT4DmxJriDwl+v7ZBactPfTPrAkccuRvjyG2CfthmpvSvBn+OUAaiyGe07dMA+EEcuc3iyL3hp1bvVLHcfuii8RKKmD2YWDN4JvZpQedX6CL6e3ThegNF14qsjsrjHgSW9fNE1kRldg0oE5M52q10PvQuEAgsRPjSows7XbCcC/16M02pVFqSPNv7PppRMK24TJqmrchAzwzvLIBWDOYdlabpk5Xb9xmIfcivvT8tlUoDOtilhjRNP6vy+O/Jfw+riqTMBC1oEGwbSqXSxuSiJUOBQ9M0nVq5nC89Osf/2xf19QXmAsFZWIiJIzc+jty9ceTGdrLcu14FCZSyWx5FMTYHSKz5CWqsfQBJkl6BHIZjUaPXz4B/FTZ5SGJN1u8wGDWZXg38PbHmNSSrehywaWWvgecaZKTdT7kzsn2VZXdAUfXFUcR9lkisGZxYc2BiTc/Ol55lLHlJUDUyyVJHLos6AaVrH0M9H58hQ393dLG4pLD+C3HkHgXwU69fR+nd4sUkS0UPQYbxBcDTiTWLsXDwfuH+augz0adimVaUUbkkjtzYxJqVUU9IxnqoMd6hLMykxJo9E2vWn1s7HQgEFiiOpusDLjNKKHM5K+xGrk53VZqmVXul0jQdjwIiRwE/K5VKvfDzcdBv2s3V1vPrfol6s0Dlrbu3s+hXaZo+Vu2JNE3HkMubL9Xea3WRNzvonSgqGF5c6ThVcAm5A9XunKnA7BGchUAlN5Ib6H9IrDmY8jIjA9Qh47wHSpvuj6IWWcRhOaQ8A+U/uIehFOjKwAFx5GY0aCXWDEms2Q3AT5/u6eVRf4SarV8jn9qcrXMWcApSVLgb9T60IbFm0cSaGxJrbkysud7Podi88PxA1AdwI+0rJ80JnkIKUyPIy7OKZBFwgzIAJwGnomzOD9CP80DkyJ0TR256HLnj0Pk/k3ziNcjYrTSSv0KRqU/9/5n0bE+qT4/udsSRuxl9PoulW5WZhRrUQ/OfxJr9UKnWhbTNIBh0UX4RTdJ+LbHmcAKBwEKLVz3qTByjPer9+jNLMUrfJjNQJE3Ta9I0bfQG/QbkYhWP+exDRxRVjNrLDAxr5/GMcf622rDPmeHtDp7bsnD/kY424h2orJx6hVKpNLCj5QOzRnAWAmXEkfsveT8DKMtwOfpip2hwWBMywMajOQDF6csZI/z2HkEGf6Us5wuJNScm1hyRWLMV8DRwX2LNEX696f726zhyW8SR2zCO3DsV2zgCRUiiOHI/BLbMHI4KfooMyAOR+tEmyBDP6EPeSNxGdWl2Saw5ILHmXXIFoxby5uQiReO+1g/My3oS8MtnGYfsB5s4cv+MI/f7igzS6+T9Ec+jVO0gv43vkBvTKbB/5bTp7kwcuQRlvzL6oOMsTmbOMix/R45SDaoHfhU5Z8Wyr3UK97ed0/sbCAQWKNalbS9ZV+lH+e9FVynO+amcp9PV9d5vd6nqy7Q3W2hcO49nZNeVmc28VNJRxUO2b5k6Y2d05bgCs0FwFgLV+BfwW9SgfCmKUq+Ffhz+i77AP4ojtxiSP51Anpr8EmUZDkusGZBYcy8qQyrW6o9H2YfzkVG3O/kPT3uqQdW4BMmAXpxYsxcqk7rPR4sBSKy5w7/+dNS4+rHf/xk6znHkRvh9PgdN9Z3TnEpeJ38FMs6HoozAA4XlFkXn93SkDAXqC/kjynps4f9i4ISOXjCO3CgkE3o0sFMcudPjyH2DImY9yL/7X9BJ5Kab8nTF/8+jetaPkdTvL/zj2YVvHHI+D0FZqk0p7/VIkVrIZok1oS42EFh4WXQ+rL9k4X5lJrQjiln/qrMXKig2GrcnCtLe/KU5TZsehALZcU1KuybZ2ZXjCswGYc5CYAZ+DsMDKAL94zhyTyXWLIocglHIY18e9Q4c7RtoH0COBGhScx/gtThy0xJr7iOXeivSn/LaQoPk1pZkJprK4sj9Ac1/ILHmkMJTi/nHTOF1RqLU5migX2UfRxy5O1GpydzgFlQH/yBwlFd9Io7crcCtiTXPoB4CUHnMZYX9mgqcXLG9Lsm/xZF7DpVXFbmevFzpeWCfOHJzfLDQAsAdqHRtA///63HkHkAD+ABIrCmRp/C/Rp/vF8nLwFb1z01DzsXZ6LtxQWLNxX4mSSAQWLj4pvNF5vj6RWO3L20z8e1R/O3uipFczJhUUyhaUMiOq2+pVCp1wWHoLsfVbQnOQqDI1uRG6yGoxv5k1IwM8GMUDV8dpRB/Qe4oTEQR7+8CpybWLFd4LuMrVB++BRW9DHHkupRR8A3ItyIj8LCsoRepJvVHEfN/+MfWQg2qWwPnxZEb6R/vsOF7ThNH7pzEmj93MOBrLyQ5+zUq+Zqb+3JjYk0NOifnx5H7tLN1uiNx5CYn1txI7ixsnlhzLXBHHLl/+2VSP4tkLeBD4DfkdbhroWbBNZHjcSl5mdi9wVEIBBZahtJ2/k1XmUB5uWNXsYX7K6I5ClXxU5q/g0pvRhWeWrX6GmWsXrhfTe1oQSE7rhrU4/hB+4sC3ee4ui2hDClQ5BnUKPQFMl4hb4ZtQYZ+PXIaNidX9mkB9iaP0i6C6sCzOsIxyCBeDdXq/w5FtTMFpnGJNaMSaw7owj5ujDTyV6KgPBFHrjWO3F/jyF0aR256Ys1GSDrzUODiOHLXdWHbc41OJgGfiRQt9gN2nAf70hxHriGO3Idz+7XmMxchFa8JyGk4FGVyeheW2RZ9Nn+IBghlUqm9gf3iyG2FZIQzR+E5oI2EbyAQWDhoqK+bgIJPs0KTX39mebFwf0i7S4lfoWt1ZlBn5TzblUqlzmy64vVlQR5QVsyId3hN9MPsNvb/jkrT1Ha0fGDWCJmFwAziyI0jl0vdI7HmFtQAuhPwRRy51/2it/nbaxJrhqGI+NuoqfknaDr0VK8c8wgqL+pPLoe6nV//eyiikg1s+wUdSL953kAOzWBUx98eg8g/3yt0ss35zWaF+6PbXSrQIT7rdBjwSRy5e1FfzNmUq0R9AuzkpWJv8oMK7/LP3ZxY8zjqhSn2kzyG3pdlUVZsO/IppIFAYOHjMjSAdGaaeFNmPTN8P+qrq0WSqJemaeoqF/JSqdnk+S+Qk/EACmCsiGb5VL0ulkqlpZHYB+TX4jlNMeM6O8HoO8kHzR1bKpWaOpBPPYY8UHlPO8sEZpOQWQi0x00o0n19HLlHCo5CJc+hBmKHmm7XJq+dXIL8S7wxcBa5o5D69Z5AWYapwLXFDSfW9PF15TOIIzcxjtzmQN84crdX26HEmv9DmZGJaL5D1cEvCxBZWZQjz+QEZp5TkLzuPYk1+6BygBfJncYxKENwN/p8vJ1Y82xizYw+Bt8YfiByNH7sH/4RchRAWbR2SwQCgUD3p6G+bigzP+Dr1369mSZN009Qbxuo9PHyUqlUJmddKpV6oEBGNtX4ijRNpyOhkKym//JSqbRN5fZLpdJiSLgkmydzTZqmH8/KvnZCsV9glpUF0zR9FfX4gdSprvWOUhmlUmk/JCCSvfYFs/qagY4JmYVAewxFUdQ3O1luILCrv/9z5IBuDQxAEY8/kysfZZKs09EPQTYUZjVUlzjaK830RYbdX4GXEmu2rSzjyZqE22En8rKRp+PIVU6ZXtD4KVItemRhkjCdzwwgnyMxEc0FmUR+oYW8zrUeZSCAGZ+tkYXl3kQKJb2AZ4FfJ9ac1A0+V4FAYBZpqK+7uLGpGSS60VGGIUWOwsWz+ZLHAP+HfqN+BmxRKpWaUHBiZdQTONgv+xY+CJam6f9KpdI5SEVvMeCJUql0C/Aw+t1az28vkxQdRt6HOKcpBruOK5VKX6Ig2P0dDGBrj8NQKXEEHITOx7XAcOSI/AD4fmH5X6ZpOnyW9zzQIcFZCLTHjqjO++VOlvsUZQR2RkbZmkiFJmMk8DmSk6tDP3xHUj7LYUkUzZ2OnAtQP0QJSVjuiCZHd5Wr0Y/uN0DV7MOCRBy5j4AT5/d+LASchz5rnwL3oYvMkegC+hbSP5+O5H3vRBmD3pTL17YhjtzriTWrop6Gbfzfp8C5c+UoAoHAAoF3GB5C/XH1lDc9T0Azhy6f1YxCkTRNvyyVStuizOd6yDH4U5VFXwT2TNN0UmHdM0ql0mTU/2bQ9fTAKuveA9SnadoVmdVZ4SV07V4DBQmv84/vzkyWPaVpOrJUKm2FfqsHowbuc6osOh44LE3Tf83iPge6QKlrEraBQOck1vRBDsYrvmfhMOAa//Rt5LWWxyD1mX8hh7UVlXf0LGzuD+jHbkXkNOwdRy6rLSexZg3/3COdZBkWKBJrIlQj3xfNqnhvZtZvbGouNdTXdZvjnZ8k1myBMgEgp3UginKtEEfOJtb0AGriyFWthU2s6YeapFPgeNSbk6kl7dNeGVygnMSaZYCV4si92OnCgcACip/MvA4KfH0DvDWLzcwd4suNDkZ9UxuiYNo3qCH5RqCpWj+DX3dV5NjsjERADJot8wIqPXq8nfVWJlccuitN072qLeeXfRWvMpemaZuMS6lUWh6VA+2IMrqjgZPTNG0ulUrbkfd7XZqm6bHtvU5he7Uos7AfKmdeGlUevI+CgdenafplO+teh5QdATby5U2BWSA4C4G5RmLN3uSR/atQ8/NkYCMksXpNldWeAn4XR+7RxJpDyfsYTosjd67f7iBUJtWn+Hh3ILHm58CV/t8z4sid3dHyGY1NzYuhgW2rAfs21NfNjea0hQrf8PwyynY9i3ppnosj11Cx3NIoS/AxkthN/ePHoBphUPP9GeS9Cz3jyFW9YAdyEmuWQGUPEXB2HLkz5vMuBQKBQGAmCWVIgblCYk0mOZkp0ZyOPm+Lokjt7cCx5DWYGVuhOQ1Hk+tGp5SrHCxL3pOwEt2Lh1EJSx9mTrlhU2B9f/8A5o6SxcLGIqg5DlQ6BLBRYs21ceSeB/CDBV8lb8p/PrHmMZTleh2VLdWgErqHUD/MZcFR6DLfIa+V3qCjBQOBQCCwYBLUkAJznMSaI4Gnkczpp3HkHkbqSq0oOv6Jn6D8TJXVa4AdUD15ZlyUkNEGzJhMfDTwF3IlhG5BHLkP4sitACwTR+6VTlfIeQY1hX+A5GzLSKzpm1iz5BzazYWF8bQdkDSe8ublnckdhRbUdzMClRwtgtSVSmj6dx0yfovrB9ohsWZl1OcxGUkonzBfdygQCAQCs0TILAS6hK/vvg7YB+k7fzeOXHtTFdfwt73QvINhceQaE2uurojInovqMQehWsQacq1pUKnRusDdceTKVJniyM3VScdzm5nts2ior5uM5lK0IbFmBdT0tmRizT7ZhOJvO34434Zo4NqBKMt1dTa1OrGmF8pMfYKa8XoAR6BeGIA9UGnSNCTtu6h/PBuCFOiYN8gbQt+OI/duRwsHAoFAYMEkOAuBrrIbkm4DDTlrTqy5K47cDF1j3+AM5aPZB2V3Kks34sh9gpqWSKy5GkmIfoWauB5F6hPrAusn1vSII9cyR49oPuBruM9FTV9nxZFr7WSVrrAxeS39zkBwFoDEmnWB/6Amv8WRE3o0uX76McBJFav1RSVyKyFVr8wp7QmMQ8pKhwPJ3Nz3uUVizSFIKex4P4RxbrxGTyR7XFSOCQ5WIBAIdFOCsxDoKm8hqbh+/nYrYKvEmqfjyD2dWLMe8CQyyIqlQZ93cftZNHdZ4NI4ch8m1mQTHAcCTybWLA7sG0duqJ/AG3XDaOUJQNZg+zKzYdgn1qwN7I3UlW5E5+nSxqbmn6IZAuc31NfNrLZ1t8c7rf9C08iXqni6V2LNmnHk3kESqhlXAVtNHzvoo4nPnREBt/ff9SeVQ4sW87dDEmtK3UyF60ik6JTNltg3seZXyCn/P+C+OHJz6rNyEJq5EggEAoGFgOAsBLpEHLkRiTWroFKMvdE8hAnkQ1i2Q9FbUPPu1kBtHLknu/gSx6MehMWRkfchGsryS1Rnfrxfrj6x5nxU4jAwseY3ceQunPUjm+dkzs00dIxt8NmHOjRQ7uXC41ugAXjXxZH7GPUwrAD8JI7c6gCNTc1boDkTIMfuF3PhGBZ0hqBMGGg6dh9UEgdqWp7mG+gf9suNRzrg6077ZIesIZrxD147pP+uP9kfNUdvjhzmFYAbupmj0AtlSIoyh/1RWWFW9vepVxlbHmXzHpyNTN7bSJQge71JyBkLBAKBQDckOAuBLhNH7gvUr3BhYs3TwEhvtALcDOyJPlM3xJHrakYh2/abiTUboB6Gm3yJ0+vA4Yk1A4G90NTGrERkoF91KzRhs1sQR+66xJqhwNg4csN9hmRihWF2Haqzn5BYs3wcuXGJNb1RSU0/5DBsjRwOCrcg/elpqGzGzt2jWWB5CTmTqyGn63+o3O1k5Dz8E6lLjQIGxpFLE2s2Bajp92lm5I5DjfjP+uW7LX7myQvI4akk6w9aHrgDfa6WQI3dR3X1NbxDciK5Y5A5Cu8CW8WR+2rW9j4QCAQC85vgLARmCW9EFf//EtXLzxKJNesjIwWkmjTNPz4A+DqO3KrF0o/EmrNRrf7ps/qa84s4ci/AjJkLVwBvJdZsEUcum6qZGXA15EZXKzAFOQuT/WM7oYj43dm2G+rrhjc2NW+KHKqZmXq90OBr8ddPrKnJekL852tF/zfCL2rQ+U3jyP0lsWZ4r0EPjp767gEAIxvq6z730qqro0j7nOgvmV9sizIkZ6AZJ8XIP1M/3InWScvsMf3rtSn1/pq+61+58kxu/yjgLH9/JHBePHuzAAAgAElEQVQKUjQ7OzgKgUAg0L0JQ9kC853Emq2RpGqmhvQucjz2QMb0J0jjfhwydCYCy6CSkoO7q+Z9Ys3d6BgBNowj95p/fBk0dfJJLxObLb8GOv5/xZEbM6/3t7uSWFNCE0WPQepG+6Lyo/uyc15lnb2QXOrRyEE7Hzi5O5UfVSOxphZNhXVovkRpyvA9mfZ++cDW3uv9fXrP5f53WBy5pi5u9yDypu+d4sg9Mgd3OxAIBALzkeAsBOY7FYZGxmOo9rx3J6tvHUeu2ryGBR7vJP0VeB5omJOGqG8G75fJhH5bSazZFngAqRwBPBtHbkgn66wLvNEydpXS1Hf2p3aJ4fRe47bpKCMxZGFx1BJrdgOOmvjcb9eZPnbNVcqfnU7fLc4Zeciaw5ebie3tCEzurt/HQCAQCFQnlCEFZovEms2AlYHb48hN72Tx9rgFlXosj2rLF0VNlpmj8F+k2JLV9Y9FjdDvoinR3ZI4ck+jUqo5ih+G9TKwWGLNgXHkunXN/WzyZ3JHATSLojb7rCbW7AT8BLg+jtxDfpkpQMvU9/Y208euwfSxa2CWe6q2dpFRawCbocbybk8cufuB+xvHNv8anacCtUz7ZIcvWXOmtheyCYFAILAQEpyFwCzjpTufQZ+jM4Hfz8p2vOF2pt/mKWgw1v5I9vKmOHIH+/r+K/0qTUiedWp3LwvpCl6Faoyfet0VBpP3f2xDN2/QnVUSa24gb+rNavTXQJPBM5WpBMn1fg8vsxpHbsRVDx57cuvEAYcC61FyI2t6fT0eZRb+O++OYO7T2NRsgFUhbYVSTfG5lpFbddoP1NjUvDTQjM7twQ31daPnzp4GAoFAYH4RnIXA7NCP/DO0REcLdkRjU/O6qBnytv67Mh442z/1WBy5g/39Twqr7B1H7td8C0isORz4O/BFYs0GXVSZegA5VsvTjZSi5gL7+tuxaPhaI5I/Lc7mGIachWHZA41NzWvCpn8iawBOzRLfPHLFJg31daPmxU7PY/YHGvJeZzcVTC9gMtS+A9DY1DwYyfxORmpk2wJHNtTX3YIGNe7qVz6Yb/fnLRAIBBZKgrMQmGXiyL2QWBOjEqKLZ2NT9yGVmkNRVPxj//9rviHz+8BnSA+/P/DCbLxWd2Mrf7sMiop36iz4hu8j5+ZOdRNORsPBnkOSnv1RTX1R1Wh3VFr0YuGxKagBuKf/vyf5nIaFjeGovM9fC0wNcAlwLHBHY1PzA8BxKKvyI+AHfr2fo/LBJ9C8lR7A0/NwvwOBQCAwj6jpfJFAoH3iyN0YR+7MOHLjZ2MzU/zt5Dhyk4CNgC2A49PWmnOmT/zOXWlr7f+Af6CehkNmb6+7FecA9wAXoQnZgS4SR+4S4FzkhN4A7FUpfxpHblIcuScKsrU01Nd9hJy0o9D539M/ttDRUF/3HLAOyrw8C/wKZnQqrI2yCACrIjWyu1Gm5u/+8bHImeoN/K+xqfnQebLjgUAgEJhnhMxCYL7S2NS8Dhok9l9UxkAcuTGNTc07ALdB6/JQQ+0Sb5ueK/3n2Knv77F+6/iV36CetxubmtcCvmqor/tiPh7CXCWO3AjyaG6XSKzZEPjUz74I5HSpv6WxqXkJ4HfICD6kob5uoR5u11BfNxxJy14A0NjU/BoajvgscrLOBB7xDtMPK1bfgjwDAxrMdt1c3uVAIBAIzEOCdGpgvtLY1Hw9UO//vbmhvu7AxqbmfsA35Uu2+r8eAE+hxtRGVJrUCPy1ob7us3mz17NGY1NzL6BvQ33d1+08b5CROgjNU3gX+EFDfd3EastXwzeInwuMBtb9NjsMiTXLocblXmhi9o2VyzQ2NQ9CvQ33NNTXDfOPNQCX+0XOaKivO7tyvYBobGq+jraZvr0a6uvumg+7EwgEAoG5QMgsBGYbP/TqCmAH4Pg4cne3t2xjU3Nf4N9oMNTvgEfInYUDGpuan0E15mUTZv0w41Z/ZzHg/9k76zg7qvONf89uNi4kKSQESZBgwYrzw4Jbi1MoGQaHTqEtbm2RQoEChVIKgweGWYoXioYCDR6CFE2CBwiEBQJxW5nfH885O7N378Y3ep7PZz/33tEzsyOvPO/z/t3O6IooFD+Lk3RV1Kht1ygMprEYIU7SXogXv2KcpL+MwuC+MosdjlSeHFZCjcGeiZO0w+yOqbqmag9UcAoq2l0JWGadBeBpYB3gvUG9ajdoYZlHkEzvKUAfO+1N8utvuxbW8xCGovt3EroXYfa9UTw8PDw8liB4Z8FjQaAfKngE0RAanYU4SStQ99tt7fTVgZ3t7LORTGoRf8d2lm2+m0Zpx7WBKvt9JqJB9EH9GbZBhZldgWOjMBgxz0e1YLEhUicCRbvLOQujyY3UKUi5Z3icpIOBI+MkjaMw+HW5jVfXVK2MahsqgTHAdS11J16G0LnksxzqSz4BPkZFv1WUvQ49HKIwuD1O0qdRhu8wYAbLqFSvh4eHx9IK7yx4LAiMQcW32wJ3l8zbDjjdft8KeKMw717gJ2W2txZSo6kqMw9gHNAJ6h+nzZTtqevaR78Zi1STnJTjKcBxc3corYahiP+9BnBVnKSVwO8AOv3fOV/WfbfpNe3XH//c9PeO/SlQFYVBozpPnKSH2q+/QEW35TATGWodgacG9aq9rHUOY4nCXohiNCvj9WdI5edxNyEKg3Fxku4L7Aj8o1VHuBQgCoMxcZJejYIAZ0Zh4LmtHh4eHksRfM2CxwJDdU1Vu0G9amcUp8VJejlwRmHSu8gZaAscjGQXnyzZ1EzgWOAOCgLw9vvXwBZRGNRU11T9ceqbv/tT3Xcbg6n9jqyqD2qs9QbQGzgkCoMHFuhBzifiJG2DsgdHALcCVHT9bFLDxNW6YOqo6vPyVsfufNOrJeucgVRqeiAJyx2jMBhXmN8OqOi6+1FrIiWpewf1qp1eso1tUKHqEGAw6lr8YhQGr7TSoS5yVNdUbQCMnjhk8KmInnVJFAa3L9pRLX2w9D+nFvVSFAbbLsrxeHgsqzDGrAj8Isuya8rMG4pq4QC6Z1k2p00+FysYY24nr5P6aZZlb7XSftoD52RZdn5rbH8ux+IM9eeyLBu4KMbgpVM9FhhKHQWLrUp+r4cKTg2StPywdAXgU5o6CqAs2F7A6gV1moYOG95Ah42uo8P6tx0bhUGdnbcGsLxzFOIk7RYn6fFxkq41r8e2IBAn6aaohuBrlCUAIKtrr2ZfWQW1X21zQJyk69rld4qTdByia01DWYMNgMvjJD0aYPDwPUJo+Ab4duKQwQdNHDL47aKjUF1TdUh1TdUxkF2OIr+Xo3N+OfCsVf5Z6lBdU3Ul8E7WUPkm6izeH9XIECepsTQ1jwWDsajOCOChRTkQD49lFcaY3wKjgP0X9ViWdBhjdkaBzfMW9VgWF/jMgscChy1iPg49uKYCt6BsAogmBCq+BRmwlyAJRod6xL0vh/9EYbBbnKTtKjp93a3ztr//OTB2UK/ax1tYnjhJ/4cKquuBFRem1KqlG22J6g9OIu9O7fA/YDvIxoNxtMDpSOP+dvJIkMMPKMMAVRO/adf3P71nfHxgcf5UYLUoDL6trqnaB3gYYMrws4fW/7j2QCQp5YIEtcAKURgskRGmWaG6pup5bHHyxKfjJ6lvvwdweRQGZ8VJ+hhyPN3vSpSJ+tpTaOYNtjapcxQG89NvxcPDYx4xu+izzyzM1T6GYs9VlmWLvG7NZxY8llZchrrAPo7qCw5BRmwd4o+vVFh2KlA03n8kdxRqUWfocYX5O8dJujwwqmFKn7EThwyum42jsAaKxmO325IqTmvhZtTZ9nVUz/FOyfyfAoeC+bYwrT0qgF6pZNkMyOU/a7v2bpjRjYrlPqLQQqA9sEtheQAql/vEZXAqUHOt6UC0NDoKFqeigu/ruu4Sje207dm7WMegPXIUAA6Ik/RSlLUZg4+KzzOiMGjwjoKHx+KLLMsGZllm7N/S+tz3aCX4AmeP1oBTlsmAP6AC0nZ22q+RsdoNFUW/ClyKegtMQdeko8ac0HX3oz6f+Mx1v6OuI5DVgTkNZSn62WX2QJQl4iTdH/VfGAtsD6xofzvnYxRq/rYwsaP9XAPVaFwOpIX541DmBWTAGzTezey0b1DUG6AGFW2/D1wCWcfKLl8+3jB55Z+AcRKfFUB1nKR/gcHvUjF1DA3tlgczHjXZ6oP+H29GYZDFSboiisA/tTQ5DoN61b5eXVN1fm3Npq9NH/XLCtNu3GHxi+mRwD2IjnQI8ByieDnsXGZTHh4eHh4eyzR8ZsGjNXAOECEq0i/JHQWQwXuj/b4dsB/KJnQFtkC6+G65u4BTOmx4Y0WbXq/Rptcbp0Rh8Hdk9N4MvIxkWR2OADogedb7kBPi6E+jgb2jMKhbcIc5R5ha+H4JTR2FYVV9nr+18Ls9Ole5E992XFE9qjdytEYDfcAsf9RmzxyQ1be9okxz4pWBPWnouDJUtoOKMxFvf2Vg3QLd5kVkQA+Nk7THPB7j4opw5ujdKrLpPWmYsFY74J/AA6iwewBQLO7OgCsXxSA9PDw8PDwWZ3hnwWOBIwqD6VEY3ADcD3xhJ09DEqpbAR/YaQ3A8qiQaBU7zRX/7gpskGXm3qrl36nvuPH1b3bc+Lrb7PbrkRRpB2BgYde3klvN01HmAqSbPyAKg08X4GHOFnGStqWps1CCurVN1dQzK1d6ijLGPgCVXT/fW2ysxvkdUb+Ka1Emhs5bX/RGh42vqTMdaoDa+pJNFJ2jnkAFHcZecuNDf3rWqiz1svM2Al6zak1LBerGr/Zo/aSVs5Jzuz/wZJykvaIwuBNlam4EekRhcMEiGKaHh4dHI4wxvY0xFxpjhhtjJhhjZhpjxhpj/muMOcMY061k+azAaQfYwU0zxlxQWG5oYfpyJdsYbaen9vf6xpjbjDGfG2OmG2O+NMbcY4zZtLBOhTHmGGPMS8aYH40xU40x7xhjzjHGFAOEzcZqjJllnYEx5qHCsv3m9NwV1m9jjAmMMf80xnxcOI/fGmNesee3V5n1htpzuUNhmhvH0Bb2NcAY8w9jzEhjzCRjzBRjzIfGmBuMMRvO4Xi3McbcbYz52o5zjDHmdmPMunN77K0FX+Ds0Sqorqk6bMprp59V/8N6a4CZCryGeOQboaLelVGUfCPgtsKql6Ei4BFAX+DqrrsfdfagXrUzi9uPk/QL5GA0oL4EDXb6lqiT9O1RGIyNk3RNYGwUBlNa8XDLIk7SF1GTuFnCdPmYbNKaLcwt1iM3w5bAcsC2pt0PA7OZXbckYyS02WguhllHnsmoB7pHYTBpLtZfbBEn6f1Asfr7U5R1mgKsGoXBD4tkYB4eHkscqmuqOqNu711Qx/L3B/Wqnbwg92GMGYhqp7rNYrEfgH2zLHvRrjMrI+7CLMsusMsNpYUCZ2PMaPS+rUaBuOuQvHkpZqCAy/N2nLuUWQbgv8BuWZY1yeQXxvp2lmUbtzRoY8xDwL7252pZlo0uzLudWRQ4G2M2sGNbvaXtW0xC5/G/hXWH0lxUxKFJcbExxiBb5WxaFmRpQNTjc7MWjG1jzEWIrl0O05Hst5OAX2QFzktNFNFj8UF1TdXa9VN6Vdf/MMBN6oSKSndE2YApqEvz8qjr6z8RXQnUY6E7enABbF7qKFg8BvwKeMI5CgBRGLxKLuNIFAYfu+9xkq6DmnA9EIXBZ/N5mLNEnKRVwNb2p3tIGPIOzY2Qo9Bs8vdQNwIqty/Z9ERE2QJx7tsDZDMaGURV6AHTfvajzCgoMH0JnL60OAoWpZSzKtQh/FbvKHh4eMwJqmuqBgAnAofTtBv85OqaqjuB6wb1qn1/fvdjjFkeGYXd0HvwdkS5nYzELg5BmfkewL+NMatlWTaBXCr1X/bzfXLjc9RcDuP/0Lu4DgXxnkMBqSOATRBNNkZCHbugwN8dqLZuE+A36B2/I3A8cP1c7n++YIz5CXJUetpJTyChlW/s2DcAQlTP2AW4yxizepZl0+zyf0CNYi9GjiHk5/f7kt1djW2sCoxH/YscbXgT4Gh07s5GjIDflayPzfy4/9V04Cb0P++MAl27IwdukcPTkDxaAxMr2v8wxXQca382OtQd7GcnFHFfCz2Az0Z1Dmd03vE3Y7ruftQjbVZ44yFEXdo6TtKDSncQhUEErADsMxfjehq4AtF4WhVRGNSiuo2hqJ+E8wTcZ0mUoZk629+i8MgdwFxBUypTsT9A0SGYYv+uQQ3cyqGEotS4z/HAb6MwmFWn4yURv6ZpH49V0Lnx6VQPD4/Zorqm6hREk41o6ihgf0fAu3a5+cUgnCw2HJFl2QlZlg3Osuy+LMv+lmXZ1lgxDxRQOxwgy7KHsiwrKrl976ZlWTa3zsJqKHuwS5Zlx2RZlmRZ9ndgW5SZBQXyfo5qCjfPsuyaLMvuybLsLOTQOBS/LyycTe4onJNl2V5Zlv0jy7L7syyrzrLsbNTrabRdpjdiIgCQZdmL9lx+X5jmzuWLbpoxZg9y4/81YJ0sy061+6jOsuw0YG3gTbvMb23vBgrbWAPZPSChky2yLPtdlmX/zLLs5izL9kDvqzkI/LU+fGbBY4FjUK/asXe8v/H27frfs3FW12nXyh4jD22YvDLT/3eqW+QLFDlZAdUTjEaW62UVbSefXTd+tZ51P6z1U7ewaf9deuuwn91S+8Vuz2bTe5wbhcEoANcvIU7SI1HG4PIoDIbHSXo+Uh66KAqDewpDayj5XKCwnZTvQT0SjorC4KY4SfujaEtR1QjKpBIKeAGlLkGRptIX0bMocuPWn4kcMFBUaH37vZTD1FKqdDng/jhJtwOGLem9BqprqvYAMhg8AkWPSrExMgCIk7QTKqp/y9bCeHh4eDhH4ao5WNQAV1XXVDGoV+3V87HLtQvfH21hmfOQattnNM+cLihcm2XZC8UJWZZNM8bciW1siTLcJ2RZVl+y3CPGmG/Ru319Fj4Otp9fosBgM2RZNt4YE5OLo6yNmApzg3Pt51RgvyzLakoXyLLsW2PM4cDbyNY+G3imsMhvyaleJ2dZ9m6ZbVxrjNmWQhPXRQXvLHgscKhT8ukvYT3iNr1fpcP6t06eburGkbXpC9wXhcHpcZKujDxvZ/TuWvvdBsOm/e83e5NV2UkZ2fTl28388JB2YPZHkZeBhX11Q4XNFcBqcZI+St518UJkvDvsjOhQraWnvxU5z/KUOEkPRHUaoFRyEaNQWnSNMtuZbDMT2O2V3qfbk5+zV8jpTm4MLhIxN5nDCqQudTc5JWyJQ3VN1UFICQvTdvyIbOZyK5ZZ7LI4Sb9EKfaXgQ2BO1F62sPDYxmHpR79dS5X+2t1TdVT80FJKtJczjLGnJ9lWZPAVpZlrlavNfHPFqYXqbvPZFnWUr3GF8hZWK6F+a2JTVCtgil1ZEpQPJaOc7MDY0xvbMNP4PEsy75uadksy0YYY15CdRADjTGdC+fN9fv5kaZ2SimuxjsLHksD4iQdSJspj1Z2/spkNPwL1tmZQuqsrmazb8xGN/yUrM0UoF8UBs6DPgzVLYAi7SdNe/OU7cHsbad9iyLmnRQkr4ScyuQwBfgIRQc+pml79n+VLNsVeDAKgy/n53gB4iTtgx6qdcChNsvxFuKL9kcqQ0X61B0ozeweoH2QYd7NHoOr0agDtomT9HR0/MU+AA4TyFOtW5fMa8+ssxYO0+1YnbpFLYpy7NXiGksGGgsDs4Yq16+jAZ2zScCq6Nz/F70wVrXLbIqHh4eHcCKzf4aWwiDq44nzuM/7gN/b7fwBONQY8zDwJPBClmUz5nG7c4uWqEsTCt8/bmEZyGmzC53mnmXZOJo2cW2EMaYK2Qlb0jQg1lLGvSUU37ltjDH7zWZ5J67SBmW1XzTG9AScqsnrWZbVll1TGI4o2aW2z0KFr1nwmH+0mfo76jp1qh+/VseG8esMoind5kOyylsmDhl8NGAKjgLoIei8/1FRGAwDU5Q3zcBY6dXG+3kLq3gEgO2bsAV6ABxN/qD7SxQGjg9InKS/Rl2UR8ZJWlYlIU7SNnGSHhon6Wbl5pfgcBTh3wnLzYzCYEIUBuujCLVTQXLHt79d1lF8lkMF2gcCuxWmt0FOzRWoOKzcC6tnyW+XjnYRizl5ybVHBrLb7w+oOOu0OVh3ccbtwMkzPtvzeuo6uaxCBeL4rkzTF8lqwIPAw4h77OHhsYzDqh4dPo+rh3b9uUaWZe8AZ5I/k9dEz+P/AD8aYx43xpxgi3hbC1OzLJs+J8vNYt4ip7EaY7pa6dRrjDFPGGM+QmN+FzVBLdYPzK1TuHLh+34oKDmrv2IAbgX7WZRt/YJZwGaXWlWQZU7gMwse84+GypupnLZfReevyWo7NGRT+1QAVHT97K1seo8jspnd3kI35KrIQAYgCoN3LBVpJ/RABDipsOVeSBlgRXSz/BR52E0eVFEYTETeN3GSbgL0icLgk5JROv5kJxTFL9dzwcmg1cZJul5RSakMnkYRg3oUpSZO0l0R7WhFckfcPYj6oLqFq8mpSRnS+D8LdZ3uU7KPTsAYmj6cysHdx/NSCDUBOS5jozCYEydpscbEIYN7oMzOZJrXbFSgY70TZXkagOujMBi6kIfp4eGx+GIAzYuZ5xSdUQHt8HlZOcuyK40xw5DTsDs5p70DsKf9u8YYczXwh9lQbeYFs4pwLxEwxpwC/Iny/8MGFBT7gqay2nODrrNfpEW4GroiRWtauQVLsMhVCn1mwWO+EQXHPN51l18/0Xmri+m4+V/up92Poyo6j6HD+rdt3GGDmw4kj3w363UQhcE3yCFwN4zLGmSocHc7RB3aBNF8OiAVhvJjCYNpZRwF0MNjMHIItoqTtFzkyFFYqsgLhlvCWnaZrsg5AGlT74Hk2RxclOX9KAzGooLlD9BD2aDi2otpWqz2b1RABnkkwj3EZyKFnxqaR3Bacv6/KnxvQAoMVyJHZXvkwP2shXWXNFyIaABnksvYFVGJlDwqgA+8o+Dh4VGCcqIIC219q8izD6LoHoye08V3WjsU1Prb/OxnMcc8KQAZYy5ERemd0ftxGFIIPA4pOnXLsmwLWq7LmBMUg5VRlmVmLv6cmlVRuntOaibKNrlbmPCZBY8FgolDbv0SzDTI3uq6+zG3IYoRdOED1I15dWC5OEk/BW6OwuBSgDhJT0WFZF/ESboR8EekHnQbSvFtDBwdJ+m55N74XBd4Wafk6DhJLwEusfv+PAqD5wuLnYOi/yOjMHjbLtMb1RYYVJvg9GCLaURn0A9DUe0R5A7EGcgQHx0n6TEoBeoi3pPRQ62OnDs/E6kk3IpSpe4edRXf9Ujbuhs6R7fRchRsClJ8uBI4GTkGl6Fz2hc4PwqDkVhloKUExYzR5kgGsPRB666jAXGSdo7CYIE2VvLw8FiiMb9R3AUSBc6ybCJwv/3DGLM2yry77PuvjDF/zrLsmwWxv4UEV083O9tzVk3pysIYswqq+QAZ47tnWfZ6C4vPT/F1UfmolA0wpxhb+D675nGgPhuLFN5Z8JhvxEnaBiqO1y/z+4lDBv8JUzehotPYZxomr1KHKEbfoaxAdyS/dqld3akKrIqoQhcB7SH7PZjzUUr4MVTsewhwFLNWDpgdXMS+gZJMRxQGE+IkvRboEidpNbqhvybv6HgYuULGm8DNKEtwd5yke9rx34T0l2vR/XUBcIBd53P7Wczo9bTH5ZrXtAVeQufpG/RwnVSY3xHr7CD6VhUtoxPwIuK+XhWFwaW2o/XQwvy9W1h3iUQUBlfGSToZNQ4C0cVKj7GevAhmM/Lz4eHh4fE+eSBnbjEZBYvmCsaYNogWsw4wKcuyZpKtWZZ9APzGGLOiXbYNej8uSc7CDJQ1aJHKY4ypQPLjc4s9yZ/rf5+FowAKmDXuci7382rh+46zW9gY8xfU6G00cHOWZd9kWTbBGPMeshk2N8Z0zLKsbB2IMaY/uRDMIoOnIXnMN2yRsYumdATOIGvTrWHyKgcgylAV8sAd1eafcZJubusVzkfylQ8hI86mH+urTNvxp9t1v4nCIIvCYHgUBtF8Uke+QwZ4BaKjNCJO0l8i+bp3kWNwGjL6x9u/Z+xyeyLZzeOAT2wH6T+hmorjgW5Ws/8UmqoZOcWjZ+1+ZgLrRWEQo+Js16l6JXQee6MMxVqIerQ7Uslwcnpt0YPuB5q/MDJkBN+Lum0+UTh+J9G3Tpyki0XDlwWMohP4YJn5xY7gV8dJ6p+DHh4eAAzqVTsZ1TXNCxK7/lwhy7I6RJe5ADjPGDOr53JRpKG4L0dLXZyfZ9/az5WMMSu0sMxuzENmgabCHy3+D6z0aVENqVzArVGy1jovjciy7BPybPy2xphtaAHGmPURu+BoRI2dWJj9gP3shOyGlnDSLOYtNCzOF5XHkgVXpDsdedGu8Kqy8P0nyAh+BxWAjUCe9daIctRICapc8WWymV1dN8stAOIkbRsn6c5xkpaqAZVFnKSHxUlaHSfpT+3vbiji7CIJ3UtW2RPdEy7qMQUYgihHvaMweMtOL6YeXZ8E10TnFWBcnKS70FzW1OEFdC56kHdbXgkZ/+5hUo/OpcNjdnwdaX7fDkG81iJGociYU87YCpQ9QdkGUPpzaZQMLb6EdqSp5B80laDbGGUXPJYhxEm6UZykAxb1ODwWW1zH3Kv6ZOQZ4HnBffazG3B9qZEKjVFm13jsB5pSSF1kuvS9tjjBFX5XkDd4a4SlWt0wj9suKgYdUc7hMsasCjxCU8einGNWjPKXO5+XFL7fY52C0n2tgBwCZ29cX5I9uI68duHPxpidKIEx5iDmXYp3gcI7Cx4LBDY6PojcELsLSVK+ieoQXgdOjcJgGlKLABWCHUd+MzXS4urHbo+pmjIKpfzus4b+nYhW8mqcpLPURi4sfxi5IT2T3HAcacdVxJV2vClyYvpHYfBhFAYzozAoalzfgYrLpgN/jpN0YBQGF6JU4XaoTuA/wFPjN/MAACAASURBVD7ooXMniuhPQBSqB8gjHwdbx+IQ+7srECAnq/gQm1WqtBuiZzl8jaRanfM1naYP4NuQI/QqKhpf2vAPlIH5Hp3LLjTv2u2csq8RlcxjGUGcpHujup934iQduIiH47EYwjZWm1sZ6dPmoyEbiJo73n4/CnjPGPN7Y8xhxpjjjDHXouvWGa9/KjE+x9jP9Y0xfzbGHGSM2WI+xtMauLXw/ddW1vQ4Y0xouyq/iTLw86Im9Rh6z4JERt41xpxljDnUGBMZYxIURCsNDpXLYowpfL/ZnstGEZAsy+5GdgIo0PeGMeY2Y8wRxpjDjTGXo/fKWnaZ9xH7gMI2vkPBwgwFAZ8yxtxuJV+PMMbcixzIBvLrYpHB1yx4zDfiJO2PlAYeQpz+/oiffwQqRl4PyZn+aFc5HxWdfgj0o9CRuYiststyiMO5JaL0uMKivnb9WWk9T0UcwdWRY0AUBtPiJHU9Gf4dhUHp+tujDpDdgTE2Ct8MURjUxUn6DrkxvyOi/ExHzsCuhcWrgBOjMJgEECfpaoh2VeTDXosM2jFIpeFtRCty/So+RNEQN76io/QDKsw+F9V9TAPWtXKyp1mn6RjUUfqZKAwei8LgEeZdGnCxRxQGM2ztyYV2UmlQZDp5Q5yJJY6gxxKOOEl7IZrgCsDeURi8UrJIf+R8G3QdDF2oA/RYIjCoV+3V1TVVoHfarII1GXIUrp6f/WVZ9rUx5ufoPdoT8fYvLrNoPXBJlmXXlEy/i/yZd679vJc8ELXIkWXZk8aYS9E7C6QeuEdxEXQMY7CMgrnY9iRjzGHo/HVC9/ZlZRatQc7Y/chI37DMMncjapBBgbf9EYWqKGxyJOq+fBJiBRxF06CdwzBgvyzLmqlBZllWbTNItyJb4Qj751CPGv2dxKLpiN0I7yx4zBWqa6qOQU3HrhnUq/bBOEnbIeP3J8AvojDYM07SX9C0CLk9Moads7AisC+qBzgeFWvNRFxMV9g0laaR9RWQw3Aiot20j5P0ERSJP7QolxonqUEOykDUeOvlOEmXQ1ShFYGDyzgKkDdqWQ05Gf+bxal4AHFMuwD94iTdwE7rX7LcjQVHoR9KGxdlWacjhwiUibkdRVfakasm1UdhcLrdxvPkReEgKtM48jqE8VjaV5ykVTRtLrQs3e+dKZ85/Qw42nbc9liKECdpV+RQL486tQLcZsUKHkRRxRVRsOAjVGw5q3vcYxmHdRieQgZbSNMgy2QgAa6fz4xCI7Ise9FScU5AtNN1kJE4BRnQTwO3ZFn2XpnVL0bvk6NRQG0qsxbAWCTIsuxcY8zjyADeDtkO3yF67LVZlr1kjDl2Hrf9tDFmY+B09D5fhbyubwQKug22BcbPIqXCTY0xa9sCcredocaY/ZFTM8BuY7wxpqtVqcL2uPitMeZWZMfsiLIMHdD7+A3kwN1jG6u1NOY7jTGvoUzWrojmPB7ZVZdnWfayMWaR1y0sS8aDx3yiuqbKIM5/FeLqP4ii3E4n2OlLf19YrQH4TxQGxS6Fu5HXBfRGD4vDUR8Eh4401R++CFGD/g/x7xuQGhDIwy9Siq5HvQNGABvZTMDO5F2Vj0QGOXGS/gHRpy5DacLl0E0+O3pO/8LxHoQeeqsV5n+NDJPj4iS9JwqDF9FDwDkK9SiKcotdd32UUTiCXOrTGbu1cZJug14ApenIyYje5KhdvVFa1TWM+xY1dXsvCoOHZ3NMSwWss7ovOn73jMvs72l4A3FpxePoHn8fiSm0QcbWRfbvK5SxK9bpXIet5/HwKAfrCJxYXVN1FnrOdkGCHiPmpZh5dsiybBzixF8yu2VL1msALrd/5eYPnMW6/eZg+w8xB8pBs9pPYZkXyWvnys2/Bb0by807Er3DW1r3YwrNX2ex3M9nM/9hFMCb3XbeZj7rCrIsG4Uo2S3N37ileQsLvmbBY44xqFdtBjyXZYapb5w8LU7Sd1GUbjdUF3A8QBQGzwLbVq348m+77n7Ua113P+pT62g43InkQf+LOHlrUz5d6PBwFAbnkXezrEAG3zfIWH68ZPnN7ee65Ab984iO9CNKzbrI+0XIoLggCoP/RWGwI1ItaBsnaYVVbSrHaRxJrkrxDXmX5QbkUPVBD9Z2hfPyMrmhWomMmZNQGnQ64tmfac/Ll3a571C24QWgmtzQcVmazig68htEYTo+CoOv7f4akHM1CNHElnrESbo2SiEfRtNgiNP2Xo9CIb3HUgXXq2Q1ygfCVqJ5Qf+HrToij6UGg3rVTh7Uq3b4oF61z9hP35/FY5mBybK5Lfj3WJZRXVPVZtr7R+xSO2agk+J8EhXy/A6l9jewnHHTtt8T71Axc/12qz+GqazddFCv2jdLtxcn6e7I2C/nuL4LnB2FweNxkq6BuIjLAX+IwuAOW+RcEYVBkxb1cZL+H+JsPhqFwSyVFeIkfQhFof8ahcHpdj//RdzEZ1Aq+GNgQBQGM0vW7YH4rEeW2fQI8mh/vf3dBxkxRedjKs07OH5tl21Aqe87yOsUpqDsxHjkCE0FtojCYFScpCcgfuoVURg8wTKIOElXQtdhh1ks9lkUBnPSCMdjCUKcpFsjWsias1vW4mH0jPlnFAZzrY3v4eHhsazA05A85gqDetXWxUPS5xBNZyOUjnX8wv5AFCfpx0C7maP3tHJi5vv2/f/1UXE7tq7gASSZWi612QBsH4WBaDdtph5BXUe7vYZOALaXgZNldcbCIUAShcHPmANEYbBfnKRdojCYFCdpFyR96hqgONWENRBt6vuS1Z9HfEbXlbKIjuRUiEqkzlCKa5FDkqIMwXDkpLh+DBWo0M1tezjiUB5s1/kcmBaFwbg4Sdsi+lUFynIsc86CdR57omxTB/Lzn6H6mJF22gmLaowerYq2NHUUXM1PEV+QZyD2tX+H0rzWyMPDw8PDwjsLHnMNqyq0KepgfHTJbKcI8ResET1z9B5nH7Ptva7ItzPijXdFCgNFFF/uU4BD4yS9MQqDrMMGN/Wa9u6xkLWhTc/3Bijg3gxOP3lfmtYPzO54XEO55ckdhcmooPoA4IkoDL63498FUZeeIDfqp9K0aBmk8tQSrkTUpXGIenQ2kn37EjkBbrsZcqhGIqpSApyHHKT/uSJt63jVI2diK0RZIk7S/VDW46YoDEqpWksV4iTtjqRgi0afS5saZEh2AwZHYfDGQh6eRyvCKl8dT1O5xVEoiPECTR35x5GzWJw2CQ8PDw+PFuGdBY95RR+aOgq1NFVe2Af4O/DvKDj6WYA4SQNEqfkeGePPoUhgLaLU3EdemNQFcf97xkm6nul4yFpU1MHMztR9u+mv4iQ9u2DkO3yDnIXSbsZlYdVTfg28H4XBI1EYfBon6cmo4Pj8KAzeR3UCRVyCaiK2QrUAd9LcUSiFK3a+BnjE1nQQJ+lYVJC8EfB2FAaj4yQ9Eqk9bQsMicLgK1SY+Z84Se8BfmG3+SHw9zhJV0H1H91QR+oach52gs7jVuQyrEsrrid3FOpRNqeq8B3kwF0YJ+lNURjM0TXisUTgBPS/LtblVKJGkd+TBwBAmcPVUDd0kIO+10IYo4eHh8cSC+8seMwrxgLPIrmwR5BzAIrkrYiKi9dFBrLDfihzsIL96wd8Qm7klesmfBFgsqkrFiaZCvSCv6dk2R2RdOKz5QYcJ+kmwN5AGoXBZ0g14gQgi5N0QBQGI5Hx8DUt93AYgpyFN5CiUksiARkqQh6KDPwLkSM0uTC+J5AucxvghThJv0DUpDQKg9tLxj6A3FEA1UAA7IDk4QD2isLg7MIyb9r5zWpFlibESdoB/V8dKlv4Dvq/jcNjvhEn6b7ISasC9lyEGZuPyOuDQPdYf5pmmf4GPB2FwWNxkqao1mhL4FzvOHp4eHjMGt5Z8JhXrI6i2AY1VRmPotu3IHWjc1FTtG8L61yJXur9EKe8gqYv9FfJlYwGo1qB7VvY/yRLPTkCeDkKg+FWO/8BgDhJL0B1AmdFYfCx5bM/gwqk90X1CM4hqAdmxknaGyklVQJ7xkm6b5nCxxhRgj5BkfzplG8XD+qBcACSeD3R7vsUcpnXY5AzcYf9vSpwBfAb25OhE6Il9QRORlrRPYDrozB42q7T145hPFJNKmIPJMn6TgvjW1qwNbnq1azwHWqQVzvbJT3KIk7SXYELkAN6Ijmd50DkiC3s8axN3pvFoVymbxNgWJyklbbW6ZQ4SVcENo2TtH0UBtNbe6weHh4eSyq8dKrHHCFO0r1trwJsk6MPyTtDtiVvJnY76oC8AaLX7Bgn6eYAURgMA/5NrlQzCVGQHNqjxiRnIwPQOQojUVS+yLs/D/gPqpEYapWJ3Fg3R12iD0CZCVCk3xkE0+zn2Siyv51t6jaVvI/BmjSXZAU5Qfsgo/9yWnYUipzojckN9kaN/ygMMmTsf07TTMZKdlyuAHNblFU4DTg2CoOipvMf7Bh6U6IXH4XB9CgMXi9VcVoK8QZStSmVdivtmLk8+fXgMZew3ccfQnK8J5Ff4xmLxlHYARXzu+v7bftZKjYwEY35bmyHWyubPBxlRe9q9cF6eHh4LMHwzoLHbBEn6eGo+/HTcZIeizTsoen183NEIzLIsJ+AmrY9giJ6m8ZJehXKJNQiis4mwC7ktJBjkYrQ1cBahW1Xo6zArvb3TEQhKNKWigbC5yiKDPAaNPYc2M6O7UA7bWYUBrdbJ4YoDCbabboeB1PjJDVxkt4WJ+noOEmPBoIyp6iuzLQGZMA2oEis41NvABAn6bZxkl6PGsH1tft026lE7d83s8cxAzlgg4Eb4yQttqcvdg4dHCfpmWXGslQjCoMJ6Dy5a6AeFby6CPMUckdx1zhJ51Ra06MphtJc5hd03rdYmAOJk/TXdjxPoIaOL6HgRCkmofvdZdGdbHE7VHcFsFecpOWOy8PDw8MD7yx4zBmKfQFqEb0IZAg7rFGyTDVqtw66zq4kVxe6CegbhcHHURg8T1NN/LE2En4CylRMQG3sjyZ/4TsZ1q9QEeOOURg08tCjMPgWURPWj8LgqsL0j6MwuNHOL4soDD5HUcgTULO5fijK3xdlIso1aCtH55sCDLPH3pH8XktsVPMJICI3Ytcus52pqB5hefKMRyW5kQOiGg0t/C46WcsSSotbp6NsToacBpcBGofoXB5ziDhJ28RJ+iG55Gg5fL4Qx1OBggygeolJwE9bWLwLCkocijIIB8ZJej+6Pt61y7Rj6RcA8PDw8Jhn+KZsHrOFNW7PQYbpf4FL0cu1r/2+eWHx0TSXDXVFw1va3/+OwmDfwvb/h6g6b0ZhsGmcpIfYbb9E3hL+fsTfHwBch7j4o5yTECepyxr8MwqDR+f7oPOxtUHR+7WQwd4ZGf5z4mj/iCLeKyGH4VdIoWgm0ntfCZ3Pasq3tp8C/DoKgyRO0p0QhasjKuB0fRR+G4VBTZykN6II6xvA7k5WdWlHnKT7oPPXiabZpXK9L/4JnGEVpjxagKUb3YOu8f+g+3bHMos6pamPgc0be6K0/vguQvS7BtTv5SbkDJ6FxBVAz4t9kTNxK7q/XiQveN/ArnMx8HwUBpcsjLF7eHh4LInwBc4es0UUBrW2YdnW9m9YFAaPxEnaHkXnqlAh802I638ZMmi/QzKFw5BKknMWGgturRH8FnqhD7bdl++2sx9FBsFE4M9RGLwFPFxdU9UdZQ7GQWNGIUFOyv5xknay9QDzBNvg7AJ7XOch5aG1UIGyw6eoyHtW6I4MklWQk/EgcANyPo5BGYLv0LlpQI7QzshxAhnAN9ljO4ScVtOFXBnpE1RHcSDK0GwLbIOMvGUBR6JzW4pyjf5+iYxMjzKwxcKHI6e2p51cTqHMoQHYyWYH3TZOQlTDi1xvklaAk0KtQFmDG5DxfwOqI1oV3VM7o3twELqnnKPwAfBRFAYzUADEw8PDw2MW8M6Cx5zCpeynoUgiKFK7PnIMNrMqI8RJ+iIwBhnC36COw7uhKN4KwJ2WI7wc8C/UoG2HKAz+ESfpNPLmbOvYz+WATeIkPQ+4q+vuHA3sCfxQXVO10qBetdNREXQ/lG2YJ0fBNpr7M4roH2Anf4XqCrqj2oHd7PQaZu8sgJyFz5Ehs4mdtj5qwvY96tj8fhQG6xcyLEV8HSfp8ihSejCiTHyODKIOSBXqSvLi3nrg9Tk85KUB7yHZ1AydmyIa0P/M0dxGof+nR3ncj67N2d0/09A5rUI0QQCso3+t/VmFepi0Bs5BdLIBKHswEfg+CoMZcZL+BTny+6HnUoacbdcAMkP0xr/GSXqadRg8PDw8PGYB7yx4zBZxkp4O/B7RPc6NwuALO8tx/7+nUL8QhcFLdr1u5FHfbsDDSGHoWMQb/wky3rpiOc9RGPwvTtKBKBo/nVyp5K/IadirfmrPN2moorLzN+3Jo4UHoMzF/PQU+At5nYVzWCYBn0dhMNBGXn+JpE+3nsNtGpQROK1ku5XIUQBY09KdPiJ3FjJkeL2LHJMv7TZuQ1mVsUj95SK7rRrU0+LOKAx+nKujXrIRITWucqigaT1M6I3DWWKi/XQdwUt7VGSoPuYkdB+MiMLgbUsbXB5ls5yUcKvVMNjr+/e2c/mOwCeFXgmXkTuNnZFoQF/kYPwWBTF+aecPR46Eh4eHh8cs4GsWPGYL2yxsFWQsVBUyCF1RJ9QXozAYGyfpEYjG8PcoDP5tlzkX6bHfCzxFcznShxCf+PnSjsxWGnFoyfL1kE0H06my57sXH7/3X/7IAkKcpH9CjsAnyAi9CKm8TECRzDVaXtuNrZmBBU358+NQtLtYpHwq8DzKjvwCqT49GYXBnVam1qlPPYJUp1rCG1EYbDabMS5ViJP0EeBns1lsJvC7KAxuWAhDWuIQJ+ktKGt1KTKoV0TSyOPJVY7uAa51gYDCuvuh7CCIDvcAsEoUBs8shKG7MWyPsna3oyBEOQra7lEYPBUn6c9Q0KIW2GYRNpLz8PDwWGLgMwsec4IbUGbhTucoQKPU6H0ANsp3M6IfbBsn6SjgMFs4eIldpgo5Bn1RwXNf4LwoDN6lPF4HnodsOzDOAKgE0wmgftwG5ZSJ5hlRGJxnjfOvUIbCNYxbjqb1CuVQh+6n65Ax8iiKeI8vWXc5FPF2EdjpqOHaVcDQKAx2pGlzNRc1n055RyFDzkd7lKlZJhAn6U/RdfUlzc8xiCrnJFLbItqadxZKECdpZ1Q/A6r/2BpdZ49GYTA6TtI9gIooDMr1HAHbt8BiZhQGHyJHY6EgTtL9kYNiUFbu70CInIaicz8wTtIYiQ5chbKhb9ptuL4wr/iGfR4eHh7N4TMLHnOE6pqqSxEN5oZBvWp/66bHSToAuBFRaFanacflq+06R2C5w1EYZHGS9kV1AOuh+oBDojCoaWnftw3f88r6Cf1Oo74dpmrKHbVf7fAtynScFoXB1wvyOK0sYw8U5Z+d8d2AjPiiRvv1qDj6AnTcnZCBMtmOuYgASaa67Eh9FAZNHPg4SYfTVG0KcscEu+3u9vsPURj0ZClHnKRroP9PVcmsCeTStpNo2tX5gygM1lkIw1viECfpbcBBwB+jMLhmLtcdiWqLpiI64QrApCgMJi/wgZbf/xDyOqIv0T35HepRAro/v0MqbduVrP4scszPQ47lXVEYDGrdEXt4eHgsefCZBY9GVNdUtQVWGNSrdgxAnKS9gB9t34PjkHF2HKIqOJyB1He2Qcoif0QSpz1QhP0UVG8AcFGcpB+hqN9BhW38C/U2wO53VUS56QY8337AjFc6btioLHrvsTvf3FKUc0HgSUQDuh8VRVbSlF7kag4g76EAMuAnoXvKdbl16I6ahEXATnbaKLtukUb1dZykG0Rh8K5VlQmQQTMG6cj3s8sV79vuhe+t2lgqTtKNULT24QIVrRJlYD5dGJ2ibRH6I+SOgqN4TUCKVWshSs225AXlI4DTW3tsSyqiMDga9TGZFxyMnOIHkWJXCnwbJ+kmC9qRbwFDUc+F8eTOeN/C/F9Y5TZ3bRbv351QzYOrt1q3dYfq4eHhsWTCZxY8AKiuqaoCXkVG6cUThwyeAFyBZD4377r7USdndW1PmfrWSZ/Vj9vgJVToPD1O0kNR4fNXSBHpWxudr7SSq9+QF/I6DAO2Kvx+F9jYdlkmTgefSkPVXwvzX+26+1EnA9mgXrWvuom2KPgfSBnoxCgMPpufcxAnaQcUIYXy1JaWUFqr4AzYYgbgYvt3LZKj3ATxpp3R+wFyBtqhAvBi34VbEK3maGTolOtA3AAcGoXBfXM45rlCnKSro2h+W0T/uQg5VDugQlJHoWo1xEnaG9WTOKdoBJL53ADVevwU/d9GIIfP/U/GRmHQB49WRZykN6NrF2C3KAyayfdW11R1RNf/G4N61c5XLxCrvvQc+j8fh55X3dH9dwVyJJ5DNS03ovv5DuTMn4oyDQ3AmejaudrXMHh4eHg0h+/g7OHQk7wL6q7k+uMDgBMnDhl896Rnbry4ftwGW6BswZEAURjcjagHa7nOyNboz+Ik7Y8MYihILCJHwdU+NKDI9Gdxkq4YJ2mPii6fH0CbyRQEljafOGTwKkVHwWI31Gl5TxZA5DgKg2moSPMtJMlZDg1zMM3VVxSpVZVRGMyIwuB4RIsAOQr/QnKtfyRXcSnVfj8WGec7Y2tEyuDi1nIULLqS10/8BClP7U2udrV9nKSH2KL31sJq5I7CFGDfKAxeAF5BTktX5DjuQVPnrZctXvdoXVwOPI0M8/+CapniJD02TtLjbRBhCCrmf2wB7G895IwbdE2uiih7G0RhcBYKSoxExdnO8e8UhcFDKGMHegdOiMIg8I6Ch4eHR3l4GpIHAIN61X5TXVN1PjK0/oAUZNZDyihXoGjyf1HULkORcABcF+USPISMyf+gwtJ/owzEBpqdVYCBqkmTqO3SDb3ofwWs2TBhzW0A2q1zJzNGHQ56oQ8iL6ZuZ6e9i9SFuqMmTPONKAwujZP0KlQLUA4VVMx8v6JjzXoNk1dxTsGryBnaDGUTXG+Ilez8H4HEFpMujxSkQHUeB0Vh0BAnaaVpO/56027CgGxm16eyGd2LNC2HBEmmfmy372oqXqRpoekCRxQGb8VJOghdE39Fzt4HqOYCdMx3A/8jp/8s6DG8EifpJUgdaiS51OcI4Bly2dtSVKBI8nmtMS4PIQqDj1CgoYgACR+AAgfr2e8D5mdfcZJejEQXPkIqa9fZOonX7XwD7IWeK0W4e/JO1IthKno2eXh4eHi0AO8seDRiUK/aP6HCY2LSnyAe8ol2dhV5IeEwpFFeFraJmFt2E7v8Q0guNANGVvUd0pfMdKodM7CoaHQeclKAhpkzv9j1ftQ/YTqiGxEn6TrASyjKvTPi0HeJwmDMvB633e5mKFtyL/AyMvA7oPoKp2Bkh9a2T8O05d9HDaxA/HiHMcjBKqI7Mm6noPPxA6rpeNxRr7ruflSGGkytBDRMHDJ4EHIA+pEb5Y7m8zlyFD4GLojCoHp+jn1OEYXBXcXfcZJ+T+4sOAyIk/Qm4JwWnMj5xSh0Tvqha/P8rrsfNXPikMFXoOL60qJnh7tamO7Ruphe8v0wdJ/dNp/bdb0S+gMbRmHQuJ84SY9G2Y3i+20keg79FSAKg09o3gDRw8PDw6MMvLPg0Qxxkv4DGWJPIEpO6Ut1a+BJK6v4KxTdm4AMso+QQeeMthtpWsQLkNV+vkcn0+7HBhralVLh2gInQcVz2dTeryBJ0JnA8DhJ10M84x522V2jMBhOU4rTvBzvckh+cVVgUBQG3eMk3Zq8M3BsF30HGSfdqW/fnabqO9Ps2H8AVqZ8z4VOyGHaGCnIFLXoK9y2Gqb1WN7uexiqTyiNwrpCzp7OUYiT9DRE07kgCoPv5/4szBOeQ4Xt9SirsBIwEPHHfwTOmt8dxEla4Rwqi7dQNLgdMGzwa7teTOU2Z1f2GDGu/of1WnIUBlv6l8dCRhQG91l504ooDB5UooEhC2DTF6MM6D+LjoLF4TR/t62OMhvlaIQeHh4eHrOAdxY8ysHp+e+BeMgbo6j4THL1ndVQgeseyKB+HxnCfex3kAE9GNFzdkMdhz/BUhGyGd0zu42t7LZHAf+KwuAWgDhJHwUORbz4D4DewJWI2tQBFSvOF+Ik7Qe8Qe6AuIr/a4F9kPPjcAe5slMDuaPwMIp016Ko6W7IwHf69Y8gxZZXgResktCXxXFMHDJ47cruI69vu9pjPaa9e/xPyBuxlYNzsO6wxzAQnRc3rt+WWWeBIk7SX6D/2znATVEY/GBldN9AhvyI+dx+X0Sv6hQn6W5RGLwOYJWiVkOOWdX0UcFjZJWmsufbK0CWFfpxjEN1OJArUHksAtgagQW9zcHo2VIOT5IHOFytQjtgQ+D6OEkPaqWsl4eHh8dSCe8seJTDuUgSNUV84AEo8v63wjK9yfm/BlFyapF86D7ATajY0BmPk1CWYRfkMKyDIu8HkhcEd0JUHOIk7UheF1Fh9wewURQGu9llTrIR9duiMLhoHo91Q3JHAaC7NYT3tr/7IwP8ZURR2hRlVkYiTjT2PGwEYDp8u2+X7c/698Qhg2+1x9wTRcMPsQXUzWCP9aX6H9ftNu3HdRvIz8dMZBQ3IEdqbZpmKxz16mvUmK0dMF+KUHMCW3txMyoo3jQKg8sAojB4P07SdVGh/GZxkm46H0WjO6MMDch5fd3NcIX0cZKuQya/qWHyKhPAFCltzlGYSlNlKY+lALbB472I1nesU16yql0Xo3fb9cjh3IrcgR6Inmt7xkl6MHAUcIPrOO/h4eHh0RzeWfBoBkttcfSWd1BR8i6YGUPIqvaBCkNutLpOxKBagoHI+C6lfbRDqj/dyZWQIDeMQRKrD1jawksoOjgVKeDMRAomV8VJeikyAv5g1zkPqQURJ+mayDB4BRVFt0cKLe+i+obHozD42C67IcqMPIYyJesiw/yekrFXoLqEfd+nwQAAIABJREFUl1GksqNd3qEvUAsNdabN5D9NfuW8P5vOX7yUTV51C0THOhwVNp8TJ+lPkJGzEXIiAB4np225rMGb9vg6IaegHvV92NeOcxS2jiMKgw/tsfSOwuB5Wh8vIkcBSgrLozD4LE7SpxB96liklDUveAT9D7tgr8VSRGEwyjYFWy+b0aMLquFYhVxVCvS/2gEZkI2Ik3QV7P9+IfUD8Fiw2AgVKAOcEidpgFTGbiG/h/qiDN7TwK/J33fu8zaUtdwUX+Ts4eHh0SK8s+AxO3yFnIVasnb7lsyrJ3cUQMZ9aefcIpyD8R0yIqeSS2+6KPp2dpsb2ulZYf6ZyCnY1+77FiSdWixevQUZhyeSGw07kzdjOh1Y1Rrtr5HLgW6F5EBLO9jW2vUqad6B2aGnlqmoapi0upu2TckyrinU4eSFyjsVPvcAtkAGToAipo8DlyEH5XKaNmBbJwqDGe5HFAYfAh+2ML4FBhvRdTUUo5EDU4rxJZ9zjSgMvqNpY7uW8BKitY1B1+k+iJ41GSlT9UYKTY2wSjkj0LU3FlHnPJYsvI9ofRujrFpop39Ffq/vgTKE9eg+vgJdk4ld9lX0bCiVZPbw8PDwKMA7Cx6NsEbU1cjo+hMq7O0F3I6M3eNz5dQKUBHrp8jIheZNzDIkWXklMra7ogLg9nYDnVGfgfeR8XYJMtyuR07A2agw8UvEQX+H3CBuQI7Bb6IwcL0cQJQcN7a2KLJcSZ7BcA5LFU2v/y7I6dgX1R+8h5yOd5ADU8QYO3Z3vCWdDV1PtiboaAu01yY3ZtyCGfBsFAZDAGyjOxcdP8OO2RVxOqfqzdIdLAzYRnuHoyZof4vCoK7MYnshQ+2ZMvOIk7Q7YKIw+KGl/cRJuhNwPor8X97CMgZlWBKUhfkzut6GIcqb47TvgRxNh+7kTmpPPJY4WErfVvYaOARlGaah+6T0vVZp/2qiMCgGA/ZCdMiRrT9iDw8PjyUXvoOzRyPiJN0SGVqgyGznwuyXcZHeqknPUdvlSxSxO4I8Qr82ivJ1QNKql0Rh8EScpBeSa9xPQxHzA1Hk9027jX5IfcnhfJr2DnCG9edItcggA7uJtn6cpO2RcfgGiiL2QI7PKoj2cwswMgqDLE7SvYCTgUejMPh7yXaeJO+HUIpHyIvAW0ID6gPgHIp3yJtIgTIwZyLj9hZkzJyLzukEmuvDT0GUpHHA5vPbrXpRIU7STVBTrkpgpygMXmlhudcRPQRgBZtpKF1mXyTJC7q+DiHPejyArjGA96MwWL9k3XtQM79LozC4dN6PyGNRwcoob4oknvuhZ9ZXqB/MysAF6P7fET1rjovCoKX+KUsV4iTdEZgWhcGw2S7s4eHhMRv4zMIyijhJ2yDj/71ChPcjFMVfhaaOAujl+xCwHLVdjovC4OM4Sb+x8zZHuueDgW9RUfC2SBnoCfJGTCBH4kBkzG+KshInkRfrggzrCwq/v0F0kh8RjegfKOMxuvS4rIxio/qKjTwehq71znZ//xcn6XTUAdgVS5+NeO3j7Phvprmz8BEy4psZrmXgGrM5bFgy/+0oDG6Ik/QR5DxtQJ6O6GaPrV9h+cnIWeiJ1JZunIMxLDaIk3RVZMiviY4DdI2UdRaQwbcpcvBaMvBqyLM0Y5FU64Wo4PxAdE19DPwyTtIIZR6eRQpcw4EjyshueiwBsHLHr6JsZRqFweF2+p6o3wboHnHZwaFRGGSF9Xsgud/OwGFRGIxeeKNvPdgO6megTBtxku4ShUHZDJ+Hh4fHnKJU495j2cEtSCf/Q/uCwToNvyQvQHbygrXIWdgXFQn3sEa4K16tR1Kj7ZGhPdlO/8g2aCvXjXhTZODNRA5FjJyNOxBv3xnOT5FTh9qjmoKxwMGox0MzxEnaN07SfeIkbYsyGV/ZWTWolsAgp+XMOEn/GifpHSjDUGmP6SbK9wgYiQzdz8vtdy7h6Ds/R46EO94MKf8MsuMdi2hgUWHdIxbA/hco4iQ9NE7Sa+IkXbnMvO6obuBxdKzPICO+RSpVFAZnIAraVkWqU5yk7eMk3TVO0jWQ07Y9sJuV2z0cXVdOOasTsHMUBt+gXh/dkRPxT0SNO3f+jtpjEaIdohhC01qeseh5BbrHn7V/D8RJWuwXsz/qNr01Cmos8YiT9BqUlfx9YfKmLSzu4eHhMcfwmYVlF5vYz56oVuAk+7sfuXHuIsDFZleroIjeyciY7W2X/4md/ykypvsgCc3fIKNueTu/HjmpjyHDrV0UBpPsvKPjJD2EpsbwvcANyFg2SHq1D9C+pFYBgDhJu6CsRU/g9igMjrJKKfujHglXI0fDoMLiXeyqH6JsxRREZymHOlRofCp5RBtyipSrJ6hHDtCbqA9BuWZhna0z82TJ9AeiMDjYfndGL3bZ91F0fmEoHs0xbN+Du9A5WJXmRc/9yeVpV7S/V0USlqXdrhvhqFZWHes45EwOQk6rO/91wNg4SY8jl7t187ojOtv56Jp16jnu/7VunKSVtu+FxxKEKAxq4iQ9Bwke9LOCBcciymE9+T3nMqT7A3vHSbpuFAafokDJd8ihWBBN4hYHuKBMMfDQ4v3l4eHhMafwmYVlFxeQF+YWqRj3AlcBtzLrpmd/RbUK3yLD+AsU0atEHOG1UQHhH8kdBRCPv1sUBj+PwmBmwVFweAIZ+xmKkr0QhcG/LF2oeL3+KU7S0g7JoGijo/9sFCfpa6iJ26kow/Adoh9AHt0HSaHuhFL4bkwvoPP0X/v7AOBo+90VKH9I/nJ2ykqVwM/stkodhbH2czPUfXY0Uj9yBut+cZI+aKPxjYjCYCZymoYj6dLFCZPQ/xWa0skcjix8v4s8Y9UtTtIdZrVh20n7AVRfcDu2nwX5tdAGObBPomtxJE0Lzl2m4xeI2w75/+sg5Mx6LJlYA2UbByAZ1EvR/VZUaPuanK7YFuhi5ZXbIrra8i3VzSwo2ExnnzhJ74yT9N9xkq5YmLdXnKTN6p/iJP1lnKQ32rHOyT6OQ9m76eRdqg15EMjDw8NjnuEzC8su/oUMt/WA5+Ik3TIKg1dttP40t1CcpB+hl/Jh5B2LQQbxzxENpKPdVhWiENWRX1uuWVgx2jvIdh2+PwqD+wv7qkCqRJsjg782CoPJhXn9C/tfBRkFUwrrn46oBS+jGoANadrEDKSydLv93rYwvQrRFYrojQyNzsgBqrfjylDtxN4o+/IdZMtbYaNiF+EO9nMieV+CYqSvP6ivRZyk26PeFG1QFPQLlL1xx1aFKFgV9vNRFhNEYfC9LVweQNMideIk7U9e4zER/W/+iMbfAbgwTtKjUbZouHWKitiT3LifTJ7BAv0f3kN1EB3sNn5F/v8dAVxgjbNryLv6FuEDJksubkcBiS9pei/XoCwhNJXF/Qu6X1/HPr+iMHistQZnC7D3Q5nb6eTPg3eAP9iM2YN22V9GYXC3/d4H9RYxKIixW8l2Q+T8voMydO5ZB3nm1qFNnKQnA5/6xnMeHh7zCv+iXHaxLaJ0/BR4GBhmOxc3Ik7SKxG3+0ha7p3wL8QBdzST6TQtWv0v0jLfBRneb6OX9iHAXZZe4/AgikzfEYXBj85RsNiBpn0Ovgd2jpO0nx1rH6SjvhuSOl2Opte3iza3QXSFUpSTBeuPDJITUQ8G55gY1BhtJ013jkIDBUfBRffqEYf4O2TEOEyk4JShzMcJ5NmOk6yhDUiyFBnaIArFYoUoDD6NwuCRkvqCLVGk/zzkXK1lMynnFVZ9D2VnXkA1Lh1oisHkXalXQP93h+FIincYus4+Rc7rbShDtkMUBl+i83wwqoEo4jGa99XwWEJggxt90TOjKEbQi/z+K+JzJJXaBt2wA8oss0BgM2LvoWyHq5Gqt+M6M07SW2gqIlF8vk4id7BHF7ZpbAH3bShQcQ56hhfFE0qDIyMQ9fLhOEk3n7+j8vDwWFbhMwvLLj5FhlYP8sjt6gBxkl6FOp5Os9OdAVeLolnFormiTn09ioR1RQZcG8QpPgm9DIcBhxaW/7Ykkrx3ySeWpvI3ZCgXI4a9kZMzOU7SvojaMq5kPN+gSP5Y5DyUGqJFuHMwAxnsHZFz0BllMPYkzw68h4yOwqrFEgYo/KhE52EfZLCeaqd3BTaPk3Q4KrQ9DFFmxtoxV9D8/twZZW4+nsVxLE44mtx42S4Kg7/a784xG4fqOtwyqyJqSOPx2Y7QpyKnFNR7YxxyGm5ATiQoWrye/TsCRZrrbNZiM7tMfWFfM4D9fb3Ckg2r6lZaY/Qd6sh8DDAU1fgYRK00wProno5bcWhr0txwn4CCKX3QvRGh50sb4DYbOKmNwmCSzdStDzxjj3FDRG28kPz+cXLKxeva4T8oQ3k2uicymtIuPTw8POYY3llYRhGFwVc2Td4Lcbc7I0UjUIS7HXqxFik0TyP++C329yfoheUiW1fYz5uQU1ENHIUUlgA+KAzB9WgAIE7SS8ivx68Lyz1qx7YxknrtgRyZvex81xztRnJnIEPF03fa3w8go+F45PDsRZmuaRbtyBuiucjfc+RdlwHuQ47WtiXH417Y08l50xmK7IEi2cPJm9j9GUU3Dytsx9VbGPI6BqCxbuGjFsa9OGIIOucA9wDESdoROQiTUcS/Fjl1XYGbojBo5ghFYfCQ1Y3PojBozKrESVrsEP0ycmJrkHPZHfgtomg4FA2qv5crkPdYshCFQV2cpBej7Gc79DzaMQqD0VYOeWIZatuptD5Kn52ga3R3FFm42TY4vAU9Ty5Bz6+P4yTdOgqDr7AqbnGSvoxUm34sbPtCcmngg9GztFNhX92jMJgSJ+mfUWbu8ygMmnQy9/Dw8JhT+KZsywjiJG2HjPfVgaOiMHh7FsteiQwtV5z7GjLCzkVFpM+hF9tjKDrm1GWmILWgC0s2OR0ZaocjFaYvgP9EYfCh3d9ONO32e3EUBn+0XPOvyEP3PaMwGG9lW19DxuGTqEjVGdEfINpQA01rEKYBHaic8hVUrER9ByCbBqYDMljLKRY5PIOi2Y6mlaGoXW8U3abMNooOQxGl7Z1jclnUV5BBcSpyKnaIwmDGLMa12MP+b4nC4Nk4SXdHDe3ceToe2Iq8aPzMKAyuKFl/c+TMVkdh8E5huitQ/RUwIgqDO+IkfRFJ47qamZb+r9NRlPd9lPFpu6w061rSESfptigo8aKV13XTdydXFjszCoMr4iQ9BYk1TEA0yJWRg5pGYdCqfUriJB2NsoBFjCLPSD6F7vHR5MEXh52QQ30lMBU939wzYyRS9jocPVOvQ8+7Ij4Dfodqv35v19kyCoMpeHh4eMwDfGZh2cFA8o62v8Hy9m3h8Bkoon1RFAZTEeWmaGRtDmwShcG7Vq5wbeQ8uMI79yLrhOgz4+36LtL1e+RkVKMX3F8KjsLqdn9OdvTSKAz+aNdbr7Dtx62j0BYZ6VsDK0Zh8IVN0z+OKClfoBT8GCSjeJodh7IODW17YxrpzFWImvA+MuJ/bfe3JqKpTEZUp5dp+kI3qL6irmRaEeUcheJyM+34Pid3Fp6LwuCcOEn/sLQ0C4vCoOiwHUTT62oG4lQ7XB4n6XtRGBSLpB9DaloHov8LcZK6ItV1gJOto1CJHA8Q57t7YV9TkJP6BsoWtUMZtV5IQaZ/nKSnRGHwt/k8XI/WxwXo/7xVnKS3RGHgspX7FZY5JU7Snki9DCTM8Fph/rZxkj5s+28sENj6nMfRtXcyokGVKm0VqIvsZv9cH5iV7PSh6HlzGnltlaMmNqBaqR7kWbLjCtt0D7bVUHd4l/kcgChNr87LsXl4eHh4Z2HZwZso4rQy8LhN0dejyNZldpn+cZI6haRSOM1/V6/Qi6YpdofjUGHwRKSH3wlIEI/YveAOi5O0ASnbHIrqGWqQUzEjTtK2ljowFEXetwPuj5P0/1DK/v/ZO+8wO6r6/7/uZjedEEpIowWQANKlKUoH6ShF2jiKgDAU8YuIdGwUkR9NYaTDMDRFFKSKSkcIIAmhEwghQEJ632Tb/f3xPidz7uzcu5sQYJOc9/Pss/fOnJk5M/fMOZ/6/gxBVkRrWdwACQRjUVx/CSVDb4+EwSxcqNzQra7v2Ka22cO6Q6keeQtWoJLBaS20gLdFYVCOk9RNRLZKTR2VDCzuu/QOsL7zfSJKwJ2LBN/5wCmGK351pOD0R4oJy4qiUIBrkYC0pvm+AxktrcWKue/T0DObBgsty2uTCV6HoiTlEqrbsCWZ4GXxKzSWbFjZXOezTSLfD4UveXRtPILe8deBD+MkHYryi1z60cGoqOLF5n+Z9mQeq6L3cknhICTEr4zya05D4/04sz/vUbRoRHTAxwJjozCw4XqvkuUZHIbmnWsQIcUHyHjxf2SF6aDyHrfOLlkuQ6mqJ9nDw8OjI/gwpGUUDtXmUCQsrYQYZ+pRfO/VpulvUXiRXWgWmM8NiM//deDtKAwuN+cdjqy96zqXy2f3nuYks9r+/Ics7v9eMqufxUTTxx4o52FLtPA+TOZmzy+4M5DgOJ6MTcQNPZmOlJa1cseOQIpLC1J+XEH/eWTVuwmFNB2KkrRPM/ttUrgLhTgJbUi5+RaZEvZ6FAYbUwNxktZFYVDE4LJMwYSWjUQKwNvod9kQ/VavAOe4vPem/c4obGMvpHi64+2vqE7F62RsR1ahm4s8TMNz3XDHQjNKWP9ZFAZ5xcWjCyJO0oFovJyO3k0oFsb/i+aa86hkG/pvFAbfWMJ92gTldNmq9teh+el0870RCfmrO325BSmxDYgBriKHxsy1TU5xwn7IC3khGv8u4QPkn0GpuVzX74NS97UfLc8fdcK/oW44EERh0KWKOnp4eHR9eGVhKUKcpBcjpqCziziz4yQ9Erm+b0QLyX1ml2XNeAoVWpuNqCVBlvU65PLeDXkbjkdJwGNQgmgD8KsoDJ421zkLJee2IGvsqWRFysrmepOBHUyiHnGSHgNcb655MWLpsJiEEvQeQoudG+//HpWKCWRegLlogd6LzMr/rtm/JnAPihP+BVniMMCEKAyGmGTbm1Di9BrIIzDO3LP1pOxiPt/hHJ9nHzkbGFLq9emmPda5f1z31Z87/ciBzRMMq9TBiLnnTeBYE+b1peP2TxuGIYXm/iMHNs/oqH1nYZTUW5B36sdRGLxY0GYo7Yu3zUZC1FxUKKux4LizkXILErxWQOEn86kMMwHFeu+LwkFcikpbBdtiFFImZqHEWDcsyqMLI07S0Si8BqTwrYG8i2+jMMU10XzUREZaAHB+FAa/XoL9+AoaZwORwQOUC7MxEuxdzERjtxE4B4VMllAI6Hl0gDhJx5F55vK4grp5J9DW28yFbeWem19Vap361THN43e3xd1ui8Ig7OSteXh4eAA+DGmpQZykA5DQC3A+WpzyuBxZbDdDbvlGJHRbV/UO5u/7yJVfjyxgayEvxNMoFvw3yLLv4hvOeS5CrB62kNjNSDjbFjH9rGD+dgFui5N0ZSq5wH/sfH4b2CYKg1mmSNGFZGFQZdrXd/g78oTsZ/pwgNO2RBYC1QcpIK4VuhXFyF9ich/eJ7PMPYFCh3Z3zjcFhW/lWXNcReEfSIAtlRsHsmDMgd9q/njHXeMZ6fAoDE6Nk3QOKkK2BWIHSvicECfpb1BuyhlRGDxbrd3tnzbUo7joQUhY2aNa205cc3MUKvYG+l2/Tsbu9H9UMj1ZuImW1gtgf2e3Am0eV5h2M1HeS5vpQw+zzQ1h6o2Uz5tRKIgdA2+gMd6MvBV3ot+zJ8ohObiDW/boAjDz4XMoHK0FWdx7IsXwEWQEWBMpkY9QWdtjsSo2x0l6GBrPf4jC4DFn16FkYXFNwGg0nzyC5qQtkCGmPxqjJ0dh8LRJ3reegM6uxfY9yRssZORZqCgA1JXmj/wpKNdnMvJ+ukYPDw8Pj07BF2VbejANeQYg45xfCCP8Pmq+PoOE2F7IYjuPyqJjg4ER1M85kIyx42RgThQGD6HE3jx6xUlqrf2uu38FxGe+P5VJvZ84/XnOnP915EVww3iei8JgFkAUBvchwdoyAJXI3PoW/0JKydko8Rq0QLt9cuN47fbngW9HYbBpFAZp/aAXbqDShb8TyoWwccIlpHg9SqVwm+fl38+9dnnBKrTOWH8wCo8BKWDN6Hd4ic8JcZIOQ5bKb5JZ36uhG5nQ0b9Ww07gdDJGo68jQcl6d+7LN46T9CQUAnc2UlTudHY3IgtrOwYoU6ztZ8C7URhc5IZsmfbnICXjeTJhsCcSko4y38tIGfgBymfZkEqBa0ScpN81CfMeXRt3klU874kMGI+huXEeomt+CRWA/CUKfbPIhxF2CEMEcSt636/P7b4PsaXNBn4QhcFWURjMjsKgOQqDC6MwOAS4yrRtw1CgGq/bAYi56OY4SX8RJ+mm1Iad2+y4tXkXdVQnVQCFRG0RhcEjNdp4eHh4FMIrC0sJTPGonZBwd3GcpOfESXp+nKT94iR9nayY2OrIQm4Xjn7Iym4F2hZkcX2elr7HOZewoUigfIKjkTXOCm6znMTbG5FX4VPnvKsgC9sI830IcFGcpH/EsNiQUf25ikuLuY/NzH3eixbEe8y1nyerZgpiLLrI3JcVePPj2BX2SogFZxfg8ThJb42TdFbr9K84hZwqYvFKuf5tmzv3nUgBcDGW9tjQ3M9j6DdZ83MOcZlAxiz0r1oNjxzYvADYEz3Hw919cZKuFSfpPXGS/s5Q1HaEh5EANBZRmE5H997fJms6514f1fI4Aj3XvZFXwSpgvYDfmzClPK5CuTc3xEl6dH5nFAZ/BHpEYfB1lONizzmHLJehRDZeN6C9F+E3KMb9so5v2+OLRpykW8RJ+mCcpKfTvgjZVOez/Y23QoQIw1C9Fgu3HkGnYJRTW6fg5dy+0WicrUBGpZyHZSKqI6uzQhQG90dhcBViirsYzVEnmnmqIvwyTtIVgbzH0HoSit7VV5B3tIw8rrdWvUEPDw+PGvAWtKUIURiUgZmmKq1N7DuZhVWL245YYdcTd57972vWdNaOSWTW+TIq4HMEC+O2y5T6fjS/PGeNOWTWr97IdX6S+f4e8D1DRzgbKS1QafW/MQqDt+Ik/QvZYvhdshjeEcCJURi8ZEJzbAL0wabNCRhLfxQGbXGSnoLc9RMB4iT9ielPEVPTFBRS066MsrnHr0HpfZS/sBNAecHK0GNymQWrlqBkH9Z0JHBvnztBI4qxH4eSaRuBu1DI0l3Imvk3MupYUI4C5n4mFfR5iSIKg/mm6utqURiM76j9kQObn0EeqDx+SUax+yiVtSqKrntbnKQPIq9Uk9nWSqU3xmIy2Xh8HSUuW2VlPIo5bwQ+ipP0uigMXGXWFZxOQgorAHGSrobGz/Mo9GMQmTB5AfpNbIVvy1JVQrkpTlJoubv56HqcPLoOLkHhPHsjZfM+styiPyIv6ea5Yxag0LYrkYI4D72zi4OdkSI8umDfOHP9cVWOdamXj4mTNAFCYKLx5roeyz+a/0PjJP0Deg+bkcIxnErmtrdQiGgR+iPWJ4vPfR7y8PBYNuGVhaUMcZJuhwQji1UWfurW1NQ2b7W1HEXhHVTAyLrNS2hxMdYoyUnlOav3RLG9E0y7p6ksKDQCWeleQsl53alk3phKZm27hayS8zxkbasDzo3CwIbhvEQm2M9BysLCxN84SXdC1vG2OEl/DBxY13tiQ92K75dbJhSui4OoXEBx7890cxCZYCEsGJC3xg1Fis6fyRShuYhx6VqUMAuygN8UhcHhcZJ+3fS1l7nQFLTY50MVPneYcJwOFQWLOEkPR8LEn5DyOABHUO7W/+2v3f5pw2+RsvijIwc2N8dJOgjoGYXBB851p3Wyf9MNa8w6SPAZiMbcQOBM5J2woXb75A7/wPm8Um7fNUjBaTHhWI8ir8nJZMnNq+C+K1kSvcZAw0wahj1I25RNXmudtsmf4ySdYO57rygMZnfm/jw+d7yAlIWxSNkci97peSgEyfUIXoFykkKk6D+K5rEGMm/pIsEk3f+vyu59Td/eye+Ik/RcFPpp8Rqifb7Q7D8ceXMPQff4AHovd0C5ZaD3w9L82nmuDdV0eJrKBG7Qs/gDlV6ykXh4eHgsBjwb0lKGOEmfxq0bUIFyucdGt3zaPH7nFdtmrz4R6v+Lch2sh2AGMMwUN/sxsiK7i1gTWpBepTJZNEZhRQdQHWOQ5e0X5nrNyAo/m8za9kkUBjPMfeyDhOq1zXWvQFbBR815rGC+kBmpYehTtM5evbVt1jrdqF6dtxqfeUd4DS2sN9E+WdZVRJpRuMD5aHE/ES3qC88ThcEmi3H9LxQmlON35uuLKKG9G8q1OAgol3pNmFzXZ/JqPYffSbe+E/eY9ejNk1A+QHdgf2MRXZxrl5CF9AOkMPa13hfjQfo+cFkUBncausjzUNjZUUhA+hEK7ZqMhLPj0Fibi+LYz0dVt4+kuBbII0gxdH6nFhOAVg8SLlc3O74dhcE/F+c+PZY84iTdCCnEjbQnHnAxAQn2eaUTVNtjEnCpY8BYnL6sC8yNwmBinKQrIWF8TeCEKAxip90jiIwB5L2sM32wheRmAUNshWXDenc6lfPYSETucB6V3tNfI0/xerSHZcGzuDUKgx8u+p16eHgs7/CehaUPzyFl4W0UinFJtqs0ZcEbR1nr+dooVtfFSOSKfx4tOoOpZNWYioT+ZsQiYxNDd0YxtfujxW42WsjeR0LVesi6N55sAW9AlrN1yYqUfRIn6dcQNesupo8g4dPyke+BQgYsFlZJLnWfRZ9tL3p+9mPXH4UW2FHIKm29FG8Dq0G5P7SUKbWVKPdwF9yy6Xs/5/v/A55Elkkbb5wvDOa+Jw1I0F0PhTOUUJLhqyjPooilqivih87nrZ3P66Fn26/cOHi11sbBzKd1Xp+vXTUKCTy2nsSJcZI+bELjOgUTc92IWLtOQDHVW7l0siZ++yrnsDNQYjOI5vcBlMAjArGfAAAgAElEQVR9qtNmLCrItioac2uh8XaMOX49Ksf5nkhBdVDv2qVXR4LWa+hd8egicPN+4iQdSzbHLUDC9Obod14PKQqz0Ptuw9xAoYiWOc0WmbTnbADqi6h7c+0ORO/7PMNqZKlaMdeNDVPYHmiesOxz1iu2M5kRoidQHyfpbmju25BMUXgHeWc3Mn/HmHuOzH3Volt1FYXXgI+NZ+8G9D4cuCSrWHt4eCy78MrCUgTDyDEWCbUtKGRjFKJKBYWRWBRZ13cC/mPc3nbRegFZWv+PzMvQgOJyH0IL4JlkVXJXRtbWhRa5OEn7kLnfXWu/jTO37vMhSNCzCaotaGF3+/ouWoRPMd8XcuQ3jd1rdtPYvVdH7vV7kSAwkMzS1kf3VaLb0CdKrZ/sjIPHgbvNsRYlJIieZvpfK3RoOtkz64/Cp+Yj4bkv8PMoDF6tcXxXw+Aq2zfLb2idsnnPWY/evCZiuLKK2d7IA3FPtQsYytzrkBj+IBJSxpPlM2yOnt2sGv380PxvQWOjX0Efh1GpGJdRIuj+Znsz7RNip6EwI5ufMgnl6tjxNjEKg+1q9Mvjy8epZMxwPZDSfwZi57oNrW/90Nx2O1JOe6Dxtxa53ANTTf0FYOU4Sfd36VHjJN0A6BWFgU1ytrSnfVA9Bbdie32cpMeicMwVkYEiv9a6BoknojCYaeqIuDlZE9C4bCBLZF4VeeReJvNW1MLHiJThFEQ5vS8ZjfUhVM6HHh4eHoXwbEhLF45CIUHHo1CfZ2kvOLU4n13rqU2gq0MMIZaCb03kyraCcBuKuz8UCYRrozAiyygzFdg9TtKN4iRdLU7SVYz7/BxyLEe5z/cjq6/DQsQ9tFdq1jPbCyzW3VaAurXQInktmZXbYqEA3PrxbjakxGIrssrULuz11we+AeVWgPohT1HqO+5dJOTuh8KjWpEF80wkdKTm2L7I6r004bnONy3VATuicefOGdPjJN04TtKD4iR9oICl6CykUByMLKHd0Hi6CeV5nGxpc6shCoM/ISV3iygMRiIFdlfkyfqI9qEozUg5fQcpC91o/5s3oVh3qyjMQixdbgLoWnGSFoV2eHQdXO18noVyV15DeQruy98bhacNRcL25ei3z4/X7ZBBoyea+4CFeWKjgf/FSWoZtK5AxoerkUfjVnPtD9H8dB2ZQmBZ20aZfgRUzo/94iQ9g0yIfxfNuYORF3kYIky4D+Xd3EjnFAXQvH6Jc73xSFGejLypHh4eHh3CexaWAtz+acNOwDdLvX43tdxYUXbAtZZ+iqzs9jedTKWnwbbNJ8Kt7ny2oRqrlnpObijPHwBaZJ50mpSg24VQvhAoQ6kxTtJvRmFwc5ykbSjBGSqVgGujMDg5TtI1oHwmlCj1mjCx3DhwboG+WqKSjcZW9rVwcxJs3xegRL84a9bOsdIDhZTci8JQeucbAN+tHzTi2O5rPXZ9ff/3aJm+zsfzRpz7GrJS9keWvlPQs37T9OtTJHyuGifpcVEYXFtw3i4FkwewY25zFSaphehBRjVaRh6ZNZDQb3+TveIkvTsKgzlxkgZk4UOWjeYU9MwOBE6JwqCCgrIaojBwxt/CELI5URisESfpCUh5G2L6PwV4Acqr5MZArXvrg2hZ5zv3Uo8Yd8Z0po8eXwr+h3730WQx+33I2NpAHsALkKDehuazp6MwKEpUfhjVpxlIJQXqumTz6voAURh8ChzmtHkT2CSXC5RHL6RUDEGhRvejsNBbkaJjB+yzVIYJgowjx1A7bww0fq0XtITmuXVQtfatkIelESi7tUo8PDw8asErC10c1/791/uWm3/3j7reE+gx7KEX57/xw1OQBWwAYt8AWYtOQdYwWythQPuzVeATtGiBFpi5wE/oNv/6UsPcbr2+dtmKja/89KzyvIGH4novSm0rU14YOWQXo23iJH0bWap+iFzpYxDjx6NGUSgB63Ub8PIbrVM2/2q5cdAgGuZsRfMKtgDag2gxs32yCcwzUFLtrmjB3JwKqsByS/2AUTf23vLKdNajN9v6Ad8lsybb83RHLExzyRSFfBXUUeUFK95W3/+9rcot3bedN+Kcb1IpeAxGTElXkikwr6B8hdMB4iR9JwqDx6s/9i6BerKwBpAQNQFZXl2lwf0cOu1LyFMw3fkOsqzOM2FpbjjFj6MwuCNO0jfIuOrPJUvwXBQ8BPwEKMVJ+hbyjPVC47k/C71L7ZRFWykaKu8dsjHQgu7X7v+BCU1pRN6uiV7A6lI4CIUANaN30MI1iNiwsk3JaqiMKjqZ8ZDuX7DrbjSeV6DjsJ3H0Jg8yLTvRfYOrY/CIb+BxtMVSNEdhAwyO5l2RWNsKlmV6FqwoaIuBgAPdVY59/Dw8MjDsyF1QZjchD8CG1NqXkC5YTdnt2W4WEB7L8Gi4BkUo38ocm1vgITyPQF6bXLtk9S17tI46oQPgaGuQb9+1Vcmtc5cb7Vyua6Rlj73IUH5WWRpvgNZ5tZB7vP55v8pwBmVjoEyUFoVCXJtiAVniOnH6VQK6g9HYbC3SdB7BUfIL/X6lLpeUye1TttoGMo/+JXZlWc1yuMVpHy0mev90fRzMBIQqiW3TkGhCn1R6MolwKVI+dhyachdiJN0BxTLPQ15R9ZFAvc9yHr/MmLLipAQ3UalkP1vpERaHvfXUDjGXohZ6Uo0Ht4CzjO1M/ZAnqfBwElRGFwdJ6nNK3gVhXRMAQ4wxd3yfe6HmJvWz+9Dyk5BHka5FUqPo3oRP0FjvYhFqwj58XNfFAaLo+B4LCEY6t5TgBeiMPi72VaHxs6uiHShVojOPBTDf5ypB7I4faiPwqClYPvmyCDhGiDKwD9Nn6ahd8jm6fQxbctoTB6BFIerkWEkcM4zhmLGI5cVbj5aE1xNeSZ6rzcA/hCFwSl4eHh4LCK8stAFESfp9tiCWT0nzWP+am7ITL6eQJ4er7OYGYVBf1MnoCh+/XHkup6OLPG6Rv2cabT0eYn62W/T2uvy6PtHjY2TdBuyCqV5tKAQocuoEDbLQKkV8dg/FifpTSgnowlZ4vJer0mIMvMsJMiuROViCloUbfJi3npsMR0lic9AuQhTkPVvDvLK2IJNtsgSKBTqIRSGYwWB95FC9DyyFO4NTKgS3tBlYWpaWE/I1VEYnJTb3x0pDFeYTbeZ9veivICKuLgCHB2FwU1xkl4HHGu2/TQKgysNM5ZNlHc9XS8hIejqKAxud/ryBzIa4PuQZ60b+u2epX2IxkvIW2XRhPIubiCz9i4K1W5TFAafRUH3+IwwRR8PRsrrV1He0CbAkVEY3GOS6q9Fv+nHaP45teBU34zCIF8NuaNrr4TmyrWBg6MweDC3/7fA2QWHjkSKwrfQvDMeKQV2vL8chcHCcWreuY/o2DsMld6/SUgRKQqxBDPnd+KcHh4eHhXwYUhdE29B23hgjfqV3undMmGhPDbJ/G3stO1Dx/HmRWiKk3R3VBdhKpUFq0DUfpAtWApVaek7BNiDln57ACeZ2PRdceoh5DALKQE54b0EEvTCOElPRRWjQVayvPDWhmJ6f49ifb9BO+pLoDKEKUXMH/nF8ZgoDO61X+IknUvGaHQi2bN0i9K9b67dhLwfrSheeQDwjKEPrRAcliJ8hMJselFQUCoKgyZTbXYH9Fx+GoXBNGPhLRI88sL3xoaO8lhnm807aHXajyX7/TZD42B9FGNtYYujlZEHrB6NoZ6IujKvSA/N9a07SuZ335XOKAqjkSfv5k60XW4QJ2lpUahzlxCmmv/zkEfKUp8eBtxjxuZRaI58GQnOR5EROJQxYy1O0l8jhfTTTl57K7JQoINp/87bEND8fOxWlR5ApRLQhBOOFyfp3miOqaUo/BeFOg3NXaeW4j4F0UR7eHh4LDK8Z6GLIU7SnkAC5S3pPn0o3Zp7YpOaG2aOp7l/foHoLNrQQmkt4/aHLzn762gfx2/3fWy2D8nt6yjUxz3fu2Q0qva806lUVNzwKivI2/t1rc+LijZz/Ooo/KoXWnQvc673Clq8t61yjrnIQnhcFAYPuzviJO2LBOrnO1vRuKsgTtJ1gEFRGHSKISlO0u+QMVnlx+LbKCZ8VcQMc4nZ9gSyrALcGIXBMeZcuyJLbYIU1CEo52R/4C5TJbsBeRTmodCmIuvtRLIK3bW8BVXClWpi0ygMRnfcbPlBnKS/QyF/10dhcPwXeN3uaHy8iqhv70LK5TVAGoXBp3GSjjTb7onC4BBTB+EFNCaeRmFy1ht7bxQGB3Xy2r1QztJ6wA+iMBiR238nUlrsnPehuaZNvp9ANn/NN+3ORfPNtsgDcjdSlN0cGxcuhfOi4E9RGESLcZyHh4eHVxa6GuIk3Y9ahb26zbuoVL/gdNrqupW6z57bNnf1nrQX7i2mI8v+WlX2u7AC1nOIQ7yNzuVEWA77OuccE5DgvSmVbEvT0CJtz1vkEanlJSkSAl0hsUoTQKEqfQu2uwfMRQqEmyNS1J97UEhUd0QZ+x5KaNwJGB2FwaYsw4iT9AqyOhhXIIuqfbZXo7CzExELTR9UD+QoxBjTHVXAvh3oV6SgmBj01ZG3IKZyDB+OmGpWRL+dK4B1BtaLUk0YK8JIRLd5dxQGCxbhWsss4iSdhKzfTcjDNByN/cXKA+jgWt2RJf8NQ5+b328rJH+MLP/TkMC9AAnls9F4WoDyB/ZzDr85CoMfLUJfegClKAzmF+yrQx40y6T0ShQGW8ZJ+igqzvY6mhe/Rzb2XI/sI8jDOhDNMS+gd6Xa/G5Rzavr4sQoDK7poI2Hh4dHIbyy0IVg4m0fQq51p1iZkWfrZ83rtdk177dO3mLjhrX/OXbus79+gNY+JzunKBJsixaSN5GQvXNu+xyUQHoXSvatRwmqG+baXQGcbPr4OLANi5Y30Wj69AJidjIoN5tk1D2qHPcGlSw7ncVcsvCUWgpQnqYVZB28CAnB7rMdjYTgE8136/WYFYVBLU/LUo84SddCtRJWQp4iVwkro+Tmn+YO64kEufVQ6NOzaPwcg5TjA4H/RGHwrnOdJ5G3xsWDSCnrg/JKUoo9DR3B5pxUQ5HW2S6nY1lGnKRbodCVF6IwOF3Ux2xl/rZB7+INKKl9a4wn6HPox+VoPC0A1o/C4ENn3/eQNR40/62GcpnOpn0oj6VOLaMQpRuAO/OCv2Hz2gp4yTAk2e1fRZ6JemAXtzCl06YB5SRY+mdLLzwcGVbKtFdSXzP7/4jm2nFImX6M4vkqH273AfLOFaEVzU0nRGHwQJU2Hh4eHjXhcxa+RMRJOgCFaUxEFuq9yUJg5rEwUc3ILC39Xmh8+fSdoY6mj7dfm9Y+P86dssgiX2Rx2pBiGr6+SIFYg4xh4xO0kDWihasbshK/g4TlMVQqHUUW/ClkrDluQvbX6NbYSFt9L8oNUNc8k7bu2yGhvQcan5bpZDRaFK+hvZDXUZLqFIq9K/OQldkem1cUQLHBkIUwWWxEFlK1AFna9yBLkF6WsQPKGykaWyVUeMqiDfidsciPMhbpM8ispaciut1vojyaR4AwCoOZSDnMKwv7kIXQDULC4RWowFbR71fkQZhD9rsWodp4KvJMLcv4JXr+O5jE4geojIu/Fj37c8z3bdyD4yTt11HRvU7CKt/daZ+864YwXguch1ivLOxv+QH6ze1Y+KVboTmHh1HI3NNUjr+dyEKAdiNLzl+IKAya4yS9BClZT6G5/UcYamWyJHw7T7YAv0HeMze0cQjVDRvzycbiJ2SKgr1Xd/x2Q/P5ecbz0Vjjvj08PDwK4ZWFLxc/Jyu+8wZaoKYinuwiRoudFuoDrX1KLBp1al4AqiVcTyeLjd3VbHM9Byuav7UK+vkRstj9AC2AM1C8+u/N/qPM/n5AA609G+rXevCVlklbrkzjkLxAb0Ma9iGz4I/r4N7GIqteb7ur+1fufLjp3SO+T3vvxwPIol3rPbiTrNjbNLRQD0GLsBV4DzZWu3tqnGdZwmnUDntwx8SoKAzOipN0KBLcn6CS+nQtMs9Vd5SrcCiqgHsRCu9ahUpFuAUpsz1Q2Md0MkXBzZF5k2K6yY6E/qJ3YySiml2e8G/07o1BRR7zJAjfQ4YC+9ssTKC1zFVxkv4lCoOK6uYmrKgBjaGfoTFyt7N/DcR2VULJv6ehd7wfUsxdXE8mdF+JhHOLNiTUN6LwQheTa9z3hrn/Fn82/emOcmwKEYXBZXGSxlEYNJpNz8VJuiEa99YrYMdgPfKM5F381ehfx5MZXqYBI5ACYt8JKB6/H6JnSpyke0Vh8Ei1/nt4eHjk4ZWFLxc2abIRJXBuU6MtVCwCNUlcXO5ti0WhiNya9otXEYoUmjbkTv9rFAYfAMRJ+ku0mI1ESoMjtJdoGbfvFhTDCn1rO9uKPASPm+33oqJJz6tvbXRf7x56DHvs+KYxh0yg3JBXFr6HEiUHUJz0eg0KV7GhFT0QC49NbJyPBKpHq/R/WUWCPGIfklkuq2GWYcyyTEL5cWV/k/Hod1iAQpSIwuDDOEkHIu/Pd1A892CkxO5ONsbdhE83vnslOo737gi2Iu4pRbUflmVEYXB5nKR/BqZGYTDfhPzshnJJNkHP1332U53Pttr3gS5rkqmT8jL67V7AeFINC9CpURhMRQqinRMOQe/0oWis2FwW28cWMkMEcZJeAFyIvIlHRWHwuCkIOY3KYmXbxkm6BVoDb8wV2zsCGTUq2K+iMJiMxl2HcBQFC2vYcce/m6zsEk200L5oolXI3HftMfRcoLh2yDhkhDoOJYXbRO5+BW09PDw8qsLnLHzJMIvnZoi/HorZiDoD97iOqFQ7Q7VaRkW29jfnzR9TRotRfzKlYQ5i9zgGLfZ3oFCfo+m8otJRn+x5JpGFRNyMhPrjEZ3g/xDjCdTPpX7AKwtaJnyzR5VTufG/eYWqGS22toL1eUjBmIUUhNeBB5bHpNc4SetMobWAbOwuKlpRwulG6LmvDhwfhcH1Na67MyqwlseiKMOdOcbGtlsh7IYoDI6t0na5Q5yklyKvgIszojD4ndl/tNl/SxQGl5htg5AnYF/T3n2HAa6JwuDEOEmHIwNAHfJcfIhY17oB70dhsG5Bf4YA/0DeigOiMBhjcmts7tWeuUMeQmGfAMdGYXDDIj6CRYLxLByIPBw3oEKIbyIPbEc1P45FCfZFHrF8/oK73eYCPYmUnJPRfHztl0B56+HhsRTDexa+ZERhMNosohZXIMvPfGTh367wwPawlUBnogWnVpJtHXLX34U4wDejPR1fCVmj3GPy+9c25zjUfF8Zxatb4fqI3DHVFjYHFTpJPjnbLqSNVHL8H5U7yZYL192WPrRM2L4gXGthaG99bqOLBrJQhP+hMBT7nL6KnvGEOEk3NDH2yw2MovAVFEq3uDjFVHHemsxbsw8SKKvhbRRCkk9eLRKynLyfQtRSLsaQ5fXMQonUyzVMKNnD6J28Cyl665N5/raKk7QevRtDkdD+rnOKJ1D+U9n8udZ8gPlxkm5jKEkXMlyZsCRrCJlktnVDRogZURj8GRk1tjRtDgN+ixT64VVu5zkyZeGrnbj3gcjL8a8oDN6q0W5H5Il5zXwvIQPD9CgMLoiT9DhUH2IY7ef2ovH4P3PdaqFz+fm0zfzVk+VH7ICYyc78PNiqPDw8ln14z0IXgeGuXwktqI+gBfkqlDhbK8yjGjqqfwCLZ411YWkoXRQVeFuc6zSiRa8nGZ+/FTA+W2hJ9+lTaFpp1Y4bVuBWZAUEhTT0J9NqwigMFte6vlQgTtIdkOX/bitwxEl6DaruvChwx8wF6FleQvabvgdsYMJLiJN0O+BvmETQKAyui5O0PxLkv46KCg6kPaYjYdatup1HLQ/bWBTyNBXYNgqDjzt7g8sq4iQ9nix/x+I/KNHcspRdS1aEsQycgCzaqyEBtloF4ZeQN7IbMjI8gmL5+6EwwCOQR2IKUuLHkSXSH4tCHO9Fc97J5vrX0X7eaUJhbnshkoY1zbZ+tTyEcZI+A2yPFNXBRUK3UQT+hMbq1lEYjIyT9CcolwKUe/EiemYlc487I8pXm1tzLfIG2EKReYW3bJ5BZ6o753FIFAbLS16Vh4fHEsTiFPfy+BwQhcHfozC4GVlW10eL2KUsnqIAWjRnoYUrj2bz5y6kbYipyKIzFqi8onAv7RUFkIDYSSxUXnuhGGVbwwHU304qCuXcf9rQIn0XTSvtRFYNuAjzUViTRTMKY1hgTngWomZsQcLkM53r09KJOEm3RErs7YjJyOIxKmOwi8Ya6PlZ9ETCWZM51/9R+ZuuC/SPk7TOFLmywujqwLVxku4ehcGMKAyeR9btIkUBc85DqT1e8pZtu20+qvS8MrC2VxQW4ikUaug+tzGYHBMDt1p7CXmeNkJJuQ9RWSXcnWPWIfut1kVUqbujnIZjozC4AAnI+6LkX5ei9XpET/o0Ui5uNtvs/OaO0TZz7CYoTwakeBRVhHdhw9HqqW74WMtpY6uHr+3sP9z0cVdz/Z8iz8dYp81B6D6tJ8F6VqdivCrIu2bvpRryVsA2Ciq0e3h4eHQGPgypC8CEc9yIFIRqwo9F3hpaK7SnH+0XwTaKk5/bqGQLWhwL/oGI/ShvPawVCpJDqQkpLUVVSos8GXnMAd6BUi9gQ2ddrwN2MZ9t2JRFGQk9Q9Az6IkULYsGKn+XS5E1sx/QEoWBKwwvi3DpZReOkSgM/hYn6XgyGtLZwI6IDnVPJPTUUTneSlQmb05Av7U79h5DoSSHFfTlgDhJx0RhMBaN0aIcn1Y6TuIcR3GyfB36/XsXJKku7/gG7cNhbMz9dGQh3zi3/3Uk6K6OPAXvAucjBfJbiBb5a0gxu8lc4wAq66lMNbSfLv6LcqIOQ2NtRTKWIDcH4CnEqvUwGns9kUfqr6bdVcCvgA3iJN0IuL/K+3wIokD9p/V6wcIQqTPICqj1QPkID5km1yIPSG/klfgPomB9zTyrPBnFqmieazLnakJj2TXC9EbzU60xnldoLqEyAd3Dw8Oj0/Ceha6Bn6CFcy1qU1IWhU0UKAoVRqUijnmotOqVKK6M/CGLjv50jh1oFsUeh3raKwp2cS6quJu3Zv8Dha3kaQ9d5O/V5lvsjYSZh6FcVIV5mvnfF8Ww91oOFAWiMHgWWUV/gTjhXRxORmc5PwqD0UjgGURFYcF2aAVGASdHYdAXcfrbZ7k5+q3/lTtmOqLQfdD061Mk7OXhWlyr5ZIMIUtiLkK+YKGH8krmoN/OPuMeSNhdiSz2fx7yzrxNFlI0GBEmnGfaNCAl1M4VLWj+2wAVRLMGhlbEbjTGnOsXKLTsgCgMbkVK+1+QMPyeueYlKEEapLxugBiYQEqGS/e6ormHFxH18aVV7n0I8pL8O07SZ+Ik3ctsvwKFWt0KrBaFwc+iMLjESSA+AynCJaTU7GS222dVxGJ0OZprelKpEPwV5VoMo72i4I7jf6Hnb/E0em5j4iQ9zxTb8/Dw8Og0vLLQNfBPtFi6Qs6Ignad/L1qpgf0M9f6FZULjLXO2m1rUFm4qrPJLY1kC2JH7VwvwTTkXSm6R6sQFXk6XGWpFQmvv85t6wxKaCG+FNqGQMkWtCgjgeZ7iG3JPoepLFJ41dKNKAzuMkJQY277c0gx+wWwq0kE3bfoHAZl5IE4GcWUb2+SYvegUnA6DyWA2mTYMWResnXjJB1sKu3OoT3c86xojnuP9t6iemQFHmnO78KHHuUQhcGraE4YTHvyAsgmnt5I0L06CoM5ZDSqrlHiafRubm2+lylW0OYjxXEYUjZ2QIrJn+Mk/Tnwsanj8A+UPzMcebYswxaI7vVr5nq9qSzadiAS5q1y4rIzudjRua/tyXI3bN2XmcirmocNdXLn9ikoX8caOlqpnKfOonLuHYsUkiORwlHkdbWhSTNNOzexfBCZV+VXwDNxkq6Oh4eHRyfhlYUugCgM/oEWqdPMplZkjbOYTPV48Bw6JdPXo1jxYwr2VdM0qm3Px6zPIeMUrxZT20hlaFITEuo2pP0N5OONq1nyPyJTJty+diaU6lFUoO1/wLVQt1m2q1sJCSj3oudVMv3f3oepCFEYjDWKxJtorP67RvMSGiczUQjK/0NC3k1kOSEgZbWvad8KBEgghCx59U5E1WsxieIx1x3FwReFbUyJwmALlCf0J+AtpGx+FpanZRam1sSa6Df8N9UnnDKZwHpZbvudiDb0KVS5GzISA9vG/v8F8kCNR0qKZcvaD3kQ9jNt30EhbaD5bSDyONyAPIY238l5twGYGIXBGGRkGA0Mj5P0awX3czMKZbK1Np43/3+OkqU3j8JginuACS+19LIXOPfVgjwf1kvXDSmtbk6BO2+tiWq+PIcEf7fwnIVl7loRPatrUJ7RVKTE2HohoOdT5KX18PDwKIRnQ+pCiJO0AbnB30MT/K1m19+opDGthkVlHXoKCcIWRWFO+ZjwJqovNG1IWLTx/dVqRrxBVlxrUeHSZubv9w7kAVjSuTgL0LMaCGyKcipeRBbC70dhML/Gscsl4iSdgASbIsykUvj/QRQGiTluXxRT/j4KTbIW0FOQgPUsWbXmiTWusSg4BwlXtyFFN4zCYELtQ5ZPxEl6MRLgO8LmURiMco67Df3mIIV/KvrtykjgnoGKq9k54QHgV1EYvGSOPwCFCc0jU/razDEfIUt/H1TY8gqUWNwHjZftnX7NIcu7uB44NwqDT+Mk/QZZovbdURgU5csQJ+lBKNfgoigMaiZFx0n6bTKjzx+QQupWZrZVseuozKGxBhHrIbPznPXK9aPjWjnz0XNxK5g3IkrZ//kKzh4eHosCn+DcRRAn6QAUi23d8tujpLoWnIqlOeQF90WlJ90h993Sk9ayzNeySNVRmQhczaq/UZXtRZWn83BrJuTvtztKINzD2XYHUrRsyFMnaj0AonK0sb09EDOLaxncyWn3u06cb7mBSRS148AKNa7i+EIUBg/ESbo70IuupFsAACAASURBVDMKgwfssWb72yisogR8gJJHb43CYGacpGeiQlstSFmrpSwUKc9Fv/8HKOl9H/P9KBQn79EenaXKfSFO0t9HYXCuEfQDZ18D+t2eQkrDAcAnKN9pJhKGNwDeN7UddkFCdb3Zdxuyns9Dwi9IOL4NeaRuJPNm2Hd4nNmWAichofsKJ7fgDWSkGYbJiXERJ2l3c9z/M5sWxEl6A5qnH4/CYJbTdjWUVD2BjPBhMPJevEuWrDzAHN8DMSNZZaEO5S38DI3fD83fe8APTZvZdFxLxyoKH6Nn/qcoDPy49vDwWGT4MKSug1+SKQogK9p6yIp1epVjlrQruZpnwrqyW6hMnKsGaxnrZOjUQlhFoRYlYC0GkHWotCKeZr67uRGdURRaUYyzhY2bt88mW6Trmrxrrj3c/Js24FUqKYB3AIjC4F/A63GSjo6TdKRhlgFZQG3S9D+iMDjMKXr3d/O/Hr0btZ5/0Vi+FYWQ2HHcHIXB7Yj+diYSQB8vOM5DcAuSWZrZIvQAjjOf13e2T0a/WTMaB99F5A7fIysmWUJz31UoNDBBniWLABlQ3LCfk1C40k1Uhj3ZOWUtxGQ0LQqDX5u2t5iK4ERhMAOFQa5SpWbKLWSKgsVTaDzeDxAnaT8zhs9CzElnk80VByNPmFUUZqKihM8hD8BfyPJvuqHEbTt+Z6G57Ydk472e4sJ2Fu7asEcUBgOjMDi/SlsPDw+PmvDKQtdBPsFyMLJOuaw8S1owzTPF2PjwPFZB1rE51GZrsrD9LArlaKUy72Au7e+raFx25t4HU6lwXEAxPWZHyLP45NmiPoW2++sHjpi4wq4nXHz7pw0nL8Y1lmrESXpunKTz4iS9Or8vCoN3EJd8GQk1m6LYcvsbvuk0PwQJ/ZthQu2iMPgICYMBWR6PRYnK8WN/l3m5/0UoA7+IwuDriKXmA0Tjiam4OxQYFIXBf2ucY7lFnKSrklmrrcfoVfSeWwXgf8ibNwV5BsZQSTgwAP1meQ9iUUG0I8kSjt33uISSof/gbNuMymrNk1FdkCedbfs7n+8GQlSrAwDDbLZanKRXxEm6Z64vXzH/W1Fy/qVktRRWN8XXPkUeDOsJtt4Oi+7OOc6IwuCqOEk3QLkSt5GFRzWTKRmvorCvwc69Y64VUXu8A1wahcEbHbTx8PDwqAmvLHQRRGFwOVoAXyATqtrQQnszEqo/S7XlPA5H3guL+ci1fzriRi+iTa1WfTUPuyiuiKxp88iUAlu/wXopRtG5+ypqk7eqDSYTJOuoDFlakhhY13vSK703jweV6lpLyCq6vOF45LE5Pk7Sot/mKTJlcSoK77DtXAXjAdPuI5RACkAUBiOjMLi9IC58FyoFzXlI4B+Ccg8eplIZsfgIFfeaas5/ZRQGw6IwuMi55twoDGoV61vesSqiGIZs7dgGKV7dkQC9JfqNdkYF1dYlMzDkFYK5yAIfUzkXQeeMAw1kSbv54wag+WwjZJl/C1GPWryT+29xK/JiPGzyEyyOQd6FQ6Mw+COi930NeaSOR3kSttr8NuaYZ6gsHmfRDbg6TtKeKCfHnadmoPeljBL2hyPPxb/MPVjGpXVQQn5eWc7j5SrbPTw8PDoNn7PQtfAulDeGUglapkL9b9ACfSOysnUGrYilZGdqx/8nyAJo0ROFilzI4gnZs8kSTy360T5syPapDo2/jhiF3ITmPKxg4OZu9KnStgidzV8A3V8Pc52WtsYBD6G4610QK8vyhiuRkHiLE/e9EFEYlOMk3RjYAiWODkCC5EwqrblvIEG/s3gMKQOWLam32TaMLH7d1k9wlZj5KC7eYxERJ+lKKARnNgr3OYcsV6QFWb7PInu+g5Bh4T0k1L6BlIyS2WffuxYknKeYUB4HH5lj7Pv8LBlzkov8HNBMNhfsSZY7c2kUBu85x30bKTMvOPc5kMxbAMpd+SuASdY+ytl3OSogB/IKf4i8H5+geXAFcw92vouR8G9DgWx+11DExrYbUiIayIwyKznH2zysCsYlNG+775877v+NlHEPDw+PzwTPhtSFECfpJsjtbFAuS3EAxAW/Oe1ZMF6kMtehGS0S66OFuhY+C5vMi0jZuBiYCS1nQv2Ni3kuF3PJBARbcXSVKm0tPiJjzSnCLCg3QGsPqM970x6ncwW43Gf1VhQGtYq+eXzOiJP0V2QFvg5FYRlPVGluGXBagGEmzMmjk4iT9FyyUKIQ5Rr8EAnoZbL3dSx6F/+KLPE2p2QDpGhYZaIVCdgnITrQD6huELCYisLSQtpb669B857NaxhFVjjxHLLE+oOA/5j8hPw9rmT6ZD0nrcDhURj8pagzcZJehuinxwCboGewkbmfwYju9EXkNVsFhUSdjLy2NqTIZWaaSla5HCqNLzPJwpIeRkpT3jADyvF4AFG5/iMKA5974+HhsUTgw5C6EKIwGN1j/T+/RYONhCi5ltHNzX+3CNWLaFFx0YAsakWx+nnNcFBuXxktWpM76GoLcC2iJ9xdyXM/vKl+6BPP5S4xg84XRbOwgkcbEgI6g8E19r0P9INSLykKZaDZjXlfDziTyhCJfKGvFmQ5PR8pbWd2sl8enx8cpZpfIUGrWijGJPN/AcWx8R61MQq9OAtQDsExyDPQm0pP3jDga1EYXEkmdJeQBX4WWQhNNxRecxLKU8krCm54oZ1QVgGOpjisZ10qiQ02M9t2J6NDBXlTp8RJaovEESfp943gv6HTZxClaqGiYPAzc50tkdLwJ6SwbgKUTeJyHzIq2N1RTRB3rurrfF4BUblON/e8AjJQfGratSIPzfFUzpF2LhuHQkhXRsxKf42T1KVN9fDw8FhseM9CF8Ptnzas1jx1+EmNL512MtQX5QjMQxa6IVQWNluSsHR/1fBnKuP0L0VFy05DFVFBC94PyWpFuJiEKjavQKXb38Wi1ozoHOoWlKHtLdp6Wc9AMwqL2ZT2BZssPkDhNKshheF5ZMV+uyOudY/PB3GSroloa1eiMpQs73l7AXkedgBGRmEw+gvr5DKEOEnXR56Ey4DvkPH+59/REVEYbBsn6dcRw88HSNk4ChkYxiGqYZet511kie+Bfr8N0O8aI2G8MxhBlitgaxZYL+V8KokZborC4Oicx+R5ZP3fGbgzCoOFORRxkm5vzvNkFAYVymacpJua+wPlFGyAlKrNUejW3k5zt5ZCHnejBOwPUejpKqjK9bdy7fLe4K8C9yHPw3fRWLeECy2mT9u71K4eHh4eiwqfs9DFcOTA5knxo2kbEtY/QlbuDZwm45AV7LPCjfOfRWVuwZvIcnsUxfSsu+e+n4asWe54KqEQgCIMQIJ3La/DklcUAMq0UO7lPr8G4Pu0rxTtCpxro/CC94B9gSPM9sdRzoLHF4woDD6Mk3QYSrJ+h8yCm/eWrhiFwTgqWWk8OgHzfC8ARkVh8Ls4SV8ioxT+mPaK/kiy92E3s78XCpPsjt6ze5AC4dKpzjfbhqPf72XEplXNYDEOzR+WEtkmA1uciHK8rBfCVRSmAJfFSTqcSpam7dBce2YUBi/FSbolms92QIXfQIrndvaAOEl7mOdg5wtrye+BPACuotBGsaLwBPKK7GvuZzgysjQD/0XCvjsHu4rCzYilyV73CKSIrY3WCEu9vSlKtvbw8PBYLPgwpK4Ja01aHTiBynoFi1P12MUYJKTbBegTMkXhdbT4fR1ZuYoUhTZkgctbaIsUT0s3ODe33SoC1Yq2VUMzehY2KXoRrWVlKPeolvTtKidtqCiYiw2RsmD3gyM4eHzxMOxFU1Cy888Q+00eeXpgj87jAiRwXxwn6a5U1h7piwwOLmvaulEY2HfdeulWRvPNNOR9PI72isLxZHMFyON4IMpP+Cft3/O1qKydUkIhmdOQl+I9Kul1Ld5EFvgRpi/5NrsB/zGVl19CysGBzv4tAOIk7RUn6YvIy/sdsvA3O9bmoXnWDWesttauggwWfdDc+zDyyLyCwq6KxjRort4WeZdHoHn8tigMPozCYH/gB2QMUCOqnMPDw8OjU/Ceha6JM9FC/STyLoxFViLLJrKosNVzy8j69AAZf7nLRLMhmYW9WrGlOrRo/haF73TkASgD/0Du8c/qLag357Dj1t5TJ8/b1grd8gqKW1nYuU7b8Nz6/gaKTX4aKVMbURxi5fHl4HrE0HQvytmxiu6oqkd4dASbkNxGRnXcEwnvNuF2LAohAlGJWpyBwmLqkGB/IBJa9zDtZyGl4BfIgt5MxsLWhjwLL0dh8O04SbdGycsbYQR2B2WURLyn6dtXkFfUvtPzkEDdROaRbSCrIr/A9PNec/wKiCLVzinbmv40IYUUNBfbytAHo4TiA1BBuFXNsU+Y/x0xrm3ifB4VhcE+hpXp1RrHzUXhRwCnRmGwNUCcpEPiJH0LeWT29iQMHh4eSwres9AFEYXBiCgMdo/C4LeokudXyBavBWhhrZVskq+c3A24DvhWFAYvonCAItSRLbIlqlcH3Q4xi3S2PsJhyAL5LyScV6vsXHQ9d5t7PcvC4m6bWHC885zaKQpQ1btRl+/Omih86mYkNLwdhcHdxcd6fFEw9Kwfo99+mygMDkBCX4x+q3xRN4/Ow9J01iFPwVnIkOEqyW+gxOFrgB3iJN0hTlL73V1fhkdhMA2FVA6MwqA/SkJeFYX6PIks8a3muK2Bv8RJ+lUzZ51LpSfgHeA/SAm5HynwNoerwbl299z/PHog6/6Rzv0Oyt17HRpTl8dJ+jEKaXsEeR8vjcLgmSgMfh6FwZtRGDyNlCwbYmkF/rHmfy1v6G7m/0AqFQV3rn8SzXs2d2JonKSTTV7FbiiMaSBSYjw8PDyWCHyCcxdHnKQ7Itd0M+1rFixKnQDQonMsisHNhzMtakLxichLMRSFBSyq1yBP+VoNH6JwrFqKbbW+L+o95dq3NEO99Wa8iUKz3jHf74nC4JBFOLfH54A4SY9HigHA2VEYXPhl9mdZgklqfgjNM8+gsJj56L29EXkXvhOFwVtxkg41bdaucroWZKWfbNpMQwL36lSfx5qQcrEDsvbPQ/PgXDKPqOs1LXrXZ6HQpDkovLNoHmmOwqB7nKTrIo9AAwrjeaTKvYBCIe825+yBPMHXIQ/HWDRXn4TCuB5BCokNW7wLeSfWQYrFxmb7f6Mw+AZAnKQjyUK53ByqF9BzBLEfXeJs72/+5qLfxSfze3h4LBF4ZWEpgKn0uSKyoC5qnH8ezdQu1mbRitz7Q2lv0Z+ArGqnI2/Biu2O7vjcnbkPt+ZCESzdq/VWuHHMc5GlsTPKghVWWlFYxA7QPB4a/opiputRjPBD5v8WwCVRGPgiX18yDD/+bUhgC6MwmNDBIR6LgThJb0ECdBkpDdejd+sFJPy/BOyXO2wiWUw+VCYmT0FeBYv56DcsIaXgZ4j2+CSU4zDcaevOYXkygmrYBOV/RQX7FqBk5/MRaYG95oNOG5uHsKlzjFu8cg4q1HYumk82jMJgjEmC/jXyDm8O/DMKg+PtQc5zBZhpPC7ESfoX2nsHUsSwdAEK6boS5WesnGs3OAqDIi+rh4eHx2LBKwtLEeIk/RNKEHQtcc9SyTG+JDALODoKg3viJD0auMFst/kH+5vveaF/LrIG9qe9kF5tUW9FVrq+BfsWBWVz7R7O96lUCiQdo+fE1/vteOZdc58/5/bWmetaD8xsFJMMcFIUBld/xr56eCxViJN0c+TB+TcK+cmzgLWQCdCzkfKQZ01z0Uilcm/Z2aYB+yBF4TTg52Z/UYX4qYg56E40f7QhITpPPNCEQp6eMP+L4M5PTchrmlLJpOT2M+/JWGDuyTI4zUSelseAK8y2E6MwuCZO0pKpcF5CCdJ3I+UnjsLghDhJ10IkEl9BBo++pu8Pmvv9f1EY3AwQJ6nN/bB4AVGlLmp9Gw8PD4+q8MrCUoY4SddA3OO2WvICFGNbJIh3FIbTTJY0nBfmZ6NF7KfIejUQLeR5K1YedyFL71VoYW5FHpFj0aKZT7rrrGXQxYdkSZWLgo6vVbeAPtv9lsY3D3uubfpXv2G2vktGT7hXFAaPLsa1PTyWWsRJ+i+UdNyC3gf7Hts55kMUMtSG5oq/kNU9cDEDWe93RaE6+XdyJhKc64G/IWIEKK5R8D6aU+YDP0aC+aGIHcvOa5g+B2gu6yyDmaWTftX0b+Pc/nlIcehL7VDQ81DRQFB+xbnoOZ2KPA6rUfkMjkThR6eb70egBPCPzH12Q4XbrkKejP9QWYviY2AdX//Fw8NjScInOC9liMJgfBQG95mvq6DY3TrERJJfIPLhQ/nKxA1kFaDzx66AKrVejhZ/yLwITWTVWPM4EFnA1gX+gCxtB6DFzi1oZLOHF2cMLo6iUOtaWcJ1W3fmPvcb2mYMd1lXVkUL+OZeUfBYTmFpQbuRKc4gD8MJwB5RGDSaomWnUawotKD54DtIEC9T+U5OQQJ/b2S9d+lUb6A9McI6SGi+EiX+9jPbGqic++qRYP4+lfUYZiGLfR6fOMfPoZIeNkWhij9Bc5zb/zedYxag2hHXofCjLZCQv6W5v5+QMdK55zgbeW+akOdkBJp/7iJj9loJhUxdiLw3fyRLqF6N9t4QDw8Pj88ET526FMHEv16OcgTyLqGrEF3hOs62qWjhuAMVWCsK9bFJ02+ieNx8suD2ZFa2uWhx3dt8Liqa5LKOzEbCxH1IOXA5w2spCQvMsR2FEC2OV6IIs9EzrVt42+V6GyLxLnC6Txb0WF5h6g583XwtIWF8MmI8Gou8CNfESToG1Ub4StF5UGjND8jmFvvf5iatSmWcvmVH6oboTSeihOg8eqEchx8ji38vMkXEGknWp7K+A8BTyMPRiuaSmSgn4CpEk7weooheh6zA2pFOvy+jcv5ZxenPwcA3gTWiMHgJFuaePYo8C39EXpE8S9MApJwMApqiMJgbJ+nzKKm5jBiPHka/wfQoDKbFSTqRzJBzva/W7OHhsaThlYWlCweTJej9EVm7V0Ac4c9SqSg0I/f3QCTw53/rfKKztXZtjBaj36Okwo3IvABDUL5CCSU+Ww5zF5aPvS+iaLWLbB3FFUzzmI8W0TM60fbPiMK1G8VKQz4uulpYlmWGeh55LQY77S6PwuDvneiLh8cyhThJt0I5SitRmcwLeu9XQkn/VqlfD1U6LyokNgPRrk4GhqF56UWkJLyBjCD5d3MFZ9uWKJdhf5S3VYQDUA2Z75njZqO573eoFgJIMZiMaHVPJxOyu5n7uBAlENv55EA0H1q4fcyz01lPQStwNZovj4iTdHc0V/81CoM9beM4SY8jYzyyGACcG4XBkc62kUhZeI+szsu6qOAaiLp2LzR3no+Hh4fHEoZXFpYujEYCcA/EqnGy3REnqWuFn4AE6asW8fxXI6v+oyhWdzgSsF8mozm1i2UrEsTbzJ8dS/VkCsQa5g865wU4BQknP+1E+zKq31AL02lf6RWqM0I9j5hQXjLfXwT+1ME1PDyWVRxKZRHIN1DM/Y3Iq/gTsmrqLlZByoEbz/8sSpD+bxQGP4+TdF+UkzADuAgZPH6KqkSXUNjOY8hY0cNcZzzygOaNABb7IGrjhf2NwmB0nKRTnW3Wg3BmlXsu0V4hsHkTo5F3Iq84WcxFntzRaO4aguagF5BSdFScpL+KwuAZ0/46NOdC5r0FONAmQZvvJ6CCb2+bXISXzR+g0FTkxfDw8PD4XOATnJcyxEk6GOgVhcH7BfuOQ5awkWQJchajkKt+GFqgXPf3h+aY/Z1t/0YueosXkMJgBXh3cfsAWbw2IiteVqsGxGTTpg0lTYPilU9Ei55NCLQKQ0eJ2jOAc4BvIwubvW6AnseBufZFikgjWrz/D3lttgGuisLgthrX9fBYZhEn6RYohHAKCrl5EykCbt7O22S0pp2lK34e0ZAG5vtBURjcGyfpHaguwVxk6Xdj721I0oq0p2Sdn2t7AHqf/4ve9QvQ3JKnW3XngUloTrJ9fxd5P/o6bY9HnoqN0ZxkqzjPR3PPE87x/0aKyw3I6GCvUwa2jsLgZVhYJ+TrSCGxSshoc749gUc9RbOHh8eXDa8sLIOIk/QIFB9skQI/jcJgapykPwauzR2SInaOO8kUhGOR8rAPWuhca95o5Oo/3+xfAS2CQ5Hi4SoJeT5y0EL6L2RRdPEmSoq+xpzvJWAdKK/SgfwxDy3sv0bCPsh7sKK5t7yyAHApUpz2p9LL8C3kVXnD3M9FURicVeviHh7LMuIk3ROFG4EUc7eg46IWPszjSWBflDR8OAqvcQ0Nz7BoVvPZKLTnXHO+Wsm+bt87cx9zyPK+TkXegl2BK6IwuC9O0idRATnXyDEY0Z1e7JxnxygMnoqTdBfknfkbmvN6ozouO6B8iq8Cb0ZhsFEH/fLw8PD4XOHZkJZBRGFwB2LV+CdwcBQG34/CwLrib0cu7SeQBQ+gNQqDyUjwPwOIojC4IQqD/VE8LEhReBFZBQ+MwuCtKAwOB+4x+0vIu3C/+T4XJSVuh2gPQUrGI2hBzysKoIX1etOPG5EnY5X2pE7t0BMt3C8525qBt9CiO7/gmE2AHZEQZO9hKooLHoAUBVA4hIfHcoc4SQ+Lk/QjRP9pw3Pyld+rCdhNKOyoI6v4Ksh4cA5SFEaikKWnkVFjXo1j3cmgBSn5AaJmPYqOWYFKBZ9bkSGj6Dp90X21Ii/Db4BZlp0uCoMdUQKynWtnIw/s6865/hKFwVPm8/XIC3I98iScjxKoX0aKArSvLeHh4eHxhcN7FpZjxElqq6ZOjcKgkHkoTtJ1UTLgp8APojCYZ7bvioT625ESUUKL6ipIEH8/CoOPTNtewMpRGHxsvk+jvdABssg9iNz8Q5F10Si0VQ1/TSjPYEO00L6IEqktL/pTSGHJs464mAzsAYy3SlWcpD9FFs3zozB4vcaxHh7LJOIkHUGWq3Q98jZWw1xkSLCeyafR+/gu1WP8QUxKB5O93K+TCcrXIKE8b9Qqm+3WQ+qGE02kMs8ClAf1JjIoHIgSmRuQ0H8NSpi280MK/AglOp9qzns1MpY8hzyYF+TOfzNSVsajUE+3ov1hURjcbTy6K5u2myCPyW3m3l+OwmCrOEnXB/5OVsNiFKpK/ioeHh4eXyJ8gvPyjYsR3eDl1RpEYfAecosvhBH+H0CWu+1RDPOeaME/PQqDM3PnaETFgixORov9RGBn4BWUCLgasJ/TbjxSBI6C0nec7eNQjPHWaJFfkyz8aCcU1nABiil+Ld9/g3cQxWMJJWuOi8JgutPnK8gqr3p4LI94E71DI1Cybi30ISt49jZ6r79JsaJghfuXEKPPIc4+9zpHU+z9fioKg+viJD0NvcPjkCBezl3vLTQ33I4UiG4or+qvaJ7ohjwfw1FuwSCUm1FGio699uuI6GB/VNMhj6MKtllYqtcb0Nz2LPKgvIrmpidRmBIokdkqCk3AyVEYvBon6TCU0/BAFAav1biWh4eHx+cCrywsx4jC4JfALxfj0BaUmDwECe1noXoK3ZGg0NF1b6cyp4I4SX+G8ggsZgOXRWFwf5ykTyHX/iDgz1EYJHGS7oyql4JYVCz6oDCEy8mElR5ISNgaWRN7IFaT7yJF4jFXUfDwWN4RJ6mlPrbMRLU8c6BQPytcr4kU/dVqtN0PCcd3OtvbqPQ4VvNIfDNO0pUQnerewP9QTtVHThvXQ3E2suaD6ii42DoKg4vjJL0CeRks9etgp82liJb6NGdbkauzEc09eztt/mk+TyKrwwCqabOp+fxDNA8/jIwj3dDztqxy95n+/x+mQGacpFsD3wASP3d5eHh83vBhSB6LhThJ10CWxIejMJgTJ+l6QH9bgGgxznc/mVdhEjDMhjyZ/QFy289H9IrjUTwwFC/cj7qc5uYc/ZFHYYDZFBjFxcPDA4iTtA55CT9A+QM2+T/PjuaijMKO3OTeWigjy3mt8CQXs6isuTATCc0bonCeesSg9lsqw5EmIEVnJpWhQRbPo3yMG1DYYzdnX5O5F5v38FdU08W9B3fOGYm8EUej8CWLLZCSkM+DABldysA+URg8BhAn6bdQeNX7wCFRGDTGSfoyUow+RrUsVkZsUr2Ae6MwOKjg3B4eHh5LDN6z4LFYMNze453vYz7jKac4n8fTnr/dWgZ7Ig/B28ijcBRSLnZH4QhvIa/Hrwv6PCNO0mMQNeooKq2aHh4eSto9CyUW34EqLoME57tQbZM8LXIJMYtBJqy77GmuYG0F91qKwluoDsLfzPd88bNLozBYECfptsiTCJoH7LU/RsK/VRBWRDUb3kfCfD1SBo5GnoY1C/pgPSnzUL5WnlEtz7rwEzTnHITmn3uBR6IwGBkn6Xa5tvbYeuBbTt0FojCwFNQu9kde0A+QEuTWgvgsTFQeHh4enYJXFjy+dBhrpktf+jUUjjDN2fZ75BHYGLgFCTF7oUX0m8BRURjc0tG1ojC4n4yxycPDoxKWBaw3cDdiDFsbKeOtZt90lCTsCqqXoeReG6N/FVLme1BJT3o5ojXtRnulo9Vsb0IVi/OYgbwHt8RJOgSF/DQhwX5tp11/898t3La6OffTKJ+iOxLCBzptmkwb18PQm0wRqobJiF3OZU26GbgxTtI/UMnSVkJeht2QUaQzyctTUN2Xk8gUoCuRceTWThzv4eHh8ZnglQWProDfIcrDBWhhvCMKA1dRIAqDKcCP4iS1ORE7Iz71Hc33g5ES4eHhsfg4HSnpo6MweNiwno1BQq4Vogc47a2l/HJUh8DiF+a/G5ZUQnH69jz1yNOwgmljlYqNUdiPi2eQwHwRCjnqiWiOrQfANTZMor2AvyFZ8rDF2WR1E6AyL8PeVyPyEuxtrrcl7cOs8rkZr6J8jw3M9/1y++9GJA+fRGEwi46xjzkfSMEYA1wchcHEThzr4eHh8ZnhlQWPrgC7sPcAdonC4J0abc9Ai/yfEYvS35EVMv5ce+jhy9o7/wAAIABJREFUsRwgCoNJODH3URi8HyfpSagOwkDaC8qud6Ev7fEeStC1ycGb5fZbS7kNHQIlJ1+AlJKTzLZ5tFcM1jf/W1Au0nBE4Xov8nIUYTryWs6v0l8Le1/3IjKGI8kqNneERuTBON58tx4TkHfkligMWjp5LtA8NxU9q5OMd9TDw8PjC4NXFjy6Ak5FHoURHSgKRGHwN7JYZlAYkoeHx+eH95DH4SakLLQhsoEfOG2KSAbKSMid5Gy7A1n4D6RS8ZiIPIMboNomrXGSvuvs37lK35qR8rARUhr6kdEoF/XtVtPmR2RhVd3Mee5BpA3DzDFtSFn4kPYhU3k87vRxKBA6+xaQMRvFVlGIk7QH8pQ0AGdEYTCXAkRhMNbQp/Y0xTM9PDw8vlB4NiQPDw8Pj0LESbo7Gf3nXJRQPA0lOtvtNgbfxUmISACUIHwREujHA39ArD77IdrTvVHBtzbkgXgxCoPn4iTtjhiNVkYKhw33scJ/nnnJ/T4OCe33mnPui4gRBqFcpyL8ANExH4aKOb5vzne96aube9FC5uGYAVyHFKpamASMBW4ydSKOMecG+FkUBpd1cLyHh4fHlwKvLHh86YiT9OcoZ+Eh4JwoDFo7OMTDw+MLQJykB6BQPxAbz9qoSNt2KNl4KMoh+BeqRWBRRqFDlq1oNspNAAnLR5vzb4CqrudDgnZDRcu2Bb6Nko/3RUpGESaQ1UaYQZbkDGJ3OgMJ+ytQHX+PwuC7cZLeg1iNfo0UlZOcNqORorCF+f6GuVa1onWNyGuRZ3TaF1HCPo4Ukn2jMHioRt88PDw8vjT4MCSPLxWmuNIl5uumQDlO0oeBZ6Iw8Jqsh8eXiCgM7ouT9GgkZI9A9KmtwOHAz1GuwVxkhXeVhRLKD7DKgiukz3M+706mKIwly1/6BjIeuEnHtYwIg1AeQk8qFQWAC2sc52JinKQ9yeopnAc8kuv3WShUaguU0L067RUBt7+9qGRlsgjRM/wqUB+Fweud7KOHh4fHF46Oiud4eHzemIV41S3ORCEAH8ZJOrj4EA8Pjy8KURjcFIXBlSg/aE3g68AxKAxnbVSMbVLBoT2ppD8GuILKSsh/4f+3d9/xltTl4cc/d3eBBaRIERWkKgYRKyhiwUIoGktixKiT0ShRxoYaS6ImKhZE+YlGdNRoDONYIrFBLIAxKAgiShMEAQVXkWVXylKW7Td/PDO/8z1z59y7y97de8HP+/XidU+Zc86c/YPzfeb7lBiOdgOR1nQGMeDs9UycGp3OYvkPYnjcF5r7C4Hziav+rZVTfbeOVxGL97TL0AHJ7S2IYGF5c/8+jA4UYFDUnF70aG8fCXynyLNfGShImu0MFjSjmpSjRxKtBJclT+0CvHBGTkpSn28QrU6vJboVXUjMEPgyUXdwe3NcuyDegeH0ojuIGQvvKqv652VVH9q0/1xApBC9CjgUeFTz2tTXiIX7Tc39lxKL9tc377mQaKM8L/n8cxheqPdJA4ox4jexLUZeQ6Q/pZYSMw7WRVvr8A6GmzMcWla1Q9UkzXoGC5pxRZ6tKPLsJKIQsnUrgwJKSTOsyLPziELfkmjn+UEidXAekfrzXmLg4R8YpBotIdJ5zgSeSiy0/4mYV/Ce5pjH9Xxcusj/DXHh4BRg++axMSLf/6rmcx/eee1VRHeiUYvxZUQwMDSfocizC4ir/l8EnkHseLS+3jzWvmebfnULESh106TS77CaSKt6e/O57fOjajAkadYwWNBs8jLgXKKwcIciz345s6cjqVVW9U5EIfOHgG8Ts07aVKGlRJ3Bc4ii5/bq/I5EQfOhRN3Cy5O3/O9mevsNTNwBaLsdXUgUO4/RP9V5x+T41hwGMxj63AnsR9QenE1cmLiZGA5JkWenF3mWFXl2FtFqdQWxi/HkzvtsSdRprGy+WzcwSe/PJQrCv8Tgd3cO8W8mSbOaBc6aNZof5yfO9HlI6rWGwVXx7oWm8+n/Pbm1+Q+iNulGogXqMUWefbys6ouZOKitNQf4VJFn1wKUVX0Tg52FrrkjHofhGQkLgf2KPPtjWdWHAU9isKg/vqzqnxR5dm7zec9lOOUonVydagOm85j8/1/7EOmVrdsYTkui+dwdiN2XK4jd1dOIf4vntP8WkrQxubMgSZpSMxDsKcBriHambwQqYsbAUcAJxM7DicTV+6XAq9thY019wt7Abk2gsBlxhX9Sze4DRPvT1HXJ7bXN/X8lsEvTrvl7ndfNA85puj/BcHHzeOdvWki9LbHrcCyTF1XvzCCw+CSwa5Fnt/Uc9wFiUOW/ETUZjyDSrP56kveWpA3GOQuSpPVWVvUNRAvT1F1EcLA4OW4+sVjemShohih+fjVRL7AlUW/QDl+rijx7aVnV2xLtW/ckOqZ9hqif2DZ5j+68Bpr3OYfYfXhC85530d/SFKLu4jTg0/RfUFsFLGYw1wFil2Aug1axqZXN+1xPdJOCCKxuAz5e5Nmt6cFlVb8LeDdRV/FMIiCbAxxS5NkVI85ZkjYY05AkSdNhac9jmxOpQ4ubIOGrzf2DktdsAaws8uwLwBfKqv5x81x71f+FZVUfSSyeTyJ2NZ7W/Ne6jmjj2mcMOJ3YEWnfc/4k3+NGBpOVR71ft63zZC1UNwE+TMylaLXtYx8EvLKs6m2AO5rucMcSXaZ+S6RwrW7evzs/QpI2CtOQJEnT4ekMdzSD6BJ0RVnV3yQW9M8mAoUVxCL4D81xy5tcfYD/RyyUzyGuvm/GYNjaOxlOD2rtPsW5vRLYqXNeaUrRV4mA4pVEo4U+lxA7IatGPA/xvdZ0HlvCcKCQur2s6jcQQcH5TWrWg4F/B37cnMtuRLDw3Ek+V5I2GIMFSdJ6Kav6P4FriAFrdwGXE+1O265Iz2V4sf4+IiXnvc39+wOLyqr+hyLPvl7k2e7E/ITJrth33TTJc7sy/Hu3hsEuwxjwYuAIIijpLvZbjwT+lQheRtmUib+r24w49nNEHcbLmvuPJQqgn0EUgW9N7Mz8CLiM6MwkSRudNQuSpLutrOqtiavnEFfW2yLeklgIb04s5P9A1Bt8q8izlzSv/QDR+Sf1aaKo94tEUNFNv7mGWFR3U4nupL9moGsV8A8MOh2tIeY+vAN4QfPYH5v3v4YoLl7XlN2FTKzfaGsw7iR2YJ5W5NmCsqqvZjBv4fHAfwP3JbpHPbvIs+vW8bMlaVoZLEiS1ktZ1Z8Ank9cEW+v2L+NCBAeBxxIpA+NA39LtCz9KTGwbffO27UBx0qGh6a1FhFTpOcTC/nJ2qaOcjsxGwEGi/jUK4ghcOcTV/h/RsyQWEikSZ2QHLu6cw5ti9lugPFZIgD6DPAQ4vufRXSIeh4x6+EEohsSwD8VefbBu/HdJGlaGSxIkqZFWdVHAy8i5gdsTix8092GlcTCvLuQXkUspFcBz2LiVflU3+J+KmuI9KD2b99z7Xu/psizsqzqjwLHdI79BPA74K3Aduvw+eNEm9jvEkXNoz7/JGB/4t/uauDiIs/evw6fI0nTzpoFSdK0KPLsU8TE5RuJYmQYBAoQQUI3ULgByIo8exlRYJwGCncQ+fppHUEbKCwHLp3ilMaBHxLD0t5BpBd1pQXLY8DHy6r+wYj3ew3wQeD3RIoSDM9WWNScc9cYsVPRDRRgMJNiHPhhkWdPAC4g5iq8r6zq7uRoSdqobJ0qSZpOpwKHj3iuXei3uwOriDakXymr+jom/ibdh0g16rMZUdvQSncw0s87mNjhOJSogehaTMx8aM1lYmvWrjVEwfNDiBqLxzePv5wIbn7BIM2ptfeI9zkQuAW4T5FnVzePX9b8vR1YMMl5SNIGZxqSJGnalFW9hMjzHweuIPL8n54cMqoW4VNErUDfc2tjqvSkO4jdiO2JHYa2VeuvgQ8R3ZCeO8l7nAk8lWjp+iUiXehbRMpV2yHpWGKn4PjOeR1GpCB16ytOKfLsyL4PK6t6f2BhkWe/n+Q7SdIGZ7AgSZo2ZVW/ADgK+HSRZ18vq/rhwNnEQvkmYrHeXnWfrJagdQeRw99daN/IcDvWUVYx2LG4iyhI/inDAcz2RIH2Z5r71zFceH0yERR8meHJz+kk6GXEzsYYEwOOk4lAY7fksXHgAUWedWdTSNKsYrAgSdpgyqrekdhpOI5Ba9JlwN8TdQR/1nlJu0PQBhBp5yKIGQ5vJhbqZzAx9ajrUiKVKQ1GFhKBxlhzLj8E9iFSotqdjV8CD2tuf6859rDOe6eBSNdFzXfbjEh16gY2q4ndjZ8AOwJ/UeTZee2TZVUfBuTA54o8G1VDIUkbnAXOkqQNoqzqPwN+A1xFLO5bq4o8q4nUnNSVTLwqnwYKtwMPBb4AvBH41VqcxiOY+Ft3/+Rz5hNBwK4Mp0A9LLl9CMM1DLcRxcyLGT3E7dFEQHQAEZykFgN/B7yJ+D7bMdyOFeArxLC4L414f0naKCxwliRtKPsRRcowXOC7aVnVpwMHdY5PU3z6Lma1gcMORH3BujoLeMqI90516x/a38p2psJKYqbEVF4PPKp5r88SMye2IoKc3xDBT+uXnddeSRQ/X7EWnyNJG4xpSJKkaVdW9VZEitApDK7Kn08snjfrHJ52R1qfi1i3E1OcRwUDFxEdjNoAZhkTJ0FDTKTeZpLPGVWkDTGIbsvmM9I6i74C7KOBvYC3EN/94CLPzi2rei7RvWlT4Mwiz5ZOci6StEGZhiRJmlZlVT+CmEWwADgteerRTAwUYLCInsfotJ5RViS3t2Lwu7ak59h0pwOGr+xDBAG/Z/JA4dIR53gJ8A/AfZvXd39f+7osfYgIGCC+ezu9uQS+Qwxp84qepBllsCBJmm5PIoqatyCCg180j09VjAzr/rs06j3TBX8bUKTpRL8E/rPzmk2AXSb5rJVEOlXfOS4p8uwjRMckiKFt6cC2G5m48N+a4ZqMNhXpoc3fBzIc3EjSRmewIEmabl8mdhTOIBboeybPpSk1vyau0m+Iq+fLkts/IAKE1lyigPm16/iemxBpS20KUrrDsB9AkWevAN5LpDttQhQzw6D7Umt5cnt185o3NvdfDVTAS4s8W4wkzSCDBUnSdFtBXNnfm1gEb8kgIEhTf84mFtNjxFX4y7h72kAgXYCntQiHEgHCqrvxnqnuNOVfAJ8jgpFXAZRVvQUxkRniOx1FDGpr3QB8m+F0rHOJ9q67ARR5djkRMNgJSdKMM1iQJE23HxBdh3ZPHmuvqqfzBl7GoAPSJs3r/mcdP2sNg0LivnoIGPzWzWNiEDBqV6N9z8VEbcF7iN2Di5NjHklMnZ5X5NkpZVVvClwAfAT4OjFQ7mvEHIcbiDqKnwDPSt5jNfBk4C+B9wGUVf33RFD187Kq0w5RkrTR2Q1JkrTeyqp+HDHT4JHAy4l6BYhF8gMmeen3gMOb21cRC/7dOscsIBb8uxAL7rMYtE6dbPpz1zLgjwzqEi4iFuVPGXH8rUSHokvbB8qq3otofZp2OlpOfOdPANs2jy2iv73qlQwG0RXEVOuTmmPfCpwKfBz48+aY/Yo8u7s7LpK03gwWJEnrpazqBxPFuaPaiXaNE3MGdgF+BzyYuMJ+CzFDoc/1REHym4h0op8QhdRr81ndTkSXAx8GvgF8nxicllpIDG6D2Cm4CdiXSCm6vDn3tLD6DmKHJA0gINKPtuw5pzXA64BXEsHV94l6hRcC7yQ6Mi0BzgNeVeTZunaIkqRpYxqSJGl9zWd4PkLfVag0/WeMKHrejAgUIBbaO4w4HmBnYueC5rO2JxbVrZs6rxkH/gb4l55z2bl5fAmwf8/zaSelA4idjwcBZZFn1xPpQhcRQQJMnKnQ2rI5p5XEwr81h0hFagfV7dnsHjyxub8L8BfELsNtZVWfX1a1XZEkzQiDBUnSemkWun8FvINY8P5Hz2F9i+nUeOf2N3uOeQaDgGAfYubBF4gdgnOAE4Crk+MPJwaedW3LoENT3/yDzYGfMzzDAWDPsqqPAo4lZkZ0F/B9QdLxxOyFuzqPLwZeQAQRF5ZVfSJRLH0m8PYiz64DXkIEHI8jhtlJ0kZnGpIkaVqVVf0G4MR1fNmNDIqfp5qgPJnTgcNGPPdHBjsgbW3BqFShq5rzSFOUlhNX/L/L6EnTNwPbNbfLIs9eDVBW9UeBY5LjfgP8iCjybl1HtFz9VPP334luUpcDf1nkWdoOVpI2ilH/s5Mk6e56cnJ7BXEVfQHwhBHHL2W4S9LdDRQgAoXriUX7fp3nFhR59tiyqrdrzmdLhluspr4KPIfYLTgJ2JWYzbCUmB/xzBGvS+s2MqIFKkz87nsyPH8Coij6YKLDEsCvizzbdcTnSNJGYbAgSZpui5LbmxIL8n0ZfRV/GYPuSX1WMFxQfAtxlf/+/YezKREoLGMQDIwDl5ZVvYBobdqmH80lag/SlKJXEDsPj0jut+d3GoOdg1TblSmdyLxVWdU3EzsDXyXqI+YwXHR9BfFv8hUiVemBRLDzAKLwWZJmlGlIkqRpU1b1C4gF8wHA0Z2n00XyF4mcfIhOSg8b8ZZnAIcwqLFbRdQoHM5gYb6MKJYeIxbtK5i4Y5B+9m+BFwGfB/YAfkrMT3gtUbj8faIV6vY957OaifUX481/k9UB3k6kWj248/i3iR2M05vvOU4EFb9zerOk2cACZ0nStCir+sXEFfTPEYXG1xDpQO1VqbSY+CXJ7YcxerryoUQaU2seURic7gS0gQLE71pfalH62acTMxS2JHYhnkTMPngz0cr0LURRcp+06Pk4orD7NQx+T39O//Tn5cTE5+57XQx8hwgU2vPc2kBB0mxhsCBJmi5HJrffTVxF344oFB6lDRLmEbsCfZb3PDY24vbaeDRRXLxL8tgdwD8x+F28Pjm3dPG/GZFORXP8xxgevrYf/Z2fLidSiy5N3m9TooNUtyD7EUjSLGGwIEmaLj9Mbqe5+5MVLKe1cyvpbz+6S89ja+NO+ncs9mfi8LfnEGlH48DZRODSnlu6+J/DcN3Fg4CHJ/fTY9PPPhg4kKiFuJxIS+pzE1EXIUmzgsGCJGlaFHl2InBW8lBf+tFk0nSiVFsU3Lp4xOtXEvUP1wIVsajvNvJYMclnQKQnXQzsljy3aOLh0JzTWcBniYnSMBwspJ/d7ibsSuwczCF2N24i6jJuJgKIZxZ5du2Iz5Okjc5gQZI0ndJc+5OI4uN11R2GBrHAv55YdD+KCAy6Pk50SvoV0WXoss7zP+6cX9c4UavwOgYpUWsYTjNKLSKKuL9F7BrcOsl7d7/TlkQ61PbA04nOTjsWefbTSd5DkjY6W6dKkqbTR4lOSIuAhxLFxiuJTkDbMbFFatqlqLUp/bZncOV+E4Zbni5pPu+Jzf3Dm8+9i5jIDBFA7D3JuafnMafzFyLw+SWxMzCPmA1xIbEjApE+9FcM0pRuYVAofRvwB6L70hwiRel8orD5h0We9QU/kjTj3FmQJE2n3wA7Ao8jOhlBLOx3IQKFr3WOnyxFaRnD6UfdICKtHdgGeFbn+XYX4kNEMHEUo+sn1jTH93UyGidShM4AHsPwhbY2+FlGFCt/v/O61nxgLwa/u+8H/oMoAj98xDlJ0owzWJAkTac96B+8BnF1/Xdr+T6XEwHH+clj7W/WjcA5DLoSdf2CGHL2YiAn2qG2QULfrsWS5j3nNv9dTdQQpLYiiqBHtXidD1wJPDd5LB3edkdyexx4F1AD/9X3ZmVVb11W9WZ9z0nSxuRQNknStCir+s+ACxiegZDqSznqWkosvOcAVxEpRA8acewlRCDQ1U5Tvg3YeorP63MpUeDctwuxnEHa0dpaCdxAFDfDxH+HnYs8+0N7p6zqZxM7MIuBA9LnJGljs2ZBkjRdjmAQKKxi4m/M2nRFSmsaJqsvgOGORal2B2JtAoVlRPFxeuxkcw4mCxQuJWYpbEukXgGcCLyN2CHZleF/l5VEu9mFZVW/iBjudirxvTYBHgg8lqh1kKQZYRqSJGm6/BdR8HsjUbuwoW07xfNt/cFy4KlEl6TU7cAbgK8njy3tHHM20d50KuPE9Ob/ZRAoQBQ8f6B5HIYDqE2IAufzgM8TxdnHA3s2j50CnLkWny1JG4xpSJKkaVNW9YHEQhcicPgmcGxzfzX9042hP0XpZmLx3jeUbW1SmmDQDelO4BXAvzOxI9MyYuE+Z8Q5bMfk0t2CUef1YyIYWE0EUw9MnltBBDL7NffvKPJsKyRpFnBnQZI0nRYzuDp/MtH156Lm/mS/Od0F9nLgp8TMg98xmHuQHr827UbbtqlbEt2QuoECRI3EXPqnKt+357HUrxneLRgVwDy0+TuXCGBo/v6W+I77E2lMq4FPTPGZkrTRWLMgSZpOr2OwIP9ZkWdryqo+mphwvLaTnCGu9B9OpA+NMTHQWMNwus9UVhMzEg6Z5JiLgIM7j91GFDqPEzsI3c+8P/31GV3p6/YiahjOA8oiz64qq3pOkWd9xdqSNKPcWZAkTad2QvIq4Nayqt8JnMDEQGG8c3sVw1f229+n+fQXFa/N71eZ3P49/ZOhU/slt9vz24YITMYYLPjT9qlbEoFC33unuyHbMNhRgGgL+wbgjLKqLwXubLogSdKsYrAgSZpOHwCeRyyGtwDeCzyZiSlDY53b84hZBhCL7BXEbIIL1+IzryZSntKBakuINKbWbkRdwLWTvE9am9A3zXmc+B59uwh3Ai8i5idc25zLRzrHbJ7cbt9/NyJImQ8cOcm5SdKMsMBZkrRBlFW9E9H2c30uTN1I1A20w9RuA35ABCQQtQ3bEylGu3ZeWxFD2Vr7AK8HinX4/LRg+fPA301y7A3N+bX1CX8kJjr/TXN/VLrSJcQOxUuLPDt3Hc5NkjY4axYkSRvKjsQCuW9qcpvKM9Xv0E7N30XAp4FHMVx3sCnwL8lxqZzBELWVzWtfT9QlPGyKz11OzDg4gaidAHj0FK95QPNfawcGgQL0f9clwGOKPOsWcEvSrGAakiRpQzmc4R2Bdit7nFg4X0nUOKS5/G0QkaYUAdwP+Gfg2QxPiF4FvJXRw9LaxzcBamL42v2nOO/bmte9iQgwWo/qP5wrpni/UYHAOHCMgYKk2cxgQZK0oXyFqBv4CZE61KbztH8f3vzdnJh1sBD4e6JWYdQ8BojFdxtMTNYRaQHDhcc3EMFC263p+0wsTB5nUDtxEIPAoi9ndzlRn7AtcOsk5zGHGOzWDQquLvLs5EleJ0kzzmBBkrShLCICgG56TmsNg4X5fCKV6B8Z3jnoHn8N8HLgup7nuwv2SxnusPRuojZgfnN/LyYGG4uBdwLfJeYytEHJKibaDNiD+G5ziCAH+uc/bN88fidwLvA1IjCSpFnNYEGSNO3Kqj4I+BHwHKLjz+N7DptDdE9qjTG8o3ArseOQPv9gotD4fj3vt23zdyWx6D+E4YX7Z4GXAJc39/dgYkvX+wHHAA8iApmj6Z+vALHb0O4WbN3cL5LvsIBo2druSmxGBCsHETstK8uq7ptOLUmzht2QJEnTrqzqnzAIEJYRC/TH9hz6HeBAom3pHQzvKqwETgO+QAQJH2KwuL+dwa5E1/cYFCVfDTzkbn2J8H7gHSOeW8HE4u0riMBia+AC4KPAt+ifHA3xPQ4j/m1OLfJswXqcqyRNO3cWJEkbQtsC9ApiINnhDK7y35Ic92AG8w266UebAH8FXFzk2QkM0nwgagBa3WLow4kAZZz+QGHUVbI/Eq1aU4clty8B3g4sJdKJftTzfvsQ3+l+wLOAMxkOFM7vHL8VcArwceD0EeclSTPGYEGSNO2KPHsTsC9wQJFnKxgMWoPhoOBiYgE9yveArZudirTj0e7Aqc3tuUwsHp7PYBdicfL45UT71KuSx64iUpSOItKE1jT/LWoeX0Us8C8B3kIs/u8CntS8vpvKNMpSIr0pPf5zRItVmDgnQpJmnGlIkqSNoqzqRwPPZ5DWMw7sTFxVf35y6BoGF7M+SSz8X955u3GiYPkpwDOALxE1C6uBP2dQxAyxy3EQEaz8NVGQ/HzgUIbnPVwIPKa5/zNgf4aHstFzf319kAhetgBuLPJsqraukrRROZRNkrRRFHl2UVnVlxCpRfsQHYeez2Aacyvd9X4R8OXkfrtYHwPeQxQQ71nk2bXtAWVVnwM8MXlNe8V+Ewa7EWnnos2b21cTRc8XMmjr2g0MxoiWqeNEQDJqKnN6rpPZiviOGfCZKY6VpI3OnQVJ0kZXVvV8YG8i73+bztNnA/dlsGA/k9gtaHUX4e8DjivybGnz3vsClyXPf50IUFLt7sWVwM1EDcILms88lkh5ekJzzCImdl/6ILGL8b/AGUxM6+0WP99KFD23x93VnNerizy7DUmapQwWJEkzoqzqs4CDm7ttqhBEMPAG4Hji6v1lwKeA9xJBRJ+lwKFFnv24ee8rgYc2zx0ClESx8zixM7CcCFLSRf0jiXSmfSc57XGig9EtRL3BMuA4Jh8idxHw6OT+7cDTijz7+SSvkaRZwTQkSdJM+QURLPwWeBnROWkusWvwseS4hwNPYzhQGGd4/sEWwJllVb+wOfYGBsHC5kQwAREkbE8s3jPgxQyChTuIQW59wcKtRE3EGLFDsDWxA7GCQaBwI/ArYtjbzslr9+6c9+sMFCTdU9gNSZI0U44hZiw8psizq5vbqSXE4vpO4IHJ48uIGQ7dNqebEwPb3gg8tXntONGadJ/mmDlE+tDziGCjrWG4pHnPv2B4WnM7FXrb5LG081I6IXrr5jssZbg96pbN3+uBbYs8OxlJuocwDUmSNGuUVf0d4Ajg58TCfSmxON+d2ImAWMx/g6gx6LqM2IkYVXh8IdF96fPN/X8kahJeCzyM4S5KEDsUD2hujypYXs5wW9dRFhV5ttNaHCdJs4Y7C5Kk2eRZwDZFnu1f5NlCYsDaNUS71Z81x8wjAoU7iEBiefP474gr+x8mdgTSq/4AJxKtVo+IRYwwAAAG+0lEQVRgsOvwS+AkomVqN1CACBTWELsYi3uehyiQ7tMdFndpWdVrE1RI0qxhsCBJmjWKPBvvdAd6LbAT8DfEgj5dgP+BSD16LPBm4KAiz+4k5i7sQLQlbf0WeBtRz3AksUNwfZFnpzF5cTLEb+V3Ga6jgAg2jmWw89A+dnZz+xKGU5YOIQqoJekew2BBkjSbXUcECDcRv1lzgf9p7h/XTIde3tw/sKzquUSK0UrgdAZX/XcDXsOgBgFgcVnV2zCcQtSdBN0GJ78v8uwDRMemNn93DPiXzvFjzec+hyii7v7O7jXlN5akWcRgQZI0K5VV/UTgb4kA4RxiaNrJRCCwPfCusqqfAlxFBAinAO8r8uykIs82JYa5bZe85euJHYZPN/d3J2YptIv/ZUz8XTwbeCaDoGBrph609rfN+7THLSQGr30e+LspXitJs4qtUyVJs9ViBsXD5xV59jyAZgo0RHrSxxhevO+Q3P4eUbfQpiPtAfwzg9+++wJfSV7fV7NwMFAAO5RV/dfAD4hgZZOeY1sPJVqyntx8h2OLPLu9+SxJukdxZ0GSNCsVeXYVkcpzaJFnxydPvYQoSn4zsF/y+GnAW5P7i4GPAt8m2q9C1CzkDOYudKdHQxROt8aItqv/BXyS2OFY1fOaMzr3jwReCvy6CRQk6R7J1qmSpHuksqpfS7RBBfjXIs+OSZ7bgwgK3t08dBORutS6BbgPEQzMI2oZvkGkEMHEnfelxOA3iGLnI5r3/CSwJ/AZYmZDN03p7UWeHXe3vqAkzQKmIUmS7qn+k2i1uhR4T/tgWdUfJnYd0mLmG4hgYTFRtPxbYggbwNeAM4HjGf27uHly+whi8NtXgCuJ3YkXEMXRnyA6OEHUKnzkbn0zSZolTEOSJN1TnUrMYVhW5Fk66+Bpzd9tgQXABUQXo0cCexR59gBivkLrZ8QOQZuS1O2I1LozuX0/YneitSlR87CaaJkKcFqRZ8uRpHswdxYkSfc4ZVXPA/Zv7h7YefqtwLuA/y7y7MPJ45cmt7ciuiAtAO4iipY3A85t/j62OW4FEQiMAUcDrwIOALYo8mx5WdUHEwHL04ngpATeTqQmXb7eX1SSZpg1C5Kke6Syql9KtCQ9sciz09fhdfsCv2C4tuAE4DIitehNwAeax79LTG9eAryFmBK9E7CqyLPJOiJJ0r2COwuSpHukIs9OJtqTjlRW9XygAnYlZhzMBS4iAoW7GNQi3Ny8H8BxZVUvIAa5fQx4HvBs4FHAvxE7F5+b1i8jSbOUwYIk6d7sk0TxMcRQtvsw+O37PjHIbQeiMPn/K/LsiwBlVW9FBBtzgL2LPHsMMatBkv4kGCxIku6Vyqp+CIOJyeNEStG+yf3PFnl26hRvcxdwDbA3kbokSX9S7IYkSbq3WkjUGEAMWjuCQcejceCUsqqf0vfCsqqfXlb1K4m0pccDTwResWFPV5JmH3cWJEn3SkWe3V5W9SOA84mdgaOB3zRPzyG6HD0e+FH6urKqjyKGrI0BexV59jaiS5Ik/clxZ0GSdK9V5NmtwKeI+QffJOoNriRSir5Kp1C5rOr7E+1P205JXlST9CfN1qmSpHu9sqrHijyb8gevrOrtgeuIQugLgIOLPLtrA5+eJM1aBguSJCXKqt6PGMr21SLPls70+UjSTDJYkCRJktTLmgVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvQwWJEmSJPUyWJAkSZLUy2BBkiRJUi+DBUmSJEm9DBYkSZIk9TJYkCRJktTLYEGSJElSL4MFSZIkSb0MFiRJkiT1MliQJEmS1MtgQZIkSVIvgwVJkiRJvf4P3wqrToWG5KUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 296, "width": 389 } }, "output_type": "display_data" } ], "source": [ "sc.set_figure_params(fontsize=14)\n", "sc.pp.neighbors(pbmc)\n", "sc.tl.umap(pbmc)\n", "sc.pl.umap(pbmc, color=[\"condition\"],\n", " legend_fontsize=14,\n", " palette=[\"#96a1a3\", \"#A4E804\"],\n", " save=f\"_conditions.pdf\",\n", " show=True, \n", " frameon=False)\n", "os.rename(src=os.path.join(path_to_save, \"umap_conditions.pdf\"), \n", " dst=os.path.join(path_to_save, \"Fig2a_umap_conditions.pdf\"))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ../results/Figures/Figure 2/umap_celltypes.pdf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 296, "width": 402 } }, "output_type": "display_data" } ], "source": [ "sc.pp.neighbors(pbmc)\n", "sc.tl.umap(pbmc)\n", "sc.pl.umap(pbmc, color=[\"cell_type\"],\n", " legend_fontsize=14,\n", " save=f\"_celltypes.pdf\",\n", " show=True,\n", " frameon=False)\n", "os.rename(src=os.path.join(path_to_save, \"umap_celltypes.pdf\"), \n", " dst=os.path.join(path_to_save, \"Fig2a_umap_celltypes.pdf\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Figure 2.b" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 24900 × 6998 \n", " obs: 'batch', 'cell_type', 'condition'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc_reconstructed = sc.read(\"../data/reconstructed/scGen/pbmc.h5ad\")\n", "pbmc_reconstructed" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Restoring parameters from ../models/scGen/pbmc/CD4T/scgen\n" ] } ], "source": [ "network = scgen.VAEArith(z_dimension=100, \n", " x_dimension=pbmc.shape[1],\n", " model_path=\"../models/scGen/pbmc/CD4T/scgen\")\n", "network.restore_model()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 8001 × 6998 \n", " obs: 'batch', 'cell_type', 'condition'" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "conditions = {\"ctrl\": \"CD4T_ctrl\", \"pred_stim\": \"CD4T_pred_stim\", \"real_stim\": \"CD4T_real_stim\"}\n", "cd4t_reconstructed = pbmc_reconstructed[pbmc_reconstructed.obs[\"condition\"].isin(conditions.values())]\n", "cd4t_reconstructed" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "cd4t = pbmc[pbmc.obs[\"cell_type\"] == \"CD4-T\"]\n", "sc.tl.rank_genes_groups(cd4t, groupby=\"condition\", n_genes=100, method=\"wilcoxon\")\n", "diff_genes_cd4t = cd4t.uns[\"rank_genes_groups\"][\"names\"][\"stimulated\"]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def replace_conditions(adata):\n", " adata.obs[\"condition\"].replace(\"CD4T_ctrl\", \"CD4-T_ctrl\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD4T_real_stim\", \"CD4-T_real_stim\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD4T_pred_stim\", \"CD4-T_pred_stim\", inplace=True)\n", "\n", " adata.obs[\"condition\"].replace(\"CD8T_ctrl\", \"CD8-T_ctrl\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD8T_real_stim\", \"CD8-T_real_stim\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD8T_pred_stim\", \"CD8-T_pred_stim\", inplace=True)\n", "\n", " adata.obs[\"condition\"].replace(\"Dendritic_ctrl\", \"DC_ctrl\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"Dendritic_real_stim\", \"DC_real_stim\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"Dendritic_pred_stim\", \"DC_pred_stim\", inplace=True)\n", "\n", " adata.obs[\"condition\"].replace(\"FCGR3A+Mono_ctrl\", \"F-Mono_ctrl\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"FCGR3A+Mono_real_stim\", \"F-Mono_real_stim\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"FCGR3A+Mono_pred_stim\", \"F-Mono_pred_stim\", inplace=True)\n", "\n", " adata.obs[\"condition\"].replace(\"CD14+Mono_ctrl\", \"CD14-Mono_ctrl\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD14+Mono_real_stim\", \"CD14-Mono_real_stim\", inplace=True)\n", " adata.obs[\"condition\"].replace(\"CD14+Mono_pred_stim\", \"CD14-Mono_pred_stim\", inplace=True)\n", "def replace_cell_types(adata):\n", " adata.obs[\"cell_type\"].replace(\"CD4T\", \"CD4-T\", inplace=True)\n", " adata.obs[\"cell_type\"].replace(\"CD8T\", \"CD8-T\", inplace=True)\n", " adata.obs[\"cell_type\"].replace(\"Dendritic\", \"DC\", inplace=True)\n", " adata.obs[\"cell_type\"].replace(\"FCGR3A+Mono\", \"F-Mono\", inplace=True)\n", " adata.obs[\"cell_type\"].replace(\"CD14+Mono\", \"CD14-Mono\", inplace=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "conditions = {\"ctrl\": \"CD4-T_ctrl\", \"pred_stim\": \"CD4-T_pred_stim\", \"real_stim\": \"CD4-T_real_stim\"}" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "replace_conditions(pbmc_reconstructed)\n", "replace_conditions(cd4t_reconstructed)\n", "replace_cell_types(pbmc_reconstructed)\n", "replace_cell_types(cd4t_reconstructed)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9725512453489008\n", "0.9713736215099469\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 336, "width": 316 } }, "output_type": "display_data" } ], "source": [ "sns.set()\n", "scgen.plotting.reg_mean_plot(cd4t_reconstructed, \n", " condition_key=\"condition\",\n", " axis_keys={\"x\": conditions[\"pred_stim\"], \"y\": conditions[\"real_stim\"]},\n", " gene_list=diff_genes_cd4t[:5],\n", " top_100_genes=diff_genes_cd4t,\n", " path_to_save=os.path.join(path_to_save, f\"Fig2b_reg_mean.pdf\"),\n", " legend=False,\n", " labels={\"x\": \"pred stim\", \"y\":\"real stim\"},\n", " show=True,\n", " fontsize=20,\n", " textsize=14,\n", " title=\"CD4-T\",\n", " x_coeff=0.55, \n", " range=[0, 5, 1])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CD4-T_real_stim 3127\n", "CD4-T_pred_stim 2437\n", "CD4-T_ctrl 2437\n", "Name: condition, dtype: int64\n" ] } ], "source": [ "print(cd4t_reconstructed.obs['condition'].value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fig 2.c" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def calc_R2(adata, cell_type, n_genes=6998, conditions=None):\n", " if n_genes != adata.shape[1]:\n", " celldata = adata.copy()[adata.obs[\"cell_type\"] == cell_type]\n", " print(celldata.obs[\"condition\"].unique().tolist())\n", " sc.tl.rank_genes_groups(celldata, groupby=\"condition\", n_genes=n_genes, method=\"wilcoxon\")\n", " diff_genes = celldata.uns[\"rank_genes_groups\"][\"names\"][conditions[\"real_stim\"]]\n", " adata = adata[:, diff_genes.tolist()]\n", " r_values = np.zeros((1, 100))\n", " real_stim = adata[adata.obs[\"condition\"] == conditions[\"real_stim\"]]\n", " pred_stim = adata[adata.obs[\"condition\"] == conditions[\"pred_stim\"]]\n", " for i in range(100):\n", " pred_stim_idx = np.random.choice(range(0, pred_stim.shape[0]), int(0.8 * pred_stim.shape[0]))\n", " real_stim_idx = np.random.choice(range(0, real_stim.shape[0]), int(0.8 * real_stim.shape[0]))\n", " if sparse.issparse(pred_stim.X):\n", " pred_stim.X = pred_stim.X.A\n", " real_stim.X = real_stim.X.A\n", " x = np.average(pred_stim.X[pred_stim_idx], axis=0)\n", " y = np.average(real_stim.X[real_stim_idx], axis=0)\n", " m, b, r_value, p_value, std_err = stats.linregress(x, y)\n", " r_values[0, i] = r_value ** 2\n", " return r_values.mean(), r_values.std()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def calc_R2_mean_var(adata, cell_types, n_genes):\n", " r2_means, r2_vars = [], []\n", " for cell_type in cell_types:\n", " conditions = {\"real_stim\": cell_type+\"_real_stim\", \"pred_stim\": cell_type+\"_pred_stim\"}\n", " r2_mean, r2_var = calc_R2(adata, cell_type, n_genes=n_genes, conditions=conditions)\n", " r2_means.append(r2_mean)\n", " r2_vars.append(r2_var)\n", " return r2_means, r2_vars" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def calc_R2_specific_model(adata, n_genes, conditions):\n", " if n_genes != adata.shape[1]:\n", " sc.tl.rank_genes_groups(adata, groupby=\"condition\", n_genes=n_genes, method=\"wilcoxon\")\n", " diff_genes = adata.uns[\"rank_genes_groups\"][\"names\"][conditions[\"real_stim\"]]\n", " adata = adata[:, diff_genes.tolist()]\n", " r2_means, r2_vars = [], []\n", " r_values = np.zeros((1, 100))\n", " real_stim = adata[adata.obs[\"condition\"] == conditions[\"real_stim\"]]\n", " pred_stim = adata[adata.obs[\"condition\"] == conditions[\"pred_stim\"]]\n", " for i in range(100):\n", " pred_stim_idx = np.random.choice(range(0, pred_stim.shape[0]), int(0.8 * pred_stim.shape[0]))\n", " real_stim_idx = np.random.choice(range(0, real_stim.shape[0]), int(0.8 * real_stim.shape[0]))\n", " if sparse.issparse(pred_stim.X):\n", " pred_stim.X = pred_stim.X.A\n", " real_stim.X = real_stim.X.A\n", " x = np.average(pred_stim.X[pred_stim_idx], axis=0)\n", " y = np.average(real_stim.X[real_stim_idx], axis=0)\n", " m, b, r_value, p_value, std_err = stats.linregress(x, y)\n", " r_values[0, i] = r_value ** 2\n", " print(r_values.mean(), r_values.std())\n", " return r_values.mean(), r_values.std()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['B_ctrl', 'B_pred_stim', 'B_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['CD14-Mono_ctrl', 'CD14-Mono_pred_stim', 'CD14-Mono_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['CD4-T_ctrl', 'CD4-T_pred_stim', 'CD4-T_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['CD8-T_ctrl', 'CD8-T_pred_stim', 'CD8-T_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['DC_ctrl', 'DC_pred_stim', 'DC_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['F-Mono_ctrl', 'F-Mono_pred_stim', 'F-Mono_real_stim']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "['NK_ctrl', 'NK_pred_stim', 'NK_real_stim']\n" ] } ], "source": [ "cell_types_colnames = [\"B\", \"CD14-Mono\", \"CD4-T\", \"CD8-T\", \"DC\", \"F-Mono\", \"NK\"]\n", "cell_types = [\"B\", \"CD14-Mono\", \"CD4-T\", \"CD8-T\", \"DC\", \"F-Mono\", \"NK\"]\n", "r2_top100_means, r2_top100_vars = calc_R2_mean_var(pbmc_reconstructed, cell_types=cell_types_colnames, n_genes=100)\n", "r2_all_means, r2_all_vars = calc_R2_mean_var(pbmc_reconstructed, cell_types=cell_types_colnames, n_genes=pbmc_reconstructed.shape[1])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2 Means 0.936241\n", "R^2 Stddevs 0.002833\n", "dtype: float64\n", "R^2 Means 0.948563\n", "R^2 Stddevs 0.001827\n", "dtype: float64\n" ] }, { "data": { "text/html": [ "
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R^2 MeansR^2 StddevsTypeCell Types
00.9651820.002780top 100 DEGsB
10.8534640.005439top 100 DEGsCD14-Mono
20.9875770.000560top 100 DEGsCD4-T
30.9853950.001464top 100 DEGsCD8-T
40.9292470.003594top 100 DEGsDC
50.8609600.004115top 100 DEGsF-Mono
60.9718600.001881top 100 DEGsNK
70.9617330.001258all genesB
80.9158300.003233all genesCD14-Mono
90.9708680.000890all genesCD4-T
100.9718500.000942all genesCD8-T
110.9498020.002273all genesDC
120.9072020.002770all genesF-Mono
130.9626560.001423all genesNK
\n", "
" ], "text/plain": [ " R^2 Means R^2 Stddevs Type Cell Types\n", "0 0.965182 0.002780 top 100 DEGs B\n", "1 0.853464 0.005439 top 100 DEGs CD14-Mono\n", "2 0.987577 0.000560 top 100 DEGs CD4-T\n", "3 0.985395 0.001464 top 100 DEGs CD8-T\n", "4 0.929247 0.003594 top 100 DEGs DC\n", "5 0.860960 0.004115 top 100 DEGs F-Mono\n", "6 0.971860 0.001881 top 100 DEGs NK\n", "7 0.961733 0.001258 all genes B\n", "8 0.915830 0.003233 all genes CD14-Mono\n", "9 0.970868 0.000890 all genes CD4-T\n", "10 0.971850 0.000942 all genes CD8-T\n", "11 0.949802 0.002273 all genes DC\n", "12 0.907202 0.002770 all genes F-Mono\n", "13 0.962656 0.001423 all genes NK" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_means = np.concatenate((r2_top100_means, r2_all_means), axis=0)\n", "all_vars = np.concatenate((r2_top100_vars, r2_all_vars), axis=0)\n", "all_types = [\"top 100 DEGs\"] * 7 + [\"all genes\"] * 7\n", "cell_types_x = 2 * cell_types\n", "df = pd.DataFrame({\"R^2 Means\": all_means, \"R^2 Stddevs\": all_vars, \"Type\": all_types, \"Cell Types\": cell_types_x})\n", "print(df[df[\"Type\"] == \"top 100 DEGs\"].mean())\n", "print(df[df[\"Type\"] == \"all genes\"].mean())\n", "df" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def autolabel(rects):\n", " \"\"\"\n", " Attach a text label above each bar displaying its height\n", " \"\"\"\n", " for rect in rects:\n", " height = rect.get_height()\n", " plt.text(rect.get_x() + rect.get_width() / 2., 1.01 * height,\n", " '%.2f' % float(height),\n", " ha='center', va='bottom', fontsize=18)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def grouped_barplot(df, cat, subcat, val, err, filename, put_label=False, legend=False, offset=0.375):\n", " plt.close(\"all\")\n", "# import matplotlib\n", " matplotlib.rc('ytick', labelsize=25)\n", " matplotlib.rc('xtick', labelsize=30)\n", " u = df[cat].unique()\n", " x_pos = np.arange(0, 2*len(u), 2)\n", " subx = df[subcat].unique()\n", " plt.figure(figsize=(12, 10))\n", "# g = sns.catplot(x=cat, y=val, hue=subcat, data=df, kind='bar', palette=\"muted\", height=6, legend=False)\n", "# g.despine(left=True)\n", "# plt.yticks(np.arange(0, 1.2, 0.2))\n", "# g.set_xticklabels(rotation=90)\n", "# g.set_xlabels(\"\")\n", " for i, gr in enumerate(subx):\n", " dfg = df[df[subcat] == gr]\n", " b = plt.bar(x_pos + i/1.25, dfg[val].values, capsize=10, alpha=0.95, label=f\"{gr}\", yerr=dfg[err].values)\n", " a=np.random.normal(dfg[val].values, dfg[err].values, (10, len(u)))\n", "# print(a.shape)\n", "# dfc=pd.DataFrame({'x': x_pos + i/1.25, 'y': a[0]})\n", " plt.plot(x_pos + i/1.25, a.T, '.', color='black', alpha=0.5)\n", " if put_label:\n", " autolabel(b)\n", " \n", " plt.ylabel(r\"$\\mathrm{R^2}$\", fontsize=25)\n", " plt.xticks(x_pos+offset, u, rotation=90)\n", " if legend:\n", " plt.legend(bbox_to_anchor=(1.05,0.5), loc=\"center left\", borderaxespad=0, prop={'size': 18})\n", " plt.tight_layout()\n", " plt.savefig(os.path.join(path_to_save, filename), dpi=300)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 784, "width": 939 } }, "output_type": "display_data" } ], "source": [ "sns.set()\n", "grouped_barplot(df, \"Cell Types\", \"Type\", \"R^2 Means\", \"R^2 Stddevs\", legend=True, filename=\"Fig2c_celltypes_barplots.pdf\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "stgan_reconstructed = sc.read(\"../data/reconstructed/CGAN/CGAN_CD4T.h5ad\")\n", "pca_reconstructed = sc.read(\"../data/reconstructed/PCAVecArithm/PCA_CD4T.h5ad\")\n", "ges_reconstructed = sc.read(\"../data/reconstructed/VecArithm/VecArithm_CD4T.h5ad\")\n", "cvae_reconstructed = sc.read(\"../data/reconstructed/CVAE/CVAE_CD4T.h5ad\")\n", "replace_conditions(cvae_reconstructed)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "ctrl = cd4t_reconstructed[cd4t_reconstructed.obs[\"condition\"] == \"CD4-T_ctrl\"]\n", "real_stim = cd4t_reconstructed[cd4t_reconstructed.obs[\"condition\"] == \"CD4-T_real_stim\"]\n", "scgen_pred_stim = cd4t_reconstructed[cd4t_reconstructed.obs[\"condition\"] == \"CD4-T_pred_stim\"]\n", "stgan_pred_stim = stgan_reconstructed[stgan_reconstructed.obs[\"condition\"] == \"pred_stim\"]\n", "ges_pred_stim = ges_reconstructed[ges_reconstructed.obs[\"condition\"] == \"pred_stim\"]\n", "pca_pred_stim = pca_reconstructed[pca_reconstructed.obs[\"condition\"] == \"pred_stim\"]\n", "cvae_pred_stim = cvae_reconstructed[cvae_reconstructed.obs[\"condition\"] == \"CD4-T_pred_stim\"]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "if sparse.issparse(cvae_pred_stim.X):\n", " cvae_pred_stim.X = cvae_pred_stim.X.A" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "ctrl.obs[\"condition\"] = \"control\"\n", "real_stim.obs[\"condition\"] = \"stimulation real\"\n", "scgen_pred_stim.obs[\"condition\"] = \"scGen\"\n", "cvae_pred_stim.obs[\"condition\"] = \"CVAE\"\n", "stgan_pred_stim.obs[\"condition\"] = \"style transfer GAN\"\n", "ges_pred_stim.obs[\"condition\"] = \"Vec. Arithm.\"\n", "pca_pred_stim.obs[\"condition\"] = \"PCA + Vec. Arithm.\"" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['control', 'stimulation real', 'scGen', 'CVAE',\n", " 'style transfer GAN', 'Vec. Arithm.', 'PCA + Vec. Arithm.'],\n", " dtype=object)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models = ctrl.concatenate(real_stim, scgen_pred_stim, cvae_pred_stim, stgan_pred_stim, ges_pred_stim, pca_pred_stim)\n", "models.obs[\"condition\"].unique()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "var_temp = models.var_names.tolist()\n", "var_temp[var_temp.index(\"ISG15\")] = \"ISG15 in CD4-T\"\n", "models.var_names = var_temp" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ../results/Figures/Figure 2/violin_model_cmpr.pdf\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 407, "width": 285 } }, "output_type": "display_data" } ], "source": [ "font = {'family' : 'Arial',\n", " 'size' : 30}\n", "\n", "sc.set_figure_params(fontsize=25)\n", "sns.set()\n", "matplotlib.rc('ytick', labelsize=14)\n", "matplotlib.rc('xtick', labelsize=14)\n", "sc.pl.violin(models, \n", " keys=\"ISG15 in CD4-T\", \n", " groupby=\"condition\", \n", " rotation=90,\n", " show=True,\n", " order=models.obs[\"condition\"].unique().tolist(),\n", " color = \"#ee0ef0\",\n", " save=\"_model_cmpr.pdf\"\n", " )\n", "os.rename(src=os.path.join(path_to_save, \"violin_model_cmpr.pdf\"), \n", " dst=os.path.join(path_to_save, \"Fig2d_model_comparison.pdf\"))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "stimulation real 3127\n", "style transfer GAN 2437\n", "scGen 2437\n", "control 2437\n", "Vec. Arithm. 2437\n", "PCA + Vec. Arithm. 2437\n", "CVAE 2437\n", "Name: condition, dtype: int64" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "models.obs['condition'].value_counts()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.9707041000432634 0.0007938444616574701\n", "0.9125767915273829 0.0007355002324178982\n" ] } ], "source": [ "conditions = {\"real_stim\": \"CD4-T_real_stim\", \"pred_stim\": \"CD4-T_pred_stim\"}\n", "scgen_r2_mean, scgen_r2_var = calc_R2_specific_model(cd4t_reconstructed, n_genes=6998, conditions=conditions)\n", "cvae_r2_mean, cvae_r2_var = calc_R2_specific_model(cvae_reconstructed, n_genes=6998, conditions=conditions)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "if sparse.issparse(cvae_reconstructed.X):\n", " cvae_reconstructed.X = cvae_reconstructed.X.A" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.8939591026286667 0.001230348250776631\n", "0.8963193518092095 0.0012488944098179996\n", "0.13091020539366757 0.0005310207637818714\n" ] } ], "source": [ "conditions = {\"real_stim\": \"real_stim\", \"pred_stim\": \"pred_stim\"}\n", "ges_r2_mean, ges_r2_var = calc_R2_specific_model(ges_reconstructed, n_genes=6998, conditions=conditions)\n", "pca_r2_mean, pca_r2_var = calc_R2_specific_model(pca_reconstructed, n_genes=6998, conditions=conditions)\n", "stgan_r2_mean, stgan_r2_var = calc_R2_specific_model(stgan_reconstructed, n_genes=6998, conditions=conditions)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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R^2 MeansR^2 StddevsTypeModels
00.9708140.000820All genesscGen
10.9127530.000748All genesCVAE
20.1308640.000506All genesstyle transfer GAN
30.8939620.001219All genesVec. Arithm.
40.8962810.001219All genesPCA + Vec. Arithm.
\n", "
" ], "text/plain": [ " R^2 Means R^2 Stddevs Type Models\n", "0 0.970814 0.000820 All genes scGen\n", "1 0.912753 0.000748 All genes CVAE\n", "2 0.130864 0.000506 All genes style transfer GAN\n", "3 0.893962 0.001219 All genes Vec. Arithm.\n", "4 0.896281 0.001219 All genes PCA + Vec. Arithm." ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_means = np.array([scgen_r2_mean, cvae_r2_mean, stgan_r2_mean, ges_r2_mean, pca_r2_mean])\n", "all_vars = np.array([scgen_r2_var, cvae_r2_var, stgan_r2_var, ges_r2_var, pca_r2_var])\n", "all_types = [\"All genes\"] * 5\n", "models = [\"scGen\", \"CVAE\", \"style transfer GAN\", \"Vec. Arithm.\", \"PCA + Vec. Arithm.\", ]\n", "df = pd.DataFrame({\"R^2 Means\": all_means, \"R^2 Stddevs\": all_vars, \"Type\": all_types, \"Models\": models})\n", "df" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 807, "width": 965 } }, "output_type": "display_data" } ], "source": [ "font = {'family' : 'Arial',\n", " 'size' : 2}\n", "\n", "matplotlib.rc('font', **font)\n", "matplotlib.rc('ytick', labelsize=20)\n", "matplotlib.rc('xtick', labelsize=20)\n", "grouped_barplot(df, \"Models\", \"Type\", \"R^2 Means\", \"R^2 Stddevs\", put_label=True, legend=False, filename=\"Fig2e_models_barplots.pdf\", offset=0.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fig 2.g" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "gene_list = [\"CD3D\", \"CCL5\", \"GNLY\", \"CD79A\", \"FCGR3A\", \"S100A9\", \"HLA-DQA1\", \n", " \"ISG15\", \"IFI6\", \"IFIT1\", \"CXCL10\", \"CXCL11\", \"APOBEC3A\", \"DEFB1\", \n", " \"CCL8\", \"TARBP1\"]\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"CD14+Mono_ctrl\", \"CD14-Mono_ctrl\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"CD14+Mono_real_stim\", \"CD14-Mono_real_stim\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"CD14+Mono_pred_stim\", \"CD14-Mono_pred_stim\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"Dendritic_ctrl\", \"DC_ctrl\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"Dendritic_real_stim\", \"DC_real_stim\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"Dendritic_pred_stim\", \"DC_pred_stim\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"FCGR3A+Mono_ctrl\", \"F-Mono_ctrl\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"FCGR3A+Mono_real_stim\", \"F-Mono_real_stim\", inplace=True)\n", "pbmc_reconstructed.obs[\"condition\"].replace(\"FCGR3A+Mono_pred_stim\", \"F-Mono_pred_stim\", inplace=True)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "... storing 'cell_type' as categorical\n", "... storing 'condition' as categorical\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file ../results/Figures/Figure 2/dotplot.pdf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 534, "width": 638 } }, "output_type": "display_data" } ], "source": [ "sc.set_figure_params(fontsize=14)\n", "sc.pl.dotplot(pbmc_reconstructed, var_names=gene_list, groupby=\"condition\", save=\".pdf\", show=True)\n", "os.rename(src=os.path.join(path_to_save, \"dotplot.pdf\"), \n", " dst=os.path.join(path_to_save, \"Fig2f_dotplot.pdf\"))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CD4-T_real_stim 3127\n", "F-Mono_real_stim 2501\n", "CD4-T_ctrl 2437\n", "CD4-T_pred_stim 2437\n", "CD14-Mono_pred_stim 1946\n", "CD14-Mono_ctrl 1946\n", "F-Mono_pred_stim 1100\n", "F-Mono_ctrl 1100\n", "B_real_stim 993\n", "B_pred_stim 818\n", "B_ctrl 818\n", "NK_real_stim 646\n", "CD14-Mono_real_stim 615\n", "DC_ctrl 615\n", "DC_pred_stim 615\n", "CD8-T_pred_stim 574\n", "CD8-T_ctrl 574\n", "CD8-T_real_stim 541\n", "NK_pred_stim 517\n", "NK_ctrl 517\n", "DC_real_stim 463\n", "Name: condition, dtype: int64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pbmc_reconstructed.obs['condition'].value_counts()" ] } ], "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }